From 9a3678d58a8471e4a6812b1124dbcffb5c016aa4 Mon Sep 17 00:00:00 2001 From: David Shustin Date: Sat, 28 Jan 2023 23:12:14 +0000 Subject: [PATCH 01/14] initial commit --- .ipynb_checkpoints/challenge-checkpoint.md | 64 + .../team_solutions-checkpoint.md | 6 + tutorial/AWS_optimization_demo.ipynb | 11 +- .../1x1_square_graph_mis-checkpoint.json | 1604 ++ .../2x2_square_graph_mis-checkpoint.json | 3204 +++ .../6x6_square_graph_mis-checkpoint.json | 17604 ++++++++++++++ .../iquhack_utils-checkpoint.py | 277 + .../square_lattice-checkpoint.ipynb | 796 + work/.ipynb_checkpoints/utils-checkpoint.py | 71 + work/1x1_square_graph_mis.json | 1604 ++ work/2x2_square_graph_mis.json | 3204 +++ work/4x4_square_graph_mis.json | 8804 +++++++ work/6x6_square_graph_mis.json | 17604 ++++++++++++++ work/big_square_graph_mis.json | 20204 ++++++++++++++++ work/diag_graph_mis.json | 4204 ++++ work/horiz_graph_mis.json | 3004 +++ work/iquhack_utils.py | 277 + work/square_lattice.ipynb | 828 + work/square_lattice_mis.json | 16004 ++++++++++++ work/utils.py | 71 + work/vert_graph_mis.json | 3004 +++ 21 files changed, 102447 insertions(+), 2 deletions(-) create mode 100644 .ipynb_checkpoints/challenge-checkpoint.md create mode 100644 team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md create mode 100644 work/.ipynb_checkpoints/1x1_square_graph_mis-checkpoint.json create mode 100644 work/.ipynb_checkpoints/2x2_square_graph_mis-checkpoint.json create mode 100644 work/.ipynb_checkpoints/6x6_square_graph_mis-checkpoint.json create mode 100644 work/.ipynb_checkpoints/iquhack_utils-checkpoint.py create mode 100644 work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb create mode 100644 work/.ipynb_checkpoints/utils-checkpoint.py create mode 100644 work/1x1_square_graph_mis.json create mode 100644 work/2x2_square_graph_mis.json create mode 100644 work/4x4_square_graph_mis.json create mode 100644 work/6x6_square_graph_mis.json create mode 100644 work/big_square_graph_mis.json create mode 100644 work/diag_graph_mis.json create mode 100644 work/horiz_graph_mis.json create mode 100644 work/iquhack_utils.py create mode 100644 work/square_lattice.ipynb create mode 100644 work/square_lattice_mis.json create mode 100644 work/utils.py create mode 100644 work/vert_graph_mis.json diff --git a/.ipynb_checkpoints/challenge-checkpoint.md b/.ipynb_checkpoints/challenge-checkpoint.md new file mode 100644 index 00000000..f99f955d --- /dev/null +++ b/.ipynb_checkpoints/challenge-checkpoint.md @@ -0,0 +1,64 @@ +# Rydberg Blockade + +As we had discussed in the tutorial, one of the most useful phenomena of the Rydberg atom platform is the Blockade effect, e.g., the idea that if atoms are too close together, the probability of exciting both atoms into the Rydberg state is quite small. + +![Blockade MIS](assests/mis.png) + +The most natural application of the Rydberg blockade is the Maximum Independent Set (MIS) problem on unit-disk graphs. The mapping between the atom positions and the unit-disk graph is related to the Blockade radius. If atoms represent nodes and those two atoms are within the blockade radius of one another, the effective graph would have an edge between the nodes represented by their respective atoms. For a large positive detuning, this implies that the lowest energy state of the rydberg system will encode the solution to the MIS. + +# Adiabatic state preparation + +Another concept we discussed was the notion of adiabatic state preparation. The idea is to slowly sweep the detuning of the rydberg system from negative to positive. The quantum adiabatic theorem states the system will remain in the lowest energy state, allowing us to, in theory, prepare the MIS using the Rydberg Blockade. That only applies to protocols with vanishing velocities. As we saw during the tutorial when trying to obtain the MIS on the defective King's graph, we found that for finite time sweeps, some shots are only sometimes the MIS. In some cases, the configuration of Rydberg atoms does not form an independent set. + +Fortunately, there are ways to improve upon the adiabatic sweep. We have a separate document, `quantum_state_prep.md`, that discusses some of these concepts with references. This is a vibrant field with much active research, so feel free to dig a bit into the literature. + + +# iQuHack Challenge: + +The challenge will allow you to explore the concept of the Rydberg blockade and independent sets, and quantum state preparation. The problem is as follows: + +Create an algorithm that finds the largest independent set (IS) using the smallest number of shots. The computing protocol is the core of the challenge, but a catch is that your chosen graph is also up to you. You can pick any unit disk graph that can be run on Aquila with up to 100 atoms. + +To be clear, in this challenge, you want to maximize the total number of nodes in your IS. You do not get credit for maximizing the fraction of nodes. For example, an IS on one graph with 20 out of 100 nodes wins over an IS with 7 out of 10 nodes. + +The criteria for a valid IS and graph are as follows: + +1. The graph must be encoded using the atom positions, e.g., each atom must correspond to the node of the target graph. + +2. We only accept single-component connected graphs. The unit disk graph will be determined by the unit disk radius, which is set by the final detuning value, $\Delta$ using: $R = \left(\frac{C_6}{\Delta} \right)^{1/6}$. $C_6$ value can be can be found inside `iquhack_utils.py` + +3. The Rydberg state will denote whether an atom/node belongs to the IS for a given shot. Atoms will sometimes not get sorted correctly, resulting in a missing atom. You can keep the IS obtained from that shot as is. + +4. shots can be post-processed to transform them into a valid IS; however, the total size of the set must be less than or equal to the original set. + +### Judging Criteria +You will be judged based on the following (in no particular order): + +1. The size of the IS (more is better) +2. The number of shots runs on the QPU (less is better) +3. The creativity of the graph design +4. The creativity of the pulse design + +We acknowledge that there is a certain amount of luck in this challenge. As such, we will put a higher weight on the creativity of a particular solution. + +We provided a function `plot_task_results(...)` in the `iquhack_utils.py` file in the challenge repository. This function will generate a figure for the task. The function requires the Braket AHS program, the number of shots for the task, and the pre and post-process results used for the IS for that task. Note that the function will check to see if your post-processed result is a valid IS. + +We require that all the tasks submitted to the QPU be presented along with your solution IS and graph. The other tasks should be in chronological order in an appendix of the report called 'Task Reports.' These figures are the only description that is needed. + +The final presentation should also include any additional code beyond what was provided to you used to generate the geometries, protocols, and post-processing. + +# Guidelines and Advice on Challenge + +The probability of finding larger independent sets depends significantly on the type of graph as well as the number of nodes in the graph so choose carefully. The challenge will be to balance the size of the graph over the number of shots on top of designing the graph and pulses. + +Most methods to optimize pulses for quantum state preparation require a feedback loop iterating over multiple iterations of the analog hamiltonian program. Given the limited availability of QPU time, we ask each group to use classical quantum simulation tools to benchmark and/or design the rydberg pulses, the most straightforward being using Braket's local simulator tool. + +When your group is ready to submit a Task to Aquila, we ask participants to limit the number of shots to between 50 - 100 per task. Each group will be allowed a maximum of 20 tasks per window. This is to allow all teams to have a chance to run tasks within each availability window. The windows will be: + +1. Sat (1/28) 2pm-6pm ET, +2. Sat (1/28) 10pm – Sun (1/29) 2am ET, and +3. Sun (1/29) 5-9am ET. + +You can also submit tasks between windows but they will not be processed until the window is open. + +Please feel free to ask us if you have any questions regarding technical aspects you might come across in your research. diff --git a/team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md b/team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md new file mode 100644 index 00000000..1a1c42c8 --- /dev/null +++ b/team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md @@ -0,0 +1,6 @@ +# List of Challenges + +### Sample Team + +- [Code](TEAM_NAME) +- [Documentation](https://url_to_documentation.com) \ No newline at end of file diff --git a/tutorial/AWS_optimization_demo.ipynb b/tutorial/AWS_optimization_demo.ipynb index ef9c65b6..ebea22d8 100644 --- a/tutorial/AWS_optimization_demo.ipynb +++ b/tutorial/AWS_optimization_demo.ipynb @@ -462,6 +462,13 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + 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+1,277 @@ +import json + +import matplotlib.pyplot as plt +import matplotlib.gridspec as gridspec +from matplotlib.axes import Axes +import numpy as np +from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation +from braket.ahs.atom_arrangement import AtomArrangement,SiteType +import warnings +import networkx as nx + +C6 = 5.42E-24 + +def is_IS(graph,node_types): + inds = np.argwhere(np.array(node_types)==0).ravel() + subgraph = nx.subgraph(graph,inds) + print(subgraph) + return subgraph.number_of_edges() == 0 + + +def visualize_graph(ax,graph,pos_dict,node_colors = "#6437FF"): + """Visualize graph using networkx + + Args: + ax (matplotlib.axes.Axes): Axes object to plot graph on. + graph (networkx.Graph): Graph to be plotted + pos_dict (dict): dictionary containing the x,y coordiantes where the nodes are the keys. + node_colors (str or list, optional): Defaults to "#6437FF". The color(s) to color the nodes of the graph. + + """ + + ax.set_aspect('equal') + ax.axis('off') + + # pos_dict = {a:positions[a] for a in range(positions.shape[0])} + nx.draw_networkx_edges(graph,pos_dict,width=10/np.sqrt(len(graph.nodes)),ax=ax) + nx.draw_networkx_nodes(graph,pos_dict,node_size=1225/np.sqrt(len(graph.nodes)),node_color=node_colors,ax=ax) + + +def get_graph_from_blockade_radius(register : AtomArrangement, blockade_radius:float): + """Get graph based on blockade radius. + + Args: + register (braket.ahs.atom_arrangement.AtomArrangement): register for analog quantum simulation. + blockade_radius (float): the blockade radius calculated using (C_6/final_detuning)^(1/6). + + Returns: + networkx.Graph: The graph of the effective unit disk graph set by the blockade radius. + """ + filled_sites = [site.coordinate for site in register if site.site_type == SiteType.FILLED] + graph = nx.Graph() + + positions = {n:c for n,c in enumerate(filled_sites)} + + graph.add_nodes_from(positions.keys()) + + for n,r_1 in positions.items(): + for m,r_2 in positions.items(): + if n <= m: continue + dist = np.linalg.norm(np.array(r_1)-np.array(r_2)) + if dist < blockade_radius: + graph.add_edge(n,m) + + return graph,positions + + +def get_blockade_radius(detuning: float, rabi: float) -> float: + """calculate Blockade Radius given the detuning and rabi amplitude. + + Args: + detuning (float): detuning value. + ravi (float): rabi value + Returns: + float: blockade radius + """ + + demon = np.sqrt(detuning**2+rabi**2) + if demon > 0: + return (C6/demon)**(1/6) + else: + return np.inf + + + +def plot_task_results( + ahs_program : AnalogHamiltonianSimulation, + n_shots : int, + pre_processed_shot : list[int], + post_processed_shot : list[int], +): + """function to generate figure summarizing iQuHack task results. + + Args: + ahs_program (AnalogHamiltonianSimulation): Braket AHS program used to generate shots + n_shots (int): number of shots for Task + pre_processed_shot (list[int]): The list showing the independent set before post processing, + post_processed_shot (list[int]): The list showing the independent set after post processing + """ + + fig = plt.figure(tight_layout=True,figsize=(9,6)) + gs = gridspec.GridSpec(6, 3) + + graph_axs = [ + fig.add_subplot(gs[0:3, 2]), + fig.add_subplot(gs[3:6, 2]) + ] + + drive_axs = [ + fig.add_subplot(gs[0:2, 0:2]), + fig.add_subplot(gs[2:4, 0:2]), + fig.add_subplot(gs[4:6, 0:2]) + ] + + drive_axs[0].sharex(drive_axs[1]) + drive_axs[1].sharex(drive_axs[2]) + + + register = ahs_program.register + drive = ahs_program.hamiltonian + + data = { + 'amplitude [rad/s]': drive.amplitude.time_series, + 'detuning [rad/s]': drive.detuning.time_series, + 'phase [rad]': drive.phase.time_series, + } + + detuning_data = list(data['detuning [rad/s]'].values()) + blockade_radius = get_blockade_radius(detuning_data[-1],0) + + + + graph,positions = get_graph_from_blockade_radius(register,blockade_radius) + + + for ax, data_name in zip(drive_axs, data.keys()): + ax.tick_params('both',direction='in') + ax.tick_params('x',top=True) + ax.tick_params('y',left=True) + + if data_name == 'phase [rad]': + ax.step(data[data_name].times(), data[data_name].values(), '.-', where='post') + else: + ax.plot(data[data_name].times(), data[data_name].values(), '.-') + ax.xaxis.set_ticklabels([]) + + ax.set_ylabel(data_name) + ax.grid(ls=':') + ax.set_xlabel("time (s)") + + color = { + 0:'red', + 1:'black' + } + + pre_processed_shot = [s for s,site in zip(pre_processed_shot,register) if site.site_type == SiteType.FILLED] + post_processed_shot = [s for s,site in zip(post_processed_shot,register) if site.site_type == SiteType.FILLED] + + shots = [ + pre_processed_shot, + post_processed_shot + ] + + titles = [ + "pre-processed", + "post-processed" + ] + + if not is_IS(graph,post_processed_shot): + warnings.warn("'post_processed_shot' is not a valid independent set of the effective graph.") + + + for (ax,shot,title) in zip(graph_axs,shots,titles): + colors = [color[s] for s in shot] + visualize_graph(ax,graph,positions,colors) + ax.title.set_text(title) + + fig.tight_layout() + fig.subplots_adjust(hspace=0.25) + fig.suptitle(f'number of shots: {n_shots}') + return fig,drive_axs,graph_axs + + +def generate_test_program(Nx,Ny,lattice_spacing=6.5e-6): + from quera_ahs_utils.drive import get_drive + + + register = AtomArrangement() + for ix in range(Nx): + for iy in range(Ny): + x = ix * lattice_spacing + y = iy * lattice_spacing + register.add((x,y)) + + + time_points = [0, 2.5e-7, 2.75e-6, 3e-6] + amplitude_min = 0 + amplitude_max = 1.57e7 # rad / s + + detuning_min = -5.5e7 # rad / s + detuning_max = 5.5e7 # rad / s + + amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piece-wise linear + detuning_values = [detuning_min, detuning_min, detuning_max, detuning_max] # piece-wise linear + phase_values = [0, 0, 0, 0] # piece-wise constant + + + drive = get_drive(time_points, amplitude_values, detuning_values, phase_values) + + return AnalogHamiltonianSimulation( + register=register, + hamiltonian=drive + ) + +def find_UDG_radius(position, graph): + ''' + Computes the optimal unit disk radius for a particular set of positions and graph. + position - [N x 2] array of points + graph - network connectivity graph. This should be a unit disk graph. + + returns + radius - Optimal unit disk radius of the graph + rmin - Minimum distance + rmax - Maximum distance + ''' + + dists = np.sqrt((position[:,0,None] - position[:,0])**2 + + (position[:,1,None] - position[:,1])**2) + rmin = 0 + rmax = np.inf + for i in range(position.shape[0]): + for j in range(i+1,position.shape[0]): + if (i,j) in graph.edges: + if rmindists[i,j]: + rmax = dists[i,j] + + if rmin>rmax: + print(rmin,rmax) + raise BaseException("Graph is not a unit disk graph!") + + return np.sqrt(rmin*rmax),rmin,rmax + +def save_result_json(json_file,result): + ''' + Helper function to save results locally + ''' + result_dict = {"measurements":[]} + for measurement in result.measurements: + shot_result = { + "pre_sequence":[int(qubit) for qubit in measurement.pre_sequence], + "post_sequence":[int(qubit) for qubit in measurement.post_sequence] + } + result_dict["measurements"].append(shot_result) + + with open(json_file,"w") as io: + json.dump(result_dict,io,indent=2) + +def open_json(json_file): + ''' + Helper function to load and open json data + ''' + with open(json_file,"r") as io: + return json.load(io) + +if __name__ == '__main__': + L = 10 + ahs_program = generate_test_program(L,L,lattice_spacing=4e-6) + pre_processed_shot = list(np.random.randint(2,size=L*L)) + post_processed_shot = list(np.random.randint(2,size=L*L)) + + fig,drive_axs,graph_axs = plot_task_results( + ahs_program,100,pre_processed_shot,post_processed_shot + ) + + plt.show() diff --git a/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb b/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb new file mode 100644 index 00000000..71215ea8 --- /dev/null +++ b/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb @@ -0,0 +1,796 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;35mYou have already enabled qBraid Quantum Jobs in the amazon_braket environment.\u001b[0m\n" + ] + } + ], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", + "metadata": {}, + "outputs": [], + "source": [ + "def square_lattice(num_rows, num_cols):\n", + " points = []\n", + " \n", + " num_centers = num_rows * num_cols\n", + " num_corners = (num_rows + 1) * (num_cols + 1)\n", + " graph_connections = []\n", + " \n", + " # Build corners\n", + " for row in range(num_rows + 1):\n", + " for col in range(num_cols + 1):\n", + " start = np.array([col, row])\n", + " points.append(start)\n", + " \n", + " # Build centers\n", + " curr_id = num_corners\n", + " for row in range(num_rows):\n", + " for col in range(num_cols):\n", + " start = np.array([col, row])\n", + " points.append(start + np.array([1/2, 1/2])) # centers\n", + " bottomleft_corner_id = row * (num_cols + 1) + col\n", + " bottomright_corner_id = bottomleft_corner_id + 1\n", + " topleft_corner_id = bottomleft_corner_id + num_cols + 1\n", + " topright_corner_id = topleft_corner_id + 1\n", + " graph_connections.append((topleft_corner_id, curr_id))\n", + " graph_connections.append((topright_corner_id, curr_id))\n", + " graph_connections.append((bottomleft_corner_id, curr_id))\n", + " graph_connections.append((bottomright_corner_id, curr_id))\n", + " curr_id = curr_id + 1\n", + " # points.append(start + np.array([0, 1]))\n", + " # points.append(np.array([num_cells, 0]))\n", + " # points.append(np.array([num_cells, 1]))\n", + " \n", + " centers = range(num_centers)\n", + " corners = range(num_centers, num_centers + num_corners)\n", + " \n", + " graph = nx.Graph(graph_connections)\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Points: [[0. 0. ]\n", + " [1. 0. ]\n", + " [2. 0. ]\n", + " [3. 0. ]\n", + " [4. 0. ]\n", + " [5. 0. ]\n", + " [6. 0. ]\n", + " [7. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [2. 1. ]\n", + " [3. 1. ]\n", + " [4. 1. ]\n", + " [5. 1. ]\n", + " [6. 1. ]\n", + " [7. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [2. 2. ]\n", + " [3. 2. ]\n", + " [4. 2. ]\n", + " [5. 2. ]\n", + " [6. 2. ]\n", + " [7. 2. ]\n", + " [0. 3. ]\n", + " [1. 3. ]\n", + " [2. 3. ]\n", + " [3. 3. ]\n", + " [4. 3. ]\n", + " [5. 3. ]\n", + " [6. 3. ]\n", + " [7. 3. ]\n", + " [0. 4. ]\n", + " [1. 4. ]\n", + " [2. 4. ]\n", + " [3. 4. ]\n", + " [4. 4. ]\n", + " [5. 4. ]\n", + " [6. 4. ]\n", + " [7. 4. ]\n", + " [0. 5. ]\n", + " [1. 5. ]\n", + " [2. 5. ]\n", + " [3. 5. ]\n", + " [4. 5. ]\n", + " [5. 5. ]\n", + " [6. 5. ]\n", + " [7. 5. ]\n", + " [0. 6. ]\n", + " [1. 6. ]\n", + " [2. 6. ]\n", + " [3. 6. ]\n", + " [4. 6. ]\n", + " [5. 6. ]\n", + " [6. 6. ]\n", + " [7. 6. ]\n", + " [0.5 0.5]\n", + " [1.5 0.5]\n", + " [2.5 0.5]\n", + " [3.5 0.5]\n", + " [4.5 0.5]\n", + " [5.5 0.5]\n", + " [6.5 0.5]\n", + " [0.5 1.5]\n", + " [1.5 1.5]\n", + " [2.5 1.5]\n", + " [3.5 1.5]\n", + " [4.5 1.5]\n", + " [5.5 1.5]\n", + " [6.5 1.5]\n", + " [0.5 2.5]\n", + " [1.5 2.5]\n", + " [2.5 2.5]\n", + " [3.5 2.5]\n", + " [4.5 2.5]\n", + " [5.5 2.5]\n", + " [6.5 2.5]\n", + " [0.5 3.5]\n", + " [1.5 3.5]\n", + " [2.5 3.5]\n", + " [3.5 3.5]\n", + " [4.5 3.5]\n", + " [5.5 3.5]\n", + " [6.5 3.5]\n", + " [0.5 4.5]\n", + " [1.5 4.5]\n", + " [2.5 4.5]\n", + " [3.5 4.5]\n", + " [4.5 4.5]\n", + " [5.5 4.5]\n", + " [6.5 4.5]\n", + " [0.5 5.5]\n", + " [1.5 5.5]\n", + " [2.5 5.5]\n", + " [3.5 5.5]\n", + " [4.5 5.5]\n", + " [5.5 5.5]\n", + " [6.5 5.5]]\n", + "# Points: 98\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "points, graph = square_lattice(6, 7)\n", + "\n", + "print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*points))\n", + "plt.show()\n", + "\n", + "print(f\"Edges: {graph.edges}\")\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit Disk Radius: 0.8408964152537146\n", + "Minimum Radius: 0.7071067811865476\n", + "Maximum Radius: 1.0\n" + ] + }, + { + "data": { + "image/png": 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OO8t2lKJqRyme8GUcIAbG3nrrRFRUGPx9zADIBWBhWb0VmB7FMJagDk6dasarrzYHowOBxpJ4DOQDdEeWlNCHx8Da2tqchoaGLCFnYCDj+JQiMJYAiGIYKwBqYdko7/9HFgzjgEbrgFbngEbLgvuGeWCdobEkSUlJ00tLS2PuvPPOYZPGiUknyZHWEZNOkmocIObMe/XVZj6LEQB6r2tg1gU5p7vbmEk+8IqaMA61seMECRSz8owlKS0tre3s7FQVFhYW7t+/PzovL8/mGYpQWVkZNX/+fNO+ffvYO+64QwMg+8UX/ujo67ElJsQnqzb98jF0dXeS3z39AO7duDXt6WcfxoMP3+8sKBRvnKdGnoH+cNJAD9JA7K4Bu5nNy8urFmscoPAAJM81kEBL2ppogRSs4xmjAgwfS+IZirBt27aO/v5+1T333NNVUlLSYzab21tbOrQOqy4lLiZRfei7rwmlIEmJychIuwDbnrqP2fLQC0xSzFTZsA5vnMRqNHHaXDWoVtL3r/yIaYah0ZostVS8UlFREeVrLIm/IQ7FxcWW55/bobtt3Wasun4t0lIyAQCDgyacOt0AtUqN6OjYMcNJrAy6YZMS8jeWxN8Qhwsm5DC5k4tUO159Gjt3/QEF+TPhdDrxmyc34t6N25A/ZQZKy74KqjtWx8unFE3GAkDPGaQP9CCdTy89IaBxiWhNSEG7GK1zQXdMJxQYWecj1omkhCK6wbXErsi3wgSvhKUuX/NYsZ3N5yXWIXaXGF33d8y7b4+veRWdnZ3xYvsq+WIdOXGSIKwjI05qbm7OGLA3skJxkvstXvEAKvhq8brbFPv+vMHBwViTyRSflJTUwRANtZjUyUNzKFN47qYpo2Iddlc3S+GiCQkJnSNDk0LLZDLFmc3m2KSkpA4CNQLp2pxdlDDUlZCQ0AUBFNtXDQwMjLNYLAa3Lgmka3V0QqUmjnHjxnnu4gW/P4+XeWKKEHIbgIcBLKCU1nn+7o05AHQCeG9HKaoIIVoAfwM3q3kJpVTU6GdCyL0Afgngx5TSUzx0owB8CKAXwM8ppaK6qwghWwDcCO5423joxgD4BEAdgHWUjo6+BS1Kqew/AG4D0AwgR+B6WgAfAPgnAJ0I3XsBNAC4QOB6UQD2AngHgFqE7hYAVQDSBa4XA+DfAF4FwAjWPVuMk2qgWOOkGijWODkMFNVser/jBsAZAP9wNwU+m0qh5a8JDaDrs6kUoeuzCQ2guwU+mkoRuj6b0GDvEhJknp933DgBOMz2to49VZfr+q11l0sxzuuAhgwsmVZ9/7iovDd86Q7aT3d9XLUQRmvtJVKM89IdMvBnM9t+bdCm/dmXrsl2queT6qusRmvNpVKM89IdMvDm4v4nNKrYvyBISog3z3MbdwijX5WiBqDWq5OzSqZVGRmiCjrqiU9RSu2EkBsSDdP2RGszvqeUMiPCF2oA6ih12sSSaZVGQlSyzKNGKbUQQpYnRE3dq1HFVFBKVb50DZqMTE6XiZJJ10QIWTwuquBLgFT60B1VQnpY/ooA77hhGDUYoopxLydLUUrtK6Z+l6BiDGp/B8IwahD5dS0ri47qVUyUJrAuI7euaWXRMRJId9g+8Nno+nkoAHcKB9ugCsBUd1studbPQwEhTCFDgqZmFNBVjYkuQ9QFPHQB8D/zVgK8e7817uXlqIhugOJrXgr4Xx/V4B5I5aiIboDia94ZBBi5O6Kc4HoS5KiIboDia957AG/u5HAvL0edd7qUUt58j5d5O0pRCa63O+BjAKXUBaBiR6k8U/7uKEXloP10V7DUjBK6JtupnlDr7vyWVJnsTUaWdfF6+BbyqLAaQD/8GMhSF3WwA7TTdGitgG0GLELIfR9XLQz4bh2WuqiTNbF9lpo1Mupu+aT6KmugtA6nO+gy29t/LpMmAbD90+olvbK/S2hHKRoAFGN0esUJwEJADn1UefnHHx6f/SwhxO9weL5FCLkPwB1Ga+0lft6tM6T7z8pLvnr3+ynbCSE6GXS3ALjRaK25xE9ax62Lw7uPzy97+7v0bYQQSR0EHuMALDJaqy+VNSU0sgJgDjWAXQBSAVxHKRU1e7nHOPDHOnLhpC3g+iqvoJQOjehSEid5GwdgIaV0aAh/sJSQElRBDeDPAPYBMIhY/z6IwzpScdIWcHQgTeB6onESODz7ewBHASQJ3me5zZNioFjjpBoo1jgpBko1jlKRSIhP+WtCA+AVn02lCF2hOGkLfDSVInR546Sd35Jq+GkqBWkqZR4w3MDlhQc3JscUv47QYB1eOMkL61wixTgv3aA4iVLqMNmbjJ9WL+k1WqsvFWscoPDraCilTkLIzUmGGf+Ij8o9RiklIcI6vHCSG+v0EcJIvjt26wbFSYQQdbTmAn3JtON6Qph4AKLNU3zQLaXUef3Uw+lqJtovn1II6/DESUyszLo8cJKKyKGruHlurDN1bLDOuY2TFDcP4YFXwlI3FOaFA14JS91QmBcOeCUsdUNhXgTrKKSruHkRrKOcruLm8cU6CuAknlhHPpzEF+vIhZOU7mEZ6vJaN5eq4WfALqVsxQcVs9q6zUdjACyjImmEl+4WuLu81s2lhkC671fM7Osxf2+DBBrh1hxGB9bNpfH+dV3H3yufYem1VLRBSrhFwb5NoVjH05WWBgkGisA6knESX6yD0TjpAwB9EGugQlRBLNbx0Ij9EIeTtkAc1hGNkyCBDoCjEZ9BbDrpbDFOqoFijZNioBTj5DBQ7pSQXFjHZxMaAqzDGyfJhXXcuj6b0JClhBTAOkMGLi88eKc/nKQA1gmKk6iMWMdLd8hAXzhJ0ZSQAliHF05SAOsExUlyYh0vXQsh5PqEqKmf+cFJo0rWlJACWIcnTpId6/DASfJgnRG6lpVFR6POpZRQBCf5qUhKKHx1IymhMNaNpITCWDeSEvKnS0OEdSTonv0poXMd64zQrR6wNQyMWUqoxbhvnYBtBiwvrBMynCQM68iKkxgAL+ytXdYyBikh5uDHVQv+8Un1lS8RQuKE7/7w8krrXEoIEzAlJFc6iWdaR/Z0ksc4ADP6LFVXjFVKiAHwJwAFABZTSvsFbxyiJmGTnE4SiXXkwElDxgG4hlJq9KUbqpQQA2AHgAMA4kSsvwXiJmETnU6CNKwjBScxAF4C8A2AeMHfldzmSTFQrHFSDJRinBQDpRpHqbIpIZ9NaAgmYeOdTpIZ6wjBSTXw01QK0lTKPGC4gYunfH57Zvwiz2y5Sk/CFjSdRJXBOrxw0oCtYWBv7bKWPkvVFWKNA5RPCbGEkF+Mj571dnLMnMM0MNaRcxK2oDhJIazDCyfFaLP0q4oqtIQwSQBEmxeKlBC7vPBgNg+sMwY4SRGsEzKcFKKUEBkrrHNO46RISiiMdSMpoTDWjaSEwlj3nE4J0bMf65z9KaHzEOuYzpWUEK+0jpw4SQjWkRknMQBe3Fu77HQocJLSPSxbwCutQ8s/PD67sWvw8ERIoBFuTQFpnaF0UjQkzJXm1mUAvAhgOoBr1s2lSYF05UgnKdm3uQXC0jqScZJIrCMHThpmHPWDdSD3ZHcKUYUtEJfWEY2TIA3rSMFJDIA/QgQdgNTJ7s4W46QYKMU4KQZKMU4OA+VOCW2BPGkd3jhJZqwjBCfVwE9TKUI3KE5SNCWkQFonKE6iymAdXjhpwNZg2lu77LRUrOOlGxAnKZoSUiCtExQnKYR1eOEkN9bRSMU6XrrBcNKokjklJDte4YGTFME6Zy1OGrYPfDY6timhCE7yV5GUUPjqRlJCYawbSQmFse7ZnxKi5zjWkaB7dqeEzgesM0K3pt9aZ2bpWKSEXP1o6nn/FwK26beEYh0ZcRJvrCMzTlIBeH1f3cpaAv+pKO+SNSX0SfVVb+yrW/kKISRR+O7/UMLSOszBj6sWvCtHOsmbDgRI64xMJz0nQzpJBeB1AJm9luNXEkLGJCVEAPwBwOUAFlFKe0QciBis4+kgLoR4nCQG60ie7M7bOPc2Bn3phiolRAD8N7j/nEQR64rFOgyAlyEOJ0nBOqInuwP3kP8mgC8ARAv+ruU2T6yBUoyTYqAU46QYKNU4SpVNCflsQkOAdXw2oSHAOrwnu9v5LamFn6ZSkKZS5gHDDVyU895/ZSWu+BNCg3WGDAyEkxTAOkEnu6OUOvqtdeZ9dStrey3HrxRrHKB8SogSQu5Jjp7zSkbcgoOUUs8FekhfIazDEkJuGx8968+BcJICWIcXTorVT9avLCrPJ4SkgpubVFSFIiVEryssnapWxfjlUwrhFXZ54cHJZyVOIipCCImkhM5O3dDgpEhKKIx1IymhMNaNpITCWDckKSF69uOVsNRV3LyzfRI2BXR5YR05dBU1TxDWkRcn8ZqETQGc5ME6dYGwjlw4SbGHdB9Yx29ah4Ap/6T6quOdg2WvECKORnjpjpyEzW9ah4Ap/7hqQWPX4OGXCJGcTvLQgQm9luOL3A/gfnRJxUeVl7d1m48+S4j4dJIi3WMisY4cOInXJGyQP500ZByAa6kfrAOZ00lKEQWxWEcKThI9lxekpZM8dOBLCKQDkJBOolRmJCTFOCkGSjFOioFSjJPDQNlSQjJjHSE4SZZJ2Ny6QtJJHqwzqqkUoRs0naRYSogqg3V44SS5JmHz0uWVTnJjnbpey/FFUozz0g2YTlIsJaQQ1uGFk+SahM1Ll1c6yY11pkjFOl66wXDSqJIxJaQIXhlLnBQ4nSQT1hmhGxQnDdsHPhs9P1NCZzVOAsC/2RSDOZ7gufzo4q53Fy7LfPQRBxOlG29rQpyjA1rXIHTsID7JeBDfJ1wrv+4PFdrjFafL2zzlMQch4wAsAXA9gMsApF7XshUAMKAeD6MmDXYmGjZVNFjfLUpYYh0JurwX9GAOPsvzxxzcGXYZgNvxw39dB4C9AL55+aK/FJXHL15vVcfLqxu8lDleeXXHKCVECAEhS8HdvX4F4GpwQ/DmA8gApWtA6UsHk1Y/b1HFndNYR4LuGKSECJkG4N8A9gBIALAeQCYovQuUloJS1rOoz7SOj+dSXroCKpRYZ4RundFaYx2zlFBd565f+lybEC0IeRLAYQB5AH4BIA+U7oSPTtkbCGFeBr5ZWz5D/ejx2ezvj6ThuYMxWNtwq09dGXESr7SOAjhJA+Cd/XU3HCXwP8nesHXk6GGBe/K3PZWXftthOrAQ3LsROrz2LAvce8DnAHgNwP0Y2QvDzUOyDEAmAZ4H8OIJYE0W0OFgYprLxy2Z0qfNSGiMmUsOJq1WeevuPj7veOdg2QyIpBE/7MLw0Me6udQv1qHyTnanAff96ACsWjeXZozU9dXDokRK6Dfg+uM4Awm5HMD74J6J1oLS90fseTy4G5Y7AWRQoF4D7HMB01cC1/2D0k6eulJxEq+0DuTHScOMo5RafemGMiW0FcDxSuBWClgpUEmByaOWB66iQCflrmR77cASNfdliME6UnCS6NAHpOEkDbibnY8A6AV/13Kb5/kiHwX+7gSoFThI/X2ZQDYFPqdcaHN0Wgf4KQV+6rV8BQVekdNAKcZJMVCqcZQqlRIi5GoK/LMBaJsODA5yE8l1AEB97I/uV1HHTU8WfvsVJcywtE4CcPE3wJY8Sj92b+cAgF5Qeq37980AToLSv/iXFoSTZEnruHWF4KQT8NNUCtKU3TxC8gGUAThhBK4YB9wDYNWCSa+sfdB87INFHc9m1MReRp/L20NsqthhaZ1WS1V1FNfLkgZKrSAkBUAXvB4f+O0CP5wkV1rHS5cXTjJaa6z762442mspXyLWOEBu87he9jIAiQBmgdLThBCSFv2jZ940FGxY1LmT/F/yrXgr6yW4GC0AYHrvbtQZ5tJBbbJx9cm7Vy3qeNYE4CAk7hghhCRHz3ll8ZS9azSquJE4CQB3u0/AGAkhs9yZe8lFCGHGR896e0n+F6s0TKxPrOPW7SOEFEvRlXvo3zMAcgGsBqWnAQ7rvB09rWRR507yWfp92DVp55BxydZ63Fa3CledeY4QwsS+k/XM70BpmVTjPLpBcZIyWIcvToqTqivfmUfIVQA+A/A7UPqg58/r56Hgov5/Hyk07tV9OGErQAgIZUEJ938zeeBrNEXPhovRANzsB7Pk6LFwY6xDAPi8GSwsdeU587gX3v4RQA245zzP3w0AVp6Iu1T14cTHAUIQ6+jAQ8fnIt+4DwBQH/sjj3FAmKZ1xkpXrmbzNgCTAGyE5wJMSBSAIzfX37oEXr3kDGVhZWJAR3cYAOcf1pGkK33ENCExAH4N7jnpc69PtgDIOxV98WsAZnu0jNp0PF3wpb+tnW9YZ8xTQjcBGA/gsaEbDa4v824Ar32ZtuH3lFLHJWd24uaGW6FmA94Zn29YZwxTQtzz1J3gSMEBr0+2gOsVf9SDdWLtbTTB3gIX0frcFD3PsI4culLPvHkA8gG84HXWxQO4AcBLBGiFexK2jzMfNj6T95HLc5fpXW6sQ/ziJIElCOvIi5N4YR25cJLUa14JADu8T31KjSAkuwugAF7MAWa/ZanasIMw7RSM37TOZzVLv+0wHdhFyNqhrrRhxZ3lhQAuBBADwASuq6xixGIjJ2ELkNaRNZ00RAd6LeVLCCGjsA6Gp5MapKaTxD/ncV9mI4ByULpsxEdDk7CZgGPRwFpwXV59PHBSCbz6Qt2PG6sB/ApcH6QTXIvBgvtCWgA8BeCvBLBBONaRAyfxwjqQebI78fQAyHKjnA1ef5vGAl/8mDsQjg4AiRRYypdGgMNJlQBSKVBCARMFBtxa/n4GWMC0CfhfiMM6UnCSaDoACZPdUSoFCQE3ub+46Z6/OYFfU4BO4HoY4sVs12Pgg0AbC5iDmDbsxwK4jMB9EnSF4iTJWEeKgaJJ+t1VV76SM/Cv4juL+x93Mbp3d35Lag4CDUlASjaQTrlr31oAPaB0t5Dts4SUOIG/aMVdky0A1oDSd4WuKBAnyYJ13LpBJ7uTNSW0qfoafayjk2wrOjyEdV48lpdggOvvUZT+zL1XpQD6QOk1Ao7EAO4Liua9zugaBJACcZOX8sJJcmEdL92Ak93JmhJKsZ5AU3Qx4E7NjFcl6pPgIp26Sc1ePbL/ASBe4HGsBnenKqUouLeJvSZ4RcovnRSnz9GvLDo2w31XKUdKKNhkd6NKdEooztEBozZ96EM9tZHKuIX0/YlPXu+1Ry4IuXvj/ut/Be5RQErFuLcjqijljZMkY50RukEnuxu2D3w2OjIlRKgLetYEi+qHk6pfm4b/zt9HDiatnrh+HvJByEUg5EkQcqGA/S8Ed5svR00AIVPFrBgG6SQAIt8lpHNxj09WVayvZT2Y40JwQ/pSeWrAvQ7vN3oEKSeAC0SuGw44SVxKiBIGRxJWoEOf62+byaB0P7jh7EIqBvJhKgaAz/8uHhUOOElcSsimisFLuX47w6VgDhO4nhM5igUwIHLdcMBJZ927hE5CvlmZ1ABOiVx3zN6dJEBX3pSQ+3MpmOM4uL5KOeo0RnRa860QHq9YXQAypoTcf+93LyeuuB6Dp8A1n1LK5N6OlFL+eMXpDhVv84K9SwgckJU0DtFdfwV8D3ARUARc15XoCuHx8tUdVbKmhETtrc+9IiUA3gC/4XMjywzgZjF9m/5K8ePloesrJaToSzEkFSEbAfwOwgw0A9gMSp9TZqfOrjp7zQM8Z+Dr4PoqA3WZmcA1lWvlPOPO9jq7zQM8lOFGAJvhm6SfBndz8o4YihDOdfab511cX+UF4HpOBgCcEvs4cC5UeJkXqWEViqn5I6VQRcwL44qYF8YVMS+MK2JeGFfEvDCuiHlhXBHzwrgi5oVxRcwL44qYF8YVMS+MK2JeGFfEvDCu/w99MOW1aMqqZQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unitdisk_radius, min_radius, max_radius = find_UDG_radius(points, graph)\n", + "print(f\"Unit Disk Radius: {unitdisk_radius}\\nMinimum Radius: {min_radius}\\nMaximum Radius: {max_radius}\")\n", + "\n", + "figure = plt.figure()\n", + "axes = plt.subplot(1,1,1)\n", + "visualize_graph(axes, graph, points)\n", + "\n", + "x0, y0 = (1,0)\n", + "angles = np.linspace(np.pi/2,np.pi,1001)\n", + "\n", + "axes.plot(min_radius*np.cos(angles)+x0,min_radius*np.sin(angles)+y0,\n", + " linestyle=\":\",color=\"red\",label=\"$R_{min}$\")\n", + "axes.plot(unitdisk_radius*np.cos(angles)+x0,unitdisk_radius*np.sin(angles)+y0,\n", + " linestyle=\"--\",color=\"red\",label=\"$\\sqrt{R_{max}R_{min}}$\")\n", + "axes.plot(max_radius*np.cos(angles)+x0,max_radius*np.sin(angles)+y0,\n", + " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", + "\n", + "axes.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", + "axes.set_xlim((-0.25,3))\n", + "\n", + "plt.legend(loc=\"upper right\",)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 8.044e-06m\n", + "Unit Disk Radius: 0.841\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 20e6 # rad/sec\n", + "\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * x).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -20e6 # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[10], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m device \u001b[38;5;241m=\u001b[39m LocalSimulator(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbraket_ahs\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m ahs_run \u001b[38;5;241m=\u001b[39m \u001b[43mdevice\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mahs_program\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m result \u001b[38;5;241m=\u001b[39m ahs_run\u001b[38;5;241m.\u001b[39mresult()\n\u001b[1;32m 5\u001b[0m save_result_json(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msquare_lattice_mis.json\u001b[39m\u001b[38;5;124m\"\u001b[39m, result)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/devices/local_simulator.py:94\u001b[0m, in \u001b[0;36mLocalSimulator.run\u001b[0;34m(self, task_specification, shots, inputs, *args, **kwargs)\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrun\u001b[39m(\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 62\u001b[0m task_specification: Union[Circuit, Problem, Program, AnalogHamiltonianSimulation],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 67\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m LocalQuantumTask:\n\u001b[1;32m 68\u001b[0m \u001b[38;5;124;03m\"\"\"Runs the given task with the wrapped local simulator.\u001b[39;00m\n\u001b[1;32m 69\u001b[0m \n\u001b[1;32m 70\u001b[0m \u001b[38;5;124;03m Args:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 92\u001b[0m \u001b[38;5;124;03m >>> device.run(circuit, shots=1000)\u001b[39;00m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 94\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43m_run_internal\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 95\u001b[0m \u001b[43m \u001b[49m\u001b[43mtask_specification\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_delegate\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 96\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 97\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m LocalQuantumTask(result)\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/functools.py:888\u001b[0m, in \u001b[0;36msingledispatch..wrapper\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m 884\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m args:\n\u001b[1;32m 885\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfuncname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m requires at least \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 886\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m1 positional argument\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 888\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__class__\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/devices/local_simulator.py:216\u001b[0m, in \u001b[0;36m_\u001b[0;34m(program, simulator, shots, *args, **kwargs)\u001b[0m\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m DeviceActionType\u001b[38;5;241m.\u001b[39mAHS \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m simulator\u001b[38;5;241m.\u001b[39mproperties\u001b[38;5;241m.\u001b[39maction:\n\u001b[1;32m 213\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\n\u001b[1;32m 214\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(simulator)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m does not support analog Hamiltonian simulation programs\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 215\u001b[0m )\n\u001b[0;32m--> 216\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43msimulator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprogram\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_ir\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 217\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m AnalogHamiltonianSimulationQuantumTaskResult\u001b[38;5;241m.\u001b[39mfrom_object(results)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/rydberg_simulator.py:134\u001b[0m, in \u001b[0;36mRydbergAtomSimulator.run\u001b[0;34m(self, program, shots, steps, rydberg_interaction_coef, blockade_radius, progress_bar, atol, rtol, solver_method, order, nsteps, first_step, max_step, min_step, *args, **kwargs)\u001b[0m\n\u001b[1;32m 127\u001b[0m states \u001b[38;5;241m=\u001b[39m rk_run(\n\u001b[1;32m 128\u001b[0m program,\n\u001b[1;32m 129\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconfigurations,\n\u001b[1;32m 130\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msimulation_times,\n\u001b[1;32m 131\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrydberg_interaction_coef,\n\u001b[1;32m 132\u001b[0m )\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 134\u001b[0m states \u001b[38;5;241m=\u001b[39m \u001b[43mscipy_integrate_ode_run\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 135\u001b[0m \u001b[43m \u001b[49m\u001b[43mprogram\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 136\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconfigurations\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 137\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msimulation_times\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 138\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrydberg_interaction_coef\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 139\u001b[0m \u001b[43m \u001b[49m\u001b[43mprogress_bar\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprogress_bar\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 140\u001b[0m \u001b[43m \u001b[49m\u001b[43matol\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43matol\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 141\u001b[0m \u001b[43m \u001b[49m\u001b[43mrtol\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrtol\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 142\u001b[0m \u001b[43m \u001b[49m\u001b[43msolver_method\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msolver_method\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 143\u001b[0m \u001b[43m \u001b[49m\u001b[43morder\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43morder\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 144\u001b[0m \u001b[43m \u001b[49m\u001b[43mnsteps\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnsteps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 145\u001b[0m \u001b[43m \u001b[49m\u001b[43mfirst_step\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfirst_step\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 146\u001b[0m \u001b[43m \u001b[49m\u001b[43mmax_step\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmax_step\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 147\u001b[0m \u001b[43m \u001b[49m\u001b[43mmin_step\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmin_step\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 148\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 150\u001b[0m \u001b[38;5;66;03m# Convert the result type\u001b[39;00m\n\u001b[1;32m 151\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m shots \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/scipy_solver.py:62\u001b[0m, in \u001b[0;36mscipy_integrate_ode_run\u001b[0;34m(program, configurations, simulation_times, rydberg_interaction_coef, progress_bar, atol, rtol, solver_method, order, nsteps, first_step, max_step, min_step)\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mscipy_integrate_ode_run\u001b[39m(\n\u001b[1;32m 17\u001b[0m program: Program,\n\u001b[1;32m 18\u001b[0m configurations: List[\u001b[38;5;28mstr\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 29\u001b[0m min_step: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m 30\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m np\u001b[38;5;241m.\u001b[39mndarray:\n\u001b[1;32m 31\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;124;03m Solves the Schrödinger equation with `scipy.integrate.ode`\u001b[39;00m\n\u001b[1;32m 33\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 59\u001b[0m \n\u001b[1;32m 60\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 62\u001b[0m operators_coefficients \u001b[38;5;241m=\u001b[39m \u001b[43m_get_ops_coefs\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 63\u001b[0m \u001b[43m \u001b[49m\u001b[43mprogram\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfigurations\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrydberg_interaction_coef\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msimulation_times\u001b[49m\n\u001b[1;32m 64\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;66;03m# Define the initial state for the simulation\u001b[39;00m\n\u001b[1;32m 67\u001b[0m size_hilbert_space \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(configurations)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/rydberg_simulator_helpers.py:402\u001b[0m, in \u001b[0;36m_get_ops_coefs\u001b[0;34m(program, configurations, rydberg_interaction_coef, simulation_times)\u001b[0m\n\u001b[1;32m 363\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_ops_coefs\u001b[39m(\n\u001b[1;32m 364\u001b[0m program: Program,\n\u001b[1;32m 365\u001b[0m configurations: List[\u001b[38;5;28mstr\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 375\u001b[0m scipy\u001b[38;5;241m.\u001b[39msparse\u001b[38;5;241m.\u001b[39mcsr_matrix,\n\u001b[1;32m 376\u001b[0m ]:\n\u001b[1;32m 377\u001b[0m \u001b[38;5;124;03m\"\"\"Returns the sparse matrices and coefficients for the Rabi terms, detuning terms and\u001b[39;00m\n\u001b[1;32m 378\u001b[0m \u001b[38;5;124;03m the local detuining terms, together with the interaction operator in the given analog\u001b[39;00m\n\u001b[1;32m 379\u001b[0m \u001b[38;5;124;03m simulation program for Rydberg systems.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[38;5;124;03m detuings, the list of local detunings and the interaction operator.\u001b[39;00m\n\u001b[1;32m 400\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 402\u001b[0m rabi_ops, detuning_ops, interaction_op, local_detuning_ops \u001b[38;5;241m=\u001b[39m \u001b[43m_get_sparse_ops\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 403\u001b[0m \u001b[43m \u001b[49m\u001b[43mprogram\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfigurations\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrydberg_interaction_coef\u001b[49m\n\u001b[1;32m 404\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 405\u001b[0m rabi_coefs, detuning_coefs, local_detuing_coefs \u001b[38;5;241m=\u001b[39m _get_coefs(program, simulation_times)\n\u001b[1;32m 407\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m (\n\u001b[1;32m 408\u001b[0m rabi_ops,\n\u001b[1;32m 409\u001b[0m detuning_ops,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 414\u001b[0m interaction_op,\n\u001b[1;32m 415\u001b[0m )\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/rydberg_simulator_helpers.py:235\u001b[0m, in \u001b[0;36m_get_sparse_ops\u001b[0;34m(program, configurations, rydberg_interaction_coef)\u001b[0m\n\u001b[1;32m 233\u001b[0m \u001b[38;5;66;03m# Get the driving fields as sparse matrices, whose targets are all the atoms in the system\u001b[39;00m\n\u001b[1;32m 234\u001b[0m targets \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marange(np\u001b[38;5;241m.\u001b[39mcount_nonzero(program\u001b[38;5;241m.\u001b[39msetup\u001b[38;5;241m.\u001b[39mahs_register\u001b[38;5;241m.\u001b[39mfilling))\n\u001b[0;32m--> 235\u001b[0m rabi_dict \u001b[38;5;241m=\u001b[39m \u001b[43m_get_rabi_dict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtargets\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfigurations\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 236\u001b[0m detuning_dict \u001b[38;5;241m=\u001b[39m _get_detuning_dict(targets, configurations)\n\u001b[1;32m 238\u001b[0m \u001b[38;5;66;03m# Driving field is an array of operators, which has only one element for now\u001b[39;00m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/rydberg_simulator_helpers.py:167\u001b[0m, in \u001b[0;36m_get_rabi_dict\u001b[0;34m(targets, configurations)\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m ind_2, config_2 \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(configurations):\n\u001b[1;32m 165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ind_2 \u001b[38;5;241m>\u001b[39m ind_1:\n\u001b[1;32m 166\u001b[0m \u001b[38;5;66;03m# Obtain the indices of the bits where config_1 differ from config_2\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m ind_diffs \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m 168\u001b[0m ind \u001b[38;5;28;01mfor\u001b[39;00m ind, (bit1, bit2) \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mzip\u001b[39m(config_1, config_2)) \u001b[38;5;28;01mif\u001b[39;00m bit1 \u001b[38;5;241m!=\u001b[39m bit2\n\u001b[1;32m 169\u001b[0m ]\n\u001b[1;32m 171\u001b[0m \u001b[38;5;66;03m# The Rabi term will be nonzero iff the two configurations differ\u001b[39;00m\n\u001b[1;32m 172\u001b[0m \u001b[38;5;66;03m# by one and only one bit\u001b[39;00m\n\u001b[1;32m 173\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(ind_diffs) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/rydberg_simulator_helpers.py:168\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m ind_2, config_2 \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(configurations):\n\u001b[1;32m 165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ind_2 \u001b[38;5;241m>\u001b[39m ind_1:\n\u001b[1;32m 166\u001b[0m \u001b[38;5;66;03m# Obtain the indices of the bits where config_1 differ from config_2\u001b[39;00m\n\u001b[1;32m 167\u001b[0m ind_diffs \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m--> 168\u001b[0m ind \u001b[38;5;28;01mfor\u001b[39;00m ind, (bit1, bit2) \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mzip\u001b[39m(config_1, config_2)) \u001b[38;5;28;01mif\u001b[39;00m bit1 \u001b[38;5;241m!=\u001b[39m bit2\n\u001b[1;32m 169\u001b[0m ]\n\u001b[1;32m 171\u001b[0m \u001b[38;5;66;03m# The Rabi term will be nonzero iff the two configurations differ\u001b[39;00m\n\u001b[1;32m 172\u001b[0m \u001b[38;5;66;03m# by one and only one bit\u001b[39;00m\n\u001b[1;32m 173\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(ind_diffs) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/54dc4893-a7c5-4c84-b8d8-f600999fa525')\n" + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)\n", + "\n", + "save_result_json(\"big_square_graph_mis.json\",task.result())" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "9d39e006-94cc-43e4-a629-1adc25980818", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"big_square_graph_mis.json\")\n", + "num_measurements = len(result_json[\"measurements\"]) \n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(num_measurements)]\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "\n", + "num_shown = 10\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1,num_shown,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " sequence_colors = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(axes, graph, points, node_colors = sequence_colors)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", + "metadata": {}, + "outputs": [], + "source": [ + "# result_json[\"measurements\"][5]" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "IS_sizes = np.sum(1-post_bitstrings,axis=1)\n", + "unique_IS_sizes, counts = np.unique(IS_sizes, return_counts=True)\n", + "\n", + "plt.bar(unique_IS_sizes, counts/counts.sum())\n", + "plt.title(\"Before\")\n", + "plt.xticks(unique_IS_sizes)\n", + "plt.xlabel(\"IS sizes\",fontsize=14)\n", + "plt.ylabel(\"probability\",fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 34.5300\n", + "Average post-processed IS size: 33.2609\n", + "FIXED\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"big_square_graph_mis.json\")\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "# ind = list(range(1,n_show+1))\n", + "n_show = min(len(ind),5)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, points, node_colors = seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "b9d1b19c-7d1b-4739-b60c-b3ee8ecde5b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", + " 3., 3., 3., 3., 3., 3., 3., 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"name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/.ipynb_checkpoints/utils-checkpoint.py b/work/.ipynb_checkpoints/utils-checkpoint.py new file mode 100644 index 00000000..06a4fb47 --- /dev/null +++ b/work/.ipynb_checkpoints/utils-checkpoint.py @@ -0,0 +1,71 @@ +import numpy as np +import matplotlib.pyplot as plt + +import networkx as nx + +def postprocess_MIS(G,results): + ''' + Removes vertices that violate the independent set condition + G - networkx graph + results - an AWS AnalogHamiltonianSimulationQuantumTaskResult + + returns + data_out - a list of bitstrings which are valid independent sets of G + ''' + data_out = [] + for measurement in results["measurements"]: # For each measurement... + pre_sequence = np.array(measurement["pre_sequence"]) + post_sequence = np.array(measurement["post_sequence"]) + if np.any(pre_sequence==0): continue # skip anyshots with defects + + bitstring = post_sequence + inds = np.nonzero(bitstring==0)[0] # Find indices of IS vertices + subgraph = nx.subgraph(G,inds) # Generate a subgraph from those vertices. If the bitstring is an independent set, this subgraph has no edges. + inds2 = nx.maximal_independent_set(subgraph,seed=0) # Find the mIS of this subgraph. If there are no edges, it is the original bitstring. Else, it randomly chooses within each graph. + payload = np.ones(len(bitstring)) # Forge into the correct data structure (a list of 1s and 0s) + payload[inds2] = 0 + data_out.append(payload) + + if len(data_out) == 0: + raise ValueError("no independent sets found! increase number of shots.") + + return np.asarray(data_out) + +def analysis_MIS(graph,result_json): + ''' + Helper function to analyze a MIS result and plot data + ''' + + post_bitstrings = np.array([q["post_sequence"] for q in result_json["measurements"]]) + pp_bitstrings = postprocess_MIS(graph, result_json) + + + IS_sizes = np.sum(1-pp_bitstrings,axis=1) + unique_IS_sizes,counts = np.unique(IS_sizes,return_counts=True) + + pre_IS_sizes = np.sum(1 - post_bitstrings, axis = 1) + pre_unique_IS_sizes, pre_counts = np.unique(pre_IS_sizes, return_counts = True) + + + avg_no_pp = 'Average pre-processed size: {:0.4f}'.format( (1-post_bitstrings).sum(axis=1).mean() ) + avg_pp = 'Average post-processed IS size: {:0.4f}'.format(IS_sizes.mean()) + print(avg_no_pp) + print(avg_pp) + + plt.bar(pre_unique_IS_sizes, pre_counts/pre_counts.sum()) + print("FIXED") + plt.title("Before") + plt.xticks(pre_unique_IS_sizes) + plt.xlabel("IS sizes",fontsize=14) + plt.ylabel("probability",fontsize=14) + display(plt.show()) + + plt.bar(unique_IS_sizes, counts/counts.sum()) + plt.title("After") + plt.xticks(unique_IS_sizes) + plt.xlabel("IS sizes",fontsize=14) + plt.ylabel("probability",fontsize=14) + display(plt.show()) + + return IS_sizes,pp_bitstrings + \ No newline at end of file diff --git a/work/1x1_square_graph_mis.json b/work/1x1_square_graph_mis.json new file mode 100644 index 00000000..9ee47b33 --- /dev/null +++ b/work/1x1_square_graph_mis.json @@ -0,0 +1,1604 @@ +{ + "measurements": [ + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 0, + 0, + 0, + 1 + ] + }, + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 0, + 0, + 0, + 1 + ] + }, + { 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import AtomArrangement,SiteType +import warnings +import networkx as nx + +C6 = 5.42E-24 + +def is_IS(graph,node_types): + inds = np.argwhere(np.array(node_types)==0).ravel() + subgraph = nx.subgraph(graph,inds) + print(subgraph) + return subgraph.number_of_edges() == 0 + + +def visualize_graph(ax,graph,pos_dict,node_colors = "#6437FF"): + """Visualize graph using networkx + + Args: + ax (matplotlib.axes.Axes): Axes object to plot graph on. + graph (networkx.Graph): Graph to be plotted + pos_dict (dict): dictionary containing the x,y coordiantes where the nodes are the keys. + node_colors (str or list, optional): Defaults to "#6437FF". The color(s) to color the nodes of the graph. + + """ + + ax.set_aspect('equal') + ax.axis('off') + + # pos_dict = {a:positions[a] for a in range(positions.shape[0])} + nx.draw_networkx_edges(graph,pos_dict,width=10/np.sqrt(len(graph.nodes)),ax=ax) + nx.draw_networkx_nodes(graph,pos_dict,node_size=1225/np.sqrt(len(graph.nodes)),node_color=node_colors,ax=ax) + + +def get_graph_from_blockade_radius(register : AtomArrangement, blockade_radius:float): + """Get graph based on blockade radius. + + Args: + register (braket.ahs.atom_arrangement.AtomArrangement): register for analog quantum simulation. + blockade_radius (float): the blockade radius calculated using (C_6/final_detuning)^(1/6). + + Returns: + networkx.Graph: The graph of the effective unit disk graph set by the blockade radius. + """ + filled_sites = [site.coordinate for site in register if site.site_type == SiteType.FILLED] + graph = nx.Graph() + + positions = {n:c for n,c in enumerate(filled_sites)} + + graph.add_nodes_from(positions.keys()) + + for n,r_1 in positions.items(): + for m,r_2 in positions.items(): + if n <= m: continue + dist = np.linalg.norm(np.array(r_1)-np.array(r_2)) + if dist < blockade_radius: + graph.add_edge(n,m) + + return graph,positions + + +def get_blockade_radius(detuning: float, rabi: float) -> float: + """calculate Blockade Radius given the detuning and rabi amplitude. + + Args: + detuning (float): detuning value. + ravi (float): rabi value + Returns: + float: blockade radius + """ + + demon = np.sqrt(detuning**2+rabi**2) + if demon > 0: + return (C6/demon)**(1/6) + else: + return np.inf + + + +def plot_task_results( + ahs_program : AnalogHamiltonianSimulation, + n_shots : int, + pre_processed_shot : list[int], + post_processed_shot : list[int], +): + """function to generate figure summarizing iQuHack task results. + + Args: + ahs_program (AnalogHamiltonianSimulation): Braket AHS program used to generate shots + n_shots (int): number of shots for Task + pre_processed_shot (list[int]): The list showing the independent set before post processing, + post_processed_shot (list[int]): The list showing the independent set after post processing + """ + + fig = plt.figure(tight_layout=True,figsize=(9,6)) + gs = gridspec.GridSpec(6, 3) + + graph_axs = [ + fig.add_subplot(gs[0:3, 2]), + fig.add_subplot(gs[3:6, 2]) + ] + + drive_axs = [ + fig.add_subplot(gs[0:2, 0:2]), + fig.add_subplot(gs[2:4, 0:2]), + fig.add_subplot(gs[4:6, 0:2]) + ] + + drive_axs[0].sharex(drive_axs[1]) + drive_axs[1].sharex(drive_axs[2]) + + + register = ahs_program.register + drive = ahs_program.hamiltonian + + data = { + 'amplitude [rad/s]': drive.amplitude.time_series, + 'detuning [rad/s]': drive.detuning.time_series, + 'phase [rad]': drive.phase.time_series, + } + + detuning_data = list(data['detuning [rad/s]'].values()) + blockade_radius = get_blockade_radius(detuning_data[-1],0) + + + + graph,positions = get_graph_from_blockade_radius(register,blockade_radius) + + + for ax, data_name in zip(drive_axs, data.keys()): + ax.tick_params('both',direction='in') + ax.tick_params('x',top=True) + ax.tick_params('y',left=True) + + if data_name == 'phase [rad]': + ax.step(data[data_name].times(), data[data_name].values(), '.-', where='post') + else: + ax.plot(data[data_name].times(), data[data_name].values(), '.-') + ax.xaxis.set_ticklabels([]) + + ax.set_ylabel(data_name) + ax.grid(ls=':') + ax.set_xlabel("time (s)") + + color = { + 0:'red', + 1:'black' + } + + pre_processed_shot = [s for s,site in zip(pre_processed_shot,register) if site.site_type == SiteType.FILLED] + post_processed_shot = [s for s,site in zip(post_processed_shot,register) if site.site_type == SiteType.FILLED] + + shots = [ + pre_processed_shot, + post_processed_shot + ] + + titles = [ + "pre-processed", + "post-processed" + ] + + if not is_IS(graph,post_processed_shot): + warnings.warn("'post_processed_shot' is not a valid independent set of the effective graph.") + + + for (ax,shot,title) in zip(graph_axs,shots,titles): + colors = [color[s] for s in shot] + visualize_graph(ax,graph,positions,colors) + ax.title.set_text(title) + + fig.tight_layout() + fig.subplots_adjust(hspace=0.25) + fig.suptitle(f'number of shots: {n_shots}') + return fig,drive_axs,graph_axs + + +def generate_test_program(Nx,Ny,lattice_spacing=6.5e-6): + from quera_ahs_utils.drive import get_drive + + + register = AtomArrangement() + for ix in range(Nx): + for iy in range(Ny): + x = ix * lattice_spacing + y = iy * lattice_spacing + register.add((x,y)) + + + time_points = [0, 2.5e-7, 2.75e-6, 3e-6] + amplitude_min = 0 + amplitude_max = 1.57e7 # rad / s + + detuning_min = -5.5e7 # rad / s + detuning_max = 5.5e7 # rad / s + + amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piece-wise linear + detuning_values = [detuning_min, detuning_min, detuning_max, detuning_max] # piece-wise linear + phase_values = [0, 0, 0, 0] # piece-wise constant + + + drive = get_drive(time_points, amplitude_values, detuning_values, phase_values) + + return AnalogHamiltonianSimulation( + register=register, + hamiltonian=drive + ) + +def find_UDG_radius(position, graph): + ''' + Computes the optimal unit disk radius for a particular set of positions and graph. + position - [N x 2] array of points + graph - network connectivity graph. This should be a unit disk graph. + + returns + radius - Optimal unit disk radius of the graph + rmin - Minimum distance + rmax - Maximum distance + ''' + + dists = np.sqrt((position[:,0,None] - position[:,0])**2 + + (position[:,1,None] - position[:,1])**2) + rmin = 0 + rmax = np.inf + for i in range(position.shape[0]): + for j in range(i+1,position.shape[0]): + if (i,j) in graph.edges: + if rmindists[i,j]: + rmax = dists[i,j] + + if rmin>rmax: + print(rmin,rmax) + raise BaseException("Graph is not a unit disk graph!") + + return np.sqrt(rmin*rmax),rmin,rmax + +def save_result_json(json_file,result): + ''' + Helper function to save results locally + ''' + result_dict = {"measurements":[]} + for measurement in result.measurements: + shot_result = { + "pre_sequence":[int(qubit) for qubit in measurement.pre_sequence], + "post_sequence":[int(qubit) for qubit in measurement.post_sequence] + } + result_dict["measurements"].append(shot_result) + + with open(json_file,"w") as io: + json.dump(result_dict,io,indent=2) + +def open_json(json_file): + ''' + Helper function to load and open json data + ''' + with open(json_file,"r") as io: + return json.load(io) + +if __name__ == '__main__': + L = 10 + ahs_program = generate_test_program(L,L,lattice_spacing=4e-6) + pre_processed_shot = list(np.random.randint(2,size=L*L)) + post_processed_shot = list(np.random.randint(2,size=L*L)) + + fig,drive_axs,graph_axs = plot_task_results( + ahs_program,100,pre_processed_shot,post_processed_shot + ) + + plt.show() diff --git a/work/square_lattice.ipynb b/work/square_lattice.ipynb new file mode 100644 index 00000000..03bafda5 --- /dev/null +++ b/work/square_lattice.ipynb @@ -0,0 +1,828 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;35mYou have already enabled qBraid Quantum Jobs in the amazon_braket environment.\u001b[0m\n" + ] + } + ], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", + "metadata": {}, + "outputs": [], + "source": [ + "def square_lattice(num_rows, num_cols):\n", + " points = []\n", + " \n", + " num_centers = num_rows * num_cols\n", + " num_corners = (num_rows + 1) * (num_cols + 1)\n", + " graph_connections = []\n", + " \n", + " # Build corners\n", + " for row in range(num_rows + 1):\n", + " for col in range(num_cols + 1):\n", + " start = np.array([col, row])\n", + " points.append(start)\n", + " \n", + " # Build centers\n", + " curr_id = num_corners\n", + " for row in range(num_rows):\n", + " for col in range(num_cols):\n", + " start = np.array([col, row])\n", + " points.append(start + np.array([1/2, 1/2])) # centers\n", + " bottomleft_corner_id = row * (num_cols + 1) + col\n", + " bottomright_corner_id = bottomleft_corner_id + 1\n", + " topleft_corner_id = bottomleft_corner_id + num_cols + 1\n", + " topright_corner_id = topleft_corner_id + 1\n", + " graph_connections.append((topleft_corner_id, curr_id))\n", + " graph_connections.append((topright_corner_id, curr_id))\n", + " graph_connections.append((bottomleft_corner_id, curr_id))\n", + " graph_connections.append((bottomright_corner_id, curr_id))\n", + " curr_id = curr_id + 1\n", + " # points.append(start + np.array([0, 1]))\n", + " # points.append(np.array([num_cells, 0]))\n", + " # points.append(np.array([num_cells, 1]))\n", + " \n", + " centers = range(num_centers)\n", + " corners = range(num_centers, num_centers + num_corners)\n", + " \n", + " graph = nx.Graph(graph_connections)\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", + "metadata": {}, + "outputs": [], + "source": [ + "def linear_chain(n_verts, direction):\n", + " points = []\n", + " for i in range(n_verts):\n", + " if direction == 'HORIZ':\n", + " points.append(np.array([i, 0]))\n", + " if direction == 'VERT':\n", + " points.append(np.array([0, i]))\n", + " if direction == 'DIAG':\n", + " points.append(np.array([i, i]) / np.sqrt(2)) \n", + " \n", + " graph = nx.Graph([(i, i+1) for i in range(n_verts - 1)])\n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Points: [[0. 0. ]\n", + " [1. 0. ]\n", + " [2. 0. ]\n", + " [3. 0. ]\n", + " [4. 0. ]\n", + " [5. 0. ]\n", + " [6. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [2. 1. ]\n", + " [3. 1. ]\n", + " [4. 1. ]\n", + " [5. 1. ]\n", + " [6. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [2. 2. ]\n", + " [3. 2. ]\n", + " [4. 2. ]\n", + " [5. 2. ]\n", + " [6. 2. ]\n", + " [0. 3. ]\n", + " [1. 3. ]\n", + " [2. 3. ]\n", + " [3. 3. ]\n", + " [4. 3. ]\n", + " [5. 3. ]\n", + " [6. 3. ]\n", + " [0. 4. ]\n", + " [1. 4. ]\n", + " [2. 4. ]\n", + " [3. 4. ]\n", + " [4. 4. ]\n", + " [5. 4. ]\n", + " [6. 4. ]\n", + " [0. 5. ]\n", + " [1. 5. ]\n", + " [2. 5. ]\n", + " [3. 5. ]\n", + " [4. 5. ]\n", + " [5. 5. ]\n", + " [6. 5. ]\n", + " [0. 6. ]\n", + " [1. 6. ]\n", + " [2. 6. ]\n", + " [3. 6. ]\n", + " [4. 6. ]\n", + " [5. 6. ]\n", + " [6. 6. ]\n", + " [0.5 0.5]\n", + " [1.5 0.5]\n", + " [2.5 0.5]\n", + " [3.5 0.5]\n", + " [4.5 0.5]\n", + " [5.5 0.5]\n", + " [0.5 1.5]\n", + " [1.5 1.5]\n", + " [2.5 1.5]\n", + " [3.5 1.5]\n", + " [4.5 1.5]\n", + " [5.5 1.5]\n", + " [0.5 2.5]\n", + " [1.5 2.5]\n", + " [2.5 2.5]\n", + " [3.5 2.5]\n", + " [4.5 2.5]\n", + " [5.5 2.5]\n", + " [0.5 3.5]\n", + " [1.5 3.5]\n", + " [2.5 3.5]\n", + " [3.5 3.5]\n", + " [4.5 3.5]\n", + " [5.5 3.5]\n", + " [0.5 4.5]\n", + " [1.5 4.5]\n", + " [2.5 4.5]\n", + " [3.5 4.5]\n", + " [4.5 4.5]\n", + " [5.5 4.5]\n", + " [0.5 5.5]\n", + " [1.5 5.5]\n", + " [2.5 5.5]\n", + " [3.5 5.5]\n", + " [4.5 5.5]\n", + " [5.5 5.5]]\n", + "# Points: 85\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# points, graph = linear_chain(18, 'DIAG')\n", + "points, graph = square_lattice(6, 6)\n", + "\n", + "print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()\n", + "\n", + "print(f\"Edges: {graph.edges}\")\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit Disk Radius: 0.8408964152537146\n", + "Minimum Radius: 0.7071067811865476\n", + "Maximum Radius: 1.0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unitdisk_radius, min_radius, max_radius = find_UDG_radius(points, graph)\n", + "print(f\"Unit Disk Radius: {unitdisk_radius}\\nMinimum Radius: {min_radius}\\nMaximum Radius: {max_radius}\")\n", + "\n", + "figure = plt.figure()\n", + "axes = plt.subplot(1,1,1)\n", + "visualize_graph(axes, graph, points)\n", + "\n", + "x0, y0 = (1,0)\n", + "angles = np.linspace(np.pi/2,np.pi,1001)\n", + "\n", + "axes.plot(min_radius*np.cos(angles)+x0,min_radius*np.sin(angles)+y0,\n", + " linestyle=\":\",color=\"red\",label=\"$R_{min}$\")\n", + "axes.plot(unitdisk_radius*np.cos(angles)+x0,unitdisk_radius*np.sin(angles)+y0,\n", + " linestyle=\"--\",color=\"red\",label=\"$\\sqrt{R_{max}R_{min}}$\")\n", + "axes.plot(max_radius*np.cos(angles)+x0,max_radius*np.sin(angles)+y0,\n", + " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", + "\n", + "axes.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", + "axes.set_xlim((-0.25,10))\n", + "\n", + "plt.legend(loc=\"upper right\",)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 8.044e-06m\n", + "Unit Disk Radius: 0.841\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 20e6 # rad/sec\n", + "\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * x).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -20e6 # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[126], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOnly run this cell when you are ready to submit your job.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m#DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "f50681b2-542f-40e7-82ad-fb77e1f85c6c", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# save_result_json(\"4x4_square_graph_mis.json\",task44.result())\n", + "# save_result_json(\"1x1_square_graph_mis.json\",task11.result())\n", + "# save_result_json(\"2x2_square_graph_mis.json\",task22.result())\n", + "# save_result_json(\"6x6_square_graph_mis.json\",task66.result())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a67b2da-0e26-4574-a3c7-8b1fa0cb283e", + "metadata": {}, + "outputs": [], + "source": [ + "task" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "id": "9d39e006-94cc-43e4-a629-1adc25980818", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "'c' argument has 5 elements, which is inconsistent with 'x' and 'y' with size 85.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[142], line 15\u001b[0m\n\u001b[1;32m 13\u001b[0m color_lookup \u001b[38;5;241m=\u001b[39m {\u001b[38;5;241m0\u001b[39m:\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;241m1\u001b[39m:\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mk\u001b[39m\u001b[38;5;124m'\u001b[39m}\n\u001b[1;32m 14\u001b[0m sequence_colors \u001b[38;5;241m=\u001b[39m [color_lookup[sequences[i\u001b[38;5;241m+\u001b[39mstart][j]] \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(sequences[i]))]\n\u001b[0;32m---> 15\u001b[0m \u001b[43mvisualize_graph\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgraph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpoints\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnode_colors\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43msequence_colors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 17\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n", + "File \u001b[0;32m~/2023_Quera/work/iquhack_utils.py:37\u001b[0m, in \u001b[0;36mvisualize_graph\u001b[0;34m(ax, graph, pos_dict, node_colors)\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[38;5;66;03m# pos_dict = {a:positions[a] for a in range(positions.shape[0])}\u001b[39;00m\n\u001b[1;32m 36\u001b[0m nx\u001b[38;5;241m.\u001b[39mdraw_networkx_edges(graph,pos_dict,width\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10\u001b[39m\u001b[38;5;241m/\u001b[39mnp\u001b[38;5;241m.\u001b[39msqrt(\u001b[38;5;28mlen\u001b[39m(graph\u001b[38;5;241m.\u001b[39mnodes)),ax\u001b[38;5;241m=\u001b[39max)\n\u001b[0;32m---> 37\u001b[0m \u001b[43mnx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdraw_networkx_nodes\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgraph\u001b[49m\u001b[43m,\u001b[49m\u001b[43mpos_dict\u001b[49m\u001b[43m,\u001b[49m\u001b[43mnode_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1225\u001b[39;49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msqrt\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mgraph\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnodes\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43mnode_color\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnode_colors\u001b[49m\u001b[43m,\u001b[49m\u001b[43max\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43max\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/networkx/drawing/nx_pylab.py:433\u001b[0m, in \u001b[0;36mdraw_networkx_nodes\u001b[0;34m(G, pos, nodelist, node_size, node_color, node_shape, alpha, cmap, vmin, vmax, ax, linewidths, edgecolors, label, margins)\u001b[0m\n\u001b[1;32m 430\u001b[0m node_color \u001b[38;5;241m=\u001b[39m apply_alpha(node_color, alpha, nodelist, cmap, vmin, vmax)\n\u001b[1;32m 431\u001b[0m alpha \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--> 433\u001b[0m node_collection \u001b[38;5;241m=\u001b[39m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mscatter\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 434\u001b[0m \u001b[43m \u001b[49m\u001b[43mxy\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 435\u001b[0m \u001b[43m \u001b[49m\u001b[43mxy\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 436\u001b[0m \u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnode_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 437\u001b[0m \u001b[43m \u001b[49m\u001b[43mc\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnode_color\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 438\u001b[0m \u001b[43m \u001b[49m\u001b[43mmarker\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnode_shape\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 439\u001b[0m \u001b[43m \u001b[49m\u001b[43mcmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcmap\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 440\u001b[0m \u001b[43m \u001b[49m\u001b[43mvmin\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvmin\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 441\u001b[0m \u001b[43m \u001b[49m\u001b[43mvmax\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvmax\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 442\u001b[0m \u001b[43m \u001b[49m\u001b[43malpha\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43malpha\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 443\u001b[0m \u001b[43m \u001b[49m\u001b[43mlinewidths\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlinewidths\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 444\u001b[0m \u001b[43m \u001b[49m\u001b[43medgecolors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43medgecolors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 445\u001b[0m \u001b[43m \u001b[49m\u001b[43mlabel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlabel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 446\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 447\u001b[0m ax\u001b[38;5;241m.\u001b[39mtick_params(\n\u001b[1;32m 448\u001b[0m axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mboth\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 449\u001b[0m which\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mboth\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 453\u001b[0m labelleft\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m 454\u001b[0m )\n\u001b[1;32m 456\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m margins \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/matplotlib/__init__.py:1433\u001b[0m, in \u001b[0;36m_preprocess_data..inner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1430\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m 1431\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minner\u001b[39m(ax, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 1432\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1433\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msanitize_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1435\u001b[0m bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m 1436\u001b[0m auto_label \u001b[38;5;241m=\u001b[39m (bound\u001b[38;5;241m.\u001b[39marguments\u001b[38;5;241m.\u001b[39mget(label_namer)\n\u001b[1;32m 1437\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m bound\u001b[38;5;241m.\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(label_namer))\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/matplotlib/axes/_axes.py:4544\u001b[0m, in \u001b[0;36mAxes.scatter\u001b[0;34m(self, x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, edgecolors, plotnonfinite, **kwargs)\u001b[0m\n\u001b[1;32m 4541\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m edgecolors \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 4542\u001b[0m orig_edgecolor \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124medgecolor\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m 4543\u001b[0m c, colors, edgecolors \u001b[38;5;241m=\u001b[39m \\\n\u001b[0;32m-> 4544\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse_scatter_color_args\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 4545\u001b[0m \u001b[43m \u001b[49m\u001b[43mc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43medgecolors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msize\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 4546\u001b[0m \u001b[43m \u001b[49m\u001b[43mget_next_color_func\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_patches_for_fill\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_next_color\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4548\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m plotnonfinite \u001b[38;5;129;01mand\u001b[39;00m colors \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 4549\u001b[0m c \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mma\u001b[38;5;241m.\u001b[39mmasked_invalid(c)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/matplotlib/axes/_axes.py:4397\u001b[0m, in \u001b[0;36mAxes._parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xsize, get_next_color_func)\u001b[0m\n\u001b[1;32m 4393\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 4394\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(colors) \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m (\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m, xsize):\n\u001b[1;32m 4395\u001b[0m \u001b[38;5;66;03m# NB: remember that a single color is also acceptable.\u001b[39;00m\n\u001b[1;32m 4396\u001b[0m \u001b[38;5;66;03m# Besides *colors* will be an empty array if c == 'none'.\u001b[39;00m\n\u001b[0;32m-> 4397\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m invalid_shape_exception(\u001b[38;5;28mlen\u001b[39m(colors), xsize)\n\u001b[1;32m 4398\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 4399\u001b[0m colors \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;66;03m# use cmap, norm after collection is created\u001b[39;00m\n", + "\u001b[0;31mValueError\u001b[0m: 'c' argument has 5 elements, which is inconsistent with 'x' and 'y' with size 85." + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"1x1_square_graph_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"]) \n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(num_measurements)]\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "\n", + "start = 50\n", + "num_shown = 10\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1,num_shown,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " sequence_colors = [color_lookup[sequences[i+start][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(axes, graph, points, node_colors = sequence_colors)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", + "metadata": {}, + "outputs": [], + "source": [ + "# result_json[\"measurements\"][5]" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "IS_sizes = np.sum(1-post_bitstrings,axis=1)\n", + "unique_IS_sizes, counts = np.unique(IS_sizes, return_counts=True)\n", + "\n", + "plt.bar(unique_IS_sizes, counts/counts.sum())\n", + "plt.title(\"Before\")\n", + "plt.xticks(unique_IS_sizes)\n", + "plt.xlabel(\"IS sizes\",fontsize=14)\n", + "plt.ylabel(\"probability\",fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 29.9300\n", + "Average post-processed IS size: 28.8200\n", + "FIXED\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "# ind = list(range(1,n_show+1))\n", + "n_show = min(len(ind),5)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, points, node_colors = seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "b9d1b19c-7d1b-4739-b60c-b3ee8ecde5b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", + " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 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AnalogHamiltonianSimulationQuantumTaskResult + + returns + data_out - a list of bitstrings which are valid independent sets of G + ''' + data_out = [] + for measurement in results["measurements"]: # For each measurement... + pre_sequence = np.array(measurement["pre_sequence"]) + post_sequence = np.array(measurement["post_sequence"]) + if np.any(pre_sequence==0): continue # skip anyshots with defects + + bitstring = post_sequence + inds = np.nonzero(bitstring==0)[0] # Find indices of IS vertices + subgraph = nx.subgraph(G,inds) # Generate a subgraph from those vertices. If the bitstring is an independent set, this subgraph has no edges. + inds2 = nx.maximal_independent_set(subgraph,seed=0) # Find the mIS of this subgraph. If there are no edges, it is the original bitstring. Else, it randomly chooses within each graph. + payload = np.ones(len(bitstring)) # Forge into the correct data structure (a list of 1s and 0s) + payload[inds2] = 0 + data_out.append(payload) + + if len(data_out) == 0: + raise ValueError("no independent sets found! increase number of shots.") + + return np.asarray(data_out) + +def analysis_MIS(graph,result_json): + ''' + Helper function to analyze a MIS result and plot data + ''' + + post_bitstrings = np.array([q["post_sequence"] for q in result_json["measurements"]]) + pp_bitstrings = postprocess_MIS(graph, result_json) + + + IS_sizes = np.sum(1-pp_bitstrings,axis=1) + unique_IS_sizes,counts = np.unique(IS_sizes,return_counts=True) + + pre_IS_sizes = np.sum(1 - post_bitstrings, axis = 1) + pre_unique_IS_sizes, pre_counts = np.unique(pre_IS_sizes, return_counts = True) + + + avg_no_pp = 'Average pre-processed size: {:0.4f}'.format( (1-post_bitstrings).sum(axis=1).mean() ) + avg_pp = 'Average post-processed IS size: {:0.4f}'.format(IS_sizes.mean()) + print(avg_no_pp) + print(avg_pp) + + plt.bar(pre_unique_IS_sizes, pre_counts/pre_counts.sum()) + print("FIXED") + plt.title("Before") + plt.xticks(pre_unique_IS_sizes) + plt.xlabel("IS sizes",fontsize=14) + plt.ylabel("probability",fontsize=14) + display(plt.show()) + + plt.bar(unique_IS_sizes, counts/counts.sum()) + plt.title("After") + plt.xticks(unique_IS_sizes) + plt.xlabel("IS sizes",fontsize=14) + plt.ylabel("probability",fontsize=14) + display(plt.show()) + + return IS_sizes,pp_bitstrings + \ No newline at end of file diff --git a/work/vert_graph_mis.json b/work/vert_graph_mis.json new file mode 100644 index 00000000..3c34f1b3 --- /dev/null +++ b/work/vert_graph_mis.json @@ -0,0 +1,3004 @@ +{ + "measurements": [ + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 1, + 0, + 1, + 1, + 0, + 1, + 0, + 1, + 0, + 1, + 0 + ] + }, + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, 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+ 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 1, + 0, + 1, + 0, + 1, + 1, + 0, + 1, + 1, + 1, + 0 + ] + }, + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 1, + 1, + 0, + 1, + 0, + 1, + 1, + 1, + 0, + 1, + 0 + ] + }, + { + "pre_sequence": [ + 0, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 0, + 1, + 1, + 0, + 1, + 0, + 0, + 1, + 0, + 1, + 0 + ] + } + ] +} \ No newline at end of file From fb1d5c89276711618360c0777a965b026de47bf6 Mon Sep 17 00:00:00 2001 From: David Shustin Date: Sat, 28 Jan 2023 23:31:03 +0000 Subject: [PATCH 02/14] Prove indexing mistake --- .../square_lattice-checkpoint.ipynb | 192 +++++++++++------- work/square_lattice.ipynb | 60 +++--- 2 files changed, 148 insertions(+), 104 deletions(-) diff --git a/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb b/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb index 71215ea8..5ce884dd 100644 --- a/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb +++ b/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb @@ -151,7 +151,28 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 71, + "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", + "metadata": {}, + "outputs": [], + "source": [ + "def linear_chain(n_verts, direction):\n", + " points = []\n", + " for i in range(n_verts):\n", + " if direction == 'HORIZ':\n", + " points.append(np.array([i, 0]))\n", + " if direction == 'VERT':\n", + " points.append(np.array([0, i]))\n", + " if direction == 'DIAG':\n", + " points.append(np.array([i, i]) / np.sqrt(2)) \n", + " \n", + " graph = nx.Graph([(i, i+1) for i in range(n_verts - 1)])\n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 117, "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", "metadata": {}, "outputs": [ @@ -166,7 +187,6 @@ " [4. 0. ]\n", " [5. 0. ]\n", " [6. 0. ]\n", - " [7. 0. ]\n", " [0. 1. ]\n", " [1. 1. ]\n", " [2. 1. ]\n", @@ -174,7 +194,6 @@ " [4. 1. ]\n", " [5. 1. ]\n", " [6. 1. ]\n", - " [7. 1. ]\n", " [0. 2. ]\n", " [1. 2. ]\n", " [2. 2. ]\n", @@ -182,7 +201,6 @@ " [4. 2. ]\n", " [5. 2. ]\n", " [6. 2. ]\n", - " [7. 2. ]\n", " [0. 3. ]\n", " [1. 3. ]\n", " [2. 3. ]\n", @@ -190,7 +208,6 @@ " [4. 3. ]\n", " [5. 3. ]\n", " [6. 3. ]\n", - " [7. 3. ]\n", " [0. 4. ]\n", " [1. 4. ]\n", " [2. 4. ]\n", @@ -198,7 +215,6 @@ " [4. 4. ]\n", " [5. 4. ]\n", " [6. 4. ]\n", - " [7. 4. ]\n", " [0. 5. ]\n", " [1. 5. ]\n", " [2. 5. ]\n", @@ -206,7 +222,6 @@ " [4. 5. ]\n", " [5. 5. ]\n", " [6. 5. ]\n", - " [7. 5. ]\n", " [0. 6. ]\n", " [1. 6. ]\n", " [2. 6. ]\n", @@ -214,55 +229,48 @@ " [4. 6. ]\n", " [5. 6. ]\n", " [6. 6. ]\n", - " [7. 6. ]\n", " [0.5 0.5]\n", " [1.5 0.5]\n", " [2.5 0.5]\n", " [3.5 0.5]\n", " [4.5 0.5]\n", " [5.5 0.5]\n", - " [6.5 0.5]\n", " [0.5 1.5]\n", " [1.5 1.5]\n", " [2.5 1.5]\n", " [3.5 1.5]\n", " [4.5 1.5]\n", " [5.5 1.5]\n", - " [6.5 1.5]\n", " [0.5 2.5]\n", " [1.5 2.5]\n", " [2.5 2.5]\n", " [3.5 2.5]\n", " [4.5 2.5]\n", " [5.5 2.5]\n", - " [6.5 2.5]\n", " [0.5 3.5]\n", " [1.5 3.5]\n", " [2.5 3.5]\n", " [3.5 3.5]\n", " [4.5 3.5]\n", " [5.5 3.5]\n", - " [6.5 3.5]\n", " [0.5 4.5]\n", " [1.5 4.5]\n", " [2.5 4.5]\n", " [3.5 4.5]\n", " [4.5 4.5]\n", " [5.5 4.5]\n", - " [6.5 4.5]\n", " [0.5 5.5]\n", " [1.5 5.5]\n", " [2.5 5.5]\n", " [3.5 5.5]\n", " [4.5 5.5]\n", - " [5.5 5.5]\n", - " [6.5 5.5]]\n", - "# Points: 98\n" + " [5.5 5.5]]\n", + "# Points: 85\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -291,11 +299,12 @@ } ], "source": [ - "points, graph = square_lattice(6, 7)\n", + "# points, graph = linear_chain(18, 'DIAG')\n", + "points, graph = square_lattice(6, 6)\n", "\n", "print(f\"Points: {points}\")\n", "print(f\"# Points: {len(points)}\")\n", - "plt.scatter(*zip(*points))\n", + "plt.scatter(*zip(*(points)))\n", "plt.show()\n", "\n", "print(f\"Edges: {graph.edges}\")\n", @@ -304,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 118, "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", "metadata": {}, "outputs": [ @@ -319,7 +328,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -347,7 +356,7 @@ " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", "\n", "axes.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", - "axes.set_xlim((-0.25,3))\n", + "axes.set_xlim((-0.25,10))\n", "\n", "plt.legend(loc=\"upper right\",)\n", "plt.show()" @@ -355,7 +364,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 119, "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", "metadata": {}, "outputs": [ @@ -369,7 +378,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -402,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 120, "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", "metadata": {}, "outputs": [ @@ -442,7 +451,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 121, "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", "metadata": {}, "outputs": [], @@ -455,31 +464,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", "metadata": {}, - "outputs": [ - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[10], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m device \u001b[38;5;241m=\u001b[39m LocalSimulator(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbraket_ahs\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m ahs_run \u001b[38;5;241m=\u001b[39m \u001b[43mdevice\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mahs_program\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4\u001b[0m result \u001b[38;5;241m=\u001b[39m ahs_run\u001b[38;5;241m.\u001b[39mresult()\n\u001b[1;32m 5\u001b[0m save_result_json(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msquare_lattice_mis.json\u001b[39m\u001b[38;5;124m\"\u001b[39m, result)\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/devices/local_simulator.py:94\u001b[0m, in \u001b[0;36mLocalSimulator.run\u001b[0;34m(self, task_specification, shots, inputs, *args, **kwargs)\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrun\u001b[39m(\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 62\u001b[0m task_specification: Union[Circuit, Problem, Program, AnalogHamiltonianSimulation],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 67\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m LocalQuantumTask:\n\u001b[1;32m 68\u001b[0m \u001b[38;5;124;03m\"\"\"Runs the given task with the wrapped local simulator.\u001b[39;00m\n\u001b[1;32m 69\u001b[0m \n\u001b[1;32m 70\u001b[0m \u001b[38;5;124;03m Args:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 92\u001b[0m \u001b[38;5;124;03m >>> device.run(circuit, shots=1000)\u001b[39;00m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 94\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43m_run_internal\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 95\u001b[0m \u001b[43m \u001b[49m\u001b[43mtask_specification\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_delegate\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\n\u001b[1;32m 96\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 97\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m LocalQuantumTask(result)\n", - "File \u001b[0;32m/opt/conda/lib/python3.9/functools.py:888\u001b[0m, in \u001b[0;36msingledispatch..wrapper\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m 884\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m args:\n\u001b[1;32m 885\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfuncname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m requires at least \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 886\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m1 positional argument\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 888\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__class__\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/devices/local_simulator.py:216\u001b[0m, in \u001b[0;36m_\u001b[0;34m(program, simulator, shots, *args, **kwargs)\u001b[0m\n\u001b[1;32m 212\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m DeviceActionType\u001b[38;5;241m.\u001b[39mAHS \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m simulator\u001b[38;5;241m.\u001b[39mproperties\u001b[38;5;241m.\u001b[39maction:\n\u001b[1;32m 213\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m(\n\u001b[1;32m 214\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(simulator)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m does not support analog Hamiltonian simulation programs\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 215\u001b[0m )\n\u001b[0;32m--> 216\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[43msimulator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mprogram\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_ir\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 217\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m AnalogHamiltonianSimulationQuantumTaskResult\u001b[38;5;241m.\u001b[39mfrom_object(results)\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/rydberg_simulator.py:134\u001b[0m, in \u001b[0;36mRydbergAtomSimulator.run\u001b[0;34m(self, program, shots, steps, rydberg_interaction_coef, blockade_radius, progress_bar, atol, rtol, solver_method, order, nsteps, first_step, max_step, min_step, *args, **kwargs)\u001b[0m\n\u001b[1;32m 127\u001b[0m states \u001b[38;5;241m=\u001b[39m rk_run(\n\u001b[1;32m 128\u001b[0m program,\n\u001b[1;32m 129\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconfigurations,\n\u001b[1;32m 130\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msimulation_times,\n\u001b[1;32m 131\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrydberg_interaction_coef,\n\u001b[1;32m 132\u001b[0m )\n\u001b[1;32m 133\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 134\u001b[0m states \u001b[38;5;241m=\u001b[39m \u001b[43mscipy_integrate_ode_run\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 135\u001b[0m \u001b[43m \u001b[49m\u001b[43mprogram\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 136\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconfigurations\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 137\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msimulation_times\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 138\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrydberg_interaction_coef\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 139\u001b[0m \u001b[43m \u001b[49m\u001b[43mprogress_bar\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprogress_bar\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 140\u001b[0m \u001b[43m 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\u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mscipy_integrate_ode_run\u001b[39m(\n\u001b[1;32m 17\u001b[0m program: Program,\n\u001b[1;32m 18\u001b[0m configurations: List[\u001b[38;5;28mstr\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 29\u001b[0m min_step: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m 30\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m np\u001b[38;5;241m.\u001b[39mndarray:\n\u001b[1;32m 31\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 32\u001b[0m \u001b[38;5;124;03m Solves the Schrödinger equation with `scipy.integrate.ode`\u001b[39;00m\n\u001b[1;32m 33\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 59\u001b[0m \n\u001b[1;32m 60\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m---> 62\u001b[0m operators_coefficients \u001b[38;5;241m=\u001b[39m \u001b[43m_get_ops_coefs\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 63\u001b[0m \u001b[43m \u001b[49m\u001b[43mprogram\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfigurations\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrydberg_interaction_coef\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msimulation_times\u001b[49m\n\u001b[1;32m 64\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;66;03m# Define the initial state for the simulation\u001b[39;00m\n\u001b[1;32m 67\u001b[0m size_hilbert_space \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(configurations)\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/rydberg_simulator_helpers.py:402\u001b[0m, in \u001b[0;36m_get_ops_coefs\u001b[0;34m(program, configurations, rydberg_interaction_coef, simulation_times)\u001b[0m\n\u001b[1;32m 363\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_ops_coefs\u001b[39m(\n\u001b[1;32m 364\u001b[0m program: Program,\n\u001b[1;32m 365\u001b[0m configurations: List[\u001b[38;5;28mstr\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 375\u001b[0m scipy\u001b[38;5;241m.\u001b[39msparse\u001b[38;5;241m.\u001b[39mcsr_matrix,\n\u001b[1;32m 376\u001b[0m ]:\n\u001b[1;32m 377\u001b[0m \u001b[38;5;124;03m\"\"\"Returns the sparse matrices and coefficients for the Rabi terms, detuning terms and\u001b[39;00m\n\u001b[1;32m 378\u001b[0m \u001b[38;5;124;03m the local detuining terms, together with the interaction operator in the given analog\u001b[39;00m\n\u001b[1;32m 379\u001b[0m \u001b[38;5;124;03m simulation program for Rydberg systems.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[38;5;124;03m detuings, the list of local detunings and the interaction operator.\u001b[39;00m\n\u001b[1;32m 400\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 402\u001b[0m rabi_ops, detuning_ops, interaction_op, local_detuning_ops \u001b[38;5;241m=\u001b[39m \u001b[43m_get_sparse_ops\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 403\u001b[0m \u001b[43m \u001b[49m\u001b[43mprogram\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfigurations\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrydberg_interaction_coef\u001b[49m\n\u001b[1;32m 404\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 405\u001b[0m rabi_coefs, detuning_coefs, local_detuing_coefs \u001b[38;5;241m=\u001b[39m _get_coefs(program, simulation_times)\n\u001b[1;32m 407\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m (\n\u001b[1;32m 408\u001b[0m rabi_ops,\n\u001b[1;32m 409\u001b[0m detuning_ops,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 414\u001b[0m interaction_op,\n\u001b[1;32m 415\u001b[0m )\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/rydberg_simulator_helpers.py:235\u001b[0m, in \u001b[0;36m_get_sparse_ops\u001b[0;34m(program, configurations, rydberg_interaction_coef)\u001b[0m\n\u001b[1;32m 233\u001b[0m \u001b[38;5;66;03m# Get the driving fields as sparse matrices, whose targets are all the atoms in the system\u001b[39;00m\n\u001b[1;32m 234\u001b[0m targets \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marange(np\u001b[38;5;241m.\u001b[39mcount_nonzero(program\u001b[38;5;241m.\u001b[39msetup\u001b[38;5;241m.\u001b[39mahs_register\u001b[38;5;241m.\u001b[39mfilling))\n\u001b[0;32m--> 235\u001b[0m rabi_dict \u001b[38;5;241m=\u001b[39m \u001b[43m_get_rabi_dict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtargets\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconfigurations\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 236\u001b[0m detuning_dict \u001b[38;5;241m=\u001b[39m _get_detuning_dict(targets, configurations)\n\u001b[1;32m 238\u001b[0m \u001b[38;5;66;03m# Driving field is an array of operators, which has only one element for now\u001b[39;00m\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/rydberg_simulator_helpers.py:167\u001b[0m, in \u001b[0;36m_get_rabi_dict\u001b[0;34m(targets, configurations)\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m ind_2, config_2 \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(configurations):\n\u001b[1;32m 165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ind_2 \u001b[38;5;241m>\u001b[39m ind_1:\n\u001b[1;32m 166\u001b[0m \u001b[38;5;66;03m# Obtain the indices of the bits where config_1 differ from config_2\u001b[39;00m\n\u001b[0;32m--> 167\u001b[0m ind_diffs \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m 168\u001b[0m ind \u001b[38;5;28;01mfor\u001b[39;00m ind, (bit1, bit2) \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mzip\u001b[39m(config_1, config_2)) \u001b[38;5;28;01mif\u001b[39;00m bit1 \u001b[38;5;241m!=\u001b[39m bit2\n\u001b[1;32m 169\u001b[0m ]\n\u001b[1;32m 171\u001b[0m \u001b[38;5;66;03m# The Rabi term will be nonzero iff the two configurations differ\u001b[39;00m\n\u001b[1;32m 172\u001b[0m \u001b[38;5;66;03m# by one and only one bit\u001b[39;00m\n\u001b[1;32m 173\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(ind_diffs) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/analog_hamiltonian_simulator/rydberg/rydberg_simulator_helpers.py:168\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m ind_2, config_2 \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(configurations):\n\u001b[1;32m 165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ind_2 \u001b[38;5;241m>\u001b[39m ind_1:\n\u001b[1;32m 166\u001b[0m \u001b[38;5;66;03m# Obtain the indices of the bits where config_1 differ from config_2\u001b[39;00m\n\u001b[1;32m 167\u001b[0m ind_diffs \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m--> 168\u001b[0m ind \u001b[38;5;28;01mfor\u001b[39;00m ind, (bit1, bit2) \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mzip\u001b[39m(config_1, config_2)) \u001b[38;5;28;01mif\u001b[39;00m bit1 \u001b[38;5;241m!=\u001b[39m bit2\n\u001b[1;32m 169\u001b[0m ]\n\u001b[1;32m 171\u001b[0m \u001b[38;5;66;03m# The Rabi term will be nonzero iff the two configurations differ\u001b[39;00m\n\u001b[1;32m 172\u001b[0m \u001b[38;5;66;03m# by one and only one bit\u001b[39;00m\n\u001b[1;32m 173\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(ind_diffs) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], + "outputs": [], "source": [ "device = LocalSimulator(\"braket_ahs\")\n", "ahs_run = device.run(ahs_program, shots=1)\n", @@ -490,15 +478,19 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 126, "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/54dc4893-a7c5-4c84-b8d8-f600999fa525')\n" + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[126], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOnly run this cell when you are ready to submit your job.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m#DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." ] } ], @@ -507,22 +499,44 @@ "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", "nshots = 100\n", "task = qpu.run(ahs_program, shots=nshots)\n", - "print(task)\n", + "print(task)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "f50681b2-542f-40e7-82ad-fb77e1f85c6c", + "metadata": {}, + "outputs": [], + "source": [ "\n", - "save_result_json(\"big_square_graph_mis.json\",task.result())" + "# save_result_json(\"4x4_square_graph_mis.json\",task44.result())\n", + "# save_result_json(\"1x1_square_graph_mis.json\",task11.result())\n", + "# save_result_json(\"2x2_square_graph_mis.json\",task22.result())\n", + "# save_result_json(\"6x6_square_graph_mis.json\",task66.result())" ] }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, + "id": "1a67b2da-0e26-4574-a3c7-8b1fa0cb283e", + "metadata": {}, + "outputs": [], + "source": [ + "task" + ] + }, + { + "cell_type": "code", + "execution_count": 148, "id": "9d39e006-94cc-43e4-a629-1adc25980818", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -530,18 +544,20 @@ } ], "source": [ - "result_json = open_json(\"big_square_graph_mis.json\")\n", + "filename = \"6x6_square_graph_mis.json\"\n", + "result_json = open_json(filename)\n", "num_measurements = len(result_json[\"measurements\"]) \n", "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(num_measurements)]\n", "\n", "figure = plt.figure(figsize=(25,15))\n", "\n", - "num_shown = 10\n", + "start = 10\n", + "num_shown = 5\n", "for i in range(num_shown):\n", " axes = plt.subplot(1,num_shown,i+1)\n", " \n", " color_lookup = {0:\"r\",1:'k'}\n", - " sequence_colors = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " sequence_colors = [color_lookup[sequences[i+start][j]] for j in range(len(sequences[i]))]\n", " visualize_graph(axes, graph, points, node_colors = sequence_colors)\n", " \n", "plt.show()" @@ -549,23 +565,45 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 166, "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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uYVAITv3xk+Svgc8wGJX2FPAFBn3sY3f8THy4S5Lea9K7ZSRJCzDcJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoP+H1lq/ZBTmjGyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# result_json[\"measurements\"][5]" + "# result_json[\"measurements\"][5]\n", + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "post_bitstrings.shape\n", + "n_occur_ground = np.sum(post_bitstrings, axis=0)\n", + "n_occur_ground.shape\n", + "# unique_n_occur, count = np.unique(n_occur_ground, return_counts = True)\n", + "\n", + "# unique_n_occur\n", + "plt.bar(list(range(0, n_occur_ground.size)), n_occur_ground)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 146, "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -591,7 +629,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 147, "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", "metadata": {}, "outputs": [ @@ -599,14 +637,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average pre-processed size: 34.5300\n", - "Average post-processed IS size: 33.2609\n", + "Average pre-processed size: 29.9300\n", + "Average post-processed IS size: 28.8200\n", "FIXED\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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mqyDJsiSrkqy67rrrRtt6SbqT21Iuev8Y2KWq9gZeC3wsyb2mblRVJ1TV4qpavHDhwok3UpLms0kGxjXAzgPvd+rLpt0myV2A7YCfVdUtVfUzgKo6H7gM2HPsLZYk/c4kA+M8YI8kuyXZGlgKrJiyzQrg0P71IcCXqqqSLOwvmpPkQcAewOUTarckiQneJVVV65IcDqwEFgAnVtXFSZYDq6pqBfBB4MNJ1gA30IUKwOOB5Ul+A/wWeFlV3TCptkuSJjy8eVWdAZwxpezogde/Bp4zzX6fAD4x9gZKkjZoS7noLUnazAwMSVITA0OS1MQpWjUyo57SFJzWVJpLPMOQJDUxMCRJTQwMSVITA0OS1MTAkCQ1MTAkSU0MDElSEwNDktTEwJAkNTEwJElNDAxJUhMDQ5LUxMCQJDUxMCRJTQwMSVITA0OS1MTAkCQ1MTAkSU2conUDRj3d6OacatSpU6W5a0v6+fQMQ5LUxMCQJDUxMCRJTQwMSVITA0OS1MTAkCQ1MTAkSU0MDElSEwNDktTEwJAkNTEwJElNDAxJUhMDQ5LUxMCQJDUxMCRJTSYaGEmWJFmdZE2So6ZZv02SU/v130iyaGDdG/ry1UkOmGS7JUkTDIwkC4DjgKcBewHPT7LXlM1eDNxYVbsD7wbe3u+7F7AU+GNgCfAP/edJkiZkkmcY+wBrquryqroVOAU4eMo2BwMn969PB56cJH35KVV1S1X9EFjTf54kaUJSVZOpKDkEWFJVL+nfvwjYt6oOH9jmon6bq/v3lwH7Am8Gzq2qj/TlHwQ+X1WnT6ljGbCsf/tHwOqxHlRnB+D6CdQzKZM4nkl9zaxn7tYzn45lvtWza1UtnG7FvJrTu6pOAE6YZJ1JVlXV4knWOU6TOJ5Jfc2sZ+7WM5+OZT7WsyGT7JK6Bth54P1Ofdm02yS5C7Ad8LPGfSVJYzTJwDgP2CPJbkm2pruIvWLKNiuAQ/vXhwBfqq7PbAWwtL+LajdgD+CbE2q3JIkJdklV1bokhwMrgQXAiVV1cZLlwKqqWgF8EPhwkjXADXShQr/dacAlwDrgFVV126TavhET7QKbgEkcz6S+ZtYzd+uZT8cyH+uZ1sQuekuStmw+6S1JamJgSJKaGBiNkuyc5KwklyS5OMlf9+XHJvl+kguT/GuSe2/mpjbZ0PEMrD8iSSXZYRz1JHlzkmuSfLtfnj6u40nyyv7/6OIk7xjDsZw6cBxrk3x7HMeS5BFJzu3rWZVkVg+vzlDPw5Ock+S7ST6T5F6zrOduSb6Z5Dt9PW/py3frhwBa038Ntx5TPYf3dYzi+3lDdXw03bBFFyU5Mcldx1TPB/uyC5OcnmTb2dQztKpyaViABwB/2r/+A+AHdEOc7A/cpS9/O/D2zd3W2RxP/35nupsTrgB2GNPX7c3AkRP4/3ki8EVgm37dfcfxNRvY5n8BR4/pWL4APK0vfzpw9pjqOQ94Ql/+V8BbZ1lPgG3713cFvgHsB5wGLO3LPwC8fEz17A0sAtaO4Pt5Q3U8vV8X4ONjPJZ7DWzzLuCo2dQz7OIZRqOq+nFVXdC//iXwPWDHqvpCVa3rNzuX7hmROW9Dx9OvfjfwemDWd0RspJ6RmaGelwPHVNUt/bqfjqEOAJIEeC7dL4xNNkM9Baz/a3874EdjqmdP4Cv9ZmcCz55lPVVVv+rf3rVfCngS3RBA0A0J9Mxx1FNV36qqtbP57IY6zujXFd0t/7P6PTBDPb+A332v3Z0R/IwOw8DYBOlG0d2bLvUH/RXw+Yk3aJYGjyfJwcA1VfWdcdbTFx3en1qfmGT7MdWzJ/C4vuvjy0keNYY61nsc8JOqunQUdUxTz6uBY5NcBbwTeMOY6rmY28d5ew53fGh2Uz9/Qd9V91O6ELoMuGngj62rGcEfElPrqaqpP6OzNlMdfVfUi4D/O656knwIuBZ4MPB/ZlvPUCZ5OjMfFmBb4HzgWVPK3wj8K/2tylvKMng8wD3ofmFs169byyxP4Tf0dQPuR/c8zlbA2+ieyxlHPRfR/VCFbsDKH872/2iG74H3A0eM63sNeC/w7P71c4EvjqmeB9N1f50PvAn42QiP6d7AWcBj6QYjXV++M3DRGOp56EDZyL6fZ6jjH4H3jKqOGepZAPwD8F9HWddG2zLJyrb0he60cCXw2inlhwHnAPfY3G2czfEAf0L318zaflkHXAncfxxft4H1i0bxy2K6euj+0nviwPvLgIVj+B64C/ATYKdxfa8BP18fdn0A/mIc9UxZvyfwzRF/3x0NvI5uEL311/8eDawcQz1HDrwfaWBMraMP108BW42yjumOpS97PPDZUdc102KXVKO+z/CDwPeq6l0D5Uvo+vsPqqr/2FztG9Z0x1NV362q+1bVoqpaRNdN8KdVde0o6+nLHzCw2Z/TnQlssg3VQ/cD/MR+mz2BrdnE0T5nqAPgKcD3qx9peTZmqOdHwBP6108CZtX1NcP/zX37f7cC/o7ugvRs6lmY/u7BJHcHnkp3veQsuiGAoBsS6NNjqOf7s/nM1jqSvAQ4AHh+Vf12TPWsTrJ7XxbgIEZ8fBs1yXTakhe6U+gCLgS+3S9Pp5ub46qBsg9s7rbO5nimbLOW2d9VsqGv24eB7/blK4AHjKmerYGP0AXSBcCTxvE1A04CXjbm77XH0nUTfYeu6/CRY6rnr+numPoBcAyz78J7GPCtvp6L6O8iAx5Ed4F4DfAv9HeyjaGeV9H98bOOLnT/aQx1rKM7e13/dZztnXK/Vw9d9+3X+p+bi4CPMnDX1CQWhwaRJDWxS0qS1MTAkCQ1MTAkSU0MDElSEwNDktTEwJA2gyRnJ3nf5m6HNAxvq5WmSHIS3fMnz+jf34PuAbbn0g0q9ytgNfC+qtqkgQaT3Af4TXWD/klbhInN6S1twT4APIbugbaLgO3phpq+z6Z+YFXdMJqmSZNjl5S0cQcB/7OqPltVa6sbLvv9VXXchnZIctck703yoyS3JLkqyTED63/XJZXksH5yn6nLSQPb/1mS85P8OskPk7xtcMKhJM/qR/69OckN/ci89xvPl0N3VgaGtHHXAkuSbDfEPq+iGyNrKbAH8Dy6bqzpnEo3mdH65QDgVuDLAEkOoBsG4n3AH9MNo38I8Pf9+vsDp9DNKfEQukHpPjxEW6UmdklJG7eM7hf29Um+C3wd+HRVnTnDPrvSjcX01eouFF7Z7/d7qupm4Gb43cB/JwDvr6oP9Zu8ETh24P1lSf4G+EiS1wEPpBt19vSquqLfZlaDOUrT8QxD2oiq+grdQHlPoptWdE/gC0mOn2G3k4BHAD9IclySA/vRXzeo72L6JN1IrkcMrHok8MYkv1q/AB8D7gncn24wwi8CFyX5RJKXJ1m4CYcqzcjAkBpU1W+q6qtVdUxV7Q/8D2BZP1PddNtfQDfPxxvofs5OBs7cSGgcT3dB/XlVddtA+VbAW+gCaP3yMLquruv6bffvlwuBFwOXJnn4phyrtCF2SUmb5pL+3203tEF/y+zpwOn9Bexzgd3puqruIMmRwDOAfaqft3nABcCDq2rNDHUV3SRe5yRZTjfN6vPozj6kkTAwpI1IcjbwcWAV8DNgL7oLzt+n6z6abp/XAj+mmxvhN8ALgF/Qzcswddun9J/3F8DN/UVsgJur6ufAcuCzSa6g6xJbBzyULlxen2Q/ugmcVtLN+rc33ZSnlyCNkIEhbdxK4EV0c49vS3fX1JnA8ildR4N+STcN6R50kxR9C3haTT8r42PpLlqfNqX8ZOCwqlqZ5EC6brAj6QLjB3TXSaCbuvUxwCvp5n++CnhrVX1k2AOVZuKT3pKkJl70liQ1MTAkSU0MDElSEwNDktTEwJAkNTEwJElNDAxJUhMDQ5LU5P8Dh91gnTG4zbwAAAAASUVORK5CYII=\n", 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7p4SdjaXApcAzgNsCx5T6ED0RuTfh7N6XE24hspL1l/GvISy7PxDWZU8VkVf3MMwoiMjuwCcITxA+h7CsbOdiVfW/zweeArxDRJ7WxzhjICL7Aa8iPD35V4Rtnp01sIKwvM4gPDX3ZBF5SB/jjIGIHA48BNibcPBuGet31pYRPlcnAY9W1br39nPOtUhVP0dYf11GmH9NsH7eugz4ACEUnCMiRT5sSUQWEy5H/wXwasLzF2yOb/PW6wjbit8Ap1XvKY6IbEmYVxxHmLsuY/0c3+at/wWeQ7iF0vEiUsT+9GQish1hX+gQ1t+axeatdtLQXwhzsUeIyFv6GGcMRGQXwi0eng2cSZh72RWlq6v//UvCHP+1IvLcPsYZAxHZB3grYd76U9bPVWH9fP97hH3H40Vk1+5HGQcROQTYi/C5+SNhX9EOyNi89UvAK4Bvici9+hhn36q28FHCg/SeCfyLsC63+cJSwrL7GPC0Eu4MICUdaKo+AA8FHkV4muSlwKmquqT6/SGEL8mu1eXGRRgIwLcCnqKqK6oJzeOAnQhHLS8CTlPVVdVyPLb63R6qen0/I+/eQAC+GHiJqq6rAu+TgXsRJtO/Bb6jqhMispAQzSeAZ5QUDqoAfC7hrNV3VT/bCHg6cBfCpOfHwI9UVUVkc+BsQrw7uKSj4FUAPht4naqeWP3s1sA+wNaEDdN3VfWC6nfbEJbtMap6dA9D7k0VgL8E7Kuq51Y/uyPwNODWhDP0T1fVv1e/25nwnX25qhZ137AqAB8BPEZV/1j97J7AEwlPNL+KsA38X/W7vQj3N3ySqhZ1KWIVgJ8N7Kaql1c/exDwaGAR8B/Csrq+t0E656ZVzU0fTTiQM49wOfHXqjmtENaFewC7l3Tbm4EAfA3wPFVdKyLzCduB+1Qv+wPwrep38whnlm0K7F1dIVGEgQD8beCN1dx0MWF+sS0hbP6McAm6VvsEZxL2kV5aQjgwVQD+PvBuVT2u+tnmhHnrHQjh7hxV/WX1u62B84ATVPXdvQy6J1UAPh3YT1XPrH62FWF/aEvCQYZvqupF1e9sn+BQVS3q7M0qAB8LPF5Vf1v9bDvCfvamhJOsvmb3d6/2CU4h7BOc18ugezJVtxKRHQn9ZgPCgdGvqOq11e/2J1zF9hhV/VM/o+7eQADemapbVT97JPAwwkNj/0G4WqHuM1SSV1QErqO0EDxVAK75vuJC8FQBuOb7igvBUwXgmu8rLgRPFYBrvm8bCgvBUwXgmu8rLgRPFYBrvq+4EDxVAHbO5aXEEDxVAK75vuJC8FQBuOb7igvBUwXgmu8rLgRPFYBrvq+4EDxVAK75vuJC8Gx7VWkheKoA3O+I4lHk5SszUdWjCCug83K/NcRsAzDcdJ/JVwC/poBbQ8w2AAOo6irCkfG5FHBriNkGYABVvQ54LLALBdwaYrYBGEBVLwF2Aw4u4dYQsw3AAKr6K+AJwCdKuDXEbAMwgKp+i3BLoG+WcGsID8DOlaGatx5GuHw9+1tDzDYAA1SvfQ7hdmfZ3xpitgEYoLqadE/gHhRwa4jZBmAAVb0M2BXYr4RbQ8w2AAOo6oWE/aEjS7g1xGwDMICqngM8C/hKCbeGGOeERVX9POFWlt/L/dYQHoBnlvWGarZKCMHjBGBTSggeJwCbUkLwOAHYlBKCxwnAppQQPE4ANqWE4HECsCklBHsAdq4spYTgcQKwKSUEjxOATSkheJwAbEoJweMEYFNKCB4nAJtSQnATV6yXEII9AA+X5UaqCTmH4CYCsMk9BDcRgE3uIbiJAGxyD8FNBGCTewhuIgCb3ENwEwHY5B6CPQA7V6bcQ3ATAdjkHoKbCMAm9xDcRAA2uYfgJgKwyT0ENxGATe4huMlbluYcgj0A15PVBqppOYbgJgOwyTUENxmATa4huMkAbHINwU0GYJNrCG4yAJtcQ3CTAdjkGoI9ADtXtlxDcJMB2OQagpsMwCbXENxkADa5huAmA7DJNQQ3GYBNriG4yQBscgzBHoDry2Lj1KacQnAbAdjkFoLbCMAmtxDcRgA2uYXgNgKwyS0EtxGATW4huI0AbHILwR6AnXOQXwhuIwCb3EJwGwHY5BaC2wjAJrcQ3EYANrmF4DYCsMktBLcRgE1OIdgD8GiS3jB1JYcQ3GYANrmE4DYDsMklBLcZgE0uIbjNAGxyCcFtBmCTSwhuMwCbXEKwB2Dn3KBcQnCbAdjkEoLbDMAmlxDcZgA2uYTgNgOwySUEtxmATS4huM0AbHIIwR6AR5fkRqkPKYfgLgKwST0EdxGATeohuIsAbFIPwV0EYJN6CO4iAJvUQ3AXAdikHoI9ADvnppJ6CO4iAJvUQ3AXAdikHoK7CMAm9RDcRQA2qYfgLgKwST0EdxGATcoh2APw7CS1QepbiiG4ywBsUg3BXQZgk2oI7jIAm1RDcJcB2KQagrsMwCbVENxlADaphmAPwM65maQagrsMwCbVENxlADaphuAuA7BJNQR3GYBNqiG4ywBsUg3BXQZgk2II9gA8e0lsjGKSUgjuIwCb1EJwHwHYpBaC+wjAJrUQ3EcANqmF4D4CsEktBPcRgE1qIdgDsHOujtRCcB8B2KQWgvsIwCa1ENxHADapheA+ArBJLQT3EYBNaiG4jwBsUgrBHoDHE/WGKFYphOA+A7BJJQT3GYBNKiG4zwBsUgnBfQZgk0oI7jMAm1RCcJ8B2KQSgj0AO+dGkUoI7jMAm1RCcJ8B2KQSgvsMwCaVENxnADaphOA+A7BJJQT3GYBNCiHYA/D4otwIpSDmEBxDADaxh+AYArCJPQTHEIBN7CE4hgBsYg/BMQRgE3sIjiEAm9hDsAdg59xsxB6CYwjAJvYQHEMANrGH4BgCsIk9BMcQgE3sITiGAGxiD8ExBGATcwj2ANyMqDZAqYkxBMcUgE2sITimAGxiDcExBWATawiOKQCbWENwTAHYxBqCYwrAJtYQ7AHYOTeOWENwTAHYxBqCYwrAJtYQHFMANrGG4JgCsIk1BMcUgE2sITimAGxiDMEegJsTxcYnZTGF4BgDsIktBMcYgE1sITjGAGxiC8ExBmATWwiOMQCb2EJwjAHYxBaCPQA755oQWwiOMQCb2EJwjAHYxBaCYwzAJrYQHGMANrGF4BgDsIktBMcYgE1MIdgDcLM8AjcghhAccwA2sYTgmAOwiSUExxyATSwhOOYAbGIJwTEHYBNLCI45AJtYQrAHYOdck2IJwTEHYBNLCI45AJtYQnDMAdjEEoJjDsAmlhAccwA2sYTgmAOwiSEEewBunkfghvQZglMIwKbvEJxCADZ9h+AUArDpOwSnEIBN3yE4hQBs+g7BKQRg03cI9gDsnGtD3yE4hQBs+g7BKQRg03cITiEAm75DcAoB2PQdglMIwKbvEJxCADZ9hmAPwO3wCNygPkJwSgHY9BWCUwrApq8QnFIANn2F4JQCsOkrBKcUgE1fITilAGz6CsEegJ1zbeorBKcUgE1fITilAGz6CsEpBWDTVwhOKQCbvkJwSgHY9BWCUwrApo8Q7AG4PR6BG9ZlCE4xAJuuQ3CKAdh0HYJTDMCm6xCcYgA2XYfgFAOw6ToEpxiATdch2AOwc64LXYfgFAOw6ToEpxiATdchOMUAbLoOwSkGYNN1CE4xAJuuQ3CKAdh0GYI9ALfLI3ALugjBKQdg01UITjkAm65CcMoB2HQVglMOwKarEJxyADZdheCUA7DpKgR7AHbOdamrEJxyADZdheCUA7DpKgSnHIBNVyE45QBsugrBKQdg01UITjkAmy5CsAfg9nkEbkmbITiHAGzaDsE5BGDTdgjOIQCbtkNwDgHYtB2CcwjApu0QnEMANm2HYA/Azrk+tB2CcwjApu0QnEMANm2H4BwCsGk7BOcQgE3bITiHAGzaDsE5BGDTZgj2ANwNj8AtaiME5xSATVshOKcAbNoKwTkFYNNWCM4pAJu2QnBOAdi0FYJzCsCmrRDsAdg516e2QnBOAdi0FYJzCsCmrRCcUwA2bYXgnAKwaSsE5xSATVshOKcAbNoIwR6Au+MRuGVNhuAcA7BpOgTnGIBN0yE4xwBsmg7BOQZg03QIzjEAm6ZDcI4B2DQdgj0AO+di0HQIzjEAm6ZDcI4B2DQdgnMMwKbpEJxjADZNh+AcA7BpOgTnGIBNkyHYA3C3PAJ3oIkQnHMANk2F4JwDsGkqBOccgE1TITjnAGyaCsE5B2DTVAjOOQCbpkKwB2DnXEyaCsE5B2DTVAjOOQCbpkJwzgHYNBWCcw7ApqkQnHMANk2F4JwDsGkiBHsA7p5H4I6ME4JLCMBm3BBcQgA244bgEgKwGTcElxCAzbghuIQAbMYNwSUEYDNuCPYA7JyL0bghuIQAbMYNwSUEYDNuCC4hAJtxQ3AJAdiMG4JLCMBm3BBcQgA244RgD8D9kIy3n1GaboUgIrcGbgMsA/5tE5uSAvCgaoVwLLATk1cIIrcDNgeuZyAGlBSAB4nIQuBUYAJ4hqqurn4uwO2BjYGrVPXqgfcUE4AHicjmhJh7PnDwwPdsDnAnYBHwv8HPW0kBeJCIbEP4jByjqkcP/HwBcEfCwYfLVHXpwO+KCcCDRGRnwrrn5ar6tYGfLwbuACjwH1VdOfC7YgLwIBHZC/gs8CRV/dnAzzcGtgbWAP8aDCEegJ1zsavmXEcAewC7T5pz3Qa4NXAjYbtpc49iAvCgat/mZGBTYG/bt6mW4dbAJsA1qnrlwHuKCcCDqm3jmcBFwEtt36aat94RWAxcUZ3sYO8pJgAPqvZtzgNOUNV3D/x8HmGOP5/w/Vsy8LtiAvCggX2bQ1X1pIGfLyLMW4Uwb10x8LtiAvCgat/mFMK+zXkDP9+IsJ+9ljBvXTPwu2IC8CAR2R94H2Hf5k8DP98MuB2wkrCsbD3mAbgvqup/Ov4DHAL8g7BBehzwA2AVYXK4HLgUeCWwIWGlcxawuO9x97CcBPgY8PNNYTOFZylcoLBS4cbq7wsVnnfXMGH8EfAZYE7fY+9hWS0EvgmcVn1uXl59xpZXn6uVwE+AJxIm2BcBb+173D0tq82BXwEfIQTyNwBXEA7A2LI6g3DW8L2Bywk7Z72PvYdltQ3wT+DVwG0JO7g3AEuqZbUC+AKwA7A7cDUh1PU+9h6W1c7AlcDTgLsBn6y+f0uqP0uB/1et9/erPlc79D3unpbVXsBVwEOAHYGvVN+7G6vldC3wDkI0ORz4C7BV3+P2P/7H//ifmf5U89YPAL8Dtqi2B78cWL+tqOZfLwQ2IkSYU4B5fY+9h2U1D/gy4QzqjYAXAX+tlpHNxX4BPBXYEvg98H6qE5hK+lPNVX8MfLqa478WuGzSvPUs4FHAdsC/gZf1Pe6eltXW1efoLdV38N3AddXcwr6DXwLuX83zrwL27HvcPS0r28d5LnBnQoxbOjBvXQZ8Argr4crTK4Ad+x53T8tq9+qzsmu13E4aWFctBa4nxM/bMNB5+h53T8tq/2r9dC/gYYQDd7YNXAb8j3D1zEaEgwo/Bzbre9yl/fEzgXtSHSF6CyHeTXU51HJCGP4tsJcWcgbwZCIi8+Fjp8Ez9oSFEiY/N6Ow7DxY9Xj4xmp4sRZyBvBk1RnBXwceTDijdYMpXmafqw9rQWcAT1adEXwuIXIu4JbfQSUsp9XAK7SgM4Anq84I/jGwGWGnbeGkl0wQjoKvIpzRU8wZwJNVZwSfTfj+zav+DFpDWFbLgUdpQWcAT1adEXwy4cycBdzy9lQrCcvqSuDh6mcAO+cSMHBG8IuZfi62jLDNPAd4jhZyBvBk1RmapxBuQbWQKeb4hO3lSuB4CjoDeLLqjOCzCbeHmGrfUQnLaTVwmBZ0BvBk1RnBPyFE4Pncct66jjAfWw08Uws6A3iy6ozg8wjrqXmE5TVoDWGev4JwhUMxZwBPVp0R/DXC52ke4YrIQasI89brgIdpQWcAT1adEXwMYVktJBwgHbSC8P37O+FzdX2nA3S32EF13bmasMKd7j6uGxAmj2tLDcAQ7rWmItethk1kms+rwIa7wMIVcOOcQgMwhHsEi8hqQqyb7t5hGxA28FdP8/tSXE/4PG3CLTdMVD9bRFiOV07x+5JcxfQ7ZxAmQTYRKn1ZXUFYpy+a5vfzqz9rq9eWzJbV5J0zY8vwenx95ZxLRJi2ynWEszcnBxWzIWEdt6zUAAzhHsEispxwW4jJQcXYvPXaUgMwhHsEVwcYNmX6eetiwnIsfX5xNWF+sdE0v5/D+rlH6fPWK5n+hDRYP29dhy8rW1bTzVvtd8sI+04lu4LwmZqucy1m/QkzN3Q1KLeePxiuB9VG/N1M/8Uwc4BHiMj27Y8qUiIbChy8cMgBi4Uwbw68FJFNuxpabETkLoR70Q37Xs8H3i4i0024S7Ar4dKnYQ+IW0D4rpbs2UwfNQfNI1zeU7KDmX5HdtA84KUtjyV2b2f4NhDCDu9T2h2Kc841o7oq6w1MH4DNXOBZ1f2CiyThGR/7Mny7OR9406gPQM6JiDyQcOutOvPW97Y/oqg9jXAQZpj5wFtbHkvsXk69eetcwq0qS/Ym6p1AuQHwzJbHErv3MnyOL4RbjTy8/eG4yTwC9+PhhB3bOuYBB7U4ltjtSzj6WIcSnjpcqgOo/51eTLi/UakOZvozWye7t4hs2+ZgIvdapj+bYtBcYB8Rqbtcs1I9pOUApj9DYNBiwmewSCKyBfBohu/MQtiRO6TdETnnXGOeRL11m3lhWwNJwCj/9jmE+8mX6lVMf7bmZHcSkfu1OZjIvZZ6EXgO8HgRuVXL44nZ/1Hvc7UQOKg6ka041e1Y9qZeMN8IOLTVAUVMRO4B1D2BcUPCc2dcxzwC92M76i/7+cB9WxxL7O5OvQAF4cjbvVocS+zuS70z6yAcXNiuxbHE7l7U30lbDZQcge88wmsnCA/lKNGm1AvA5jYFn42/DeHeaXWV/P1zzqVlO6a+D/BUFhEeMlSq+1DvSiMIoarkeesO1N93nKDsZXW3EV67itHmudmozqwfJYAvpl5cz9HtCfdHrqvIz1RlW8K+cx1C2e2mNx6B+zFBOGu1rmLvF8bo//ZRVtC5GXVZlfy5mhjx9SUvq1Husy2Uu6wmGO3sL2W07UBORl1Wo35fnXOuLxOMtt0sdZsJo/3bdcTX58bnrfWN+nyYUpfVqHMxn+OP9vpS+boqAR6B+/FL6l1OAOHpiee2OJbY/QJYUvO1S4CftTiW2J1HuBl9HQr8qr2hRO9H1N/oLAR+3+JYYjfKk4DXAv9payCRW8JoD824SMt9kOVfqf9gWqXs9bpzLi2/pP6VDkuBH7Y4ltj9kLAM6lhFWLal+gH1z65bAPymxbHE7hfUP8g+F/h7i2OJlqpOAH8b4S2XEbpEiS5ltBM3Sv7+XUD9KzzWUPY2sDcegXugqn8C/lzz5QIc3+JwYncm9SfT64DT2htK9D5H/YMLl6rqr1scS+yOpt5Z4+uA76pqyU/E/QD1dtJWAR9X1SLPxq+eWn4ksLzGy5cCR7Q7onip6jLgC9Q7ELOMsFydcy4F5wHX13ytAF9qbSTx+yL190WvIRzAL9VHqX+G6/mq+q82BxO5D1LvpJg1wOdUtc68LVdHUG9ZLQc+WM11i6Oqq4HjqHcgZilh36lIqvo/4GzqRfO1wEfaHZGbikfg/ryW4afLK/D5ogOU6sRV8IaVQyY+K2DdlfA2wkq6SKp6HfAxhq90Jwifv2JVB2LOo96yenPrA4rbmdQ7u3ctIa6X7DPAyhqvu5Gyd/whPDm4ziVjfwF+0vJYnHOuEVUkeS3Dg9064P0lB6jqgOAHqLesDik1QAGo6iXANxg+b10LvL71AcXtB8DFNV43Aby/5bHE7mTCnHSY5YSTjUp2FPVOXvgXcFbLY4ndG6nXuc5R1Ys6GI+bxCNwD0RkHnAg8AfCSnXypRUT1c9/CjxORO7U7QjjISIb3wZecAz8XMNymhx51yis+Cz87LbwXBHZrIdhRkFEtiY8OfmnhGU1eUO1svr5BcDLqwcCFElE7g3sCPyacAR88qR6OeHy/n8ALyv1abiVXYHbEGLcVGcELwWuIpz59OzORhWnvQnfu/8y9bJaAlxCuFTzCZ2NKk4vBC4HruOWZ6EoYfn9gfAQuQd3OjLnnJslEVkMHEC4dcEKbnk129rq5z8D9hWRLbodYTxEZEvg6Uw/b11V/fxXwAHVsi2SiGwH7EK41cEybhnOl1c//wtwkIiUvI//UOCOwIWEucTkOf5S4FrgCmD/bocWnScSHkJ/CdPPW/9N+Lw9pbthRem5hM/N1Uy/P/Rn4LbAIzscV1SqfeYDCQdilnDLKyTXEdZVvwJ2EhF/MFwPSt5A9KIKwCcSnsa5C3BXwlHI/xAmOtcBpwCPVNWHAccC55UYgkVkY+DbwMVvgIdLeILysYT7bq4grISPE7jfK+DhhKD33RJDcBWAzwVOrD43DwFOImysVhDu43Qk4YmdDyPcNuLLJYbgKgCfDbwOeBDweOCbwA2EDdU/gbcQnuz6UML39JgSQ7CI7E44Y3UfwvfvmYQzLGyj/ifgYEKoezhwsIi8uo+x9k1E9iNcVvdowpOpDyDcT3kZYWL4C0L4vDuwJ/AJEXlaP6Ptl4gcTjhgsAtwJ+BQwn2ClxPOSPke8FTg/oRl9k0ReUgvg3XOuZqqSPkNwq0LHg5sT7hC5grCXOwawhUjO1W//y5wTokhuArA5xDm+Y8AdgY+y/p56xWEZXcPwrz1BuC0EkNwFYC/D7ybMC/dHfgaYZmsIJx5+E7CXGwXwjI7vsQQLCK7AKcT4u79CAcZvk+YWywHLiLMOe5MWFb7i0iRV/yJyD6E/erHEeamLyQcvFpa/fkNYS67LeEzd6SIPLef0fZLRA4BXkFYF90ZeDUh+NpJQ+cBz2D9vtJXRGTX7kfar2pf+aOE9fkuhHXSWwkHGZYT1lnfBPYgnODxRuB7HoK7JwVfWdO5SQH4Kapa6+bqAyueXUu5x9NgAAZeUucBStWK51jC5HoPVb2+1UFGYlIAflfN9ywETiWcdf4MLeQ2GoMBWFVPrPmezav3nA8cXMrliAMBeF9VrfVwShHZhvBZPEZVj25vdHEZCMCPUdU/1nzPzoR13MtV9Wttji8mAwF4N1W9vOZ79iLEgSepqj8kzjkXnUkB+HmqOvSy4WreegRhh3h3Vb263VHGYVIAfmOdeVW1D3UysCmwd919qNQNBmBVPa7mezYm3MrrIuClpTyEdjAAq+q3a75na0LA+7yqvqfF4UVlIAA/XlVrPQB6YB/qUFU9qc3xxWQ2HabahzqFsA91XovDi8akAFy7w4jI/sD7CPtQf2pvhG5QcUcI+zLbAAygqkdR0BnBswnAcNN92F5BQWcEzyYAA6jqKsLZncWcETybAAw33Wv5sRR0RvBsAjDcdM+63SjojODZBGAAVf0V4ZYQxZwRPJsADKCq38LPCHbORWo2ARhumrceRkFnBM8mAANUy/Q5FHRG8GwCMICqLiFccVTMGcGzCcAAqnoZ4bZnxZwRPJsADKCqFxL2h4o5I3i2J+Kp6jnAsyjkjODZBmAAVf08fkZw57LfKMRgnABsSgnBsw3ApqQQPNsAbEoKwbMNwKakEDzbAGxKCsGzDcCmpBA82wBsPAQ752I02wBsSgrBsw3ApqQQPNsAbEoKwbMNwKakEDzbAGxKCsHjXoldSggeJwAbD8Hdy3aDEIsmArDJPQSPG4BNCSF43ABsSgjB4wZgU0IIHjcAmxJC8LgB2JQQgscNwMZDsHMuJuMGYFNCCB43AJsSQvC4AdiUEILHDcCmhBA8bgA2JYTgpm7FmXsIbiIAGw/B3cpuYxCTJgOwyTUENxWATc4huKkAbHIOwU0FYJNzCG4qAJucQ3BTAdjkHIKbCsDGQ7BzLgZNBWCTcwhuKgCbnENwUwHY5ByCmwrAJucQ3FQANjmH4KYCsMk1BDcZgI2H4O5ksyGITRsB2OQWgpsOwCbHENx0ADY5huCmA7DJMQQ3HYBNjiG46QBscgzBTQdg4yHYOdenpgOwyTEENx2ATY4huOkAbHIMwU0HYJNjCG46AJscQ3DTAdjkFoLbCMDGQ3A3kt8IxKjNAGxyCcFtBWCTUwhuKwCbnEJwWwHY5BSC2wrAJqcQ3FYANjmF4LYCsPEQ7JzrQ1sB2OQUgtsKwCanENxWADY5heC2ArDJKQS3FYBNTiG4rQBscgnBbQZg4yG4fcluAGLVRQA2qYfgtgOwySEEtx2ATQ4huO0AbHIIwW0HYJNDCG47AJscQnDbAdh4CHbOdantAGxyCMFtB2CTQwhuOwCbHEJw2wHY5BCC2w7AJocQ3HYANqmH4C4CsPEQ3K7kVv4x6zIAm1RDcFcB2KQcgrsKwCblENxVADYph+CuArBJOQR3FYBNyiG4qwBsPAQ757rQVQA2KYfgrgKwSTkEdxWATcohuKsAbFIOwV0FYJNyCO4qAJtUQ3CXAdh4CG5PMiv+2PURgE1qIbjrAGxSDMFdB2CTYgjuOgCbFENw1wHYpBiCuw7AJsUQ3HUANh6CnXNt6joAmxRDcNcB2KQYgrsOwCbFENx1ADYphuCuA7BJMQR3HYBNaiG4jwBsPAS3I/qVfgr6DMAmlRDcVwA2KYXgvgKwSSkE9xWATUohuK8AbFIKwX0FYJNSCO4rABsPwc65NvQVgE1KIbivAGxSCsF9BWCTUgjuKwCblEJwXwHYpBSC+wrAJpUQ3GcANh6CmxftCj8VMQRgE3sI7jsAmxRCcN8B2KQQgvsOwCaFENx3ADYphOC+A7BJIQT3HYCNh2DnXJP6DsAmhRDcdwA2KYTgvgOwSSEE9x2ATQohuO8AbFIIwX0HYBN7CI4hABsPwc2KbmWfkpgCsIk1BMcSgE3MITiWAGxiDsGxBGATcwiOJQCbmENwLAHYxByCYwnAxkOwc64JsQRgE3MIjiUAm5hDcCwB2MQcgmMJwCbmEBxLADYxh+BYArCJNQTHFICNh+DmRLOiT02MAdjEFoJjC8AmxhAcWwA2MYbg2AKwiTEExxaATYwhOLYAbGIMwbEFYOMh2Dk3jtgCsIkxBMcWgE2MITi2AGxiDMGxBWATYwiOLQCbGENwbAHYxBaCYwzAxkNwM3pfyaco5gBsYgnBsQZgE1MIjjUAm5hCcKwB2MQUgmMNwCamEBxrADYxheBYA7DxEOycm41YA7CJKQTHGoBNTCE41gBsYgrBsQZgE1MIjjUAm5hCcKwB2MQSgmMOwMZD8Pg8Ao8ohQBs+g7BsQdgE0MIjj0AmxhCcOwB2MQQgmMPwCaGEBx7ADYxhODYA7DxEOycG0XsAdjEEIJjD8AmhhAcewA2MYTg2AOwiSEExx6ATQwhOPYAbPoOwSkEYOMheDwegUeQUgA2fYXgVAKw6TMEpxKATZ8hOJUAbPoMwakEYNNnCE4lAJs+Q3AqAdh4CHbO1ZFKADZ9huBUArDpMwSnEoBNnyE4lQBs+gzBqQRg02cITiUAm75CcEoB2HgInj2PwDWlGIBN1yE4tQBs+gjBqQVg00cITi0Amz5CcGoB2PQRglMLwKaPEJxaADYegp1zM0ktAJs+QnBqAdj0EYJTC8CmjxCcWgA2fYTg1AKw6SMEpxaATdchOMUAbDwEz45H4BpSDsCmqxCcagA2XYbgVAOw6TIEpxqATZchONUAbLoMwakGYNNlCE41ABsPwc65qaQagE2XITjVAGy6DMGpBmDTZQhONQCbLkNwqgHYdBmCUw3ApqsQnHIANh6CR+cReIgcArBpOwSnHoBNFyE49QBsugjBqQdg00UITj0Amy5CcOoB2HQRglMPwMZDsHNuUOoB2HQRglMPwKaLEJx6ADZdhODUA7DpIgSnHoBNFyE49QBs2g7BOQRg4yF4NB6BZ5BTADZtheBcArBpMwTnEoBNmyE4lwBs2gzBuQRg02YIziUAmzZDcC4B2HgIds5BPgHYtBmCcwnAps0QnEsANm2G4FwCsGkzBOcSgE2bITiXAGzaCsE5BWDjIbg+j8DTyDEAm6ZDcG4B2LQRgnMLwKaNEJxbADZthODcArBpIwTnFoBNGyE4twBsPAQ7V7bcArBpIwTnFoBNGyE4twBs2gjBuQVg00YIzi0AmzZCcG4B2DQdgnMMwMZDcD0egaeQcwA2TYXgXAOwaTIE5xqATZMhONcAbJoMwbkGYNNkCM41AJsmQ3CuAdh4CHauTLkGYNNkCM41AJsmQ3CuAdg0GYJzDcCmyRCcawA2TYbgXAOwaSoE5xyAjYfg4TwCT1JCADbjhuDcA7BpIgTnHoBNEyE49wBsmgjBuQdg00QIzj0AmyZCcO4B2HgIdq4suQdg00QIzj0AmyZCcO4B2DQRgnMPwKaJEJx7ADZNhODcA7AZNwSXEICNh+CZeQQeUFIANrMNwaUEYDNOCC4lAJtxQnApAdiME4JLCcBmnBBcSgA244TgUgKw8RDsXBlKCcBmnBBcSgA244TgUgKwGScElxKAzTghuJQAbMYJwaUEYDPbEFxSADYegqcnmW/Xb0ZEbg28GHgisIgQMI8FfkYIVkUF4EGTV6AicgfgQOBRhGXzO+CjqnphaQF4ULUCPRbYiWoFKiLbA6+sfrYO+DHwMVW9tLQAPEhEFgKnAhPAM1R1tYg8kPA52x5YRdg5OV5VryotAA8Skc0J//bzgYMBAR4NvAy4E7AM+Arhc7SktAA8SES2IXynjlHVowkH754MvAi4DXAdcAJwKqqrSgvAg0RkZ8K6+uWq+jVENgCeSdjZ3RS4DPgUcCaqE6UF4EEishfwWeBJqvqz6kDfC4CnABsAfwc+Afwo9yDiXIpEZCvCNnN3YD5wIWHeekFpAXhQNW89AtgD2F1VrxaRbQlzsQdXL/sZcKyq/r20ADyoOhnoZML2cW9VXSEiOxKW1b2BNcD3gE+q6uWlBeBB1b7gmcBFwEsBBR4JvBy4K7AcOA34fLWvVFQAHlTtC55HWBbvEZG5hBbxYmAr4HrC5+5L1WeuqAA8aGBf8FBVPUlEFhFOLHo+sDlwBfAZ4Juqura0ADyo2hc8hbAveJ6IbALsBzydMG+9FDiOsI6CwgLwIBHZH3gfYV/wTyJyG8J6aw9gAfBnwjbwVz0Os1NFROBqAnQYcDgh0m1Q/WodsIKwc/fP6ufFBWAzsCL9CWGFK8DC6tdrCZOfnxEC+l8oLACbgRD8QMIOxSOBeYSdDghxUwk7HPenwABsBkLwXEKg2x5YzPqrEFYQPmefBZ5KgQHYDITgPwEPB7YENiQsHwghWICPEc5cLC4AGwvBL4HTj4fnEtZTGw+8ZAmw7p3wycPDxLG4AGwsBH8MPnsgHFT9eKOBlywBlj4VTj8tnGldXAA2AyH4C4QdWWX9fEEJ38H/ECbQRe1sOBer6kzEDxLmr0qYo0I4AL0K+C1h/noFhQVgMxCCHw/8A3gcYV5mV2qtJuwTfQfYFjiDwgKwGQjBtybMV+9HmGPMrV6ysvr7JEJAKC4Am4EQ/F/Ccro9t5y3ziHMW/enwABsBkLwWYRItyE3n7curf4+ljDHLy4Am4EQ/AXCgT3hlnP8lcAXgSdRYAA2AyH4c4Rt4DrCZwvWz1uvIPSb7SgwAJuBEPwNwvpICet4WD9fuBDYS1Wv6mWQHSolAr+VEIE3nOYl6wgTxLup6n87G1hkqknir4AdWb8Bn2wd4Uy7O6jqymlekz0RmQ/8ixA2p7sUSglHlu5d4kTaVGeVXEJY0U73uVLgDFV9UlfjipGI3IewwzqH6ZcVwAdU9bBuRhWnU0We9AQ4fYMZltMK0DPgxfuofrbLscXm6yKv3QOO2mCa3yvoMtAzYbd9VX/Y6eAiIyLHAy+Z4SUTwNXA/VT1im5G5Zybjoh8nHCwb6Y5/lLgjqp6Y2cDi0x19uHfCVcXzTQXuwTYTlUnOhpadKoz6v5D+EzNNMf/garu1tnAIlSdVf4nwskwM32ujlPVAzsbWIREZDfCWfbDbv12sKp+pIMhRUtEXgp8csjLlBDsijywYETkKOC1M7xECXPX+5d6QowRkW8TDoZO9x1cDfwbeEDu84Xs7wlc3dbgTUw/OYT1weV1nQwqXrsQ7vE008ZpDiHmvaCLAUXs2YSjkjN9hwS4M/CYTkYUr1czPGoK8JhqMlmyd1R/D5sgvrI6A6NY+8B7ZwrAAItB9oH3MMZTrJMnMv+p8JbpAjCAgGwIsm84Ql6s6vKw5w152VzCbaPe2/6InHMzEZH7Ey5/HTbHn084u79kexPObh02F9uScIulkh1EiJrD5vgPFpH7djOkaL21+nvY5+oF1W0ZS1Z3jnV4dUZ6kaqrO+pcQSv4vHVTwu07Z3xZ9eftrQ8oYiJyD8I9umdaVy0gXNFwaBdj6lMJO8YHMTyoQPh/+otHeRhAhg5l/WnxM9kAeP0oD7HK0Exnlg/agAJWJNOpzpg+iPWXZ85kDuHeykWqAtSerL/kcCZKuA1CmUQeQLjnXB0bEe4RWaqnEHZmZyRhO7kjZR+IeQnhuzXMfODZpR+IcS4Cr2X9bctmshh4zSgPscrQYdz8VkDT2YiCT4qpPiOvod7+0HzCiQ5FqgLUvqy/Hd5M1hHugVukKkDdl3pNYj7hNgel2oP1t+IaZtvCD8TsR/huDTMX2KvwAzGvosb+EKFZvDL3AzElTIaeRr0JIoQv0QNaHEvsHkv9z8TWwG1bHEu0qknP3eu+nHDUqVT3oV7UhHAgZu/2hhK9RxEuQ6ljQ8J9u0v1ONbfy3CYjQgP4CjV3tz8XmozUcJ2oFRPp96OP4Tv6kNbHItzbri6B04hrAfrHjzMSnVAfqcR3vLg6vYRJdqWeid5QAgKe7U4ltjtQv156waUPW8dZW61MeEAfqmeSP156zxCNC6V3V+6jtWEfc1SPYl6B6wgfK52aHEsvSshAtc5A9EMPgSmRHW/GBAeFFfqslpMuId0XfMLPmt6MfWOUJpRvq+52YDR1sl1zujJ1QbUO5oL4UDMJi2OJXajnK06j3LX6zD6v73kZeVcDEaZM0xQ7nd2EaPNxdZR7nxsA8Jnpa66JxrlaAPqndk6+PpSjTJvhdHmbrkZZc4+n7I/V3UDMITvasnLapSr/deR+bIqIQKP8pTzeSO+PjfXjfDa+UD2T06cxnXUP/ME4IaCHwx3OfXP2ITwBNNSXU79nTQlPJiwVJcDy2u+djVwaYtjid0l1N+hXUXZ28D/jPDaOZS9rJyLwSjz0IWUO8dYRjh5o6611N/G5uZ/jBZ2S90XgrANHCUC/7utgSTgcqDuA9XXEuZupbqU+idbLQcua3EssfsX9W5jRvW6kpfVKNv/BWQ+xy8hAh8LLKn52suBkp+aeDz1NlAKnKOqdZdrVlR1FfAN6gW71cBn2h1RvFT1H8Dfar58KfDRFocTu+9TP9YtAz7R4lhi9xXqb7/WAV9ocSyx+wwh7tYxl7BuK9XHqT9fuBH4RYtjcc4N9wnqx8pfqmqREVhV1wFfpF4IXgucWOrJC6r6P+A3NV++HPhYi8OJ3c8I89E6lhC2saU6jfpnAq+h4H1H4ATq7w/NBb7a4lhidxz1v4NrgB+0OJbYHUv9ZXWRql7S4lh6V0IEPpV6R5NWAO8uddJT+Tj1wuZKCn8aJ/AB6oWVCcoOmxCe8LqixuvWASe3PJZoqepa4CiGf64UuBI4t/VBxUr1auCra4es29eG79+PCQcjyqT6O+DCiSHr9rXhgNVnUV3azcCi9A3qBaXlwPsKny84F4NPU2/eugJ4T8tjid2HqLc/tAb4cMtjid27qTdvVeCzLY8lWtXBhfcx/AQiJZzocUbrg4pUdeLU5xl+D+UJ4HeqWuxJaap6MfBThofgNcCXVfXa9kcVre8BVzP8bOCVwFGqOsqtbnJzIvUOLiwjbAOyln0EVtWVhBuGL2H6L4hFl993Mqh43cjwS4fXECZGJV9eDfBfwmdqpgn12up1o9xmI0d/Jnz3poubSjXpYbR7LefoF4T18nQT6gnCDu+POxtRpO4MP/gryLppPlfrYPVloNuXHMsr94cfXQ3rdJqzwCZg1W9BtoQfdjy02CjhzCb7nk1lOfBNyj77y7koqOo1hAdAz3TwZjVhblH3qqRcXQFcw8xnA68lBIUrOxlRvC4mLIuZgt0EYX5b9xL/XP2aMG+dbo6/rvrzU+pftp6rHxJunzHdslpDWEbndTWgiJ1HWBbTfQdXEZZlyWe2QlhGPyF8x6brNysJ39GfdzWoSK0G/kBYTtOti5YDx6tq9meXZx+BAVT1V8BDgLMIX4QbCUcklxBuAXEIsB/wHRHZsa9x9klENgLOJKwgdq3+XkFYRksIR0X+BjyHcNT3PBG5Uy+D7ZmIbE0ISx8lPOn2L4TlY8tqBWFS9FjgbOC7IrJZL4PtmYjcm7AMXgb8H+vjuf1ZSViWDwZuAL4sIqPcQzgbIrI74XLNPQlHIK9j/brqRsKyOh3YkfDE0mNKfeCgiOz3L3jnC+Chc8IVDLaM7O8Vc+CEw2Cni+ClIvLqHofbKxE5/Hew17Gwo4TP1+A28Ebgxrnw4X3hUVfDR0Xkab0OuCciMhf4FHAr4AHAtwk7GYPzhauAtwLP8bOAnYuDqp5NmLf+iLB+s/nFUsKJDS8C3gCcKyLb9jPKfonIlsA5wEmEJ6T/gbCza8tqOeFEmCcCpwDniMgW/Yy2XyKyHeH2XK8DXkI46cW2ATZv/RHwMOCfwGkiMsoDh7IhIrsQbnPwNODNhAMIk+etZxC2qbcFjheRItrDZCKyD3A08AjgI4TP0s3mrYQ52o7A00Xkzf2MtH8icgjwAsLn5guEZTO4rJYS5v4PBd4jIs/tZ6T9qvYBPwpsR/jcfJNbzvGvJVyRuxfwJRHZtY+x9k1EFhJuJXg1oTmcx/plZfOF/wCvAl7bzyi7JaXtx4jIHYBdCDf9vxT4cXU5i62gjwUer6q/7W+U3RoIwBcDLxlYHncnrIDnAhcBv7YdXxE5FDgI2FVVi3lA1UAAPlFV3zXw8x2BexGOxF2gqn+ufi6Ez9ROwB6qen3ng+7JQAB+naqeWP1MCBPnuxCOyP3UPj/VCvpUwhG6Z6jqsEumslEF4C8B+6rqudXP5hF2bLcm7KD9QFWvqn63OWHZng8cXFKQEpH9gCOAx9x0uVzYAdsduDVwPfB9qnuWi8g2hO/sMap6dPcj7o+IHA48G9hNVS+vfrgZsBvhydNXEZbVqur1OxPi58tV9Wt9jLkPAwH4bsATtLolhohsBTwcWESYHP6w8EvpnIuaiNwNeCDh3pt/A34+MG89EHgTYX1YzFnBAwH428AbB5bHfYF7Vy/7g6r+ofq5ELaxewC7a7j9UhEGAvC7VfW46mdCiAbbEs4O/kX1vAubp50MbArsrap1biGRhSoAnw7sr6rfrn42F3gUcAdCuPtRdY9lRGRjwr7mRcBLbV+zBFP1hWqf59HAloQI9X1VvaH63daESPV5VS3qNjZVAH4FA32h+uzsTvieXU1YViuq39m+5qGqelI/o+7eQADemYG+UK3vHwVsQHgI3HnV7QZtX/MUwr7meT0MuxcDAXgdA31BRO5MOEl0AfAP4Pyi9qcL+rfWUloIni4A13xvUSF4ugBc433FheCpAnDN9xUXgqcKwDXfV1wInjIA13vfNhQWgqcMwPXeV1QIni4AO+fyU1oIni4A13hfcSF4qgBc833FheCpAnDN9xUXgmfbFUoMwVMF4JrvKyoETxeAa763qBA8XQB2hdwOYhSqeiphBZT9rSHGCcAAqnok4b6I2d8aYrYBGKCadL+CcIuI7G8NMdsADKDhjMR9CGefZ39riNkGYABVvY5wy5FdKODWELMNwADVE153Aw4u4dYQsw3AcNPtk54AfCL3W0N4AHauLKr6ceC9FHBriNkGYLhp3noY8F0KuDXEbAMw3PRQ3+cQbmmW/a0hZhuA4aaHo+0J3IMCbg0xzollqnoZ4WrA/Uu4NcRsAzCAql5I2B86MvdbQ4wTgAFU9RzgWcBXcr81hAfgmWW98p2tEkLwuAHYlBCCxwnAppQQPE4ANqWE4HECsCklBI8TgE0pIXicAGxKCMEegJ0rUwkheJwAbEoJweMEYFNKCB4nAJtSQnATVxaXEoLHCcCmhBA8bgA2JYRgD8DDZbnibULOIbipAGxyDsFNBGCTewhuIgCb3ENwEwHY5B6CmwjAJvcQ3EQANjmHYA/AzpUt5xDcRAA2uYfgJgKwyT0ENxGATe4huMlbS+YegpsIwCbnENxUADY5h2APwPVktdJtWo4huOkAbHIMwU0GYJNrCG4yAJtcQ3CTAdjkGoKbDMAm1xDcZAA2OYZgD8DOOcgzBDcZgE2uIbjJAGxyDcFNBmCTawhuMgCbXENwkwHY5BiCmw7AJscQ7AG4vixWuG3KKQS3FYBNTiG4jQBscgvBbQRgk1sIbiMAm9xCcBsB2OQWgtsIwCanEOwB2Dk3KKcQ3EYANrmF4DYCsMktBLcRgE1uIbiNAGxyC8FtBGCTUwhuKwCbnEKwB+DRJL2y7UoOIbjtAGxyCMFtBmCTSwhuMwCbXEJwmwHY5BKC2wzAJpcQ3GYANjmEYA/Azrmp5BCC2wzAJpcQ3GYANrmE4DYDsMklBLcZgE0uIbjNAGxyCMFtB2CTQwj2ADy6JFe0fUg5BHcVgE3KIbiLAGxSD8FdBGCTegjuIgCb1ENwFwHYpB6CuwjAJuUQ7AHYOTeTlENwFwHYpB6CuwjAJvUQ3EUANqmH4C4CsEk9BHcRgE3KIbirAGxSDsEegGcnqZVs31IMwV0HYJNiCO4yAJtUQ3CXAdikGoK7DMAm1RDcZQA2qYbgLgOwSTEEewB2ztWRYgjuMgCbVENwlwHYpBqCuwzAJtUQ3GUANqmG4C4DsEkxBHcdgE2KIdgD8OwlsYKNSUohuK8AbFIKwX0EYJNaCO4jAJvUQnAfAdikFoL7CMAmtRDcRwA2KYVgD8DOuVGkFIL7CMAmtRDcRwA2qYXgPgKwSS0E9xGATWohuI8AbFIKwX0FYJNSCPYAPJ6oV66xSiEE9x2ATQohuM8AbFIJwX0GYJNKCO4zAJtUQnCfAdikEoL7DMAmhRDsAdg5NxsphOA+A7BJJQT3GYBNKiG4zwBsUgnBfQZgk0oI7jMAmxRCcN8B2KQQgj0Ajy/KFWsKYg7BsQRgE3MIjiEAm9hDcAwB2MQegmMIwCb2EBxDADaxh+AYArCJOQR7AHbOjSPmEBxDADaxh+AYArCJPQTHEIBN7CE4hgBsYg/BMQRgE3MIjiUAm5hDsAfgZkS1Uk1NjCE4tgBsYgzBMQVgE2sIjikAm1hDcEwB2MQagmMKwCbWEBxTADYxhmAPwM65JsQYgmMKwCbWEBxTADaxhuCYArCJNQTHFIBNrCE4pgBsYgzBsQVgE2MI9gDcnChWqCmLKQTHGoBNTCE4xgBsYgvBMQZgE1sIjjEAm9hCcIwB2MQWgmMMwCamEOwB2DnXpJhCcIwB2MQWgmMMwCa2EBxjADaxheAYA7CJLQTHGIBNTCE41gBsYgrBHoCb5RG4ATGE4NgDsIkhBMccgE0sITjmAGxiCcExB2ATSwiOOQCbWEJwzAHYxBCCPQA759oQQwiOOQCbWEJwzAHYxBKCYw7AJpYQHHMANrGE4JgDsIkhBMcegE0MIdgDcPM8AjekzxCcSgA2fYbgFAKw6TsEpxCATd8hOIUAbPoOwSkEYNN3CE4hAJs+Q7AHYOdcm/oMwSkEYNN3CE4hAJu+Q3AKAdj0HYJTCMCm7xCcQgA2fYbgVAKw6TMEewBuh0fgBvURglMLwKaPEJxSADZ9heCUArDpKwSnFIBNXyE4pQBs+grBKQVg00cI9gDsnOtCHyE4pQBs+grBKQVg01cITikAm75CcEoB2PQVglMKwKaPEJxaADZ9hGAPwO3xCNywLkNwqgHYdBmCUwzApusQnGIANl2H4BQDsOk6BKcYgE3XITjFAGy6DMEegJ1zXeoyBKcYgE3XITjFAGy6DsEpBmDTdQhOMQCbrkNwigHYdBmCUw3ApssQ7AG4XR6BW9BFCE49AJsuQnDKAdh0FYJTDsCmqxCccgA2XYXglAOw6SoEpxyATRch2AOwc64PXYTglAOw6SoEpxyATVchOOUAbLoKwSkHYNNVCE45AJsuQnDqAdh0EYI9ALfPI3BL2gzBuQRg02YIziEAm7ZDcA4B2LQdgnMIwKbtEJxDADZth+AcArBpMwR7AHbO9anNEJxDADZth+AcArBpOwTnEIBN2yE4hwBs2g7BOQRg02YIziUAmzZDsAfgbngEblEbITi3AGzaCME5BWDTVgjOKQCbtkJwTgHYtBWCcwrApq0QnFMANm2EYA/AzrkYtBGCcwrApq0QnFMANm2F4JwCsGkrBOcUgE1bITinAGzaCMG5BWDTRgj2ANwdj8AtazIE5xqATZMhOMcAbJoOwTkGYNN0CM4xAJumQ3COAdg0HYJzDMCmyRDsAdg5F5MmQ3COAdg0HYJzDMCm6RCcYwA2TYfgHAOwaToE5xiATZMhONcAbJoMwR6Au+URuANNhODcA7BpIgTnHIBNUyE45wBsmgrBOQdg01QIzjkAm6ZCcM4B2DQRgj0AO+di1EQIzjkAm6ZCcM4B2DQVgnMOwKapEJxzADZNheCcA7BpIgTnHoBNEyHYA3D3PAJ3ZJwQXEoANuOE4BICsBk3BJcQgM24IbiEAGzGDcElBGAzbgguIQCbcUKwB2DnXMzGCcElBGAzbgguIQCbcUNwCQHYjBuCSwjAZtwQXEIANuOE4FICsBknBHsA7odkPNeI0lQbmmpFsRNwO2AZ8HNVXV79rqgAPEhEDgUOYmBDIyLzgAcBtwKuJyyrNdXvignAg6rPz7GEz9BNG5pqwvggYGPgSuBX9vkpKQAPqjY0pwITDGxoRGRTwoZ6EfBv4A+2I1ZSAB4kIpsTPiPnAwcPLI/bAvcjBPWLVfVvA+8pJgAPEpFtCOueY1T16IGf3xm4J6DAH1X1PwO/KyYADxKRnQmx4+Wq+rWBn28P3BVYA/xWVa+ufu4B2DmXBBE5EHgTYb3+t+pnc4EHAlsANwI/G5h7FBOAB1Xz1iOAPYDdB9b3C4EHA5sAVwO/VNWJ6nfFBOBB1X7PycCmwN6quqL6+caEz9Vi4DLggoF5WjEBeFC1TM4ELgJeOrDPswWwIzAf+LuqXjTwnmIC8KBqn/k84POq+p6Bn98RuBcgwJ9V9dKB3xUTgAcN7DMfqqonDfx8O2A7YC3h+3dl9fOiAvCgap/5FMI+83nVzwS4D3BHYCVhvX5j9TsPwD3xCNyDgQ3OnsBDgDcCmxHCFISN1OcIE6STKDAAm4EQ/DjCEfGDgXmEqCKElcZHgc8SNvxFBWAzKQQ/A3gN8GLC8lHCWf9LCZ+pcwlnYRQVgM2kEPwa4O2EZbaqesk8woT67cAVFBiAzaQQfBzwPsJRcVtWC4A/Am8mHMQqLgCbwRAM/IpwVtgDWb+sFgI/JgSCJ1BgADaDIZgweX43IfKuqV6yEPgW8BbgDXgAds4lYiAEPxZ4CnAI4QDzOsK8FeDjwCeAb1BYADaTQvCTCXHp5YQ5q81bVwBHEZbT2RQWgM2kEPwywpzruYAFk3mEkz3eRQigxQVgMykEf4AwF3siIT5B2Me+GHgrYa5RXAA2gyGY8P16H+EqwMF56y8IneKhFBiAzWAIBq4B3kM4ycO+gwsJ+9ZvIiyn4gKwGQzBwB2Aw4GtCPN9CPuOXwbeQdhn8gDcA4/APRGRfYEvED74U13iY1+ErwHPLTEAGxF5AyHIKWEiPdlKwsT6g6r61g6HFpVqQv1pQiwXwkp2shWEifVLVfULHQ4vKlUIPhN4OGFZzZviZTZhfEKJAdhUIfinhLM057F+J3bQasLy2qXEAGyqEPwLwkG9+VO8RAmToCuAB5UYgE0Vgs8jfKYWTvGSdYQDNRcCj/QA7JxLhYi8EjiS6ef4Flk+Dry2tABsqnnr0YSwCVNvC2ze+prqthtFqkLwaYSDC8LUcwybtz69xABsqhD8I8IZrXOZ+vaXqwgHnh9ZYgA2VQj+JbAlU3+mICyn64AHlhiATRWCf0JoEVPtY9u89WLgYSUGYFOF4G8S1lVTtZu1hH2iHwBP9ADcvanCh+vGXaq/p7vH0wLCyuQeJQfgyj0IG/DpNk6LCCuTu3c2ogipqorI3QnLabr7YS0mTHy262xgcZogfF6mi5oQPlcrCUcvSybA1kz//YP166tNOxlRvBYDGzH9srIdt1vN8JpS3IqwczbVTj+EddgcYBvCZ8s551KxHWF9P90cfyHVPKTUAAw3zVvvQZiLzZ3mZYsJB5qLnuOzft46n+Hz1jt0NahIKXBnZp5nLaxed6tORhSvBcDmzLys5hNuLTirBxRmZDPC8pruuTI2by39+wdh33m6AAzrr+q+B+uvhHcd8gfD9aA6mnsY0+/8mjnA3UXkge2PKk4icmvCjcaHBZN5wJNF5HbtjypOInIfwj2vhn2vFxIeZDXs85ezvQj3nBv20LNFwOGjPhwtMy9i+p2zQQsJl4yV7FDqxd25wCtbHkvsDmf6yeGg+YRbZzjnXPSqsxBfyvShwMwFHi0idxnyumyJyN2ARzF8jrEAOEBENmx/VNHanfVhZSaLgLcWPm99LvVOdFsEvK3lscTuYOrN8ecTbqFXsrcwvN1A+Oy9oN2hxKta97yd4XN8IYT1PVsekpuCR+B+PJr6Z2EvAg5scSyxewajnQU20tM7M1Nnp8MIZa90X0k4ql3H7YF7tziW2L0S2KDG6wR4bPWQveJUD/95DvXW7QuBA9odUbyqyw8fUPPlGxF2UpxzLgVPpf6ZTXMoOBYAL6T+vug6YO/2hhK9VwB1I/hmhAfslepVhLlDHQ8u+QQiwvNj6uw7zgP2E5Ei21F1a7xdGX4QBsI+U8knetyP8JyYOjam7GXVmyK/yBG4E/WOulG9btsWxxK7bagXoCAE87u1N5TobUf9gwvzCU/pLNWdR3jtWspeVrcZ4bWrqb/hz81m1Jscmk2qq0JKdAfW3xOzjq3bGohzzjXsjtS/bHoBZc/xt6X+yQuLKXsudhfqzzHWUfayGuU2bispdI5RXRE6ytn1c6l/Ak1utmL985rqKHVfCMK6Z+3QV623TUvjcDPwCNyPlYx2duuKtgaSgOWMtqyWtTWQBCwf4bXrWP8AiRKNEqCg7GW1ZoTXzqXcZbWS+gf3INwLq9T7YK1ktPmHPzDCOZeKlYy2bh9l7pabUf7taxl97paTUedWJS+rUeYMcyl3WY0yv4dwolGpy2rUeeuoyzYnvq5KgEfgfvyQ+g8FWkZ4umKpzqX+JHEJcE6LY4ndGcDSmq8VwhM5S3UG9Tc6C4BftTiW2P2AECzrWAL8u8WxREtVlwF/H+Etvyz4gUB/of5nai1wdotjcc65Jp1H/bOglgDfbW8o0fsOYRnUMUFYtqX6FvVPCloI/LTFscTue9Q/ELMW+GuLY4lW9eD5347wlr+oaqknelxK/R6xjrLXVb+k3r2TIeyLn9HiWNw0PAL3QFX/BZxPvZ3gOcAJ7Y4oaj8Crqn52mXAWS2OJXanUO9SMQUuUNUiJz2VY6n3/VsLfElVb2x5PDE7knoTnxXAh6pJZamOoN7VCEur1xZJVVcDH6fegZjVwFHtjsg555qhqr8GLqn58rXA6e2NJnqnUT/W/UNVRwlWufkk9eb4E8AZqnpVy+OJ2YeoN79YBRyrqiWftXkE9U4gWga8v+WxREtVJ4CjqXeW6wrgg60OKGKqej1wKvXW7UrYJ3cd8wjcn8MYfpsDBY4pOUBVZ8q9juHBToE3lBygVHU5YQNdZ1kd1v6I4lUdiDmNmZeVEr6j7+xiTBH7EcPP3FRCrPt4JyOK18nAjQxfVlcA3+hkRPE6kjBBHLasfqaqv+9mSM4514hDqTcXe1vJAao6IPg2hi+rdYRlWixVvZJwUtCwbaYCb+lkUJFS1d8QzkYctqzWEoJxyb4OXMXwZXU98KUuBhSxjxL2dYYtqz9S9pn4AG8nrLeHrdtPVdX/tj8cN5lH4B6IyEbAhwmnv1/DLS+FWkE40vR54EUismO3I4xH9RT5dwMnEo5CTj5auYxwluIJwOEicqduRxgPEbk34enBnyV8fiafvbkUuI4QP48Ukc26HF9MRGR34LHAFwnLavIZA0uA/wI/AT4sInUfXJKj5wO3B84krJsGL3NVwufqQsKZT+8RkVEejpabNxCWxy8I66bBg1IThO/kDwn3Vfu/zkcXCRGZSzhL4g/AxYRlNjhRXEP4rJ0O3EdEntb5IJ1zbhZEZEvC2XWnEA4KTp63Lies3z4HHCYixT4YTkS2A15PWBYrmHreeiPwZeADIrJFpwOMiIjsAjyNsD+0kluekbiEcID5HOBoEan7cMLsiMg+wD0JB9tXcvP7s9q89WLgT4TPVck95GDCGeY/Inz/Bs/eXEeYy/6MsBxf1/noIlHt27wP+BvhczPdvPXbwJ2A53Q9xlhUDxz8MGF/5zJu2blWET5PJwOPF5Fduxyfq6iq/+nwD7ARYUX7GUKEXwA8i3DfzYuBC4A3A7epXr8PYaO+Y99j72FZbQ1cBLx1YNkdAPy8Wla/JETPTarfHwr8A7hT32PvYVndG7gceF7131sQzvb9bbWsfgw8j3CPHgE+Vi3Hzfoeew/LanfgamC36r/vSDiD+g+E+4KdBTyJ8LCIhYR7cp8GLOh77D0sq/2qz9UO1X/fEziOcJT7IsIZBI+sPlObE+6d/BFA+h57D8vqcMIZ01tVy+NBhIMMfwH+TDiot2P12m2AfwKv7nvcPSynuYQDVT+s1ulzCAdkvlV9/y4EjgG2rV6/M3Al8LS+x+5//I//8T8z/QG2BH5fzSkE2AB4IeGssIuBXwOvtrkXcCDhPvrb9j32HpbVdtW//WXVf28OvKZaRhdXy+yFwOJqWX4A+B2wRd9j72FZ7UI4W/MJ1X9vDbyr+qxdDHyfEIjnVX++TLjX9OK+x97DsrL95gcMfM7+XzW3uKia0+9efaY2JuwffQqY0/fYe1hWhzCw3ww8APhCNWf9MyHSPXDgM/dX4M19j7uH5SSEWxb8HNis+u9dCfuGFxH2iT4ObF+93vbJn9v32HtYVgsJB19OIzSuecCTCc/2+CthX/t9wB2q1+9erdt27Xvspf2R6v8BrgPVGcBnEjbYL9Gaty6ojmgeCzxeC7kfVnUG8LnAiar6rhHedyhwEGFl8q+2xheT6gzgs4HXqeqJNd9jG7SdgD003L8ne9UZwF8C9lXVc2u+ZyHr7230DA2XL2ZPRPYjnM30GFX9Y833bE74LJ4PHKyFbGBE5HDg2YQDC5fXfM82hHXcMap6dHuji0d1BvCngLsRdmZrPchSRHYmnF3xclX9WotDdM65WanOAD6HsK56Y93tn4gcCLyJsP34W4tDjEZ1BvD3gXer6nE13yOEOckewO6qenWLQ4xGdQbw6cD+qvrtmu+ZRwh4mwJ7q2rdB8olbWB/eU8Nt4So856NCfvmfwEOqLtvnjoROYRwIlXt/eVq3/w84POq+p4WhxeNar3zUcIJCbX3lwf2zQ9V1ZPaG2E8qv3lrxDOIK+9v1ztm59C2Dc/r70RukElX/7QqdkGYABVPZWwov5OCbeGmG0ABlDVIwlnuZ5Xwq0hZhOA4aZ7Lb+CcMbFd0u4NcRsAjCAqq4inFkwF/hyCbeGmE0ABlDV6whnde4CHFPCrSFmE4ABVPUSYDfgYBF5dTuji8dsAzCAqv4KeALwCb81hHMuNrMNwACq+nHgvcC5JdwaYjYBGG6atx5GOMP1nBJuDTGbAAygqmsJl6PfAJxWwq0hZhOAAVR1CbAnsD3wyRJuDTGbAAygqpcRzoDdX0Te3NLwojHbAAygqhcS9oeOFJHntjPCeMw2AAOo6jmEq+K/4reG6E72K7oYjBOATSkheJwAbEoJwbMNwKakEDzbAGxKCsGzDcCmpBA82wBsSgnB4wRg4yHYORejcQKwKSUEzzYAm5JC8GwDsCkpBM82AJuSQvBsA7ApJQSPE4BNKSF4nABsPAR3L9uVXCyaCMAm9xDcRAA2uYfgcQOwKSEEjxuATQkheNwAbEoIweMGYJN7CG4iABsPwc65mDQRgE3uIXjcAGxKCMHjBmBTQggeNwCbEkLwuAHY5B6CmwjAJvcQ3EQANh6Cu5XdCi4mTQZgk2sIbjIAm1xDcFMB2OQcgpsKwCbnENxUADY5h+CmArDJNQQ3GYCNh2DnXAyaDMAm1xDcVAA2OYfgpgKwyTkENxWATc4huKkAbHINwU0GYJNrCG4yABsPwd3JZuUWmzYCsMktBLcRgE1uIbjpAGxyDMFNB2CTYwhuOgCbHENw0wHY5BaC2wjAxkOwc65PbQRgk1sIbjoAmxxDcNMB2OQYgpsOwCbHENx0ADa5heA2ArDJLQS3EYCNh+BuJL9ii1GbAdjkEoLbDMAmlxDcVgA2OYXgtgKwySkEtxWATU4huK0AbHIJwW0GYOMh2DnXhzYDsMklBLcVgE1OIbitAGxyCsFtBWCTUwhuKwCbXEJwmwHY5BKC2wzAxkNw+5JdqcWqiwBsUg/BXQRgk3oIbjsAmxxCcNsB2OQQgtsOwCaHENx2ADaph+AuArDxEOyc61IXAdikHoLbDsAmhxDcdgA2OYTgtgOwySEEtx2ATeohuIsAbFIPwV0EYOMhuF3JrdBi1mUANqmG4C4DsEk1BHcVgE3KIbirAGxSDsFdBWCTcgjuKgCbVENwlwHYeAh2znWhywBsUg3BXQVgk3II7ioAm5RDcFcB2KQcgrsKwCbVENxlADaphuAuA7DxENyeZFZmsesjAJvUQnAfAdikFoK7DsAmxRDcdQA2KYbgrgOwSTEEdx2ATWohuI8AbDwEO+fa1EcANqmF4K4DsEkxBHcdgE2KIbjrAGxSDMFdB2CTWgjuIwCb1EJwHwHYeAhuR/QrshT0GYBNKiG4zwBsUgnBfQVgk1II7isAm5RCcF8B2KQUgvsKwCaVENxnADYegp1zbegzAJtUQnBfAdikFIL7CsAmpRDcVwA2KYXgvgKwSSUE9xmATSohuM8AbDwENy/alVgqYgjAJvYQHEMANrGH4L4DsEkhBPcdgE0KIbjvAGxSCMF9B2ATewiOIQAbD8HOuSbFEIBN7CG47wBsUgjBfQdgk0II7jsAmxRCcN8B2MQegmMIwCb2EBxDADYegpsV3QosJTEFYBNrCI4pAJtYQ3AsAdjEHIJjCcAm5hAcSwA2MYfgWAKwiTUExxSAjYdg51wTYgrAJtYQHEsANjGH4FgCsIk5BMcSgE3MITiWAGxiDcExBWATawiOKQAbD8HNiWbllZoYA7CJLQTHGIBNbCE4tgBsYgzBsQVgE2MIji0AmxhDcGwB2MQWgmMMwMZDsHNuHDEGYBNbCI4tAJsYQ3BsAdjEGIJjC8AmxhAcWwA2sYXgGAOwiS0ExxiAjYfgZvS+4kpRzAHYxBKCYw7AJpYQHGsANjGF4FgDsIkpBMcagE1MITjWAGxiCcExB2DjIdg5NxsxB2ATSwiONQCbmEJwrAHYxBSCYw3AJqYQHGsANrGE4JgDsIklBMccgI2H4PF5BB5RCgHY9B2CUwjApu8QHHsANjGE4NgDsIkhBMcegE0MITj2AGz6DsEpBGDjIdg5N4oUArDpOwTHHoBNDCE49gBsYgjBsQdgE0MIjj0Am75DcAoB2PQdglMIwMZD8Hg8Ao8gpQBs+grBKQVg01cITiUAmz5DcCoB2PQZglMJwKbPEJxKADZ9heCUArDxEOycqyOlAGz6CsGpBGDTZwhOJQCbPkNwKgHY9BmCUwnApq8QnFIANn2F4JQCsPEQPHsegWtKMQCbrkNwigHYdB2CUwvApo8QnFoANn2E4NQCsOkjBKcWgE3XITjFAGw8BDvnZpJiADZdh+DUArDpIwSnFoBNHyE4tQBs+gjBqQVg03UITjEAm65DcIoB2HgInh2PwDWkHIBNVyE45QBsugrBqQZg02UITjUAmy5DcKoB2HQZglMNwKarEJxyADYegp1zU0k5AJuuQnCqAdh0GYJTDcCmyxCcagA2XYbgVAOw6SoEpxyATVchOOUAbDwEj84j8BA5BGDTdgjOIQCbtkNw6gHYdBGCUw/AposQnHoANl2E4NQDsGk7BOcQgI2HYOfcoBwCsGk7BKcegE0XITj1AGy6CMGpB2DTRQhOPQCbtkNwDgHYtB2CcwjAxkPwaDwCzyCnAGzaCsE5BWDTVgjOJQCbNkNwLgHYtBmCcwnAps0QnEsANm2F4JwCsPEQ7JyDvAKwaSsE5xKATZshOJcAbNoMwbkEYNNmCM4lAJu2QnBOAdi0FYJzCsDGQ3B9HoGnkWMANk2H4BwDsGk6BOcWgE0bITi3AGzaCMG5BWDTRgjOLQCbpkNwjgHYeAh2rmw5BmDTdAjOLQCbNkJwbgHYtBGCcwvApo0QnFsANk2H4BwDsGk6BOcYgI2H4Ho8Ak8h5wBsmgrBOQdg01QIzjUAmyZDcK4B2DQZgnMNwKbJEJxrADZNheCcA7DxEOxcmXIOwKapEJxrADZNhuBcA7BpMgTnGoBNkyE41wBsmgrBOQdg01QIzjkAGw/Bw3kEnqSEAGzGDcElBGAzbgjOPQCbJkJw7gHYNBGCcw/ApokQnHsANuOG4BICsPEQ7FxZSgjAZtwQnHsANk2E4NwDsGkiBOcegE0TITj3AGzGDcElBGAzbgguIQAbD8Ez8wg8oKQAbGYbgksKwGa2IbiUAGzGCcGlBGAzTgguJQCbcUJwKQHYzDYElxSAjYdg58pQUgA2sw3BpQRgM04ILiUAm3FCcCkB2IwTgksJwGa2IbikAGxmG4JLCsDGQ/D0iorAInJfEfmMiPxbRK4QkV+KyPNEZFGJAdjcIgSLCCIPR+RriPwXkf8hch4iT0ZkbokB2EwOwRKWxxNE5BwRuVxELhORb4rIoyQoKgCbqUKwiCwQkWeLyM9E5H/V9/ALdvChtABspgrBIrKRiLxMRH5frasuFZFjbCeutABspgrBIrKFiBwmIheJyJUi8ncReYeIbAXlBWAzVQiu1lnvF5F/VsvqTyLy6ur7WVwANlOFYBG5p4gcJyL/qr6DvxGRF4rIBv2O1jl3C2He+mBEvoTIf6p5648ReToi80sMwOYWIVhkDiKPQ+Q7iFxe/TkTkccgMqe0AGymCsESPjv7iMhPqnnrf0TkFBF5UDX/KCoAm6lCsIhsICIvEpHfVtvMf4nIx0VkeygvAJupQrCIbC4irxWRP1dzsX+IyPtE5I5QXgA2U4VgEdlaRN5Zze2vrOb6rxeRW5cYgM1UIVhE7i4iH632Ga8Qkd+JyAHVPmVxAdhMFYJFZCcRObFap/9PRH4qIs+UBh/YHjspYR4kIvMIO7f7AguAeQO/XgKsBP4N/I7CAvAgEdlnY/jYpfDPzWEHYDE3P1CwZA1cfXfQS+BzpQXgQSJyKPB/hM/OVsDGA79WYBnhgMLWwKElBeBB1Qb6WOBhwG2ADbn5spoAVgE/B+5LYQF4ULWBPhXYFLgf4bu30cBLVhM23t8jTHiKCsCDRGRzwsGVKwkTRgUG49zK6u+zgbtTWAAeJCLbEA7a/R54HCDAwoGXLKv+Ph9YRGEBeJCI7EyIRL8GHgXM5+bzhaWE7+HjVPXX3Y/QOXcLIosIO7e7McW8dQKuvxcs+2uIdUUF4EEicuCW8JZL4brFcGfCfMyuqFFg2XK45M5wq6vhnSUF4EHVvPUI4EmEOdim3Hzeug5YAfyWEPaKCsCDqv3rk4E7AvcgbDMH561rgLXAD4AHUFgAHiQiGxNONlsGPLz68eC8dRXhe/hdwv5QUQF4kISTzc4D/kyYt0KYn5rlhHXXD4BbUVgAHiTrTzb7NfBowpx1/sBLlhLWWb8HrqGwADyoOtnsFOCPwAMJ+0JzB16ypPqzm6r+tfsRdquUCPxpwhGAmc7gWQ3cozp7qkwicy6HP2wG91y8fmJ4M2tBl8KNm8GdUb2h2wHGQ8KZ45cAtx7y0r8D21dHzYtUbcz/wc3D01TOVdVHdzCkaFUR6mfcfKM0mQKfUNWDuhlVnERkX8LGfKYrWhR4pap+rJtRxUlE3gq8g2nW65V1hB20s7oZVZxE5IvAM5l5WS0Bdi5hkuhc1EKwO4NwMHDKy9InQJfB8jmwzUaqV3c5vKiILLoK/rEpbDXdqU6rgBvhv1vC3QhXKRWpOnP8n4RQPpNfAg8u9cACgIjsAFzAzQ+YTqbAyar6vE4GFSkR2RP4FsPnrW9S1fd3M6o4icirgKMZPm/dR1W/3smgIiUixwEvZeZlNQE8UFV/282o4iQiPwAeOcNL1gHXAvfN/eSh7G8HISL3JFwKPOwSzrmEneSSPX4ruNN0ARhgHshm4WzqA7sbVpRexDQ7HJPcFnhKy2OJ3Vuot655sMziAYWZ+SDDl5UAL6x2UopUnalzFPWW1XtEZP6Q12VLRDYE3sDMk0MIy/JD7Y8oXtVZ03szfFltCBS9g+ZcJB5B2KGbdj42F2RjmLcRvLa7YUXp2VvCJjNd67oQ2BI2I5w4U7JDmDlqmnsRbk9VsvdSby72dBG5QwfjidmHqLes3iyzeOheLqpL8t9JvXnrUdU+QZFE5LbAftRbVke0P6J4VSda7TzkZXMIV3+8of0R9Sv7CAy8inob8rnAviKyacvjidnrufllPNNZDLyGWTzpNAfVxuZQhh9YgLA8D2t3RPGq7p+5Pze/NGU6C4HXtDuieFUB6iEM35BDOFPgJa0OKG6PAjav+dq5lH0g5lmEI9t13EVEHtDmYCJ3EPW+f3OAJ5R8IMa5SNSai0mYXxxEwQcECXPRYWe2Ur2m5Hmrnegy7Oo1CPtDh7Y7onhVAepx1OsJQtjGFqkKUHcc4S3PaGssCXgq9RvVloRbDpbqAMI+4TACPMLuO12o11JvvT4feHHuB2JKiHiPoV6AgnBLiPu1OJbYPWiE125MuBduiTYnnOFbV8lnt+5AuB9YHXMJl3SW6iGE+6fVsRjYo8WxxO5h1DsTH8K6atf2hhK9x1Lv4B6ESWLJZzU9jnoTRAj3nR52RoFzrl0Po96BGwhzjLu2OJZ4hbC53Qjv2L7gYH436n+m5hDORi/VAwl3EaljIT5vnelWb4M2IszdSrUbN78P90wWsf4eyyV6HPX3h1YT9jVL9SjqfwcngHu2OJbelRCB65wFPKiYpwJOoe4XA8KZZaUuq/mElUNdcwu+VGU+9Y5QDr6+VAuov+MB9WNVjhYw2vpq0fCXZGuUf/tcyl2vw+j/9pKXlXMxGGXOUPK8dQH1rwihem2p87EFjDZvHXU/MyejzltL/f6Bz1tHMcoZmKXPW0fZFxTKXlajbNOUzJdVCRH47yO8dgHhYV+lGuUG2POAK9oaSOSuHfH1Vxb80IhLGW0DdUlL40jBP0d47QTwl7YGkoB/Ep54W8dK4KIWxxK7PxOO/texitE+h7m5mPo7//Moe1k5F4P/jPDahcB/2xpI5JYBK1p8fU7+w2jz1n+3NZAE/JP6YVMpey72T8J8tI7VwJ9aHEvs/kz9ZbWU8PDxUv2F+gf4hLKX1SUjvHYhoWFkq4QI/BHCk7zr+LOq/q3NwUTuI8DyGq+bAL6Kap3XZkdV1wAnUe82ByuAY9sdUbxU9b/Ar2q+fAnhSbCl+glwY83XrqLgzxVwKqNtv05oayAJOJ76E8R1wBktjiV2HyHEjzr+o6q/b3MwzrmhPky9A4IKnI3qqAfx8xBORDieegcEVwPHUejJC6p6DfB96h0QXEr4DJbqAuqfQLQM+H/tDSV63xzhteuAT7c1kAScwGi3+flai2OJ3bHUP2B3HfCzFscSu6Op3wR/pqqjnByZnBIi8BnANQy/fH8V8Lb2hxO1z66rETbXhfuWFv2ESeBI6kXgCeC4lscSu8Opd8+wpcDXWx5LtFR1HfB2hu+krQP+qKp143p2VHUp4Xs17B7Ka4GvqmqpVy2gqv8g7NAO2wauBo5U1bpnDefo+8BlDN/5Xw68tf3hOOeGOJkwv5jxOzsR1m/v7mRE8frIuhq3Mqv2Az7awXhi9i7qB/NTWh5LtKqrHN/G8Dm+Es6Y/mHrg4qUqq4iHDAY9rmaAM5W1azPQpyJql4GnMbw9dUa4Fgt9KS0yi8IZ9gPm7euAt5e8JXJAF+l3smOy4F3tDyW3mUfgVV1Ang0IQRPt+JdSZj0jHK/rOwILNoVrl8VltNUK15dC6v3h1Uy2n2NcjSfcORtNVOveCeq391I2fd1gnA0dy3TX9qzpvrdVdR4ynfmVhGW1XRHdVdWf66unmBdsiWE79h0G/QVhOV5Q8H35EZE5hJuYbOS6T9XKwjfw7pnweZqMeE2RyuZfqd2GfAhVf1KZ6Nyzk1NdRmwO3ADUx+Y17Ww6kBYLQXs88xEYMGTYemasN2can9n3RpYvRcsk8zvhViDEJbTdAcY1la/uxqft64h7PNMN8dfVf3uSnx/aAlhec00b10JXCsixa6vqjn7Dcw8b11O+I7WPbMzVwsI+8/22ZnKCtavs0q2AWFZrWT6k4iWA4ep6nldDaovRaxgVPWfwH2BjxHONryR9SuXnwJ7E56ueIKI7NnTMHslIlsB5/0IPrUQ7gWcSFhp3FD9WQV8Zx484kR4KfAdEdmxvxH3R0TuDZwNvAp4KOESn5WsX1YrgS8RPnMfBs4TkTv1M9p+icjuhGXxJOCJhLMAbFndSAgqnyQ8jfknwHdFZLNeBtszEdmPcIb9g4D9gd+z/ju4hHAZz1HAnQkT7i+XGoJF5HDgmcA9gNcS7vO0jLCslhLO5nwL4UnwDwaOKTEEVwH4U4TPzDaEs5uuIiyjGwiTnb8CBwH3Bl4lIq/uY6x9E5ENgNMJ9wzdBjiGsI6y+cIKwq1tnq2qfhawc7FQ/R1wf+Cz3HzeuhI4Zx485nh4DvANEXlob+PskYhsB3z/DHjrfNiZcPn05HnrV+fDTmeGq7fOFZFt+xtxf0RkF8K24FnAY4FzufmyWk74rN29et05IrJFP6Ptl4jsQ7gc/RGE5fVr1n8Hbft5DGEOciVwmoiM8tCvbIjIIYS51g7A/wF/I3yWbN56JfBO4C7AtsAnSwzB1Vz9o4R1+l0JV11dzvp56zLCfW1fQ9gHeL6IvLmXwfZMRBYCXyGsn+4MfAi4nrDPaPPW3wH7AQ8BjhSR5/Yy2J6JyObAWYT1+baE2yMt5+ZN8AfAXqpaxJUwUtpZ4SKyiLACXgj8W1X/PfA72/Dvp6pn9jTEzlkABk5U1XcN/GITwgp2LvAPVK8ceM++hJX041X1t50OuEcDAfh1qnriwM+3IKxU1gF/VdXrB353KGHDv6uq/qvbEfdnIADvq6rnDvz89oSN1WrgT3YZT7XhPxbYCdhjcBnmbiAAP0ZV/zjw87sCWxE2VBdW96O2Df+phBj8jJIu4a8C8LOB3ex+TdVnZ3vg1oQJ0J+q22vYhv9s4Hzg4FIuhRoIwHcDnlDdQsN+vgOwMSEIX2zLRES2IUyQjlHVo3sYdi8GAvDVwPNVdW3184WEZbUI+G/Jl2c6lwSRjYB7Yg9uVP3f+l/JXoR492RV/WlPI+ycBWDg3ap63MAvbgVsV/3XxYP3SxaRA4E3EbazxTwrZWA/cH9V/fbAz7ciHBxcS3h+jG1PhTB32wPYXVWv7nzQPRkIwHuq6m8Gfr4NcHtCgLrQ5qciMo9w+5ZNgb1VtZgHD1YB+BUM7AdWn53tgC0J0e7CgXnrxsCZhId+HWA/z91AAN6Zgf3AKobvQPjsXA1cNDBv3ZrQMD6vqu/pYdi9GAjA6xjYDxSR+YSTOjYALqtOhLT3WMM4VFVP6n7U/RgIwD9lYD+wmvvfi3A29SXVbUiKUVwEHqa0EDxtAK733qJC8HQBuOZ7iwrB0wXgGu8rLgRPF4BrvK+4EDxVAK75vqJC8HQBuOZ7t6GgEDxdAHbO5ae0EDxtAK733qJC8HQBuMb7igvB0wXgGu8rLgRPFYBrvq+oEDxdAK753qJC8HQBuOZ7iwrB0wVgV8jtIEahqucDT6GAW0OME4ABqnsivpICbg0xTgAGUNUjCbcjyf7WELMNwHDTQyZeQbikLPtbQ8w2AMNND5nYh3Cmfva3hphtAAZQ1esIl3XuQua3hhgnAAOo6iXAbsDBud8awgOwc2VR1W8BL6SAW0OME4ABVPXjwHsp4NYQsw3AcNO89TDguxRwa4jZBmCAahv7HMLl19nfGmK2ARhAVZcAexKucsv61hDjBGC46UFyuwL7535riHECMICqXkjYH8r+1hAegGeW7QplHCWE4HEDsCkhBI8bgE0JIXicAGxKCcHjBGBTSggeJwCbEkLwuAHYlBCCPQA7V6YSQvC4AdiUEILHCcCmlBA8TgA2pYTgcQKwKSEEjxuATQkheNwAbEoIwR6Ah8tuZdKUnENwUwHY5ByCmwrAJucQ3EQANrmH4CYCsMk9BDcRgE3OIbipAGxyDsEegJ0rW84huKkAbHIOwU0EYJN7CG4iAJvcQ3ATAdjkHIKbCsAm5xDcVAA2OYdgD8D1ZLMiaUOOIbjpAGxyDMFNB2CTYwhuMgCbXENwkwHY5BqCmwzAJscQ3HQANjmGYA/AzjnIMwQ3HYBNjiG4yQBscg3BTQZgk2sIbjIAmxxDcNMB2OQYgpsOwCbHEOwBuL7kVyJtyykEtxWATU4huK0AbHIKwW0EYJNbCG4jAJvcQnAbAdjkFILbCsAmpxDsAdg5NyinENxWADY5heA2ArDJLQS3EYBNbiG4jQBscgrBbQVgk1MIbisAm5xCsAfg0SS7AulSDiG47QBscgjBbQdgk0MIbjMAm1xCcJsB2OQSgtsMwCaHENx2ADY5hGAPwM65qeQQgtsOwCaHENxmADa5hOA2A7DJJQS3GYBNDiG47QBscgjBbQdgk0MI9gA8uuRWHn1JOQR3FYBNyiG4qwBsUg7BXQRgk3oI7iIAm9RDcBcB2KQcgrsKwCblEOwB2Dk3k5RDcFcB2KQcgrsIwCb1ENxFADaph+AuArBJOQR3FYBNyiG4qwBsUg7BHoBnJ5kVRwxSDMFdB2CTYgjuOgCbFENwlwHYpBqCuwzAJtUQ3GUANimG4K4DsEkxBHsAds7VkWII7joAmxRDcJcB2KQagrsMwCbVENxlADYphuCuA7BJMQR3HYBNiiHYA/DsRb/SiE1KIbivAGxSCsF9BWCTUgjuIwCb1EJwHwHYpBaC+wjAJqUQ3FcANimFYA/AzrlRpBSC+wrAJqUQ3EcANqmF4D4CsEktBPcRgE1KIbivAGxSCsF9BWCTUgj2ADyeaFcYMUshBPcdgE0KIbjvAGxSCMF9BmCTSgjuMwCbVEJwnwHYpBCC+w7AJoUQ7AHYOTcbKYTgvgOwSSEE9xmATSohuM8AbFIJwX0GYJNCCO47AJsUQnDfAdikEII9AI8vupVFKmIOwbEEYBNzCI4lAJuYQ3AMAdjEHoJjCMAm9hAcQwA2MYfgWAKwiTkEewB2zo0j5hAcSwA2MYfgGAKwiT0ExxCATewhOIYAbGIOwbEEYBNzCI4lAJuYQ7AH4GZEs6JIUYwhOLYAbGIMwbEFYBNjCI4pAJtYQ3BMAdjEGoJjCsAmxhAcWwA2MYZgD8DOuSbEGIJjC8AmxhAcUwA2sYbgmAKwiTUExxSATYwhOLYAbGIMwbEFYBNjCPYA3JzeVxKpiykExxqATUwhONYAbGIKwTEGYBNbCI4xAJvYQnCMAdjEFIJjDcAmphDsAdg516SYQnCsAdjEFIJjDMAmthAcYwA2sYXgGAOwiSkExxqATUwhONYAbGIKwR6Am+URuAExhODYA7CJIQTHHoBNDCE45gBsYgnBMQdgE0sIjjkAmxhCcOwB2MQQgj0AO+faEEMIjj0AmxhCcMwB2MQSgmMOwCaWEBxzADYxhODYA7CJIQTHHoBNDCHYA3DzPAI3pM8QnEoANn2G4FQCsOkzBKcQgE3fITiFAGz6DsEpBGDTZwhOJQCbPkOwB2DnXJv6DMGpBGDTZwhOIQCbvkNwCgHY9B2CUwjAps8QnEoANn2G4FQCsOkzBHsAbodH4Ab1EYJTC8CmjxCcWgA2fYTglAKw6SsEpxSATV8hOKUAbPoIwakFYNNHCPYA7JzrQh8hOLUAbPoIwSkFYNNXCE4pAJu+QnBKAdj0EYJTC8CmjxCcWgA2fYRgD8Dt8QjcsC5DcKoB2HQZglMNwKbLEJxiADZdh+AUA7DpOgSnGIBNlyE41QBsugzBHoCdc13qMgSnGoBNlyE4xQBsug7BKQZg03UITjEAmy5DcKoB2HQZglMNwKbLEOwBuF0egVvQRQhOPQCbLkJw6gHYdBGCUw7ApqsQnHIANl2F4JQDsOkiBKcegE0XIdgDsHOuD12E4NQDsOkiBKccgE1XITjlAGy6CsEpB2DTRQhOPQCbLkJw6gHYdBGCPQC3zyNwS9oMwbkEYNNmCM4lAJs2Q3AOAdi0HYJzCMCm7RCcQwA2bYbgXAKwaTMEewB2zvWpzRCcSwA2bYbgHAKwaTsE5xCATdshOIcAbNoMwbkEYNNmCM4lAJs2Q7AH4G54BG5RGyE4twBs2gjBuQVg00YIzikAm7ZCcE4B2LQVgnMKwKaNEJxbADZthGAPwM65GLQRgnMLwKaNEJxTADZtheCcArBpKwTnFIBNGyE4twBs2gjBuQVg00YI9gDcHY/ALWsyBOcagE2TITjXAGyaDME5BmDTdAjOMQCbpkNwjgHYNBmCcw3ApskQ7AHYOReTJkNwrgHYNBmCcwzApukQnGMANk2H4BwDsGkyBOcagE2TITjXAGyaDMEegLvlEbgDTYTg3AOwaSIE5x6ATRMhOOcAbJoKwTkHYNNUCM45AJsmQnDuAdg0EYI9ADvnYtRECM49AJsmQnDOAdg0FYJzDsCmqRCccwA2TYTg3AOwaSIE5x6ATRMh2ANw9zwCd2ScEFxKADbjhOBSArAZJwSXEIDNuCG4hABsxg3BJQRgM04ILiUAm3FCsAdg51zMxgnBpQRgM04ILiEAm3FDcAkB2IwbgksIwGacEFxKADbjhOBSArAZJwR7AO6H+HLu1sAEZj9VPbP64YbAXsDtgGXA2aheWr2+qAA8SET2JWxsHq+qv61+dmvgCcCtgOuBb6vqVdXvigrAg0TkUOAgBiYwInIH4HHAxsCVwLeqjX9RAXhQNYE5FtiJgQmMiNwDeBSwCPg34XO1qvpdMQF4UDWBORWYYGACIyI7Aw8kROKLge+p6kT1u2IC8KBqAnM2cD7VBKb6rD0K2AFQ4HfA+dXvigrAg0RkG+Bc4BhVPbr62TxgD+CuwBrgp6r6u+p3HoCdc0kQkb2AzwJPVtWfVj/cDHgisAVwI3Amqv+rXl9UAB4kIgcCbyLMF/5W/Wwr4PHAJoR1/hkD87RiAvCgai5xBGEbubuqXl39/G7Ao4HFwGWEZbWi+l0xAXhQNZc4GdgU2HtgedwfeAgwH/g7cJbNJUoKwINEZGPgTOAvwAGquq76rD0cuA8gwB+BHwzMaYsJwINEZGtCi/m8qr6n+tlcQvTcDlgL/EJVf139rqgAPGigxRyqqidVP1tEOPBwR2AlcJ6q/rX6nQfgnngE7oFNZLaCF18WViAvIoSW+dXfc4HzPwdveSF8jgIDsBkIwc8AXg7sTVjZzifEgnnAGcAxwJcpMACbgRD8POBw4JGs/zzZsjoB+Eb1d1EB2EwKwYcCRxImPEq4OmJN9dKjCZPF91NYADaTQvAnCMvkDoTlJIRltZLwebsNBQZgMykE/5yw07Yp4fsHYRleTfjM7UWBAdgMhmDCeulN1d/zCd9DBf4GvBZ4Ax6AnXOJsBC8Mzzrl/B84JmEeeu8gb/PejV84Bg4hQIDsBkIwc8irOsfS1hGNm+dT1hGJwFfpLAAbCaF4IOq/70TITLZvFUIVwb+BvgIhQVgMykEfxD4MOEAs7B+3roGeE/138UFYDMpBJ8JHAXcmpvPW68HXk+Iw8UFYDMYggnL5O3AQm4+b72UMG89iAIDsBkIwa8H7gG8qvrVfMJyEcKJMa8jfD89APfAI3BPthHZ9VQ4e0dYNxducbm1wrolwLPg2G+rvmqK/xPFEJEXEs6as1A+2VrCJOj/VPVjXY4tNiLyPsJKV1m/ER+0uvr5Xqr6nS7HFpNqQv1Vwi1aprsUajVhOT5QVf/Q1dhiU4XgnwD3Z+rPFIQJ9VJghxIDsKlC8B+A2xJ29KcyAfwDeECJAdhUIfgPhO3fdLccWQf8iHAQxgOwcy4J9xF5xtfg5LvBujlTzFsVJq4BeRq8+Yeq7+9jjLEQkTcB72L4vPWZqvrVLscWk2re+jnCiR4WNCdbRZjTPlxVf9Hd6OJSheBzCbfqmmmOvwq4d4kB2FQh+ALgTkw/b10LXA7ct8QAbKoQ/EdgQ6buERDm+L8GHlFiADYicl/A1kELp3iJhfOvEtbtHiQ75vcE7skl8KQdYWKqAAwgMGcjkG/Dk5jFA4cysw8hBky3wp1HWJHs09mIIlRNEJ9KmBhOF+sWEDZQT+lqXJFaSLg/6UzrwAWEz91unYwoXlsA92L6zxSE7+ZCYFYPc8zI3Qm3qpluIg1hOd6BMOEu2UMJ37+Z7jk9h3DmycadjMg55xrwB3jqXacJwAACczcHfghP63hoMXp69feweWvpy2ou4VYZdiXWVBYSltXjuhpUpDYjzEeHzfHnEm4TUbJtgK2Yed46j7AvMKuHOWZkJ8LnZroeAeEzdR/CGdUlewyhzUwVgCGsw+ZUr5vVQ8jdeDwC9yHcsP6AudN/MQCYE74gWxDu+VSk6r62j2bmjROEle5Dq3tklWoXQlwadtBgAeEm9xu1P6RoPYPhnykI91o7bDZP0M3IgdTbVmwAvLHlscTuMIas1yvzgde0PJbYvZnwmRlGCA9ccs65+IUHeO09d+ZQwNywXd0Bkft0M7D4VPdq3Z7hc4wFwNOq54KU6smEOekwi4DXVGfDlurFDN8XgjAHeVPLY4ndIQxZV1UWEi7fL9mbqD9vfVnLY4lWtc/8esK6aJh5rD8Q6DpUctjo02MJZxjWsSHwkhbHErt9qbchh/B5fnaLY4ndC6k3QYRwac9eLY4ldi8H6kbwTQhHf0v1YuqFTYAHjvoE61yIyHzCd6rOdnUe4UnWRRKRuxDu0VfHBoTvq3POpeBphLMx61hIuG9wqZ5P/fnFBOG5IKU6gPpXxcwj3MO1VAdQL9YB3ENEirwyq7qC9JnUOylmDvDU6oFoxRGR21D/asdFlN1uHkT979/GFBzM++QRuB+3ZeZLqwcJ4ezOUm1F/QniAuD2LY4ldvbArjrmEx7kVapR/u0TI74+N5uN8NrVhKsXSrQp9Q/uASyuwnGJbkP4rNRV8tlfzrm03Ib6B+Tt9kClugP194cWUfZcbKsRX1/ysrrVCK9dBWzZ1kAit5DRLsVXyr0915aMNm/dvK2BJOA2jLY/dLu2BuKm5xG4H0sY7ctxQ1sDScANhLNW61DCEztLdf0Ir11LeJBXqUb9t5e8rFaM8Nr5lLusllLvbAqzjvrrttwsof6OP8DytgbinHMNW0L9WFD6vPU6wjKowx5AW6obR3x9yctqlDnDPMpdVquo//2DsKxKnY8tYbQ5/ij7TrlZQv2ruKHc71+vPAL34xzq3X8HwhfplBbHErszqD+ZXg58o8WxxO5UwueljnnAd1scS+y+RP0N9Bzg5y2OJXbfov6lrf+t/hRHVVcSnghc6+XA9wp+Gu5F1N+RWE1YtznnXArOpH5YWQZ8vcWxxO40RgsAZ7Y0jhR8ifB5qWM+8KMWxxK7rxMOGtRxI3Bxi2OJVjUHPY/666ufqeooZ8Pm5N/AlTVfuxY4vcWxxO7n1D/RYznwxRbH4qbhEbgPqlcB39b6Z4EVuwOsqhcAf6feBupy4GetDihup1Nv0jMB/EBVi4x1leOpd5RyNfDpKvCV6ijC2QLDLAc+WHDYBDiCeju0y4EPtjyWaKnqBPAh6h2ImQD+X7sjcs65hqj+FbhA613xdwPhxJBSnUW9beY64Neq+reWxxOzE6g3b10DnKyqdU8KydEx1NvHXgEcpaqjXJ2bmw9Q76D8suq1Rar2bY6g3rJaA3y43RHFS1WXA5+h3kl8c6rXuo55BO7JEfCua0EmZpgkLgc+BR+m7AAF8Pbq75nikgJvLzlAqeoahm+glTCJfEf7I4qXql5NOMN+ps/Luur3R3cxplip6u+A3zF8Wa0EvtDJoOL1DcLlrTPtUKwD/gN8v5MRxet4wk7aTMtKgfNU9R/dDMk558Z3JBy+BGTdDNvN5cBH4V0UHKCq+PauYS8jzFsPb39E8VLVG4FPMXwuBgXHOgBVvZhwJvRMy2qCEOs+1cmg4nU2cBnD561XE64MLNkXCCfFDJu3/kpVL+xmSNE6qvp72LI6UVWv7WA8bhKPwD0Qka3eAF/aC46eCxcSjq4NfkmWADd8Ew57KRwkInv2M9L+ici9gWOBtxLCyVJuvlFfQth4vRn4kIjUfXJndkRkd+B1wOuBa7n5rSHWET5nfyFMDk8q9Wm4ACKyH/B44G2E5TJ4JspawtkB5wMnA18Wkc26HmMsRORwwkM2PkQIvYNHwVdXPzudcBb+ySIyykMmslE9Mfl44FLgRMJEcfAA3orqv48nfN6OqZ7MXBwR2YBwaet3qz8ruPlVDMuqn70PuKeIvLrrMTrn3GyIyHavg8+8CN45B/7J1PPWqz4Mb/g/eLeIPLSfkfZPRHYB3gkcBlzFzeetSlh2/yCE4s+JyLadDzISIrIP8CzgTYTlNDhvnSDMzX5NmGN8RURKfUgvInIIsB3wfsJcYvA2GjZv/S7hLPwviciizgcZgWoO+lHCyQufJiyXwSu0VlZ/TiDc6u04ESmyHYnIQsI+4U+AbxKWy+CZrsurnx0J3E5E3tz5ICMhIpsTrmI/AfgpYdkMnpm/tPrzFmAvEXlu54N0SMEnTvZCRLYi3H/nRFV9V/XDBwIvAu5MuDfR14Cvo7qmmiCdDuynqkXdC6sKwGcDr1PVE6uN1aOB5wO3JRyVPBE4W1XXici+hI3Z41X1t32Nuw9VAP4SsK+qnisi84AnA/sCmxIC+mcJ93NSETkUOAjYVVX/1de4+1AF4COAx6jqH0VkMWFi/UTCE70vBo6vfieEgxA7AXuo6vU9DbsXVQB+NrCbql5exfAXAI8i3HPu98BxqnppNUE6lbAz8oyS7htWBeBPAXcDnqCqS6t1/UuBBxIOwvyUcGuRq6oJ0tmEAw0Hl3QFQxWATyesv5+vqmurHfuXAfcixPOzCdvIJSKyDXAucIyqHt3PqJ1zbjgR2Y5wlce7VfU4whzikcD+hCegX0u4CulMVCdEZC/C3OzJqvrTvsbdh4H9m/1V9dvVdvQJhPnY5oRbvH0e+FE1bz2QEEB3K+22EFUAPhbYU1V/U8239gWeAmxICOWfUtULqnnrEcAewO7VlW/FqALwKwifk0tFZBPCfuPuwALgj8AnVfXv1b7SycAmwN4l3fptIADvTLV/IyK3AV4MPKR62a8I+0P/E5GNCffk/gtwQEm30Ki+b18hzOWfoaqrq7npAcB9CScxnAt8XlVvEJGtCa3n86r6nn5G3Y9q/+Yswj7PwdW6+96E/aFtCQcZvgV8SVVXDLSeQ1X1pL7GXSKPwB2aMgDXe19xIXhyAB7hfcWF4MkBeIT3FReCJwfgmu8pMgRPDsA131NcCJ4qANd8X3EheKoAXPN92+Ah2DkXsVsE4PrvKy4ETw7AI7yvuBA8OQDXfE+RIXhyAK75nuJC8FQBuOb7igvBUwXgmu8rLgRPFYBrvs9DcA+KPKW/D7MNwACqej7haO8JJdwaYrYBGEBVvwK8EvhOCbeGmG0ABlDVI4GPAeeVcGuI2QRguOlhAK8gXGb33RJuDTGbAAygqquAfQhPhf1y7reGmG0ABlDV64DHArtQwK0hZhuAAVT1EmA34GC/NYRzLjazDcAAqvot4IXAN0q4NcRsAzCAqn4ceC9wbgm3hphNAIab5q2HUd3yoIRbQ8wmAANUc5HnEK7EPS33W0PMNgADVA8b3BPYHvhk7reGmG0ABlDVy4Bdgf1LuDXEbAMwQHX/5McCR/qtIbqT9Zc3FuMEYFNKCB4nAJtSQvA4AdiUEoJnG4BNSSF4tgHYlBKCxwnAppQQPE4ANh6CnXMxGicAm1JC8DgB2JQSgmcbgE1JIXi2AdiUEoLHCcCmlBA8TgA2pYTgcQKw8RDcvSy/uDFpIgCb3ENwEwHY5B6CmwjAJvcQPG4ANiWE4HEDsMk9BDcRgE3uIbiJAGw8BDvnYtJEADa5h+AmArDJPQSPG4BNCSF43ABscg/BTQRgk3sIbiIAm9xDcBMB2HgI7lZWX9rYNBmATa4huMkAbHINwU0GYJNrCG4qAJucQ3BTAdjkGoKbDMAm1xDcZAA2HoKdczFoMgCbXENwkwHY5BqCmwrAJucQ3FQANrmG4CYDsMk1BDcZgE2uIbjJAGw8BHcniy9sjNoIwCa3ENxGADa5heA2ArDJLQQ3HYBNjiG46QBscgvBbQRgk1sIbiMAGw/Bzrk+tRGATW4huI0AbHILwU0HYJNjCG46AJvcQnAbAdjkFoLbCMAmtxDcRgA2HoK7kfSXNVZtBmCTSwhuMwCbXEJwmwHY5BKC2wrAJqcQ3FYANrmE4DYDsMklBLcZgI2HYOdcH9oMwCaXENxmADa5hOC2ArDJKQS3FYBNLiG4zQBscgnBbQZgk0sIbjMAGw/B7UvyixqzLgKwST0EdxGATeohuIsAbFIPwW0HYJNDCG47AJvUQ3AXAdikHoK7CMDGQ7BzrktdBGCTegjuIgCb1ENw2wHY5BCC2w7AJvUQ3EUANqmH4C4CsEk9BHcRgI2H4HYl9SWNXZcB2KQagrsMwCbVENxlADaphuCuArBJOQR3FYBNqiG4ywBsUg3BXQZg4yHYOdeFLgOwSTUEdxmATaohuKsAbFIOwV0FYJNqCO4yAJtUQ3CXAdikGoK7DMDGQ3B7kviCpqCPAGxSC8F9BGCTWgjuIwCb1EJw1wHYpBiCuw7AJrUQ3EcANqmF4D4CsPEQ7JxrUx8B2KQWgvsIwCa1ENx1ADYphuCuA7BJLQT3EYBNaiG4jwBsUgvBfQRg4yG4HVF/OVPRZwA2qYTgPgOwSSUE9xmATSohuK8AbFIKwX0FYJNKCO4zAJtUQnCfAdh4CHbOtaHPAGxSCcF9BmCTSgjuKwCblEJwXwHYpBKC+wzAJpUQ3GcANqmE4D4DsPEQ3Lwov5gpiSEAm9hDcAwB2MQegmMIwCb2ENx3ADYphOC+A7CJPQTHEIBN7CE4hgBsPAQ755oUQwA2sYfgGAKwiT0E9x2ATQohuO8AbGIPwTEEYBN7CI4hAJvYQ3AMAdh4CG5WVF/K1MQUgE2sITimAGxiDcExBWATawiOJQCbmENwLAHYxBqCYwrAJtYQHFMANh6CnXNNiCkAm1hDcEwB2MQagmMJwCbmEBxLADaxhuCYArCJNQTHFIBNrCE4pgBsPAQ3J4ovZIpiDMAmthAcYwA2sYXgGAOwiS0ExxaATYwhOLYAbGILwTEGYBNbCI4xABsPwc65ccQYgE1sITjGAGxiC8GxBWATYwiOLQCb2EJwjAHYxBaCYwzAJrYQHGMANh6Cm+EReBZiDsAmlhAccwA2sYTgmAOwiSUExxqATUwhONYAbGIJwTEHYBNLCI45ABsPwc652Yg5AJtYQnDMAdjEEoJjDcAmphAcawA2sYTgmAOwiSUExxyATSwhOOYAbDwEj88j8IhSCMCm7xCcQgA2fYfgFAKw6TsExx6ATQwhOPYAbPoOwSkEYNN3CE4hABsPwc65UaQQgE3fITiFAGz6DsGxB2ATQwiOPQCbvkNwCgHY9B2CUwjApu8QnEIANh6Cx+MReAQpBWDTVwhOKQCbvkJwSgHY9BWCUwnAps8QnEoANn2F4JQCsOkrBKcUgI2HYOdcHSkFYNNXCE4pAJu+QnAqAdj0GYJTCcCmrxCcUgA2fYXglAKw6SsEpxSAjYfg2fMIXFOKAdh0HYJTDMCm6xCcYgA2XYfg1AKw6SMEpxaATdchOMUAbLoOwSkGYOMh2Dk3kxQDsOk6BKcYgE3XITi1AGz6CMGpBWDTdQhOMQCbrkNwigHYdB2CUwzAxkPw7HgEriHlAGy6CsEpB2DTVQhOOQCbrkJwqgHYdBmCUw3ApqsQnHIANl2F4JQDsPEQ7JybSsoB2HQVglMOwKarEJxqADZdhuBUA7DpKgSnHIBNVyE45QBsugrBKQdg4yF4dB6Bh8ghAJu2Q3AOAdi0HYJzCMCm7RCcegA2XYTg1AOwaTsE5xCATdshOIcAbDwEO+cG5RCATdshOIcAbNoOwakHYNNFCE49AJu2Q3AOAdi0HYJzCMCm7RCcQwA2HoJH4xF4BjkFYNNWCM4pAJu2QnBOAdi0FYJzCcCmzRCcSwA2bYXgnAKwaSsE5xSAjYdg5xzkFYBNWyE4pwBs2grBuQRg02YIziUAm7ZCcE4B2LQVgnMKwKatEJxTADYeguvzCDyNHAOwaToE5xiATdMhOMcAbJoOwbkFYNNGCM4tAJumQ3COAdg0HYJzDMDGQ7BzZcsxAJumQ3COAdg0HYJzC8CmjRCcWwA2TYfgHAOwaToE5xiATdMhOMcAbDwE1+MReAo5B2DTVAjOOQCbpkJwzgHYNBWCcw3ApskQnGsANk2F4JwDsGkqBOccgI2HYOfKlHMANk2F4JwDsGkqBOcagE2TITjXAGyaCsE5B2DTVAjOOQCbpkJwzgHYeAgeziPwJCUEYDNuCC4hAJtxQ3AJAdiMG4JzD8CmiRCcewA244bgEgKwGTcElxCAjYdg58pSQgA244bgEgKwGTcE5x6ATRMhOPcAbMYNwSUEYDNuCC4hAJtxQ3AJAdh4CJ5ZmRFYRJhiBVNSADbDQrBUpvh5MQHYDAvBMyyrYgKwGRqCReYw9bIqIgCbOiF4uslQKQHY1ArBU6/XiwnAplYInnpZFROATa0Q3NLTq51zLZh+jl9MADZDQ3BYVlPNxYoJwGZoCJ5+3lpEADZ1QvAM89YiArCpE4KnWlYlBWBTKwRPvayKCcCmTgie5nNVTAA2w0JwlW6KnOOX848WmYvI3oicD6wG1iJyFSLvQmTrEgOwmRyCRWSRiOwnIhcCa4G1IvJvEXmtiGxeYgA2k0OwiGwqIq8SkUtYv6z+IiIvFpENSgzA5hYhWOS2iLwNkSsIy2oNIr9AZB9E5pUWgM1UIVhE7ioiHxaR6wmfqdUicpaIPK7aYBUVgM2UIVjkvoh8DpFlwAQiKxH5MiIPLjEAm8kh+O1hZ/8RiJyOyCrCslqCyHGI3LPEAGxuEYLDzv4TEfkBImsI84VrEHk/Infsd7TOuVsI24JnI3IBYN/ZyxB5AyJblBiAzS1CsMhGiLwckb9TzVsR+RsiL0NkoxIDsLlFCBbZApE3InIZ6+etv60+awtKC8BmqhAsIncSkSNE5FrCvHWNiJwnIk8UkTmlBWAzVQgWkXuJyPEisgSYEJGVInKaiDy8xABspgzBIg9B5CuIrCTMW5ch8hlE7lNiADaTQ3C1b7iHiJwt1bxVRK4TkQ+JyF1KDMBmcggWkfkisq+I/JJqviAi/xORt4rIbfodbXekiM+AyIbAmcCOwEaTfrtyHax7Clz7LfhkaQF4UDXx+wawEtiUWy6r5YQvyxrgNaUF4EEisi/wccKBlAXAhpNesrT6sxB4emkBeJCIHLo7vPYs2HhOiHeLJ71k6RVw5T1gwxtg95IC8KBq4ncsYUN1e8KyGjzbVQnfwX8RPndFBeBB1cTv1A/DXQ+GuwjMB+YNvGSdwsovwz+eDddpYQF4kIhsPgfO/g4segxsI7ABMHg201qFNW+DS98NF1BYAB4kItsshvN+Byu3C9/BydvAEM/hGaie0f0InXO3IHJr4FzgLkwxb52AiUfCivPhbaUF4EEiste28PkLYd3CMA+bPG9dtgqW7wBz/x62A0UF4EEicuDD4O0/gMVzw9ziFvPWa+Gau8MG18DjSwrAg6p56xHAvsBtCXPThZNethT4T/XzogLwIBGZB5wM3BvYhinmrcAK4BJgGYUF4EEisrHAmV+BTZ8GdxVYxM1PXFyrsOYo+Ofr4GIKC8CDRGRrwkmMa4E7Etbrg3P81YR562XAtyksAA+qTmL8HmFfektuOV9YQViOe6rqTzoeXudKicBnAY8grESmtBrWLICdUf19dwOLi4TLqy8Ght3HdRmwXakBCqC6/OnvwCZDXvo/4K6quqL9UUVKZPvV8LsFNw+aN7MSWAO/2Th8BwtYKU1NRHYjHKmdN8PLFPiSqj67m1HFabnIAXPgY4tCLJ/SCli3Ft6xseo7uxxbbG4UOWY+vHLxDFf/rAqTxGctVD21w6FF50aR786Hxy6++SR6shXArqj+oqtxOeemEK72+DVwT2aYY6yGlQtgewoNUACIbLoC/rkANp9uozkBrIZrF8NdUL2xy+FFReQuq+FPC2bYb1wFrIG/bAT3RnWiw9FFRUQeAvyI4fPWM1X1id2MKk4i8kzgJGaYtxJi8IdV9dBuRhWnJSLvnAdvnmneuhImFA5YrPqZLscWGxH5CvB0Zp63riVcafuDbkYVn+qg1W+B+w156VJgJ1X9a/uj6k/+t4MQeSDwMGbYkAMsCBuvYs8CrjwNuFWN180DDm55LLE7iBl2OAZsDDyr5bHE7vAFM094WARsDHcnHKwp2VHMPJGGsJHfW0Tu3MF44iQydwN470wBGGAxzNkYXk+41UGZRDbfBA6YaSINsBDmLoSjprrnYTFE7r0JPGJIAIZwVtj7uxiSc25GTyDc7mfG+Vg1B3lDJyOK14sWw8KZNprVpVqLgBd0M6RovXHBkLnYQmAjuAOwRzdDitYHqDdv3U1Etu9gPFGqAtRRDJm3EuZqrxCRTdsfVaRENtoYDhk2b10EcxfD+6uDgUUSkbsAezF83joPOLL9EUVtN8J8YZjFwFtbHkvv8o/A8FqGBOCKAI+joHuBTOH13PLU+KksBA4UkfktjydK1Q3EX0W9z9WGhOVapvCgs70ZPumBsKwOaXM4MRORewH3qPty4MAWhxO7J1DvIAyEM1Ce2eJYYvcCwpklddyKsg/EvIpwiWYdD2Wqh14657p0KPXmrfOB/Yo+IBjmV3X+/RsQlmuZwmfkuQwPmxA+e8UuKxHZBnhgzZfPI2xjS7Ur4VaLdawD9mtvKNF7FvXnrYuAx7U4lti9gvo9bwcRqbufmaNDuOVtkKYyF9gn9wMxJUTgB1H/37kKuFeLY4ndPUd47Tzgdm0NJHK3ot5Oh9lOyj277h6E71UdAuzU4lhid3/C1Zh1LCRc4VCq+1P/O7gRYTtQqodRb8cfwnr9/u0NJXoPod6OP4T12n1aHItzbrj7jvDaCaDMK2hEFjHanP32hFvElegu1J+LQdnbzPtRf44/H3hoi2OJ3Y7UP3lhA8JDfUv1UOrP8TcgLNtSPYz6n6s1lL2+2onhZ0ybVcB2LY6ldyVE4FHjWwnLZDqjLCul3GU1h/Dvr6vUAAyjf0ZK/UyBL6tRjPpvL/ZSMUZbVjLi63Pj30Hn0uJz/HpG/Xf7HL8+n+O39/qc+LKqz+et9fmyqs/nCwOy/sdVfk/9jflCIOubQA/xjxFf/79WRhG/awhP26zr36U+iRP4G7d8UvBM/tTWQBLwJ+qvk9cART6NuvInwo3761gGXNDeUKL3K8KDzOpYDfy5xbHE7gLqnwG2APhLe0NxztUwypx9HvCvtgYSuRXAtSO8/hpUV7Y1mMhdSv0z6wAuamsgCfgT9ZfVBOGhTKX6I/XPml5B2XP83wDLa752GWXvO/6a8NC3OuZS9rL64wivXQj8va2BxKCECPxhwgqijvNR/U+bg4nckdQLK2uAz6lq3Y1ZVjQ8BfgT1AvByyj5RuyqVwHfo96BmCUUvKxU9TdA3fXPWuCjLQ4ndqdT/+DeHMLTmEv1Geof/V4BnN3iWGJ3DPV30v6A6sVtDsY5N9RRhLnDMBPAqajWeW1+wokI/496BwRXAEe3Op6Yqd4IfI16BwRLn7deRP0Dx6sI29hSnUX9+cUcwtytVF+gfqOaAL7Z4lhi91FCl6njElX9XZuDidyHqDdfWAd8R1WvaXk8vSohAv+QcLbOjMFuTfj9WzoZUbxOoV4wX0uYeJfsI9Q78rYKOKHlscTu8LVDNlBrgFVwOWGSVLLXM3xjvg44r5p8l0l19Vp498oh38GVMLEGPo7qDV0NLTqq/1sFp6wc8pCNVbB2HbwJ1boP48iP6i9Xwe9WDT/AsAJ4YxdDcs7N6OvAVQwJdmvDtuK9nYwoXp9YM2SbuQ5YE+Ygx3czpGi9Z+2QZbUGWA3XEQ5Kl+wNDJ+3KvAbVS32TODqBKK3MHzfcQL4goaTaMqkev1q+OTKIev1VbB2At6Jat0Imh1V/RPwI4bPW9cAh7U/oqidCVxR43UrgXe0PJbe5R+Bw9HvxwMXM3XgXLsOVrwYlog/5OUuhM/EDUx9tsBqwuUZq4HtOxxXjLYnrFCXM/WR3RXAjYSV8t06HFd0BO79bFi2LiyTqSY/y2+Eq+8KiwTu0PX4IrMj4ZLNFUwd7ZYRNmBbishmHY4rKiIydwHc6ytwpYbv4C0mPwrLfgD/WwR3k3IfcIOIbLAJ3PEC+J9OfaWHKiz/OFw1F+5X8EMsEZEtt4JNrwyfq6nmCxOEz9uBqH6/4+E55yZTXQ3sCvyXqS8fXj0BK54EKwR26HRskRHY7iGwdnXYDkx1q4eVa2Hpg2FCMn8gzjAC93oKrJgIc7GpAtPyFXDt3WG+lPqwwfXuC1xP+ExNFe1s3rqZiGzR4biiUs2t7gtcyTTzVtYvqztJeJhjkURk4YZwl5+EeetUczFVWH4yXDkfdhCR/HvWNERkc2ALwi06p1pW6wjrsesID3Is2R0Jt3m4mqnnC9Z1nqmqF3Q4rl6U8aUJp3M/EDiEcN/bNYQvxErghDmw8xfCkyjfKiIH9DfQ/ojIDoTL9l9LiMHvIGyoVhGW0xLCJQf3BJ4InCAie/Yz2n6JyO7Al4CnAncnXDZ3I2E5rSKsXN5LiL8HAt8RkSKfXCoi+wFHnAqPmBMC52dY/91bTbg/32G3hm0uC5cqnicid+pvxP0RkcOBZxOW06OArxKWke2EXEj4PN0Z+CXw3RJDsIjMBT6lcLf94B4CTwHOIRxgsAMNPxF4zsvgbuvCPbC+XGIIFpENgNNXw1Ufgm0EXki4R7AtqzXAtwUe/5oQSHYBjikxBIvIlsD3r4NvTMCdBV5FuN+ozRdWAV8EdkH18z0O1Tk3SPXfhJM43gJcRthuriTsEH9yLtz7O/AY4OMi8vT+BtofEdkFOP038LwFsC3hFgbXsX7eeh3wgQWw7W9hP+AbIvLQ/kbcHxHZBzj227D73PC5+iThs2Tz1suAt2wCd7kU3gWcKyLb9jfi/ojIIcArCPvYDyVcUbqK9fOLvxK2pdsQzsI7p8QQXM2pPgrsTJhrPQH4DuvnF2sJ8/r9CcvqBuC0EkOwiCwEvrIW1r0c7irwXOB8bj7HP1vgyS+C7TWclPXJEkNwFYDPAn5C2Dc8iHDfW/tcrQZOBR5J2LfcX0Te3M9o+yUi2wDnEm4JcRfCFQz/Zv18YTnwaWBHVf1WT8PslBT3vKqwIt6UcCTg2sFLCERkO+D7wLtU9ZM9jbBzAwH4dap64sDP5wCbESLKtdWlLPa7hwGnAfup6pmdDrhHAwF4X1U9d+Dnc4FbEY64XacDl1SLyL6Ejf/jS7oUygIw8BhV/ePAL+YTltVq4HoGVkIicihhI7arqhbzAJeBALybql4+8POFwObAcg33qbOfC3AssBOwh6pe3+2I+2EBmHCA5QmqunTgl4sJ66sbUV028J6FhEnQBPAMDWeOZc8CMOGg1PNVde3ALzcCNiJ8/1YOvGdzwj2BzwcOLuWBlhaAgW8Bb7rZv1tkU2ARcB2FfHacS1bYNm5OeAjctQys90RkJ0KIOlBVv9rTCDtnARjYX1W/PfCLOYS5GIRlNThv3Qv4LPBkVf1ph8PtlQVgYM/qOQ32i3mEZbWWsC0YnLceCLyJMH/7W7cj7s9AAN5NVS8d+PkCwrJaoQO34qrmrUcAewC7q+rVHQ+5F5MC8M3m6xLmrZsCSwfnsxI+bycDmwB7ayEPabQATNiXvvl8XWRDwvK4HtUVA+/ZmLBe/wtwgBZyS7OBAPxTJs3XRWQTYANCj1g18POtgfOAz6vqe7odcX8GAvAxqnr0wM+FsN+4gNC5irqtSHkReIjSQvB0Abjme4sKwdMF4JrvLSoETxuA6723qBA8XQCu8b6iQvCMAXj4e4sKwTMG4OHvLSoEzxiAnXNZKS0ETxuA6723qBA8bQCu996iQvB0AbjG+4oKwTMF4BrvLSoEzxiAh7+3qBA8UwCu8d6iQvB0AdiVcjuIEWh42vejKeDWEOMEYABV/QmwNwXcGmKcAAygql8BXkkBt4YYJwADqOqRwMco4NYQsw3AANVG/xXAr8n81hDjBGCA6kj4PhRwa4hxAjCAql4HPJYCbg3hAdi5sqjqr4E9KeDWEOMEYIDqktgXUsCtIcYJwACq+nHCbeCyvzXEbAMw3DRvPQz4LpnfGmKcAAxQzd2eQ7jdYNa3hhgnAAOo6hLCej37W0OME4ABVPUywn30s781hAfgmWX7JRlHCSF43ABsSgjB4wZgU0IIHjcAmxJC8DgB2JQQgscNwKaEEDxuADYlhGAPwM6VqYQQPG4ANiWE4HEDsCkhBI8TgE0JIXjcAGxKCMHjBmBTQggeNwCbEkKwB+DhsvuCNCXnENxUADY5h+CmArDJOQQ3FYBNziG4iQBscg7BTQVgk3MIbioAm5xDsAdg58qWcwhuKgCbnENwUwHY5ByCmwjAJucQ3FQANjmH4KYCsMk5BDcVgE3OIdgDcD3ZfDnakGMIbjoAmxxDcNMB2OQYgpsOwCbHENxkADY5huCmA7DJMQQ3HYBNjiHYA7BzDvIMwU0HYJNjCG46AJscQ3CTAdjkGIKbDsAmxxDcdAA2OYbgpgOwyTEEewCuL/kvRttyCsFtBWCTUwhuKwCbnEJwWwHY5BSC2wjAJqcQ3FYANjmF4LYCsMkpBHsAds4NyikEtxWATU4huK0AbHIKwW0EYJNTCG4rAJucQnBbAdjkFILbCsAmpxDsAXg0yX4pupRDCG47AJscQnDbAdjkEILbDsAmhxDcZgA2OYTgtgOwySEEtx2ATQ4h2AOwc24qOYTgtgOwySEEtx2ATQ4huM0AbHIIwW0HYJNDCG47AJscQnDbAdjkEII9AI8uuS9EX1IOwV0FYJNyCO4qAJuUQ3BXAdikHIK7CMAm5RDcVQA2KYfgrgKwSTkEewB2zs0k5RDcVQA2KYfgrgKwSTkEdxGATcohuKsAbFIOwV0FYJNyCO4qAJuUQ7AH4NlJ5ssQgxRDcNcB2KQYgrsOwCbFENx1ADYphuAuA7BJMQR3HYBNiiG46wBsUgzBHoCdc3WkGIK7DsAmxRDcdQA2KYbgLgOwSTEEdx2ATYohuOsAbFIMwV0HYJNiCPYAPHvRfxFik1II7isAm5RCcF8B2KQUgvsKwCalENxHADYpheC+ArBJKQT3FYBNSiHYA7BzbhQpheC+ArBJKQT3FYBNSiG4jwBsUgrBfQVgk1II7isAm5RCcF8B2KQUgj0AjyfaL0HMUgjBfQdgk0II7jsAmxRCcN8B2KQQgvsMwCaFENx3ADYphOC+A7BJIQR7AHbOzUYKIbjvAGxSCMF9B2CTQgjuMwCbFEJw3wHYpBCC+w7AJoUQ3HcANimEYA/A44vuC5CKmENwLAHYxByCYwnAJuYQHEsANjGH4BgCsIk5BMcSgE3MITiWAGxiDsEegJ1z44g5BMcSgE3MITiWAGxiDsExBGATcwiOJQCbmENwLAHYxByCYwnAJuYQ7AG4GdF8+FMUYwiOLQCbGENwbAHYxBiCYwvAJsYQHFMANjGG4NgCsIkxBMcWgE2MIdgDsHOuCTGG4NgCsIkxBMcWgE2MITimAGxiDMGxBWATYwiOLQCbGENwbAHYxBiCPQA3p/cPfupiCsGxBmATUwiONQCbmEJwrAHYxBSCYwzAJqYQHGsANjGF4FgDsIkpBHsAds41KaYQHGsANjGF4FgDsIkpBMcYgE1MITjWAGxiCsGxBmATUwiONQCbmEKwB+BmeQRuQAwh+P+3d99RslTlwsafd+ZEDlkRMQAiYMAI4hW5KIoSFJErghmzn4jXBCYMmBUTyhUxZ0FFFBAliSgqmBAMKCCScxI4YcKZmff7Y9cLzWFC9XSFXXu/v7V6oTM9a2023V27nqquij0AmxhCcOwB2MQQgmMPwCaGEBxzADYxhODYA7CJIQTHHoBNDCHYA7Bzrg4xhODYA7CJIQTHHoBNDCE45gBsYgjBsQdgE0MIjj0AmxhCcOwB2MQQgj0AV88jcEXaDMFdCcCmzRDclQBs2gzBXQnAps0Q3IUAbNoMwV0JwKbNENyVAGzaDMEegJ1zdWozBHclAJs2Q3BXArBpMwR3IQCbNkNwVwKwaTMEdyUAmzZDcFcCsGkzBHsArodH4Aq1EYK7FoBNGyG4awHYtBGCuxaATRshuEsB2LQRgrsWgE0bIbhrAdi0EYI9ADvnmtBGCO5aADZthOCuBWDTRgjuUgA2bYTgrgVg00YI7loANm2E4K4FYNNGCPYAXB+PwBVrMgR3NQCbJkNwVwOwaTIEdzUAmyZDcBcDsGkyBHc1AJsmQ3BXA7BpMgR7AHbONanJENzVAGyaDMFdDcCmyRDcxQBsmgzBXQ3ApskQ3NUAbJoMwV0NwKbJEOwBuF4egWvQRAjuegA2TYTgrgdg00QI7noANk2E4C4HYNNECO56ADZNhOCuB2DTRAj2AOyca0MTIbjrAdg0EYK7HoBNEyG4ywHYNBGCux6ATRMhuOsB2DQRgrsegE0TIdgDcP08AtekzhCcSgA2dYbgVAKwqTMEpxKATZ0hOIUAbOoMwakEYFNnCE4lAJs6Q7AHYOdcm+oMwakEYFNnCE4lAJs6Q3AKAdjUGYJTCcCmzhCcSgA2dYbgVAKwqTMEewBuhkfgGtURglMLwKaOEJxaADZ1hODUArCpIwSnFIBNHSE4tQBs6gjBqQVgU0cI9gDsnItBHSE4tQBs6gjBqQVgU0cITikAmzpCcGoB2NQRglMLwKaOEJxaADZ1hGAPwM3xCFyzKkNwqgHYVBmCUw3ApsoQnGoANlWG4BQDsKkyBKcagE2VITjVAGyqDMEegJ1zMakyBKcagE2VITjVAGyqDMEpBmBTZQhONQCbKkNwqgHYVBmCUw3ApsoQ7AG4WR6BG1BFCE49AJsqQnDqAdhUEYJTD8CmihCccgA2VYTg1AOwqSIEpx6ATRUh2AOwcy5GVYTg1AOwqSIEpx6ATRUhOOUAbKoIwakHYFNFCE49AJsqQnDqAdhUEYI9ADfPI3BDBgnBuQRgM0gIziUAm0FCcC4B2AwSgnMIwGaQEJxLADaDhOBcArAZJAR7AHbOxWyQEJxLADaDhOBcArAZJATnEIDNICE4lwBsBgnBuQRgM0gIziUAm0FCsAfgdkjir8noiMhWhJ3ZD6rql4ofPojwgfxAwofyT4GzUNXcAnAvEdkROB7YX1VPLn74SGBfYGPgJuCHqJ5fPD+rANxLRPYlLGJ2V9XzikXNE4E9gQ2Aa4BjVPWS4vlZBeBeInIw8DpgZ1W9stio7wbsAiwDLgW+Y7E3pwDcq3gNHQlshy2MQ+T8H2AHYCFwAXA0qrflFoB7FQvjHwKT2MJYZG3gecBjAAX+BByL6khuAbhXsTA+HTgbWxiHHbYXEhbaY8BZwE9QnfAA7JzrChHZDjgZOEBVjyt++FDg+cB9gVuBH6P6x+L5WQXgXiKyJ/B1YC9VPadYc2xPOAlkQ+A64PuqemHx/KwCcC8ROQA4hLAOvYSwbn0qYe26NnAF8B1Ury6en00A7lW8hg6jWNOr6s2ILAT2Av4bWAz8k7BuvSW3ANxLRBYARwPrAnur6ihhbbovYd0vwPnA91BdmVsA7iUi6xA+1y8EXqOqU4S17AuBbYBxwpr2eFTHcwvAvUTkfsAvgW+q6oeLH94PeBGwBbCS0LVOQ3XKA3B7PAK3wELwI+Dwv4UN1ZMIZ2UvIsSClcAt34F3vwQ+QYYB2FgIfgG87ehwxuvDCPFpASG4jAGXvBY+/UX4FBkGYNMTgt8CvJ+ww7EWYUO+mjBfvwOOA95FhgHY9ITgDwAfI8TftYtfjxLm7ETgX8A+ZBaATW8IvgG+e58wX0PAOsVTVgFDk/DltWDd8bCBzyoAGwvBQzA5An9fBG8mfJ4vK56yAmAlfGwd2FkzDMDGQvAy+P1yWCxhcajA0uIpy4HVl8EhW4TPfQ/AzrlOsBC8O7z75HDG66O5a906BYwAV74bPvJhOJwMA7DpCcFvJqxLH0jYDgwBE4S16/nAN4APkmEANhaCT4Z37R7ODl6PsL4Qwr6QAqdtDn+4Al5JZgHY9Ibgy+GozcJcLWCNdavCt9eGyVWwLZkFYGMhWGDdlfCbpfAOwuvI9odWAENj8Oml8GjNMAAbC8FL4KKVMDIU3mNThP1sCOvWqevhPZvA/mQYgI2F4I3hmOtDJN+z+NXi4p8rgBW/hnc8Cd6HB+B2qKo/Wng8Dx53JUxMwGoFne6xEqbeCR9qe6xtP14N+94KU5MwOd08TcLU7TB1QDhjuPXxtvkgnCkwRdiIT/eYIMTgndoea9sP4JtzzNVqQhB+UNtjbXme5Atw9qoZ3n8KOgqrz4Sbt4R12h5vm4/NYPHxcMUITMw0V6tg4uhwJsqCtsfb5uOxcO/fwR1js2wDV8HU4eHsC2l7vP7whz/8UfbxctjjprBunXZbMAVTy2HqjXBg22Nt+wH8b7EWm2k9NlH8bre2x9r2473wuZUwNdM2czWs/heM7wEPa3usLb+m5LNw2lzr1nPg9u3gXm2Pt+W5WvA9uHjVHOvWH8PlW8Kitsfb5uMxsN6v4NbR2detk5+HX+e+bt0dtvgHjI3P0bk+CF9te6y5PvxM4LaIfGMKXjgUzg6Yza3AfVFd3cSwoiRyzhQ8fmiWa1hPgQ7B31B9dJNDi0lxWYNrCGcAz2YCOF5V961/VHESkfWAa7nrCO5MRoFPqup76h9VpES2Vjhf7jpLc1oKKwVeS6bfWgBAZDeF4+Sus3+npbBKYBdUf9fU0KIjcqDCx2WO96DCqMCWqF7T1NCcc24gIqdNwVOHwvXip6WgAv8GtibTnbHirM1LgAcRzmidySTwc1XdvZGBxUhkKXADd53ROq0pGBuCo1B9czMDi5DIAxUuKrFuXSXwFlS/2NTQoiOyo8JpJdZiKwX2RvXnTQ0tOiL7K3y+xBp/ROBRFJdgzJLIh6fgLUMw1zWnVwKbEK6/7BrkN4ZrQwhQ+5UIwBCe86yaRxSvcC21R88WgAGGwuJxS0Qe08i44rQ7c2yYCguAPedzB92EvJRwhslclgAHSrimWK7eJOE1M6tiUfT2BsYTs3fMtTgEkPC6OriB8cQp7Pi/fa6dDrizChxQ84icc64a4cazO80WgAEkfLxtQrh/Q652Au7D7AEYwlw+WUQeUP+QovV85p4nhsJXrl9VRONcHSglGkexBnk7fdyoNkFvmyuWw51z9bYGxhOzd5Zc4y8gfMMhT+H+MQeWCMDmxXUOx03PI3A7diV81byMdQjXlsnV3pQIUIXFwHPqG0r0XsgcZwj0mACeUeNYYrc/5YI5hJ2Px9c4ltjtR7kDVhAOxMx1JnqawjWB/7vks4fI+eAebE248U8ZS/AFonOuO/ai3EFmCPHleTWOJXb7UX4tpoS5zdVLuetarXOZItxvJlcv5K7rj85lY8INjfMT4vczKHFwoXjOU8n1pBiR+wObl3z2QsJBm1w9gXKvKQif/y+rbyhuJh6B27E+c5whsIZ71TSOLtiQ8gFqGNioxrHErp8zexcQXoe5Wr+P52qfz09N2R00CAe31q9pHLFbh/CV1bIWZruYDq+Rfm6IV/bglnPOtW19ygeoIfJet25E+ViwiHzXFwAb9Pn89esYREf0s2bIed26mP5a0CTlD0SkZn3Kn8AH+c4ThLnq5xJH/X62uQp4BG7HrfQXC26sayAdcDNQ9i6kE4TrZeXqBsp/6E4QXoe56ufffajP56emn+s0LQL+U9dAIncH/R3cG8/4Wu+3Uv7gHsDtdQ3EOecqdivhfgJlTOHr1qmSzx0j77XYzX0+P+e56mfNsIh852qM/nrEEP3tE6TkVsJrpaxc5wnCXPVziZVb6hqIm5lH4HacRvkd4OXAN+obSvSOo/wCcTVwbI1jid13CBdYL2MB8NMaxxK7r1F+rsaAP9Q4ltgdTfkDMf9ANc8dWtVx4BeUOxAzCfy43gFF7RLg+pLPHSHvbaBzrltOoPz+1QhhG5urYwhzUMYwYW5z9XXKhyUBzqpxLLH7NuUPxFwNXFbjWOIVbkh5AuX2sxU4DdV+vsWVDtXrgItLPnuMsE+eq99R/uDCCuCrNY7FzcAjcBvCHRC/M1UurIwAP6t5RPFS/Tfwh6k5PkymwgbsAlQvaGZgUTqDcBbmXBFqNXCcquZ6xibAd0s+bwT4rKr2c6Q8Nf+nJTbmGqL6xxoYT8wO0xI7tBoWiJ9qYDxxCjseH5uCVXM+NfzjSzWPyDnnqqF6DfCLqTkueTMVPt6uAv7YyLji9DtChJtr3ToBnKYhxOTqh5SIdVNhfXEUqmP1DylaR2mJA/Ia1iAfK9YkufqklgjmxVx9vIHxxOyjWuIEIg3v0881MJ44hQMFn50qfyDmmDqH46bnEbglT4WvXAbDk7NcX2YV6Gvha+QdoHgOfP5WGJopBE/B1O0gz4cjmx5bTFR1Cviy/d8ZnjZBeN9nHVU0HIg5ntkXiasJc5X1xkng8k/AX0Zn2fkYg4mfwej64VsO2RL43dFwy+gs0XwUJr8EVwn8tcmxxeZBcOKvYHJ8lm3gCEy9H34teX9d2jnXMXvB52+cZd2qMLUCeEmIddkGKA3/7l8o/u9Mawxbt35hht/nQXX0TXDMqlnWrath9T9gaHv4VoMji47AdR+Es0fmWLeeCRP3hZ80ObbYCJz/VbhmjnXrxLfhJoHfNzm22KwHp5wC42OzHOAbganD4M8CVzY5ttg8Go75C8jq2df4ehAch2rZb+a6CnkEboGIbHMmnLAHHDAcNj6j3HX22CThaNs/fgjP+SK8WERe09pgWyYiu/wYjnwtPG8IfkuYKzuDejUwMgS/fyvs9334hIjs0d5o2yUi+wOvA/YB/kZ4HdmGarR4nAK8GjhWRB7bxjhjICKHAo8j3Jn6CsLXUWyxuIowV98G3gecLiKbtjDM1onIMPCVt8PqFfAq4CbC1xFtJ2QFsHIRfPzZ8IPb4VQRWb+l4bZKRNYCTngJ/HYY3kWYp965Wg7cpvDm18K/gB+ISD/XF0uGiGx0Ofx8D/j8wnDwboS7zq5QwuvquuvgJe8PN0b9rIS7WDvnXNRE5Ik/gW+8GPYfCpcIGiWcnQlhTTYi8OePwnO/A+8WkX3aG227ROS5wDuB5wLnEbYFtm4dI8zdL4CXAt8UkR3aGGcMROSgz8JuvwxzdQlhm2nr1hFgdCEcuyu89U9wiohs2dZY21SsFT53KKx7M+xPuPTUmuvWkUXwf8+AL90Q1vj93Fg7GSKyGDj21fAP4CDgNu665IgW//uOYXjny8I3Fo4XkSVtjLVtIrLBHXDas+G7i+CThH3FFcWvba5uWg6vfGf42ZdEJMvOJiKb/xVOfTq8Z2H45u0od33zb4owb5edC/t+Gp4oIu9qbbAZk4wPQLdCRLYBfg68VVW/U/zwvoQYdT/Ch8gpqJ5bPH8rwgLog6qa1dmbIrIL8H1gX1U9s/jhg4HnAPcmXHj8x6heXDx/R8LZnfur6sltjLktRQA+DHiaFpfEEJHHAM8A1iUsgo7V8DVFRGRfwldVdlfV81oZdEuKAPwC4Cmqel2xYNwJ2BlYQjh6+327XIaIHEyI6zurajZHdi0AAw8GnqGqKwg/2wPYnnBd6YuAH6K6qpjHI4HtgN1U9bZ2Rt48C8CEG7e8RFUnCIvr/wEeQVj0/AU4EdXVxcL7h4SDfvtpuJ5wFkRkI8I27STgEFVVRNYhbAMfTNjxPwf4OapTIrIBcDpwNvBG9UWLcy5SIvJEwrbgpar6s+KHmxHC3UaEyHIiqv8onr8dcDJwgKoe18aY21IE4COBPVT1z8XPtgH2AtYjHHQ+1tZdIrIn4bq4e6nqOe2Muh0ichBwIGHdegVhvfUE4GnAMsJlRb6P6s3F8w8ADimef0lLw26cBWDCGnVXVb2NEOKeTpivRcC/gR+guqJ4/mHAroT9p35vvtdZFoAJ69OwDhVZCDwbeBThutJ/B45HdUxEFhCuX74usLeqlv2qf+cV69DTCGvTNxbr1mWEz/WtCSel/QE4FdVJCWvak4ELgdcU39TNgohsDpxJuJTiZ4ofbgg8D9iUcMDqTOA3qKqI3A/4JfBNVf1wC0POlkfgBk0bgMv9XXYheNoAXO7vsgvB0wXgkn+XXQheMwD38XdZheBpA3C5v8suBE8bgMv9XXYheNoAXO7vPAQ756I2bQAu93fZheDpAnDJv8suBN8jAJf/u6xC8LQBuPzfZRWCpw3A5f4uuxA8bQAu93fZheBpA3C5v/MQ3IIsT1Nvw3wDMICq/gt4KvCeHC4NMd8ADKCqvwX2Br6Vw6Uh5huAAVT1WOD1hK+NJX9piPkGYABV/STweeCXqV8aYr4BGO68vt+BwLlkcGmI+QZgAA03bXku4Y7nyV8aYr4BGKA4K//pwBPxS0M45yIz3wAMoOGbf3sAR+VwaYj5BmAAVT0JeDlwYg6XhphvAAZQ1aOAjwBnpn5piPkGYLhz3fp2Quj7eeqXhphvAAYo1rgvBO4gg0tDzDcAw533ntkDeCgZXBpivgEYQFWvJXwb96V+aYjmJP2CjMUgAdjkEoIHCcAmlxA8SAA2uYTgQQKwySEEDxKATS4heJAAbHIJwYMEYOMh2DkXo0ECsMklBA8SgE0uIXiQAGxyCMGDBGCTSwgeJACbXELwIAHY5BKCBwnAxkNw85J8McakigBsUg/BVQRgk3oIriIAm9RDcBUB2KQcgqsIwCb1EFxFADaph+AqArDxEOyci0kVAdikHoKrCMAm9RBcRQA2KYfgKgKwST0EVxGATeohuIoAbFIPwVUEYOMhuFlJvRBjU2UANqmG4CoDsEk1BFcZgE2qIbjKAGxSDMFVBmCTagiuMgCbVENwlQHYeAh2zsWgygBsUg3BVQZgk2oIrjIAmxRDcJUB2KQagqsMwCbVEFxlADaphuAqA7DxENycJF6EMaojAJvUQnAdAdikFoLrCMAmtRBcRwA2KYXgOgKwSS0E1xGATWohuI4AbDwEO+faVEcANqmF4DoCsEktBNcRgE1KIbiOAGxSC8F1BGCTWgiuIwCb1EJwHQHYeAhuRqdfgLGqMwCbVEJwnQHYpBKC6wzAJpUQXGcANimE4DoDsEklBNcZgE0qIbjOAGw8BDvn2lBnADaphOA6A7BJJQTXGYBNCiG4zgBsUgnBdQZgk0oIrjMAm1RCcJ0B2HgIrl8nX3wxayIAm66H4CYCsOl6CG4iAJuuh+AmArDpcghuIgCbrofgJgKw6XoIbiIAGw/BzrkmNRGATddDcBMB2HQ9BDcRgE2XQ3ATAdh0PQQ3EYBN10NwEwHYdD0ENxGAjYfgenXqhRe7JgOw6WoIbjIAm66G4CYDsOlqCG4yAJsuhuAmA7DpaghuMgCbrobgJgOw8RDsnGtCkwHYdDUENxmATVdDcJMB2HQxBDcZgE1XQ3CTAdh0NQQ3GYBNV0NwkwHYeAiuTydedF3QRgA2XQvBbQRg07UQ3EYANl0LwW0EYNOlENxGADZdC8FtBGDTtRDcRgA2HoKdc3VqIwCbroXgNgKw6VoIbiMAmy6F4DYCsOlaCG4jAJuuheA2ArDpWghuIwAbD8H1iPoF1xVtBmDTlRDcZgA2XQnBbQZg05UQ3GYANl0IwW0GYNOVENxmADZdCcFtBmDjIdg5V4c2A7DpSghuMwCbroTgNgOw6UIIbjMAm66E4DYDsOlKCG4zAJuuhOA2A7DxEFy9KF9sXRJDADaxh+AYArCJPQTHEIBN7CE4hgBsYg7BMQRgE3sIjiEAm9hDcAwB2HgIds5VKYYAbGIPwTEEYBN7CI4hAJuYQ3AMAdjEHoJjCMAm9hAcQwA2sYfgGAKw8RBcraheaF0TUwA2sYbgmAKwiTUExxSATawhOKYAbGIMwTEFYBNrCI4pAJtYQ3BMAdh4CHbOVSGmAGxiDcExBWATawiOKQCbGENwTAHYxBqCYwrAJtYQHFMANrGG4JgCsPEQXJ0oXmRdFGMANrGF4BgDsIktBMcYgE1sITjGAGxiCsExBmATWwiOMQCb2EJwjAHYeAh2zg0ixgBsYgvBMQZgE1sIjjEAm5hCcIwB2MQWgmMMwCa2EBxjADaxheAYA7DxEFwNj8DzEHMANrGE4JgDsIklBMccgE0sITjmAGxiCMExB2ATSwiOOQCbWEJwzAHYeAh2zs1HzAHYxBKCYw7AJpYQHHMANjGE4JgDsIklBMccgE0sITjmAGxiCcExB2DjIXhwHoH71IUAbNoOwV0IwKbtENyFAGzaDsFdCMCmzRDchQBs2g7BXQjApu0Q3IUAbDwEO+f60YUAbNoOwV0IwKbtENyFAGzaDMFdCMCm7RDchQBs2g7BXQjApu0Q3IUAbDwED8YjcB+6FIBNWyG4SwHYtBWCuxSATVshuEsB2LQRgrsUgE1bIbhLAdi0FYK7FICNh2DnXBldCsCmrRDcpQBs2grBXQrApo0Q3KUAbNoKwV0KwKatENylAGzaCsFdCsDGQ/D8eQQuqYsB2DQdgrsYgE3TIbiLAdg0HYK7GIBNkyG4iwHYNB2CuxiATdMhuIsB2HgIds7NposB2DQdgrsYgE3TIbiLAdg0GYK7GIBN0yG4iwHYNB2CuxiATdMhuIsB2HgInh+PwCV0OQCbpkJwlwOwaSoEdzkAm6ZCcJcDsGkiBHc5AJumQnCXA7BpKgR3OQAbD8HOuel0OQCbpkJwlwOwaSoEdzkAmyZCcJcDsGkqBHc5AJumQnCXA7BpKgR3OQAbD8H98wg8hxQCsKk7BKcQgE3dITiFAGzqDsEpBGBTZwhOIQCbukNwCgHY1B2CUwjAxkOwc65XCgHY1B2CUwjApu4QnEIANnWG4BQCsKk7BKcQgE3dITiFAGzqDsEpBGDjIbg/HoFnkVIANnWF4JQCsKkrBKcUgE1dITilAGzqCMEpBWBTVwhOKQCbukJwSgHYeAh2zkFaAdjUFYJTCsCmrhCcUgA2dYTglAKwqSsEpxSATV0hOKUAbOoKwSkFYOMhuDyPwDNIMQCbqkNwigHYVB2CUwzApuoQnGIANlWG4BQDsKk6BKcYgE3VITjFAGw8BDuXtxQDsKk6BKcYgE3VITjFAGyqDMEpBmBTdQhOMQCbqkNwigHYVB2CUwzAxkNwOR6Bp5FyADZVheCUA7CpKgSnHIBNVSE45QBsqgjBKQdgU1UITjkAm6pCcMoB2HgIdi5PKQdgU1UITjkAm6pCcMoB2FQRglMOwKaqEJxyADZVheCUA7CpKgSnHICNh+C5eQReQw4B2AwagnMIwGbQEJxDADaDhuAcArAZJATnEIDNoCE4hwBsBg3BOQRg4yHYubzkEIDNoCE4hwBsBg3BOQRgM0gIziEAm0FDcA4B2AwagnMIwGbQEJxDADYegmcnCb9PplW8We4HLAZu6A0nOQXgXiKyFWGn/4Oq+qWeny8gzNUwcJ2qjvb8LpsA3EtEdgSOB/ZX1ZN7fr6YMFdTwLWqurrnd9kE4F4isi9hsbe7qp7X84tlwMbAOHAtqlM9f5NNAO4lIgcDrwN2VtUre36xLrARsAq4nuIDO6cA3KvYgTgS2A7YrXcHQkQ2BDYEblfVm3p+nk0A7lV8Jv0QmGSNHQgR2RhYB7ilCKH282wCcK9iB+J04Gx6dyDC620TYClwI2Hx7ZyLVLFtvB+wkLBuHen5XTYBuJeIbAecDBygqsf1/HwRYa4grFt7txHZBOBeIrIn8HVgL1U9p+cXSwnbgtWEdetkz99kE4B7icgBwCGEf+9Len6xDnAfYAS4rmfdmk0A7lX8ex8G7ErYD7y555cbAPcC7kD1xp6/ySYA9yq6w9HAusDevd2BsD5dD7gV1Vt7/iabANxLwvvsZOBC4DVq+9J3X7fehOodPX+zOZkE4F4icj/gl8A3VfXDPT/vXS9cr6qr2hlhS1Q1iwdhh/etwHWEoLIcGCV8yG4HbFP87sVtj7Wl+dkKuAp4DWHj/WHgP8BKYEXxzy8Xz9uFEFSe0va4W5qrHYGbCEfitgCO6pmnFcDtwMcJH8L7F6+rbdoed0tztS9wA/BYhUcrHKMwqrBcYZXCjQrv1LBhP5SwMduk7XG3NFcHA5cCmyo8WeEUhbFirkYULlU44Cdhw/514Cxg7bbH3cI8CeHs6d8D6xPO0P8dMFZ8ro8BfyGcVbCMEPeOARa0PfYW5mox8BPCgaulwMuAfxbbPpurXwG7Ew42/A34KMUB4pwewAbAn4Ajroe1FN6ocHXx3ltevBdPUHhC22P1hz/8cfcHIaQcCtzSsx5bBXwTeDjhbP+bCAdNWx9vC/OzHXAjsA+wKfCZYhtg69blwOHAAwnfJLkB2Lbtcbc0V3sWr5UdFLZR+FaxHVihsFLhZoVDNRx0PqhYt23W9rhbmqsDin3HLTXM10/WWLdeqfDG62EtwkGFPwDrtz3uFuZJiv3C84F7KzxD4dc9czWq8A+Flz4rrNVOLNZti9oeewtztQD4AXDKdrBU4UUKf+2ZqzGFsxX2Wjes2/4IHJHpunUd4DfAV84Nc/U6hcvXWLeerLATsDlwGfCmtsfd0lzdD7gYeFex73hIsU1cVWwDRwgHIB7V9libemRxJnBx1tNvCS+ApWv8eopwRuIY8HrN6AzgNRVnBJ8FrE04KrJ4jadMFI9xwhG6bM4AXlNxRvBPCXM0TJivXuOEuVpFOLszmzOA1yQi++4PX/4aLB4O8zS8xlNG/gPjj4Wbr4CdNKMzgNckIgd/AA55FywZgiWEheOdFFZdCiOPg4tuC2fCZnEG8Jp6zgh+LiH0rjXN01YS3n+/IBzcy+IM4DUVZ5T8CHg8Yfu3bJqnrSoeXyGjM4DXJCIb3Ad+cR5sugkskXu+rpSwUHwrqp9vYYjOuTWIyBaEs/jXI2w3e/WuW1+gGZ0BvKbijODTCXO0gOnXrZOEz7ina0ZnAK9JRPbcB777fVg0w7p1dDmMbwe3/yusW7M5A3hNInLAW+EjHwvr1sVMs269Bka3hctvgl00kzOA1yRh4XrYV+FlL4VlQ9OsWxVW/glGngRnj4Zv2mZxBvCaRGTBYjjm5/DkHWEtmWbdqrDq+7DyhfA9zegM4DWJyDobwGnnwlabw9Lp1q1TMPp+GP0AfEAzOgN4TcUZwb8hHMBbzD3XC5OEHvhyVf1Bw8Nr3IK2B1C34vIPpxOOfK+54IFwXeQlxT+vanBoMbqOMEdrz/D7Bdz1mrm6kRHF62pgEff8ADGLisc4cE1Tg4qRwpUTsHQ4zMd0lq4DS/4FtywMR+WypXDFalh7aPrPKgTWegAsuRFGF2YagCFca01EriWcBTDTdmwZ4f15S64BGMI1gkXkdsJcrbkja9YivOauznUhDaBw22qYVNhA1tiRLQhhrj6JyKWontLwEJ1zPYqDXL8ifJNhumsj2rpV8DX+NYTP+TVPhjG2RpvE161XTYQTF9Y8GcYsWQpL/gErFoR9p2wpXLka1hqaYY0vsNZ9YOk1cMnCTAMwhHXrlMg1q2H9Wdb4yx4FS5bDHQsyDcAQrhE8KXLLBGwoM6xbBdb6H1g0AdcN5bxuVV2+WmSsWLdOtw2UIVj6bljwfrhymt/n5EbCHK3L9Gv8YcIa/+sicpmq/rHJwTUthxvDPRV4EDN84PZYBHyw/uFE7UXMHDV7LSBcWiNnb2LmoNJrEeFmEzl7/4I53n8LQBaGnbhnNDSm+ISzWz+2cI65WgxDC2EHwjXMs1TcNOJtzH0gcxh4RXHNsCyJyP2B/2Huz6uFwPuLa2Tl6gkL4aGLpl8c9lpKuDGOc65dzyV8tXOu/ZkFhK+B5uwAyp38swB4bc1jid27SqxbWRBiwnOaGVK0PrJw5pM8AFgU1vjbILJ9U4OKjsiCITh08dxr/OEFsC8i921qaNERudcwvHTxHOvWxbBgCN5BOBiYJ5FHLYTtF82xDSz2LT9K3jdA3pNwFnCZNf576x9Ou3KIwG9i+q+/Tmd7Edm0xrHE7i2Um6sFwIv6vXtnKooL17+KORY9hbWAN9c7ooiFS7HszNwfuBCubfSWWscTt+0JN8wrYyHw+hrHErv/6eO5U8CL6xpIB7yqj+cuAnarayAd8EZmPktuTQ9F5KF1DsY5N6eDmPnba72GgWdLuNlqdopLKL2ecid6LAH+t94RRUxkPeBZlNtHXpvwGsyTyMOBLUs+eylhG5urPSj/DWwFXlHjWGK3P2HtXoYAe9U4lti9nnI9AuD+wGNrHEvsDiK0hrkI8LTiZtnJyiECP5xyAQrCdUDKbsxStFkfz1XKB6vUbEh/l1K5v+R75G0Lwk2oynpIXQPpgK0J76syFgCPqnEssduacjv+EA7EPLLGscTu0ZTb8YewkNy6xrHE7hGUXxeNE26U6pxrz4P7eO444cZnOVpKOGu1rPVzPdGDcPnAfr6Kn/N+40MI19wuY4i812IPofxabAnwmPqGEr1HM/29PqazjLz3HR9N+SYxRd5z1c/+zRjhSgLJyiEClz2SZCZrGUU39HNNHSHfuZqk/IEF6G9eU9PvayTX1xSEz6p+Xis+V+Vle01g+nudaJ/PT42vF5zrln7eszmvW6fob58v97nqZ43f73YjJZP4urWsfucq53VrP//uua9bfY1fnq/xe+QQgc+m/H/EJcAFNY4ldn/r47njwPV1DSRy/wFu7+P5F2Z8s6ULKf81lSkg6Yuwz+Fcyh/NHQPOqnEssfsTsLLkc1cAv6txLLE7i/JzNQFke0d44NfA6pLPXQz8tcaxOOfm1s/n1RBweU3jiJqqjtLfjfGuVNWyn4WpuZTy+8dK3tvM85j55nlrGgd+U+NYYvcnyp9hvpKwHsnVbwhr9zJWEfafcvUrwj5hGYvI+/Pq95Q/ELMIuLjGsbQuhwh8OOXeHFPASap6c83jidnHKfehOwYcqapZHqVU1SngM8BIiaevAA6rdUAxU70D+CHlDsSMAJ+sd0ARU72I8gdiFDiqxtHE7jTKvf/MD+oaSAd8i/Lb+hsJB05zdQTlzkBR4CxUr655PM652X2CcuvW1cBXixiaq09S7oDgSsL+QJ5UR4BvUO6AYO5zdRXwWy0XVqYI29hc/Qa4peRzh4Dv1DiW2P2A8mfjrwB+XuNYYncU5cPmn1G9pM7BRO5ThIMGc5kAjlHV5TWPp1XJR2BVPY/w4TBXMJgE3lP/iKJ2AiECzGU1eW/IAb5AuSO6t5N3gAJ4/9gcEXgU9D/wd+CchsYUpVVw8FxztQr0ZjgW1WuaGldsVHUSeBtzf7VnCvhQzjv+qno78H/MPVeTwFsy/tYCqF50C5yxau4F9Qjw9iaG5Jyb1WmEb/DNdbLHBCEY5+wblDt4ugr4dr1Did5hozAx20ZzFLgtnFl+RiMjitQEvH28xLr1Fjgl6wClqnfAW0bnnqupm+FwEg9Qs1JddQt8bGSOdesoTN0BbyWcnJUn1Stvhh/PtW4dg4kxeGtTw4rUb4B/lnjeKuDDNY+ldclH4MLzCV+JXcE93ySrip9fCeyf8Q28AHYC1iN8FWq6MytWADcTjnzv3dywovQsQgS+kennajnhNbUEeGqD44qOwIufDtdNwR1MfwRuxa3wjwfCgyTjGyGIyPAyeMWr4EIN87RmuJwCVl4Af74v/LeIbNrCMKMgImsBLyZ8FXGEex6QmSh+fi7wHBFZv9EBRqS4u+0zCHOxinvugIwR5uqvwMtFpOzlW5IjIlvfDx57FfyFsJ1bc70wQvi83wvV85sen3Pu7opvZu1GeM9OtxZbSbiE163Avg0OLUa7F/+8lpnX+NcQ9g13a2pQMRLYbye4VeE2pj97esUKuPhBsInAfzU8vGiIiCyEV7wA/q1hntY8yKDAysvh/E3gcSKS7U30RGTxevCy98FfdPp166TCqtPh3PvAM0Xk3i0MMwoissFG8OwfwbnFXK35Da1xhZGPw3nrwUsyvoklIrL5JrDDheEyDyu5ZzgfVVj1crh4CbxCRHJpf9PZFticEIJnWi/cBuyiqpc2N6yWqGoWD8Ki5mnAqYT/8GOESPdW4F7ARoSd4I8C0vZ4W5ifpwI3AU8BFgLPIVw7xWLUhcCrCXfh3Bq4GnhN2+Nuaa72B64DtiHcvfTlhDNRRov5+hPwPML1ZHYs5nWPtsfd0lwdWrx2NlHYQOFNCpcrjCmsVPiFwu4a3p/7AjcAj2173C3M0zDwdcLBqrUV7qfwfoXrirlarnCcwhM1fEXqYMLBmk3bHnsLc7UWcDpwDOEaylsRvplwC2FR/R/gK8AjCHP1+eKzbP22x97CXG1EuMTIR4u52JZwhtftxTbwJsLZcZsTruv3E+B4YFHbY29hru7aroEoPFnhpworivfg1QqHKNyn7bH6wx/+uPuj2IY+i3AdTVu3XgK8Dli3+Iy7DHhz22NtaX6eW6yvtiWcnPBiQjgfKR5/AV5UbAe2I5zgsE/b425prg4q1lebKayr8HqFS7SIKQq/VniWhtfcnsV2dIe2x93CPAlwJPAHYH2FjRXepXBNsc1cofCTYlsqwAGE61Jv2fbYW5irxcCJd66v4EEKn1K4qZir2xW+pfDYYl4/DpwP3LvtsbcwVxsQ7g9zBGEt9kiFryrcpiH+3qzwGYUti32AHwCnAEvaHnsLc2XbtTcV69YdFX5U7DOOFfuQ71PYBFiHcCbsV4ChtsfewlzZdu05hOawB3AmIfyOFfP4xpz2FaWYGMedZ0ydAfwUOEQzmRwReSrwfWA/VT2z5N9sDfwC+ICqfqnO8cVERPYnXOP3aapa6iaCIrIjYcO/v6qeXOPwoiIihwIvAJ6iqteV/Jt9gc8Bu2u4lEvyRGSYsFF+MPAMVS11MwQROZiwg7uzql5Z4xCjUZwBfALhGwkv0RLXJS++3XEkYQGwm6reVusgI1Fsz34BnETJ7ZmILOaua3jvp6plb2LSabluz5zLiYhsTtjpO0JVD295OI0RkecStoF7qGqpmwKJyHbAycABqnpcneOLiYgcBBxIWLdeUfJv9iQcxN9LVbO4pFmxrvocsD2wa9l1lYgcABxCmN8sLg1RrKuOJZyhWWpdVczvYcCuhP3NLO5XJCIbEC7xcw7wxpLr1gXA0YSDfXtrJpd/69mefVZVP1Pyb9YhfK5fSDiRL4vLaPRsz16rqj9qezyxyPmU8HtQ1ZuAXYBnAh/J4dIQ8wnAAKp6MeHs4feKyGvqGl9M5hOAAVT1t4TLZ3xLRPaoaXhRmU8ABlDVY4HXA6eIyGPrGl8s5huAAVT1k4SzXH+Zw6Uh5hOAAYpF5IGEyyGcmsOlIeYTgAFUdYxwxtgw8IMcLg3hAdi5PKjq5YRvu71BRN7c8nAaMZ8ADKCq5xLOlDpKRPapa3wxmU8ABlDVkwjfCDxRRHaoa3yxmG8ABlDVo4CPAGfmcGmI+QRguHPd+nZCEP15DpeGmE8ABij2BV5IuOTg8TlcGmI+ARhAw3Wm9wAeCnwph0tDeACeWfL/8fuVUwiebwA2OYXg+QZgk1MInm8ANrmE4EECsMklBM83AJucQvB8A7DJKQR7AHYuLzmF4PkGYJNTCJ5vADa5hOBBArDJJQTPNwCbnELwfAOwySkEzzcAm5xCsAfg2SX7H34QOYTgQQOwySEEDxqATQ4heNAAbFIPwVUEYJN6CB40AJscQvCgAdjkEII9ADuXpxxC8KAB2OQQggcNwCb1EFxFADaph+BBA7DJIQQPGoBNDiF40ABscgjBHoDnltx/9KqkHIKrCsAm5RBcVQA2KYfgqgKwSTUEVxmATaohuKoAbFIOwVUFYJNyCPYA7FzeUg7BVQVgk3IIrioAm1RDcJUB2KQagqsKwCblEFxVADYph+CqArBJOQR7AC4nmf/gdUgxBFcdgE2KIbjqAGxSDMFVB2CTWgiuIwCb1EJw1QHYpBiCqw7AJsUQ7AHYOQdphuCqA7BJMQRXHYBNaiG4jgBsUgvBVQdgk2IIrjoAmxRDcNUB2KQYgj0Al9f5/9h1SykE1xWATUohuK4AbFIKwXUFYJNKCK4zAJtUQnBdAdikFILrCsAmpRDsAdg51yulEFxXADYpheC6ArBJJQTXGYBNKiG4rgBsUgrBdQVgk1IIrisAm5RCsAfg/nT2P3STUgjBdQdgk0IIrjsAmxRCcN0B2HQ9BDcRgE3XQ3DdAdikEILrDsAmhRDsAdg5N50UQnDdAdikEILrDsCm6yG4iQBsuh6C6w7AJoUQXHcANimE4LoDsEkhBHsA7l/n/iO3pcshuKkAbLocgpsKwKbLIbipAGy6GoKbDMCmqyG4qQBsuhyCmwrApssh2AOwc242XQ7BTQVg0+UQ3FQANl0NwU0GYNPVENxUADZdDsFNBWDT5RDcVAA2XQ7BHoDnpzP/gWPQxRDcdAA2XQzBTQdg08UQ3HQANl0LwW0EYNO1ENx0ADZdDMFNB2DTxRDsAdg5V0YXQ3DTAdh0MQQ3HYBN10JwGwHYdC0ENx2ATRdDcNMB2HQxBDcdgE0XQ7AH4PmL/j9ubLoUgtsKwKZLIbitAGy6FILbCsCmKyG4zQBsuhKC2wrApkshuK0AbLoUgj0AO+f60aUQ3FYANl0KwW0FYNOVENxmADZdCcFtBWDTpRDcVgA2XQrBbQVg06UQ7AF4MNH+h41ZF0Jw2wHYdCEEtx2ATRdCcNsB2MQegmMIwCb2ENx2ADZdCMFtB2DThRDsAdg5Nx9dCMFtB2DThRDcdgA2sYfgGAKwiT0Etx2ATRdCcNsB2HQhBLcdgE0XQrAH4MFF9x+1K2IOwbEEYBNzCI4lAJuYQ3AsAdjEGoJjCsAm1hAcSwA2MYfgWAKwiTkEewB2zg0i5hAcSwA2MYfgWAKwiTUExxSATawhOJYAbGIOwbEEYBNzCI4lAJuYQ7AH4GpE8x+0i2IMwbEFYBNjCI4tAJsYQ3BsAdjEFoJjDMAmthAcWwA2MYbg2AKwiTEEewB2zlUhxhAcWwA2MYbg2AKwiS0ExxiATWwhOLYAbGIMwbEFYBNjCI4tAJsYQ7AH4Oq0/h+z62IKwbEGYBNTCI41AJuYQnCsAdjEEoJjDsAmlhAcawA2MYXgWAOwiSkEewB2zlUpphAcawA2MYXgWAOwiSUExxyATSwhONYAbGIKwbEGYBNTCI41AJuYQrAH4Gp5BK5ADCE49gBsYgjBsQdgE0MIjj0Am7ZDcBcCsGk7BMcegE0MITj2AGxiCMEegJ1zdYghBMcegE0MITj2AGzaDsFdCMCm7RAcewA2MYTg2AOwiSEExx6ATQwh2ANw9TwCV6TNENyVAGzaDMFdCcCmzRDclQBs2grBXQrApq0Q3JUAbNoMwV0JwKbNEOwB2DlXpzZDcFcCsGkzBHclAJu2QnCXArBpKwR3JQCbNkNwVwKwaTMEdyUAmzZDsAfgengErlAbIbhrAdi0EYK7FoBNGyG4awHYNB2CuxiATdMhuGsB2LQRgrsWgE0bIdgDsHOuCW2E4K4FYNNGCO5aADZNh+AuBmDTdAjuWgA2bYTgrgVg00YI7loANm2EYA/A9fEIXLEmQ3BXA7BpMgR3NQCbJkNwVwOwaSoEdzkAm6ZCcFcDsGkyBHc1AJsmQ7AHYOdck5oMwV0NwKbJENzVAGyaCsFdDsCmqRDc1QBsmgzBXQ3ApskQ3NUAbJoMwR6A6+URuAZNhOCuB2DTRAjuegA2TYTgrgdgU3cITiEAm7pDcNcDsGkiBHc9AJsmQrAHYOdcG5oIwV0PwKaJENz1AGzqDsEpBGBTdwjuegA2TYTgrgdg00QI7noANk2EYA/A9fMIXJM6Q3AqAdjUGYJTCcCmzhCcSgA2dYXglAKwqSsEpxKATZ0hOJUAbOoMwR6AnXNtqjMEpxKATZ0hOJUAbOoKwSkFYFNXCE4lAJs6Q3AqAdjUGYJTCcCmzhDsAbgZHoFrVEcITi0AmzpCcGoB2NQRglMLwKbqEJxiADZVh+DUArCpIwSnFoBNHSHYA7BzLgZ1hODUArCpIwSnFoBN1SE4xQBsqg7BqQVgU0cITi0AmzpCcGoB2NQRgj0AN8cjcM2qDMGpBmBTZQhONQCbKkNwqgHYVBWCUw7ApqoQnGoANlWG4FQDsKkyBHsAds7FpMoQnGoANlWG4FQDsKkqBKccgE1VITjVAGyqDMGpBmBTZQhONQCbKkOwB+BmeQRuQBUhOPUAbKoIwakHYFNFCE49AJtBQ3AOAdgMGoJTD8CmihCcegA2VYRgD8DOuRhVEYJTD8CmihCcegA2g4bgHAKwGTQEpx6ATRUhOPUAbKoIwakHYFNFCPYA3DyPwA0ZJATnEoDNICE4lwBsBgnBuQRgM98QnFMANvMNwbkEYDNICM4lAJtBQrAHYOdczAYJwbkEYDNICM4lAJv5huCcArCZbwjOJQCbQUJwLgHYDBKCcwnAZpAQ7AG4HZL4+zc6xY7/GcBPgUOK2d8ZeDXwQGAFYWP0PVRX5RaAe6254y8iCwgR/aXAfQih6dvAiaq6OrcA3EtEdgSOB/ZX1ZOLDdV+wPOAdYFrgK8CZ6jqVG4BuJeI7EtYHO+uqueJyHrA/sCewFLg38BRqvqHHANwLxE5GHgdsLOqXonIxsBrCJ9Zw8DfgCNRvTC3ANyr2OE6EtgO2E1VbxORLYADgMcVTzsb+IKqXpVbAO5V7HD9EJik2OESkUcRXmcPB8YJOxlfVdVbPAA757qiZ8f/CFU9nLCG2I0Q8u4L3AZ8F/gR4bMvqwDcq2fH/wBVPa44MLgPIbqsD1wPfB04pVi3ZhWAe4nInoS52EtVzxGRtYEXAf8DLAMuA75IWGdAZgG4l4gcABxCeJ1cUkTOVwFPAxYBFwCfV9W/5RaAexXr1sOAXQn7zTcTTvp4LWAHHP4EfB7Vy3ILwL2K/nA0YX96b1UdReThhHXrI4EJwuf+l1C9MbcA3EtE1iF8rl8IvEZBgccTXldbAquAnwDfQvUOD8Dt8QjcAgvBO8HZv4KnCWxM2Ijb2cErADkWPr1fiAjZBWDTEwC+DbwSWAKs0/OU5cBq4AvAK8gwAJueEHwU8CbC62nt4tcKrARuIYSnp5FhADY9IfgbwP8SFoDLil9PASPAv4CLgPuRYQA2InLwELzuWvj5xvASwmtpafHr1cDEBPzmPrDgP3ADmQVg0xOCHwdcTTgiPkTY6QAYI8zdj4BHkWEANj0heIiwqN4WWEw4sABhkTgEfBl4Dh6AnXMdYQHgBXDc0SFors09162Th8Hn3hEOqmYXgE1PAPgC8AbC537vXK0gnIX3PULwzC4Am54Q/GXgjYT1xJrr1isI4e5hZBiATU8IPp4QgHvXrROEtesfCWuNMTILwMZC8CLY9Rb459rhm6VCWI9BOCg/NQI/2xA2Gw0HGbIKwMZC8IawwY3AMOwILAQWFE8ZAeQ6+OYDYLepDAOwsRD8MLjyAniYwFaE95+dHbwSGPodHLFDaDcegFvgEbgl3xB57P/AH9eBoaG74u/drAJOhg/uo/rehocXleLrYscywzwVlHAW7HeaGVWcROTtwMdmeYoWj51U9exZnpc8EfkmIWrO9LqaIiwWt851p8P8RuScbeG/1pphrsZg6iq4/Xx44HNVVzY8vGgUZ45fTjhwMNNXoaaAS4CH5riQNiKyIWGHdS1mnisFTlPV3RsbmHPODeibIrvtAycXZ3fMuMY/Hg54oeoXGh1cZETkQMJB+ZnYdnI3VT29gSFFS0T+j3BZs5ko4Vs22xSX1suWiJxOuAzjbGv8lcCmucZygGNFhh4MFz0Mtlg6w1psBKb+BVffClvsrDrZ9Bhj8UORZdvC1Q+AdRfNMFerQM+F3+6kulPT44vJN0Q2eyZcvAEsWDDDXK0EPRO+vqfqK5sen/MI3B6RExSeKXed+TSTlcBGqI40MawYicg/CEe153I5sEWuYaX4Kt2NwHpzPHUKOFNVn1b/qOIk4bIGlxPOLJ/NOPBlVZ1t0Z02kccBvyLEuhkprBJ4G6pHNjOw+IjI8wiXD1l7jqeuAJ6rqqfWP6o4ich7gHdy19k5MxkBHpP7Dq1zrkNE/qiw3UwBuMcNwP1QnWpiWLEpDpxeB2w0x1MV+IOqPqH+UcWpuOfAtcy9zVwNHKOqL619UJESkYcR7tVQZn3xAVWd7eSZtIk8U+F7Mse6VWGFwMtQPa6poUVH5I0KH5E59ocIx/j+G9XzmhhWlESOUnilhLOlZzMKbEq4d5ZrkN8Yrg0i9wV2LRGAISx8nlfziKIlItsDZW9MdW/gv2scTuyeQ7n39BCwYz83/ErQ/+Ous0tmswh4WXG921wdxF1fDZtRsSh6K33c9DJBb2fuAAzhK5xvq3ks0Sp2/N/I3DtoEL5q94Z6R+SccxUJ14rcpkQAhrDd3K3mEcVsD+Y+GA9hLh8lIg+teTwxexnl1q0LgX2L+13k6k3MHZ8grEHeXKxJcvW2uQIwQPGctzcwnjiFfZu3lgjAEPaZ+rpBaFJElgH7lwjAED7TXlXziNw0PAK346mEI7VlrA3sW+NYYrc75RaIEMLKM2scS+yew92vpTabSeDpNY4lds+lXICCcEmIx9c4ltjtQbkDVhBu2PiAGscSLRFZSrjWb6mnA0+WfIP5wyhxYKGwkHCdOuec64LdKL9/tQ6wV41jid2zKb9uFcJNrHK1L+UCFIR9zJxPinkWd12rdS7LCNcszY/IEP29TrYjfOs0R5sBG5R87jB594gnUL5zLSXvztUaj8DtWEZ/c79uXQPpgHUoH6CEuS+FkLJ+XifDlF9Mpqjff/ec56psrIMQzHOdq2WEf/+yhij/2ZaaZYQDUWWVPRDonHNtW0a5M6CMr1vLWchdN0LLUZlvGfXKea7KnuQBYd2W61z1G3RzX+P7urWcft9Pub7/WuURuB3XUf6DRIEraxxL7K4hXC+mjHHgqhrHErsrCNf7LWM14Vp0ubq2j+cOk/dc3dLHcxcDuV7X6XbKff3XrFTVfqJxSq6nv4MLub6mnHPdcx3hWqNlTBDWbrm6gvIHT0cI245cXd3Hc4W856qfNcNi8l3jjxWPfiyvYyAdcCP9RfN+9p1Scx39neTSzz65q4hH4HacTvlYsBL4Uo1jid0PKD9XU8B3axxL7L5K+R2PYeCkGscSu6Mov5D5D/DnGscSuy9T/kDM2ajeWudgYqWqq4EfU+5AzGrgW/WOKF6qegVwYcmnrwQ+X+NwnHOuSj+i/A7wauCbNY4ldt+k/NeGFxC2sbn6AuXXraPAb2scS+yOItycq4y/q2o/gT0d4Ubq36HcgZhJ4FhU+zkbNh3hxmV/KPnsEcL7NVd/IpwYU8ZyfI3fCo/AbVAdAz43OcfRtylQDUdyz2pmYPFR1euAnzH3InEC+FURF3L1R+BS5o5QY8BXVLXsAilFPyKcOT6XEeCjGhZKufqilgibU2GuPtLAeGL2CcqdVTEBfLbmscTuQ5Q7aKVkHMydcx2j+h/g+xNzrFsnQ1T5M6plD4glR1UvAM5n7m9HjgPHqOptdY8pYj8jBJO51qOjwCc011gXfINyB+RHgA/XO5ToHa4lDsRoeA9+soHxxOzDUyXWrRreo19pYDxxCvvMH52cY66mAA2fV8c3MSx3dx6BW3Iv+OU5MDRTCFaYvAOmngRn5HrnoB6nEl6rM0W71YSzhU9tbEQRKkLlzwkbn5mO6o4RzlA5o6lxRWoCOJuw4zHTgnqM8Lr7XVODipHAHS+Di8dm2Ukbh9WfhjGBixocWoyuJJw5PttZFROEr0rd2MiI4vU3wmtqtoMxk8BfKP8NB+eca91mcPpFILOs8VffBDwWTmt4aDGyOZht3TpEWN/mbIpwUtAUMwdOm6uzmxpUpFZx1xpjJuPF7//eyIgiJXD9W+CG8VnWreMw8U64Vfq7JElyBC46AsbHZ1m3jsHk/nCh5HvZDADWgt+fBEMTM28DdQQmnwFnS3/XWnYV8QjcAhHZ5VY4+tnwjGH4FHBH8VhJ+NAYFTjpR/C438ATgY/kehd5EdkfeB9hHr5BiAG9czVCuATEE4CDROQ1rQw0AiJyKPAM4HGEo2qjhDlaSZiz5cARwNOBr4rIHu2MtF0iMkw4Qrs+4XXzC+4+V8sJ13J6D7A/cIqIPLaVwbZMRNYCTvgWXDgOuxC+4jMCrCDM1QrgykXwyreGsyl+KSKbtjfi9ojIRoTX0rcId7q9hLvmaAVhp+QCYE/CAatTRWT9VgbbMhHZmjBXBwH/S4ji9v5bwV1fZd2JENV/IPnekdo51yEi8twr4dPPgycPh8u52Rqsd43/gw/C48+Hl4vIm9scb5tE5CDCOuvxhMu/jXLXXNk/vwjsDHxGRPZpZ6TtKvYBPwc8GNiesIZYc43/H8I6bF/geBHZoZ3RtktEFgPHEq4L/CTgHO65xr8WeD3wNuBMEdmyndG2S0Q2AE77DPxkGPYC/kFYq9q6dSVw8TDscxgcDZwhIvdubcAtEpHNgTPfDO9bBK8hBPHefaER4I/j8JTvwL8J78F+blCYDBHZbgR+th+8aAG8F7iVu7//RgXO+Ds8/hS4N/BlEfEm2TDJ+1vOzRORXYDvA/uq6pnFDxcDTwPuS3iDnInqDcXzNyKctflT4JCcvpZeBODDgKcVXxlDRNYGdgU2BG4DTlPVO4rfWVj4gKpmdR3lIgC/AHhKcQkNig31LoQ7Ct8InK6qo8XvdiSE4v1V9eRWBt2CngD8YOAZqrqi+PmmhOC0mHBzwV/YV+lEZF/C4nt3VT2vlYG3wAIwcDPwkjtvYibyMMKBhgXAxYTrAGvxNwcDrwN2VtVsbmjZE4BPovicLnbaHgdsQzjb/C+qen7xfAGOBLYDdsvpK67TfU4Xi78nAVsQzrD4var+q/jdYuCHhDMF9lPVMpdxcc65xonIcwmf7Xuo6p+LH65FWLfeixDrfl5cMuLOsAAcoaqHtzHmthQB+EDCuvWK4mcbEvaH1iEcjD/NLl0mItsBJwMHqOpx7Yy6eT0BeHtgV1sviMj9gScDSwk30T6juDcBIrIn8HVgL1U9p41xt6EnACthP3u8+PnWhAMNCwmXzfu1qk4VvzsAOITwOryklYG3wAIwIZK/8c6+EE56eVTxtAuAc7lrTXsYsBuwi6re3Pyo29HzOf1ZVf2M/RDYEdiKcBb1n1D9Z/GrBYRovh6wt6pm8222ns/p16rqj4ofLgCeCjyAcGbwryn2EUVkneL5FwGvtvelq59H4AZNG4DL/V12IXi6AFzy77ILwdMF4JJ/l1UInikAl/zbrELwjAG43N9mFYKnC8Al/y67EDzfz2cPwc652E0bgMv93eZkFoKnC8Al/y6rEDxTAC75t1mF4JkCcMm/zSoEzxiA5/677ELwtAG43N9lF4KnDcDl/s5DcAv81OuGzDcAA2i4I+UuwDPJ4NIQ8w3AAKp6MeFo03tzuDTEfAMwgKr+Ftgb+Fbql4YYJAADqOqxhK+OJX9piEECMICqfpJwp9fkLw0x3wAMd17D+0DgXDK4NMQgB+g03Ez1uYTrmfulIZxzUZlvAAZQ1cuBpwBvyOHSEPMNwACqei6wB3BU6peGGCQAA6jqScDLgRNTvzTEIAEYQFWPItzYOPlLQ8w3AMOd69a3Ey5HkvylIeYbgAGKfacXAreTwaUh5huAAVR1OeFz/SH4pSEa45PcgEECsMklBA8SgE0uIXiQAGxyCMGDBmCTQwgeNACbHELwIAHY5BKCq/iGhodg51yMBgnAJpcQPEgANjmE4EEDsMkhBA8agE0OIXiQAGxyCcGDBGCTSwgeJAAbD8HN8wmuWRUB2KQegqsIwCb1EFxFADYph+CqArBJOQRXFYBNyiG4igBsUg/BVV6ix0Owcy4mVQRgk3oIriIAm5RDcFUB2KQcgqsKwCblEFxFADaph+AqArBJPQRXEYCNh+Bm+eTWqMoAbFINwVUGYJNqCK4yAJsUQ3DVAdikGIKrDsAmxRBcZQA2qYbgKgOw8RDsnItBlQHYpBqCqwzAJsUQXHUANimG4KoDsEkxBFcZgE2qIbjKAGxSDcFVBmDjIbg5PrE1qSMAm9RCcB0B2KQWgusIwCalEFxXADYpheC6ArBJKQTXEYBNaiG4jgBsPAQ759pURwA2qYXgOgKwSSkE1xWATUohuK4AbFIKwXUEYJNaCK4jAJvUQnAdAdh4CG6GT2oN6gzAJpUQXGcANqmE4DoDsEkhBNcdgE0KIbjuAGxSCMF1BmCTSgiuMwAbD8HOuTbUGYBNKiG4zgBsUgjBdQdgk0IIrjsAmxRCcJ0B2KQSgusMwCaVEFxnADYeguvnE1qxJgKw6XoIbiIAm66H4CYCsOlyCG4qAJsuh+CmArDpcghuIgCbrofgJgKw8RDsnGtSEwHYdD0ENxGATZdDcFMB2HQ5BDcVgE2XQ3ATAdh0PQQ3EYBN10NwEwHYeAiul09mhZoMwKarIbjJAGy6GoKbDMCmiyG46QBsuhiCmw7AposhuMkAbLoagpsMwMZDsHOuCU0GYNPVENxkADZdDMFNB2DTxRDcdAA2XQzBTQZg09UQ3GQANl0NwU0GYOMhuD4+kRVpIwCbroXgNgKw6VoIbiMAmy6F4LYCsOlSCG4rAJsuheA2ArDpWghuIwAbD8HOuTq1EYBN10JwGwHYdCkEtxWATZdCcFsB2HQpBLcRgE3XQnAbAdh0LQS3EYCNh+B6+CRWoM0AbLoSgtsMwKYrIbjNAGy6EILbDsCmCyG47QBsuhCC2wzApishuM0AbDwEO+fq0GYANl0JwW0GYNOFENx2ADZdCMFtB2DThRDcZgA2XQnBbQZg05UQ3GYANh6Cq+cTOKAYArCJPQTHEIBN7CE4hgBsYg7BsQRgE3MIjiUAm5hDcAwB2MQegmMIwMZDsHOuSjEEYBN7CI4hAJuYQ3AsAdjEHIJjCcAm5hAcQwA2sYfgGAKwiT0ExxCAjYfgavnkDSCmAGxiDcExBWATawiOKQCbGENwbAHYxBiCYwvAJsYQHFMANrGG4JgCsPEQ7JyrQkwB2MQagmMKwCbGEBxbADYxhuDYArCJMQTHFIBNrCE4pgBsYg3BMQVg4yG4Oj5x8xRjADaxheAYA7CJLQTHGIBNTCE41gBsYgrBsQZgE1MIjjEAm9hCcIwB2HgIds4NIsYAbGILwTEGYBNTCI41AJuYQnCsAdjEFIJjDMAmthAcYwA2sYXgGAOw8RBcDZ+0eYg5AJtYQnDMAdjEEoJjDsAmhhAcewA2MYTg2AOwiSEExxyATSwhOOYAbDwEO+fmI+YAbGIJwTEHYBNDCI49AJsYQnDsAdjEEIJjDsAmlhAccwA2sYTgmAOw8RA8OJ+wPnUhAJu2Q3AXArBpOwR3IQCbNkNwVwKwaTMEdyUAmzZDcBcCsGk7BHchABsPwc65fnQhAJu2Q3AXArBpMwR3JQCbNkNwVwKwaTMEdyEAm7ZDcBcCsGk7BHchABsPwYPxyepDlwKwaSsEdykAm7ZCcJcCsGkjBHctAJs2QnDXArBpIwR3KQCbtkJwlwKw8RDsnCujSwHYtBWCuxSATRshuGsB2LQRgrsWgE0bIbhLAdi0FYK7FIBNWyG4SwHYeAieP5+okroYgE3TIbiLAdg0HYK7GIBNkyG4qwHYNBmCuxqATZMhuIsB2DQdgrsYgI2HYOfcbLoYgE3TIbiLAdg0GYK7GoBNkyG4qwHYNBmCuxiATdMhuIsB2DQdgrsYgI2H4PnxSSqhywHYNBWCuxyATVMhuMsB2DQRgrsegE0TIbjrAdg0EYK7HIBNUyG4ywHYeAh2zk2nywHYNBWCuxyATRMhuOsB2DQRgrsegE0TIbjLAdg0FYK7HIBNUyG4ywHYeAjun0/QHFIIwKbuEJxCADZ1h+AUArCpMwSnEoBNnSE4lQBs6gzBKQRgU3cITiEAGw/BzrleKQRgU3cITiEAmzpDcCoB2NQZglMJwKbOEJxCADZ1h+AUArCpOwSnEICNh+D++OTMIqUAbOoKwSkFYFNXCE4pAJs6QnBqAdjUEYJTC8CmjhCcUgA2dYXglAKw8RDsnIO0ArCpKwSnFIBNHSE4tQBs6gjBqQVgU0cITikAm7pCcEoB2NQVglMKwMZDcHk+MTNIMQCbqkNwigHYVB2CUwzApsoQnGoANlWG4FQDsKkyBKcYgE3VITjFAGw8BDuXtxQDsKk6BKcYgE2VITjVAGyqDMGpBmBTZQhOMQCbqkNwigHYVB2CUwzAxkNwOT4p00g5AJuqQnDKAdhUFYJTDsCmihCcegA2VYTg1AOwqSIEpxyATVUhOOUAbDwEO5enlAOwqSoEpxyATRUhOPUAbKoIwakHYFNFCE45AJuqQnDKAdhUFYJTDsDGQ/DcfELWkEMANoOG4BwCsBk0BOcQgM0gITiXAGwGCcG5BGAzSAjOIQCbQUNwDgHYeAh2Li85BGAzaAjOIQCbQUJwLgHYDBKCcwnAZpAQnEMANoOG4BwCsBk0BOcQgI2H4NlJwp8p0xNZB9gWWAxcgepFd/0qnwDcqwgkZwA/pTeQhA/hRxJ2kC9G9cqev8kmAPeaMZCIPAB4KDAFXIDqDT1/k00A7iUiOwLHA/ur6sk9v9gSeBAwDpyP6u3F87MKwL1EZF/CTsTuqnpe8TMBHgFsAqwCzlXVkeJ3WQXgXiJyMPA6YGe1z6SwYd8WuBdhYfQnijnJKQD3Kl4/RwLbAbvduWMaQufjgHWAGwnvQS3+JpsA3KvYMf0hMAnsZzumIrKM8LpaClylqv9sb5TOuTmJbAg8ClgIXILqZXf9Kp8A3KsnkByhqof3/OJ+wMOK//cPetanOQXgXj2B5ABVPa7n51sQ1qargb+q6q3Fz7MKwL1EZE/g68BeqnpOzy8eDjwAGAH+jOrK4vlZBeBeInIAcAjh/XSJ/RB4LLARcAdh3bq6+FU2AbhX8X46DNgN2EVVby5+sYCwbl0PuIXwupoq/mZzMgnAvSTMydGEOdnb9g8JUfhxhHXrtYQmYWv8bAJwLwnt72TgIuDVetdrZ33gMYT1wmV3vjdzoap5POABCl9VWKVwW/FYqfBXhecQzoi9mfAB3f54G34QNkJ/BT46Dg9X+JHCSM9cjSj8WuHJwP7AdcA2bY+7pbnaGrgaeI3CExXOnGaufqJhR+RQ4EJgk7bH3dJc7QjcBOyh8CyFP6/xHhxR+NZNIQp/HTgLWLvtcbc0V/sCNxAWhS8HLgFWALcRwuZy4LOExfXpwDHAgrbH3dJcHQxcuhVsofBWhesV7iheU3co3KLwvr3ggcDfgI9SHPTM6QEI4ezp3781bAM/WszR7cU/lytcpfD6tcOR8vC5FsHYW5irxcBPCAeuHggcBaws3n+3Ff/7n8Dz2x6rP/zhjzUesJXC99ZYi61S+L3C0wln/N8AbNv6WFt4AJsDlwFvVthe4dRp1q2naIgHBwGXApu1Pe6W5mo7wgHSfYBdgT8QDsTbtmAE+B6wJeGgwh+A9dsed0tztSdw0wLYQeGFChcW+9a9+9lHnRO2qScSTl5Y1Pa4W5qrA4Cr7gVbK7xB4ZpiDWZrsv8ofOT1YY3/R+CIjNetHwf+8jx4oML7FW5dY916ncJBDwgHZi4D3tT2uFuaqwXAD4BTTwpr/P9TWNHz/luhcInCSxfc9bn2nLbH3dJcrQP8BvgqsAXw7eKz3D7XVxG+QfnMtsfa2Jy0PYBGHvCQIgqsVtA1HxMweljYwcsyAN/5YoCNdoVLRmF8Cianm6vVMPaa8GbJMgD3zNXW+8Mt4zA+3TwpTI3B+J5wZa4BuGeudjwUVqyG0enmagomVsDYE+BPuQbgnrnat9gorSKcLbHmYwwYBX6cawC2x9rw9t/CyGTY0ddpXlcjF8DIRvDJHBfSPa8puT989TIYmZrhPTgJq06GkcXw/9oeb8tztRj4efE+G5/hPbgSOLztsfrDH/4oHiFq3qGzrFvfHM60yzIA2wPYfF+4oVi3Tk23bh2H8X3g+lwDcM9cbUc48D42w3ZgothG/D3XAGyPYdjzKFg1EQ4k6JqPKRi/FUYfHs5szTIA22MpHHj67OvW0X/DyP3gC7mvWzeGw/8Z1q3Tvq4mYdWvYWQZvKXt8bY8Vwu2hp/cBKNTMDZD5xr5BowMZxqAe+ZqHeDPxef6xCxr/Le3PdYmHgtIXThd/gxgfWa4BvIwLD4IRt8WnpOtYgO08VA4LX5aC2DRUTD1RVjS5Nhio7BwCtaaZa5kESw8ATbM/QI0CutMwvBwCCz3IDC8FIZ/C5sOha/a5WxjwlHwmd5fiwiXHNmC8NX1bC2HTVfD8EzvQYElW8HEDbB5ftc9uouqqopsNgELJVza5x6GYOkuMD4aztbJ2WrCe2sh4X04nbWA14jIuar6ncZG5py7J5F1CXFpnZmesgAWfQKmPh3eu9lSGJ6CdWZbty6EhT+AdYf8njHLCGfZzXSd+OHicX9CTMjWBNxrAoZmWeMvXBf0b/CgocznahU8YDUMDc3wuhJY/ECYvBoe5OtW2Xyudet/wfiK8C2HbBUHPx80GeZqps615EUw9tKwj5mzCWBTZv5ch7BOeK+InKeqpzUzrHbksJHfC1iXOf5dh0N0eV8TA4rYK4dm+LDtVWy83tHAeGL21iHmPohSzOcBDYwnZu8bnuOgwVB4LCF8ZTNLxQXr380MC+keQ4SvQP1X7YOKVdjxf/nCWQ5YASyEBQLPLK59mCeRrQWeuHCOz/aF4XP9DYjkfIBvV+DezByAzVrA+/q9mapzrnIvZo7tAISTPQjb15y9qeQafxh4QwPjidl7mHstBuG196KaxxKvsA1834I55moYZAjuS7jBdp7CtVpfv3D2AMVCGBZ4EiIPbmhk8RF5oMDuJdetr0Jk7YZGFqMdBTZbMEfnWmDbwLxvjrYf5T7X1wLeW/NYWpfDC+ENzHKGwBq2JNwYJ1cHEi4kPpch4FmEm+bkJ9xY6XmUiMCEsJlvBBbZFHh0yWevA7yxxtHE7kmUP1NpKeHmaLnal/7OhN6/roF0wKso91kF4atQe9Y4lti9nvLrhfsSbijhnGvPGwhnbc5FgJ0RuVfN44lTiHUvZ44AVbCwkuVBLgk3xd6JuQ8GQnjt5bxu3Y5w4LSMZYRtbK72IqyxyhgCXlHjWGL3Usq9/yDsC+xT41hi9zrK7zuuAzyxxrHE7o1A2QMG24nI/escTNtyiMCb9/Hc1YTTxHPVz9cEJoD71DWQyG1I+Q05wL1yXUwTvl4+1sfzc37/bUr5Rc8QsFWNY4ndppTfkC8h77namhJnyhWWkPd7cIs+nmtfK3POtaefb3mM9fn8lCyjXAA2Syh3UkiK7k9/69ZcX1MAmxEuUVaGEL7FlqvNKH8pxUWEm/XmamvKnbEJ4bNtsxrHErut6K/n5TxXD+jjuWMkfom8HCLweJ/P72fDn5p+rtU0TL5zNUaJr9T1mCTfazuNUT5sQv/v15TYDUjKGq1rIB0wRn9nAq+qayAdMNLHcyfJ93Md+v93z3munItBP/cRGCLf9+w4/a1bh8l3PTZGf/vHOd/LYpT+1q25vv8gzFXZYA79rd1Ss7KP5+a+bu1nX9BuMJ6rfrZpQuJzlUMEPoXy/9EXAefXN5TonU35jfl/CHcQztFtwDV9PP8PNY2jCy6g/OfMBHB6jWOJ3W8pf8bmKuCnNY4ldr+i/AJ5OeHmoLk6GVhR8rkKnFXjWGJ3MuUX1IuBP9Y4Fufc3H5F+bCyGri0xrHES3Uc+Gcff/F3VHO9ide/KX9SzBRwZo1jid3vKX/G5ih5r1vPovzJC8sJ/SJXPyfMQRljhO1Arn5K+f2hxYTWk6szKP/ZLsA/ahxL63KIwEdQ4kNXw4viu6iW/dBJ0ccpcfRNw4fNJ1Ht54hmOsJZvR+n3NmFK4DDHJU+9gAAOKBJREFU6h1QxFRHgK9quTMlVgOH1zyiaKnq1YRFYpkDMUPA1+odUdTOBm4s+dxx4KQaxxK7H/Tx3ItR/VttI4nf50s+bwo4QVVvqXMwzrk5fZISO8AaAtQRGYdNCGvRMmfYrQQ+VvNYoqWqq4EjKXcW2CjwqXpHFDHVm4Gfarm4KcAXax5RvFTPJxxgKOuHNY2kC06kfKy7lnAwIldfocQ3bjXsW/4C1WvrH1K0DqfciaHjwJdV1c8E7jTVS4CvMsvCZwp0BUxdCR9sbmBROuNyuGy21fRq0Jth9Bb4UlODitQ3r4eV47MEu1HQK+E68j7yzVXwsTtgcnKWuVoFehH8GtW/Nzm2CL2Duc9qUuCLqnprA+OJk6qeBwePzBHMR0D/DIdkveOvOvpn+PCquedq6nw4uKFRRak4EHMss8+VAncA72xkUM652ZxDOGNuxoPyq0FvhYk74LPNDStK378G/jM2y+fbGOg1cCt5ByiATxNOTJhrW/AX8v62HxfDe1bBrGcFrQT+DsdkHqA4P6xbZ13jrwI9Dz5A4gFqVqqr/wzvLrFu1T/DwRlfchFUb/4rfHVliTX+PzNft2o4EPM7Zp+rScI2MPkDoelH4OCNwNcJR2zXPAKwHLj2yfCnzeAwESl7F/XkCLz4YbDRCPySsKDuPbKrhLNa//EYuP7e8C7J92ZnCLzt0XCbwl8J89L7gTIJrBqH324DywRe2c4o2yciw5vCR3eAvwpcxT2/3rMaGLkBTnoEbCsie7QwzCiIyFqEM8zPIGyA1pyrMcJn2PeBF4jIY5sdYTxEZKNt4QOHwA817F+seZBvFTDyeThmO3iHiGR7Ay8R2Xo7eP0P4WjC62fN43wrFJb/P/jJY+EjIrJ+86OMg4jsCOwBHEeYqzV3wpYDNwA7qeplDQ/PObemsPP/QsKZYyPc/ewxBZYLXLI9/Hs9+EDm69b/fSRMTMK5hG1mb4yaAlZOwh+3gSmBA9sZZfuK18gHgUsIlw9Zcy02QXitnQpsCTyn0QFGREQWPwQO2x1+LXATM6xbL4BjHwV7isgOLQwzCiKywWPhwwfCCRrmac3LdI0Ao9+Do7eFN4rIli0MMwoisvl28NYvh3XrCPc8yLdSYeXb4Ljt4IMicu8WhhkFEdnuMbDfn8K3/ka55yXNlivc8mz4xcPh4yKS6w0/EZE9gUdx1yU01vyW8nLgCmAHVb2p4eE1T1XzecCWCp9RuEjhMoUzFfZWWEC4C+7pwDHAgtbH2vAD2J9w1uo2xVw9RuGbCv9S+LfCTxSequErBxsBfwM+CkjbY29hrg4FLgQ2URCFJykcX8zTvxS+q/C44rlbA1cDr2l73C3M0zDh4MtZwNoKwwp7Kvxc4dLifXikwkOK5+9IWETu0fbYW5irtXo/fwjXbXoR4bIHlxGu5fch4P7F8/clxKjHtj32Fubq7p8/sI7CAQp/Vrhc4a8KBylsWDz/YMKO3KZtj72Fubr75w/cR+EQhb8X28A/KrxSw92VhXA5hN8D67c99hbm6m6fP8DmhK+aX1i8B88q3ncL2x6rP/zhj2ke8AiFLytcXKwxTlbYTcMJLxsQruH9f5muWw8qtoObFevWHRSOLdatlxT/+wnFGn/z4jPvzW2Pu4V5EsKlIP4ArE947exOONv8UuBiwjchtymevx3h0lT7tD32FuZqMeHgywnAIg2P/RR+XawvLlT4uMJmxfP3LLaxO7Q99hbmyj5/jijWrcsUXl2swS5T+JvCOxU2Kp5/AOHEmS3bHnsLc2WfP29SVRTupfDWYm1/ucK5Cq9VWKd4v36ccEb+vdseewtzZZ8/zynm6oEKH1H4Z/G6+q3CCzW8VxcQQvGpwNK2x97CXNnnzxOK//9Q4KjiM/3SYh/8mcBw22Nt6iHFRDigODpyInAz8BLN5CvEIrI/4VphT1PVC0r+zUbALwjX2jxEM3khicihwAuAp6jqdSX/ZmvCXH1AVbO4jIaIDBOuU/Rg4BmqWurGVMWZeMcD+6vqyfWNMB7FGcAn0OfnjojsC3wO2F1Vz6txiNGY7+eOiBwMvA7YWVWvrHGI0ZjP505xBtSRhIXlbqp6W30jjEeOnzvO5UZENgBOI3wd9A0ZrVsPIpzZ+xRVvaLk32xOuOHZEap6eI3Di0ax/fscsD2wa9ntn4hsR7ip6AGqelx9I4yHiCzmrksn7avhxoNl/m5Pwskhe6nqOTUOMRo9nzvnAG/sY916AHAI4X17SY1DjEbP585nVfUzJf9GCA1jN2AXDdepTl7P585rVfVHJf9mAeHs6vWAvTXctyd5PZ87z1LV37U9nljkcjmIUoo3w17AvYFv53BpiPkEYAANp8k/lXBk5SM5fMVuPgEYQFUvJszVe0XkNXWNLxbzDcAAqvpbYG/gWzlcGmK+ARhAVY8FXg+cksOlIQY58KSqnySc5frLHC4NMd8DT8WcHkj4uvCpOVwawgOwc3lQ1f8AuwJPAI7IZN3adwAGUNXLgacAbxCRN9c0vGjMNwADqOq5hMsIHSUi+9QzwnjMNwADqOpJwMuBE3O4NMR8AzCAqh4FfAQ4M4dLQ8wnAMOd69a3E85wPSOHS0PMJwADFPuYLwRuB47P4dIQHoBn5hF4DTmF4PkGYJNTCJ5vADa5hOBBArDJJQQPEoBNLiG4im8e5BKCB/3mQU4h2AOwc3nJKQTPNwCbXELwIAHY5BKCBwnAJpcQPEgANrmE4PkGYJNTCJ5vADY5hWAPwLPzCDyNHELwoAHY5BCCBw3AJvUQXEUANqmH4CoCsEk9BFd56ZnUQ3BVl57JIQR7AHYuTzmE4EEDsEk9BFcRgE3qIbiKAGxSD8FVBGCTeggeNACbHELwoAHY5BCCPQDPzSPwDFIOwVUFYJNyCK4qAJtUQ3CVAdikGoKrDMAm1RBcZQA2qYbgqgKwSTkEewB2Lm8ph+CqArBJNQRXGYBNqiG4ygBsUg3BVQZgk2oIrioAm5RDcFUB2KQcgj0Al+MReBYphuCqA7BJMQRXHYBNaiG4jgBsUgvBdQRgk1oIriMAm9RCcNUB2KQYgj0AO+cgzRBcdQA2qYXgOgKwSS0E1xGATWohuI4AbFILwVUHYJNiCK46AJsUQ7AH4PI8As8hpRBcVwA2KYXgugKwSSUE1xmATSohuM4AbFIJwXUGYJNKCK4rAJuUQrAHYOdcr5RCcF0B2KQSgusMwCaVEFxnADaphOA6A7BJJQTXFYBNSiG4rgBsUgrBHoD74xG4hBRCcN0B2KQQgusOwKbrIbiJAGy6HoKbCMCm6yG4iQBsuh6C6w7AJoUQ7AHYOTedFEJw3QHYdD0ENxGATddDcBMB2HQ9BDcRgE3XQ3DdAdikEILrDsAmhRDsAbh/HoFL6nIIbioAmy6H4KYCsOlqCG4yAJuuhuAmA7DpaghuMgCbrobgpgKw6XII9gDsnJtNl0NwUwHYdDUENxmATVdDcJMB2HQ1BDcZgE1XQ3BTAdh0OQQ3FYBNl0OwB+D58Qjchy6G4KYDsOliCG46AJuuheA2ArDpWghuIwCbroXgNgKw6VoIbjoAmy6GYA/AzrkyuhiCmw7ApmshuI0AbLoWgtsIwKZrIbiNAGy6FoKbDsCmiyG46QBsuhiCPQDPn0fgPnUpBLcVgE2XQnBbAdh0JQS3GYBNV0JwmwHYdCUEtxmATVdCcFsB2HQpBHsAds71o0shuK0AbLoSgtsMwKYrIbjNAGy6EoLbDMCmKyG4rQBsuhSC2wrApksh2APwYDwCz0MXQnDbAdh0IQS3HYBN7CE4hgBsYg/BMQRgE3sIjiEAm9hDcNsB2HQhBHsAds7NRxdCcNsB2MQegmMIwCb2EBxDADaxh+AYArCJPQS3HYBNF0Jw2wHYdCEEewAenEfgeYo5BMcSgE3MITiWAGxiDcExBWATawiOKQCbWENwTAHYxBqCYwnAJuYQ7AHYOTeImENwLAHYxBqCYwrAJtYQHFMANrGG4JgCsIk1BMcSgE3MITiWAGxiDsEegKvhEXgAMYbg2AKwiTEExxaATWwhOMYAbGILwTEGYBNbCI4xAJvYQnBsAdjEGII9ADvnqhBjCI4tAJvYQnCMAdjEFoJjDMAmthAcYwA2sYXg2AKwiTEExxaATYwh2ANwdTwCDyimEBxrADYxheBYA7CJJQTHHIBNLCE45gBsYgnBMQdgE0sIjjUAm5hCsAdg51yVYgrBsQZgE0sIjjkAm1hCcMwB2MQSgmMOwCaWEBxrADYxheBYA7CJKQR7AK6WR+AKxBCCYw/AJoYQHHsANm2H4C4EYNN2CO5CADZth+AuBGDTdgiOPQCbGEKwB2DnXB1iCMGxB2DTdgjuQgA2bYfgLgRg03YI7kIANm2H4NgDsIkhBMcegE0MIdgDcPU8AlekzRDclQBs2gzBXQnApq0Q3KUAbNoKwV0KwKatENylAGzaCsFdCcCmzRDsAdg5V6c2Q3BXArBpKwR3KQCbtkJwlwKwaSsEdykAm7ZCcFcCsGkzBHclAJs2Q7AH4Hp4BK5QGyG4awHYtBGCuxaATdMhuIsB2DQdgrsYgE3TIbiLAdg0HYK7FoBNGyHYA7BzrglthOCuBWDTdAjuYgA2TYfgLgZg03QI7mIANk2H4K4FYNNGCO5aADZthGAPwPXxCFyxJkNwVwOwaTIEdzUAm6ZCcJcDsGkqBHc5AJumQnCXA7BpKgR3NQCbJkOwB2DnXJOaDMFdDcCmqRDc5QBsmgrBXQ7ApqkQ3OUAbJoKwV0NwKbJENzVAGyaDMEegOvlEbgGTYTgrgdg00QI7noANnWH4BQCsKk7BKcQgE3dITiFAGzqDsFdD8CmiRDsAdg514YmQnDXA7CpOwSnEIBN3SE4hQBs6g7BKQRgU3cI7noANk2E4K4HYNNECPYAXD+PwDWpMwSnEoBNnSE4lQBs6grBKQVgU1cITikAm7pCcEoB2NQVglMJwKbOEOwB2DnXpjpDcCoB2NQVglMKwKauEJxSADZ1heCUArCpKwSnEoBNnSE4lQBs6gzBHoCb4RG4RnWE4NQCsKkjBKcWgE3VITjFAGyqDsEpBmBTdQhOMQCbqkNwagHY1BGCPQA752JQRwhOLQCbqkNwigHYVB2CUwzApuoQnGIANlWH4NQCsKkjBKcWgE0dIdgDcHM8AtesyhCcagA2VYbgVAOwqSoEpxyATVUhOOUAbKoKwSkHYFNVCE41AJsqQ7AHYOdcTKoMwakGYFNVCE45AJuqQnDKAdhUFYJTDsCmqhCcagA2VYbgVAOwqTIEewBulkfgBlQRglMPwKaKEJx6ADaDhuAcArAZNATnEIDNoCE4hwBsBg3BqQdgU0UI9gDsnItRFSE49QBsBg3BOQRgM2gIziEAm0FDcA4B2AwaglMPwKaKEJx6ADZVhGAPwM3zCNyQQUJwLgHYDBKCcwnAZr4hOKcAbOYbgnMKwGa+ITinAGzmG4JzCcBmkBDsAdg5F7NBQnAuAdjMNwTnFIDNfENwTgHYzDcE5xSAzXxDcC4B2AwSgnMJwGaQEOwBuB0egRs0XQgWkbVE5FUi8mcRuUZE/iUih1lMyC0Am2lDsMiGiByEyN8RuQaRfyDyDooP5dwCsJk2BIvcH5EPIXJxMVfnI/JaRNbOMQCb6UKwiGwtIkeKyL9F5GoROUdEXiAii3IMwGa6ECwi24nI0SJyuYhcJSI/F5FnishwjgHY3CMEh8+rpyJyEiJXInIFIj9C5L8RkdwCsJk2BIssQOR/EPkVIlchchkiX0fkUeAB2DnXDdOGYJH1EHkDIn8r1mIXIvJeRDaG/AKwmTYEi9wXkUOLOboGkb8Wc7dejgHYTBuCRR6MyOGIXILI1Yj8EZH9EVmSYwA204VgEXm0iHxTRC4r1q2/FJG9i33w7AKwuUcIDp9XOyFyfLFmvbJYwz6lWLduTkYB2EwXgot9nj1F5IziNXW5iHxHRLaF/AKwmTYEiyxG5IWI/K74rPo3Ip8j7Ad5AG6RZPR5F43i6MiJxf/dHhgG1u55yhhh4/0z4IlkFoB7WVh6F/zrg7C7hHlZq+cpIwAfg5PfCduQWQDuZWHpWDjnuSGeC7C45ykrFaZeAmd/N8xhVgG4V09Y+h2wC7AAWNjzlOWE19alwOVkFoB7ici+hJ2vC4HHEV5Twz1PWQ7cCKwmzGlWAbiXiBy8Ebz+SrhjCTwIWEZ4HwJMAatWwIUPgPvdDu/PKQD3Knboj3wYPPFvsOEwrA+s0/OUCWD8ajj7wfCYcQ/AzrmOsLD0Orjuc/BUCduAe6xbvwg/fS1sR2YBuJeFpS/Dn14V1q0AS3qeslKB18GZX4CNySwA9xKR7QROPhvOfgLsRjiRa1HPU5YrjD8dLjgDbiOzANyrJyz9BdiBME+938BdDvyHME+/IrMA3EtEDlgf3nU13LAMtubu61YFVo7ApZvC+jfD4TkF4F7FuvUwwufUYmAj7r5unST0mz8CDyezANyr+Lb70TvC/X8NW0n4TO+dq9XAxF/g59vCDlMegFvhEbglIvJfwG+5e0xZkxI+cA9qZlRxukDk+VvA0Uvv2ijdwwjopfCqbVS/1uTYYnOByAceBO9ea/a5mroKdtla9ZcNDi06InIs8Nw5nrYaeLiqXtLAkKJULHzOAx49y9OUsKjeLNcdNABElt4Il60PGy+a4SljoLfCFZvA1qiubnJ4MVkpcp9JuHwZLBme4fNqFXAD/PpBqk9qeHjOOTdvF4jsuQWcsHSWb1yuCuvWtzwi06hi/i5y0BbwidnWraMwdRns9TDVnzY5tthcJPK1B8DLls0yV6tg4mZ47Kaqf29ybDEp1q2/IZxINRMlHJDZvPj2aZ5EFl4Pl2wAD1w8w+tqDLgdrrsPbIHqaMMjjEZxgO8Kwol7s13y58/A43I9sABwvchW68IFS2DhTBvBlaDXwve3Un1Bo4NzgEfg1ojIWcBOJZ46CmySbVgJG/KrgPuXePZNwCaoTtY7qEiJrA3cwN3POJnJn1DdvuYRRUtEtgAu4O5nnExnEvieqr64/lHFSUSeSvjmwrI5njoKfEhVP1z/qCIl8mrgcOaeqxXAKwiX3MiTyKcUXi93P5NpOquAJxG+Euucc3EL69aLgK1KPPt24D5kesYm4dIFN3H3s8RmciGqD6t5RPES2QS4jLt/w+8eFKYETkL12c0MLD4i8njCJbfmWouNE062ekf9o4qUyAuALzP3XK0E/hfVr9c/qDgVl518B3PvO64AnqmqZ9U/qkiJfE/huTL7yY4Q9h0fSqbfhmmTXxO4BUWAKhvgpoCX1Tea6D0VWK/kc5cQrpuVqxcSXi9lbIPIw+scTOReT7nPv2Fgn+Lob67eSrkDC0uANxXXnM7V25l7IQ3hLIKcdzqWAK8uEYAh7PC+peYROedcVR4P3K/kc4eA59Q4ltiVvtkZ8EBEsj15Afh/hLNXZyXhNbUrIvetf0jROggoc2OqRcABIlJmLZKqsuvWZWS8bi0ucfAG5g7AEObqrfWOKGIi9wKeXSIAQ/i8OrDmEblpeARux46Eax6WsRbwjBrHErudKLdxgnAmwc71DSV6u3P3a0vPRoH/rnEssduNcgEKwjehtq1xLLHbkdm/9tRrLeCBNY4lXuFM/M36+IvH0Mcd5BPzkD6eO0w4GOicc12wE3e/x8Bs1gGeXuNYYvd0yp0FDGFOy3yDMlV7UC5AQTjD9b9qHEvsdqZ84xDCtXDzE07aeGQff/Fgwn2NcrQZc5yF30PI+7NqO8K+cxmLCP3CNcwjcDsWUT6qQPmNfoqW0N9c5bpxgv5eJ2veUCI3/f675zxXC+Z+yp0myXeuFhH+/csSyh0lT9Eiyn9rAcoHFeeca9si+vtsz32NX9Yw+a4vwNet/ehnzTBFvnPV7xo09zV+P+vWfvadUuOfVR3gEbgdl1P+g2QSuLC+oUTvUsJ1iMoYAf5V41hidxHhRmZlrCZc3D5Xl/bx3IXkPVfX9fHcRcD1dQ0kcrfT3wLxNlTLfiMkNVdR/owKe75zznXBFYRrmZcxRt5r/Ispf8bYKsL+U64uocTlIApD5D1XV/fx3CV9Pj8d4Vrky/v4i9V9Pj8l19FfrLy2roF0wBX0dyAm25uvt8kjcDt+SbgQdhljwOfrG0r0fkD5I5UCfLfGscTuS5S/zMgkcEqNY4ndEZRfyFymqv+oczCRO4JyO7RTwM9U9Y6axxOncEPKb1LuQMwocFS9A4qY6vXA70s+ewXhZnvOOdcFP6b8ulWBb9Q3lOh9jfJhU4ATahxL7D5H+ZNibgb+VONYYvcZwtphLgr8WlVvrHc4Ufsi5Q7EjANfR7Wfkx2Soaq3AadT7vNqJfDZWgcUM9W/Uf7kjeXA/9U4GjcDj8At0BALPszcH7pTwN9U9fzaBxWr8KH7zfE5wso4TCgci+pNzQwsQqr/nILfr57jK+mrw4b8E6iWPWs4RacAtzD3xnwMOLT+4UStbNgcBz5a81hi9+mpEgdipsJne84H9wDePznHNnAqPEYJBwOdcy5+qquAI8fDNnFG4zCpcAqq+X7TQfUKhdPG51i3FnP5OVRHGhpZjM6agisn5li3ToTt6vtQLRvXU/Q9yoXNMeCDNY8ldp+bKnEps+I5n6l/OFH7EOVeV6uBb9c8lti9d2KOuZoAnYKbCHHdNcwjcHv+Q9jHnWlBM1Y8ri3uSJmtteHGc2H11AxzNQUjf4fxDeEGyfdGS4jI8APh2mtgXGc403wKRk6CyYUhgOZsMeHrX+PMHDhHCYuesl/rTNVCwlkl48y8UBwvHrle3gAAAXkerCoOtEy3AzY1DuN7wR0l75qbLIHxt8PqmRaJChOjML4DXCd5XzPTOdcxS+Gms2BipnWrwsi/Yew+vm6VjeGGy+ZYt/4KJpaGdUi2BBY9DK65DcZ0hgMMkzDyJZhaUO4s2JQtJlyabLZ16xhhzZrzCTEIDD8blhfr1unO8tXVML4frJT+7tGTInu9zBQ3JwnzeBOZX+dWYNVnYXJyhs91hdXLYeyRcLX0d3k4VxGPwC0Qkf2Bw4Dtgf9HuCbWKsI1Je8o/nk48CDCXXO/nWsIFpFDV8J+L4GHDMEhhGvsrCDM0QrghiF43+thq9vC3SU/kuOCWsIdXr9yLTzw2/AggU8SDjQsJ8zVSuDfQ/C/z4fHTMB7ROQ1bY65LSKyFuErhVcDWxC+CrWSu957I8B5wPOBXYFvicge7Yy2XSKyEfAL4FhgG8LZFaOEebq9+N9nAk8DXgWcIiKPbWe07RKRrYFf/BAOWQhPBE4mLBR75+qERfC4n8KngF+KyKbtjbg9IrIjcPynYL8FsCdwNnd/XY0IfHMItvoD/AY4VUTWb2/EzjlXjogcNAoHvAgeMQQHE74Wa+vW5cDNAh/+EGx5c7iL+hGZrlsF+NxN8JgPwxYCHyGcoNC7br1yCA7aFx4xCq8XkTe3Oea2iMhi4NiLYeTisMb/HGGeetetfx+Glx0IO03CUSKyT5tjbouIbACcRlibbk04I3OEu6/FfgM8E3gBcKKI7NDOaNslIpsDZ54EH1sYmsSJ3H0tNgb8bCHscBy8FzhTRLZsbcAtEpHtCOv6lxH2DX/FPfeHjgYeDhwPnCEi925jrG0TkT2Brx8MuwyH99hfuOs9eAfhgMJRN8MW/4AbgONFZGmLQ86S5P1tkeb1BOCnqeoFxc8EeAhwX8Ki5y8aLtZO8aY4kXAE/CWa0Y2ERORQwofHU1T1uuKHQ8AjgQ2B24C/2PWJeoLVScAhmsmL2wIw8GDgGaq6ovjFQuDRwNrAjcA/7ethFqyAD6jql9oYdxt6AvDd3k/Fzx9FcYawqv675292JGzQ91fVkxsfdEtmej8VMe7hhDvf/ltVr+n5m30JOye7q+p5jQ+6JTO+n0Q2JuyEKHAhqjf3/M3BwOuAnVX1ymZH3J4Z308hiD+IcBbF31FdXjxfgCMJsWS34rpszjkXHRE5CDiQsG69wn4IPAK4F2EH+C/FNeR7g9XvgDdktG4Vwlphe2DXOz/XwwkvjyacAHMLYVtga4/NCWHvCFXN5jrxFoAJ64h9bf8QkSWEuVoKXIPqv3r+xoLVAap6XOODbslM7ycRWZdwIsNC4PLeNZcFK2AvVT2n+VG3o+f99FlV/UzPLzYiNAmAf6F6Q8/fHEA4IespqprNzbx63k+vVdUf9fz8AYSTiSaAf9jnWPH5dhiwG7CL9qz9U9fzfnqWqv6u5xcPBh5AOLDwF7u0T3GS49HAesDemvclfxrlEbhB0wXgkn+XXQieNgCX+7usQvCMAbjc32YVgmcKwCX/NqsQPMj7KLcQPMj7KLcQPN/3kYdg51zspg3A5f4uqxA8YwAu97ebk1EInjEAl/vbrELwIO+j3ELwjAG43N9mFYJnCsAl/i67EDxjAJ777zwEt8AvB9GQ+QZggOLNsBdwbzK4NMR8AzCAhhvDPZXwFeOkLw0xSAAGUNWLCXP13tQvDTFIAAZQ1d8Ce5PBpSEGPZCiqscCryeDS0MMeiBFVT9JuEFc8peGGORASvEaPBA4F780hHMuMvMNwACq+h/C14ufQOKXhhgkAAOo6uXAU4A3pH5piEECMICqngvsQQaXhhj0QIqqngS8nAwuDTFIAAZQ1aMIl25J/tIQ8w3AcOe69e3AqWRwaYj5BmCAYp/8hYTLRfilIRriEbgBgwRgk0sIHiQAmxxC8KAB2OQQggcNwCaHEFzVmfQ5hOCqzqTPIQRXcSa9h2DnXIwGCcAmhxA8aAA2OYTgQQOwySEEV3UmfQ4heNAAbHIIwYMEYJNLCB4kABsPwc3zCFyzKgKwST0EVxGATcohuKoAbFIOwVUFYJNyCK76Uioph+CqL6WScgiu8lIqHoKdczGpIgCblENwVQHYpByCqwrAJuUQXPWlVFIOwVUFYJNyCK4iAJvUQ3AVAdh4CG6WR+AaVRmATaohuMoAbFIMwVUHYJNiCK46AJsUQ3DVAdikGIKrDsAmxRBcZQA2HoKdczGoMgCbFENw1QHYpBiCqw7AJsUQXHUANimG4KoDsEkxBFcZgE2qIbjKAGw8BDfHI3BN6gjAJrUQXEcANimF4LoCsEkpBNcVgE1KIbiuAGxSCsF1BWCTUgiuIwAbD8HOuTbVEYBNSiG4rgBsUgrBdQVgk1IIrisAm5RCcF0B2KQUgusIwCa1EFxHADYegpvhEbgGdQZgk0oIrjMAmxRCcN0B2KQQgusOwCaFEFx3ADYphOC6A7BJIQTXGYCNh2DnXBvqDMAmhRBcdwA2KYTgugOwSSEE1x2ATQohuO4AbFIIwXUGYJNKCK4zABsPwfXzCFyxJgKw6XoIbiIAmy6H4KYCsOlyCG4qAJsuh+CmArDpcghuKgCbLofgJgKw8RDsnGtSEwHYdDkENxWATZdDcFMB2HQ5BDcVgE2XQ3BTAdh0OQQ3EYBN10NwEwHYeAiul0fgCjUZgE1XQ3CTAdh0MQQ3HYBNF0Nw0wHYdDEENx2ATRdDcNMB2HQxBDcZgI2HYOdcE5oMwKaLIbjpAGy6GIKbDsCmiyG46QBsuhiCmw7AposhuMkAbLoagpsMwMZDcH08AlekjQBsuhaC2wjApkshuK0AbLoUgtsKwKZLIbitAGy6FILbCsCmSyG4jQBsPAQ75+rURgA2XQrBbQVg06UQ3FYANl0KwW0FYNOlENxWADZdCsFtBGDTtRDcRgA2HoLr4RG4Am0GYNOVENxmADZdCMFtB2DThRDcdgA2XQjBbQdg04UQ3HYANl0IwW0GYOMh2DlXhzYDsOlCCG47AJsuhOC2A7DpQghuOwCbLoTgtgOw6UIIbjMAm66E4DYDsPEQXD2PwAOKIQCb2ENwDAHYxByCYwnAJuYQHEsANjGH4FgCsIk5BMcSgE3MITiGAGw8BDvnqhRDADYxh+BYArCJOQTHEoBNzCE4lgBsYg7BsQRgE3MIjiEAm9hDcAwB2HgIrpZH4AHEFIBNrCE4pgBsYgzBsQVgE2MIji0AmxhDcGwB2MQYgmMLwCbGEBxTADYegp1zVYgpAJsYQ3BsAdjEGIJjC8AmxhAcWwA2MYbg2AKwiTEExxSATawhOKYAbDwEV8cj8DzFGIBNbCE4xgBsYgrBsQZgE1MIjjUAm5hCcKwB2MQUgmMNwCamEBxjADYegp1zg4gxAJuYQnCsAdjEFIJjDcAmphAcawA2MYXgWAOwiSkExxiATWwhOMYAbDwEV8Mj8DzEHIBNLCE45gBsYgjBsQdgE0MIjj0AmxhCcOwB2MQQgmMPwCaGEBxzADYegp1z8xFzADYxhODYA7CJIQTHHoBNDCE49gBsYgjBsQdgE0MIjjkAm1hCcMwB2HgIHpxH4D51IQCbtkNwFwKwaTMEdyUAmzZDcFcCsGkzBHclAJs2Q3BXArBpMwR3IQAbD8HOuX50IQCbNkNwVwKwaTMEdyUAmzZDcFcCsGkzBHclAJs2Q3AXArBpOwR3IQAbD8GD8Qjchy4FYNNWCO5SADZthOCuBWDTRgjuWgA2bYTgrgVg00YI7loANm2E4C4FYOMh2DlXRpcCsGkjBHctAJs2QnDXArBpIwR3LQCbNkJw1wKwaSMEdykAm7ZCcJcCsPEQPH8egUvqYgA2TYfgLgZg02QI7moANk2G4K4GYNNkCO5qADZNhuCuBmDTZAjuYgA2HoKdc7PpYgA2TYbgrgZg02QI7moANk2G4K4GYNNkCO5qADZNhuAuBmDTdAjuYgA2HoLnxyNwCV0OwKapENzlAGyaCMFdD8CmiRDc9QBsmgjBXQ/ApokQ3PUAbJoIwV0OwMZDsHNuOl0OwKaJENz1AGyaCMFdD8CmiRDc9QBsmgjBXQ/ApokQ3OUAbJoKwV0OwMZDcP88As8hhQBs6g7BKQRgU2cITiUAmzpDcCoB2NQZglMJwKbOEJxKADZ1huAUArDxEOyc65VCADZ1huBUArCpMwSnEoBNnSE4lQBs6gzBqQRgU2cITiEAm7pDcAoB2HgI7o9H4FmkFIBNXSE4pQBs6gjBqQVgU0cITi0AmzpCcGoB2NQRglMLwKaOEJxSADYegp1zkFYANnWE4NQCsKkjBKcWgE0dITi1AGzqCMGpBWBTRwhOKQCbukJwSgHYeAguzyPwDFIMwKbqEJxiADZVhuBUA7CpMgSnGoBNlSE41QBsqgzBqQZgU2UITjEAGw/BzuUtxQBsqgzBqQZgU2UITjUAmypDcKoB2FQZglMNwKbKEJxiADZVh+AUA7DxEFyOR+BppByATVUhOOUAbKoIwakHYFNFCE49AJsqQnDqAdhUEYJTD8CmihCccgA2HoKdy1PKAdhUEYJTD8CmihCcegA2VYTg1AOwqSIEpx6ATRUhOOUAbKoKwSkHYOMheG4egdeQQwA2g4bgHAKwGSQE5xKAzSAhOJcAbAYJwbkEYDNICM4lAJtBQnAOAdh4CHYuLzkEYDNICM4lAJtBQnAuAdgMEoJzCcBmkBCcSwA2g4TgHAKwGTQE5xCAjYfg2Unin7/3JLIVsBOwGLgCOB3V1eFX+QTgXsWb4kTWDG8htGwHDAMXAWehOlX8TTYBuNe04S0slv8beDgwBZwP/AlVzS0A95ouvBUHGp4GbA6MA2er6oXF77IKwL2mDW8iS4DdgU2AVcAvUL2qeH5WAbiXiOxL2DndXVXPK364HmGnZEPCxv4UVG8pnp9VAO4lIgcDrwN2VtUrix9uTAgD6wA3ASdTfC7lFIB7FcHjSML2brc7g4fIg4CdgSXA1cCpJL6D71yniTwSeDywELiEsN20dWs2AbjXtOEtfOY9AXhk8bS/Ar8v1q1ZBeBePeHtCFU9vPjhMCEQbwmsJszT34vnZxWAe/WEtwNU9bjiZ4sI69b7AyPAL4vAnl0A7tUT3vZS1XOKn61NWLduBCwHTlXVG4vfbU5GAbiXiBwAHEL4nL6k+Nm9gd2A9YBbgJNV9Y7id9kE4F7F5/RhhHnZRVVvLn6+KeFErKXAdcApqjpa/C6bANyraA9HE14/excnQYLIw4AnEtYLlwE/R3WyrXE2TlXzeMBjFc5WGFFYobBS4XaFWxXesRBeSnizbNP6WFt4ED4sTgeOWQG7KlxQzJHN1R0K12iYp0OBC4FN2h53S3O1EfA34KOT8EKFKxWWF/Nkc3bRCDyT8GF7FrB22+Nuaa62JsST1wBvIQTeO4CVwApC3PwDIaKfDhwDLGh73C3N1Y7ATfeCZyl8rHjP3a6wqnh9jSic9v2wg/s34KMUB/JyewD7AjfsCP+t8LViju7o+eeIwvdfCv9lr7+2x9ziXB0MXHoobK9wfDE3vXO1UuHzW4dF403AHm2PuaV5EsLZ078/C56g8KtirpYXc3W7wm0KhyoMtz1ef/jDHz0P2Enh/OK92rtuvV7htUNwEHApsFnrY23hAWwA/BH4v0n4H4VLp1m3/nsyfDPpyGJdtn7b425prjYHLhuCNyu8TuGGnm2lvbbOuzGE4RMJJy8sanvcLc3VdsCNxZrsA4SD8LcXa/vlFCGYcMDhj8D/Zbxu3bNYYz0FOKqYI5urO4q5+jFhjX8Z8Ka2x9ziXB0AXFXMxQ+A0WKOVvX88yuEk/puBJ7T9phbmicBPg78pZir04vX0fKe19cdxf7is4vX3xPaHndLc7WgeC2degU8SeGP06wXblJ4o2byGdX6ABp5wI7Ff2Sd7jEOoz+CkYWZBuA7Xwyw9LXw11GYmGmuxmD8UyHkZRmAe+Zqow/D9WOweqa5GoWJN4ZYnmUA7pmrrYvoO0Y4W2K6xyRwRq4B2B73hif9GsZXw+h0r6kpmLwDJp8OX8p1IW2Ph8NLL4GJSRibbq4mYfxamNgWDmp7rG0/doQP3QyTUzN8tk/A2F9h9WbhCHnr423rAciz4NiVYa6mZvhsX6lwoodgf/gjkgfsWezM6Qzr1rEvwG25BmB7ABu8C66YY926+p1wea4BuGeuNv8y3D42w/pCQUdg4qXhrNYsA3DPXG1frO9HZ1jfTxVr/GNyX7cC+wATs+wPTRRz9b62x9r2g3DJg0nCt0anm6uxYr5e1PZYW54nAb5WzNXkDHM1Wszjjm2Pt+W5WvAC+OUITM70uV6s8b+SQwhO/5rA4SvmJwHLZnrKQli8V4jBT2xuYPFRuPfnYcvF4fIP01oEC98ESzVc+iBbClu9E9ZdFI4sTWsxDB8Om2r4On/OtidspBbN8pyh4nlrNTKiSN0ET9sBphaEy9Xcg8DQMpBTYTcNc5qtC2DPzWFqaIbX1RAsvA9wbrjuedZ+A3uuD8gMn+3DsOjhMHV5+PZCthQWngA7rwVDMvP7ay1gF+CNDQ7NOTcdkfsA3yd8m21ai2DRq2GhwqObG1h8FDb7IGw0x7p1wYfhPgrzuqloKhQe8wpYuGiWdesSGP46PEJh3SbHFqGdCaF32nUrYVs6RPi20bxuQp6QZxJC3UyvK1ujPauZ4UTtWYSAuXCG3y8ivO5yn6shwiXehpj5Xl+LCa+7pzc1qBgpLPsubLdk9nuirQU8v3gkLf0IDM+jxEZnOCwgD2Eed9BNyIFS4jUxFObqHQ2MJ2Zvl3CdyFkV0eUNDYwnZu9mlh20HkPAi2seS7zCtdTeMDzzQhqAIRAJX+3Md2Mermu75/DMi0MAhsP77/GE6wLnSeRxwFbDc3y2D4cF9YsQyXmHdm+Z4/1XWAt4GyI5rKGci9mrKHFAdCi8Z99V/3CidpDMfjAeAAnb1YMaGE/M3jVUYt1a7DO9soHxRKm478lbKbE/RJjPbINdcePZFzD3e3AIeKiIPKbuMcVKwrVat2WWk9IKC4Fn93tztMTsRrkDUUsIN76cdb8pcS8t07kIJ44eUvdg2pbDDswBwNoln3tv7rpJQo5eQbkdYAGeVNyMKT/hhl17UO5MzEXA/vUOKF4SbsRY9oySZYT3a66eSvmze9cGXl3jWGL3XMIZAGUMAy+qcSyxexnlPtchfLUu5zOnX0u4YV4ZaxGuOe2ca89rKHeQGeDRiNy3zsFEKxyw2o+5owqEE2eel+1JMSL3Ax5R8tlLgf9X42hitwPlAjCEbetraxxL7J5NWGOVsZiwdsvViyh/1vgkYZ8gV6+h/Lp1mHDmfq5eS/lvHD8YkS3qHEzbcojAG/fx3Mk+n5+a9ft47jhwr5rGEbsNKL8hB1gn28V0eD+t7uP5G9U1kA7YmPKfyQI8oMaxxG5jym/IFwIPrHEssXsg5Xb8Iex45LwN7OfSPVPkPVfOxaCfdegYcJ+6BhK5ZfS3zzdMvpfnug9hH6esXPeFAO5L+Mp+WferayAdcF/KH5AfJu9162bM8U2/HmuR91qsn31BIe+56qcxjJP4XOUQgVf28Vzp8/mpGe3juQvJd65W0t91rVbbFckztIL+PmdG6hpIB6ykv8X08roG0gErKX9wQQl3yM3VHX08d4J8P9eh/3/3nOfKuRj0s2ZYQL7v2RH6W4sN0d8+QUpWUv7AKeQ7TxDW+HU+PyUr6O8EopzXrbdRfn9oNfl+rkN/+4JK3nO1qo/nDpH4XOUQgY+l/AZagHNrHEvsTqH8V6yvBG6scSzxUr0D+GfZZwM/r3E0sfs75Rc9Y8APaxxL7M6k/JHvFYSb4eTqZMpH4JXAiTWOJXbHUX6ROAScWuNYYvc9yi8SFwJn1zgW59zcTqT8GuM/wKU1jiVeqhPAOX38xW9RnaxrOJH7N+UD3ARwfH1Did5vKb9uXUXYxubqFMpf8m058KMaxxK7Eyh/wGAS+FmNY4nd9yg/V4uAX9Y3lOj9iPLf8hgDLqhxLK3LIQJ/oeTzxoAvoDpW52Ai9ynKBfOVwGEZn90KcBjljhCtAj5R81iipWHH4wjKva4UOLLeEUVM9RbK79AKcEy9A4qY6l+Biyl3psB/yHvRcxLlFj1TwO9Rvazm8cTs65RbF40D30I16bMEnOuAz1DugOAq4JOZr1s/TrlYsLJ4bp5Upwj7Q2UOCK4GPlvvgOKlqsuB71JujSHAN2odUMRU9d/Anyh3stUo4WSHXP2Cct9iU+AfqvqPmscTs+9Sbt06AfxIVf9T83hi9jnKvf9GgM+mfiA0/Qiseh3hjsCzbczHgWuADzcyplip/h74DrPHzRHgfOBbTQwpYt8HfsfsX0VcRThD4FdNDChinwQuZ/ZF4irgI6p6eRMDitibCdFytg3PKuCVHqB4KXNfQmMV8IKsd/zDgZgXMvtnlRLOPMn5ZoN2IOZNzL5eWE34Fsy7mxiSc24Wqn8HjmL29+wocCHlTwpJ1UmEuDLbXK0CTifvM+sgvKYuJpwgNJOVwOfIO0ABHALczOwnMKwC/ldVb2tkRPF6JeFAzGxr0hHghZp4gJqNhgMxL2D2zyolzOXLmhhTrFR1BeHmcLPN1SRwK3BwI4OKVTgQM9dJfGPAZcDhjYypRelHYADVTwNvJ3yw9v6HnyS8af4E/BeqOV9/xxxAWPyMcvdoMF787BRgV1T7udlXesLGeU/CV1ZGuftCcaT42deAl2YdoLhzA/VEwlcRR7j7QnFl8bNDgQ81P7rIqF4LbE/YYV3J3Y9YrigeL0c150tBBOFs4CcD1xICZu/7bDlhp2R3VH/bwujionoa8BzCddZ6Lw1hi+jLgR1Q/VfjY4uN6heBNxDWBr1nzdl64a/A44tg7Jxr38GEg82j3H1HeHXxszOBnVHN+dqtdobrcwknMay5bh0tHscA+xXPzZfqCGF98UvCGrV3n2cVYa4+Tti3zJqq3kRYt/6VMDe98XIFYS17oKp+tYXhRUVVLybsD13BPWPwcsJJIHuras6XEQRAVX8NPBO4hXuuW5cTTt57koYDgVlT1e8Cr+Ku/UQzRXj//RPYXsOJkbl7P/BB7tkEJ4qfnQ3smMOJVpJVnxJZB3gR4UNlCeEo7xeLmOB6iWxEOGL5JMLNNM4nXC4jz+upzUZkM+D/AdsSPnDPBr6M6g2tjitCIrIN8FrgoYQdkFOBb6kfgLk7EQH+i7BR35ywofohcGz2O7JrEhkCnkY4G2BjwoLxu8BPi7NgnRFZCOwNPB9YjxDQvwb8KveDVfcgsoxwJspehLtP/5uwXvhzq+Nyzk1PZEPCdmAXwnVKw1nCfnDrnkTuT1i3Pr74ye+BL6F6TXuDipTI1oR16yMJJ8T8HPgGeX+teloi8jjCWYlbEILwCcAxqtrPDZmSJ2GN/xTg5cAmhGtQHw2cqLmfZLUGEVlAOOnqRcCGwPWEy4qcobkfrFqDiCwF9iOc9LGMcILHl4E/qK/x705kPcI3SncjXCv5n4TOlc03O/KKwM4555xzzjnnnHPOOZeZPC4H4ZxzzjnnnHPOOeecc5nyCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ8wjsnHPOOeecc84555xzCfMI7JxzzjnnnHPOOeeccwnzCOycc84555xzzjnnnHMJ+/8sLNwXsRk1LAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, @@ -658,7 +696,7 @@ } ], "source": [ - "result_json = open_json(\"big_square_graph_mis.json\")\n", + "result_json = open_json(filename)\n", "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", "\n", "ind, = np.where(IS_sizes==IS_sizes.max())\n", diff --git a/work/square_lattice.ipynb b/work/square_lattice.ipynb index 03bafda5..5ce884dd 100644 --- a/work/square_lattice.ipynb +++ b/work/square_lattice.ipynb @@ -528,31 +528,15 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 148, "id": "9d39e006-94cc-43e4-a629-1adc25980818", "metadata": {}, "outputs": [ - { - "ename": "ValueError", - "evalue": "'c' argument has 5 elements, which is inconsistent with 'x' and 'y' with size 85.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[142], line 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\u001b[0;36mdraw_networkx_nodes\u001b[0;34m(G, pos, nodelist, node_size, node_color, node_shape, alpha, cmap, vmin, vmax, ax, linewidths, edgecolors, label, margins)\u001b[0m\n\u001b[1;32m 430\u001b[0m node_color \u001b[38;5;241m=\u001b[39m apply_alpha(node_color, alpha, nodelist, cmap, vmin, vmax)\n\u001b[1;32m 431\u001b[0m alpha \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--> 433\u001b[0m node_collection \u001b[38;5;241m=\u001b[39m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mscatter\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 434\u001b[0m \u001b[43m \u001b[49m\u001b[43mxy\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 435\u001b[0m \u001b[43m \u001b[49m\u001b[43mxy\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 436\u001b[0m \u001b[43m \u001b[49m\u001b[43ms\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnode_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 437\u001b[0m \u001b[43m \u001b[49m\u001b[43mc\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnode_color\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 438\u001b[0m \u001b[43m \u001b[49m\u001b[43mmarker\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnode_shape\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 439\u001b[0m \u001b[43m \u001b[49m\u001b[43mcmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcmap\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 440\u001b[0m \u001b[43m \u001b[49m\u001b[43mvmin\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvmin\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 441\u001b[0m \u001b[43m 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\u001b[38;5;21minner\u001b[39m(ax, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 1432\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1433\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msanitize_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1435\u001b[0m bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, 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kwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124medgecolor\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m 4543\u001b[0m c, colors, edgecolors \u001b[38;5;241m=\u001b[39m \\\n\u001b[0;32m-> 4544\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse_scatter_color_args\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 4545\u001b[0m \u001b[43m \u001b[49m\u001b[43mc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43medgecolors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msize\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 4546\u001b[0m \u001b[43m \u001b[49m\u001b[43mget_next_color_func\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_patches_for_fill\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_next_color\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 4548\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m plotnonfinite \u001b[38;5;129;01mand\u001b[39;00m colors \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 4549\u001b[0m c \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mma\u001b[38;5;241m.\u001b[39mmasked_invalid(c)\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/matplotlib/axes/_axes.py:4397\u001b[0m, in \u001b[0;36mAxes._parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xsize, get_next_color_func)\u001b[0m\n\u001b[1;32m 4393\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 4394\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(colors) \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m (\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m, xsize):\n\u001b[1;32m 4395\u001b[0m \u001b[38;5;66;03m# NB: remember that a single color is also acceptable.\u001b[39;00m\n\u001b[1;32m 4396\u001b[0m \u001b[38;5;66;03m# Besides *colors* will be an empty array if c == 'none'.\u001b[39;00m\n\u001b[0;32m-> 4397\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m invalid_shape_exception(\u001b[38;5;28mlen\u001b[39m(colors), xsize)\n\u001b[1;32m 4398\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 4399\u001b[0m colors \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;66;03m# use cmap, norm after collection is created\u001b[39;00m\n", - "\u001b[0;31mValueError\u001b[0m: 'c' argument has 5 elements, which is inconsistent with 'x' and 'y' with size 85." - ] - }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -560,15 +544,15 @@ } ], "source": [ - "filename = \"1x1_square_graph_mis.json\"\n", + "filename = \"6x6_square_graph_mis.json\"\n", "result_json = open_json(filename)\n", "num_measurements = len(result_json[\"measurements\"]) \n", "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(num_measurements)]\n", "\n", "figure = plt.figure(figsize=(25,15))\n", "\n", - "start = 50\n", - "num_shown = 10\n", + "start = 10\n", + "num_shown = 5\n", "for i in range(num_shown):\n", " axes = plt.subplot(1,num_shown,i+1)\n", " \n", @@ -581,17 +565,39 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 166, "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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uYVAITv3xk+Svgc8wGJX2FPAFBn3sY3f8THy4S5Lea9K7ZSRJCzDcJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoP+H1lq/ZBTmjGyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# result_json[\"measurements\"][5]" + "# result_json[\"measurements\"][5]\n", + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "post_bitstrings.shape\n", + "n_occur_ground = np.sum(post_bitstrings, axis=0)\n", + "n_occur_ground.shape\n", + "# unique_n_occur, count = np.unique(n_occur_ground, return_counts = True)\n", + "\n", + "# unique_n_occur\n", + "plt.bar(list(range(0, n_occur_ground.size)), n_occur_ground)\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 146, "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", "metadata": {}, "outputs": [ @@ -623,7 +629,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 147, "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", "metadata": {}, "outputs": [ From 676cd8758a11208a83c28f006e5151407b69ed78 Mon Sep 17 00:00:00 2001 From: David Shustin Date: Sun, 29 Jan 2023 03:48:28 +0000 Subject: [PATCH 03/14] Fix indexing mistake --- .../iquhack_utils-checkpoint.py | 4 +- .../square_lattice-checkpoint.ipynb | 836 ++++++++++++++---- work/iquhack_utils.py | 4 +- work/square_lattice.ipynb | 121 ++- 4 files changed, 774 insertions(+), 191 deletions(-) diff --git a/work/.ipynb_checkpoints/iquhack_utils-checkpoint.py b/work/.ipynb_checkpoints/iquhack_utils-checkpoint.py index a23c5f57..e834702a 100644 --- a/work/.ipynb_checkpoints/iquhack_utils-checkpoint.py +++ b/work/.ipynb_checkpoints/iquhack_utils-checkpoint.py @@ -34,8 +34,8 @@ def visualize_graph(ax,graph,pos_dict,node_colors = "#6437FF"): # pos_dict = {a:positions[a] for a in range(positions.shape[0])} nx.draw_networkx_edges(graph,pos_dict,width=10/np.sqrt(len(graph.nodes)),ax=ax) - nx.draw_networkx_nodes(graph,pos_dict,node_size=1225/np.sqrt(len(graph.nodes)),node_color=node_colors,ax=ax) - + nx.draw_networkx_nodes(graph,pos_dict, nodelist=list(range(len(pos_dict))),node_size=1225/np.sqrt(len(graph.nodes)),node_color=node_colors,ax=ax) + # print(pos_dict) def get_graph_from_blockade_radius(register : AtomArrangement, blockade_radius:float): """Get graph based on blockade radius. diff --git a/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb b/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb index 5ce884dd..3212f059 100644 --- a/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb +++ b/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 4, "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", "metadata": {}, "outputs": [], @@ -151,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 5, "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", "metadata": {}, "outputs": [], @@ -172,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 6, "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", "metadata": {}, "outputs": [ @@ -289,7 +289,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -313,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 7, "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", "metadata": {}, "outputs": [ @@ -326,9 +326,21 @@ "Maximum Radius: 1.0\n" ] }, + { + "ename": "NameError", + "evalue": "name 'post_dict' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[7], line 6\u001b[0m\n\u001b[1;32m 4\u001b[0m figure \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mfigure()\n\u001b[1;32m 5\u001b[0m axes \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplot(\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m----> 6\u001b[0m \u001b[43mvisualize_graph\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgraph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpoints\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 8\u001b[0m x0, y0 \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m0\u001b[39m)\n\u001b[1;32m 9\u001b[0m angles \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mlinspace(np\u001b[38;5;241m.\u001b[39mpi\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m,np\u001b[38;5;241m.\u001b[39mpi,\u001b[38;5;241m1001\u001b[39m)\n", + "File \u001b[0;32m~/2023_Quera/work/iquhack_utils.py:37\u001b[0m, in \u001b[0;36mvisualize_graph\u001b[0;34m(ax, graph, pos_dict, node_colors)\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[38;5;66;03m# pos_dict = {a:positions[a] for a in range(positions.shape[0])}\u001b[39;00m\n\u001b[1;32m 36\u001b[0m nx\u001b[38;5;241m.\u001b[39mdraw_networkx_edges(graph,pos_dict,width\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10\u001b[39m\u001b[38;5;241m/\u001b[39mnp\u001b[38;5;241m.\u001b[39msqrt(\u001b[38;5;28mlen\u001b[39m(graph\u001b[38;5;241m.\u001b[39mnodes)),ax\u001b[38;5;241m=\u001b[39max)\n\u001b[0;32m---> 37\u001b[0m nx\u001b[38;5;241m.\u001b[39mdraw_networkx_nodes(graph,pos_dict, nodelist\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mlist\u001b[39m(\u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(\u001b[43mpost_dict\u001b[49m))),node_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1225\u001b[39m\u001b[38;5;241m/\u001b[39mnp\u001b[38;5;241m.\u001b[39msqrt(\u001b[38;5;28mlen\u001b[39m(graph\u001b[38;5;241m.\u001b[39mnodes)),node_color\u001b[38;5;241m=\u001b[39mnode_colors,ax\u001b[38;5;241m=\u001b[39max)\n\u001b[1;32m 38\u001b[0m \u001b[38;5;28mprint\u001b[39m(pos_dict)\n", + "\u001b[0;31mNameError\u001b[0m: name 'post_dict' is not defined" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -364,174 +376,585 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": null, "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", "metadata": {}, + "outputs": [], + "source": [ + "detuning_final = 20e6 # rad/sec\n", + "\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * x).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -20e6 # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Are you sure you want to simulate a 85-vert graph?", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[15], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m points\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m12\u001b[39m:\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAre you sure you want to simulate a \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(points)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m-vert graph?\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m device \u001b[38;5;241m=\u001b[39m LocalSimulator(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbraket_ahs\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 4\u001b[0m ahs_run \u001b[38;5;241m=\u001b[39m device\u001b[38;5;241m.\u001b[39mrun(ahs_program, shots\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n", + "\u001b[0;31mBaseException\u001b[0m: Are you sure you want to simulate a 85-vert graph?" + ] + } + ], + "source": [ + "if points.size > 12:\n", + " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[126], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOnly run this cell when you are ready to submit your job.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m#DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "f50681b2-542f-40e7-82ad-fb77e1f85c6c", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# save_result_json(\"4x4_square_graph_mis.json\",task44.result())\n", + "# save_result_json(\"1x1_square_graph_mis.json\",task11.result())\n", + "# save_result_json(\"2x2_square_graph_mis.json\",task22.result())\n", + "# save_result_json(\"6x6_square_graph_mis.json\",task66.result())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a67b2da-0e26-4574-a3c7-8b1fa0cb283e", + "metadata": {}, + "outputs": [], + "source": [ + "task" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9d39e006-94cc-43e4-a629-1adc25980818", + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Blockade Radius: 8.044e-06m\n", - "Unit Disk Radius: 0.841\n" + "[[0. 0. ]\n", + " [1. 0. ]\n", + " [2. 0. ]\n", + " [3. 0. ]\n", + " [4. 0. ]\n", + " [5. 0. ]\n", + " [6. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [2. 1. ]\n", + " [3. 1. ]\n", + " [4. 1. ]\n", + " [5. 1. ]\n", + " [6. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [2. 2. ]\n", + " [3. 2. ]\n", + " [4. 2. ]\n", + " [5. 2. ]\n", + " [6. 2. ]\n", + " [0. 3. ]\n", + " [1. 3. ]\n", + " [2. 3. ]\n", + " [3. 3. ]\n", + " [4. 3. ]\n", + " [5. 3. ]\n", + " [6. 3. ]\n", + " [0. 4. ]\n", + " [1. 4. ]\n", + " [2. 4. ]\n", + " [3. 4. ]\n", + " [4. 4. ]\n", + " [5. 4. ]\n", + " [6. 4. ]\n", + " [0. 5. ]\n", + " [1. 5. ]\n", + " [2. 5. ]\n", + " [3. 5. ]\n", + " [4. 5. ]\n", + " [5. 5. ]\n", + " [6. 5. ]\n", + " [0. 6. ]\n", + " [1. 6. ]\n", + " [2. 6. ]\n", + " [3. 6. ]\n", + " [4. 6. ]\n", + " [5. 6. ]\n", + " [6. 6. ]\n", + " [0.5 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "detuning_final = 20e6 # rad/sec\n", - "\n", - "# Find blockade radius\n", - "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", - "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", - "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", - "\n", - "# Compute scaling value a, which converts between logical and physical coordinates\n", - "a = blockade_radius / unitdisk_radius\n", - "\n", - "# Generate the atom register\n", - "register = AtomArrangement()\n", - "for x in points:\n", - " register.add((a * x).round(7))\n", - "\n", - "# print(register)\n", - "show_register(register, blockade_radius = blockade_radius)" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Define a set of time points\n", - "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", - "\n", - "# Define the strength of the transverse field Ω\n", - "amplitude_min = 0\n", - "amplitude_max = 10e6 # rad / sec\n", - "\n", - "# Define the strength of the detuning Δ\n", - "detuning_initial = -20e6 # rad / sec\n", - "detuning_final = detuning_final # Defined above\n", - "\n", - "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", - "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", - "phase_values = [0, 0, 0, 0] # piecewise constant\n", - "\n", - "# Define the drive\n", - "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", - "show_global_drive(drive);" - ] - }, - { - "cell_type": "code", - "execution_count": 121, - "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", - "metadata": {}, - "outputs": [], - "source": [ - "ahs_program = AnalogHamiltonianSimulation(\n", - " register=register, \n", - " hamiltonian=drive\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", - "metadata": {}, - "outputs": [], - "source": [ - "device = LocalSimulator(\"braket_ahs\")\n", - "ahs_run = device.run(ahs_program, shots=1)\n", - "\n", - "result = ahs_run.result()\n", - "save_result_json(\"square_lattice_mis.json\", result)" - ] - }, - { - "cell_type": "code", - "execution_count": 126, - "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", - "metadata": {}, - "outputs": [ - { - "ename": "BaseException", - "evalue": "Only run this cell when you are ready to submit your job.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[126], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOnly run this cell when you are ready to submit your job.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m#DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n", - "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." - ] - } - ], - "source": [ - "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", - "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", - "nshots = 100\n", - "task = qpu.run(ahs_program, shots=nshots)\n", - "print(task)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "id": "f50681b2-542f-40e7-82ad-fb77e1f85c6c", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# save_result_json(\"4x4_square_graph_mis.json\",task44.result())\n", - "# save_result_json(\"1x1_square_graph_mis.json\",task11.result())\n", - "# save_result_json(\"2x2_square_graph_mis.json\",task22.result())\n", - "# save_result_json(\"6x6_square_graph_mis.json\",task66.result())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1a67b2da-0e26-4574-a3c7-8b1fa0cb283e", - "metadata": {}, - "outputs": [], - "source": [ - "task" - ] - }, - { - "cell_type": "code", - "execution_count": 148, - "id": "9d39e006-94cc-43e4-a629-1adc25980818", - "metadata": {}, - "outputs": [ { "data": { "image/png": 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\n", @@ -565,7 +988,28 @@ }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 18, + "id": "dff6fff4-99b0-40ff-bbf2-332fa2ad91d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([6., 6.])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "points[48]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", "metadata": {}, "outputs": [ @@ -597,7 +1041,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 21, "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", "metadata": {}, "outputs": [ @@ -629,7 +1073,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 83, "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", "metadata": {}, "outputs": [ @@ -684,9 +1128,18 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0 1 3 4 6 7 9 10 13 14 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\n", 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"text/plain": [ "
" ] @@ -709,11 +1162,54 @@ "\n", " color_lookup = {0:\"r\",1:'k'}\n", " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", - " visualize_graph(axes, graph, points, node_colors = seqs_color)\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # nx.draw_networkx_nodes(graph, points, nodelist = list(range(len(points))),node_size=1225/np.sqrt(len(graph.nodes)),ax=axes,node_color=seqs_color)\n", + " # print(points)\n", + " print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " print(seqs_color)\n", " \n", "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 48, + "id": "6a62c2c9-5159-4f4a-87d0-759a8b4fe43e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0, 1, 2, 3, 4, 5, 6, 8, 10, 12, 14, 16, 18, 20, 23, 24, 25, 26, 28, 31, 34, 36, 38, 41, 42, 44, 46, 47, 48, 77]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pp = pp_bitstrings[0]\n", + "print(list(nx.subgraph(graph, np.nonzero(pp==0)[0]).nodes))\n", + "nx.draw(nx.subgraph(graph, np.nonzero(pp==0)[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0d32ace-359d-47ce-9106-a31ce6af3a12", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": 15, diff --git a/work/iquhack_utils.py b/work/iquhack_utils.py index a23c5f57..e834702a 100644 --- a/work/iquhack_utils.py +++ b/work/iquhack_utils.py @@ -34,8 +34,8 @@ def visualize_graph(ax,graph,pos_dict,node_colors = "#6437FF"): # pos_dict = {a:positions[a] for a in range(positions.shape[0])} nx.draw_networkx_edges(graph,pos_dict,width=10/np.sqrt(len(graph.nodes)),ax=ax) - nx.draw_networkx_nodes(graph,pos_dict,node_size=1225/np.sqrt(len(graph.nodes)),node_color=node_colors,ax=ax) - + nx.draw_networkx_nodes(graph,pos_dict, nodelist=list(range(len(pos_dict))),node_size=1225/np.sqrt(len(graph.nodes)),node_color=node_colors,ax=ax) + # print(pos_dict) def get_graph_from_blockade_radius(register : AtomArrangement, blockade_radius:float): """Get graph based on blockade radius. diff --git a/work/square_lattice.ipynb b/work/square_lattice.ipynb index 5ce884dd..ef2c276f 100644 --- a/work/square_lattice.ipynb +++ b/work/square_lattice.ipynb @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 4, "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", "metadata": {}, "outputs": [], @@ -151,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 5, "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", "metadata": {}, "outputs": [], @@ -172,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 6, "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", "metadata": {}, "outputs": [ @@ -289,7 +289,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -313,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 7, "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", "metadata": {}, "outputs": [ @@ -364,7 +364,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 8, "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", "metadata": {}, "outputs": [ @@ -411,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 9, "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", "metadata": {}, "outputs": [ @@ -451,7 +451,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 10, "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", "metadata": {}, "outputs": [], @@ -464,11 +464,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "BaseException", + "evalue": "Are you sure you want to simulate a 85-vert graph?", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[15], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m points\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m12\u001b[39m:\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAre you sure you want to simulate a \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(points)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m-vert graph?\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m device \u001b[38;5;241m=\u001b[39m LocalSimulator(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbraket_ahs\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 4\u001b[0m ahs_run \u001b[38;5;241m=\u001b[39m device\u001b[38;5;241m.\u001b[39mrun(ahs_program, shots\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n", + "\u001b[0;31mBaseException\u001b[0m: Are you sure you want to simulate a 85-vert graph?" + ] + } + ], "source": [ + "if points.size > 12:\n", + " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", "device = LocalSimulator(\"braket_ahs\")\n", "ahs_run = device.run(ahs_program, shots=1)\n", "\n", @@ -528,13 +542,13 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 11, "id": "9d39e006-94cc-43e4-a629-1adc25980818", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -565,7 +579,28 @@ }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 18, + "id": "dff6fff4-99b0-40ff-bbf2-332fa2ad91d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([6., 6.])" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "points[48]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", "metadata": {}, "outputs": [ @@ -597,7 +632,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 13, "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", "metadata": {}, "outputs": [ @@ -629,7 +664,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 14, "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", "metadata": {}, "outputs": [ @@ -684,9 +719,18 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0 1 3 4 6 7 9 10 13 14 18 19 21 25 27 28 29 30 31 33 35 38 39 41\n", + " 42 43 44 45 46 47 48 62 63]\n", + "['r', 'r', 'k', 'r', 'r', 'k', 'r', 'r', 'k', 'r', 'r', 'k', 'k', 'r', 'r', 'k', 'k', 'k', 'r', 'r', 'k', 'r', 'k', 'k', 'k', 'r', 'k', 'r', 'r', 'r', 'r', 'r', 'k', 'r', 'k', 'r', 'k', 'k', 'r', 'r', 'k', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'r', 'r', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k']\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -709,11 +753,54 @@ "\n", " color_lookup = {0:\"r\",1:'k'}\n", " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", - " visualize_graph(axes, graph, points, node_colors = seqs_color)\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # nx.draw_networkx_nodes(graph, points, nodelist = list(range(len(points))),node_size=1225/np.sqrt(len(graph.nodes)),ax=axes,node_color=seqs_color)\n", + " # print(points)\n", + " print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " print(seqs_color)\n", " \n", "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 48, + "id": "6a62c2c9-5159-4f4a-87d0-759a8b4fe43e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0, 1, 2, 3, 4, 5, 6, 8, 10, 12, 14, 16, 18, 20, 23, 24, 25, 26, 28, 31, 34, 36, 38, 41, 42, 44, 46, 47, 48, 77]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pp = pp_bitstrings[0]\n", + "print(list(nx.subgraph(graph, np.nonzero(pp==0)[0]).nodes))\n", + "nx.draw(nx.subgraph(graph, np.nonzero(pp==0)[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a0d32ace-359d-47ce-9106-a31ce6af3a12", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": 15, From ca5e7f019bd27de22d23cdc86c20c2bd064b0c38 Mon Sep 17 00:00:00 2001 From: Areeq Hasan Date: Sun, 29 Jan 2023 06:08:56 +0000 Subject: [PATCH 04/14] lieb --- .../lieb_lattice_4x4_mis-checkpoint.json | 17604 +++++++++++++ work/lieb_lattice.ipynb | 463 + work/lieb_lattice_4x4_mis.json | 17604 +++++++++++++ work/lieb_lattice_4x5_mis.json | 20604 ++++++++++++++++ 4 files changed, 56275 insertions(+) create mode 100644 work/.ipynb_checkpoints/lieb_lattice_4x4_mis-checkpoint.json create mode 100644 work/lieb_lattice.ipynb create mode 100644 work/lieb_lattice_4x4_mis.json create mode 100644 work/lieb_lattice_4x5_mis.json diff --git a/work/.ipynb_checkpoints/lieb_lattice_4x4_mis-checkpoint.json b/work/.ipynb_checkpoints/lieb_lattice_4x4_mis-checkpoint.json new file mode 100644 index 00000000..73b4a6e4 --- /dev/null +++ b/work/.ipynb_checkpoints/lieb_lattice_4x4_mis-checkpoint.json @@ -0,0 +1,17604 @@ +{ + "measurements": [ + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 0, + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1, + 1, + 0, + 1, + 0, + 1, + 1, + 0, + 0, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 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"from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 101\n" + ] + }, + { + "data": { + "image/png": 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wI4UcZPBjM+ewEELeM2wYM5seHh4enp6e7ur3efjRmo6dPKX5+sKqj9lZ2aqJsSHdeVu1q7N0igx+pJCDDH6kkIMMfqSQgwx+eMgxMjKimZmZmRDCSNZjOac5o0u1RrRwSZqvL+jYyVO6fLXRo8nWjgx+pJCDDH6kkIMMfqSQgwx+pJCDpTmj8anZaOFL5usLGp863+WJsiODHynkIIMfKeQggx8p5CCDHynkYGnOoNFc1OSZuUzHTJ6+oEZzsUsTZUcGP1LIQQY/UshBBj9SyEEGP1LJwdKcwdm52hNOWl+LK9ebOnex1qWJsiODHynkIIMfKeQggx8p5CCDH6nkYGnOoH4jW+FLrjU6O64byOBHCjnI4EcKOcjgRwo5yOBHKjlYmjOo9Jc6Om5bubPjuoEMfqSQgwx+pJCDDH6kkIMMfqSSg6U5g4ODVVUHshW4Y6CkA7f7efsXMviRQg4y+JFCDjL4kUIOMviRSg6W5gzKpT6NHhrMdMzo4T2urnBDBj9SyEEGP1LIQQY/UshBBj9SycHSnNGJo/u0s7J1TY/dVenX8SN7uzxRdmTwI4UcZPAjhRxk8COFHGTwI4UcLM0Z7d5e1sTYULT4XZV+TYwNubwUJBn8SCEHGfxIIQcZ/EghBxn8SCEHl9Hu0OWrDY1Pndfk6Qu6suxtVHYMlDR6eI+OH9nrsvDlyOBHCjnI4EcKOcjgRwo5yOBH3jnWcxltluZ1ajQXde5iTdcaTW0rt05a93YOTgwZ/EghBxn8SCEHGfxIIQcZ/MgrB0tzWx5LMwAAADaH9SzNnNMMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEDEljy/uZn9jKRflPR8SbdIekzSjKRfDiFcyHO2Imk0F3V2rqb6jaYq/SUdHKyqXOrLe6xCogsf6MEPuvCDLnygh/zksjSbmUn6PUlvkvR1SZ+QdE3SbZJeIunpkliau+xSraHxqVlNnplT7Xrz8durAyWNHhrUiaP7tHt7OccJi4MufKAHP+jCD7rwgR7yZyGE3n9TszdL+i+SPiTpP4QQFlfcvyWE8N0Ovu708PDw8PT09MYMmrCHH63p2MlTmq8vrPqYnZWtmhgb0p23VXs4WfHQhQ/04Add+EEXPtDDxhkZGdHMzMxMCGEk67E9P6fZzAYk/YakWUlvXrkwS1InCzPW7lKtEX3ySdJ8fUHHTp7S5auNHk1WPHThAz34QRd+0IUP9OBHHi8EfKWkp0j6tKQ+M/tZM7vHzO42sztymKdwxqdmo0++JfP1BY1Pne/yRMVFFz7Qgx904Qdd+EAPfuSxNL+g/XlR0llJfyzpNyV9WNLXzOy3c5ipMBrNRU2emct0zOTpC2o0f+AvBLBOdOEDPfhBF37QhQ/04EseS/PT2p/fKqkmaUjSNkkvlvQPkt5mZr/wZF/AzKZv9iFpfzcHT8HZudoTXkCwFleuN3XuYq1LExUXXfhAD37QhR904QM9+JLH0rz0PRckvSaEcDqEUA8h/JWk10n6nqS35TBXIdRvZHvyLbnW6Ow4rI4ufKAHP+jCD7rwgR58yeMt55Z+/DkTQnh0+R0hhIfMbFbSHWa2I4Rw5WZfYLVXPLZ/2zy8kcOmptJf6ui4beXOjsPq6MIHevCDLvygCx/owZc8ftP8tfbnK6vcv3T7QNcnKaCDg1VVB7I9mXYMlHTgdt7CZqPRhQ/04Add+EEXPtCDL3kszV9sf/6xlXeYWUnSHZK+I+nbvRyqKMqlPo0eGsx0zOjhPVxtqAvowgd68IMu/KALH+jBl54vzSGEr0v6vFqnYJxYcfc9knZI+lPeq7l7Thzdp52VrWt67K5Kv44f2dvliYqLLnygBz/owg+68IEe/MjjN82S9IuSviXpI2b2WTP7bTP7gqR3S/qmpP+Y01yFsHt7WRNjQ9En4a5KvybGhrgsZxfRhQ/04Add+EEXPtCDH7lcRluSzGyPWkvyj0v6YUmXJH1G0rtDCN/q8GtyGe0MLl9taHzqvCZPX9CVZW9ps2OgpNHDe3T8yF6efD1CFz7Qgx904Qdd+EAPG2M9l9HObWnuBpbmzjSaizp3saZrjaa2lVsvIOB8qHzQhQ/04Add+EEXPtDD+qxnac7jLefgTLnUp8PPeGreY0B04QU9+EEXftCFD/SQn7zOaQYAAAA2DZZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIGJL3gNsdo3mos7O1VS/0VSlv6SDg1WVS315j5UJGfxIIQcZ/EghBxn8SCEHGfzYjDlYmjt0qdbQ+NSsJs/MqXa9+fjt1YGSRg8N6sTRfdq9vZzjhHFk8COFHGTwI4UcZPAjhRxk8GMz57AQQt4zbBgzmx4eHh6enp7u6vd5+NGajp08pfn6wqqP2VnZqomxId15W7Wrs3SKDH6kkIMMfqSQgwx+pJCDDH54yDEyMqKZmZmZEMJI1mM5pzmjS7VGtHBJmq8v6NjJU7p8tdGjydaODH6kkIMMfqSQgwx+pJCDDH6kkIOlOaPxqdlo4Uvm6wsanzrf5YmyI4MfKeQggx8p5CCDHynkIIMfKeRgac6g0VzU5Jm5TMdMnr6gRnOxSxNlRwY/UshBBj9SyEEGP1LIQQY/UsnB0pzB2bnaE05aX4sr15s6d7HWpYmyI4MfKeQggx8p5CCDHynkIIMfqeRgac6gfiNb4UuuNTo7rhvI4EcKOcjgRwo5yOBHCjnI4EcqOViaM6j0lzo6blu5s+O6gQx+pJCDDH6kkIMMfqSQgwx+pJKDpTmDg4NVVQeyFbhjoKQDt/t5+xcy+JFCDjL4kUIOMviRQg4y+JFKDpbmDMqlPo0eGsx0zOjhPa6ucEMGP1LIQQY/UshBBj9SyEEGP1LJwdKc0Ymj+7SzsnVNj91V6dfxI3u7PFF2ZPAjhRxk8COFHGTwI4UcZPAjhRwszRnt3l7WxNhQtPhdlX5NjA25vBQkGfxIIQcZ/EghBxn8SCEHGfxIIQeX0e7Q5asNjU+d1+TpC7qy7G1UdgyUNHp4j44f2euy8OXI4EcKOcjgRwo5yOBHCjnI4EfeOdZzGW2W5nVqNBd17mJN1xpNbSu3Tlr3dg5ODBn8SCEHGfxIIQcZ/EghBxn8yCsHS3NbHkszAAAANof1LM2c0wwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAEVvyHgD5azQXdXaupvqNpir9JR0crKpc6st7rEKiCx/owQ+68IMufKCH/LhYms3sHZLua//rSAhhJs95iuJSraHxqVlNnplT7Xrz8durAyWNHhrUiaP7tHt7OccJi4MufKAHP+jCD7rwgR7yZyGEfAcw2y/pjKTvSrpF61iazWx6eHh4eHp6eiNHTNLDj9Z07OQpzdcXVn3MzspWTYwN6c7bqj2crHjowgd68IMu/KALH+hh44yMjGhmZmYmhDCS9dhcz2k2s5KkCUkPSvrTPGcpkku1RvTJJ0nz9QUdO3lKl682ejRZ8dCFD/TgB134QRc+0IMfeb8Q8Nck3SlpTNJizrMUxvjUbPTJt2S+vqDxqfNdnqi46MIHevCDLvygCx/owY/clmYze75aS/O9IYS/z2uOomk0FzV5Zi7TMZOnL6jR5GeajUYXPtCDH3ThB134QA++5LI0m1m/pI+pdVrGb3Vw/PTNPiTt3+BRk3N2rvaEFxCsxZXrTZ27WOvSRMVFFz7Qgx904Qdd+EAPvuT17hnvlvQsSS8IIfDjUA/Vb2R78i251ujsOKyOLnygBz/owg+68IEefOn50mxmI5LeLuldIYSHOvkaq73isf3b5uF1jJe8Sn+po+O2lTs7DqujCx/owQ+68IMufKAHX3p6eoaZbVHr3TLO6vvvy4weOjhYVXUg25Npx0BJB27nLWw2Gl34QA9+0IUfdOEDPfjS63OaK2qdlvFcSQtmFpY+JB1rP2a6fdtrejxbIZRLfRo9NJjpmNHDe7jaUBfQhQ/04Add+EEXPtCDL71emm9IGl/l45H2Yz7T/vdv9Hi2wjhxdJ92Vrau6bG7Kv06fmRvlycqLrrwgR78oAs/6MIHevCjp0tzCOF6COHEzT4k/XX7Yb/Zvu3BXs5WJLu3lzUxNhR9Eu6q9GtibIjLcnYRXfhAD37QhR904QM9+JH7ZbSXmNn9ap2iwWW0e+Ty1YbGp85r8vQFXVn2ljY7BkoaPbxHx4/s5cnXI3ThAz34QRd+0IUP9LAx1nMZbZZmqNFc1LmLNV1rNLWt3HoBAedD5YMufKAHP+jCD7rwgR7WZz1Lc17v0/wDQgh3Sbor5zEKqVzq0+FnPDXvMSC68IIe/KALP+jCB3rIT26X0QYAAAA2C5ZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIjYkvcAm12juaizczXVbzRV6S/p4GBV5VJf3mNlQgY/UshBBj9SyEEGP1LIQQY/NmMOluYOXao1ND41q8kzc6pdbz5+e3WgpNFDgzpxdJ92by/nOGEcGfxIIQcZ/EghBxn8SCEHGfzYzDkshJD3DBvGzKaHh4eHp6enu/p9Hn60pmMnT2m+vrDqY3ZWtmpibEh33lbt6iydIoMfKeQggx8p5CCDHynkIIMfHnKMjIxoZmZmJoQwkvVYzmnO6FKtES1ckubrCzp28pQuX230aLK1I4MfKeQggx8p5CCDHynkIIMfKeRgac5ofGo2WviS+fqCxqfOd3mi7MjgRwo5yOBHCjnI4EcKOcjgRwo5WJozaDQXNXlmLtMxk6cvqNFc7NJE2ZHBjxRykMGPFHKQwY8UcpDBj1RysDRncHau9oST1tfiyvWmzl2sdWmi7MjgRwo5yOBHCjnI4EcKOcjgRyo5WJozqN/IVviSa43OjusGMviRQg4y+JFCDjL4kUIOMviRSg6W5gwq/aWOjttW7uy4biCDHynkIIMfKeQggx8p5CCDH6nkYGnO4OBgVdWBbAXuGCjpwO1+3v6FDH6kkIMMfqSQgwx+pJCDDH6kkoOlOYNyqU+jhwYzHTN6eI+rK9yQwY8UcpDBjxRykMGPFHKQwY9UcrA0Z3Ti6D7trGxd02N3Vfp1/MjeLk+UHRn8SCEHGfxIIQcZ/EghBxn8SCEHS3NGu7eXNTE2FC1+V6VfE2NDLi8FSQY/UshBBj9SyEEGP1LIQQY/UsjBZbQ7dPlqQ+NT5zV5+oKuLHsblR0DJY0e3qPjR/a6LHw5MviRQg4y+JFCDjL4kUIOMviRd471XEabpXmdGs1FnbtY07VGU9vKrZPWvZ2DE0MGP1LIQQY/UshBBj9SyEEGP/LKwdLclsfSDAAAgM1hPUsz5zQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQMSWvAdA/hrNRZ2dq6l+o6lKf0kHB6sql/ryHquQ6MIHevCDLvygCx/oIT89X5rN7HZJr5P0E5KeLelWSf8s6QFJvxVC+Jtez1RUl2oNjU/NavLMnGrXm4/fXh0oafTQoE4c3afd28s5TlgcdOEDPfhBF37QhQ/0kD8LIfT2G5rdJ+kdkr4u6UuSvi3pWZJeI8kkvT6E8MkOv/b08PDw8PT09MYMm7CHH63p2MlTmq8vrPqYnZWtmhgb0p23VXs4WfHQhQ/04Add+EEXPtDDxhkZGdHMzMxMCGEk67F5nNN8StJLQwh3hBBOhBB+JYTwbyW9TNKipA+bWX8OcxXGpVoj+uSTpPn6go6dPKXLVxs9mqx46MIHevCDLvygCx/owY+eL80hhD8JIXz5Jrf/laQvSnqKpAO9nqtIxqdmo0++JfP1BY1Pne/yRMVFFz7Qgx904Qdd+EAPfnh794ylk3S+m+sUCWs0FzV5Zi7TMZOnL6jRXOzSRMVFFz7Qgx904Qdd+EAPvrhZms3sRyS9QtJjks5FHjt9sw9J+3sx62Z2dq72hBcQrMWV602du1jr0kTFRRc+0IMfdOEHXfhAD764WJrNrCTp45L6Jb0jhMCPSF1Sv5HtybfkWqOz47A6uvCBHvygCz/owgd68CX392k2sx+SdL+kF0v6SAjh47FjVnvFY/u3zcMbOmBiKv2ljo7bVu7sOKyOLnygBz/owg+68IEefMn1N83thfmkpNdL+gNJd+c5TxEcHKyqOpDtybRjoKQDt/MWNhuNLnygBz/owg+68IEefMltaW4vzL8v6ZikP5J0Vwjhe3nNUxTlUp9GDw1mOmb08B6uNtQFdOEDPfhBF37QhQ/04EsuS/OyhfmNkj4p6ec4j7l3Thzdp52VrWt67K5Kv44f2dvliYqLLnygBz/owg+68IEe/Oj50rzslIw3SvqUpDewMPfW7u1lTYwNRZ+Euyr9mhgb4rKcXUQXPtCDH3ThB134QA9+5HEZ7XdJ+g1JdUm/q5u/J/OnQwgPdvC1uYx2BpevNjQ+dV6Tpy/oyrK3tNkxUNLo4T06fmQvT74eoQsf6MEPuvCDLnygh42xnsto57E036/WecxP5udDCPd38LVZmjvQaC7q3MWarjWa2lZuvYCA86HyQRc+0IMfdOEHXfhAD+uznqW55285F0K4S9Jdvf6+WF251KfDz3hq3mNAdOEFPfhBF37QhQ/0kB8XFzcBAAAAPGNpBgAAACJYmgEAAIAIlmYAAAAggqUZAAAAiGBpBgAAACJYmgEAAIAIlmYAAAAggqUZAAAAiGBpBgAAACJYmgEAAIAIlmYAAAAggqUZAAAAiGBpBgAAACJYmgEAAIAIlmYAAAAggqUZAAAAiGBpBgAAACJYmgEAAIAIlmYAAAAggqUZAAAAiGBpBgAAACJYmgEAAICILXkPsNk1mos6O1dT/UZTlf6SDg5WVS715T1WJmTwI4UcZPAjhRxk8COFHGTwYzPmYGnu0KVaQ+NTs5o8M6fa9ebjt1cHSho9NKgTR/dp9/ZyjhPGkcGPFHKQwY8UcpDBjxRykMGPzZzDQgh5z7BhzGx6eHh4eHp6uqvf5+FHazp28pTm6wurPmZnZasmxoZ0523Vrs7SKTL4kUIOMviRQg4y+JFCDjL44SHHyMiIZmZmZkIII1mP5ZzmjC7VGtHCJWm+vqBjJ0/p8tVGjyZbOzL4kUIOMviRQg4y+JFCDjL4kUIOluaMxqdmo4Uvma8vaHzqfJcnyo4MfqSQgwx+pJCDDH6kkIMMfqSQg6U5g0ZzUZNn5jIdM3n6ghrNxS5NlB0Z/EghBxn8SCEHGfxIIQcZ/EglB0tzBmfnak84aX0trlxv6tzFWpcmyo4MfqSQgwx+pJCDDH6kkIMMfqSSg6U5g/qNbIUvudbo7LhuIIMfKeQggx8p5CCDHynkIIMfqeRgac6g0l/q6Lht5c6O6wYy+JFCDjL4kUIOMviRQg4y+JFKDpbmDA4OVlUdyFbgjoGSDtzu5+1fyOBHCjnI4EcKOcjgRwo5yOBHKjlYmjMol/o0emgw0zGjh/e4usINGfxIIQcZ/EghBxn8SCEHGfxIJQdLc0Ynju7TzsrWNT12V6Vfx4/s7fJE2ZHBjxRykMGPFHKQwY8UcpDBjxRysDRntHt7WRNjQ9Hid1X6NTE25PJSkGTwI4UcZPAjhRxk8COFHGTwI4UcXEa7Q5evNjQ+dV6Tpy/oyrK3UdkxUNLo4T06fmSvy8KXI4MfKeQggx8p5CCDHynkIIMfeedYz2W0WZrXqdFc1LmLNV1rNLWt3Dpp3ds5ODFk8COFHGTwI4UcZPAjhRxk8COvHCzNbXkszQAAANgc1rM0c04zAAAAEMHSDAAAAESwNAMAAAARLM0AAABABEszAAAAEMHSDAAAAESwNAMAAAARLM0AAABABEszAAAAEMHSDAAAAESwNAMAAAARLM0AAABABEszAAAAEMHSDAAAAESwNAMAAAARLM0AAABABEszAAAAEMHSDAAAAESwNAMAAAARLM0AAABABEszAAAAEMHSDAAAAERsyXsA5K/RXNTZuZrqN5qq9Jd0cLCqcqkv77EKiS58oAc/6MIPuvCBHvKT29JsZocl3SvphZJKks5J+kAIYTKvmYrmUq2h8alZTZ6ZU+168/HbqwMljR4a1Imj+7R7eznHCYuDLnygBz/owg+68IEe8mchhN5/U7OXSfqcpIakT0i6Jum1kp4u6e0hhPd3+HWnh4eHh6enpzds1lQ9/GhNx06e0nx9YdXH7Kxs1cTYkO68rdrDyYqHLnygBz/owg+68IEeNs7IyIhmZmZmQggjWY/t+TnNZrZF0kckfU/Si0MIbwohvE3ScyT9g6T3mtnTez1XkVyqNaJPPkmary/o2MlTuny10aPJiocufKAHP+jCD7rwgR78yOOFgC+X9ExJfxhCeHDpxhBCTdJ7JW2VdCyHuQpjfGo2+uRbMl9f0PjU+S5PVFx04QM9+EEXftCFD/TgRx5L80vbnz9/k/s+1/78kt6MUjyN5qImz8xlOmby9AU1motdmqi46MIHevCDLvygCx/owZc8luZntT8/svKOEMIlSfVlj7kpM5u+2Yek/Rs/blrOztWe8AKCtbhyvalzF2tdmqi46MIHevCDLvygCx/owZc8lualM9RXa/Tqssdgg9VvZHvyLbnW6Ow4rI4ufKAHP+jCD7rwgR582ZTv07zaKx7bv20e7vE4m0qlv9TRcdvKnR2H1dGFD/TgB134QRc+0IMvefymeek3zKv9Nnm7Vv8tNNbp4GBV1YFsT6YdAyUduJ1f/m80uvCBHvygCz/owgd68CWPpXnpXOYfOG/ZzG6VVNFNznfGxiiX+jR6aDDTMaOH93C1oS6gCx/owQ+68IMufKAHX/JYmr/c/vzKm9z3qhWPQRecOLpPOytb1/TYXZV+HT+yt8sTFRdd+EAPftCFH3ThAz34kcfS/AVJs5Jeb2bPXbrRzKqSflXSgqSP5TBXYezeXtbE2FD0Sbir0q+JsSEuy9lFdOEDPfhBF37QhQ/04AeX0S6wy1cbGp86r8nTF3Rl2Vva7BgoafTwHh0/spcnX4/QhQ/04Add+EEXPtDDxljPZbRzWZolycyGJN0r6YWSSpLOSfpACOGT6/iaLM0daDQXde5iTdcaTW0rt15AwPlQ+aALH+jBD7rwgy58oIf1Wc/SnNtbzoUQTkl6dV7fH99XLvXp8DOemvcYEF14QQ9+0IUfdOEDPeQnj3OaAQAAgE2FpRkAAACIYGkGAAAAIliaAQAAgAiWZgAAACCCpRkAAACIYGkGAAAAIliaAQAAgAiWZgAAACAit8tod4OZXa5UKk/bv39/3qMAAADAmYceekj1ev1bIYTdWY9NbWn+qqSnSJrt8bde2tIf6vH3xRPRgx904Qdd+EAPftCFH3l0sU/Sv4QQnp31wKSW5ryY2bQkhRBG8p6lyOjBD7rwgy58oAc/6MKPzdYF5zQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAEbx7BgAAABDBb5oBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaV4HMztsZn9uZlfM7DtmNmNmo3nPVSRmdruZ/ZKZfd7M/q+ZLZjZJTP7YzP713nPV3Rm9g4zC+2P4bznKRoz+xkz+99m9k9m1jCz82b2R2a2J+/ZisJaftbMvmhmj5nZ/zOzr5nZfzOzfXnPlxoze0P7v+0ZM7vR/n/PXU/y+O1m9gEz+2b78d8ws/9sZpUejp2ctfZgZiUze62ZTZjZV8ysbmbXzOxvzOwXzKwvh/FXxcVNOmRmL5P0OUkNSZ+QdE3SayU9XdLbQwjvz3G8wjCz+yS9Q9LXJX1J0rclPUvSaySZpNeHED6Z13xFZmb7JZ2R9F1Jt0gaCSHM5DtVMZiZSfo9SW9S67nxObX+H3WbpJdI+nchhKn8JiwOM3u/pLdKekzSn0m6Kuk5kl4pqS7phSGEh/KbMC1m9g21/hyel/Sd9j//fAjh/ps89hZJU5KeK+nzkv5O0vPU6ua0pBeHEBq9mDs1a+3BzJ4t6StqPRe+IOlrkqqSfkqt/199VtJPBy/LagiBj4wfkrZI+ke1FubnLru9qlbhNyQ9Pe85i/Ah6WclveQmtx+VtCDpnyX15z1n0T4klST9H0kzkj4uKUgaznuuonxIenP7v/l/ldR3k/u35D1jET4k3SppUdI3JFVX3PeWdkcn854zpQ9Jr1j681fSPe3/xnet8th72/fft+L2+9q3/0reeTbrx1p7kHS7pF+UdMuK229R6weXIOl1eedZ+uD0jM68XNIzJf1hCOHBpRtDCDVJ75W0VdKxfEYrlhDCn4QQvnyT2/9K0hclPUXSgZ4Phl+TdKekMbWWBvSImQ1I+g1Js5LeHEL4gf/+IYTv9nywYnqGWqdBPtD+82G5z7Y/7+rpRIkLIfxFCOGbsce1/zbmhFq/4XzPirvf0779xMZPWAxr7SGEcDGE8KEQwndW3P4dSR9o/+tLujFjJ1iaO/PS9ufP3+S+z7U/uym5wJrtzywIPWRmz1drab43hPD3ec9TQK9U64fFT0vqa59Pe4+Z3W1md+Q7WuE8otbfeL3IzLavuO8n25+/0NuR0PYstf76/4FVFrYHJO3j/P9cufszfEveA2xSz2p/fmTlHSGES2ZWX/YY5MDMfkStvx56TNK5nMcpDDPrl/QxSQ9K+q18pymsF7Q/L0o6K+lfLbvve2b2OyGEt/d+rOIJIfyTmd0j6f2Svmpmy89pfrmkD0n6YI4jFtmqf44vu/1V7cdd6MlEWGms/flmv6DMBUtzZ6rtzyv/um3J1WWPQY+ZWUmt82j7Jb3jZn89ja55t1p/yLyA/+65eVr781sl/a2kIbVeaPM8Sf9d0tvM7OshhA/nNF+hhBB+x8wuSvqopLuX3TWl1il+bn6LVjBr+XN8+ePQQ2b2JkmvlvSXIYQ/z3ueJZyegaSY2Q9Jul/SiyV9JITw8XwnKg4zG5H0dkn/KfBuAHla+v/6gqTXhBBOhxDq7fP8Xyfpe5Leltt0BWNmvy7pD9R6vcseSdvUeqFyWdKXzOyncxwPcMfMflKtv4H5pqQ35DzOE7A0d2bpJ9PVfgLdrtV/ekWXtBfmk5Jer9YfUnc/+RHYKGa2RdKEWqcD3JfzOEW39P+eMyGER5ff0f5hZlbSM81sR68HKxoze4Va79DwwRDCfSGEufYPMFNqvaVWU61TN9B7a/lzfPnj0ANm9hOS/oeky5JeHkJ4LOeRnoCluTNL50D9wHnLZnarpIpWP08KXdBemH9frXct+SO13trme/lOVSgVtZ4Pz5W0sOyCJkHffyeZ6fZtr8lpxqL4WvvzlVXuX7p9oOuT4NXtz19ceUcI4ZKkr0q6gwtp5GLVP8dX3M6f5T1iZv9G0p+o9d7OLwshzOY80g/gnObOfFnSr6j1KvVPrLjvVcsegx5YtjC/UdInJf0c59P23A1J46vc92K1/gD6jFoXn/lGj2YqqqUF7cdW3tE+3/8OtS428O1eDlVQW9ufV3tbuV1qnS7TXOV+dM8jkh5V651Nbln+Dhrti568SNL5EAIvAuyB9sL8x2pdW+FlIYR/zHmkm+I3zZ35glp/xfl6M3vu0o1mVpX0q2qdS/ixfEYrlmWnZLxR0qckvYGFufdCCNdDCCdu9iHpr9sP+832bQ/mOGryQghfV+vV5neY2cr3mb1H0g5Jf8oL0Hrigfbnt7b/fHicmd0taVDSdAjhRs8nK7jQuoLGR9X6W7J3rrj7ne3bP9LruYrIzF6t1sL8L2otzG5/u89ltDvEZbR9MLN3qXUhh7qk39XN38/x0yxq+TGz+9U6RYPLaPeImT1TrR9Wnibpf6p1GsDz1Hqbs2+qdXXGS/lNWAxm1ifpL9X625ZvqfW3LVckPV+tLq5LemkI4VReM6am/YPikfa/HlDrv/UDal3FV5KmQggfbT/2lvZ9z1HrB82/bT9+6TLaLwkhXO/d9OlYaw/ty2g/qNa7XX1C3z+9bLlvhJtcBj0PLM3rYGZDar3I44VqXTb4nKQPhBA+metgBbJsIXsyP3C9e/QOS3M+2hdleLekH5f0w5IuqbW0vTuE8K08ZyuS9nuXv0XSqKQfVeuUjctqnUbz3hDCV3IcLzlr+DNhIoRw17LHVyW9S61fet2q1nv7f0qtizNd69qgiVtrD2b2Ut3knP8VvhxCeOnGTLY+LM0AAABABOc0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABH/H07ZOEgrnXb8AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "# points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 7.400e-06m\n", + "Unit Disk Radius: 1.189\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# detuning_final = 20e6 # rad/sec\n", + "detuning_final = 33e6 # rad/sec\n", + "unitdisk_radius = np.sqrt(np.sqrt(2)) # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "if points.size > 12:\n", + " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/4f7d975e-0712-4257-9a6d-84e15d006966')\n" + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"lieb_lattice_4x5_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"lieb_lattice_4x4_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 36.8900\n", + "Average post-processed IS size: 35.8776\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"lieb_lattice_4x4_mis.json\"\n", + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a9da1721-e2a3-4f2f-9cf1-45ed2be11998", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/lieb_lattice_4x4_mis.json b/work/lieb_lattice_4x4_mis.json new file mode 100644 index 00000000..73b4a6e4 --- /dev/null +++ b/work/lieb_lattice_4x4_mis.json @@ -0,0 +1,17604 @@ +{ + "measurements": [ + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, 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deletions(-) diff --git a/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb b/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb index 3212f059..1880b47f 100644 --- a/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb +++ b/work/.ipynb_checkpoints/square_lattice-checkpoint.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", "metadata": {}, "outputs": [], @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "id": "731287c5-8f76-41b0-967e-cd23924dfa01", "metadata": {}, "outputs": [], @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", "metadata": {}, "outputs": [ @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", "metadata": {}, "outputs": [], @@ -151,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", "metadata": {}, "outputs": [], @@ -172,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", "metadata": {}, "outputs": [ @@ -289,7 +289,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -313,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", "metadata": {}, "outputs": [ @@ -323,24 +323,97 @@ "text": [ "Unit Disk Radius: 0.8408964152537146\n", "Minimum Radius: 0.7071067811865476\n", - "Maximum Radius: 1.0\n" - ] - }, - { - "ename": "NameError", - "evalue": "name 'post_dict' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[7], line 6\u001b[0m\n\u001b[1;32m 4\u001b[0m figure \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39mfigure()\n\u001b[1;32m 5\u001b[0m axes \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplot(\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m----> 6\u001b[0m \u001b[43mvisualize_graph\u001b[49m\u001b[43m(\u001b[49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgraph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpoints\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 8\u001b[0m x0, y0 \u001b[38;5;241m=\u001b[39m (\u001b[38;5;241m1\u001b[39m,\u001b[38;5;241m0\u001b[39m)\n\u001b[1;32m 9\u001b[0m angles \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mlinspace(np\u001b[38;5;241m.\u001b[39mpi\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m,np\u001b[38;5;241m.\u001b[39mpi,\u001b[38;5;241m1001\u001b[39m)\n", - "File \u001b[0;32m~/2023_Quera/work/iquhack_utils.py:37\u001b[0m, in \u001b[0;36mvisualize_graph\u001b[0;34m(ax, graph, pos_dict, node_colors)\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[38;5;66;03m# pos_dict = {a:positions[a] for a in range(positions.shape[0])}\u001b[39;00m\n\u001b[1;32m 36\u001b[0m nx\u001b[38;5;241m.\u001b[39mdraw_networkx_edges(graph,pos_dict,width\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m10\u001b[39m\u001b[38;5;241m/\u001b[39mnp\u001b[38;5;241m.\u001b[39msqrt(\u001b[38;5;28mlen\u001b[39m(graph\u001b[38;5;241m.\u001b[39mnodes)),ax\u001b[38;5;241m=\u001b[39max)\n\u001b[0;32m---> 37\u001b[0m nx\u001b[38;5;241m.\u001b[39mdraw_networkx_nodes(graph,pos_dict, nodelist\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mlist\u001b[39m(\u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(\u001b[43mpost_dict\u001b[49m))),node_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1225\u001b[39m\u001b[38;5;241m/\u001b[39mnp\u001b[38;5;241m.\u001b[39msqrt(\u001b[38;5;28mlen\u001b[39m(graph\u001b[38;5;241m.\u001b[39mnodes)),node_color\u001b[38;5;241m=\u001b[39mnode_colors,ax\u001b[38;5;241m=\u001b[39max)\n\u001b[1;32m 38\u001b[0m \u001b[38;5;28mprint\u001b[39m(pos_dict)\n", - "\u001b[0;31mNameError\u001b[0m: name 'post_dict' is not defined" + "Maximum Radius: 1.0\n", + "[[0. 0. ]\n", + " [1. 0. ]\n", + " [2. 0. ]\n", + " [3. 0. ]\n", + " [4. 0. ]\n", + " [5. 0. ]\n", + " [6. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [2. 1. ]\n", + " [3. 1. ]\n", + " [4. 1. ]\n", + " [5. 1. ]\n", + " [6. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [2. 2. ]\n", + " [3. 2. ]\n", + " [4. 2. ]\n", + " [5. 2. ]\n", + " [6. 2. ]\n", + " [0. 3. ]\n", + " [1. 3. ]\n", + " [2. 3. ]\n", + " [3. 3. ]\n", + " [4. 3. ]\n", + " [5. 3. ]\n", + " [6. 3. ]\n", + " [0. 4. ]\n", + " [1. 4. ]\n", + " [2. 4. ]\n", + " [3. 4. ]\n", + " [4. 4. ]\n", + " [5. 4. ]\n", + " [6. 4. ]\n", + " [0. 5. ]\n", + " [1. 5. ]\n", + " [2. 5. ]\n", + " [3. 5. ]\n", + " [4. 5. ]\n", + " [5. 5. ]\n", + " [6. 5. ]\n", + " [0. 6. ]\n", + " [1. 6. ]\n", + " [2. 6. ]\n", + " [3. 6. ]\n", + " [4. 6. ]\n", + " [5. 6. ]\n", + " [6. 6. ]\n", + " [0.5 0.5]\n", + " [1.5 0.5]\n", + " [2.5 0.5]\n", + " [3.5 0.5]\n", + " [4.5 0.5]\n", + " [5.5 0.5]\n", + " [0.5 1.5]\n", + " [1.5 1.5]\n", + " [2.5 1.5]\n", + " [3.5 1.5]\n", + " [4.5 1.5]\n", + " [5.5 1.5]\n", + " [0.5 2.5]\n", + " [1.5 2.5]\n", + " [2.5 2.5]\n", + " [3.5 2.5]\n", + " [4.5 2.5]\n", + " [5.5 2.5]\n", + " [0.5 3.5]\n", + " [1.5 3.5]\n", + " [2.5 3.5]\n", + " [3.5 3.5]\n", + " [4.5 3.5]\n", + " [5.5 3.5]\n", + " [0.5 4.5]\n", + " [1.5 4.5]\n", + " [2.5 4.5]\n", + " [3.5 4.5]\n", + " [4.5 4.5]\n", + " [5.5 4.5]\n", + " [0.5 5.5]\n", + " [1.5 5.5]\n", + " [2.5 5.5]\n", + " [3.5 5.5]\n", + " [4.5 5.5]\n", + " [5.5 5.5]]\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -376,10 +449,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 8.044e-06m\n", + "Unit Disk Radius: 0.841\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "detuning_final = 20e6 # rad/sec\n", "\n", @@ -402,10 +496,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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q941j6vrg3x+++4P/GczfLb77wxszTBydy5Ur87htbTlbdu5l8YzxDs3SI6xtEFSP+l2p2zUkL5v6YOr2C+DqgOoMld27d7tWGJDb1pYxbdzIXk8g88G/P3z3B/8zmL9bfPeHN2e4emU+Y0cM86ZXHdY2CGoI0atU9SogF1iqqu9X1feTHOzE7wlIU4waNcq1Qr8UVjfxZFkD152Zz+gRb56hJur+A+G7P/ifwfzd4rs/vDnD5LEj+PCpefztxR1UvBb9aTzD2gZBH6Oeq6p1Pe7vBOz6oBC4bU0Zk8fk8sFT5rtWMQzDSJtrz8hn5PAc7ljnR686DIJuqNeIyMMicqWIXAn8neRZ397T1tbmWqFPXqzZzbpXXuPaM45g7MjeT0OIsn86+O4P/mcwf7f47g+9Z5g2biQfOmU+f920g227oj0bcljbINCGOjXk50+BZanbz1S11zG5fWPSpEmuFfrktrXlTBydyxWn9t2bjrJ/OvjuD/5nMH+3+O4PfWe47swjGJYj/GhdRbhCgySsbRDG5Vl/UtXPpG5/Drq+sNi5c6drhV4p2dHMIyU7uXplPuNH9X06QFT908V3f/A/g/m7xXd/6DvDYRNGcfnJ8/hjYQ3bG1tCtkqfsLZBoA21iKwQkedFJCYiHSLSJSLNQdYZFvPmRfNQ++3ryhg/cjhXrszrd7mo+qeL7/7gfwbzd4vv/tB/ho+ddQQ5Ivzk8ej2qsPaBkH3qG8HLgPKgNEkBzq5I+A6Q2HLli2uFd7Elp17+Ufxq1y5Mo+Jo/s/uT6K/oPBd3/wP4P5u8V3f+g/w8yJo7nkxDn8fmMNdXtaQ7RKn7C2QdDTXG5U1RNF5EVVPTb12AuqenxglfbDwT4px033vcCal3fy1OdXMXnsCNc6hmEYGVHT1MLZ33mMD62Yz63vPsq1TqC4HEK0RURGAJtE5Nsi8pkQ6gyFqE0xV/FajL+9uIMPn5qXViMdNf/B4rs/+J/B/N3iuz8MnGHO5DG8/4Q5/Oa5auqbo3eWu9fTXO4vXGQ+yWunRwCfASYCP1JVJxfIHcw96pvv38Q/iut46vOrmDbO74H6DcMwutm2ax+rvvs4V52WxxcvXOpaJzCc9KhFZBjwdVVtU9VmVf1vVb3ZVSOdbaL0a3bbrn38ddMOPnTK/LQb6Sj5DwXf/cH/DObvFt/9Ib0M86eO5aLjZvHrZ7fREGsPwSp9DpYe9VPAKlXtGOTrzgd+QHJazF+o6jd7WeYDwK2AAkWqevlA5R6sPerP/+FF/ryplqc+dw6HTfB/WEHDMIyeVLwW47zvPc7HzlzALRcsca0TCC6PUW8F1ovIl0Tk5u5bfy9I9cTvAC4AlgKXicjSA5ZZBHwBWKmqRwGfDsS+H4qKisKusle2N7bwx8IaLj953qAa6aj4DxXf/cH/DObvFt/9If0MC6aP413HzuKeZ6po2jeofl+ghLUNgm6oK4AHU/WM73Hrj5OBclXdmuqJ/xa46IBlPgrcoapNAKpan1XrNDjqqGicgfiTxyvIEeFjZx0xqNdFxX+o+O4P/mcwf7f47g+Dy3DDqoW0dHSxen1lgEaDI6xtEPQQov/d222Al80Gtve4X5N6rCeLgcUisl5ENqR2lYdKebn7Q+11e1r5/cYaLjlxDjMnjh7Ua6Pgnwm++4P/GczfLb77w+AyLJ4xnnccczh3ra9iT2tngFbpE9Y2CKShFpFbs7FMPwwHFgFnkxxQ5eciMqmPeq4TkY0isrGuro6Ghgbq6uqora2lqamJiooKWltbKSkpIZFIUFhYCLx+kkBhYSGJRIKSkhJaW1upqKigqamJ3NxcusurqqoiFotRWlpKPB7fvzuku4zuv8XFxbS3t1NWVkZzczPV1dXU19dTX19PdXU1zc3NlJWV0d7eTnFxca9lFBUVEY/HKS0t5bZHX6FLE1x67JRBZ5o1a9abMtXW1jrPFIvFqKqqGnA7NTc3p7WdopxJVYf03otKJhHJ2ufJRaY5c+YM6b0XlUwtLS1Z+zy5yjRs2LBBvfcuzB/O3vY4//f3FyKRqaurK2ufp/4I5GQyEakBvtffIsBHVfVNZwWIyKnArar69tT9LwCo6jd6LPMT4FlVvTN1fw1wi6o+359XNk8mq6qqIi8vLytlDYX65jbO+PY6LjpuFt++eNmgX+/aP1N89wf/M5i/W3z3h6FluPbujTxf1chTnz+n3/kMwiCb28DFyWQ/543HpA+8jUst0xvPA4tEJD81WMqlwAMHLPMXkr1pRGQayV3hW7OaYADGjRsXZnVv4mdPbCWeUK4/Z+GQXu/aP1N89wf/M5i/W3z3h6FluOnchexp7eSeZ7YFYDQ4wtoGvU9WnCFpHIfu77VxEbkBeJjk5VmrVXWziHwF2KiqD6See5uIlABdwL+r6q5suKdLZ6e7YyQNsXbufbaai5bNYv7UsUMqw6V/NvDdH/zPYP5u8d0fhpbh2DmTOPst0/nlU5VceVoeY0cG0oylRVjbIJLDearqP1R1saouUNWvpR77cqqRRpPcrKpLVfUYVf1t2I6JRCLsKvfziycraYt3cf2qofWmwa1/NvDdH/zPYP5u8d0fhp7hxlWLaNzXwb3Puu1Vh7UNItlQ+8CYMWOc1Nu0r4NfPVPFhcfOYsH0oe92ceWfLXz3B/8zmL9bfPeHoWdYPn8ypy+cxs+eqKS1oyvLVukT1jawhnqINDY2Oql39fpK9nV0cWMGvWlw558tfPcH/zOYv1t894fMMtx07iIaYu3c91x1Fo0GR1jbINCGWkQWi8gaEXkpdf9YEflikHWGxaxZs0Kvc09rJ3etr+KCow9n8YyBxo3pHxf+2cR3f/A/g/m7xXd/yCzDyflTOCV/Cj99ooK2Tje96rC2QdA96p+THOqzE0BVXyR5Frf3VFaGPzrOXeur2Nse54YMe9Pgxj+b+O4P/mcwf7f47g+ZZ/jUuYvY2dzO7zduH3jhAAhrGwTdUI9R1ecOeCwecJ2hsGRJuAPD723rZPX6Ss47cgZHzZqYcXlh+2cb3/3B/wzm7xbf/SHzDKcumMry+ZP58WMVdMTDP7kurG0QdEPdICILSM5whYhcDNQFXGcobNq0KdT67nlmG3taO7np3Mx70xC+f7bx3R/8z2D+bvHdHzLPICLcdO4iduxp44+FNdmRGgRhbYOgp7k8AvgZcBrQBFQCH1LVqsAq7Qdfp7nc1x7njG+v49g5E7nrqpNd6xiGYUQGVeU9d6ynsaWDtf/vbHKH+XmOtLNpLlMzYJ0HTAeWqOrprhrpbBPmpO33PruNxn0d3LhqUdbK9H3Sed/9wf8M5u8W3/0hOxm6e9XbG1v5ywu1WbBKn7C2QVBjffc757Sq9jcOeGD42KNu7ejijG+vY8nh4/n1tae41jEMw4gcqsqFtz1FS0cXj3zmTIZ72Kt20aPuHtP7ROATJKepnA18HDghoDpDpXtmlqC577lqGmLt3HRu9nrTEJ5/UPjuD/5nMH+3+O4P2csgIty4ahGVDft48MXwToMKaxsEfYz6CeCdqro3dX888HdVPTOwSvshmz3qRCJBTk6wv9raOrs46zvryJs6lt997NSslh2Gf5D47g/+ZzB/t/juD9nNkEgoF/zgSbpUefjTZzIsR7JSbv91Zs/f2TFqYAbQ0eN+R+ox7yktLQ28jt9v3M7O5uz3piEc/yDx3R/8z2D+bvHdH7KbISdHuGHVQsrrYzz0Uji96rC2QdAN9T3AcyJyq4jcCjwL3B1wnaGQn58faPkd8QQ/fqyC5fMnc9qCqVkvP2j/oPHdH/zPYP5u8d0fsp/hHcfMZMH0sdy+tpxEIri9xd2EtQ2CPuv7a8BVJC/NagKuUtWvB1lnWOzYsSPQ8v9UWMOOPW3cuGohItnfhRO0f9D47g/+ZzB/t/juD9nPMCzVqy59dS+PvLwzq2X3RljbIOixvucBDcCfU7ddqce8Z8qUKYGV3dmV4I7Hylk2ZyJnLZ4eSB1B+oeB7/7gfwbzd4vv/hBMhncdO4u8qWP44ZoygjwHC8LbBkHv+v478GDqtgbYCjyUzgtF5HwReUVEykXkln6We7+IqIj0ehA+KFpaWgIr+6+bdrC9sZUbVy0KpDcNwfqHge/+4H8G83eL7/4QTIbhw3L45DkL2byjmXWv1Ge9/J6EtQ2C3vV9jKoem7otAk4GnhnodSIyDLgDuABYClwmIkt7WW488CmSx75DJaizLbsSyh3rylk6cwLnHnlYIHVAcP5h4bs/+J/B/N3iuz8El+G9x89mzuTR/GBNeaC96rC2QahbWlULgXRG7TgZKE+NbNYB/Ba4qJflvgp8C2jLnmV65ObmBlLugy/uoLJhHzedG8yx6W6C8g8L3/3B/wzm7xbf/SG4DLnDcvjk2Qsp2r6bJ8saAqkDwtsGQR+jvrnH7bMi8hsgnaPvs4Ge85bVpB7rWfYJwFxV/fsADteJyEYR2VhXV0dDQwN1dXXU1tbS1NRERUUFra2tlJSUkEgk9l/A3j00XGFhIYlEgpKSElpbW6moqKCpqYnt27fTXV5VVRWxWIzS0lLi8ThFRUVvKKP7b3FxMe3t7ZSVldHc3Ex1dTX19fXU19dTXV3N7j17+O4/S1h82FhmJl7rtYyioiLi8TilpaXEYjGqqqqGlGnv3r1vylRbW5v1TM3NzZSVldHe3k5xcXHWMpWUlKS1naKcqbKyckjvvahk2rZtW9Y+Ty4yxWKxrH2eXGR65ZVXAv2OiMp2GmqmBTmvMWviKL7+1xdQ1UAybd26NWuZ+iPoAU/+q8fdOFAF/FFV++0Bp2bZOl9Vr03d/zBwiqrekLqfA6wFrlTVKhF5DPisqvY7mkk2BzyJxWKMGzcuK2V18/cX67j+N4XcdtnxvGtZsBOSB+EfJr77g/8ZzN8tvvtD8BnueaaKL/91M7/56CmctmBa1svPpr/LAU9KVPW/U7evqeq9wLvSeF0tMLfH/Tmpx7oZDxwNPCYiVcAK4IEwTyirqcnulGqJhHLb2jIWTB/LO46ZmdWyeyPb/mHjuz/4n8H83eK7PwSf4QMnzuWw8SP54ZqyQMoPaxsE3VB/Ic3HDuR5YJGI5IvICOBS4IHuJ1V1j6pOU9U8Vc0DNgDvHqhHnU0WLszOvNDdPPLyTkpf3csNqxaGMvRdtv3Dxnd/8D+D+bvFd38IPsOo3GF87KwFbNjayHOVjVkvP6xtEEhDLSIXiMhtwGwR+WGP210kd4H3i6rGgRuAh4GXgftVdbOIfEVE3h2E82DZvHlz1spSVX64poy8qWN417HB7vLuJpv+LvDdH/zPYP5u8d0fwslw+cnzmDZuBLetzX6vOqxtENQ0l8uA44CvAF/u8dReYJ2qNmW90jSI6jSXa0t3cvVdG/n2xcfygRPnDvwCwzAMI21++ngF33iolD998jROmDfZtU6vhH6MWlWLVPVuYIGq3t3j9idXjXS2ydaE4arKD9aUM2fyaN57/OyBX5AlfJ903nd/8D+D+bvFd38IL8OHVsxn8phcbsvyseqw/IPqUd+vqh8QkWLgTRWo6rFZrzQNotijfmLLa1yx+jm+/t5juPyUg2J0VcMwjMhxx7pyvvPwK/zthtM5Zs5E1zpvwsVZ359K/b2Q5FneB968Jxu/pLqPTc+cOIr3Lw+vNw3+/xr33R/8z2D+bvHdH8LNcMWp85kwajg/zOKxaq971FElaj3qpysauPznz/KVi47iilPzXOsYhmEc1Pzfo1v4v0fL+MdNZ7B01gTXOm8g9B61iOwVkeYet709/wZRZ9h0jzaTCT9cU8Zh40c6OYEsG/4u8d0f/M9g/m7x3R/Cz3DVafmMGzmc29dlp1cdln9QJ5ONV9UJPW7je/4Nos6wWbx4cUavf76qkQ1bG/nYWQsYlTssS1bpk6m/a3z3B/8zmL9bfPeH8DNMHJPLlafl8dBLr1K2c2/G5YXlH/ikHCJygojcJCI3isjxQdcXFtXV1Rm9/odrypg2bgSXn+zmBLJM/V3juz/4n8H83eK7P7jJcPXp+YzOHcbt68ozLiss/6An5fgycDcwFZgG3CUiXwyyzrCYMWPGkF/7QnUTT5Y18NEzjmD0iPB705CZfxTw3R/8z2D+bvHdH9xkmDJ2BB8+dT5/K9rB1tf6nwxjIMLyD7pH/UHgJFX9L1X9L5Jjcn844DpDYffu3UN+7W1ry5k8JpcPrZifPaFBkol/FPDdH/zPYP5u8d0f3GX46BlHMGJ4Dnesq8ionLD8g26odwCjetwfyRsn1/CWUaNGDbxQLxTX7GFtaT3XnnEEY0cOz7JV+gzVPyr47g/+ZzB/t/juD+4yTBs3kg+eMp+/bKqlelfLkMsJyz/ohnoPsFlE7hKRO4GXgN3dY38HXHckuW1tGRNGDeeKU931pg3DMA51PnbmEQzLEX70WObHqoMm6C7dn1O3bh4LuL7QaGvrd0rtXnm5rpl/lezk0+ctYvyo3ACs0mco/lHCd3/wP4P5u8V3f3Cb4bAJo7jspLnc+2w1N6xayJzJYwZdRlj+gTbUqfG+D0omTZo06NfcvraccSOHc9Vp+dkXGiRD8Y8SvvuD/xnM3y2++4P7DB87awG/ea6anzxewf+855hBvz4s/6DP+r5QRF4QkcaDbcCTnTt3Dmr5sp17+cdLdVx5Wh4Tx7jtTcPg/aOG7/7gfwbzd4vv/uA+w6xJo7nkxLnc/3wNr+4ZfO84LP+gj1H/H/ARYOrBNuDJvHmDu/759nXljM4dxtWnu+9Nw+D9o4bv/uB/BvN3i+/+EI0MnzhrAQlVfvL44M8AD8s/6IZ6O/CSDnJAcRE5X0ReEZFyEbmll+dvFpESEXlRRNaISOhnZm3ZsiXtZbe+FuNvRTv48Ir5TBk7IkCr9BmMfxTx3R/8z2D+bvHdH6KRYe6UMbz3+Nnc91w19XsH16sOyz/QSTlE5CTgq8DjQHv346r6vX5eMwzYArwVqAGeBy5T1ZIey5wDPKuqLSLyCeBsVf23gXxcTcrx/+4v4u/FO3jyc6uYPn5k6PUbhmEYfVPVsI9V332Ma07P5z/fudSJg4tpLrv5GtBC8lrq8T1u/XEyUK6qW1W1A/gtcFHPBVR1nap2X/y2AZiTVes0SHd6s+pdLfxlUy2Xnzw/Uo2071Pk+e4P/mcwf7f47g/RyZA3bSwXHTebX2+oZlesfeAXpAjLP+iGepaqvi81Mtl/d98GeM1skrvMu6lJPdYX1wAP9fWkiFwnIhtFZGNdXR0NDQ3U1dVRW1tLU1MTFRUVtLa2UlJSQiKRoLCwEHh9AxQWFpJIJCgpKaG1tZWKigqampo4/PDD6S6vqqqKWCxGaWkp8XicoqKi/WX86LFyclA+dtYRFBcX097eTllZGc3NzVRXV1NfX099fT3V1dU0NzdTVlZGe3v7/llZuj26/xYVFRGPxyktLSUWi1FVVTWkTMcff/ybMtXW1qaVqedfV5lEJK3tFOVMkyZNGtJ7LyqZpk6dmrXPk4tMy5cvz9rnyUWmESNGBPodEUam6dOnh/q911+mDx43lbbOLn609pW0M02YMCFrn6d+UdXAbsC3gbcN8jUXA7/ocf/DwO19LPshkj3qkemUvXz5cs0WGzduHHCZ7Y37dMEX/q5f+ktx1urNFun4Rxnf/VX9z2D+bvHdXzV6Ga6/t0CXfukhbYy1p7V8Nv2BjdpH2xX0Meq9wFiSx6c7AUn+Nuj7zG8RORW4VVXfnrr/BZIv+sYBy50H3Aacpar16fiEfYz6i38p5nfPb+fxfz+HWZNGh1avYRiGMXheeXUvb/+/J7hp1UJufttbQq3b2TFqTV6OlaOqozX9y7OeBxaJSL6IjAAuBR7ouUBqusyfAu9Ot5HONt27RPri1T1t3P98DRcvnxvJRnog/6jjuz/4n8H83eK7P0Qvw1sOH8/5Rx3Oneur2NPaOeDyYfmHMR/1ZBE5WUTO7L71t7yqxoEbgIeBl4H7VXWziHxFRN6dWuw7wDjg9yKySUQe6KO4wDjqqKP6ff4nj1eQUOWTZy8IyWhwDOQfdXz3B/8zmL9bfPeHaGa48dyF7G2Pc/fTVQMuG5Z/0COTXQs8QbLR/e/U31sHep2q/kNVF6vqAlX9WuqxL6vqA6n/z1PVGap6XOr27v5LzD7l5X0P5F6/t437nqvmvcfPZu6UwY8fGwb9+fuA7/7gfwbzd4vv/hDNDEfNmsh5Rx7GL5+qJNYe73fZsPyD7lF/CjgJ2Kaq5wDHA7sDrjMU5szp+4qwnz+xlc6uBNefszBEo8HRn78P+O4P/mcwf7f47g/RzXDjqkXsae3knmeq+l0uLP+gG+o2VW0DEJGRqloKhHuEPiAaGhp6fXxXrJ1fb6jmouNmkzdtbMhW6dOXvy/47g/+ZzB/t/juD9HNsGzuJM5aPJ1fPFlJS0ffveqw/INuqGtEZBLwF+AREfkrsC3gOkNh3LhxvT7+i6cqaYt3Rbo3DX37+4Lv/uB/BvN3i+/+EO0MN527iMZ9Hdy7obrPZcLyD/qs7/eq6m5VvRX4EvBL4D1B1hkWnZ1vPiNwd0sH9zxdxTuPmcnCw6L7BoTe/X3Cd3/wP4P5u8V3f4h2huXzJ7Ny4VR++sRW2jq7el0mLP/Az/ruRlUfV9UHNDksqPckEok3Pbb6qUr2dXRx46pFDowGR2/+PuG7P/ifwfzd4rs/RD/DTasW0RBr577neu9Vh+UfWkN9sDFmzBvP5t7T2smdT1dx/lGH85bDBxrO3D0H+vuG7/7gfwbzd4vv/hD9DKccMZWT86fwk8creu1Vh+VvDfUQaWxsfMP9u5+uYm9bnBtWRfvYdDcH+vuG7/7gfwbzd4vv/uBHhptWLWJnczu/L6h503Nh+VtDPURmzZq1//9Ye5xfPlXJeUcextGzJzq0Sp+e/j7iuz/4n8H83eK7P/iRYeXCqZwwbxI/eayCjvgbd3WH5W8N9RCprKzc//89zySHm/Ph2HQ3Pf19xHd/8D+D+bvFd3/wI4OIcOO5i6jd3cqfCt/Yqw7LP9BJOaJGNiflSCQS5OTk0NIR5/RvreOY2RO5++qTs1J2GHT7+4rv/uB/BvN3i+/+4E8GVeWiO9bT1NLB2v93NrnDks7Z9Hc2KcfBzKZNmwC4d0M1jfs6uOlcP45Nd9Pt7yu++4P/GczfLb77gz8ZRIQbVy1ie2Mrf920Y//jYflbjzoD2jq7OP1b63jL4eO499oVWSvXMAzDiBaqyjt++BRtnV08evNZDMuRrJZvPeoAKCgo4L7nqmmItXt1bLqbgoIC1woZ4bs/+J/B/N3iuz/4lUFEuGnVQiob9vHgi8ledVj+1qMeIm2dXZz1nXXMnzqW+z92albKNAzDMKJLIqGc/4MnSCj869NnkpPFXrWXPWoROV9EXhGRchG5pZfnR4rI71LPPysieWH6fe/PT7OzuZ2bPOxNAxQWFrpWyAjf/cH/DObvFt/9wb8MOTnCDasWUV4f46GXXg3NP5I9ahEZBmwB3grUAM8Dl6lqSY9lPgkcq6ofF5FLgfeq6r/1V262etTPbt3FtfdsZObEUTz86TMRye6xijDw5WzLvvDdH/zPYP5u8d0f/MzQlVDe+v3H6epSLl4+m9MWTmf5/MkZl+tjj/pkoFxVt6bGBv8tcNEBy1wE3J36/w/AuRJCi1mwrYkP/fJZ9rbFqWrYR2H17qCrDITS0lLXChnhuz/4n8H83eK7P/iZYViOcOExM9nW2ML3Hinjg7/YQMG2pkDrjGpDPRvY3uN+TeqxXpdR1TiwB5h6YEEicp2IbBSRjXV1dTQ0NFBXV0dtbS1NTU1UVFTQ2tpKSUkJiURi/66M7pMECgsLSSQSlJSU0Nrayt+f30JnV3IvRDyhrH2pmqqqKmKxGKWlpcTjcYqKit5QRvff4uJi2tvbKSsro7m5merqaurr66mvr6e6uprm5mbKyspob2+nuLi41zKKioqIx+OUlpYSi8WoqqoaUqb58+fvz1RRUUFTUxO1tbV0r6OoZ9q3b1+/28mHTDk5OYN670UtU25ubsafJ5eZ8vPzs/Z5cpGpvb090O+IMDKNGDEi1O+9bGVqbHgNAAU64wkeLqzI+PPUH1Hd9X0xcL6qXpu6/2HgFFW9occyL6WWqUndr0gt0+dM3tnY9V2wrYnLf76BzniCEbk53Hvtiqzs9gibiooKFixY4FpjyPjuD/5nMH+3+O4P/mYo2NbEZT/fQLwrwYjh2WkH+tv1PTyjkoOjFpjb4/6c1GO9LVMjIsOBicCuoMWWz5/Mbz66gnWbazjnqDleNtIAU6ZMca2QEb77g/8ZzN8tvvuDvxmWz5/MfSG2A1Hd9f08sEhE8kVkBHAp8MAByzwAfCT1/8XAWg1p98Dy+ZO5bNkUbxtpgJaWFtcKGeG7P/ifwfzd4rs/+J0hzHYgkj1qVY2LyA3Aw8AwYLWqbhaRrwAbVfUB4JfAr0SkHGgk2ZiHhm9nKh6I+bvH9wzm7xbf/cH/DGH5R7KhBlDVfwD/OOCxL/f4vw24JGyvbnJzc11VnRXM3z2+ZzB/t/juD/5nCMs/kieTBYWIvAZsy1Jx04A+T1zzAPN3j+8ZzN8tvvuD/xmy6T9fVaf39sQh1VBnExHZ2NcZej5g/u7xPYP5u8V3f/A/Q1j+fh8gMAzDMIyDHGuoDcMwDCPCWEM9dH7mWiBDzN89vmcwf7f47g/+ZwjF345RG4ZhGEaEsR61YRiGYUQYa6gNwzAMI8JYQ20YhmEYEcYaasMwDMOIMNZQG4ZhGEaEsYbaMAzDMCKMNdSGYRiGEWGsoTYMwzCMCGMNtWEYhmFEmEOuoRaR1SJSLyIvpbHs90VkU+q2RUR2h6BoGIZhGPs55IYQFZEzgRhwj6oePYjX3Qgcr6pXByZnGIZhGAdwyPWoVfUJoLHnYyKyQET+KSIFIvKkiCzp5aWXAfeFImkYhmEYKYa7FogIPwM+rqplInIK8CNgVfeTIjIfyAfWOvIzDMMwDlEO+YZaRMYBpwG/F5Huh0cesNilwB9UtStMN8MwDMM45Btqkrv/d6vqcf0scylwfTg6hmEYhvE6h9wx6gNR1WagUkQuAZAky7qfTx2vngw840jRMAzDOIQ55BpqEbmPZKP7FhGpEZFrgA8C14hIEbAZuKjHSy4FfquH2unxhmEYRiQ45C7PMgzDMAyfOOR61IZhGIbhE9ZQG4ZhGEaEOaTO+p42bZrm5eVlpayOjg5GjBiRlbJcYP7u8T2D+bvFd3/wP0M2/QsKChpUdXpvzx1SDXVeXh4bN27MSlmxWIxx48ZlpSwXmL97fM9g/m7x3R/8z5BNfxHZ1tdz3u76FpG5IrJOREpEZLOIfCrM+hsaGsKsLuuYv3t8z2D+bvHdH/zPEJa/zz3qOPD/VLVQRMYDBSLyiKqWhFG5z78CwfyjgO8ZzN8tvvuD/xnC8ve2oVbVOqAu9f9eEXkZmA2E0lB3dnaGUU1gmL97fM9g/m6Jqv9jr9Tz6Mv1HD17AksOn9Dvsg0Nu5nW6mczVPpqM0Vbd3LximEsnz850Lr8XEMHICJ5wPHAs2HVmUgkwqoqEMzfPb5nMH+3RM2/9NVmvvPPV1hTWj/IV74SiE9Y/PmlBu69dkWgjbX3DXVqUo0/Ap9ODQd64PPXAdcBzJo1i4aGBjo7O0kkEowZM4bGxkZmzZpFZWUlS5YsYdOmTZxwwgkUFBSwfPlyCgsLOe644ygtLSU/P58dO3YwZcoUYrEYdXV15ObmEovFmDZtGjU1NSxcuJDNmzezbNmy/WV0/y0uLmbx4sVUV1czY8YMdu/ezahRowBoa2tj0qRJ7Ny5k3nz5rFlyxaOOeaYN5VRVFTEUUcdRXl5OXPmzKGhoYFx48YNOlNeXh4lJSVvyNTS0kJOTo4XmbZv387s2bMH3E5RztTU1MSUKVMG/d6LSqY9e/YwcuTIrHyeXGQ64ogjsvZ5cpGprq7uDZ+BbH9HpJNpytSp/HnDFh6u7ODprY0Mz5HXv3uB950wm6MndDB79mzqX6tn8qTJxPbFGJGbPFO6ee9epk2dStPuJg6bfhi1tbXk5eVRVl7OooUL9//dWrmV+fPms6NuB9OmTaN5TzOjRo+mKx4nocrIkSOJ7d3LlKlT2PnqTubMncPWrVtZuOD1MsoryjniiCOo2V7DjMNn0LirkXHjx9Pe3k6OCMOGD6ettZUJEyfQ0NDArJmz2Fa9jSPyj3iTz68eL2Fd5T4U6IwneLiwgrmj52X0eeq3nfN5ZDIRyQUeBB5W1e8NtPyJJ56o2Trru6KiggULFmSlLBeYv3t8z2D+bnHpH2uP88eCGu5cX0nVrhZmThzFFafmsXTmeD726wI64wlyh+cM2NP0dRsUbGvig7/YQEc8wYg0cqaDiBSo6om9PudrQy3JOSnvBhpV9dPpvCabDXVrayujR4/OSlkuMH/3+J7B/N3iwn97Ywt3P13F757fzt72OMfPm8TVK/M5/+jDyR2WvIioYFsTG7buYsURUwdsvHzeBgXbmnjqlVc5/S2HZ2W3d38NtbeXZwErgQ8Dq0RkU+r2jrAqr6ysDKuqQDB/9/iewfzdEpa/qvJcZSMf/1UBZ31nHXc+XcXZSw7jT588jT9/ciXvWjZrfyMNsHz+ZK4/Z2FajZfP22D5/Mm8dY4GfiIZeNyjHgrZ7FEnEglycvz9nWP+7vE9g/m7JWj/jniCB1/cwer1lbxU28ykMblcdvI8rjh1PjMnZqcXbNvgdQ7WHrVTNm3a5FohI8zfPb5nMH+3BOXfEGvnh2vKWPmttdx8fxFtnQm+/t5jeOaWc/n8+Uuy1kiDbYN0sR61YRiGwct1zdy5vpK/bNpBRzzB2W+ZztUr8zlj0TSSpwQZQWI96gAoKChwrZAR5u8e3zOYv1uy4Z9IKI+W7OTyn2/ggh88yd+K6vjAiXN49OazuOuqkzlz8fRAG2nbBulhPWrDMIxDjFh7nD9s3M6dT1exLXV51UdOy+PSk+YyaYy/s1n5jPWoA6CwsNC1QkaYv3t8z2D+bhmK//bGFr76YAmnfn0Nt/6thKljR3D75cfzxOfO4eNnLQi9kT4Ut8FQsB71ELGzFd3iuz/4n8H83ZKuf/flVavXV/JIyU5yRHjHMTO5amUex88L/tKi/jhUtkE6WI86AEpLS10rZIT5u8f3DObvloH82+Nd/LGghgtve4p/+9kGnq1s5BNnL+Cpz6/ih5cd77yRhoN/G2QL61EPEZ9H1AHzjwK+ZzB/t/Tl3xBr594N1fxqwzYaYu0sOmwcV5+ez3uOm83oEcMcmPbNwboNhoL1qANgx44drhUywvzd43sG83fLgf4lO5r5998Xcdo31vL9R7dwzOwJ/Oqak/nXZ87kspPnRa6RhoNvGwSF97NnuWLKlCmuFTLC/N3jewbzd8uUKVPoSihrS+tZ/VQlz2zdxejcYfzbSXO5cmUeC6aPc604IAfDNggDa6iHSEtLC5Mnuz/GM1TM3z2+ZzB/d+xt6+Sup7fx582bqG5sYdbEUXzhgiVcetI8Jo7Jda2XNj5vAwjP3xrqIeLzmYpg/lHA9wzmHz7Vu1q46+kq7t+4nVh7nOXzJ/P585fw9qNmMHyYf3l83AY9CcvfGuohkpvrz6/W3jB/9/iewfzDQVV5trKR1U9V8sjLOxkmwoXHzuS9R03mrGPyXOtlhC/boC/C8reGeojEYjGmTZvmWmPImL97fM9g/sHSHu/ib0V1rH6qkpK6ZiaPyeX6sxfyoRXzOXziKKqqqlwrZkzUt8FAhOVvDfUQ8fnNBeYfBXzPYP7B8Nredu59dhu/3rCNhlgHi2eM45vvO4b3HD+bUbmvn7kdVf/B4HuGsPwDa6hF5IQ0FutU1eKgHIKkpqaGJUuWuNYYMubvHt8zmH922bxjD3eur+KBTTvo6EqwaslhXL0yn5ULp/Y6MUbU/IeC7xnC8g9swBMR2Qs8D/Q39Uq+quYFItAL2RzwJB6PM3y4vzskzN89vmcw/8zpSiiPvryTO9dXsmFrI6Nzh3HJiXO48rQ8jhjg8qoo+GeK7xmy6e9qwJPnVXWVqp7T1w3YGmD9gbJ582bXChlh/u7xPYP5D529bZ388qlKzv7fdXzsVwVsb2zlP96xhA1fOJevXHT0gI00+L/+wf8MYfnbEKKGYRghsW3XPu56uorfb6wh1h7nxPmTufr0fN621M/Lq4zs4XQIURFZKSJjU/9/SES+JyLzg643aGzCc7f47g/+ZzD/9FBVnqnYxUfv2cjZ//sYv3pmG+cdeRh/vX4lf/jEabzjmJlDaqR9X//gf4aw/APvUYvIi8Ay4FjgLuAXwAdU9axAK+4F61EbhhEWbZ1d/K1oB6vXV/FyXTNTxo7g8pPn8eFT5zNjwijXekbEcD0pR1yTvwYuAm5X1TuA8ZkWKiKrRaReRF7K2HAI2C9Bt/juD/5nMP/eqd/bxvcf2cLp31rLv//hRRIJ5VvvP4anb1nFZ9/+lqw10r6vf/A/w8HUo34c+CdwFXAmUA8UqeoxGZZ7JhAD7lHVo9N5jfWoDcMIipdqk5dX/a0oeXnVuUsO4+rT8zltQe+XVxlGT1z3qP8NaAeuUdVXgTnAdzItVFWfABozLWeoFBd7efn3fszfPb5nMP/k5VX/fOlVPvDTZ7jwtqd46KU6Ljt5Lmv/31n88sqTWLlwWmCNtO/rH/zPEJZ/YA21iDwsIp8BJqnq91T1SQBVrVbVe4KqtxeP60Rko4hsrKuro6Ghgbq6Ompra2lqaqKiooLW1lZKSkpIJBIUFhYCr+/SKCwsJJFIUFJSQmtrKxUVFTQ1NTF+/Hi6y6uqqiIWi1FaWko8HqeoqOgNZXT/LS4upr29nbKyMpqbm6murqa+vp76+nqqq6tpbm6mrKyM9vb2/W+AA8soKioiHo9TWlpKLBajqqpqSJkWLlz4pky1tbXeZGpra0trO0U504gRI4b03otKptGjR2ft8+Qi0+LFi4f8eWpu6+TW+57g7P9dx8d/XUBtUyvXLp/Cus+cxhVHj2by8M7AM3V1dQX6HRHGdho7dmyo33vZzjR8+PCsfZ76I8gBTw4Hzk/dFgPPktwF/qiq7stSHXnAgy52fZeVlbFo0aKslOUC83eP7xkORf+qhu7Lq7azr6OLk/Imc/XKfN7q4PIq39c/+J8hm/797foObEiY1G7uu4C7RCQHOAW4APiciLQC/1LVbwdVf9DMmDHDtUJGmL97fM9wqPirKs9s3cXqp6pYU7qT4TnChcfO4qqVeRw7Z1Kwkv3g+/oH/zOE5R/K2G2qmgCeSd2+LCLTgLeHUXdQ7N69mwkTJrjWGDLm7x7fMxzs/m2dXTxQtIPVT1VS+upepowdwY3nJGevOiwCl1f5vv7B/wxh+Qc5KcdtQJ/71VX1pgzLvw84G5gmIjXAf6nqLzMpczCMGuX+g5oJ5u8e3zMcrP71e9v49YZq7t2wjV37Olhy+Hi+/f5jefdxs94we5VrfF//4H+GsPyD7FF3HwxeCSwFfpe6fwlQkmnhqnpZpmUYhmF081LtHlY/VcnfXtxBPKHJy6tW5nOqXV5lOCbIY9R3A4jIJ4DTVTWeuv8T4Mmg6g2L7rOOfcX83eN7hoPBvyuhPFKyk9XrK3muspExI4bxwVPm85HT8sifNta1Yr/4vv7B/wxh+YdxjHoyMIHXr3kel3rMayZNmuRaISPM3z2+Z/DZv7mtkwdeifHb+9ZR09TK7Emj+eI7j+SSE+cycXSua7208Hn9d+N7hrD8w2iovwm8ICLrSM5NfSZwawj1BsrOnTu9PgnC/N3jewYf/Q+8vOrkvCl88Z1Hct6R/s1e5eP6PxDfM4TlH8o0l6lrqk9J3X02delW6GTzOur29nZGjhyZlbJcYP7u8T2DL/7ds1etXl/JmtJ6hucI71o2iw+dNJsT8qe71hsyvqz//vA9Qzb9XQ8hCskhROuAJmBxapxur9myZYtrhYwwf/f4niHq/m2dXdz//HYu+MGTXP6LZ3mhejc3rlrE+s+v4nsfOI7cmJP+QtaI+vpPB98zhOUfxqQc1wKfIjnG9yZgBfCMqq4KtOJesEk5DOPgp765jV9v2Ma9z1bvv7zq6tPzefeyaF1eZRg9cd2j/hRwErBNVc8Bjgd2h1BvoNj0bG7x3R/8zxA1/+KaPdz8u02s/NZabltXzvHzJvObj57CQ586gw+cOPdNjXTU/AeL7/7gf4aDaZrL51X1JBHZBJyiqu0isllVjwq04l6wHrVhHFzEuxL7L696vqqJsSOGccmJc7nytDzyIn55lWH0xHWPukZEJgF/AR4Rkb8C20KoN1Dsl6BbfPcH/zO49N/T2snPn9jKWd95jE/cW0jdnja++M4jeeY/zuXWdx+VViNt6989vmc4aHrUb6hM5CxgIvBPVe0IreIU1qM2DL+pbNjHXesr+X1BDS0dXZySP4WrT8/nvCNnMCzHRg8z/MVZj1pEholIafd9VX1cVR9w0Uhnm+55Sn3F/N3je4aw/FWV9eUNXHPX86z67mPc99x2Ljh6Jg/eeDq/+9ipvP2ow4fUSNv6d4/vGcLyD+MY9V+BG1W1OtCK0iCbPep4PM7w4aFMPhYI5u8e3zME7d/W2cVfN9Wy+qkqXtm5l6ljR/ChFfP54Ip5HDY+88kQbP27x/cM2fR3fYx6MrBZRNaIyAPdtxDqDZTy8nLXChlh/u7xPUNQ/jub2/juv17htG+u5fN/LCYnR/jOxcey/pZVfOati7PSSIOt/yjge4aw/MP4KfOlEOoInTlz5rhWyAjzd4/vGbLt/2LNblY/Vcnfi+uIJ5TzjpzB1SvzWXHElEBmr7L17x7fM4TlH3hDraqPB12HCxoaGhg3bpxrjSFj/u7xPUM2/ONdCf5VspPVT1WycVsT40YO50Mr5nPlaXnMnxrs5VW2/t3je4aw/ANrqEXkQVW9MNNloorPby4w/yjge4ZM/Pe0dvK756u5++lt1O5uZe6U0XzpwqV84MQ5jB8VzuxVh/L6jwq+ZwjLP8ge9ekDHIsWYGmA9QdKZ2ena4WMMH/3+J5hKP5bX4tx19NV/CF1edWKI6bw5XctdXJ51aG4/qOG7xnC8g+yob4ojWW8vUwrkUi4VsgI83eP7xnS9U9eXpWcvWptaT0jhuXw7uNmcdXKPI6aNTFgy745VNZ/lPE9Q1j+gTXUB+ux6W7GjBnjWiEjzN89vmcYyL+ts4u/vFDL6vWVbNkZY9q4EXz6vEV88JT5TB/vfmrDg339+4DvGcLy9/cCNsc0NjYyefJk1xpDxvzd43uGvvxf3dPGrzZU8Ztnq2lq6WTpzAn87yXLeNeymYwcHp3Zqw7W9e8TvmcIy9/rhlpEzgd+AAwDfqGq3wyr7lmzZoVVVSCYv3t8z3Cgf9H23axeX8nfX6yjS5W3HjmDq0/P55T8YC6vypSDbf37iO8ZwvIPY8CTQBCRYcAdwAUkT0q7TERCOzmtsrIyrKoCwfzd43uGyspK4l0J/v5iHe//8dNcdMd61rxczxWn5vH4Z8/hZ1ecyIojpkaykYaDY/37ju8ZwvIPYwjRYuDASvYAG4H/UdVdQyz3VOBWVX176v4XAFT1G329JptDiCYSCXJyvP2dY/4RwOcMe1o6ue+5bdzzzDZ27Glj3pQxXHlaHpeEeHlVpvi8/sF/f/A/Qzb9XQ8h+hDwd+CDqdvfSDbSrwJ3ZVDubGB7j/s1qcdCYdOmTWFVFQjm7x4fM1S8FuNLf3mJFd9Ywzf/+Qrzp47l51ecyLrPns3Vp+d700iDn+u/J777g/8ZwvIPo6E+T1W/oKrFqdt/Amep6reAvKArF5HrRGSjiGysq6ujoaGBuro6amtraWpqoqKigtbWVkpKSkgkEhQWFgKvzzNaWFhIIpGgpKSE1tZWKioqaGpqYsaMGXSXV1VVRSwWo7S0lHg8vn9Gle4yuv8WFxfT3t5OWVkZzc3NVFdXU19fT319PdXV1TQ3N1NWVkZ7ezvFxcW9llFUVEQ8Hqe0tJRYLEZVVdWQMh133HFvylRbW+tNpm4G2k5RzjRx4sQhvffCzrRx40aeLHuN9/9wDed+93F++9w23r50Or+4eAG3vW8hR09O8Grdjow+Ty620wknnJC1z5OLTLm5uYF+R4SRadq0aaF+72U70/jx47P2HdEfYez6LgI+qqrPpe6fRPLEr2Ui8oKqHj/Ecp3u+i4oKGD58uVZKcsF5u+eqGdo7ejiL5tqWf1UJWX1MaaNG8mHV8zn8lPmMX38yMj7D4T5u8f3DNn072/XdxgN9UnAamAcydHImoFrgc3AO1X1/iGWOxzYApwL1ALPA5er6ua+XpPNhtowDlZe3dPGPc9U8Zvnqtnd0slRsyZw9cp8LozY5VWGcTDh9Bi1qj6vqscAxwHLVPVYVX1OVfcNtZFOlRsHbgAeBl4G7u+vkc423btVfMX83RO1DJu27+am+17g9G+t5cePV3BK/hR+d90KHrzxdN6/fM6bGumo+Q8W83eP7xnC8g+jRz0SeD/J49H7r9tW1a8EWnEv2Fnfr2P+7olChnhXgn9ufpXVT1VSWL2b8SOH84GT5vKRU/OYN7X/UZei4J8J5u8e3zMcTGd9/5XkuN9xYF+Pm9eUlpa6VsgI83ePywy7Wzr4yeMVnPntddzwmxfYta+DW9+1lGf+41y+dOHSARtp8H8bmL97fM8Qln8YPeqXVPXoQCtJk2z2qFtbWxk9enRWynKB+bvHRYby+hh3PV3JHwtqae3s4rQFU7l6ZT7nLDls0LNX+b4NzN89vmfIpr/rHvXTInJMCPWEyo4dO1wrZIT5uyesDKrKE1te48o7n+O87z3O/RtreNeymTz0qTP4zUdXcN7SoU0x6fs2MH/3+J4hLP8wxvo+HbhSRCqBdpJnfquqHhtC3YExZcoU1woZYf7uCTpDa0cXf07NXlVeH2P6+JHc/NbFXH7KPKaNy3z2Kt+3gfm7x/cMYfmH0VBfEEIdodPS0uL1rC/m756gMtTtaeWeZ7ZxX4/Lq773gWW889jsXl7l+zYwf/f4niEs/8AaahGZoKrNwN6g6nCJz2cqgvlHgWxneKG6idXrq/hHcR2qytuWHs7Vp+dzUt7kQCbG8H0bmL97fM8Qln+QPerfABcCBSQn5ej5TaHAEQHWHTjdw/f5ivm7JxsZOrsS/POlV1m9vpIXUpdXXXVaHh85LY+5U4Kd1N73bWD+7vE9Q1j+gTXUqnph6m9+UHW4JBaLMW3aNNcaQ8b83ZNJht0tHdz33HbueaaKuj1t5E0dw3+/+yjev3wO40aGM82879vA/N3je4aw/EP5RIvIbGA+bxzw5Ikw6g4Kn99cYP5RYCgZyuv3cuf6Kv5YWENbZ4KVC6fyP+85mnPechg5QzhzOxN83wbm7x7fM4TlH/gOdhH5FrAe+CLw76nbZ4OuN2hqampcK2SE+bsn3QyqyuNbXuMjq5/jvO89we8Larho2Wz++ekzuPfaFZx75IzQG2nwfxuYv3t8zxCWfxgDnrwCHKuq7YFWlAbZHPAkHo8zfHg4uxiDwPzdM1CGlo44fyqs5c71lVS8to/p40dyRWr2qqlZuLwqU3zfBubvHt8zZNPf9YAnWwG/zxjohc2bQ5v/IxDM3z19Zdixu5VvPlTKqd9Yyxf/8hKjRwzj+/+2jPWfX8WN5y6KRCMN/m8D83eP7xnC8g+jR/1HYBmwhuSAJwCo6k2BVtwLNs2lEWUKq5tY/VQlD730KqrK249KXl514vxgLq8yDCM6uO5RPwB8FXia5KVa3TevKSjwO4L5u6egoIDOrgQPFO3gPXes530/eprHt7zG1SvzePzfz+HHH1rOSXlTIttI+74NzN89vmcIyz/wHnWUsB61ERWa9nVw3/PV3PP0Nl5tbiN/2liuWpnH+0+Yw9iQLq8yDCM6OO1Ri0iliGw98BZ0vUFjvwTd4qt/2c69/Mefizn1m2v49j9fYeFh41h95Ymsufksrjg1z6tG2tdt0I35u8f3DAdNj1pEpva4Owq4BJiiql8OtOJesB614YJEQnm87DXuXF/FE1teY8TwHN53/GyuXJnHksMnuNYzDCMCOO1Rq+quHrdaVf0/4J1B1xs0xcXFrhUywvyDp6Ujzq82bOO87z/OVXc+T2ldM59922KeuWUV33z/sXS+ts21Ykb4sA36w/zd43uGsPzD6FGf0ONuDnAi8AlVXRZoxb2QzR51e3s7I0dG4zKZoWD+wbFjdyt3P1PFfc9W09wW59g5E7l6ZT7vOGYmI4a//ts4yhnSwfzd4rs/+J8hm/799ajDOCD23R7/x4FK4AMh1Bso1dXVLFq0yLXGkDH/7KKqFFbvZvX6Sv6Zurzq/KMP5+qV+Szv4/KqqGUYLObvFt/9wf8MYfmH0VBfo6pvOHlMRLyfqGPGjBmuFTLC/LNDZ1eCfxTXsXp9FUXbdzN+1HCuOT2fK06dz5zJ/c9eFZUMQ8X83eK7P/ifISz/MK6j/kOaj6WNiFwiIptFJCEive4qCJrdu3e7qDZrmH9mNO3r4I515ZzxrXV86reb2NvayVcvOooNXziX/3jHkQM20uA+Q6aYv1t89wf/M4TlH1iPWkSWAEcBE0XkfT2emkDy7O9MeAl4H/DTDMsZMqNGZRrBLeY/NMp27mX1+ir+VFhDezzBGYum8Y33HcNZi6cPemIM2wZuMX/3+J4hLP8gd32/BbgQmAS8q8fje4GPZlKwqr4MRHbEJuPgIpFIzl61en0lT5Y1MHJ4Du87YTZXnpbPWw4f71rPMIyDnMB2favqX1X1KuBCVb2qx+0mVX06qHoPRESuE5GNIrKxrq6OhoYG6urqqK2tpampiYqKClpbWykpKSGRSFBYWAi8fiF7YWEhiUSCkpISWltbqaiooKmpibq6OrrLq6qqIhaLUVpaSjwep6io6A1ldP8tLi6mvb2dsrIympubqa6upr6+nvr6eqqrq2lubqasrIz29vb9p/0fWEZRURHxeJzS0lJisRhVVVVDytT9fM9MtbW13mR65ZVX0tpOmWR6seQVfraulLO+/ShX3fU8pTv28NFTZvCvG07m6mNGkzd5REaZqqurh/Tei8p2qqmpydrnyUWmtra2rH2eXGQqLy8P9DsijEy1tbWhfu9lO9O2bduy9nnqjzAuz1oM/BiYoapHi8ixwLtV9X8GeN2jwOG9PPWfqvrX1DKPAZ9V1bSuucrm5VnNzc1MmODvYBXm3ze1u1u55+kq7nvu9currjk9nwuOfuPlVZli28At5u8e3zNk09/15Vk/B/6d1PFkVX1RRH4D9NtQq+p5IbgNmZ07d3r9BjP/N5K8vKqJ1U9V8c/NrwJw/lGHc/XpeZwwL5jZq2wbuMX83eN7hrD8w2iox6jqcwd80cVDqDdQ5s2b51ohI8w/SUc8wUMv1bH6qUqKavYwYdRwrj0jnytOzWP2pNFZqaMvbBu4xfzd43uGsPzDuDyrQUQWAAogIhcDdZkUKCLvFZEa4FTg7yLycOaag2PLli1hV5lVDnX/xu7Lq769Nnl5VXucr77naDb8x7l84YIjA2+kwbaBa8zfPb5nCMs/jGPURwA/A04DmkiOTPYhVa0KtOJesEk5jC0793Ln+kr+VFi7//Kqq0/P56xFg7+8yjAMI1u4npRja+p483Rgiaqe7qKRzjY2PZtbBuOfSCjrSuv58C+f5W3ff4I/FdbyvhPm8K/PnMmvrjmFc95ymJNG+lDaBlHE/N3jewbvp7kUkZv7e15VvxdIxf1gPepDi33tcf5YWMNd66vY2rCPGRNGcsWpeVx+8jwmjx3hWs8wDGM/rnrU41O3E4FPALNTt48DJ/TzOi+wX4Ju6c+/pqmFr//jZVZ8Yw1f/utmxo/O5QeXHsdTn1/F9ecsjEwjfTBvAx8wf/f4nsH7HvX+CkSeAN6pqntT98cDf1fVMwOtuBesR33woqoUbGvaP3uViHDB0Ydz9en5nDBvsms9wzCMfnF6jBqYAXT0uN+Resxrukes8ZWDxb8jnuAvL9Ry0R3rufgnz7C+fBfXnbmAJz93DrdffkKkG+mDZRv4ivm7x/cMYfmH0aP+T5LzT/859dB7gN+p6jcCrbgXstmjjsfjDB8exmXoweC7/849Lfy+oJZ7ntlG/d52jpg+lqtX5vO+E2YzZoQfuXzfBubvFt/9wf8M2fR3fdb314CrSF6a1QRc5aKRzjbd4+z6iq/+r7y6l1v++CJnfPsx/vdfW1gycwJ3XXUSj37mLD60Yr43jTT4uw26MX+3+O4P/mcIyz+UbzVVLQQKw6grLObMmeNaISN88k8klHWv1LN6fSXry3cxKjeHi5YdznVnLWLRDH9nr/JpG/SG+bvFd3/wP0NY/v50PyJGQ0MD48aNc60xZHzw39ce5w8FNdz1dBWVDfs4fMIoPnf+W7jspHnseW0HeR430uDHNugP83eL7/7gf4aw/K2hHiI+v7kg2v7bG1u455kqfvv8dva2xTlu7iRuu+x4zj/6cHKHJY/WdLVG1z9dorwN0sH83eK7P/ifISx/a6iHSGdnp2uFjIiav6qycVsTq5+q5OHNycur3nHMTK5amdfrmdtR8x8Kvmcwf7f47g/+ZwjL3xrqIZJIJFwrZERU/DviCf5evIPVT1VRXLuHiaNz+dhZC/jwivnM6mdijKj4Z4LvGczfLb77g/8ZwvK3hnqIjBkzxrVCRrj23xVr5zfPVnPPhm28tredBdPH8rX3Hs17j0/v8irX/tnA9wzm7xbf/cH/DGH5W0M9RBobG5k8ObqDaQyEK/+X65q5c30lf9m0g454grMWT+fqS/I5Y+G0QU2M4fv6B/8zmL9bfPcH/zOE5W8N9RCZNWuWa4WMCNM/kVDWliYvr3q6Inl51SXL53DVyjwWHja0M7d9X//gfwbzd4vv/uB/hrD8wxhC9KCksrLStUJGhOEfa49z1/pKVn33Ma69ZyOVDfv4/PlL2PCFc/nae48ZciMN/q9/8D+D+bvFd3/wP0NY/oEPIRolsjmEaCKRICfH3985Qfpvb2zh7qer+N3z29nbHueEeZO4amX+Gy6vyhTf1z/4n8H83eK7P/ifIZv+riflOCjZtGmTa4WMyLa/qvJcZSMf/1UBZ31nHXc9XcU5Sw7jz588jT99ciXvWjYra400+L/+wf8M5u8W3/3B/wxh+VuP2siI9ngXf3+xjtXrK3mptplJY3K5/OR5fPjU+cyc2PflVYZhGMbrWI86AA71Cc8bYu384NEyTv/WOm6+v4i2zgRff+8xPHPLuXzu/CWBN9K+r3/wP4P5u8V3f/A/Q1j+XvaoReQ7wLtIzm1dQXJGrt0Dvc561JlTsiN5edVfi5KXV539lulcvTKfMxZNQyT9y6sMwzCM1zkYe9SPAEer6rHAFuALYQsUFvo9Gdhg/LsSyiMlO7nsZxt4xw+f5MEX6/jAiXN49OazuOuqkzlz8fTQG2nf1z/4n8H83eK7P/ifISx/L3vUPRGR9wIXq+oHB1o2Wz3qx1+pZ8PWXZyYN4Vj50zKuDwXpHO24gvVTfz2+e2U7NjDq83tzJw4io+clselJ81l0pgRIZn2ju9ni4L/GczfLb77g/8Zwjrr+2AY8ORq4HdhVVawrYmr7nqehAKPbw2rWqeIwM1vXcwnzl6Q1TO3M6G0tJSlS5e61sgI3zOYv1t89wf/M4TlH9mGWkQeBQ7v5an/VNW/ppb5TyAO3NtPOdcB10FyFJmGhgY6OztJJBKMGTOGxsZGZs2aRWVlJUuWLGHTpk2ccMIJFBQUsHz5cgoLCznuuOMoLS0lPz+ff2wso3snhABnLpjECbNGM3bcOHY3NTF9+nTq6uqYPWcO1dXVzJs3b//fHbW1HHbYDJqaGhk/fjytra0Mz80FIN7ZyejRo9m7dy+TJ0+hvn4ns2bPflMZtTU1zJw5k9dee41JkyezLxZj5MiRdHV1oarkjhhBy759TJw4kV27djFjxgxqamqY26OM7dXVzJgxg8bGRqZOncqePXsYM3YsnR0diAjDhg3jyfJdPF21FyV5fOS1na+SO2zR/vXS/be4uJjFixdTnSpz9+7djBo1CoC2tjYmTZrEzp07mTdvHlu2bOGYY455UxlFRUUcddRRlJeXM2fOnP1zvPa3nfbt2wfQ53basWMHU6ZMoaWlhZycHHJzc4nFYkybNo2amhoWLlzI5s2bWbZsmbNMOTk5tLa2pv3ei1qm3NzcjD9PLjMtXbp0SO+9qGRqb29/w2cgk8+Tq0wjRoygubk5kO+IMDIBNDc3Z+Xz1G976OuubxG5EvgYcK6qtqTzmmzs+i7Y1sQHf7GBjniCEcNzuPfaFSyf799YtRUVFSxYsKDP57tzdsYT5EYw50D+PuB7BvN3i+/+4H+GbPofdLu+ReR84HPAWek20tli+fzJ3HvtCtZtruGco+ZEqvEaDFOmTOn3+e6cG7buYsURUyOXcyB/H/A9g/m7xXd/8D9DWP7ROOA4eG4HxgOPiMgmEflJmJUvnz+Zy5ZNiVzjNRhaWgb+fbN8/mSuP2dhJHOm4x91fM9g/m7x3R/8zxCWv5c9alVd6NrB5zMVwfyjgO8ZzN8tvvuD/xnC8vd7LTkkN3USmK+Yv3t8z2D+bvHdH/zPEJa/tyeTDQUReQ3YlqXipgENWSrLBebvHt8zmL9bfPcH/zNk03++qk7v7YlDqqHOJiKysa8z9HzA/N3jewbzd4vv/uB/hrD8bde3YRiGYUQYa6gNwzAMI8JYQz10fuZaIEPM3z2+ZzB/t/juD/5nCMXfjlEbhmEYRoSxHrVhGIZhRBhrqA3DMAwjwlhDbRiGYRgRxhpqwzAMw4gw1lAbhmEYRoSxhtowDMMwIow11IZhGIYRYayhNgzDMIwIYw21YRiGYUQYa6gNwzAMI8JYQ20YhmEYEcYaasMwDMOIMNZQG4ZhGEaEsYbaMAzDMCKMNdSGYRiGEWGsoTYMwzCMCGMNtWEYhmFEGGuoDcMwDCPCWENtGIZhGBFmuGuBMJk2bZrm5eVlpayOjg5GjBiRlbJcYP7u8T2D+bvFd3/wP0M2/QsKChpUdXpvzx1SDXVeXh4bN27MSlmxWIxx48ZlpSwXmL97fM9g/m7x3R/8z5BNfxHZ1tdztut7iDQ0NLhWyAjzd4/vGczfLb77g/8ZwvK3hnqI+PwrEMw/Cviewfzd4rs/+J8hLH9rqIdIZ2ena4WMMH/3+J7B/N3iuz/4nyEsf2uoh0gikXCtkBHm7x7fM5i/W3z3B/8zhOVvDfUQGTNmjGuFjDB/9/iewfzd4rs/+J8hLH9rqIdIY2Oja4WMMH/3+J7B/N3iuz/4nyEsf2uoh8isWbNcK2SE+bvH9wzm7xbf/cH/DGH5W0M9RCorK10rZIT5u8f3DObvFt/9wf8MYfmLqoZSURQ48cQTNVsDniQSCXJy/P2dY/7u8T2D+bvFd3/wP0M2/UWkQFVP7O05f9eQYzZt2uRaISPM3z2+ZzB/t/juD/5nCMvfetSGYRiG4RjrUQdAQUGBa4WMMH/3+J7B/N3iuz/4nyEsf6c9ahE5H/gBMAz4hap+84DnRwL3AMuBXcC/qWpVj+fnASXArar6vwPVZz1qwzAMI4pEskctIsOAO4ALgKXAZSKy9IDFrgGaVHUh8H3gWwc8/z3goaBde6OwsNBFtVnD/N3jewbzd4vv/uB/hrD8nfWoReRUkj3ht6fufwFAVb/RY5mHU8s8IyLDgVeB6aqqIvIeYCWwD4iF3aO2sxXd4rs/+J/B/N3iuz/4n+FQOOt7NrC9x/2a1GO9LqOqcWAPMFVExgGfB/47BM9eKS0tdVV1VjB/9/iewfzd4rs/+J8hLH9ff8rcCnxfVWMDLSgi14nIRhHZWFdXR0NDA3V1ddTW1tLU1ERFRQWtra2UlJSQSCT278roPkmgsLCQRCJBSUkJra2tVFRU0NTUxOjRo+kur6qqilgsRmlpKfF4nKKiojeU0f23uLiY9vZ2ysrKaG5uprq6mvr6eurr66murqa5uZmysjLa29spLi7utYyioiLi8TilpaXEYjGqqqqGlGn+/PlvylRbW+tNpn379qW1naKcKScnZ0jvvahkys3NzdrnyUWm/Pz8rH2eXGRqb28P9DsijEwjRowI9Xsv25mArH2e+sPLXd/AE8Dc1GKTgATwZVW9vb86s7nru6KiggULFmSlLBeYv3t8z2D+bvHdH/zPkE3//nZ9D89KDUPjeWCRiOQDtcClwOUHLPMA8BHgGeBiYK0mf1mc0b2AiNxK8hh1v410tpkyZUqY1WUd83eP7xnM3y2++4P/GcLyd7brO3XM+QbgYeBl4H5V3SwiXxGRd6cW+yXJY9LlwM3ALW5s30xLS4trhYwwf/f4nsH83eK7P/ifISx/lz1qVPUfwD8OeOzLPf5vAy4ZoIxbA5EbAJ/PVATzjwK+ZzB/t/juD/5nCMvf77XkkNzcXNcKGWH+7vE9g/m7xXd/8D9DWP7WUA+Rgc7Sizrm7x7fM5i/W3z3B/8zhOVvDfUQmTZtmmuFjDB/9/iewfzd4rs/+J8hLH9rqIdITU2Na4WMMH/3+J7B/N3iuz/4nyEsf5vmcojE43GGD3d6Ll5GmL97fM9g/m7x3R/8z5BN/6gOIeo1mzdvdq2QEebvHt8zmL9bfPcH/zOE5W89asMwDMNwjPWoA8AmPHeL7/7gfwbzd4vv/uB/hrD8rUdtGIZhGI6xHnUA2C9Bt/juD/5nMH+3+O4P/mewHnUAWI/aMAzDiCLWow6A7jlGfcX83eN7BvN3i+/+4H+GsPytRz1E2tvbGTlyZFbKcoH5u8f3DObvFt/9wf8M2fS3HnUAVFdXu1bICPN3j+8ZzN8tvvuD/xnC8reGeojMmDHDtUJGmL97fM9g/m7x3R/8zxCWv9OGWkTOF5FXRKRcRG7p5fmRIvK71PPPikhe6vG3ikiBiBSn/q4K23337t1hV5lVzN89vmcwf7f47g/+ZwjLv89BSkWkeYDXClCnqouHUrGIDAPuAN4K1ADPi8gDqlrSY7FrgCZVXSgilwLfAv4NaADepao7RORo4GFg9lA8hsqoUaPCrC7rmL97fM9g/m7x3R/8zxCWf3896gpVndDPbTywL4O6TwbKVXWrqnYAvwUuOmCZi4C7U///AThXRERVX1DVHanHNwOjRcTfMxIMwzAMow/6a6jfn8br01mmL2YD23vcr+HNveL9y6hqHNgDTO3FoVBV23urRESuE5GNIrKxrq6OhoYG6urqqK2tpampiYqKClpbWykpKSGRSFBYWAi8fiF7YWEhiUSCkpISWltbqaiooKmpibq6OrrLq6qqIhaLUVpaSjwep6io6A1ldP8tLi6mvb2dsrIympubqa6upr6+nvr6eqqrq2lubqasrIz29vb9p/0fWEZRURHxeJzS0lJisRhVVVVDytT9fM9MtbW13mR65ZVX0tpOUc5UXV09pPdeVDLV1NRk7fPkIlNbW1vWPk8uMpWXlwf6HRFGptra2lC/97Kdadu2bVn7PPWHs8uzRORi4HxVvTZ1/8PAKap6Q49lXkotU5O6X5FapiF1/yjgAeBtqloxUJ3ZvDyrubmZCRMmZKUsF5i/e3zPYP5u8d0f/M+QTf8hXZ4lIntFpLmvWxa8aoG5Pe7PST3W6zIiMhyYCOxK3Z8D/Bm4Ip1GOtvs3Lkz7Cqzivm7x/cM5u8W3/3B/wxh+fd5MlnqGDQi8lWgDvgVyRPIPgjMzELdzwOLRCSfZIN8KXD5Acs8AHwEeAa4GFirqioik4C/A7eo6vosuAyaefPmuag2a5i/e3zPYP5u8d0f/M8Qln86l2e9W1V/pKp7VbVZVX/Mm0/6GjSpY843kDxj+2XgflXdLCJfEZF3pxb7JTBVRMqBm4HuS7huABYCXxaRTanbYZk6DYYtW7aEWV3WMX/3+J7B/N3iuz/4nyEs/wGPUYvI0yQvo/otoMBlwPWqelrwetnFJuUwDMMwokimQ4heDnwA2Jm6XcKbd1Efctj0bG7x3R/8z2D+bvHdH/zPYNNcBoD1qA3DMIwoklGPWkRGicj1IvIjEVndfcu+pl/YL0G3+O4P/mcwf7f47g/+Z4hMj1pEfg+Uktzd/RWSZ32/rKqfCl4vu1iP2jAMw4gimR6jXqiqXwL2qerdwDuBU7Ip6CPdI9b4ivm7x/cM5u8W3/3B/wxh+afTo35OVU8WkSeATwKvAs+p6hFhCGaTbPao4/E4w4f3eRl65DF/9/iewfzd4rs/+J8hm/6Z9qh/JiKTgS+SHICkhOQsVoc03ePs+or5u8f3DObvFt/9wf8MYfn3+1NARHKAZlVtAp4AvOtFB8WcOXNcK2SE+bvH9wzm7xbf/cH/DGH599ujVtUE8LlQTDyjoaHBtUJGmL97fM9g/m7x3R/8zxCWfzq7vh8Vkc+KyFwRmdJ9C9ws4owbN861QkaYv3t8z2D+bvHdH/zPEJZ/OkfB/y319/oejymH+G7wzs5O1woZYf7u8T2D+bvFd3/wP0NY/gM21KqaH4aIbyQSCdcKGWH+7vE9g/m7xXd/8D9DWP79zUd9wkAvTmeZg5UxY8a4VsgI83eP7xnM3y2++4P/GcLy7+8Y9Z0iMrnncekDbySnoTwkaWxsdK2QEebvHt8zmL9bfPcH/zOE5d/fru+JQAEg/SzzWnZ1/GHWrFmuFTLC/N3jewbzd4vv/uB/hrD8++xRq2qeqh6hqvn93E7OpHIROV9EXhGRchG5pZfnR4rI71LPPysieT2e+0Lq8VdE5O2ZeAyFysrKsKvMKubvHt8zmL9bfPcH/zOE5Z/O5VmBICLDgDuAC4ClwGUisvSAxa4BmlR1IfB9UiOipZa7FDgKOB/4Uaq8UCjY1sTaV3Mp2NYUVpVZZ8mSJQMuU7CtiTvWlUcyZzr+Ucf3DObvlqj6D+Z7I6oZ0iHMdsDlIKsnA+WquhVARH4LXERyiNJuLgJuTf3/B+B2EZHU479V1XagUkTKU+U9E7R0wbYmPvDTZ+hKKDmyhSWHj2f8qNygq806sVis32sA97Z1UvrqXhIKOULkcg7k7wO+ZzB/t0TRf7DfG1HMkA49c47KLefea1ewfP7kwOpz1qMGZgPbe9yvST3W6zKqGgf2AFPTfC0AInKdiGwUkY11dXU0NDRQV1dHbW0tTU1NVFRU0NraSklJCYlEgsLCQuD1eUYLCwtJJBKUlJTQ2trKPzaW0ZVITmSSUNi9r522tja6urpoaWlBVdm3LwZALLb3DX/37duHaoLW1la6urpob2+ns7OTzs5O2tvb6erqorW1FdUE+/bt66OMGKpKS0sLXV1dtLW10dnZSUdHBx0d7cTjcdraWkkkErS0tKRee6BP8sPR0tJCIpGgra2VeDxOR0c7HR0ddHZ20hhrIxWThMKu5pZIZeqmZyag30xR207Dhw8bcDtFOdPw4cOH9N6LSqZx48Zl7fPkIlOyzxLcd8RQMjW3xd/wvdHcFu83U25ubqjfe9naTruaW/bn7IwneLiwgvr6eurr66murqa5uZmysjLa29spLi4GXm9Tuv8WFRURj8cpLS3d79YX6cyeJSTnoD5CVb8iIvOAw1X1uX5fOAAicjFwvqpem7r/YeAUVb2hxzIvpZapSd2vIDnF5q3ABlX9derxXwIPqeof+qszG7NnFWxr4oO/2EBHZ4IRuTmB/5IKioKCApYvX97386mcnfEEucOjl3Mgfx/wPYP5uyWK/oP93ohihnQIoh3ob/asdBrqHwMJYJWqHpmaSetfqnpShlKnAreq6ttT978AoKrf6LHMw6llnhGR4SSn2JwO3NJz2Z7L9Vdntqa5LNjWxIatu1hxxNRINV7Z5lDJaRhG9jhUvjeynTPTaS5PUdXrgTaA1ExaIzK2gueBRSKSLyIjSJ4c9sAByzwAfCT1/8XAWk3+sngAuDR1Vng+sAjIqIc/GJbPn8ypE5u9fhN27+Lvj+XzJ3P9OQsjmTMd/6jjewbzd0tU/QfzvRHVDOkQZjuQTo/6WeA04HlVPUFEppPsUR+fceUi7wD+DxgGrFbVr4nIV4CNqvqAiIwCfgUcDzQCl/Y4+ew/gauBOPBpVX1ooPqy1aOG5NBxOTkuD/Fnhvm7x/cM5u8W3/3B/wzZ9M+0R/1D4M/AYSLyNeAp4OvZEFPVf6jqYlVdoKpfSz32ZVV9IPV/m6peoqoLVfXk7kY69dzXUq97SzqNdLYpLS0Nu8qsYv7u8T2D+bvFd3/wP0NY/gP2qAFEZAlwLslRytao6stBiwVBNnvUra2tjB49OitlucD83eN7BvN3i+/+4H+GbPpn1KMWkQVApareAbwEvFVEJmXFzGN27NjhWiEjzN89vmcwf7f47g/+ZwjLP51d338EukRkIfBTYC7wm0CtPGDKlCmuFTLC/N3jewbzd4vv/uB/hrD802moE6nBRt4H3K6q/w7MDFYr+hw48IZvmL97fM9g/m7x3R/8zxCWfzoNdaeIXAZcATyYeiw6Y0k6wuczFcH8o4DvGczfLb77g/8ZwvJPp5argFOBr6lqZeq65V8FqxV9cnP9/q1i/u7xPYP5u8V3f/A/Q1j+AzbUqlqiqjep6n2p+5Wq+q3g1aLNQGOzRh3zd4/vGczfLb77g/8ZwvIfcPYsEVkEfIPkVJSjuh9X1SMC9Io806ZNc62QEebvHt8zmL9bfPcH/zOE5Z/Oru87gR+THAHsHOAe4NdBSvlATU2Na4WMMH/3+J7B/N3iuz/4nyEs/3SGEC1Q1eUiUqyqx/R8LBTDLJLNAU+S0xS6nM47M8zfPb5nMH+3+O4P/mfIpn+mQ4i2i0gOUCYiN4jIewH/ZvrOMps3b3atkBHm7x7fM5i/W3z3B/8zhOWfTo/6JOBlYBLwVWAi8G1V3RC4XZbJZo/aMAzDMLJFRj1qVX1eVWOqWqOqV6nq+3xspLNNQUGBa4WMMH/3+J7B/N3iuz/4nyEs/3R61IuBfwfm0+MscVVdFaxa9rEetWEYhhFFMj1G/XugEPgiyQa7+5aJ0BQReUREylJ/e515W0Q+klqmTEQ+knpsjIj8XURKRWSziHwzE5ehYr8E3eK7P/ifwfzd4rs/+J8hSj3qrJ/hLSLfBhpV9ZsicgswWVU/f8AyU4CNwImAAgXAcqAdOEVV14nICGAN8PV05qS2HrVhGIYRRYbUo071eqcAfxORT4rIzO7HUo9nwkXA3an/7wbe08sybwceUdVGVW0CHgHOV9UWVV0HoKodJHv7czL0GTTFxcVhV5lVzN89vmcwf7f47g/+ZwjLv79d3wUke7QfIbmr++nUY92PZ8IMVa1L/f8qMKOXZWYD23vcr0k9tp/UvNjvItmr7hURuU5ENorIxrq6OhoaGqirq6O2tpampiYqKipobW2lpKSERCJBYWEh8PoujcLCQhKJBCUlJbS2tlJRUUFTUxPjx4+nu7yqqipisRilpaXE43GKioreUEb33+LiYtrb2ykrK6O5uZnq6mrq6+upr6+nurqa5uZmysrKaG9v3/8GOLCMoqIi4vE4paWlxGIxqqqqhpRp4cKFb8pUW1vrTaa2tra0tlOUM40YMWJI772oZBo9enTWPk8uMi1evDhrnycXmbq6ugL9jggj09ixY0P93st2puHDh2ft89QfA+76Hioi8ihweC9P/Sdwt6pO6rFsk6q+4Ti1iHwWGKWq/5O6/yWgVVX/N3V/OPA34GFV/b90nLK567usrIxFixZlpSwXmL97fM9g/m7x3R/8z5BN//52facz1vco4JPA6SSPFT8J/ERV2/p7naqe10+ZO0VkpqrWichMoL6XxWqBs3vcnwM81uP+z4CydBvpbDNjRm87AfzB/N3jewbzd4vv/uB/hrD80znr+x7gKOA24PbU/5lOc/kAyV3qpP7+tZdlHgbeJiKTU2eFvy31GCLyPyQHXvl0hh5DZvfu3a6qzgrm7x7fM5i/W3z3B/8zhOWfziClR6vq0h7314lISYb1fhO4X0SuAbYBHwAQkROBj6vqtaraKCJfBZ5PveYrqcfmkNx9XgoUigjA7ar6iwydBsWoUaMGXijCmL97fM9g/m7x3R/8zxCWfzoNdaGIrOgejUxETiHDk8lUdRdwbi+PbwSu7XF/NbD6gGVqAMmkfsMwDMPwhXQa6uXA0yJSnbo/D3hFRIoBVdVjA7OLMN1nHfuK+bvH9wzm7xbf/cH/DGH5p9NQnx+4hYdMmjTJtUJGmL97fM9g/m7x3R/8zxCWfzqTcmzr7xaGZBTZuXOna4WMMH/3+J7B/N3iuz/4nyEs/8Cuo44i2byOur29nZEjR2alLBeYv3t8z2D+bvHdH/zPkE3/TCflMHphy5YtrhUywvzd43sG83eL7/7gf4aw/K1HbRiGYRiOsR51ANj0bG7x3R/8z2D+bvHdH/zPEJlpLg8mrEdtGIZhRBHrUQeA/RJ0i+/+4H8G83eL7/7gfwbrUQeA9agNwzCMKGI96gDonqfUV8zfPb5nMH+3+O4P/mcIy9961EMkHo8zfHg6A7tFE/N3j+8ZzN8tvvuD/xmy6W896gAoLy93rZAR5u8e3zOYv1t89wf/M4Tlbw31EJkzZ45rhYwwf/f4nsH83eK7P/ifISx/a6iHSENDg2uFjDB/9/iewfzd4rs/+J8hLH8nDbWITBGRR0SkLPV3ch/LfSS1TJmIfKSX5x8QkZeCN34z48aNc1Ft1jB/9/iewfzd4rs/+J8hLH9XPepbgDWqughYk7r/BkRkCvBfwCnAycB/9WzQReR9QCwc3TfT2dnpquqsYP7u8T2D+bvFd3/wP0NY/q4a6ouAu1P/3w28p5dl3g48oqqNqtoEPEJqbmwRGQfcDPxP8Kq9k0gkXFWdFczfPb5nMH+3+O4P/mcIy99VQz1DVetS/78KzOhlmdnA9h73a1KPAXwV+C7QMlBFInKdiGwUkY11dXU0NDRQV1dHbW0tTU1NVFRU0NraSklJCYlEgsLCQuD1EWcKCwtJJBKUlJTQ2tpKRUUFTU1NxGIxusurqqoiFotRWlpKPB7ff21ddxndf4uLi2lvb6esrIzm5maqq6upr6+nvr6e6upqmpubKSsro729neLi4l7LKCoqIh6PU1paSiwWo6qqakiZRo8e/aZMtbW13mTavn17WtspypmampqG9N6LSqY9e/Zk7fPkItOYMWOy9nlykamuri7Q74gwMjU3N4f6vZftTLt27cra56k/AruOWkQeBQ7v5an/BO5W1Uk9lm1S1TccpxaRzwKjVPV/Uve/BLQCjwJfUdV3i0ge8KCqHp2OUzavo66oqGDBggVZKcsF5u8e3zOYv1t89wf/M2TTv7/rqAO70lxVz+tHaKeIzFTVOhGZCdT3slgtcHaP+3OAx4BTgRNFpIqk/2Ei8piqnk2IzJo1K8zqso75u8f3DObvFt/9wf8MYfm72vX9ANB9FvdHgL/2sszDwNtEZHLqJLK3AQ+r6o9VdZaq5gGnA1vCbqQBKisrw64yq5i/e3zPYP5u8d0f/M8Qlr+TIURFZCpwPzAP2AZ8QFUbReRE4OOqem1quauB/0i97GuqeucB5eThaNd3IpEgJ8ffy9DN3z2+ZzB/t/juD/5nyKZ/5IYQVdVdqnquqi5S1fNUtTH1+MbuRjp1f7WqLkzd7uylnKp0G+lss2nTJhfVZg3zd4/vGczfLb77g/8ZwvK3STkMwzAMwzGR61EfDNiE527x3R/8z2D+bvHdH/zPEJa/9agNwzAMwzHWow6A7ovpfcX83eN7BvN3i+/+4H+GsPytRz1E7GxFt/juD/5nMH+3+O4P/mc4qM/6PhgoLS11rZAR5u8e3zOYv1t89wf/M4Tlbw31EMnPz3etkBHm7x7fM5i/W3z3B/8zhOVvDfUQ2bFjh2uFjDB/9/iewfzd4rs/+J8hLH9rqIfIlClTXCtkhPm7x/cM5u8W3/3B/wxh+VtDPURaWgacYTPSmL97fM9g/m7x3R/8zxCWvzXUQ8TnMxXB/KOA7xnM3y2++4P/GcLy93stOSQ3N9e1QkaYv3t8z2D+bvHdH/zPEJb/IXUdtYi8RnK2rmwwDWjIUlkuMH/3+J7B/N3iuz/4nyGb/vNVdXpvTxxSDXU2EZGNfV2c7gPm7x7fM5i/W3z3B/8zhOVvu74NwzAMI8JYQ20YhmEYEcYa6qHzM9cCGWL+7vE9g/m7xXd/8D9DKP52jNowDMMwIoz1qA3DMAwjwlhDbRiGYRgRxhrqARCR80XkFREpF5Fbenl+pIj8LvX8syKS50CzT9Lwv1JEXhORTanbtS48+0JEVotIvYi81MfzIiI/TOV7UUROCNuxP9LwP1tE9vRY/18O27E/RGSuiKwTkRIR2Swin+plmchugzT9I7sNRGSUiDwnIkUp///uZZnIfgel6R/p7yAAERkmIi+IyIO9PBf8+ldVu/VxA4YBFcARwAigCFh6wDKfBH6S+v9S4HeuvQfpfyVwu2vXfjKcCZwAvNTH8+8AHgIEWAE869p5kP5nAw+69uzHfyZwQur/8cCWXt5Dkd0GafpHdhuk1um41P+5wLPAigOWifJ3UDr+kf4OSjneDPymt/dJGOvfetT9czJQrqpbVbUD+C1w0QHLXATcnfr/D8C5IiIhOvZHOv6RRlWfABr7WeQi4B5NsgGYJCIzw7EbmDT8I42q1qlqYer/vcDLwOwDFovsNkjTP7Kk1mksdTc3dTvwDODIfgel6R9pRGQO8E7gF30sEvj6t4a6f2YD23vcr+HNH/L9y6hqHNgDTA3FbmDS8Qd4f2qX5R9EZG44alkj3YxR5tTUrsGHROQo1zJ9kdqldzzJXlFPvNgG/fhDhLdBarfrJqAeeERV+1z/EfwOSscfov0d9H/A54BEH88Hvv6toTb+BuSp6rHAI7z+y9AIh0KSY/wuA24D/uJWp3dEZBzwR+DTqtrs2mewDOAf6W2gql2qehwwBzhZRI52rDQ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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Define a set of time points\n", "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", @@ -429,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", "metadata": {}, "outputs": [], @@ -459,6 +566,7 @@ } ], "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", "if points.size > 12:\n", " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", "device = LocalSimulator(\"braket_ahs\")\n", @@ -491,590 +599,13 @@ "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", "nshots = 100\n", "task = qpu.run(ahs_program, shots=nshots)\n", - "print(task)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "id": "f50681b2-542f-40e7-82ad-fb77e1f85c6c", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# save_result_json(\"4x4_square_graph_mis.json\",task44.result())\n", - "# save_result_json(\"1x1_square_graph_mis.json\",task11.result())\n", - "# save_result_json(\"2x2_square_graph_mis.json\",task22.result())\n", - "# save_result_json(\"6x6_square_graph_mis.json\",task66.result())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1a67b2da-0e26-4574-a3c7-8b1fa0cb283e", - "metadata": {}, - "outputs": [], - "source": [ - "task" + "print(task)" ] }, { "cell_type": "code", - "execution_count": 16, - "id": "9d39e006-94cc-43e4-a629-1adc25980818", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0. 0. ]\n", - " [1. 0. ]\n", - " [2. 0. ]\n", - " [3. 0. ]\n", - " [4. 0. ]\n", - " [5. 0. ]\n", - " [6. 0. ]\n", - " [0. 1. ]\n", - " [1. 1. ]\n", - " [2. 1. ]\n", - " [3. 1. ]\n", - " [4. 1. ]\n", - " [5. 1. ]\n", - " [6. 1. ]\n", - " [0. 2. ]\n", - " [1. 2. ]\n", - " [2. 2. ]\n", - " [3. 2. ]\n", - " [4. 2. ]\n", - " [5. 2. 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[1.5 5.5]\n", - " [2.5 5.5]\n", - " [3.5 5.5]\n", - " [4.5 5.5]\n", - " [5.5 5.5]]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "filename = \"6x6_square_graph_mis.json\"\n", - "result_json = open_json(filename)\n", - "num_measurements = len(result_json[\"measurements\"]) \n", - "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(num_measurements)]\n", - "\n", - "figure = plt.figure(figsize=(25,15))\n", - "\n", - "start = 10\n", - "num_shown = 5\n", - "for i in range(num_shown):\n", - " axes = plt.subplot(1,num_shown,i+1)\n", - " \n", - " color_lookup = {0:\"r\",1:'k'}\n", - " sequence_colors = [color_lookup[sequences[i+start][j]] for j in range(len(sequences[i]))]\n", - " visualize_graph(axes, graph, points, node_colors = sequence_colors)\n", - " \n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "dff6fff4-99b0-40ff-bbf2-332fa2ad91d5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([6., 6.])" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "points[48]" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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uYVAITv3xk+Svgc8wGJX2FPAFBn3sY3f8THy4S5Lea9K7ZSRJCzDcJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoP+H1lq/ZBTmjGyAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# result_json[\"measurements\"][5]\n", - "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", - "post_bitstrings.shape\n", - "n_occur_ground = np.sum(post_bitstrings, axis=0)\n", - "n_occur_ground.shape\n", - "# unique_n_occur, count = np.unique(n_occur_ground, return_counts = True)\n", - "\n", - "# unique_n_occur\n", - "plt.bar(list(range(0, n_occur_ground.size)), n_occur_ground)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", - "IS_sizes = np.sum(1-post_bitstrings,axis=1)\n", - "unique_IS_sizes, counts = np.unique(IS_sizes, return_counts=True)\n", - "\n", - "plt.bar(unique_IS_sizes, counts/counts.sum())\n", - "plt.title(\"Before\")\n", - "plt.xticks(unique_IS_sizes)\n", - "plt.xlabel(\"IS sizes\",fontsize=14)\n", - "plt.ylabel(\"probability\",fontsize=14)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "execution_count": 14, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", "metadata": {}, "outputs": [ { @@ -1139,7 +670,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1171,139 +702,6 @@ " \n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": 48, - "id": "6a62c2c9-5159-4f4a-87d0-759a8b4fe43e", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0, 1, 2, 3, 4, 5, 6, 8, 10, 12, 14, 16, 18, 20, 23, 24, 25, 26, 28, 31, 34, 36, 38, 41, 42, 44, 46, 47, 48, 77]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pp = pp_bitstrings[0]\n", - "print(list(nx.subgraph(graph, np.nonzero(pp==0)[0]).nodes))\n", - "nx.draw(nx.subgraph(graph, np.nonzero(pp==0)[0]))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a0d32ace-359d-47ce-9106-a31ce6af3a12", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "b9d1b19c-7d1b-4739-b60c-b3ee8ecde5b0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - " 3., 3., 3., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 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4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "IS_sizes" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cbbd33ef-1a69-42a2-b753-7f3629c4ef9a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "dd84d96e-3ef7-488f-9353-eaaa0665f8e3", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/work/.ipynb_checkpoints/utils-checkpoint.py b/work/.ipynb_checkpoints/utils-checkpoint.py index 06a4fb47..efd7f2cb 100644 --- a/work/.ipynb_checkpoints/utils-checkpoint.py +++ b/work/.ipynb_checkpoints/utils-checkpoint.py @@ -53,19 +53,18 @@ def analysis_MIS(graph,result_json): print(avg_pp) plt.bar(pre_unique_IS_sizes, pre_counts/pre_counts.sum()) - print("FIXED") - plt.title("Before") + plt.title("Raw Results") plt.xticks(pre_unique_IS_sizes) - plt.xlabel("IS sizes",fontsize=14) - plt.ylabel("probability",fontsize=14) - display(plt.show()) + plt.xlabel("IS Sizes",fontsize=14) + plt.ylabel("Probability",fontsize=14) + plt.show() plt.bar(unique_IS_sizes, counts/counts.sum()) - plt.title("After") + plt.title("Processed Results") plt.xticks(unique_IS_sizes) - plt.xlabel("IS sizes",fontsize=14) - plt.ylabel("probability",fontsize=14) - display(plt.show()) + plt.xlabel("IS Sizes",fontsize=14) + plt.ylabel("Probability",fontsize=14) + plt.show() return IS_sizes,pp_bitstrings \ No newline at end of file diff --git a/work/lieb_lattice.ipynb b/work/lieb_lattice.ipynb index 4d52eb51..7a032ef7 100644 --- a/work/lieb_lattice.ipynb +++ b/work/lieb_lattice.ipynb @@ -120,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 172, "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", "metadata": {}, "outputs": [ @@ -128,12 +128,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "# Points: 101\n" + "# Points: 100\n" ] }, { 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\n", 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\n", 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" ] @@ -146,7 +146,7 @@ ], "source": [ "points = lieb_lattice(num_rows=4, num_columns=5)\n", - "# points = np.delete(points, 40, axis=0)\n", + "points = np.delete(points, 40, axis=0)\n", "\n", "# print(f\"Points: {points}\")\n", "print(f\"# Points: {len(points)}\")\n", @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 167, + "execution_count": 173, "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", "metadata": {}, "outputs": [ @@ -170,7 +170,7 @@ }, { "data": { - "image/png": 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AqFWrFho3boy4uDicO3cOW7ZswZYtW/Dhhx9i/fr1aNKkidv75E+c3bbWrFmDBx54AAUFBQgNDUXHjh2Rl5eHH3/8ET/++CPWrFmDzz77DDodf6d3l507d2LAgAG4cuUKAgMD0aFDBxgMBuzevRuZmZn46quvsG7dOoSFhVlcB49/qFoiUmMnANvS0tKEvMukSZNkyJAhMmPGDPnuu+9k5MiRAkDGjBlTbdu4uDgBIBs3bnR5nFS9t956SzIzM0Wv11d6fffu3ZKYmCgAJCkpyWzb9PR0efjhh+Xdd9+VLVu2SOvWrQWALFmyxA2RU3VGjx4tAOTee+8VABIXF+fQembPni0AJCIiQm7cuKFtkGRRcXGxdOnSRQDIsGHD5PTp05Xm5+TkyNdff12l3bVr12TOnDmyb9++KvN++OEHiY2NFQAycOBAl8VOtrG2bZ06dUrCw8MFgAwePFiuXr2qztuzZ480bdpUAMiMGTPcHbbfys3NlYYNGwoASU9Pl3Pnzqnzjh8/LklJSQJAJkyYYLa9Px3/pKWlCYBtUgNqDW+cPB6A1eBYvPmEiRMnsnjzQdu3bxcAAkAOHTpU7fIJCQks3mqItWvXqgf9S5Yscap4Mx2QjBs3Ttsgyarp06cLABk0aJAYDAbN1vv5558LANHpdJKXl6fZesl+1ratqVOnCgCpV6+eXLt2rcr8lStXqoVfTk6OG6Kl999/XwBIcHCwHD9+vMr8vXv3ik6nE51OJ0ePHq0y35+Of1i8OTfxXDoROaR9+/bq3/Pz8z0YCdkjNzcXEydORHR0NN577z2n1pWZmYl9+/YBAB555BEtwiMblJSUqLl77bXXoCiKZus2bdcGg4H3vnlQddvWTz/9BAC46667UKdOnSrzBw0ahIiICOTn52PVqlUujZWMTDlJTU1Fq1atqszv1KkTEhISYDAY8MUXX7g7PPIhvOeNaqQFCxZg1qxZKCgoQIMGDXDrrbdi1KhRiI6O9nRoVM70RRUZGYnExEQPR0O2euaZZ3D27FksWrQIsbGxTq1r8eLFAICEhASr9+6QtrZs2YKsrCzUr18fycnJ2LRpE5YtW4aTJ0+iVq1a6NatG8aPH4+GDRvavW7Tdt2yZUvUrVtX69DJRtVtW9nZ2QBg8b5ERVHQpEkTHD16FD///DNGjRrlumAJQPU5AYBmzZrh0KFD+Pnnny0uw+Mfqg6LN6qRPv/88yr/fvHFF7Fo0SIMGzbMQ1GRXq/HhQsXsG7dOjz//PNQFAVvv/02IiIiPB0a2eCHH37AwoULcfvttzt9pqywsBCfffYZAGD8+PFahEc22rlzJwDj6HRPPfUU5syZU2n+ypUr8cYbb+DTTz/FPffcU+36SktLcf78eXz99dd48cUXERwcjLlz57oidLKBLduW6WzbH3/8YXa+iKjzDh06pH2QVEV1OQGAs2fPArCeEx7/UHV42STVKL169cJHH32EgwcPIi8vD7m5ufjPf/6DXr16ITc3FyNGjMC6des8HabfefLJJ6EoCgIDA9GsWTNMmDABiYmJ+P777zFx4kRPh0c2KCgowKOPPoqQkBB8+OGHTq9v+fLlyMnJQWBgIEaPHq1BhGSrCxcuAAB++eUXzJkzByNHjsSxY8dQXFyMPXv2oGfPnsjPz8cDDzyA/fv3W1zPkCFDoCgKgoOD0aJFCzz99NO44447sGXLFgwcONBd3aGb2LJtde/eHQDw/fffmx3V95tvvlEvZ7927ZrrgiWVKSe7du3CyZMnq8z/9ddfceTIEQDmc8LjH7IVz7wRcOYMsHAhsHcvkJcH1KoFdOkCTJgANG/u1lA++uijKq/dcccd6N27N+655x6sXbsWkydP5rNOLHFRLlu1aoWMjAyUlpbi9OnTuHTpEjIzM/Hxxx+jW7duqF27toadIACa5/L555/HiRMn8Le//Q3x8fFOh2e6rKt///4OXZ7ndzTMZ15eHgDjGbO0tDQsW7ZMve+tc+fOWLt2LVq3bo1Lly5hxowZVX7JN2nfvj2uXLmCoqIinD59GleuXMHmzZuxbNky3HLLLQgODnauz77IDd+XtmxbkyZNwoIFC5CVlYUHH3wQH330EerVqwcA2Lp1a6XHgBQUFGgSl0/SMJ9jxozB9OnTcePGDYwYMQJffPGF+vzMQ4cO4aGHHoLBYABgPic8/iGbeXrEFGsTONqkax0+LHLPPSI6nQhQddLpRAYPNi7nBHtGm7Tm4MGD6uiGv/32m1Pr8jluyqXJ7t27JSMjQwBISkqKlJWVVduGo03ayAW53LJli+h0OunUqZOUlpZWmufIaJMnTpwQRVEEgKxYscLmdn7JBfl8/PHH1X3hl19+aXaZV155RQBI7dq1qzzqw5INGzZI+/bt1eHnqQI37WPt2bY+/PBDCQgIEAASFBQkHTp0kGbNmgkAqV+/vtx3330CQDp37uxUTD7JRflcs2aNhIWFqSO2tm3bVlq3bi2Kokh4eLj6iJbo6Gi71utrxz8cbZKjTZIjtm4F0tKAVauA8l+CqjAYgJUrgfR0YNs298ZnRrt27dQbdo8dO+bhaGoQD+SyS5cu+Pbbb1GvXj3s3r2bI2dpxQW5LCsrw/jx46EoChYuXIjAQOcvuFiyZAlEBLGxsRgwYIDT6/NZLto2Y2Ji1L+3a9fO7DKmUSNzc3Nx9epVm9bbp08ffPvttwgMDMTKlSuxdetWm9r5PDfuY+3Zth599FFs3boVw4cPR926dXH06FHo9Xr8+c9/xq+//or69esDABo1auRwPD7JhfkcMGAA9uzZg3HjxqFp06Y4deqUesnj3r171e3V3pzw+IcqYvHmj44cAQYMAK5ft235a9eMy5dfq+1Jpst4SktLPRxJDeHBXEZGRqJXr14AjNf4k5NclMu8vDz1PouBAweiYcOGlabJkycDMN5Ib3rNWjFuMBjUy3vGjBmjSTHok1y4bVYc3TUkJMTsMhVf1+v1tsUAoHnz5khOTgbA7RqAW/exjmxb3bp1wxdffIELFy6gpKQEf/zxBxYsWIBGjRqp9zumpqbaHYvPckM+ExMTsXjxYpw+fRrFxcW4fPkyPv30U7Rt29apnPD4h0xYvPmj556zfcdlcu2asZ0HXb58GZcvXwZgHG6X4PFclpWVAbDv4JAscHEu9Xo9Ll26VGXKzc0FYDxwNL1WWFhocT3r16/HmTNnAHCUSatcmM+KQ8efOHHC7DLHjx8HAISGhto95D+36wrcuI/Vctu6ePEitm/fDsA4MA2V8+B3ZnFxMb799lsA9ueExz9UEYs3f3PmDLB6tWNtV682tveQmTNnQkQQHR3NXxIBj+cyOzsbmzZtAmAcJIGc4MJc1qlTx+q180uWLAEAxMXFqa+NHTvW4vpMgylkZGQgISHBsZh9nYu3zebNm6sFnCkfFRkMBvX122+/3a6zo0ePHlUfDu3327Wb97FablvPP/889Ho9+vTpg06dOjm1Lp/h4e/MN998E1evXkXbtm0xaNAgu9ry+IcqYvHmbxYutHyNd3UMBmDRIm3jqeDvf/875s6di6ysrEqv37hxAy+88AJmz54NAHj55ZcRFBTksji8hotzuXTpUnzwwQfqr30V7dy5E/369UNOTg6aN2/OZ884qwZvlxVdvXoVK1euBMCzbla5IZ+vv/46FEXB//t//w/z5883DfKFkpISTJkyBfv374dOp8Pzzz9fqd2sWbPwySefVBleXkSwfv163H333TAYDOjatSt69uzpWB98hRu3S0e2rY8//hgHDhyo9NqVK1cwceJELF26FLVr18aCBQtsj9nXuSGf//73v9XnMJrk5eVh2rRpePXVVxEUFITFixcjICCg0jI8/iG7eHrEFGsTONqk9gYMELMjKwFSD5clHHlSD5ctLiMDB1b7Fp999pnUrVtXnUJDQwWAhISEVHp95syZldpNnjxZAIiiKNKiRQvp1q2bJCcnS3BwsDrK0lNPPeWq/xnv4+JcTps2Tf1/b9asmaSmpkpqaqo0aNBAfT0uLk727dtntv3jjz9eKd+mUdFq1apV6fWff/7ZFf873sUN26Ul9ow2OXfuXDWHN27ccPg9fZ6b8jl79mx1ZMJGjRpJt27dJDo6Wh3p7r333qvSZsyYMer8Vq1aSbdu3SQlJUVtB0BuueUWOXfunNb/K97HjdulI9tWr169BIDUrVtXunTpIh06dFD3s7GxsbJjxw5He+6b3JBP0/YVFRUlycnJcsstt0hISIgAkMjISFm1apXZdv52/MPRJp2beKe5vyl/PpA5BQhHASKst79xo9q3KCoqQnZ2dpXXi4uLUVxc/N/3u+k5JyNGjABgPKtz5swZ/Pbbb1AUBc2aNUNGRgYmTpyIW2+9tdr39xsuzuWDDz6IwMBA/Pjjjzh27BgOHDiAsrIyxMTEoG/fvhg8eDDGjRuH8PBwC6u/YfZzkJeXpz6nCuDN1wDcsl1qwXRZ1/Dhw1GrVi23vKdXclM+n3rqKaSmpmL27NnYunUr9u7di5iYGAwbNgxPP/000tLSqrR54okn0LRpU/z00084efIkfvvtN4gIGjRogB49emDo0KF46KGHOBAN4Nbt0pFt689//jOioqLwyy+/4ODBgwgODkZycjKGDBmCJ554AlFRUTa/v19wQz5HjBiBwsJC7Nq1C8eOHYOiKIiPj8eAAQPw5JNPWhxlksc/ZA9FRDwdg0WKomxLS0tL21YDhqn3GQMHAt98Y3ZWBPJQgAiEIx/5sPDlMXCg49eMk7aYS9/BXPoW5tM3MI++hfmsMdLT07F9+/btIpLu6Vi8Ee958zfO3oDu7zew1yTMpe9gLn0L8+kbmEffwnySj2Dx5m8efRTQOZh2nQ6YMEHbeMhxzKXvYC59C/PpG5hH38J8ko9g8eZvmjcH7ByiVjVokLE91QzMpe9gLn0L8+kbmEffwnySj2Dx5o9mzgSio+1rEx1tbEc1C3PpO5hL38J8+gbm0bcwn+QDWLz5o4QEYM0aoE4d25aPjjbe5MsH8tY8zKXvYC59C/PpG5hH38J8kg9g8eavbr0V2L4dGDzY8jXgOp1x/rZtQDoHBKqxmEvfwVz6FubTNzCPvoX5JC/H4s2fJSQAK1YAJ08CL70EBAQYXw8IMP771CnjfP7iVPMxl76DufQtzKdvYB59C/NJXozPeSNVRARQUACEhwP5+Z6OhpzBXPoO5tK3MJ++gXn0Lcyne/E5b87hmTciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLyApsWboij3KoqyXlGUbEVRihRFOakoymeKojTT8n2IiIiIiIj8TaAWK1EURQHwDwB/BnAcwOcAbgBoDKAXgDgAZ7V4LyIiIiIiIn+kSfEG4AkYC7f5AJ4QEX3FmYqiaPU+REREREREfsnpyyYVRQkDMA3ACQCTby7cAEBEypx9HyIiIiIiIn+mxRmxfgCiASwBEKAoyj0A2gK4DuA/IvK7Bu9BRERERETk17Qo3lLK/9QD+A3Gws3EoCjKOyIy1doKFEXZZmFWRw3iIyIiIiIi8npajDbZoPzPpwHkAOgGIBJATwBHAUxRFGWSBu9DRERERETkt7Q482YqAEsADBGR8+X//klRlGEAfgUwBcAHllYgIunmXi8/I5emQYxEREREREReTYszbznlf+6qULgBAERkP4wDmbRWFKWOBu9FRERERETkl7Qo3o6U/3ndwnzT62EavBcREREREZFf0qJ421j+Z7ubZyiKEgQgHkA+gCwN3ouIiIiIiMgvOV28ichxAN8DiFcUZcJNs/8PQB0A/+az3oiIiIiIiBynxYAlAPA/ALYCWKgoyhAAhwF0BtAHwGkAz2j0PkRERERERH5Ji8smTWffugJYCuNz354A0AbAPADdROSiFu9DRERERETkr7Q68wYROQtgnFbrIyIiIiIiov/S5MwbERERERERuRaLNyIiIiIiIi/A4o2IiIiIiMgLsHgjIiIiIiLyAizeiIiIiIiIvACLNyIiIiIiIi/A4o2IiIiIiMgLsHgjIiIiIiLyAizeiIiIiIiIvACLNyIiIiIiIi/A4o2IiIiIiMgLsHgjIiIiIiLyAizeiIiIiIiIvACLNyIiIiIiIi/A4o2IiIiIiMgLsHgjIiIiIiLyAizeiIiIiIiIvACLNyIiIiIiIi/A4q0GWLFiBRRFgaIoaNGihafDcdrBgwfxwQcf4JFHHkFycjKCgoKgKArGjh3r0PrmzJmj/v/07t1b01gdodfrsWHDBkyZMgXp6emIiYlBUFAQ6tWrhzvvvBOLFy+GXq+vdj3Lli1Dz549ER0djYiICCQlJeH1119HUVGRG3phm3nz5mHMmDFITk5GbGwsgoODERUVhdTUVEyfPh3Xr1+32r6oqAivv/46kpKSEBERgejoaPTs2ROffvqpezpgI2f7CQC5ubmYMWMGunbtiujoaISFhaFFixYYMmQIPv/8c9d3wgH27nsMBgOWLl2Kvn37IjY2FiEhIWjcuDF69+6N6dOnuz7gavTu3Vvtj6Xpu+++q9IuLy8PX3zxBR555BEkJSWhVq1aCAkJQbNmzTBs2DBs2LDBA72xjb05KS4uxurVq/HYY48hJSUFUVFRCA4ORsOGDTFw4EAsX77cA72wztHP3dGjRzFp0iS0bdsWYWFhCA0NRYsWLTBq1Cjs3LnTjT0wb+nSpdV+Xk3TuHHjzK6jpvexovPnz2Pq1Knq90FwcDCaNGmC++67D99//71d66ppxwUVXbx4EVOnTkW7du0QHh6OqKgodOvWDXPnzkVZWZld66qJ/XT2GE+v1+PixYsAkKQoyg1FUXIVRclUFOUxRVGs1iWKotRRFOUtRVGOKopSqCjKFUVRvlMU5W7ne+ZFRKTGTgC2paWliS+7evWqNGzYUAAIAImLi/NYLOHhIoDxT2cMHjxY7U/FacyYMXav6/fff5fw8HB1Hb169XIuOA0sWrRIjUdRFImPj5eUlBSJiYlRX8/IyJDr16+bbW8wGGTMmDHqsi1atJBOnTpJUFCQAJDOnTtLTk6OUzFqlcuAgAABIGFhYdK6dWvp2rWrNG3aVI29UaNGsn//frNtr127JsnJyQJAdDqdJCUlSUJCgtp2/PjxzgWnIWf6KSKSmZmpbsdBQUHSsWNH6dKli/raHXfc4XBsWuXyZvbue7KysqR79+7q8vHx8ZKamipxcXESGBgoAQEB2gbogF69egkAadOmjWRkZJidtm/fXqXdqFGj1H6FhIRIx44d5ZZbbpGwsDD19f/93/8Vg8HgdIxa5tORnLz44ovq8oGBgZKYmCidO3eWyMhI9fX77rtPiouLnQ9QA45+7latWiUhISECQIKDgyUxMVGSkpLU7xNFUeS9995zOC4t8rh27VqLn9OMjAx1/wlAFi1a5PY+amnnzp1Sp04dASABAQESHx8vnTp1ktq1a6t9fOaZZ2xalyuOC7TaLnfs2CH16tVTt6/k5GRJSkoSnU4nAOS2226TgoICm9ZVE49/RJw7xisuLpa+fftWbHcYwG8ADOX//g5AkJivCZoDOFO+XAmAvQBOVljXy+ba+eLk8QCsBucHxdvo0aMFgNx7770+U7xNmjRJhgwZIjNmzJDvvvtORo4c6VDxZjAYpHfv3hIQECCDBg2qMTuvhQsXSseOHWXBggWSnZ2tvm4wGGTx4sUSHBwsAOTBBx80237+/Pnql+1XX32lvn7mzBm55ZZbrLa1lVa5fOuttyQzM1P0en2l13fv3i2JiYkCQJKSksy2HT58uACQ5s2by759+9TXN2/eLFFRUQJAPvzwQ+cC1Igz/fz9998lKipKdDqdvPrqq3Ljxo1K88+dOyf/+c9/HI7NVcWbPfue4uJi6dKliwCQYcOGyenTpyvNz8nJka+//lrbAB1gKt6WLFliV7tRo0bJ3XffLatWrZLCwkL19by8PJk8ebJ6oKHF51WrfDqak7/+9a9y6623yrJlyyp9VktKSuTNN99U+/rCCy84F6AGHO3jjRs3JDo6WgDI3XffLRcuXKjUZsKECerB9e+//+5QbK7aLiuaPXu2AJCIiIgq+xV39FErBoNB2rZtKwCka9euleIpKiqSl156Sf3cbdq0qdp1ueK4QIt85ubmqj+Ipaeny7lz59R5x48fl6SkJAEgEyZMqHZdNfX4R8S5Y7xnn31WLeAB7Jf/Hu93rFCYvS5V6wEFwPby+b8AaFZh3v3lxZwA6HdzW1+cPB6A1eB8vHhbu3at+qW0ZMkSnynebjZx4kSHijdTkfPMM8/ItGnTaszOKzs72+ov8DNmzFB3ThWLOxGR0tJSiY2NtXhwdOjQIdHpdKIoihw4cMDhGN1xYLF9+3b1C/fQoUOV5u3bt0+d9/3331dpu2DBAgEgjRs3lrKyMtcFqQFr/RQR6dOnjwCQv//97y55f1fk0t59z/Tp0wWADBo0SJOzT67iaPGWlZVldf6dd94pKD8r7iyt8uloTqrrq+mgv27dulV+zHA3R/v4zTffqGeebt4Hi4iUlZVJo0aNBIDDZ6bcsY81HeyPGzeuyjx39FErBw4cUPehe/bsMbtMamqqAJApU6ZYXZerjgu0yOf777+v/jB7/PjxKvP37t0rOp1OdDqdHD161Oq6aurxjzm2HuNlZWVJaGioAJCWLVsKgG1S+Zi/X/nnpABAzE3zBpbP0wNIlKr1whvl87ffPM8XJ97z5iG5ubmYOHEioqOj8d5773k6nBrnzJkzeO6559C6dWu8+uqrng6nkpiYGCiKYnF+//79ARiv6z527FileT/++CMuXboEAPjLX/5SpW1iYiJ69eoFEcGXX36pYdTaa9++vfr3/Pz8SvNMsbdu3Rp9+/at0nb06NEIDw/H+fPn8dNPP7k2UCdZ6+fevXvxww8/oH79+njiiSfcHZpD7N33lJSUqMu99tprVj/73qpevXpW55u26UOHDrkjnGo5kxNb+5qdnY2srCzHg3SSM30sKCgAYNxXx8TEVJkfEBCAli1bAgBKS0s1iFZ7mZmZ2LdvHwDgkUceqTLfm/poihUA2rRpY3YZ0+vWYq3JxwUA1O+y1NRUtGrVqsr8Tp06ISEhAQaDAV988YXF9dT0fjpq1apVKCoqQkREBOrXr19lvoh8D+AEgDAA99w0e3j5nxtF5LCZ1f+j/M/uiqK01CrmmirQ0wH4q2eeeQZnz57FokWLEBsb6+lwapw///nPuHHjBv79738jLCzM0+HYpbCwUP17REREpXlbt24FALRs2RLNmjUz275Xr17YuHGjumxNZfqiioyMRGJiYqV5pth79uxptm1oaCi6deuGTZs2YevWrTXmRmxzrPVzxYoVAIwDZeh0Onz88cf45ptvkJWVhQYNGuD222/H6NGjERoa6u6wLbJ337NlyxZkZWWhfv36SE5OxqZNm7Bs2TKcPHkStWrVQrdu3TB+/Hg0bNjQDdHb5quvvsLKlSuRk5ODunXromvXrhg1ahSaNGni0PpM2/TN27OnuDInFfdf4eHhWoZtF2f62KlTJyiKguzsbBw6dAjt2rWrNP/q1avYv38/AKB79+5u6Y+9Fi9eDABISEhARkZGlfne1MfExESEh4ejoKAAP/30E+6+u/LYEsXFxdixYwcAIC0tzeJ6avpxQXZ2NgBY3c80a9YMhw4dws8//2xxmZreT0eZjgu6detWaT9zkx8BtAJwK4ClFV6/tcL8KkTkjKIopwC0AJAO471wvsvTp/6sTfDRyyY3bNggiqLI7bffrr7Gyyb/a/HixQJAxo4dq75W0y8bqOixxx4TAFK/fv0qlwQ+/PDDAkD69u1rsf3HH3+s3ivmKFflsqysTM6ePSuLFi2S+vXri6Io8o9//KPKcs2aNRMA8vrrr1tc1yOPPCIAZPTo0doGqQFb+/mnP/1JAMhf/vIX6dGjR8WbsNWpdevWcuTIEYdj0TKXjux7TPdBpaamypNPPmm2jxEREbJy5UrnA3SS6bJJc1NwcLC8++67dq9Tr9er96Led999TseoRT5dmZMBAwYIAOnSpYvjAWrA2T7+z//8jwDGwWtWrVol2dnZkpubK5s2bVIHQDF3OaKtXHnZZEFBgXpf8MyZMy0u5+o+amnmzJkCQGJjY+WTTz6RS5cuSX5+vmRmZsrdd98tgHFgJ0uX6rr6uECLfN5///0CGAcss6Rdu3ZWv9+98fjH1mO82267TQDIo48+KmlpaVUumxTjcf+L5dv35gqvBcF4uaQAePDmNhWW+0/5Mq9aWsZXJo8HYDU4Hyze8vPzpVWrVhIaGirHjh1TX2fxZnT+/HmpU6eONGjQoNJ1/DV952WyY8cOCQwMFAAya9asKvNNB0YPPPCAxXWY7mWIjIx0OA6tc1lx0AbTdNttt8n69evNLh8RESEA5IMPPrC4zmeeeUa9n6WmsLefptHggoKCJCAgQN544w25dOmSFBQUyJo1a9QRK9u0aWPzCGM30yqXju57TP8nptFQR44cKceOHZPi4mLZs2eP9OzZUwBIaGhopYFpPOHJJ5+U+fPny2+//SY5OTmSn58vW7duVQdlASALFy60a52zZs0SwDhiamZmptMxapFPV+Vk+fLl6v/T8uXLHQ9QA8720WAwyLvvvivx8fFVtukWLVrI4sWLnbp/05XFm+kHvMDAwEoDkdzM1X3U2ieffCKdOnWqEmu9evVk9uzZUlJSYradO44LtMjn22+/LYBxxNoTJ05Umf/LL7+oo06a+3731uMfW4/xOnToIADkueees1a8/U/55+K3Cq/Vq/B5+dPNbSos92X5MnMtLeMrE+95q86ZM8BLLwEDBwK9exv/fPll4+sOeP7553HixAlMmzYN8fHx2sbqKFMfi8ufL1Zc5FQfnTFp0iRcv34d7777rtnr+B2mcR7NuXDhAoYOHYqysjL07NkTkydPrrKM6VKB4OBgi+sxXWJX8T4Bm7kol61atUJGRga6deumXmqXmZmJjz/+GLm5uVWWd1s/Nc6nvf3My8sDYLxPY+rUqXj++efRoEEDhIWFYcCAAfj6668BAMeOHcNHH33kWB81yqWj+56KfUxLS8OyZcsQHx+P4OBgdO7cGWvXrkVsbCyKioowY8YM+4LSOI/vvPMOJk2ahKSkJNSuXRvh4eFIT0/H119/jYkTJwIAnnvuuSr3LlqyceNGPPfccwCM/39du3Z1KC4AmubTFTk5cOCA+iyxhx56CPfdd5/dcWmZT2f7WFhYiFOnTuHatWsICAhA69atkZSUhLCwMJw6dQqLFy/GkSNHHO+jC78vTZdM9u/f3+qlry7rI6D5tqnX63HixAlcuXIFOp0OcXFxSE5ORq1atXDlyhV89NFHFp9L57LjAkDTfI4ZMwaRkZEoLi7GiBEjcOrUKXXeoUOH8NBDD8FgMAAw/73nzcc/trDluACA6UG3Fa/ZrnjtaImdbX2Tp6tHaxM8eebt8GGRe+4R0emMP8fcPOl0IoMHG5ez0ZYtW0Sn00mnTp2ktLS00jyPnHm7qY/hyDP+8oQ8h/tojq2/ynz66acCQAYMGFBlnsO/PLkgj+ZkZWWpvyq1b9/e4ohuLjvz5qZcmuzevVsyMjIEgKSkpFS5PNRlZ97clE+T6vrZsWNH9dfjy5cvm11H7969BYAMHDjQtjd1QS6d2fc8/vjjah+//PJLs8u88sorAkBq165t2wiFbs6jiPG5g6bHeKxatara5Xfs2KE++2zEiBGOj7zognxqnZPff/9dGjdurO5j7T5L7IJ8OtPHkpIS6dq1qwCQfv36yZkzZ9R5eXl58tRTTwkAqVOnTqV59vTRVfvYEydOiKIoAkBWrFhhcTmX9FHEZdum6dlgKSkplUZSLikpkbfeeks9Y3Xz2W2XHBeY6adW+VyzZo36fEidTidt27aV1q1bi6IoEh4erj6iJTo62vX9dNN+lmfePFAfeToAq8F5qnjbskWkTh3zH/abp+hoka1bq11laWmpJCQkSEBAgNlLb9xevJnpY5Wdl519tMSWDfvq1atSr149qVWrltkvGod2Xi7Io6XYTZeCtG3b1uplLqaHAd95550Wl7H7njc35rKi3Nxc9WGky5YtqzTPdLngjBkzLLa3+543N+XzZtb6abp0q27duhbbm+5L6dChQ/Vv5oJcOrvvefnll9WDaEuX4H355ZfqMtUNRe+pPIqIdO7cWQDzlzRXtHv3bvWBwvfdd1+VgtdmLto2tczJyZMnpXnz5gJAbr311irPE3Okj1rk05k+moZsr1u3rly7ds1s29tvv10A4/2qjvTRVftY0zPPYmNjrX7uNO+jiMtyuWbNGgGMl4Gau5xQRGTcuHECQP70pz+pr7nkuMBCP7XM56FDh2TcuHHSvHlzCQ4Olvr168vIkSPlyJEj8re//U1MP/K6tJ9u3M/aWryZ7gufMGGCM/e8PXRzmwrL+c09b7xs8mZHjgADBgDXr9u2/LVrxuWruTQhLy9PvXxh4MCBaNiwYaXJdInd2bNn1desDSXrFBf10RmnT5/GlStXUFJSgtTU1Cr/P3//+98BGEcrMr1mdTRGN/UxJycHffv2xS+//IL4+Hhs3LjR6mUuCQkJAIDff//d4jLHjx+vtKxVHsxlZGQkevXqBQDYtWtXpXn+0k/T6JMhISEW25vm6fV6629UQ/c9FUfYtNTPiq9b7aeH9z2my3WsDUf+66+/om/fvrh+/ToGDx6Mzz//HIGBDgzM7MK+apWTs2fPok+fPjhz5gy6d++Ob7/9FrVq1bItXqDG9vHHH40D0nXv3h116tQx2/ZPf/oTAONl0Va58TNrMBjUy6vHjBlj9XOnaR8Bl/bTFGvbtm3VxxfYEqvmxwWAW/KZmJiIxYsX4/Tp0yguLsbly5fx6aefom3btuoIoKmpqa7rZw08xgNsOy4A0Lr8TzUYESnFf0ePtHbNf5W2vorF282ee872D7zJtWvGdjbQ6/W4dOlSlcl0P43BYFBfszKUqnNc3EdnlJSUmP3/Md2jUlpaqr5WUmLl0mc39DE3Nxf9+vXD7t270apVK2zcuBGNGze22iY9PR0AcOrUKZw9e9bsMps3b660rFUezmVZWRmAqgeHptgtPcOtqKhIvb/Bm/tpGsL7woULFrdXU5HatGlT629SQ/c9FYcpP3HihNl1m/oYGhqKunXrWg7Cg3ksKyvD4cPGxwNZekzH/v37ceedd+Lq1asYOHAgvvzySwQFBTn2hi7sqxY5+eOPP3D77bfj5MmTSE1Nxbp161C7dm374q2hfTR3f6olRUVF1hdw42d2/fr1OFN+H9L48eOtLqtpHwGX9tPZWDU7LgA8ug8qLi7Gt99+CwAYMmRIlfnedPzjCNN3fWZmpnrvnxmm5wttu+n1bTfNr0RRlOYwPibAXFvf4+lTf9YmuPuyydOnLV8bXN2k0xnbO8htl01a6aPFywac7KO9jwowx67LBtyQxxs3bkh6eroAkJYtW8ppG/9fSktLpUGDBgJAXnjhhSrzDx06JDqdThRFkf379zvcT1flsqIrV66ow1kvWbKk0rxff/1VUH450/fff1+l7YIFCwSANGrUqMp9ZPb009XbZXX9vH79unp/3/z586u0PXPmjISEhAhgfchvT+bSln2P6b6/4cOHV5mn1+vVe//uvvtuh/rojjzOnTtXAMsj+B08eFDdNvv37y/FxcWOv5kb8ulMTi5cuCBt27YVANK1a1eLl9052ket8uloH00jVdpySeHQoUMd6qMrtsvhw4cLYH2oec37WE0/tcjlO++8o257li6bHDt2rADGe+JsZfflhB7+zjTdo9m2bdvqv/cqqGnHPzez9RgvKytL/T5s2bKl4KbLJgH0Kz9uKAQQc9O8QeXz9AASK84rn/9G+fydN8/zxcnjAVgNzt3F24svOvaBN00vveTwW7uteLPSx2p3Xg720e3Fm4vzmJ+frz5PqkWLFjYXbibvvfeeAMbnTn311Vfq62fOnFGfJ2VtQBNb+qlFLpcsWSLz58+XS5cuVZm3Y8cO6dKliwDGe/Py8vKqLDN06FB1fsV7VjZv3qwWQ9YGNLGln1rk09l+vvrqqwJAYmJi5KefflJfv3z5sjpYSYMGDeTq1asO9dFV22XF/le379m0aZMoiiKKosi8efPU4ceLi4vVZ3DpdDr58ccfHeqjFnn86KOP5LXXXqtyz0hRUZHMnj1bHXJ+8uTJVdoeO3ZMGjVqJKZCoKioyOp7VcsN+XQ0J5cvX5b27dsLYHyWm9XPpYN91CKfzvRx9+7d6qAfd911l5w9e1adV3EwDwCyevVqh/qo9XaZnZ2tHtj+85//rHZ5zfpYTT+1yOW5c+fUQTxSUlLk4MGD6ryKA5YAkPfee6/avpvYXby5IZ9ff/217Nixo9JrN27ckJdfflkURZGgoCD5+eefbe6j3f30wHGsPcd4U6ZMEQASEBAgAPaLqMf7HQGcKf8cvGl6vcJ8BUBm+fxfADSrMO9+GEehFFgZ0MSXJqW84zWSoijb0tLS0rZtc9MZ0IEDgW++MTurPi6joLrRRwMCgJBQh966rGwpSkrGQVHiEBZ2yqF12KS4CLBw/4OxfwoAQTgsDN9uQx/Lyj5HScnjFV7Jh3EE1xAA/72fIijoWQQFPWtT2CUlr6Cs7FXodL0QGrrJ+sLV9tHI0T6Wlv4NpaUvAAAUpQ0UpYHFZYOC/oqAgLsrvSYiKCkZDb3+k/J1tAQQBZEDAEqhKLcgNHQzFKWOxfUCcHkuTf/nxhibQVGM9/IZDKcBXC5/PQ4hIWug03Ws0l7kGoqKekJkPwAdFKUDgBKIHCl/+zEICVlqvY829dPIc/3Uo6TkAej1y8uXbQtFiYTBsB9AMYA6CAlZg4CAjCptbe+j89ulJbbue0pL30Fp6RQAAkVpBEVpBoPhGIBrAHQICnoXQUGPW2zv+u1yDkpLnwIAKEoTKEpjiOghchgoX2dAwAMIDv4YilL5UsiiortgMHwPANDpusK4rzIvJOQr9TNikZvy6UhOSkomoqzsQwCAonSEokRZXH9w8HvQ6Tqbn+nifJo4+rkrLf07SkufhfF4LqB8PxsGkd9h/GEfCAx8GsHBsyy/uRu3y9LS91Ba+gSAWggLuwBFqf7eQ036CLgll8bjgjEwHmPrYLzKrQ5EjgO4Ub6a4QgO/hSKEmA93nJ2HRcAbslncfFY6PUfAYiCorQAIOXfecUAIhEcvAyBgYOqj7UCrY5/TMJRgCxYOG4ZOBBYvdpq+88//xyPP/7fbS4/Px9FRUUICQmpdM/ss88+i2efrXyMV1xcjP79++OHH34wvXQExg9FBxhv5foPgAEiUuW6UMX4H/ozgCYASgEcAFAH/71ccrqITLMavK/wdPVobYK7z7z16mXx1wjTrzKum5aU//IU5+L3ccdk6kt10zQ71jmtvE2vGtA/Uyy2TEusrOdfAvQQIEqAMAE6CPCaAIU1oI8iwJHyePoK0EKAcAGCBWhY/tr7AuRXs44CAaaX9y2svK89BPi4BvRPy34aBPhIgNsEqFPevpUAjwtwpgb00dq0RGzf9/wkwL0CxAoQVP7nMAG21YB+HBDgWTHuI5qJ8fMWIkDz8hi/sdK2l9i+TZ+sAX11Jidj7OjrxhrQP2c+d9sFeFiAlmL8LAQL0FSA+wX4vgb0q+Jkenj1eDvbeVMfDwowUYAEMW6fQWLczw4Q4EsH1jdNas5xgWn6VoDhYtz/hwsQIcbvv2cFOO/gOrXtp9Wzizac3TNdrVHdNG3aNLPty8rKJC4uTgDkwVi53wCwC8D/AggQsVoXxAB4G8AxGM8KZANYB6C/tXa+NvHMW0UePPPmNh78hd9t3PSLsMf5Qy4B/8inP+TSH/Jownyqf/ftPvpAHgH/yCXgH/l0w5k3LaSnp2P79u3bRcSGEcuoCk9Xj9VU2H5zz5vbePDeGrfxhzyK+EcuRfwjn/6QS3/Iownz6Rv59Ic8ivhHLkX8I59ekktLz3njxDNv9jtzBmjZErA8hKllOh1w8iTQvLn2cWnJSh8jkIcCRCAc+ciHmevtfaCP1fKWPgL+kUvAP/LpD7n0hzyaMJ/W+UAffSaPgH/kEvCPfHpJLnnmzTl8zltFzZsDg+y7kVQ1aFDN36gB9rE63tJHgP20hbf0k320zlv6aOIPfWUfrfOWPgLspy28pZ/+0EeCx0/9WZvg7ssmRUQOHxaJjrb9FDNgXP7wYffG6QwLfbR62YCP9NGn8ijiH7kU8Y98+kMu/SGPJsynb+TTH/Io4h+5FPGPfHpBLnnZpHMTz7zdLCEBWLMGqFPHtuWjo42DnCQkuDQsTbGPVXljHwH20xJv7Cf7WJU39tHEH/rKPlbljX0E2E9LvLGf/tBHf+fp6tHaBE+ceTM5fFhk8GDLT6rX6YzzvenXmJvd1Mcqvzz5YB99Mo8i/pFLEf/Ipz/k0h/yaMJ8+mQffTKPIv6RSxH/yGcNziXPvDk3ccCS6pw5AyxaBOzdC9y4AURGAp07A48+CjRr5rm4tFTex4g3XkCBPhThAUXIf+ENn+yjT+cR8I9cAv6RT3/IpT/k0YT59HR02vCHPAL+kUvAP/JZA3PJAUucw+KNVBERQEEBEB4O5Od7OhpyBnPpO5hL38J8+gbm0bcwn+7F4s05vOeNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4I80dPHgQH3zwAR555BEkJycjKCgIiqJg7NixVtsVFhZi1qxZGDFiBDp06ID69esjKCgIMTEx6NGjB+bMmYOioiL3dIKg1+uxYcMGTJkyBenp6YiJiUFQUBDq1auHO++8E4sXL4Zer7e6josXL2Lq1Klo164dwsPDERUVhW7dumHu3LkoKytzU0/IkhUrVkBRFCiKghYtWlhcrnfv3upylqbvvvvOfYGTymAwYOnSpejbty9iY2MREhKCxo0bo3fv3pg+fbrZNrt27cKcOXMwatQoJCYmQqfTQVEUvPLKK+4N3s8tXbq02u3KNI0bN65S21deecXmtq+++qqHeuifHPne4/EP2SPQ0wGQ73nhhRewcuVKu9tlZ2dj6tSpAIBatWqhcePGiIuLw7lz57BlyxZs2bIFH374IdavX48mTZpoHTbdZOnSpZgwYQIAQFEUtG7dGq1atcLJkyexYcMGbNiwAYsXL8Y333yDqKioKu137tyJAQMG4MqVKwgMDESHDh1gMBiwe/duZGZm4quvvsK6desQFhbm7q4RgGvXrmHSpEl2tWnTpg0aNGhgdl50dLQWYZEdrly5goEDB2LHjh0AgPj4eMTFxeHy5cvYsmULfv75Z7z88stV2k2YMAG//vqru8Olm8TGxiIjI8Pi/Ly8PDVPPXr0qDSvefPmVttmZ2fj8OHDZtuS6zj6vcfjH7KLiNTYCcC2tLQ0IfcIDxcBjH86Y9KkSTJkyBCZMWOGfPfddzJy5EgBIGPGjLHa7tq1azJnzhzZt29flXk//PCDxMbGCgAZOHCgcwH6AS1yuXDhQunYsaMsWLBAsrOz1dcNBoMsXrxYgoODBYA8+OCDVdrm5uZKw4YNBYCkp6fLuXPn1HnHjx+XpKQkASATJkxwPEA/odV2ebPRo0cLALn33nsFgMTFxVlctlevXgJAlixZom0QfkirfBYXF0uXLl0EgAwbNkxOnz5daX5OTo58/fXXZtvee++98sADD8hbb70lP/zwg5rfadOmOReUH3HVdlnR7NmzBYBERETIjRs37Gr7xBNPCABp0aKFGAwGF0XoO7TIpzPfe/52/JOWliYAtkkNqDW8cfJ4AFaDY/HmVq76Mpo4caJNxVt1Pv/8cwEgOp1O8vLytAnOR2mRy+zsbKtf+jNmzBAAEhAQUKm4ExF5//33BYAEBwfL8ePHq7Tdu3ev6HQ60el0cvToUceD9AOu2C7Xrl2rHvQvWbKExZsbaZXP6dOnCwAZNGiQ0wfnd911F4s3O7mjeDMd7I8bN86udsXFxVK3bl0BIK+++qqLovMtWuTTld97vnb8w+LNuYn3vJHXaN++PQDjPR689tv1YmJioCiKxfn9+/cHYLw37tixY5Xm/fTTTwCA1NRUtGrVqkrbTp06ISEhAQaDAV988YWGUVN1cnNzMXHiRERHR+O9997zdDjkgJKSEjV3r732mtXtlLxTZmYm9u3bBwB45JFH7Gq7cuVKZGdnQ6fTVXuvOWnHld97PP6hinjPG3kN046xZcuWqFu3roejocLCQvXvERERleZlZ2cDgNVr85s1a4ZDhw7h559/dk2AZNYzzzyDs2fPYtGiRYiNjbWr7VdffYWVK1ciJycHdevWRdeuXTFq1Cjeg+FmW7ZsQVZWFurXr4/k5GRs2rQJy5Ytw8mTJ1GrVi1069YN48ePR8OGDT0dKjlo8eLFAICEhASr97ZZa3vnnXeiefPmmsdG5rnye4/HP1QRizeq0UpLS3H+/Hl8/fXXePHFFxEcHIy5c+d6OiwC8OmnnwIA6tevj3bt2lWaV6dOHQDAH3/8YbH92bNnAQCHDh1yTYBUxQ8//ICFCxfi9ttvt/vXfAD45ptvKv37q6++wssvv4y3334bTzzxhFZhUjV27twJAGjRogWeeuopzJkzp9L8lStX4o033sCnn36Ke+65xwMRkjMKCwvx2WefAQDGjx9vV9tz587h+++/B2D/GTtyjtbfezz+IUt42STVSEOGDIGiKAgODkaLFi3w9NNP44477sCWLVswcOBAT4fn93bu3IkFCxYAAP7v//4PAQEBleZ3794dgHFI8pMnT1Zp/+uvv+LIkSMAjKMekusVFBTg0UcfRUhICD788EO72nbu3Bnz58/Hb7/9hpycHOTn52Pr1q249957UVJSgsmTJ2PRokUuipxuduHCBQDAL7/8gjlz5mDkyJE4duwYiouLsWfPHvTs2RP5+fl44IEHsH//fg9HS/Zavnw5cnJyEBgYiNGjR9vVdunSpTAYDIiJicHgwYNdFCGZo9X3Ho9/qDqaFG+KopxSFEUsTJu0eA9yoTNngJdeAorLr6MuLgJeftn4uoe0b98eGRkZSElJQb169QAAmzdvxrJly1BSUuKxuGo8N+TywoULGDp0KMrKytCzZ09Mnjy5yjJjxoxBZGQkiouLMWLECJw6dUqdd+jQITz00EMwGAwAjEUFmaFxLp9//nmcOHEC06ZNQ3x8vF1t33nnHUyaNAlJSUmoXbs2wsPDkZ6ejq+//hoTJ04EADz33HPIz893KDa/oGE+8/LyABh/mU9LS8OyZcsQHx+P4OBgdO7cGWvXrkVsbCyKioowY8YMLXtBbtjHmi577N+/v12XvooIli5dCgAYNWoUQkJCNIvJZ2mYT62+93j8Q9XSYtQTAKcAXAfwiplprBPr5WiTrnT4sMg994jodCKAhCPPONoS8ozDLul0IoMHG5dzghajTW7YsEHat28vAGTw4MFOxeOT3JTLrKws6dChgwCQ9u3bS1ZWlsVl16xZI2FhYeoIWW3btpXWrVuLoigSHh6uDlUfHR3tVEw+xwW53LJli+h0OunUqZOUlpZWmmfLaJPWXLt2TX1sxKpVqxxah09zQT4ff/xxASAA5MsvvzS7zCuvvCIApHbt2qLX662uj6NN2sBN+9gTJ06IoigCQFasWGFX240bN6qfi19++cWpOHyei/Lpiu89Xzz+4WiTNWe0yesi8oqZaamG70Fa2boVSEsDVq0Cyn8JqsJgAFauBNLTgW3b3BvfTfr06YNvv/0WgYGBWLlyJbZu3erReGoUN+Xy2rVr6Nu3Lw4cOIC2bdtiw4YN6q+C5gwYMAB79uzBuHHj0LRpU5w6dQq5ubkYMWIE9u7dq94n16hRI4fi8UkuyGVZWRnGjx8PRVGwcOFCBAZqe6tznTp10KFDBwCoMuqo33PRthkTE6P+/eb7TU1Mo9Pl5ubi6tWr9sVNlbnx+3LJkiUQEcTGxmLAgAF2tTWdsUtJSUFycrLDMfg8F+bTFd97PP6hm3HAEn905AgwYABw/bpty1+7Zlx+2zYgIcGloVnTvHlzJCcnY/fu3di1axduvfVWj8VSY7gplzk5Oejbty9++eUXxMfHY+PGjTZdzpOYmKgeUNzMdC9OamqqzXH4NBflMi8vD0eOHEFAQIDZ+yVMo4aePXtWzem7776LBx54wObQg4ODARgv46NyLtw2ExMT1b9bujSu4ut6vd62GKgqN35fGgwGfPTRRwCMl+DZ80NLbm4uli9fDoADlVjlhny64nuPxz9UkZZn3kIURRmrKMoLiqI8rihKdw3XTVp67jnbd1wm164Z23lYWVkZAB6MqNyQy9zcXPTr1w+7d+9Gq1atsHHjRjRu3Ni+97xJcXExvv32WwDGm7MJLs+lXq/HpUuXqky5ubkAjAeOptcqPgaiOmVlZTh8+DAA4zDYVM6F+aw4dPyJEyfMLnP8+HEAQGhoKIcWd4Ybvy/Xr1+PM+X3Wtk7yuRnn32GgoIChIaGYuTIkXa/t9/w4PGPs997PP4hEy2Lt4YAlgB4HcB7ALYrirJTUZTW1TVUFGWbuQlARw3jI8B4E+7q1Y61Xb3ao4OYHD16VH1oaefOnT0WR43hhlzm5eXhT3/6E3bu3ImWLVti48aNaNq0qWPvWcGbb76Jq1evom3bthg0aJDT6/N6LsxlnTp1rF47v2TJEgBAXFyc+po9D/b94IMP1JHx+vTp41gffI2Lt83mzZurBZy5X/gNBoP6+u233675pbJ+w83fl6acZWRkIMHOs3amtkOHDlWHrKebePj4x5nvPR7/UEVaFW9LANwBIBZABIDOAD4GkApgg6IokRq9Dzlr4ULL13hXx2AAXDgc+KxZs/DJJ58gJyen0usigvXr1+Puu++GwWBA165d0bNnT5fF4TVcnMuCggIMHDgQ27ZtQ4sWLbBp0ya7Hvj673//W30elUleXh6mTZuGV199FUFBQVi8eHGVxwz4pRq8Xf7rX//CjBkz1OcTmRQXF+Odd97BlClTAACPPfYYHwpt4oZ8vv7661AUBf/v//0/zJ8/3zTIF0pKSjBlyhTs378fOp0Ozz//vGNxkFu3y6tXr2LlypUA7D/rduDAAXVfa29bv+KGfDr6vcfjH7KLK0dDAfAvGEc+etrB9hxtUmsDBhhHUjIzAYbyvxosLiMDB1b7Fp999pnUrVtXnUJDQwWAhISEVHp95syZldqNGTNGHaGpVatW0q1bN0lJSZHo6Gh1BK1bbrlFzp0756r/He/i4ly+8cYb6v97mzZtJCMjw+K0du3aKu1N+YyKipLk5GS55ZZbJCQkRABIZGQkRyasyA3bpSXVjTb5zjvvqJ+DJk2aSGpqqnTp0kXCw8PV1x944AEpKSlxOAaf46Z8zp49Wx2ZsFGjRtKtWzd1f6nT6eS9994z227mzJmV9sVBQUECQMLCwiq9/tlnn2n5v+J93Lhdzp07VwBIrVq15MaNG3aF+fTTTwsAadmypRgMBnt76T/ckE9Hv/f87fiHo006N7n6WooFAB4GkAFgtovfi2xR/nwgh924Ue0iRUVFyM7OrvJ6cXExiouL1X/f/JyTJ554Ak2bNsVPP/2EkydP4rfffoOIoEGDBujRoweGDh2Khx56iJcAmbg4lxVzdezYMasjCV66dKnKayNGjEBhYSF27dqFY8eOQVEUxMfHY8CAAXjyySc5ymRFbtguHdWvXz88++yz2LFjB06cOIH9+/fDYDAgNjYW3bt3x9ixY9G/f3+Xvb9XclM+n3rqKaSmpmL27NnYunUr9u7di5iYGAwbNgxPP/000tLSzLYrKCgwu48uLCysdL9jUVGRY/H7Cjdul6bLHocPH45atWrZ3K60tBSffPIJAGDcuHFQFMW+GP2JG/Lp6Pcej3/IHoqIuG7lipIA4DCAdSLyJwfab0tLS0vb5uFh6n3KwIHAN9+YnaXAAEABILD4FImBAx2/Zpy0xVz6DubStzCfvoF59C3MZ42Rnp6O7du3bxeRdE/H4o20HLDEHNOIk6dc/D5kKys3uoajoNKf9rYnN2MufQdz6VuYT9/APPoW5pN8hNPFm6IoiYqihJt7HcDM8n9+6uz7kEYefRTQOZh2nQ6YMEHbeMhxzKXvYC59C/PpG5hH38J8ko/Q4szbCAAXFUVZoyjKPEVR3lIUZQWA32B8fMDfRORHDd6HtNC8OeDo0OyDBhnbU83AXPoO5tK3MJ++gXn0Lcwn+QgtireNAL4F0BbAKABPwXi55FoAd4nICxq8B2lp5kwgOtq+NtHRxnZUszCXvoO59C3Mp29gHn0L80k+wOniTUQ2i8gDItJWRKJEJEhEGonIEBH5XosgSWMJCcCaNYCtD/KMjjbe5GvnQ0PJDZhL38Fc+hbm0zcwj76F+SQf4OoBS6imuvVWYPt2YPBgy9eA63TG+du2AekcEKjGYi59B3PpW5hP38A8+hbmk7wcizd/lpAArFgBnDwJvPQSEBBgfD0gwPjvU6eM8/mLU83HXPoO5tK3MJ++gXn0LcwneTGXPufNWXzOm3tFRAAFBUB4OJCf7+loyBnMpe9gLn0L8+kbmEffwny6F5/z5hyeeSMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN7cbN68eRgzZgySk5MRGxuL4OBgREVFITU1FdOnT8f169c9HaLTDh48iA8++ACPPPIIkpOTERQUBEVRMHbsWKvtiouLsXr1ajz22GNISUlBVFQUgoOD0bBhQwwcOBDLly93Twds4GgfTY4fP46//OUvaN26NUJDQxETE4NevXrh448/dm3gdtDr9diwYQOmTJmC9PR0xMTEICgoCPXq1cOdd96JxYsXQ6/XW13H+fPnMXXqVCQlJSEiIgLBwcFo0qQJ7rvvPnz//fdu6kn1nNkuFUWpdioqKnJfZ+ywYsUKNcYWLVq4ra2r9O7du9pcfPfdd2bbbt68GW+99RaGDx+OVq1aqcsvXbrUvZ2wk8FgwNKlS9G3b1/ExsYiJCQEjRs3Ru/evTF9+nSL7fR6Pd5//32kpqYiMjIStWvXRmpqKubNmweDweDGHlTP3j6+8sorNm2XiqLg1Vdf9UCPjJYuXWpznOPGjbO4nuLiYrz77rvo0aMH6tWrh9DQUDRr1gx33XUX5s+f78YeWefI90FhYSFmzZqFESNGoEOHDqhfvz6CgoIQExODHj16YM6cOTVu/3rx4kVMnToV7dq1Q3h4OKKiotCtWzfMnTsXZWVlZtt40/EP4FgfTY4fP44TJ04AQGdFUYoURbmqKMpmRVEedkvwvkBEauwEYFtaWpr4koCAAAEgYWFh0rp1a+natas0bdpUAAgAadSokezfv98jsYWHiwDGP50xePBgtT8VpzFjxlht9+KLL6rLBgYGSmJionTu3FkiIyPV1++77z4pLi52LkANONpHEZHVq1dLeHi4AJDQ0FBJSUmRhIQEdR3Dhw8XvV7vVHxa5HLRokVqTIqiSHx8vKSkpEhMTIz6ekZGhly/ft1s+507d0qdOnUEgAQEBEh8fLx06tRJateurbZ/5plnHA9QQ85sl6ZlunbtKhkZGWYnZz6zWm2XN7t69ao0bNhQjT8uLs4tbV2pV69eAkDatGljMRfbt2832zYqKsrsNr1kyRJNY9Qyn1lZWdK9e3c11vj4eElNTZW4uDgJDAyUgIAAs+2Ki4ulb9++aruEhARJSkoSRVEEgNx1111SUlLifIAacKSP//znPy3mPyMjQxITE9X1/ec//3EoLi3yuHbtWqtxJicnq3EuWrTI7DqOHz8ubdu2FQCi0+mkXbt20rVrV2nSpInodDpp3bq14wFqyNHvg7Nnz6rza9WqJW3btpWUlBSJjY1VX2/Xrp2cO3fOqfi02i537Ngh9erVU49jkpOTJSkpSXQ6nQCQ2267TQoKCqq086bjH0f7KFL5+AeAHsAuAIcr7HO/AKCTGlCD1OTJ4wFYDc4Hi7e33npLMjMzqxyc7969W/1CSUpK8khsWu28Jk2aJEOGDJEZM2bId999JyNHjrSpsPnrX/8qt956qyxbtkxu3Lihvl5SUiJvvvmmugN74YUXnAtQA4728dSpU+qOa/DgwXL16lV13p49e9SCYcaMGU7Fp0UuFy5cKB07dpQFCxZIdna2+rrBYJDFixdLcHCwAJAHH3ywSluDwaAeUHTt2lV+//13dV5RUZG89NJLaj43bdrkeJAacWa7NPXj5MmTLonNVcXb6NGjBYDce++9dhdgzrR1JVPx5kjBlZ6eLg8//LC8++67smXLFmndunWNLt6Ki4ulS5cuAkCGDRsmp0+frjQ/JydHvv76a7Ntn332WQEgderUkc2bN6uv79u3T5o1a1Zj9rPO9NGaJ554QgBIixYtxGAwOBSbq7bLimbPni0AJCIiotJ3osnVq1fVfD322GOSlZVVaX5WVpasWbPGdQHayJnvg2vXrsmcOXNk3759Vdb7ww8/qEXcwIEDnYpRi3zm5uaqP2qlp6dXKiiPHz8uSUlJAkAmTJhQpa23HP8408eKxz/R0dECYKf893i/M4Cz5f38q7iorvCVyeMBWA3OB4s3a7Zv365uoIcOHXL7+7vqy2jixIk2FTY3f/HcbMKECQJA6tat6/SZKa3Z2sepU6cKAKlXr55cu3atyvyVK1eqX9Y5OTkOx6NFLrOzs60e2MyYMUP9FbVicScicuDAAfWzvGfPHrPtU1NTBYBMmTLF8SDdoLrt0huLt7Vr16oHxEuWLLGrAHOmras5U7zdzHQ2vKYWb9OnTxcAMmjQILsKkKysLAkNDRUA8uGHH1aZv27dOvUs9M3btbs52kdriouLpW7dugJAXn31VYfX447izXQgPG7cOLPzx48fLwDk8ccfd10QGnDl98Hnn3+unnXMy8tzOEYt8vn+++8LAAkODpbjx49Xmb93717R6XSi0+nk6NGjleZ5y/GPM32sePzTtWtXAbBNKh/z31P+OckDUFs0rCd8beI9bzVI+/bt1b/n5+d7MBLPqFevntX5/fv3BwBkZ2cjKyvLHSFp7qeffgIA3HXXXahTp06V+YMGDUJERATy8/OxatUqN0dXWUxMDBRFsTjflA+9Xo9jx45VmldQUKD+vU2bNmbbm14vLS11NlSX8rXtMjc3FxMnTkR0dDTee+89t7Ul7ZSUlKj//6+99prV7fRmq1atQlFRESIiIvDww1VvMenXrx9atWqFwsJCj+6DnOmjNStXrkR2djZ0Op3N9yh7QmZmJvbt2wcAeOSRR6rMv3TpEj7++GMEBQXh5Zdfdnd4dnHl94Fp/2wwGDx+75vp+z01NRWtWrWqMr9Tp05ISEiAwWDAF198UWmetxz/ONPHisc/gYGB5la/GkA+gAgYCzmygMVbDWL6YEdGRiIxMdHD0dQ8hYWF6t/Dw8M9GInjsrOzAQBNmjQxO19RFHXezz//7La4HFExHxEREZXmJSYmqjkyfa4rKi4uxo4dOwAAaWlpLozSebZulzNmzED//v3Rt29fjB49Gv/85z8rHbTUFM888wzOnj2Lt99+G7GxsW5r605fffUV7r33XvTp0wfDhg3DzJkz8ccff3g6LM1s2bIFWVlZqF+/PpKTk7Fp0yY8+uijuPPOOzFkyBC88cYbuHjxotm2W7duBQB069YNoaGhZpfp2bNnpWU9wZk+WrN48WIAwJ133onmzZtrHbZmTHEmJCQgIyOjyvy1a9eitLQUnTp1Qv369bFy5Uo8/PDDuOOOO3D//fdjzpw5yMnJcXfYZrny+8C0vpYtW6Ju3bpORuqc6r7fAaBZs2YA7P9+rynHP870sbq2Yjz9ZtpR93AuUh/n6VN/1ib4wWWTZWVlcvbsWVm0aJHUr19fFEWRf/zjHx6JxdOXTVZnwIABAkC6dOmiTWAasrWP5ZcKyEMPPWR2vsFgkIiICAEgPXv2dDged1zS89hjjwkAqV+/vpSVlVWZP3PmTAEgsbGx8sknn8ilS5ckPz9fMjMz5e677xYAcscdd9S4S2BF7NsugaqDXJimhg0bysaNG52KRctcbtiwQRRFkdtvv119zdZLH51p6y6myybNTcHBwfLuu+/avK6afNmk6R6Y1NRUefLJJ832NyIiQlauXFml7W233SYA5NFHH7W4/tdee83pfZCznOmjJWfPnlUHVfjiiy+cis+V+9iCggJ1AJ2ZM2eaXeYvf/mLet/p/fffb/b/p379+rJ161btA3SAlt8HJSUlcurUKZk9e7aEh4dLcHCwrF692qn4tMinKQ8ZGRkWl2nXrp0AkObNm9u17ppy/ONMHyse/6SlpZm7bFKB8ZJJAbBZNKolfHHyeABWg/Ph4m3y5MlVdrS33XabrF+/3mMx1eTibfny5er/0/Lly7ULTiO29rFiwWNulMbVq1er/XRm4BpXF287duyQwMBAASCzZs2yuNwnn3winTp1qvJZr1evnsyePbvGjGhn4sh2ec8998iXX34pR48elcLCQrl69aqsWLFCbrnlFgEg4eHh8uuvvzock1a5zM/Pl1atWkloaKgcO3ZMfd2WAsyZtu705JNPyvz58+W3336TnJwcyc/Pl61bt6oDqwCQhQsX2rSumly8mT6nQUFBAkBGjhwpx44dk+LiYtmzZ4/07NlTAONotjcP9NChQwcBIM8995zF9c+bN8/pfZCznOmjJaaiNCYmRoqKipyKz5X72I8//lgA40h+Fy5cMLuMacRj0//Pk08+KWfOnJGioiL58ccfpWPHjuq+1tI63M3Z7wNzozwPGjRIMjMznY5Ni3y+/fbbAkBCQkLkxIkTVeb/8ssv6o8HkZGRNq+3Jh3/ONPHisc/Fu55G1ght7+JE/WDr08eD8BqcDWheDt9WuTFF0UGDBDp1cv450svGV93wrvvvisZGRnSrVs3dbSk0NBQGT16tFMDVTikvI/hAYXGnVdAoSZ9NHG2eNu/f786nLClM1bVclEeTWzt4/79+9Wip3///pVuUt6yZUul4ekdGuLZxbkUETl//rwaZ8+ePc2edRMxnr2aPn26NG3aVHQ6ncTFxUlycrLUqlVLAEhycrL8/PPPjgXhBdtlfn6+dO7cWQBIv3797A9G41yaRtj729/+Vul1WwowZ9pa5eLtsiLTNhoTE2PTwAaaF28a5vORRx5R9xNpaWlVBvPIy8tTP78PPPBApXmtWrUSAPLSSy9ZXP8///lPx/ZBGubTmT6aYzAY1BFEn3jiCbvjUblhH3v77bcLALnnnnssLnPHHXeo/z/m+n/27Fl1YBprhbpFGm+bWnwfPP/885KRkSEpKSnqUPW1a9eWJ5980vEh9DXM5+XLl9Wh/bt161ZpEKuDBw+qP5wAsPgYj5vVtOMfZ/pY8fin/LERmfLf4/1b8d/RJgXA7+LmmsObJo8HYDU4TxZvhw+L3HOPiE5n/G+6edLpRAYPNi6ngd27d0tGRoYAkJSUFIsHxJq6qY/hyDPuvJCnaR+dKd5+//13ady4sQCQXr16WXx2iEVuyqM9ffzwww/V54oFBQVJhw4d1OGe69evL/fdd58AkM6dO9segJtymZWVpe6c27dvb3WELNOvpCkpKXLgwAH19ZKSEnnrrbfUX+/s+tXUy7ZL08iMAQEBZkcXNcsFudyyZYvodDrp1KmTlJaWVppXXQHmTFtb++jqPIoYhxw3Pd5i1apV1S6vWfHmgnw+/vjj6gHSl19+aXaZV155RT24rXgpmkvOvLkgn8700ZyNGzeq6/vll19sjkPlpn3siRMn1OftrVixwuJyAwcOVPuzc+dOs8uMHTtWAEjHjh1tD8BF26Yrvg82bNgg7du3F8D46B27uCifa9askbCwMAGMI2C2bdtWWrduLYqiSHh4uPqYlejo6GrXVVOPf5zpY8XjHwAGAPsBnCn/92UAy8v/vkdqQB1SUyePB2A1OE8Vb1u2iNSpY/7DfvMUHS2i0TXlubm56q9Jy5Yt02SdFpnpY5Wdl0Z9dLR4O3nypDRv3lwAyK233mr2OTdWuTGP9vZxx44dMnz4cGnYsKEEBQVJ48aN5c9//rOcP39eXVf//v0d7qcrcnn16lX1kpe2bdtavRRnzZo1Ahgv+zF3aYWIyLhx4wSA/OlPf7ItAC/cLnNyctQDrN27d1ffwAW5LC0tlYSEBAkICDB7YGStAHOmrT19dEceRUQ9E2rtUl8TTYo3F22bL7/8svq5snTJ4JdffqkuU/FHlh49eghg/jlMJnbd8+aifDrTR3MefvhhtXiwmxu/L03PPIuNja3yY0lFpgNkABa/G01FUUREhG1v7qJcuuT7oNzp06fVszlbtmyxrZGL83no0CEZN26cNG/eXIKDg6V+/foycuRIOXLkiPztb38T04+f1tT04x9n+rhjxw6JiYkRACXl0x8AFgBoBOAf5Z/rb8SN9Ya3TR4PwGpwnijeDh+2/QNf8YOv0S/EQ4cOFQDy1FNPabI+syz00eLOy8k+OlK8nTlzRlq2bCkApHv37vZfSurmPGo1KIuIqGd6pk2bVv3Cbsrl9evXJSUlRQBIfHy8/PHHH1aXNz0E2NoX1BdffCGA8bk1jvazpm+XhYWF6gHW9u3brS/solxeu3ZNTGf/YmNjq0ymS3J0Op362ueff+50W3v66K48du/eXQDIm2++We2yThdvLtw2P/30U/VzdfOzlExMz4wEIBcvXlRfN12O2Lt3b4vrN52xsTaoibU+apFPZ/p4s5ycHPXhwPPnz6/2vW3poyu+L/V6vXrA/uyzz1pd9o033hAAoiiKxUsG3333XQGMl3472k8tcqn598FNTN9NNg1I5Objn5s99NBD1R4reNvxz81s6aO5AUtEBAB+Lt+mX7l5Hqf/TnxUwM2eew64ft2+NteuGdtpoKysDIDx2Vku4+E+VuePP/7A7bffjpMnTyI1NRXr1q1D7dq17VtJDe+jJRcvXsT27dsBAEOGDKm+gRv6mZubi379+mH37t1o1aoVNm7ciMaNG1fbxlY2PZvHS7dL03OagP8On2yRi/uo1+tx6dKlKpMpVwaDQX2t4rDUzrZ1Zx+tKSsrw+HDhwHYkAstuLCvFYeOP3HihNlljh8/DgAIDQ2tNIR6eno6AONzxCxtez/++GOlZS2qoX282WeffYaCggKEhoZi5MiR9sXrxs/s+vXrcebMGQDA+PHjrS5r+v8REZw8edLsMqb/n6ZNm1b/5i7sp+bfBzexa//swX1QcXExvv32WwCWv9+9/fjHlj5aoihKQwCmZ0WscDoYX+bp6tHaBHefeTt92vK1wdVNOp3TNyxfuXJFHR5Y6xHOVFb6aPWXJyf6aM9ZqQsXLkjbtm0FgHTt2tX2+4Rs7KOr8qjVmTfTL959+vSpfmE35PLGjRuSnp4uAKRly5Zy2sb/m3feeUcA65fJmPpa7WVMXrxdmu5frPaeEw9slybODDpiV1sP53Hu3LnqZ9KW0fecOvPmhnyaztAPHz68yjy9Xq+ONnj33XdXmpeVlSUhISECQD788MMqbdetWyeA8WxNdna2Q33UKp+O9vFm3bp1E8CBAR/cvF0OHz5cAOvDsJvo9Xr1XmlzZ+ny8vKkQYMGAkAmTZrkcD+1yKWm3wc3OXLkiDq6YbWPZfHgflbkv/dotm3b1uz90956/GNPH00sPCpgCQABsKHi65zM1EeeDsBqcO4u3l580bEPvGmyMnqXiPFAZ/78+XLp0qUq83bs2CFdunQRwPhsDFtGQ9O6j9XuvGzoozm2FjaXL19Wbz7u0qWLXL16VfM+apFHZ/ooIvKvf/1L9u/fX+m1rKws+fOf/yyA8eb7isOxO9JPLXKZn5+vPjerRYsWNhduIiLnzp1Tb2hOSUmRgwcPqvMq3qAOQN577z2H++np7fK5556TxYsXV7ms5fLly+o9HADk66+/driPrtouK/bfLcWbi/P40UcfyWuvvSZnzpyp9HpRUZHMnj1bHVJ98uTJNvXNqeLNDfnctGmTKIoiiqLIvHnz1NEYi4uL1eei6XQ6+fHHH6u0nTJligDGEd82b96svr5v3z61IKh2hEI37Ged6aPJ/v371e1ww4YN1b6nrX3UervMzs5Wi+p//vOfNrX56KOPxFRoVxxC/saNG/LAAw8IAAkLC6v++8TFuXTm++Dvf/+7fPzxx1UerWMwGOT7779XR0/t2rVr9c+Ic0M+v/76a9mxY0el127cuCEvv/yyKIoiQUFBZkfV9KbjH0f7KPLf45+KxRuAejDe8yYAcgDEi3i+BqnJk1L+H1cjKYqyLS0tLW3btm3uecOBA4FvvjE7qz4uowDVPNU+IAAICbU4u6TkFZSVvQoAUJRmMJ4hBgyG0zAOsgMoShxCQtZAp+tof/y2KC4CLFxaYOyfAkAQjgLz7avpIwCUlX2OkpLHK7ySD6AIQAiAWuqrQUHPIijoWfXfJSUTUVb2IQBAUTpCUaIsvkdw8HvQ6Tqbn1ltH4080UcAKCrqDYNhM4C6UJQ4AMUQOQxADyAWISGrEBDQzer7A3B5LktL/4bS0hcAAIrSBorSwOKyQUF/RUDA3ZVeM/4fjYHxfmQdFKU5gDoQOQ7gRnkIwxEc/CkUJcDiul2dT2e2y+LiIdDrV5b3rxUUpS5E8irkMwBBQW8hKOhpy/2zqY/Ob5eWlJUtRUnJOChKHMLCTrmurYvzWFo6B6WlTwEAFKUJFKUxRPTluSgoX8UDCA7+GIoSVKV9Scn/oqzsswqvXIcxh7Vg3K6NQkJWIiAgA1a5KZ+lpe+gtHQKAIGiNIKiNIPBcAzANQA6BAW9i6Cgx6u0EylGcXF/GAw/AAAUJQFAMEQOADBAp7sTISHfQFGCneijkaf6aFJSMgVlZbOhKC0RGnociqJU+54qN26XpaXvobT0CQC1EBZ2AYpSq9o2AFBS8hTKyuYAABSlBRSlPgyGgzB+J4UgOPhTBAbeZ30lbvvOtP/7oLh4LPT6j8rbtICi1AOgh8FwAsbPAKAotyAkZC10uiZO9tP5fP433igoSgsAApEjAIoBRCI4eBkCAwdVaeeO4x+TcBQgCxa+zwcOBFavttp+7Nix+OijjxAVFYUWLVpARHDkyBEUFxcjMjISy5Ytw6BBVfsIAL1798bmzZsRGBiIsrKyfACnACQCCABwCcA9IrLTagAEj1eP1ia4+8xbr14Wf40w/Srj3HREgNcE6CtACwHCBQgWoGH5a+8LkK/B+3h6WqL+imZ9mnZTuzE2toMAG720jyLAMgHuEaC5AKEC1BagiwDTBbheA/JnmqbZkY8lFtZxUICJAiQIECZAkBg/7wME+LIG9FHEue3yOwH+IkBK+fLBAkQI0K789d9qQP9s/SzHubmt1tMBAZ4VoJcAzcT4eQsR43Y2TIBvqmk/Rrxj33Pz9JMA9woQK8btK7a8v9uqaVcmwLti/OzWKp9SBJhbPs/T/dKijyUCNCjP2/Qa0A9rk+nh1eMdaLtKgLsEqFv+/9NUjJ/ngzWgXxUnR74PdgvwVwF6inG7DhXjdt1MgEECLBWgtAb0zTR9K8BwAVqJ8bskQoAOYtw3nbfSboy46/jH6tnFXr2qPVT+9ttvZfjw4dKqVSsJDw+XiIgI6dChgzz77LNy/vx5q22XLVsm99xzj+mxLXoYz7TtBvASgCgRz9ce3jDxzFtFLj7zViN48Bd+t3HTL8Ie5w+5BPwjn/6QS3/Iownzqf7dt/voA3kE/COXgH/k0w1n3rSQnp6O7cYhmKsZFYnM8nT1aG2Cj93zViN48N4at/GHPIr4Ry5F/COf/pBLf8ijCfPpG/n0hzyK+EcuRfwjn16SS0uPCuDEM2/2O3MGaNkSMBjsb6vTASdPAs2bax+Xlqz0MQJ5KEAEwpGPfJi53t4H+lgtb+kj4B+5BPwjn/6QS3/IownzaZ0P9NFn8gj4Ry4B/8inl+SSZ96cw+e8VdS8OWDhJstqDRpU8zdqgH2sjrf0EWA/beEt/WQfrfOWPpr4Q1/ZR+u8pY8A+2kLb+mnP/SR4PFTf9YmuPuySRHjE+ajo20/xQxo+mR6t7DQR6uXDfhIH30qjyL+kUsR/8inP+TSH/Jownz6Rj79IY8i/pFLEf/IpxfkkpdNOjfxzNvNEhKANWuAOnVsWz462jjISUKCS8PSFPtYlTf2EWA/LfHGfrKPVXljH038oa/sY1Xe2EeA/bTEG/vpD330d56uHq1N8MSZN5PDh0UGD7b8pHqdzjjfm36NudlNfazyy5MP9tEn8yjiH7kU8Y98+kMu/SGPJsynT/bRJ/Mo4h+5FPGPfNbgXPLMm3MTByypzpkzwKJFwN69wI0bQGQk0Lkz8OijQLNmnotLS+V9jHjjBRToQxEeUIT8F97wyT76dB4B/8gl4B/59Idc+kMeTZhPT0enDX/II+AfuQT8I581MJccsMQ5LN5IFREBFBQA4eFAfr6noyFnMJe+g7n0Lcynb2AefQvz6V4s3pzDe96IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAu4pHhTFOU5RVGkfEpzxXsQERERERH5E82LN0VROgJ4FUC+1usmIiIiIiLyV5oWb4qiBAH4CMAvAP6t5bqJiIiIiIj8mdZn3v4KoAOA8QD0Gq+biIiIiIjIb2lWvCmK0gXG4u1VETmo1XqJiIiIiIgICNRiJYqihAD4F4yXS77lQPttFmZ1dCIsIiIiIiIin6FJ8QZgOoA2AFJEhJdLEhERERERaczp4k1RlHQAUwG8IiL7HVmHiKRbWPc2AHzUABERERER+T2n7nlTFCUQxtElfwPwpiYRERERERERURXOnnmrBePlkgBQoiiKuWW2lb9+r4iscPL9iIiIiIiI/JKzxVsxgH9amNcTxsJuFYAsAKecfC8iIiIiIiK/5VTxJiKFACaYm6coylIYi7e/ich2Z96HiIiIiIjI32n9kG4iIiIiIiJyARZvREREREREXsBlxZuIjBURhZdMEhEREREROY9n3oiIiIiIiLwAizciIiIiIiIvwOKNiIiIiIjIC7B4IyIiIiIi8gIs3khzBw8exAcffIBHHnkEycnJCAoKgqIoGDt2bLVtd+3ahTlz5mDUqFFITEyETqeDoih45ZVXXB43VabX67FhwwZMmTIF6enpiImJQVBQEOrVq4c777wTixcvhl6vN9t26dKlUBTFpmncuHFu7hmZrFixQs1DixYtLC43b948jBkzBsnJyYiNjUVwcDCioqKQmpqK6dOn4/r1626LmYx69+5d7bb13XffWWy/d+9ePPzww2jevDlCQkJQv3593H333VizZo0be+HfnN1PtmjRotp2hw8f9kDP/NvFixcxdepUtGvXDuHh4YiKikK3bt0wd+5clJWVWWzH4x+ylVMP6SYy54UXXsDKlSsdajthwgT8+uuvGkdEjli6dCkmTJgAAFAUBa1bt0arVq1w8uRJbNiwARs2bMDixYvxzTffICoqqlLb2NhYZGRkWFx3Xl6emucePXq4rhNk0bVr1zBp0iSblp08eTL0ej3CwsLQuHFjNG/eHBcvXsSuXbuwa9cu/OMf/8D69evRoUMHF0dNN2vTpg0aNGhgdl50dLTZ1xcuXIj/+Z//QVlZGSIjI3HLLbcgOzsb3333Hb777jtMmTIFf//7310ZNkG7/WTHjh2r7INNwsPDnQuS7LJz504MGDAAV65cQWBgIDp06ACDwYDdu3cjMzMTX331FdatW4ewsLAqbXn8QzYTkRo7AdiWlpYm5B7h4SKA8U9nTJo0SYYMGSIzZsyQ7777TkaOHCkAZMyYMdW2vffee+WBBx6Qt956S3744Qfp1auXAJBp06Y5F5Sf0SKXCxculI4dO8qCBQskOztbfd1gMMjixYslODhYAMiDDz5o97pnz54tACQiIkJu3LjheJB+QKvt8majR48WAHLvvfcKAImLi7O47FtvvSWZmZmi1+srvb57925JTEwUAJKUlKRtgD5Kq3ya9o1Lliyxq9327dslICBAAMjEiROloKBAnbd+/XqpXbu2AJBPPvnEuQB9nKu2y4qq20/GxcUJANm4caPrgvATWuQzNzdXGjZsKAAkPT1dzp07p847fvy4JCUlCQCZMGGC2fb+dPyTlpYmALZJDag1vHHyeABWg2Px5lau+jKaOHGizcXbze666y6f3Xm5kha5zM7OFoPBYHH+jBkzBIAEBARUKu5sYfoSGzdunOMB+glXbJdr164VADJs2DBZsmRJtcWbNdu3bxcAAkAOHTqkXZA+ytPF2/333y8AJDExUUpLS6vMf/fdd9XPg7Xt39+5o3irbj/J4k07WuTz/fffFwASHBwsx48frzJ/7969otPpRKfTydGjR6tdny8f/7B4c27iPW9EZFZMTAwURbE4v3///gCM98YdO3bM5vVmZmZi3759AIBHHnnEuSDJbrm5uZg4cSKio6Px3nvvOb2+9u3bq3/Pz893en3kWj/99BMAYOjQoQgMrHrnxIgRIwAAp0+fxpYtW9waG/0X95Pex7RtpaamolWrVlXmd+rUCQkJCTAYDPjiiy/cHR75EN7zRkQOKSwsVP8eERFhc7vFixcDABISEqze70Gu8cwzz+Ds2bNYtGgRYmNjnV6f6YAlMjISiYmJTq+P7PPVV19h5cqVyMnJQd26ddG1a1eMGjUKTZo0Mbt8dnY2AFic36BBAwQHB6OkpAQ///wz70n1EHv2kwsWLMCsWbNQUFCABg0a4NZbb8WoUaMs3vNIrlHdtgUAzZo1w6FDh/Dzzz+7KyzyQSzeiMghn376KQCgfv36aNeunU1tCgsL8dlnnwEAxo8f77LYyLwffvgBCxcuxO233+7Ur/l6vR4XLlzAunXr8Pzzz0NRFLz99tt2FfGkjW+++abSv7/66iu8/PLLePvtt/HEE09UWb5OnTq4cuUK/vjjD7Pru3z5MkpKSgAAhw4d0j5gqpa9+8nPP/+8yr9ffPFFLFq0CMOGDXNJjFRVnTp1AMDitgUAZ8+eBcBti5zDyyaJyG47d+7EggULAAD/93//h4CAAJvaLV++HDk5OQgMDMTo0aNdGSLdpKCgAI8++ihCQkLw4YcfOrSOJ598EoqiIDAwEM2aNcOECROQmJiI77//HhMnTtQ4YrKmc+fOmD9/Pn777Tfk5OQgPz8fW7duxb333ouSkhJMnjwZixYtqtKue/fuAIB///vfZh/18eWXX6p/v3btmus6QBbZup/s1asXPvroIxw8eBB5eXnIzc3Ff/7zH/Tq1Qu5ubkYMWIE1q1b58bI/Ztp29q1axdOnjxZZf6vv/6KI0eOAOC2Rc5h8UZEdrlw4QKGDh2KsrIy9OzZE5MnT7a5relSoP79+6Nhw4auCpHMeP7553HixAlMmzYN8fHxDq2jVatWyMjIQLdu3dRLLjMzM/Hxxx8jNzdXy3CpGu+88w4mTZqEpKQk1K5dG+Hh4UhPT8fXX3+tFtLPPfdclfsQ//d//xeA8XmcEyZMqDR/9erVePHFF9V/FxQUuKEndDNb95MfffQRRo8ejXbt2iEiIgKRkZG44447sGHDBvTv3x8Gg8Gu/TM5Z8yYMYiMjERxcTFGjBiBU6dOqfMOHTqEhx56CAaDAQC3LXIOizcCzpwBXnoJKC4y/ru4CHj5ZePr5F1cnMsrV66gb9++OHfuHNq3b4/ly5fbfNbt5MmT2LRpEwBeMmkTDXO5detWvP/+++jUqROmTp3qcEhPPPEEfv75Z+zYsQMXL17E7t27kZKSgn/961/o06ePxYe2E9y6n33zzTcRHByMq1ev4ocffqg076677sJLL70EwPgsx7p16yI5ORkNGzbEPffcgwYNGuCOO+4AANSuXVvz2Lyei/OoxX4yICBAfU7fkSNH1IFPyAwN81m/fn189tlnCAsLw86dO9G6dWskJCQgPj4eHTp0wMmTJ9Uzqdy2yBks3vzZkSPA4MFAy5bAjBmA6cBLrwdee834+pAhxuWoZnNDLq9du4a+ffviwIEDaNu2LTZs2IB69erZ3H7JkiUQEcTGxmLAgAEOx+HzNM5lWVkZxo8fD0VRsHDhQrMjDDqqS5cu+Pbbb1GvXj3s3r2bI6iZ44H9bJ06ddQHppsbCXb69OlYt24dBgwYgMjISBw6dAhhYWGYOnUqMjMz1c9Io0aNNIvJ67kpj1rtJ9u1a6cOWGLPaMB+w0X5HDBgAPbs2YNx48ahadOmOHXqlHoJ6969e9X7w7ltkTM4YIm/2roVGDAAuH7d8jIGA7ByJfDjj8A33wDp6W4Lj+zghlzm5OSgb9+++OWXXxAfH4+NGzfaddmjwWDARx99BMB4aYmWBYRPcUEu8/LycOTIEQQEBGDgwIFV5ptGDT179qya03fffRcPPPCATSFHRkaiV69eWL58OXbt2oUHH3zQpnZ+wYP72eDgYABAaWmp2fn9+vVDv379zM7bv38/AOOQ5wS35VHr/WR1nwG/5eJ8JiYmqpe+3ozbFmmBZ9780ZEj1e+4Krp2zbg8z8DVPG7IZW5uLvr164fdu3ejVatW2LhxIxo3bmxXmOvXr8eZ8stQeMmkBS7OpV6vx6VLl6pMpnvVDAaD+lrFx0DYoqysTH0PKufB/WxZWRkOHz4MwDg0uT127dqFP/74A8HBweqzHP2aG/Oo5X7y8uXLuHz5MgD7PwM+zYPbZXFxMb799lsAwJAhQ5xeH/kvFm/+6LnnbN9xmVy7ZmxHNYuLc5mXl4c//elP2LlzJ1q2bImNGzeiadOmdodp+hUyIyMDCQkJdrf3Cy7KZZ06dSAiFqclS5YAAOLi4tTXxo4da3MI2dnZ6j06nTt3ti9+X+bB/ewHH3ygjlbYp08fm9vp9Xr83//9HwBg1KhRaNCggdOxeD035lHL/eTMmTMhIoiOjuZZnoo8uF2++eabuHr1Ktq2bYtBgwY5vT7yXyze/M2ZM8Dq1Y61Xb2ag5jUJC7OZUFBAQYOHIht27ahRYsW2LRpE5o3b273W129ehUrV64EwLNuFtXg7XLp0qX44IMP1F/xK9q5cyf69euHnJwcNG/enM+UMnFxPv/1r39hxowZ6jOjTIqLi/HOO+9gypQpAIDHHnvM7OXN//jHPyqNhAcYL5u9//77sWHDBjRt2hRvv/22Y/H7Ejdul/buJ//+979j7ty5yMrKqvT6jRs38MILL2D27NkAgJdffhlBQUF2BO7D3JDPf//739i5c2el1/Ly8jBt2jS8+uqrCAoKwuLFi20e6IvILGu/yHp6ArAtLS1NSEMvvigCmJ3CkSeASDjyLC4jL71U7Vt89tlnUrduXXUKDQ0VABISElLp9ZkzZ1ZpO3PmzErLBAUFCQAJCwur9Ppnn33miv8d7+LiXL7xxhsCQABImzZtJCMjw+K0du1ai+uZO3euAJBatWrJjRs3tP5f8A1u2C4tWbJkiQCQuLg4s/OnTZumfg6aNWsmqampkpqaKg0aNFBfj4uLk3379jkcg89xcT7feecd9f++SZMmkpqaKl26dJHw8HD19QceeEBKSkrMto+LixMAEhsbK127dpWEhARRFEUASHx8vBw7dswV/yvex43bpb37ycmTJwsAURRFWrRoId26dZPk5GQJDg5WPwNPPfWUM733PW7I55gxYwSAREVFSXJystxyyy0SEhIiACQyMlJWrVplsa0/Hf+kpaUJgG1SA2oNb5w4aoC/2bvX4qwChFf60972JkVFRcjOzq7yenFxMYqLi//7fmaec1JQUGC2bWFhYaX7cIqKiqqNw+e5OJcVc3Xs2DGrI5ZdunTJ4jzTpUDDhw9HrVq1rL6n33LDdumoBx98EIGBgfjxxx9x7NgxHDhwAGVlZYiJiUHfvn0xePBgjBs3DuHhVuLzNy7OZ79+/fDss89ix44dOHHiBPbv3w+DwYDY2Fh0794dY8eOtXq/2tSpU7F69WocOHAAv/32GyIiIpCeno5hw4bhL3/5C0JDQ633z1+4cbu0dz85YsQIAMaz32fOnMFvv/0GRVHQrFkzZGRkYOLEibj11lttfn+/4IZ8jhgxAoWFhdi1axeOHTsGRVEQHx+PAQMG4Mknn7Q6yiSPf8hWioh4OgaLFEXZlpaWlrZt2zZPh+I7evcGNm82O0uBAYACQCCWrqjt1Qsov7+FPIy59B3MpW9hPn0D8+hbmM8aIz09Hdu3b98uIhzG3AG8583fOHvmIzJSmzjIecyl72AufQvz6RuYR9/CfJKPYPHmb6yMBheOgkp/2tue3Iy59B3MpW9hPn0D8+hbmE/yESze/M2jjwI6B9Ou0wETJmgbDzmOufQdzKVvYT59A/PoW5hP8hEs3vxN8+aAo88XGTTI2J5qBubSdzCXvoX59A3Mo29hPslHsHjzRzNnAtHR9rWJjja2o5qFufQdzKVvYT59A/PoW5hP8gEs3vxRQgKwZg1Qp45ty0dHA998Y2xHNQtz6TuYS9/CfPoG5tG3MJ/kA1i8+atbbwW2bwcGD7Z8DbhOZ5y/bRuQztFcayzm0ncwl76F+fQNzKNvYT7Jy7F482cJCcCKFcDJk8BLLwEBAcbXAwKM/z51yjifvzjVfMyl72AufQvz6RuYR9/CfJIX40O6SRURARQUAOHhQH6+p6MhZzCXvoO59C3Mp29gHn0L8+lefEi3c3jmjYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DijYiIiIiIyAuweCMiIiIiIvICLN6IiIiIiIi8AIs3IiIiIiIiL8DizY30ej02bNiAKVOmID09HTExMQgKCkK9evVw5513YvHixdDr9Z4O02kHDx7EBx98gEceeQTJyckICgqCoigYO3asTe31ej3ef/99pKamIjIyErVr10ZqairmzZsHg8Hg2uBt5Gwfjx49ikmTJqFt27YICwtDaGgoWrRogVGjRmHnzp2uDd5GWn1eDQYDli5dir59+yI2NhYhISFo3LgxevfujenTp7uhJ9WbN28exowZg+TkZMTGxiI4OBhRUVFITU3F9OnTcf36dbvW9+STT0JRFLs+E56wYsUKNc4WLVqYXcab9lu9e/dW+2Np+u677yy2Lyoqwuuvv46kpCREREQgOjoaPXv2xKeffurGXtjG2b7u2rULo0ePRsuWLREaGoqwsDC0adMGf/7zn3H48GE39qR6zuxDiouL8e6776JHjx6oV68eQkND0axZM9x1112YP3++m3pg3tKlS6vNoWkaN26cTeucM2eO2qZ3796u7YCdzp8/j6lTp6rbV3BwMJo0aYL77rsP33//vdk2xcXFWL16NR577DGkpKQgKioKwcHBaNiwIQYOHIjly5e7uRfVu3jxIqZOnYp27dohPDwcUVFR6NatG+bOnYuysjKrbb3h+Adwro9Hjx7FiRMnAKCToiiFiqIUKYpySlGUTxRF6eaWDng7EamxE4BtaWlp4isWLVokAASAKIoi8fHxkpKSIjExMerrGRkZcv36dY/EFx4uAhj/dMbgwYPV/lScxowZU23b4uJi6du3r9omISFBkpKSRFEUASB33XWXlJSUOBegBpzp46pVqyQkJEQASHBwsCQmJkpSUpKEh4ern4333nvPqfi0yKUWn9esrCzp3r27unx8fLykpqZKXFycBAYGSkBAgOMBaiggIEAASFhYmLRu3Vq6du0qTZs2VeNu1KiR7N+/36Z1bdmyRXQ6nV2fCWu02i5vdvXqVWnYsKEaZ1xcnNnlavp+q6JevXoJAGnTpo1kZGSYnbZv32627bVr1yQ5OVkAiE6nk6SkJElISFD7OH78eE1i1CqfzvT1gw8+UD+jYWFh0rFjR2nXrp0EBwer+6V///vfzgWoEWf2IcePH5e2bduqOW3Xrp107dpVmjRpIjqdTlq3bu1wXFrkce3atRZzl5GRoX4eAciiRYuqXd/vv/+ufo8AkF69ejkenMZ27twpderUEQASEBAg8fHx0qlTJ6ldu7Ya7zPPPFOl3YsvvqjODwwMlMTEROncubNERkaqr993331SXFzsVHxabZc7duyQevXqqfEmJydLUlKSur3ddtttUlBQYLattxz/ONPHisc/AAwADgH4DUB+hdcelxpQg9TkyeMBWA3Ox4q3hQsXSseOHWXBggWSnZ2tvm4wGGTx4sXqF+eDDz7okfi02nlNmjRJhgwZIjNmzJDvvvtORo4cafNB7LPPPisApE6dOrJ582b19X379kmzZs0EgLzwwgvOBagBR/t448YNiY6OFgBy9913y4ULF9R5OTk5MmHCBHWH+Pvvvzscnxa5dPbzWlxcLF26dBEAMmzYMDl9+nSl+Tk5OfL11187HqCG3nrrLcnMzBS9Xl/p9d27d0tiYqIAkKSkpGrXU1hYKAkJCVK7dm254447anTxNnr0aAEg9957r9XirabvtyoyFTRLliyxu+3w4cMFgDRv3lz27dunvr5582aJiooSAPLhhx86HaPWxZu9fT158qQEBQUJABk7dmylovvixYsycOBAASBRUVGSk5PjXJBOcmYfcvXqVfU747HHHpOsrKxK87OysmTNmjUOx+aq7bKi2bNnCwCJiIiQGzduWF3WYDBI7969JSAgQAYNGlSjijeDwaAW0V27dq303VZUVCQvvfSSWrBs2rSpUtu//vWvcuutt8qyZcsq/R+UlJTIm2++qbZz9rhAi3zm5uaqP4ilp6fLuXPn1HnHjx+XpKQkASATJkww294bjn+c6WPF45/yQn6X/Pd4vzaAheX5LAXQWlxQV/jK5PEArAbnY8Vbdna2GAwGi/NnzJih/ipV8SDJXVz1ZTRx4kSbDmKzsrIkNDTU4kHSunXr1F+KPfH/Y42tffzmm2/UMxjm+lBWViaNGjUSAE6dfdMil85+XqdPny4AZNCgQVbXU9Nt375dPUA4dOiQ1WVNX77z5s2TMWPG1Njibe3ateoB8ZIlS6wWbzV9v1WRowXNvn371Bx///33VeYvWLBAAEjjxo2lrKzMqRg9XbzNmzdPAEi9evXM/oqfk5MjgYGBAkBWr17tXJBOcmYfMn78eAEgjz/+uEtic0fxZjoQHjduXLXLzp8/Xz17NW3atBpVvB04cEDdvvbs2WN2mdTUVAEgU6ZMqfT6zUX3zUw/eNatW7fKj2/20CKf77//vnrm+vjx41Xm7927V3Q6neh0Ojl69Giled5y/ONMHyse/3Tt2lUAbJPKx/wBAM6Xf1Z49s3KxHve3CgmJgaKolic379/fwDGa56PHTvmrrBqjFWrVqGoqAgRERF4+OGHq8zv168fWrVqhcLCQqxatcoDETqvoKAAgPGzEBMTU2V+QEAAWrZsCQAoLS11a2w3c+bzWlJSgvfeew8A8Nprr1ldT03Xvn179e/5+fkWl9u1axdmzZqFjIwMTJo0yR2hOSQ3NxcTJ05EdHS0miNr/GG/9eWXXwIAWrdujb59+1aZP3r0aISHh+P8+fP46aef3B2epkz7oLi4OAQFBVWZX7t2bTRo0ACAZ/dBzuxDLl26hI8//hhBQUF4+eWXXRWiS2VmZmLfvn0AgEceecTqsmfOnMFzzz2H1q1b49VXX3VHeHYxfeYAoE2bNmaXMb1+82euXr16Vtdt2v9kZ2cjKyvLmTCdZto3pKamolWrVlXmd+rUCQkJCTAYDPjiiy8qzfOW4x9n+ljx+CcwMLBKWxHRAzhZ/s+qOydSsXirQQoLC9W/R0REeDASz9i6dSsAoFu3bggNDTW7TM+ePSst6206deoERVGQnZ2NQ4cOVZl/9epV7N+/HwDQvXt3d4dnF2uf1y1btiArKwv169dHcnIyNm3ahEcffRR33nknhgwZgjfeeAMXL150d8gOMX1ZRUZGIjEx0ewypaWlGD9+PAICArBw4cIaXaw+88wzOHv2LN5++23ExsY6vb6auN/66quvcO+996JPnz4YNmwYZs6ciT/++MPi8qb9iWn/crPQ0FB069at0rI1hb197dKlCwDg8OHDuHLlSpX5v//+O86fP4/AwECkpKS4LO7qOLMPWbt2LUpLS9GpUyfUr18fK1euxMMPP4w77rgD999///9n787jmyjzP4B/JulFW45yVe5yteUoLUextQooiHIJoogoK6B44LqCgrr6E0/WFVxRdEVR5BBdVlcREBB1EUSuUvDktFKgyE2Blrb0SPL9/ZFmtkeS5pgkTfJ5v17zKszMM3mefDPHd45n8PrrryM/P9/LLXLOokWLAAAJCQnIyMiwO+99992HS5cuYcGCBahXr543queUxMREREZGAoDVkx+lpaXIzMwEAKSlpTm17MrbH8tn+EpeXh4AoFWrVjbnadOmDQBgy5YtVcb7y/GPO22sfPxTOW4WiqI0BtC94r+ZmlQ4UPn60p+9AQF222Rt/vznPwsAadasmdu35rjC17dNXnPNNQJA7r33XpvzvPjiiwJA+vXrp20l3eRoG0VEHnzwQUFFRwOrV6+WvLw8KSgokE2bNqkP5jtym4w93rilx97v1fIsQmpqqkybNk29ZabyEBUVJatWrfJcBd1gMBjk2LFjsnDhQmnWrJkoiiLvvPOOzfmfeeYZASDPPfecOq4u3ja5YcMGURRFrr32WnVcbbdN1sbX263KLLcSWhvCwsJk3rx5VstZnif529/+ZnPZ99xzjwCQu+66y606an3bpLNtFREZOnSoun5+++23kp+fL+fPn5c1a9aonbRU/i37gjvbkAceeEB9nvPWW2+1WrZZs2aybds2l+vnyW1scXGx+pzl7Nmz7c67aNEi9flFi7p226SIyOzZswWAxMbGyocffiinT5+WoqIiycrKkiFDhggAGThwoNO3Pg4bNkwASK9evdyqnxbxtPzWMjIybM7TpUsXAczP1lbmL8c/7rRR5H/HPxW3iB4A0BhAfQD9AeyoWD8XSR3IQery4PMK2K1cECVvmZmZ6nMGr776qk/q4OvkrVu3bgJAnnjiCZvzWJ7XcKTzCG9yJnkzmUwyb9486dSpU40Diri4OFm0aJHbz4h5Onmr7fc6depUAaB2jDBu3DjJzs6W0tJS+eGHH6Rfv37qBrxy5xC+Zql35eGaa66Rb775xmaZn3/+WUJDQ6Vr165Vejyra8lbUVGRdOjQQSIiIiQ7O1sd707yVhe2W5VNmzZN5s+fL7/88ovk5+dLUVGRbNu2Te2UBYC89957NcpFRUUJAHn77bdtLvuxxx5Tn79yh1bxdLWtIubOHp577jlp2bJljd97jx496kRPk+5sQyy9AVvKTps2TXJzc6WkpEQ2b94s3bt3F1Q891e50yhneHIbu2zZMgHMHVfZq9+JEyekUaNG0rx58yrPQdXF5E1E5MMPP5SUlJQav7mmTZvK3Llzne5J8bPPPlOX8dlnn7lVNy3i+corrwgACQ8Pl5ycnBrTf/rpJ7VHxvr161eZ5i/HP+60UeR/xz+W5/uqDYcBTAKgSB3IQery4PMK2K1ckCRvJ06cULsl79evn8/OXvs6eevQoYMAkJkzZ9qc5/333xcAbnXx7AnOJG9FRUXyyCOPSJMmTUSv10vHjh0lKSlJ6tWrJwDk6quvrrVjjNp48sDCkd+r5SoFAElLS6uRjBYWFkpsbKwAkLFjx2pfSRfNmzdPMjIypG/fvmr9IiIi5K677rLa8155ebn07t1bdDqdbN26tcq0upa8PfzwwwJA/v73v1cZ72ryVle2W46yrKONGzeWwsLCKtMsBxvvv/++zfKWHvEGDhzoVj28cVXcXltFzJ0j3H333RIdHa2+riQxMVHCwsJEp9PJsGHD5MSJE56roAPc2YZYenq1tX05duyYevBo72DZHk/G8dprrxUActNNN9mdz5KkLl++vMr4upi8GQwGeeGFF6R169ai0+mkXbt2kpycLNHR0QJAkpOTZcuWLQ4vb8+ePeprBu68806366dFPM+cOaO+wqBv375y+PBhddq+ffvUBA1AjVdc+MvxjzttFPnf8Y/lpB+A32F+VUBxxf+/B5AodSAHqcuDzytgt3J1IXk7elTk6adFhg0T6d/f/HfmTPN4DZw9e1b9sXft2rXWnpU8oqKNkfrL5o2X/rKmbawTV948HEdH21hWVmbpZUkGDx4subm56rTCwkJ55JFHBDB3o1t5msM8HEtHf68PPfSQugH/5JNPrM7z3HPPCQBp0KCB872EeTieFrt375aMjAwBIL17966RoLz00ksCmLsir87t5E3DWFrePZeSkiLl5eVVprmSvGm23fJSHEXM73GzvNZg9erVVaZ55cqbh9fNyuy1NS8vT9q3by8AZPz48VWu2Jw7d0597Um7du1q7Z6+Bg3j6c42xPK6AwCyc+dOq2UnTpwoAKR79+7OVczDcczJyVHf67Vy5Uqb8/3rX/8SADJs2LAa0zRJ3jReNy2JZu/evWXv3r3q+LKyMpkzZ456NScrK6vWZf3+++/qVeP+/fvbfKeYQzSO55o1a9QTsTqdTuLj46Vjx46iKIpERkaqr2iJiYmpUs6fjn9cbWPl45+K24J3y/+O96MAzK1Yby8AaCNeyDP8dfB5BexWzpfJ24EDIjfdJKLTmb+m6oNOJzJypHk+F50/f169hSA+Pt7l2zdcVq2NkSg0b7xQqFkbRRxPbK6++moBbL8DRcSFe769EEcRx9to6Wa3SZMmcuHCBavzWM66PvDAA45XwAuxdOb3ankGDIDN2yI/+eQTdR6HD/69FM/KCgoK1BeSfvTRR+r47OxsCQ8Pl9atW0tBQUGNci4nbxrHsry8XBISEkSv11s9MHI2edNku+WDOIqI9OzZU4Cat3hariDOmjXLZlmXn3nz0na2OlttnTFjhgCQxMREq7eplZaWqs+9vfzyy459mAfi6c42xHLwCMBmAmpJGKKiolxqo6fiaLnCGxsbW+NEi8X58+eladOmEh0dbfUkn1vJmwdiuWbNGgHMt4Fau9VORGTSpEkCQG688Ua7yzp8+LC0bdtWAMhVV13l/AkGCw/Gc//+/TJp0iRp27athIWFSbNmzWTcuHFy8OBB+fvf/66e9KrM345/XGlj5eMfa68KEPNx/7cV6+7b1adxYPJm39atIo0aWf+xVx9iYkRceOj54sWL0rt3bwEgnTp1kuPHj3ugIXZYaWONjZebbbRwNLGxHBwNGDDA5jyWs6X2HupVeSGOFo620fIi4KFDh9qcx/Jgd+/evR37cC/E0tnfq+WsMIAa73qxWLVqlTrPqVOnXGqnp+JZ3S233CIA5JFHHlHHff755wKY37sTGxtbY7DclhUREaGOq/VqqgdieeHCBbHcwmKtnpZbj3Q6nTru3//+t9VlabLd8mEcLR0CVU9KLLfZVe70oboBAwYIYL9Tkxq8uJ2tzlZb+/btKwDkwQcftFl2ypQpAkBuueWW2j/IQ/F0ZxtiuSKuKEqV51Armzdvnrp+utJGT8TRaDSqicnjjz9uc74ff/xRAHPHNNbWacuV5NDQUHVc9du6HW2nFrG0vP+y+sF8ZR9//LFYDuxtyc3NVa8aX3nlla6/RN6H6+Wdd95p9VjBn49/qrPVxsrHP2lpaWIjeXu8Yp3eVX0ah/8NfFVAdQcPAsOGARcvOjb/hQvm+Q8edPgjCgoKMHjwYOzevRsdOnTAxo0b0bJlS9fq6wovtNEV6enpAMzvtykpKbE6z+bNm6vMa1MdbWNBQYHD89r6Dqqoo7/Xyl1b5+TkWJ3n0KFDAMzdsDdp0sR+JXwcT4PBAMD8LrPqLl++jNOnT9cYLPErKSlRx1krr/JwG41Go9V6Wn6TJpNJHWetG2dNtls+jKPBYMCBAwcA/K8rawvL9sTWO9xKSkqwc+fOKvPWqo62VdNtkAfb6M42xFJWRHD48GG7ZVu3bm2/Il6M4zfffIPc3FwAwN13313r/GVlZVbXacv7KMvLy9VxZWVl9hfmwXZq8Zs7fvw4rr32Whw+fBipqan46quv0KBBA4eXq/LhellaWoovv/wSADBq1Kgq0wLl+MdeG535HQCw/r4EMvN19mhvgC+uvI0c6diZiurDyJEOLf7SpUuSnp4uAKR9+/Zy1APPO9TKRhttnnlyso3VOXpV6uzZsxIeHi4A5N13360x/auvvlLPlFZ+TsOZNmoVR1fbaOlBzZHbJh066+3hWLrze7U8K3bbbbfVmGY0GtUe34YMGeJyOz0Vz8rOnTundtu9ePFih8s5fdukl9dLC0dum9Rsu+XDOL7xxhsCWO/B7+effxaYz/bK119/XaPsggULBIC0aNHC8Y5ZfBTP2tpqefbIkdsmp0+f7lIbtYqnq9sQo9Govv7B2hWswsJCad68uQCQKVOmuNRGT8TRcmXCXjfsjnDptkkPxvK1115Tf4+2bpu0XFWydsfJyZMnJT4+XgBInz59bO473WmnN9ZLyzOa8fHxNbYj/nz842gbKx//OHDb5KfVp3Go9D35ugJ2K+ft5O3oUdv3Btc26HS1PvxZVFSkvpsnLi7ON4mbnTbWuvFyoI3WONMT4/Tp0wUwd9jx3XffqeN//fVXdWdca+9gHo6jO23cvXu3+jD6DTfcIMeOHVOnVe6wBIB88cUXLrdTi1i6+3vdtGmTKIoiiqLIW2+9pfYWV1paqr63SafTyebNm11upxbxXLx4scyfP19Onz5dY1pmZqb06tVLAPM7a6z13GeLU8mbD9ZLi9qSN822Wx6O49KlS+XFF1+scWtqSUmJzJ07V+02furUqVbLW26Nbdu2bZVnrL777js1ebfXoYmjbdUinu60dcWKFeo2xl6HJTqdTn7++WeX2qjVdtadbcjSpUvFcrBbuRv5S5cuydixYwUw3/Jc+bUZzrRR6/UyLy9PPXi31+upI5xO3jwcyz/++EPt4KJ3796yb98+dVrlDksAyJtvvlml7JkzZ6Rr164CmN/ldv78eWe/DofaqVU8V6xYIZmZmVXGXbp0SZ555hlRFEVCQ0Nt9qrpL8c/rrax8vFPLR2WCIDhlmkcmLzZ9/TTrv3gLYOdLl5F/ncfPmB+QXNGRobNYd26dV5vY60bLwfaKCKyfPlyadKkiTpYnv0JDw+vMt7ay0dLSkrkuuuuU7+nhIQESUpKUrvyHjRokM1nGBxpoxZxdLeNr7zyiroB0+v10qlTpyqvCgAgjz76aK118HQstfi9zp07V21rixYtpG/fvhITEyOWg67qO2pn26lFPC0HOgCkTZs2kpqaKqmpqeqZeUti4+z76JxK3rywXtpSW/Km2XbLw3G0nN0HIK1atZLU1FTp1auXREZGquPHjh1r811S58+fV6/k6HQ6SUpKUq9AOXUFtZa2ahFPd9v6l7/8RZ0vLCxMunTpIl26dFF7qNTpdPL666+73EattrMi7m1DKr/cOy4uTlJTU9XnwcLDw2t/N5gX10vL1dLo6GjXO+Go4HTy5qV9ZuXfV1xcnKSkpKjdzluusFa/WnPfffep07t37253+/PDDz+43E6t4mnZ7jds2FCSk5OlR48ealJev379Gr2/VuYvxz/utLHy8U/FkI2qrwoQAK+K+D4HqcuDIiKoqxRF2Z6Wlpa2fft273zg8OHA2rVWJzXDGRQj0n55vR4It32bblnZczAYnneoKmFhixESMtGheZ1SWgLYeO7G3D4FgCASxdbL19JGADAYlqCsbFKtVQkJeRZhYc/VGC9ihMHwFozGD2Ayme/B1ukSoNdPQEjIg1AUvf0F19pGM1+20WjMhMHwFkymLRA5AUCgKM2h06UhJOQ+6PXX17psT8dSq9+r0bgFBsNcGI3bAJwH0Bh6fT+EhDwKvT6t9oV7OJ4m028wGj+B0bgZItkQOQPAAKAxdLok6PUjERIyCYpSy/pfvdqlE2E0LoVePwHh4Utqmdnz66Utlt+yorRDvXpHakzXbLvl8Tjug8GwFCZTJkRyIHIOgAmKEgud7kqEhEyEXj/Ubv1FLsNg+AcMho8hkgMgDDpdEkJC7kdIyHi7ZavwcDy1aKvR+DUMhncrlnEGgAJFaQmd7hqEhDwEvT7VzTaaafGbdWcbYjB8UbGt3QWgoOI7GojQ0Ceg03Wx/8FeXC8vX+4JkZ+g19+N8PD3HSpji2Wd1en6IyJiU+0FvBRLk2k/DIZ5MBo3QSQX5u1sE+h0vRESMgEhIWNqVq1iO+qI8PCN0OsH2J7BC/E0GtfDYFgMk2kXRE7BvF7FQa8fhtDQaVCUFnbLe/L4xyISxTiL5tYnDh8OfPGF3fLr16/H4sWLsWvXLpw6dQqKoiAuLg7Dhg3DtGnT0KKF/TZmZmZi+PDhOHfuXGnFKAXAGQA7ALwrIt/YXQAxeatiwADgu++sTopCIYoR5Z16EBERERFpLBJFKEK09Yn9+wObNnm8Dunp6dixY8cOEXGwByiqLMTXFahTom38mGHnjFNlbpz99hofnuH3Gi+eEfapYIglEBzxDIZYBkMcLRhP9d+B3cYAiCMQHLEEgiOeDl55s6l+fY0rRB7h6/s27Q0IsGfe6gQfPlvjNcEQR5HgiKVIcMQzGGIZDHG0YDwDI57BEEeR4IilSHDE009iaes9bxz4zJvzcnOB9u0Bk8n5sjodcPgw0Lat9vXSkp02Wm4NtXlJPQDaWCt/aSMQHLEEgiOewRDLYIijBeNpXwC0MWDiCARHLIHgiKefxJK3TbqHL+murG1bYMQI18qOGFH3V2qAbayNv7QRYDsd4S/tZBvt85c2WgRDW9lG+/yljQDb6Qh/aWcwtJHg80t/9gb44iXdBw6IxMQ4fokZMM9/4IB36+kOG220e9tAgLQxoOIoEhyxFAmOeAZDLIMhjhaMZ2DEMxjiKBIcsRQJjnj6QSx526R7g9tX3hRFiVAUZa6iKJsVRTmhKEqJoiinFEXZqijKJEVRQt3OML0pIQFYswZo1Mix+WNizK8XSEjwaLU0xTbW5I9tBNhOW/yxnWxjTf7YRotgaCvbWJM/thFgO23xx3YGQxuDnbvZH4CmAC4D+A7AewBeAvA2gCMABMBXAHQuLtv7V94sDhwQGTnS9pvqdTrzdH86G1NdtTbWOPMUgG0MyDiKBEcsRYIjnsEQy2CIowXjGZBtDMg4igRHLEWCI551OJa88ube4HaHJYqi6ACEiEhZtfEhAL4BMADAcBGx/vZr+8v2bocl1uTmAgsXAj/+CFy6ZO5GtWdP4N57gTZtfFcvLVW0Meqlp1BsjECkvgRFT70UkG0M6DgCwRFLIDjiGQyxDIY4WjCevq6dNoIhjkBwxBIIjnjWwViywxL3eLS3SUVRHgYwD8A0EZnnQnnfJ29BJCoKKC4GIiOBoiJf14bcwVgGDsYysDCegYFxDCyMp3cxeXOPx3qbrLgid2PFf/d46nOIiIiIiIiCQYhWC1IUJQzAUzC/or4JgIEAEgEsFpENtZS1dWmtu1b1IyIiIiIi8meaJW8AwgA8W+n/AuAfAJ7U8DOIiIiIiIiCkmbJm4gUAlAqbpdsCWAEzD1PpiuKMlRECuyUtXrPa8UVuTSt6khEREREROSvNH/mTURMIvKHiLwN4D4AGQD+T+vPISIiIiIiCiYe67CkwtcVfwd4+HOIiIiIiIgCmqeTt5YVf8s9/DlEREREREQBze3kTVGUroqiRFoZHwlgbsV/17n7OURERERERMFMiw5LbgPwqKIoWwAcAVAAoBWAITC/MuB7AK9p8DlERERERERBS4vkbQ3Mt0deBSAdQDSAfAC/APg3gEUiYtDgc4iIiIiIiIKW28mbiOwCsEuDuhAREREREZENnu6whIiIiIiIiDTA5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I084tSpU5gxYwa6dOmCyMhINGzYEH379sUbb7wBg8Hg6+qRA4xGIzZs2IDp06cjPT0djRs3RmhoKJo2bYpBgwZh0aJFMBqNNssPGDAAiqLYHdavX+/FFlF1K1euVGMRFxdnc759+/bh7bffxj333IPk5GSEhoZCURRMnDjRa3WlqlxdvyZOnFhrOcuwdOlSH7QseCxZssThWEyaNKlK2cuXL+PVV1/F7bffjm7duqFZs2YIDQ1F48aNcfXVV+P1119HSUmJj1oW3E6cOIEZM2YgKSkJUVFRCAsLQ6tWrTB69Gh8/fXXdsseOnQIDzzwADp27IiIiAg0btwY/fv3x7Jly7xUe/IHIb6uAAWenTt3YtiwYTh37hxCQkLQrVs3mEwm7N69G1lZWfj000/x1VdfoV69er6uKtmxZMkSTJ48GQCgKAo6duyIDh064PDhw9iwYQM2bNiARYsWYe3atWjYsKHN5XTu3BnNmze3Oi0mJsYjdafaXbhwAVOmTHFo3qeeegqrVq3ycI3IFc6uX/Hx8cjIyLC5vOPHj+PIkSMAYHc+cl9sbKzd77iwsBA///wzAODqq6+uMi0vLw8zZswAAERHR6Nly5Zo164d/vjjD2zduhVbt27Fu+++i2+++QatWrXyXCOoiqysLAwePBgXL16EXq9H+/btER0djZycHHz++ef4/PPP8dhjj2HOnDk1yq5ZswZjx45FcXExIiIi0L17dxQWFmLz5s3YvHkz1qxZg+XLl0On43WXoCcidXYAsD0tLU3IOyIjRQDzX1cVFBTIFVdcIQAkPT1d/vjjD3XaoUOHJCkpSQDI5MmTNagx2aJFLN977z3p3r27LFiwQPLy8tTxJpNJFi1aJGFhYQJA7rjjDqvl+/fvLwBk8eLFrleCNImlNXfddZcAkJtvvlkASLt27WzOO2XKFBk1apTMmjVL1q9fL+PGjRMAMmHCBG0rFQS0iqen1q+bbrpJAEi/fv00XW6g8dR6WdncuXMFgERFRcmlS5eqTLtw4YK8/vrr8uuvv9Yo9+2330psbKwAkOHDh3uuggFEi3iaTCaJj48XANKnTx/5/fff1WklJSUyc+ZMASAAZNOmTVXKHjlyRCIjIwWAjBw5Us6fP69O++GHH6R169YCQGbNmuV6BeuQtLQ0AbBd6kCu4Y+Dzytgt3JM3rxKi43XP//5TwEgYWFhcujQoRrTf/zxR9HpdKLT6eS3335zo7ZkjxaxzMvLE5PJZHP6rFmzBIDo9foqyZ0FkzdteOIgcd26dQJAxowZI4sXL641eavu/vvvZ/LmorqcvJ06dUpCQkIEgCxdulSz5QYibyRvlpOdkyZNcrrsv//9bwEgOp1OCgsLPVC7wKJFPPfu3asmZz/88IPVeVJTUwWATJ8+vcr4GTNmCABp2rSpXLhwoUa5VatWqYl8fn6+65WsI5i8uTfw2itp6vvvvwcApKamokOHDjWmp6SkICEhASaTCR9//LG3q0dOaNy4MRRFsTl96NChAMzPxmVnZ3urWuSmgoIC3H///YiJicGbb77p6+pQHfLBBx/AYDCgQYMGuPXWW31dnaCWlZWFX3/9FQBwzz33OF2+a9euAACTycRn37ykuLhY/Xfnzp2tzmMZX15eXmW85djphhtuQKNGjWqUGzFiBKKiolBUVITVq1drVGPyV0zeSFN5eXkAYPce+zZt2gAAtmzZ4pU6kWdcvnxZ/XdUVJTN+T799FPcfPPNuO666zBmzBjMnj0bx48f90YVyYrHHnsMx44dwyuvvILY2FhfV4fcpOX6tXjxYgDA7bffjsjISC2rSU5atGgRACAhIcGlZw8tyUD79u3RpEkTTetG1iUmJqrrjeX7r6y0tBSZmZkAgLS0tCrTajt2UhRFncZjJ2LyRpqynDGyd/Bw7NgxAMD+/fu9USXykH/9618AgGbNmqFLly4251u7di1WrlyJjRs34tNPP8Vf//pXdOjQAW+88Ya3qkoVvv32W7z33nu49tprXTqbT3WPVuvX9u3b1W0yfxu+dfnyZSxfvhwAcPfddztcrry8HEePHsVrr72Gxx57DGFhYdzOelF0dDSeffZZAMCkSZPw0Ucf4cyZMyguLsauXbtw880349ChQxg4cCDGjh1bpWxtx04iok7jsRMxeSNNXXnllQCAXbt24fDhwzWm//zzzzh48CAAc2935J927tyJBQsWAAD++te/Qq/X15inZ8+emD9/Pn755Rfk5+ejqKgI27Ztw80334yysjJMnToVCxcu9HbVg1ZxcTHuvfdehIeH49133/V1dchNWq9f77//PgCgW7du6Nu3r6eqTQ747LPPkJ+fj5CQENx11121zj9q1CgoioKwsDDExcXh0UcfxcCBA7F161YMHz7cCzUmi8cffxwffvghWrRogfHjxyM2NhZRUVFITU1FVlYW5s6diy+//LJGj5GWY6evv/4a+fn5NZa7du1aFBUVAeCxE4EdltD/aPHA7pkzZ6R+/foCQPr27SuHDx9Wp+3bt0+6deumPtCr1+vdrzRZ5cmH6U+cOKH2fNWvXz8xGAxOL8PS4UXjxo35MH0ttIrlww8/LADk73//e5Xx7LDEu7zR0YWz61dhYaG63Z47d67nKhZAPBnHa6+9VgDITTfd5ND8Tz75pGRkZEjv3r2ladOmAkAaNGgg06ZNk9LSUu0rGIC0iqfBYJAXXnhBWrduLTqdTtq1ayfJyckSHR0tACQ5OVm2bNlSo9yePXvUzoKGDh0qZ8+eVadt3bpV3ecCkI4dO7pXyTqAHZa4mR/5ugJ2K8fkzTuOHhV5+mmJ1F82b7z0l0VmzjSPd8GaNWukXr16ak9X8fHx0rFjR1EURSIjI9UuymNiYjRuCGkdy+rOnj2rJuBdu3atsoNxxoULF9RXDaxevVqTugUcDWO5detW0el0kpKSIuXl5VWmMXnzEg+vm5U5u35ZfgOhoaFy5swZzesTUDwcx5ycHFEURQDIypUrXVrGhg0bpGvXrmq382SHxvEcOXKkAJDevXvL3r171fFlZWUyZ84cASDh4eGSlZVVo+y7774rer1eXRe7desmbdq0EQDSrFkzGT16tACQnj17utzcuoLJG5M3ctWBAyI33SSi04kAEolC88YLheafhk4nMnKkeT4n7d+/XyZNmiRt27aVsLAwadasmYwbN04OHjwof//739WDf9KIB2Npcf78eUlJSREAEh8fLydPnnSryj179hQA8uqrr7q1nICjcSzLy8slISFB9Hq91QMGJm8e5oV10xpn1q9rrrlGAMgtt9yiaR0CipfiaHkXWGxsbI0TLc44evSoeiVn69atbtUpIHkgnmvWrBEAEhISIjk5OVbnmTRpkgCQG2+80er0zMxMue222+SKK66Q0NBQadmypdx3331y4sQJdbs7dOhQV1pcpzB5c28I0fYmTPIb27YBw4YBFy/ansdkAlatAjZvBtauBdLTHV58YmKi2ltWdXv27AFgfp0AacDDsQSA/Px8XH/99fjpp5/QqVMnbNy4EVdccYVb1Q4LCwNQs8vkoOaBWBYWFuLgwYPQ6/VWn3+x9Bp67NgxNabz5s2r8UA9ucAL66Ytjq5f2dnZas947KjEBi/F0WQyYenSpQCACRMmICTE9UO0tm3bIjk5Gbt378auXbtw1VVXubysgOOheG7evBkAEB8fj/bt21ud58Ybb8TixYuRlZVldXrfvn1tvkaJx05kwQ5LgtHBg7VvuCq7cME8f0VHI+4oLS3Fl19+CcD8kDW5yQuxLCgowODBg7F792506NABGzduRMuWLV2rbwWDwYADBw4A+N+rI4Keh2NpNBpx+vTpGkNBQQEA84GjZVzl10CQi3y4nXVm/bKcZGvVqhVuuOEGtz874Hgxjt988w1yc3MBONfLpC0GgwGAed2nCh6Mp2Vb6ghn37136tQp7NixAwCPnYjJW3B64gnHN1wWFy6Yy7np5Zdfxvnz5xEfH48RI0a4vbyg5+FYFhYW4sYbb8TOnTvRvn17bNy4Ea1bt3a+ntW8/fbbam9q1113ndvLCwgeimWjRo3s3n5hebdXu3bt1HETJ050rQ30Pz7czjq6fhmNRnzwwQcAgIkTJ9boAY/g1ThaEumMjAwkJCQ4Xb6y3377TX3Jd8+ePd1aVkDxYDwtMfvtt9+s9rYNQD15nZiY6FQVnnzySRiNRlx33XVISUlxqiwFIF/ft2lvAJ95097Ro+o93tWHGvd8Vx90Ooce4l2xYoVkZmZWGXfp0iV55plnRFEUCQ0NtdrbEjnJw7EsKiqS/v37CwCJi4uTo048wL106VJ58cUXJTc3t8r4kpISmTt3roSGhgoAmTp1qistDzxeWC9t4TNvHuDheGq1flme0VEURX7//Xd3Wx14vLhe5uXlSXh4uACQ999/v9b5//GPf8iyZcvk4sWLVcabTCb5+uuvpUOHDgJA+vTpI0aj0emmByQPx/OPP/5QO2vr3bu37Nu3T51WucMSAPLmm2/WKP/BBx/Inj17qow7e/as3HfffQKYexDNzs7W5rvwMT7z5mZ+5OsK2K0ckzftPf209Q2TIxsvwNwLUy0mTJggAKRhw4aSnJwsPXr0UHdK9evXZ++CWvFwLF966SV1R9O5c2fJyMiwOaxbt65K2ddee00t26pVK0lNTZVevXpJZGSkOn7s2LFSVlbmyW/If3hhvbTFkeRt+fLl0qRJE3WIiIgQwNxrWuXxs2fPdrkeAcXD8dRq/bL0XjdgwAAtWx84vLhevvHGGwJAoqOj5dKlS7XOb9nP6nQ66dChg/Tt21d69+4tMTEx6m+gR48e8scff7jzDQQWL8Rz+fLlak+vOp1O4uLiJCUlRX0VBwC57bbbrL5ix3KytEmTJtKrVy/p1q2b2vtkbGxsjZPi/ozJm3sDOywJNj/+aHNSMSKr/HW2vMXtt9+Oy5cvY9euXcjOzoaiKOjUqROGDRuGadOmoUWLFk5Xm6zwcCxLS0vVf2dnZyM7O9vmvKdPn67y/8GDB+Pxxx9HZmYmcnJysGfPHphMJsTGxuLKK6/ExIkTMXToULufH1S8sF66o6SkBHl5eTXGl5aWVvmdFBcXe7QefsPD8dRi/Tp37hy++OILANo8XxWQvLheWm6ZvO222xAdHV3r/A8//DBat26N77//HocPH8Yvv/wCEUHz5s1x9dVX45ZbbsGdd97pVqcnAcdLxz/JycmYN28eNm3ahNzcXBw/fhxNmjRBv379MGHCBIwZM8Zq2fvuuw8NGzbETz/9hH379iEsLAzJyckYNWoUHn74YTRs2LDWz6fgoIiIr+tgk6Io29PS0tK2b9/u66oEjgEDgO++szpJgQmAAkAgth6H7N8f2LTJQ5UjpzCWgYOxDCyMZ2BgHAML41lnpKenY8eOHTtERJvudYMMn04ONg6c0bOrfn1t6kHuYywDB2MZWBjPwMA4BhbGkwIEk7dgY6fXqUgUV/nrbHnyMsYycDCWgYXxDAyMY2BhPClAMHkLNvfeC7jaHbROB0yerG19yHWMZeBgLAML4xkYGMfAwnhSgGDyFmzatgVcfb/aiBHm8lQ3MJaBg7EMLIxnYGAcAwvjSQGCyVswmj0biIlxrkxMjLkc1S2MZeBgLAML4xkYGMfAwnhSAGDyFowSEoA1a4BGjRybPyYGWLvWXI7qFsYycDCWgYXxDAyMY2BhPCkAMHkLVlddBezYAYwcafsecJ3OPH37diCdvbnWWYxl4GAsAwvjGRgYx8DCeJKfY/IWzBISgJUrgcOHgZkzAb3ePF6vN///yBHzdJ5xqvsYy8DBWAYWxjMwMI6BhfEkP8aXdJMqKgooLgYiI4GiIl/XhtzBWAYOxjKwMJ6BgXEMLIynd/El3e7hlTciIiIiIiI/wOSNiIiIiIjIDzB5IyIiIiIi8gNM3oiIiIiIiPwAkzciIiIiIiI/wOSNiIiIiIjIDzB5IyIiIiIi8gNM3oiIiIiIiPwAkzciIiIiIiI/wOSNiIiIiIjIDzB5IyIiIiIi8gNM3oiIiIiIiPwAkzciIiIiIiI/wOSNiIiIiIjIDzB5IyIiIiIi8gNM3oiIiIiIiPwAkzciIiIiIiI/wOSNiIiIiIjIDzB5IyIiIiIi8gNM3oiIiIiIiPwAkzciIiIiIiI/wOSNiIiIiIjIDzB5IyIiIiIi8gNM3oiIiIiIiPwAkzciIiIiIiI/wOSNiIiIiIjIDzB5IyIiIiIi8gNM3oiIiIiIiPwAkzciIiIiIiI/wOSNiIiIiIjIDzB5IyIiIiIi8gNM3oiIiIiIiPwAkzciIiIiIiI/wOSNiIiIiIjIDzB5IyIiIiIi8gNM3oiIiIiIiPwAkzciIiIiIiI/4HbypihKK0VRpimK8rWiKLmKopQpinJKUZTPFEW5UotKEhERERERBTstrrz9BcBrADoA+BrAqwC2ABgJYJuiKGM1+AwiIiIiIqKgFqLBMnYCGCAi31UeqSjKNQA2AHhbUZSVIlKqwWcREREREREFJbevvInIiuqJW8X47wFsBBADIMndzwkU+/btw9tvv4177rkHycnJCA0NhaIomDhxoq+rpqkTJ05gxowZSEpKQlRUFMLCwtCqVSuMHj0aX3/9ta+r5zZX4/jcc89BURSHhueff947jbHBaDRiw4YNmD59OtLT09G4cWOEhoaiadOmGDRoEBYtWgSj0ejUMleuXKm2Ly4uzjMVd8Fbb72FCRMmIDk5GbGxsQgLC0PDhg2RmpqKF154ARcvXrRa7uzZs3jppZcwevRoJCQkqN9Rs2bNXP6OvMnZeHz00Ufo168fYmJiEBUVhaSkJPztb39DSUmJ5yvrImfaeOrUKcyYMQNdunRBZGQkGjZsiL59++KNN96AwWDwToUdNGDAgFq3IevXr7e7jIKCAsyaNQt9+vRBTEwM6tWrh7i4OIwaNQr//ve/vdSS2plMJixZsgTXX389YmNjER4ejpYtW2LAgAF44YUXrJaJi4ur9fs5cOCAl1tS1ZIlSxzeH0yaNKlK2dLSUnzxxRf485//jN69e6Nhw4YICwvDFVdcgeHDh+Ozzz7zUatsc/W4YNeuXXj99dcxfvx4JCYmQqfTQVEUPPfcc96rvBPcOf757bffMGXKFMTHx6NevXqIiIhAXFwcxo8fj507d3qpBbVzZVtZ+fhnx44dAJCmKIrYGJ71aoP8jYh4bACwBoAASHGx/Pa0tDQJJCNHjpSK76TKMGHCBF9XTSIjRQDzX3fs3LlTGjVqJABEr9dLp06dJCUlRRo0aKC297HHHtOm0j7iahzff/99ycjIsDkkJiaqy/rvf//rcv20iOXChQvVuiiKIp06dZLevXtL48aN1fEZGRly8eJFh5Z3/vx5ueKKK9Sy7dq1c71yGtPr9QJA6tWrJx07dpQ+ffpI69at1bq2aNFC9uzZU6Pc999/r87TqFEj6dq1q/Ts2VOaNGmijr/66qslPz/f5bpptV5W50w8TCaTTJgwQZ03Li5OUlJSJDQ0VABIz5493WqjpzjTxszMTGnatKkAkJCQEElOTpakpCTR6XQCQK655hopLi52u05axbN///4CQDp37mxze7Jjxw6b5bOystTvJjQ0VLp37y69evVSxw0cONC9Cmrk7NmzcuWVV6ox7NSpk6Smpkq7du0kJCRE9Hq91XLt2rUTANK9e3eb38/Ro0ddrpcWcVy3bp3d/UFycrLa7oULF1Yp+/TTT6vTQkJCJDExUXr27Cn169dXx48ePVpKS0tdr6CG3DkuqPw9VB6effZZzepXF45/Vq9eLeHh4QJAwsLCJDExUZKSkiQyMlLdD7/55pvuVVADrm4rKx//VPxOC2B+zMoy7K8U34HiwfzE3wdPJm5tAZQAOAFAX8u8220MlwIteZsyZYqMGjVKZs2aJevXr5dx48YFVPJmMpkkPj5eAEifPn3k999/V6eVlJTIzJkz1Q3Ypk2bNKi1b3gqjg8//LB6cGwymVxejhaxfO+996R79+6yYMECycvLU8ebTCZZtGiRhIWFCQC54447HFreXXfdJQDk5ptvrnPJ25w5cyQrK0uMRmOV8bt371YT6qSkpBrlcnJy5J133qnyOxcxf0efffaZREVFCQB56KGHXK6bp5I3Z+Ixf/589YDi008/Vcfn5uZKjx49nPodeJOjbSwoKFCTlvT0dPnjjz/UaYcOHZKkpCQBIJMnT3a7Tlonb4sXL3a67O+//y4NGzYUnU4nzz//vFy6dKnK9D/++MOtk0daKS0tlV69egkAGTNmTI1kKz8/X1asWGG1rCV527hxo0fq5qn1srK5c+cKAImKiqoRo//7v/+Tq666Sj766KMq08rKyuTll19W97NPPfWU5yroIHePC26++WYZO3aszJkzR7799lv1t1/Xkjd32nnp0iWJiYkRADJkyBA5efKkOi0/P18mT56sJkvV9zfepNW2Mi0tTQBsl6q5wLyK7+cwAEVcyD2CZfBU4hYK4LuKIPzJgfmDJnmr7v777w+o5G3v3r3qxumHH36wOk9qaqoAkOnTp7v+QXWMFnEsLS1Vr9g8//zzbtVHi1jm5eXZTSBnzZqlnl2snNxZs27dOvUAbPHixXUuebNnx44d6m96//79TpW1HETFxsa6/PmeOEh0Jh7l5eUSGxtr80Bw//79otPpRFEU2bt3r3aVdJMzbfznP/+pJqeHDh2qMf3HH38UnU4nOp1OfvvtN7fqVReSt+uuu04AyD/+8Q/3KuFhL7zwggCQESNGOH0yKxCSN8uB8KRJk2pMO3v2rN2yloP9Jk2a1Dgp5W1aHxfccMMNdTJ5c6eda9euVa+uWdufGgwGadGihQDw6dU3rbaV1ZM3AGEAzlV8f8+IEzlHMA6av+dNURQdgCUA+gF4T0SW1VZGRNKtDQD2aF0/8qzi4mL13507d7Y6j2V8eXm5V+rkL1atWoW8vDzodLo68Qxk48aNoSiKzelDhw4FYH42Ljs72+Z8BQUFuP/++xETE4M333xT83p6WteuXdV/FxUVuVTW2XKe5Gw8Nm/ejNOnTwMAHnjggRrTExMT0b9/f4gIPvnkE83r6wpn2/j9998DAFJTU9GhQ4ca01NSUpCQkACTyYSPP/5Y8/p6048//ohvv/0WzZo1w8MPP+zr6thUVlamxu7FF1+0uy0KRFlZWfj1118BAPfcc0+N6U2bNrVb3rJ9zsvLw9mzZ7WvoBOC5bjAnXZayjZu3BiNGzeuUU6v16N9+/ZWy3qTB7eVIwE0AWCCOYcgOzRN3ioSt0UA7gDwIYCae3oKaImJiYiMjATwv5W8stLSUmRmZgIA0tLSvFq3um7RokUAgEGDBqFt27Y+rk3tLl++rP47KirK5nyPPfYYjh07hldeeQWxsbHeqJqmLL/j+vXrIzEx0aWyqampmtfLVc7GY9u2bQCA9u3bo02bNlbn6d+/f5V5fc3ZNubl5QEAWrVqZXMeS9u3bNmiTSU18umnn+Lmm2/GddddhzFjxmD27Nk4fvy4zflXrlwJwNzhiU6nw7Jly3D77bdj4MCBGDduHN5999060QHN1q1bcfbsWTRr1gzJycnYtGkT7r33XgwaNAijRo3CSy+9hFOnTtW6nAULFmDEiBFq+958801cuHDBCy1wj2V/kJCQgIyMDKfLV94+W/bJvhIsxwXutDMlJQWKoiAvLw/79++vUfb8+fPYs8d8PePKK333CmUPbivvrvj7XxHJda12QUSrS3gwJ4JLYb7k+S/U8pybg8sMuA5Lqgu02yZFRGbPnq3eKvbhhx/K6dOnpaioSLKysmTIkCGCiofhfX0rh5bcjeOxY8fUh30//vhjt+vjjVt6/vznPwsAadasmRgMBqvzbNiwQRRFkWuvvVYd5w+3TRoMBjl27JgsXLhQmjVrJoqiyDvvvONQ2ZKSEvntt99k5syZotPppEGDBpKVleVyXbSMpSvx+NOf/iQA5Prrr7e53GXLlgkAadu2rfuVdJMrbbz11lsFMHfAY0uXLl00aaPWt01aG8LCwmTevHlWy914440CQB544AG5+uqrrZbv2LGjHDx40L0Kuslyy3FqaqpMmzbNaj2joqJk1apVVstbbpu0NjRo0EA++eQTt+rnyW1scXGxNGzYUADI7NmzXVrGsGHDBID06tVL49q5Rsvjgrp626SIe+188MEHBTB3QrR69WrJy8uTgoIC2bRpk9ppj7VbaL1Jq21l5dsmAbQGYKxYP2+TOnBbYl0fPJG4/VuLxE2YvHmdljujDz/8UFJSUmrsNJs2bSpz586VsrIy9z+kDnE3ji+++KIAkMaNG0tJSYnb9fF08paZmSkhISECQF599VWr8xQVFUmHDh0kIiJCsrOz1fF1OXmbOnVqjd/sNddcI998802tZav3iKYoitx1111uHwRrFUtX42E5CBw7dqzNZVue16hfv757lXSTq2185ZVXBICEh4dLTk5Ojek//fSTenLF3TZqFc9p06bJ/Pnz5ZdffpH8/HwpKiqSbdu2qZ2zAJD33nuvRjnL7zQ0NFT0er289NJLcvr0aSkuLpY1a9aovax27txZk941XWVZFy09mo4bN06ys7OltLRUfvjhB+nXr58AkIiICPn1119rlL/rrrtk6dKlsm/fPiksLJSCggL573//qya9Op1O1q9f73L9PLmNtZwMCQkJqdJxhaM+++wz9Tfw2WefaV9BF2l1XFCXkzcR19tpMplk3rx50qlTpxpl4+LiZNGiRW51ZKYFrbaV1ZK3pyvamQcgXOpAclTXB7dvm6x0q+RdAP4DYLyI1N0XG5HHGY1G5OTk4Ny5c9DpdGjXrh2Sk5MRHR2Nc+fOYenSpXXqfSW+JiJYsmQJAGD8+PEIDw/3bYVqcfLkSdxyyy0wGAzo168fpk6danW+J598Ejk5OXj22WfRqVMnL9fSNR06dEBGRgb69u2r3m6XlZWFZcuWoaCgwG7Znj17IiMjAykpKWjYsCFEBF9++SX+85//WE5G+ZSr8bDcfhUWFmZznoiICABVn/nwBVfbOGHCBNSvXx+lpaW4/fbbceTIEXXa/v37ceedd8JkMgHwfRstXnvtNUyZMgVJSUlo0KABIiMjkZ6ejhUrVuD+++8HADzxxBM1nrcsLCwEYH5uZsaMGXjyySfRvHlz1KtXD8OGDcOKFSsAANnZ2Vi6dKl3G2Wjnmlpafjoo4/QqVMnhIWFoWfPnli3bh1iY2NRUlKCWbNm1Si/dOlS3HXXXejSpQuioqJQv359DBw4EBs2bMDQoUNhMplsbrt8zXLL5NChQ3HFFVc4VXbv3r3qO+HuvPNOjB49WvP6uSJYjgvcaefly5dx5MgRXLhwAXq9Hh07dkRSUhLq1auHI0eOYNGiRTh48KCXW1SV1ttKxfww68SK/34oIqWaVzoQuZv9AXgO5oz5EoBZFf+vPqS4uGzfX3k7elTk6adFhg0T6d/f/HfmTPN4DdSJK28VbYzUXzafedJfdquNlneg9e7du0rvc2VlZTJnzhz1rI07t5I5rQ7HcePGjerZtZ9++sm9imgcy+rOnj0r3bp1EwDStWtXmz2ebd26VXQ6naSkpEh5eXmVaZpcefNwPC12794tGRkZ6u/Z1u2h1VleFdCqVSsBIFOnTnX+wzWMpTvx8OiVNw3j6O5vbs2aNVKvXj31qkx8fLx07NhRFEWRyMhI9bUDMTExTtdNRDy+blZ24cIF9VUeq1evrjKte/fu6vbmzJkzVssPGDBAAMjw4cOd+2AN4/nQQw+p9bR1i+Nzzz2n3gbpzG34+/btU5f9yy+/OFcxD8cxJydHFEURALJy5Uqnyv7+++/SsmVLASD9+/d378qpxttYLY8LNL3yVkeOf8rKyqRPnz4CQAYPHiy5ubnqtMLCQnnkkUcEML9PtPI0Z9qoVSy12FZarrwBGGBZFwEkSx24quUPgxbJ25JKX7ytYaKLy/Zd8nbggMhNN4nodOavqfqg04mMHGmezw0+Td6qtTESheaNFwpdbuOaNWvU2z2sXVIXEZk0aZIAkBtvvFGjhtjhB3G0PFPUu3dv1yvggVhWd/78efVWkPj4eJu385SXl0tCQoLo9XqrO2K3kjcvxbOygoIC9YWkH330kVNlt23bJoD5dQoO73A1jqW78Rg/frwAkEGDBtn8DKefedM4jlr95vbv3y+TJk2Stm3bSlhYmDRr1kzGjRsnBw8elL///e/qSQuneGHdtKZnz54C1Lyt2XK7YZMmTWyWtTx7061bN8c+zAPr5TPPPKMeQ1i7LVJE5JNPPlHnqa3r/Oos79Ry+LZCL8XR8i6w2NjYGich7Dl8+LC0bdtWAMhVV11V471wDvNALLU+LtAkeatjxz+WLvibNGkiFy5csFr22muvFcD8vKorbdRyf+nutrJS8vZBxTq8S+pAUuQvg88rYLdyvkretm4VadTI+o+9+hATI7Jtm8sf5bPkzUoba2y8XGjj448/XutK+/HHH9d68KAJP4hjfn6+REZGCgCZP3++ax/uoVhWdvHiRendu7cAkE6dOsnx48dtznvhwgU1YYmNja0xNGjQQCxn7Czj/v3vf7vUTk/Fs7pbbrlFAMgjjzzidFnLu/tsdaxQhQdi6W48LM9jxsXF2fwMyxUQe52a2Guju3H02G+ukjvvvNP5ddwL66Ytlg4OXn755Srj77vvPgEgLVu2tFnWcpY/MTGx9g/y0Hr5r3/9S03MbL0vatWqVeo8p06dcmi5FpZ3F7q67fFEHI1Go5qAPf744w6Xy83Nlfbt2wsAufLKKyU/P9+lz/dULLU+LnA7eauDxz+33XabAJChQ4faLGvpDMWhE70+3F86sq2sSN52AiiqWIeniJdyi0AYNH/Pm987eBAYNgy4eNGx+S9cMM/v4/uQneLBNtb2XFBlHu2O2k/iuHz5chQXFyMiIgLjxo1zfgFeaGdBQQEGDx6M3bt3o0OHDti4cSNatmxZazmj0YjTp0/XGCy/EZPJpI6r3K21VT6Op8FgAGBuk7MsZWot6+E2uhqP9PR0AMCRI0dw7Ngxq8v+7rvvqsxrUx1tY21KS0vx5ZdfAgBGjRrlWCEf/mYNBgMOHDgAADVe72Dpdv7kyZM2v4NDhw4BAFq3bm3/gzzYxsrd4+fk5NitZ0REBJo0aeJYHQCcOXMGZ86cAVDz+6nBi3H85ptvkJtr7iX97rvvrmVus+PHj+Paa6/F4cOHkZqaiq+++goNGjRw+rOD4rgAqLPt1PQ78uG2x8ltZRMAkQBKACx3+8ODia+zR3sDfHHlbeRIx85UVB9GjnTp43xy5c1GG22eeXKija+99poA9m8bmDhxouNnj1zlJ3Hs27evAJA777zTpc/1ZCxFRC5duiTp6ekCQNq3by9HNXiuw6XbJr0cz8rOnTundtu9ePFip8p+8803goorA4cPH7Y/s4djaUtt8SgvL5fmzZsLAHnqqadqTN+/f7/odDpRFEX27NnjUhs9HUd3n7O0XFmMj493+LlHX8VTROSNN95Qt8PVb2++ePGiREVFCWD9an9ubq6Eh4cL4EA39R6Op+V509tuu63GNKPRqD6/N2TIEIeWZ/Hoo48KYH4mp9YeDr0YR8vVF3vdsFd28uRJiY+PFwDSp08fm7fbOcSDsdT6uMCtK2919PjH0ruqI7dN3nLLLS610Rv7S0e3lRVX3i5V7B8/FPF9zuFPg88rYLdy3k7ejh61fW9wbYNO59LDn15P3uy0sdaNlwNt/OOPP9QHWXv37i379u1Tp1V+YBeAvPnmm15vY12K4549e9TvYsOGDU5/pqdjWVRUpHarHRcXp0niJuLCgbSH47l48WKZP3++nD59usa0zMxM6dWrlwDm57kKCwurTH/qqafk888/r9ExQHl5ufznP/9Rn5UbPXq0y23UIpa1tb+2eLz55psCmN8f9umnn6rjc3NzpUePHgLY79CktjZ6ar10po0rVqyQzMzMKuMuXbokzzzzjCiKIqGhobJlyxbHPtDD8Vy6dKm8+OKLNZ6jLCkpkblz56rd69vqKOf5558XwPxqku+//14df+bMGbWzkubNm8v58+ddaqNW8dy0aZMoiiKKoshbb72ldpNeWlqqvvtNp9PJ5s2bq5R75ZVXZN68eTU6ZCkoKJAnn3xS3e6+9tpr9ivgxfUyLy9PTZrff//9Wuc/c+aMdO3aVQDzu9zsxqo2Ho6l1scFLidvdfj4Z/fu3WpHNTfccIMcO3ZMnVa5wxIA8sUXX7jURq3WSy22lZb9RsVwnYjvcw5/GnxeAbuV83by9vTTrv3gLcPMmbV+xPLly6VJkybqEBERIYC596HK4119Mac7bax14+VEGy09nel0OomLi5OUlBSpX7++urLedtttjp/B1rCNdSmOlrO/7du3d+3dLR6O5UsvvaTGq3PnzpKRkWFzWLduncPVdjp583A8n332WbWdbdq0kdTUVElNTVWvNlnqaq3TBEtyGxISIvHx8ZKWliYpKSkSHR2tlr3uuutqfwbFC+ulLY7Ew2QyqR2XWH6zKSkpapLQo0eP2s/6e2G9dKeNEyZMEADSsGFDSU5Olh49eqgH0/Xr16/Ra6OrbdUinpYz/ACkVatWkpqaKr169VKfn7Uk07auKhkMBvU5TstZ8t69e6vtbdSoUe2JqpfiOXfuXPWgtkWLFtK3b1+1sxGdTmf1YN9yFUNRFImLi5O+fftKcnKyul8CHHx+1YvrpeVqaXR0tEOdjVieXQQg3bt3t7t9/uGHH1xup1axdOe4YPbs2VX2q5btTr169aqMX758ucvtrAvHP6+88or6W9fr9dKpUydJSkpSE0IA8uijj7rcRq1iqcW2skWLFpY25QBQRHyfc/jToIgI6ipFUbanpaWlbd++3TsfOHw4sHat1UnNcAbFiLRfXq8HwiPszmIwLEFZ2aRaqxIS8izCwp6rdT6nlZYANp69MbdPASCIhI33czjQRgAwmfbDYJgHo3ETRHIBGAA0gU7XGyEhExASMsbVFtSu1jaaudNGd+MoUo7Ll1sDOIPQ0BcQGjqz1mXV4OFYlpU9B4PheYeqEha2GCEhEx2a1/LdKUo71Kt3pPYCHo6nyfQbjMZPYDRuhkg2RM7A/HttDJ0uCXr9SISETIKi1Fz/jcbvYDR+AZNpK0RyIXIOgB6KcgV0uj7Q68dBrx8F86ts3GmjNuulNc7Ew2BYBoPhXZhMvwIog6J0QEjI7QgJmQFFqeXzvbBe2q537W00GtfDYFgMk2kXRE4BUKAocdDrhyE0dBoUpYXjH+jheJpM+2AwLIXJlAmRnIrfnQmKEgud7kqEhEyEXj/UbhVFBEbjMhgMCyviWQxFaQ29fihCQh6HTlfLs2BejKfRuAUGw1wYjdsAnAfQGHp9P4SEPAq9Ps3K/DtgNP4bJtPOivUyD+Z4toROl4GQkPuh119V+wd7cb28fLknRH6CXn83wsPfr71qpRNhNDr2Hr7w8I3Q6wfYWZh3YunqcYGj+6Ja90N+cPxjNGbCYHgLJtMWiJwAIFCU5tDp0hASch/0+uvtf7idNlpEohhn0dz6xOHDgS++sFt+/fr1WLx4MXbt2oVTp05BURTExcVh2LBhmDZtGlq0sL+tLC8vR1RUFMrLywHgGRF50W4BqoHJW2UDBgAVD95XF4VCFCPKO/UgIiIiItJYJIpQhGjrE/v3BzZt8ngd0tPTsWPHjh0iUksvV2RNiK8rUKdE2/gxw84Zp8rcODPsNT48w+81PjzD71XBEEsgOOIZDLEMhjhaMJ7qvwO7jQEQRyA4YgkERzwdvPJmU/36GleIPMLX923aGxCAz7z5nA+frfGaYIijSHDEUiQ44hkMsQyGOFownoERz2CIo0hwxFIkOOLpJ7G0vKRbxPe5hj8OvG2ystxcoH17wGRyvqxOBxw+DLRtq329tGSnjZZbQ21eUg+ANtbKX9oIBEcsgeCIZzDEMhjiaMF42hcAbQyYOALBEUsgOOLpJ7HkbZPu4Uu6K2vbFhgxwrWyI0bU/ZUaYBtr4y9tBNhOR/hLO9lG+/yljRbB0Fa20T5/aSPAdjrCX9oZDG0k+PzSn70BvnhJ94EDIjExjl9iBszzHzjg3Xq6w0Yb7d42ECBtDKg4igRHLEWCI57BEMtgiKMF4xkY8QyGOIoERyxFgiOefhBL3jbp3sArb9UlJABr1gCNGjk2f0yM+fUCCQkerZam2Maa/LGNANtpiz+2k22syR/baBEMbWUba/LHNgJspy3+2M5gaGOw83X2aG+AL668WRw4IDJypO031et05un+dDamumptrHHmKQDbGJBxFAmOWIoERzyDIZbBEEcLxjMg2xiQcRQJjliKBEc863AseeXNvYEdltQmNxdYuBD48Ufg0iVzN6o9ewL33gu0qeUlpv6ioo1RLz2FYmMEIvUlKHrqpYBsY0DHEQiOWALBEc9giGUwxNGC8fR17bQRDHEEgiOWQHDEsw7Gkh2WuIfJG6miooDiYiAyEigq8nVtyB2MZeBgLAML4xkYGMfAwnh6F5M39/CZNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I00tWTJEiiK4tAwadIkX1eX7DAajdiwYQOmT5+O9PR0NG7cGKGhoWjatCkGDRqERYsWwWg02iz/1ltvYcKECUhOTkZsbCzCwsLQsGFDpKam4oUXXsDFixe91xhyOx4//vgj/vSnP6Ft27YIDw9Hs2bNMGTIEKxZs8Y7DaAqBgwYUOs2dv369VbLOrJ9Likp8XKLgo+7+8tdu3bh9ddfx/jx45GYmAidTgdFUfDcc895vzGkOnHiBGbMmIGkpCRERUUhLCwMrVq1wujRo/H1119bLfPcc885/Ft4/vnnvdwiqmtCfF0BCiyxsbHIyMiwOb2wsBA///wzAODqq6/2VrXIBUuWLMHkyZMBmA/2OnbsiA4dOuDw4cPYsGEDNmzYgEWLFmHt2rVo2LBhjfJTp06F0WhEvXr10LJlS7Rt2xanTp3Crl27sGvXLrzzzjv45ptv0K1bN283LSi5E4/33nsPDz74IAwGA+rXr48ePXogLy8P69evx/r16zF9+nT84x//8EGrqHPnzmjevLnVaTExMXbL9unTB+Hh4Van6XQ8t+tp7u4vJ0+erE6nuiErKwuDBw/GxYsXodfr0b59e0RHRyMnJweff/45Pv/8czz22GOYM2dOlXJt27a1+1vIy8vDgQMHAPDYiQCISJ0dAGxPS0sT8o7ISBHA/NdT5s6dKwAkKipKLl265LkPCnJaxPK9996T7t27y4IFCyQvL08dbzKZZNGiRRIWFiYA5I477rBafs6cOZKVlSVGo7HK+N27d0tiYqIAkKSkJNcrGCS0Wi9djceOHTtEr9cLALn//vuluLhYnfbNN99IgwYNBIB8+OGH7lUwSGgVz/79+wsAWbx4sdNlAQgAOXz4sHuVCGJ1YX958803y9ixY2XOnDny7bffqr+JZ5991nOVClBaxNNkMkl8fLwAkD59+sjvv/+uTispKZGZM2eq696mTZucWvbDDz8sACQuLk5MJpPrlawj0tLSBMB2qQO5hj8OPq+A3coxefMqb+yMkpKSBIBMmjTJcx9CmsQyLy/P7k5i1qxZAkD0en2V5M4RO3bsUHdi+/fvd72SQcAb66W9eNx6660CQBITE6W8vLxG2Xnz5gkAadeuXUAcVHgak7fAUBf3lzfccAOTNxdpEc+9e/eq69YPP/xgdZ7U1FQBINOnT3d4uaWlpdKkSRMBIM8//7zrFaxDmLy5N/C+CPKarKws/PrrrwCAe+65x8e1odo0btwYiqLYnD506FAA5mfjsrOznVp2165d1X8XFRW5VkHSjL14fP/99wCAW265BSEhNe+0v/322wEAR48exdatWz1YS6Lgwf2l/ykuLlb/3blzZ6vzWMaXl5c7vNxVq1YhLy8POp0OEydOdKuOFBj4zBt5zaJFiwAACQkJdu/tJv9w+fJl9d9RUVFOlbUkBPXr10diYqKm9SLn2YtHXl4eAKBVq1ZWyzZv3hxhYWEoKyvDli1b+DyGl3366adYtWoV8vPz0aRJE/Tp0wfjx4+3Ga/KZs2ahRMnTqC8vBwtWrRA//79MW7cOERGRnqh5mQP95f+JzExEZGRkSguLsb333+PIUOGVJleWlqKzMxMAEBaWprDy7X8FgYNGoS2bdtqV2HyW7zyRl5x+fJlLF++HABw9913+7g2pIV//etfAIBmzZqhS5cutc5vNBrxxx9/4P3338fEiROhKApeeeUVpxM/0oaj8WjUqBEA4Pjx41aXc+bMGZSVlQEA9u/f79E6U01r167FypUrsXHjRnz66af461//ig4dOuCNN96otez777+PL7/8Ev/973+xbNkyTJ48GR07dsSmTZs8X3GyiftL/xQdHY1nn30WADBp0iR89NFHOHPmDIqLi7Fr1y7cfPPNOHToEAYOHIixY8c6tMw//vhD7aGSV2DJgskbecVnn32G/Px8hISE4K677vJ1dchNO3fuxIIFCwAAf/3rX6HX623OO23aNCiKgpCQELRp0waTJ09GYmIivv76a9x///3eqjJVcDYeV155JQDg888/t/pqiE8++UT994ULFzxXcaqiZ8+emD9/Pn755Rfk5+ejqKgI27Ztw80334yysjJMnToVCxcutFr2pptuwieffILffvsNly9fxvnz57Fy5Ur06NEDp06dwrBhw/DLL794uUVkwf2l/3r88cfx4YcfokWLFhg/fjxiY2MRFRWF1NRUZGVlYe7cufjyyy8d7s11yZIlMJlMaNy4MUaOHOnh2pO/YPJGXmG57D906FBcccUVPq4NuePkyZO45ZZbYDAY0K9fP0ydOtXu/B06dEBGRgb69u2L2NhYAObnOZYtW4aCggJvVJkqcTYef/nLXwAA+/btw+TJk6s8E/fFF1/g6aefVv9f+ZkP8qzXXnsNU6ZMQVJSEho0aIDIyEikp6djxYoVahL+xBNPWH2mdNWqVRgzZgw6d+6MiIgIxMTEYOTIkdi+fTt69uyJ4uJiPPbYY95uElXg/tJ/GY1G5OTk4Ny5c9DpdGjXrh2Sk5MRHR2Nc+fOYenSpdi5c6dDyxIRLFmyBAAwfvx4m6/1oCDk6x5T7A1gb5PecfSoyNNPS6T+srm3Jf1lkZkzzeM1kJOTI4qiCABZuXKlJsskGzwcy7Nnz0q3bt0EgHTt2lXOnj3r9DJ2794tGRkZAkB69+4tBoNBk7oFHA/H0sKReFTu4jo8PFx69OghsbGxAkA6d+4sAwcOFABy8803a1q3gOKleIqIXLhwQX2Vx+rVq50qu27dOrUX2QsXLmheN79Xh/eX7G3SBRrHc+TIkeq2dO/ever4srIymTNnjroNzcrKqnVZGzduVLe7P/30k0v1qavY26Sb+ZGvK2C3ckzePOvAAZGbbhLR6UQAiUSheeOFQvNPQ6cTGTnSPJ8bLAd+sbGxVrsaJw14IZbnz5+XlJQUASDx8fFy8uRJl5dVUFAgTZs2FQDy0UcfubycgOSl9bIyR+Lx1VdfybBhw6Rp06YSGhoqcXFxMmPGDLl48aJ60Pjggw9qVqeA4YN4ioj07NlTAMirr77qVLn8/Hz1gHH37t2a1smv+cH+ksmbEzwQzzVr1ggACQkJkZycHKvzTJo0SQDIjTfeWOvy/vSnP6mJYKBh8ubewNsmg9W2bUBaGrB6NWAyWZ/HZAJWrQLS04Ht2136GJPJhKVLlwIAJkyYYLWrcXKTF2KZn5+P66+/Hj/99BM6deqEjRs3unU7T/369dG/f38AwK5du1xeTsDx0npZnSPxGDx4MNasWYOzZ8+irKwMhw8fxiuvvIKGDRtiz549AIDU1FRN6hMwfBRPAAgLCwPgXJfklcu5UjZgcX8ZWDwUz82bNwMA4uPj0b59e6vz3HjjjQDMt6rbU1BQgM8++wwAOyqhmpi8BaODB4Fhw4CLFx2b/8IF8/wHDzr9Ud988w1yc3MBsNcsj/BCLAsKCjB48GDs3r0bHTp0wMaNG9GyZUvX6luJwWAAAKudYAQlL66X1rgaj127duH48eMICwtT3/1H8Gk8DQYDDhw4AABo06aNU2Ut7xZzpWxA4v4ysHgwns48w11SUmJ3+vLly1FcXIyIiAiMGzfO4eVScGDyFoyeeMLxDZfFhQvmck6yPHidkZGBhIQEp8tTLTwcy8LCQtx4443YuXMn2rdvj40bN6J169bO17OavLw8tTvynj17ur28gODF9bI6V+NhNBrx17/+FYD5gfrmzZu7XZeA4cN4vv3222pvhdddd51TZV9++WUAQPfu3TU5SeP3uL8MLB6MpyVmv/32Gw4fPmx1ni+//BIAan2/qeW3cMstt6ivayFS+fq+TXsD+Myb9o4eVe/xrj7UuOe7+qDTOfUQb15enoSHhwsAef/99z3YqCDl4VgWFRVJ//79BYDExcXJUSdiv3jxYpk/f76cPn26xrTMzEzp1auXAJC2bdtKYWGh000POB6OpbvxePvtt+Xw4cNVxuXm5sqoUaMEgLRu3Vry8vLc+goCiofjuXTpUnnxxRclNze3yviSkhKZO3euhIaGCgCZOnVqjbJPPPGELFq0SPLz86uMP3PmjPo8DgBZsWKF21+D3/Oz/SWfeauFh+P5xx9/SL169dTn1Pbt26dOq9xhCQB58803bS5nz5496nwbNmzQrPl1CZ95czM/8nUF7FaOyZv2nn7a+obJkY0XYO6FyUFvvPGGAJDo6Gi5dOmSBxsVpDwcy5deekndgXTu3FkyMjJsDuvWratS9tlnn1XLtmnTRlJTUyU1NVWaN2+ujm/Xrp38+uuvnvyG/IeHY+luPNq1ayeAuROFPn36SEJCgtojXqdOnSQ7O9sT34r/8nA8X3vtNTVurVq1ktTUVOnVq5dERkaq48eOHStlZWU1ylp6w9PpdNKpUye58sorpVu3bqLX6wUw9zLpbCcnAauO7y9nz54tTZo0UQdL0l6vXr0q45cvX+7qNxBYvBDP5cuXqz296nQ6iYuLk5SUFKlfv766bt522212e1l+9NFHBYC0b99eTCaTlt9AncHkzb2BT8MGmx9/tDmpGJFV/jpbvjrLZf/bbrsN0dHRDpcjB3k4lqWlpeq/s7OzkZ2dbXPe06dPV/n/HXfcgZCQEGzevBnZ2dnYu3cvDAYDGjdujOuvvx4jR47EpEmTEBlpp37BxMOxdDceM2bMwBdffIG9e/fil19+QVRUFNLT0zFmzBg88MADiIiIqL2NwcTD8Rw8eDAef/xxZGZmIicnB3v27IHJZEJsbCyuvPJKTJw40ebzh1OmTEGLFi2QlZWF48ePIzc3F6GhoYiPj0f//v3x4IMPIikpqfY2BoM6vr8sLi5GXl5ejfGXL1/G5cuX1f/X9nxV0PBCPG+//XYkJydj3rx52LRpE3Jzc3H8+HE0adIE/fr1w4QJEzBmzBib5cvLy/Hhhx8CACZNmgRFUWr9TAo+ioj4ug42KYqyPS0tLW27hj1wBb0BA4DvvrM6SYEJgAJAYLMj0v79gYpnY8jHGMvAwVgGFsYzMDCOgYXxrDPS09OxY8eOHSKS7uu6+CN2WBJs3L0CVr++NvUg9zGWgYOxDCyMZ2BgHAML40kBgslbsLHTk1wkiqv8dbY8eRljGTgYy8DCeAYGxjGwMJ4UIJi8BZt77wV0LoZdpwMmT9a2PuQ6xjJwMJaBhfEMDIxjYGE8KUAweQs2bdsCI0a4VnbECHN5qhsYy8DBWAYWxjMwMI6BhfGkAMHkLRjNng3ExDhXJibGXI7qFsYycDCWgYXxDAyMY2BhPCkAMHkLRgkJwJo1QKNGjs0fEwOsXWsuR3ULYxk4GMvAwngGBsYxsDCeFACYvAWrq64CduwARo60fQ+4Tmeevn07kM7eXOssxjJwMJaBhfEMDIxjYGE8yc8xeQtmCQnAypXA4cPAzJmAXm8er9eb/3/kiHk6zzjVfYxl4GAsAwvjGRgYx8DCeJIf40u6SRUVBRQXA5GRQFGRr2tD7mAsAwdjGVgYz8DAOAYWxtO7+JJu9/DKGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQH3E7eFEUZryjKAkVRdimKUqooiiiKMlGDuhEREREREVGFEA2WMQtAOwDnAJys+DcRERERERFpSIvbJicDiBORZgDe0WB5REREREREVI3bV95E5L9aVISIiIiIiIhsY4clREREREREfkCLZ97cpijKdhuTunu1IkRERERERHUUr7wRERERERH5gTpx5U1E0q2Nr7gil+bl6hAREREREdU5vPJGRERERETkB5i8ERERERER+QEmb0RERERERH6AyRsREREREZEfcLvDEkVRJgO4uuK/SRV/JyuKMqDi31tEZKG7n0NERERERBTMtOht8moAE6qNy6gYLJi8ERERERERucHt5E1EJgKY6HZNiIiIiIiIyCY+80ZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJm4989NFH6NevH2JiYhAVFYWkpCT87W9/Q0lJia+rphmTyYQlS5bg+uuvR2xsLMLDw9GyZUsMGDAAL7zwgq+r55Z9+/bh7bffxj333IPk5GSEhoZCURRMnDjR4WWUlpZi3rx5uPrqq9G0aVNERESgTZs2uOGGGzB//nzPVd5BRqMRGzZswPTp05Geno7GjRsjNDQUTZs2xaBBg7Bo0SIYjUbNy/rCW2+9hQkTJiA5ORmxsbEICwtDw4YNkZqaihdeeAEXL160Wq6wsBAff/wx7rnnHiQlJSE6Ohrh4eFo06YNxowZgw0bNni3IXa42kaLXbt24a677kL79u0RERGBevXqoXPnzrjvvvtw4MAB7zTCBStXroSiKFAUBXFxcXbnPXHiBGbMmIGkpCRERUUhLCwMrVq1wujRo/H11197p8IOGjBggNouW8P69esdXt60adPUcs5sx7xBq33J66+/rrZxwIABnquwg5YsWVJrDC3DpEmTrC7DaDTin//8J1JTU1G/fn00aNAAqampeOutt2AymbzcIvvcWb+CpZ1A3T82AIBTp05hxowZ6NKlCyIjI9GwYUP07dsXb7zxBgwGQ63lK2J2haIoWxRFOacoSomiKMcURflKUZQHPd4AfycidXYAsD0tLU0CiclkkgkTJggAASBxcXGSkpIioaGhAkB69uwp+fn5PqlbZKQIYP7rrrNnz8qVV16ptrNTp06Smpoq7dq1k5CQENHr9e5/iA+NHDlSbVvlYcKECQ6VP3TokMTHxwsA0el00qVLF+nTp4+0atVKdDqddOzY0a36aRHLhQsXqu1SFEU6deokvXv3lsaNG6vjMzIy5OLFi5qW9QW9Xi8ApF69etKxY0fp06ePtG7dWq1rixYtZM+ePTXKjR8/Xp0nPDxcunfvLj169JB69eqp4//yl7+IyWRyuW5arZeutlFE5O233xadTqeW7969u3Tp0kXCwsIEgISFhcnnn3/uXgU94Pz583LFFVeobWzXrp3NeXfu3CmNGjUSAKLX66VTp06SkpIiDRo0UMs/9thjbtdJq3j2799fAEjnzp0lIyPD6rBjxw6HlrV161Y1vs5sx7xBq33J77//LpGRkepy+vfv71a9tIjjunXrbMYuIyNDkpOT1fouXLiwRvnS0lK5/vrr1XkSEhIkKSlJFEURAHLDDTdIWVmZG63UjjvrlzfaqdV66e52xNPHBlrIzMyUpk2bCgAJCQmR5ORkSUpKUrch11xzjRQXF9ssf+jQIYmIiLB8H0YA+wBkAfij4v+/Sx3IQery4PMK2K1cACZv8+fPVw92Pv30U3V8bm6u9OjRQwDIHXfc4ZO6abXxKi0tlV69egkAGTNmjBw9erTK9Pz8fFmxYoV7H+JjU6ZMkVGjRsmsWbNk/fr1Mm7cOIcPes6fPy9t2rQRAPLnP/9Zzp49W2X62bNnZc2aNW7VT4tYvvfee9K9e3dZsGCB5OXlqeNNJpMsWrRIPXC39nt1p6wvzJkzR7KyssRoNFYZv3v3bklMTBQAkpSUVKPc+PHjZciQIbJ69Wq5fPmyOr6wsFCmTp2q7qzfffddl+um1XrpahsPHz6snlyaOHFilYT71KlTMnz4cAEgDRs29NmJJ1vuuusuASA333yz3eTNZDKpB0x9+vSR33//XZ1WUlIiM2fOVGO5adMmt+qkdfK2ePFit5Zz+fJlSUhIkAYNGsjAgQPrVPKm1b7EZDLJgAEDRK/Xy4gRI+pM8labuXPnCgCJioqSS5cu1Zj++OOPCwBp1KiRfPfdd+r4X3/9Vd3HPPXUU56roIPcXb+80U4t4uluO71xbOCugoIC9YRYenq6/PHHH+q0Q4cOSVJSkgCQyZMnWy1fuY0ATgJoKlWP+5sCGCYeyCkCafB5BexWLsCSt/LycomNjbW5odm/f7/odDpRFEX27t3r9fpptTN64YUXBICMGDHCrSsO/uT+++93+KDn7rvvFgDy0EMPeaw+WsQyLy/PbvxmzZqlnl2snKC5W7au2bFjh7rD3b9/f5Vp1Xeu1Q0aNEi9ou4qbxwk2mvjW2+9JQCkadOmVs9u5+fnS0hIiACQL774wnOVdNK6devUg/7FixfbTd727t2rtv+HH36wOk9qaqoAkOnTp7tVr7qWvFkOjN966y31rpC6krxptS+xnDR97LHH5Nlnn/Wb5M1yIDxp0qQa086ePatevbB2cuirr75Sr5T7ehvrzvrlrXZqEU93tyPeODZw1z//+U/1AsShQ4dqTP/xxx9Fp9OJTqeT3377rcZ0SxsrjoW3Sx3INfxx4DNvXrR582acPn0aAPDAAw/UmJ6YmIj+/ftDRPDJJ594u3qaKCsrw5tvvgkAePHFF6Eoio9rVLecPn0ay5YtQ2hoKJ555hlfV8euxo0b243f0KFDAZifRcjOztasbF3TtWtX9d9FRUVVpjVt2tRuWUs79+/fr33FNGSvjcXFxQCAdu3aITQ0tEbZBg0aoHnz5gCA8vJyD9bScQUFBbj//vsRExOjbo/ssbQRADp37mx1Hsv4utJGLezatQuvvvoqMjIyMGXKFF9Xpwqt9iW5ubl44okn0LFjRzz//PNaVtGjsrKy8OuvvwIA7rnnnhrTV69ejZKSEkRFReFPf/pTjemDBw9Ghw4dcPnyZaxevdrj9bXHnfUrWNrpL8cG33//PQAgNTUVHTp0qDE9JSUFCQkJMJlM+Pjjj6tMq9zG1q1be6W+gYrJmxdt27YNANC+fXu0adPG6jz9+/evMq+/2bp1K86ePYtmzZohOTkZmzZtwr333otBgwZh1KhReOmll3Dq1ClfV9Nn1q1bh/LycqSkpKBZs2ZYtWoV/vSnP2HgwIG49dZb8frrryM/P9/X1XTI5cuX1X9HRUV5ray3WXZW9evXR2JiolNlLe305zb26tULAHDgwAGcO3euRtnff/8dJ06cQEhICHr37u35yjrgsccew7Fjx/DKK68gNja21vkTExMRGRkJ4H/fRWWlpaXIzMwEAKSlpWlbWTd9+umnuPnmm3HddddhzJgxmD17No4fP15rufLyctx9993Q6/V477336tyJNq32Jffddx8uXbqEBQsWoF69el6ouTYWLVoEAEhISEBGRkaN6ZZjhL59+yIiIsLqMvr161dlXl9xZ/0Klnb6y7FBXl4eAKBVq1Y257Ec327ZsqXK+MptrDgRGKMoyjJFUTYoivKpoijTFEVp6Km6BxRfX/qzNyDAbpv805/+JADk+uuvtznPsmXLBIC0bdvWizUz0+K2gZdfflkASGpqqkybNk29haDyEBUVJatWrdKu4nWAo7dNPvDAA+ozOLfeeqvV76dZs2aybds2t+rjjVt6/vznP6v1NRgMXivrDQaDQY4dOyYLFy6UZs2aiaIo8s477zi1DKPRqD7HOnr0aJfr4qlYOtPGoUOHquv1t99+K/n5+XL+/HlZs2aNJCQkCAB57rnntK2gizZs2CCKosi1116rjqvttkkRkdmzZ6u383z44Ydy+vRpKSoqkqysLBkyZIgAkIEDB9Z4ZtBZWt82aW0ICwuTefPm2S3/zDPP1IhbXbptUot9yaJFi9RnNS384bbJ4uJiadiwoQCQ2bNnW53nmmuuEQBy77332lzOiy++KACkX79+2lfSSa6uX95qp1bxdLWd3jo2cJelbhkZGTbn6dKli9Xj2MptrNx5WbXhDIB0qQM5SF0efF4Bu5ULsORt2LBhAkDGjh1rc561a9cKAKlfv74Xa2amxcbL0kmDpYODcePGSXZ2tpSWlsoPP/wg/fr1EwASEREhv/76q3aV9zFHkzdLL5WW72fatGmSm5srJSUlsnnzZunevbv6fNHJkyddro+nk7fMzEz1OadXX33Va2U9rXInI5bhmmuukW+++cbpZb366qsCmHsMy8rKcrlOWsfSlTaWlZXJc889Jy1btqxRtkePHnWmp8mioiLp0KGDRERESHZ2tjrekeRNROTDDz+UlJSUGm1s2rSpzJ07V5Oe+7SK57Rp02T+/Pnyyy+/SH5+vhQVFcm2bdvUzlkAyHvvvWe17M8//yyhoaHStWtXKS0tVcfXpeTN3X3JiRMnpFGjRtK8efMqz0L5Q/JmOYkbEhJicz/QrVs3ASBPPPGEzeVYnle11hGRL7iyfnmrnVrG05V2euvYwF2vvPKKAObelXNycmpM/+mnn9ReJ6sfx1ZvI4ATANoACAdwDYBfK8afBXCF1IE8pK4OvG3Siyy3UIWFhdmcx3JbQOV7p/1JYWEhAPMtOWlpafjoo4/QqVMnhIWFoWfPnli3bh1iY2NRUlKCWbNm+bi23lf5+xk7dixee+01tGnTBuHh4bjmmmvw5ZdfIiIiAufOncPrr7/u28racPLkSdxyyy0wGAzo168fpk6d6pWy3tChQwdkZGSgb9++6u12WVlZWLZsGQoKChxezsaNG/HEE08AAJ588kn06dPHI/V1hSttzM/PR25uLgoKChAWFobExEQkJiYiLCwMe/bswcKFC3Hy5ElvNsOqJ598Ejk5OXj22WfRqVMnp8oajUbk5OTg3Llz0Ol0aNeuHZKTkxEdHY1z585h6dKl2Llzp4dq7rzXXnsNU6ZMQVJSEho0aIDIyEikp6djxYoVuP/++wEATzzxRI1nGA0GA+6++24YjUa89957dvdHvuTuvmTKlCm4ePEi5s2bh8aNG3u7+m6x3DI5dOhQXHHFFVbn8bfjCVfXr2Bpp78cG0yYMAH169dHaWkpbr/9dhw5ckSdtn//ftx5553qe/eqx6NyG5s0aQIAR0XkmIiUisj3AIYAKIG5x8lpnm+NH/N19mhvQF248nb0qMjTT4sMGybSv7/578yZ5vFOqrNX3iraGKm/bD7zpL/schsfeugh9SzTJ598YnWe5557TgBIgwYN3L4FyWEaxtEaR6+8WbpVByA7d+60Os/EiRMFgHTv3t35imgYS2vOnj2rngnt2rVrrb0talW2Bg/H02L37t2SkZEhAKR3794O3eKZmZkp9evXFwBy++23u/4b93AsLWprY15enrRv314AyPjx46tcxTh37pz6mox27dpZ7c7cLg3jaHlXWUpKipSXl1eZ5siVN8tZ4d69e1fp7besrEzmzJmjnm12+Sqql+IpInLhwgX1dRyrV6+uMu2ll14SwNwVeXVuX3nTMJ7u7Ev+9a9/CQAZNmxYjTJuX3nzcBxzcnLU95etXLnS5nwevyKl8TbW1fXLW+3UKp6uttOjxwYax3LNmjXqu0x1Op3Ex8dLx44dRVEUiYyMVF/REhMTY7ONFVcSa/Q2CWBxxTy/Vp/GodL35OsK2K2cL5O3AwdEbrpJRKczf03VB51OZORI83wOsrzQd9CgQTbn8eozb9XaGIlC88YLhS630fIcBQCbt0V+8skn6jxuHcA7wgNxtMbR5M2yUQNg80DXsoGPiopyvAIeiGV158+fV28FiY+Pd+rWDXfKVuGleFZWUFCgvpD0o48+sjvv7t271Re0jh49ukYS4RAvxLI6e22cMWOGAJDExESrt/uUlpaqz729/PLLjn2gxnEsLy+XhIQE0ev1VpOr2pK3NWvWqLepWbsVSERk0qRJAkBuvPFGx9po4YN4ioj07NlTgKq3JmdnZ0t4eLi0bt1aCgoKapRxOXnzwHrp6r7k/Pnz0rRpU4mOjpbc3NwaZVxO3rwUR8u7wGJjY+1uP66++moBbL9PS8TFZ8E8EEt31i9vtVOLeLrTTo8cG3hwf7l//36ZNGmStG3bVsLCwqRZs2Yybtw4OXjwoPz9738Xy0laW22seGWCteTtsYp5CqtP48Dkzb6tW0UaNbL+Y68+xMSIOPgAqWUDExcXZ3Mey5lEe52aaMJKG2tsvFxoo+WMJwCr7/gQEVm1apU6z6lTp7RsVVUeiqM1jiZvlrPeiqJUedaksnnz5glgfpbDIR6KZWUXL16U3r17CwDp1KmTHD9+3Ctlq/BiPKu75ZZbBIA88sgjNuf56aef1IewR44c6drzUV6IpS222ti3b18BIA8++KDNslOmTBEAcsstt9T+QR6I44ULFwQwvzcwNja2xtCgQQOxnCW2jPv3v/+tlre866z6wUZlH3/8sQCQJk2a1N5GO231VjyvvPJKqZ5Qf/755wKY34ll7XuyvE8rIiJCHWctAaqtjVqsl67uS3788UcBzJ22WGtjVFSUAObnbizjtm7d6nQbPRFHo9Eobdu2FQDy+OOP2533nnvuEQAyYMAAm/NYrtTY6+yjCg/F0p31y1vt1CKe7rRT82MDH+4v77zzTqvHQ5XbWLFfsZa8PVyxTl+uPo3D/wY+81bdwYPAsGHAxYuOzX/hgnn+gwdrnTU9PR0AcOTIERw7dszqPN99912VeT3Cg22s3KVxTk6O1XkOHToEwHyfesV9z9rzYBvdYfl+RASHDx+2Oo/l+3HoPSheaGdBQQEGDx6M3bt3o0OHDti4cSNatmzp8bJV+DieBoMBgPl5Bmv27NmDQYMG4fz58xg+fDg++eQTq+9Es6uOttGZZ/1KSkrsz+DhNhqNRpw+fbrGYGmDyWRSx1V+XYWmbbTwYTwNBgMOHDgAAFZfS3P58mWr35OlbSUlJeo4W795AHV6X1JWVma1jZZnAMvLy9VxZWVltivixTh+8803yM3NBQDcfffddue1HCNkZWXZ/E1u3ry5yrx2ebCd7qxfwdJOTY8NfLjtKS0txZdffgkAGDVqVJVpldtYWlpqaxEdK/7+4XZlApmvs0d7A3xx5W3kSMfOVFQfRo6sddHl5eXSvHlzASBPPfVUjen79+8XnU4niqLInj17tG+bhY022jzz5EQbRUR9fua2226rMc1oNKq9Jg0ZMkTbdlXmwTha4+iVN6PRKG3atLF5ZrWwsFD9jUyZMsXldmoVy0uXLkl6eroAkPbt28tRJ+6Rd6dsDV6OZ2Xnzp1Tu+1evHhxjen79u1TYzZ06FCbZ01r5eFY2mOvjZZnOBy5bXL69OkutdHTcazttsnXXntNAPu3O1nO7vfu3duxD/VhPN944w21Pc7couz0bZMejqcn9iVO3zbpxTjedtttAtjvht3i7NmzEh4eLgDk3XffrTH9q6++EsB8labyc6rOtlOLWLqzfnmrnVrE0512anps4MP9peXusfj4+BrPT1duY4sWLQTVrrwBiAJwGoAAmF95Godq+ZGvK2C3ct5O3o4etX1vcG2DTufQw59vvvmmAOZbOj799FN1fG5urvpOKHsdmniyjbVuvBxs46ZNm0RRFFEURd566y0xmUwiYj7Is7yvR6fTyebNm73eRq3iWJ2jyZuIyNKlS9WdzWeffaaOv3TpkowdO1YA821Nlbs6d7adWsSyqKhIfZdUXFycU8mXO2WdaacW8Vy8eLHMnz9fTp8+XWNaZmam9OrVSwDzc6iFhYVVpmdnZ1t2QjJkjUw5zwAAKIlJREFUyBApKSnRvI1axNKdNq5YsUIqdqZ2OyzR6XTy888/u9RGT62XldtvL3n7448/1Afwe/fuLfv27VOnVe5oAIC8+eabtX+gh+O5dOlSefHFF2vc0lhSUiJz585Vu+KeOnVq7XWtxKnkzQvx9MS+xKnkzQv7S4u8vDw1SXn//fcdKjN9+nQBII0aNZLvvvtOHf/rr7+qB8n2OvpwpJ1axNLd9csb7dQinu62U5NjAy+slytWrJDMzMwq4y5duiTPPPOMKIoioaGhsmXLFqtlLW2s6JTnoIh6vB8N4N8V308xgE6WaRyYvNn39NOu/eAtw8yZtX6EyWRSOy6xXJFISUlRd7Y9evSQCxcu+KSNtW68HGyjiMjcuXPVHrNatGghffv2lZiYGHVn69ABkAfaqFUcly9fLk2aNFEHy7Mi4eHhVcbbesFq5ZfOxsXFSWpqqvosRnh4eJUNtyvt1CKWlvvTAUjnzp0lIyPD5rBu3TrNyjrTTi3iaTmYAyBt2rSR1NRUSU1NVc9yWg76rXWaMHjwYHWePn362G2n3SsgHo6lO20UEfnLX/6izhcWFiZdunSRLl26qD0a6nQ6ef311+3WwRvrpS2O9Da5fPnyKu2Ji4uTlJQUtedQyxUgh14q7+F4Ws7wA5BWrVpJamqq9OrVSyIjI9XxY8eOdfq5S6eSNy/FU+t9iVPJm5f2lyL/u1oaHR3tcK+tJSUlct1116kxT0hIkKSkJPU9W4MGDXLsTgAv7TNdXb+80U6t4unudsTtYwMvxNKynWjYsKEkJydLjx491BMP9evXr9HDrb02AjgMYCeAwor/lwAYLeL7HKQuD4qIoK5SFGV7Wlpa2vbt273zgcOHA2vXWp3UDGdQjEj75fV6IDzCoY8yGJbBYHgXJtOvAMqgKB0QEnI7QkJmQFEcW4ZLSksAG88wmNunABBEwsb7Upxoo9G4BQbDXBiN2wCcB9AYen0/hIQ8Cr0+zZXaO6bWNpq500aDYQnKyibVWpWQkGcRFvacjWV8AYPhLZhMuwAUQFFiodMNRGjoE9DputS6bE/HsqzsORgMz9deDwBhYYsREjJRk7I1eDieJtNvMBo/gdG4GSLZEDkDwACgMXS6JOj1IxESMgmKUnP9LykZAJPpO9t1ryQi4jB0ujjrEz0cS3faaGE0fl2xzcqsKK9AUVpCp7sGISEPQa9PtVnWsTaaabHtqc6yvipKO9Srd8TmfCbTfhgM82A0boJILszfURPodL0REjIBISFjHPtAj8dzHwyGpRWxyIHIOQCmim3IlQgJmQi9fqhjda1c7dKJMBqXQq+fgPDwJbXM7L14arkvsWybdLr+iIjYZH9mL+4vL1/uCZGfoNffjfDw9x0qAwAiRhgMb8Fo/AAmk/mZJZ0uAXr9BISEPAhF0de+EC/F0p31yzvt1Cae7m5H3Do2sNNGi0gU4yyaW584fDjwxRd2y69fvx6LFy/Grl27cOrUKSiKgri4OAwbNgzTpk1DixYt7NcRQGJiIg4ePHgRgBFAA5hvl9wAYLaI7K91AUGOyVtlAwYA31k/EItCIYoR5Z16EBERERFpLBJFKEK09Yn9+wObNnm8Dunp6dixY8cOEfFg73yBK8TXFahTom38mGHnjFNlbpwZ9hovnkn0GR+e4feqYIglEBzxDIZYBkMcLRhP9d+B3cYAiCMQHLEEgiOeDl55s6l+fY0rRB7h6/s27Q0IwGfefM6L9/D7TDDEUSQ4YikSHPEMhlgGQxwtGM/AiGcwxFEkOGIpEhzx9JNYpqWlCay8540Dn3lzXm4u0L49YDI5X1anAw4fBtq21b5eWrLTRsutoTYvqQdAG2vlL20EgiOWQHDEMxhiGQxxtGA87QuANgZMHIHgiCUQHPH0k1jytkn38CXdlbVtC4wY4VrZESPq/koNsI218Zc2AmynI/ylnWyjff7SRotgaCvbaJ+/tBFgOx3hL+0MhjYSfH7pz94AX7yk+8ABkZgYxy8xA+b5Dxzwbj3dYaONdm8bCJA2BlQcRYIjliLBEc9giGUwxNGC8QyMeAZDHEWCI5YiwRFPP4glb5t0b+CVt+oSEoA1a4BGjRybPybG/HqBhASPVktTbGNN/thGgO20xR/byTbW5I9ttAiGtrKNNfljGwG20xZ/bGcwtDHY+Tp7tDfAF1feLA4cEBk50vab6nU683R/OhtTXbU21jjzFIBtDMg4igRHLEWCI57BEMtgiKMF4xmQbQzIOIoERyxFgiOedTiWvPLm3sAOS2qTmwssXAj8+CNw6ZK5G9WePYF77wXatPFdvbRU0caol55CsTECkfoSFD31UkC2MaDjCARHLIHgiGcwxDIY4mjBePq6dtoIhjgCwRFLIDjiWQdjyQ5L3MPkjVRRUUBxMRAZCRQV+bo25A7GMnAwloGF8QwMjGNgYTy9i8mbe/jMGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kaaGzBgABRFsTusX7/e19WkWhiNRmzYsAHTp09Heno6GjdujNDQUDRt2hSDBg3CokWLYDQabZbft28f3n77bdxzzz1ITk5GaGgoFEXBxIkTvdcIUr311luYMGECkpOTERsbi7CwMDRs2BCpqal44YUXcPHiRavlJk6cWOv6bBmWLl3q3UYFMVe3s2fPnsVLL72E0aNHIyEhQV2vmzVr5tB6TZ5hMpmwZMkSXH/99YiNjUV4eDhatmyJAQMG4IUXXrBZ7tChQ3jggQfQsWNHREREoHHjxujfvz+WLVvmxdpTZSdOnMCMGTOQlJSEqKgohIWFoVWrVhg9ejS+/vprm+Xi4uJqXacPHDjgxZZQXRXi6wpQ4OrcuTOaN29udVpMTIyXa0POWrJkCSZPngwAUBQFHTt2RIcOHXD48GFs2LABGzZswKJFi7B27Vo0bNiwRvmnnnoKq1at8na1yYapU6fCaDSiXr16aNmyJdq2bYtTp05h165d2LVrF9555x1888036NatW5Vy8fHxyMjIsLnc48eP48iRIwBgdz7yDGe3swcPHsT//d//AQAaNWqEli1bIi4uDrm5uep6vXjxYqxduxYNGjTwaN3J7Ny5cxg+fDgyMzMBAJ06dUK7du1w5swZbN26FVu2bMEzzzxTo9yaNWswduxYFBcXIyIiAt27d0dhYSE2b96MzZs3Y82aNVi+fDl0Op6n95asrCwMHjwYFy9ehF6vR/v27REdHY2cnBx8/vnn+Pzzz/HYY49hzpw5NpfRvXt3q/tUAIiMjPRU1cmfiEidHQBsT0tLE/KOyEgRwPzXHf379xcAsnjxYk3qRc7TIpbvvfeedO/eXRYsWCB5eXnqeJPJJIsWLZKwsDABIHfccYfV8lOmTJFRo0bJrFmzZP369TJu3DgBIBMmTHC9UkFIq/Vyzpw5kpWVJUajscr43bt3S2JiogCQpKQkp5d70003CQDp16+fexUMEr7ezubk5Mg777wjv//+e5XxJpNJPvvsM4mKihIA8tBDD7lXwQCnVRxLS0ulV69eAkDGjBkjR48erTI9Pz9fVqxYUaPckSNHJDIyUgDIyJEj5fz58+q0H374QVq3bi0AZNasWe5VMEhoEU+TySTx8fECQPr06VNlHSspKZGZM2cKAAEgmzZtqlG+Xbt2AkA2btzoeiX8RFpamgDYLnUg1/DHwecVsFs5Jm9e5euDCtKOFrHMy8sTk8lkc/qsWbMEgOj1+irJnS33338/kzcXaLVe2rNjxw71oGL//v0Olzt16pSEhIQIAFm6dKnnKhhA6vp29uWXXxYAEhsbq+lyA41WcXzhhRcEgIwYMcLu9ra6GTNmCABp2rSpXLhwocb0VatWCQCJioqS/Px89yoZBLSI5969e9Xt6A8//GB1ntTUVAEg06dPrzGNyRsHRwdeSyciqxo3bgxFUWxOHzp0KADzs3HZ2dneqhZ5QNeuXdV/FxUVOVzugw8+gMFgQIMGDXDrrbd6omrkZZbfgjO/A3JNWVkZ3nzzTQDAiy++aHd7W933338PALjhhhvQqFGjGtNHjBiBqKgoFBUVYfXq1ZrUl+wrLi5W/925c2er81jGl5eXe6VOFJj4zBt5zKeffopVq1YhPz8fTZo0QZ8+fTB+/Hi0atXK11UjDVy+fFn9d1RUlA9rQu6yHAjWr18fiYmJDpdbvHgxAOD222/nsxg+ovV21vJbSE1N1bKaZMXWrVtx9uxZNGvWDMnJydi0aRM++ugjHD58GNHR0ejbty/uvvtuXHHFFTXK5uXlAYDNOCuKglatWuG3337Dli1bMH78eI+2hYDExERERkaiuLgY33//PYYMGVJlemlpqfpcY1pams3lLFiwAK+++iqKi4vRvHlzXHXVVRg/fjz7CqD/8fWlP3sDeNukV2l9O4+1ISwsTObNm6dNhckmb9xq9+c//1kASLNmzcRgMNQ6P2+bdI2nYmkwGOTYsWOycOFCadasmSiKIu+8847D5bdt26au15mZmdpWLoDVxe1sSUmJ/PbbbzJz5kzR6XTSoEEDycrKcq+CAU6LOFpuUU1NTZVp06ZZjWVUVJSsWrWqRtk+ffoIALnzzjutLttkMqnPL/J51NpptV7Onj1bve34ww8/lNOnT0tRUZFkZWXJkCFDBIAMHDiwxrPHIv+7bdLa0KBBA/nkk0/cq1wdwtsmedsk1TE9e/bE/Pnz8csvvyA/Px9FRUXYtm0bbr75ZpSVlWHq1KlYuHChr6tJbti5cycWLFgAAPjrX/8KvV7v4xqRo6ZNmwZFURASEoI2bdpg8uTJSExMxNdff43777/f4eW8//77AIBu3bqhb9++nqou2aDFdjYlJQWKoiAiIgLx8fGYNWsWxo8fj6ysLPTp08dLLQleJ0+eBAD89NNPeP311zFu3DhkZ2ejtLQUP/zwA/r164eioiKMHTsWe/bsqVL2yiuvBAB8/fXXyM/Pr7HstWvXqre+XrhwwcMtIYvHH38cH374IVq0aIHx48cjNjYWUVFRSE1NRVZWFubOnYsvv/zSag+g/fv3x9KlS7Fv3z4UFhaioKAA//3vf9G/f38UFBTg9ttvx1dffeWDVlGd4+vs0d4AXnnzjqNHRZ5+WiL1l81nnvSXRWbONI/XmOXqS+PGjaWwsFDz5Qc9L8TyxIkTak9m/fr1c+iqmwivvDnNQ7GcN2+eZGRkSN++fSU2NlYASEREhNx1110Od2xQWFgo9evXFwAyd+5ct+oTNOrgdnbixImSkZEhKSkp0rBhQ/VK+qxZs5zqPCOoaBjHe+65R72ykpaWVuM7LywsVNfRsWPHVpm2Z88etbOgoUOHytmzZ9VpW7duVbfRAKRjx46utTUYaLxeGgwGeeGFF6R169ai0+mkXbt2kpycLNHR0QJAkpOTZcuWLU4vc+jQoQJAEhISXKpXXcMrb27mR76ugN3KMXnzrAMHRG66SUSnEwEkEoXmjRcKzT8NnU5k5EjzfBq5cOGC2sX86tWrNVtu0PNSLM+ePSvdunUTANK1a9cqBwy1YfLmIC+vl7t375aMjAwBIL1793YoGV+8eLEAkNDQUDlz5owm9QhYfrKdtbwqoFWrVgJApk6dqll9AoIH4vjQQw+pCZatW+Kee+459ba56rfavfvuu6LX69V1sVu3btKmTRs1CR89erQAkJ49e7rT8sDkofVy5MiR6rZ079696viysjKZM2eOAJDw8HCnb0vet2+f+lv55ZdfnCpbFzF5qyPJG4BUAOsAXARQBGAHgNvcXCaTN0/ZulWkUSPzT6BiqLHxsgwxMSLbtmn20T179hQA8uqrr2q2zKDmpVieP39eUlJSBIDEx8fLyZMnnSrP5M0BPlovCwoKpGnTpgJAPvroo1rnv+aaawSA3HLLLZp8fsDyw+2s5VlGvV4vubm5mtXHr3kojs8884x6QP7rr79aneeTTz5R57F2siwzM1Nuu+02ueKKKyQ0NFRatmwp9913n5w4cULd5g4dOtSt5gccD8VzzZo1AkBCQkIkJyfH6jyTJk0SAHLjjTc6Xe2YmBgBIJ999pnTZesaJm/uDZo886YoyrUAtgK4GsAnAN4BcAWAjxVFma7FZ5CGDh4Ehg0DLl50bP4LF8zzHzyoyceHhYUBYFe5mvBSLPPz83H99dfjp59+QqdOnbBx40arPaCRG3y4XtavXx/9+/cHAOzatcvuvNnZ2WqPhPfcc4/bnx2w/HQ7m56ejiZNmsBoNOLHH3/UpC5+zYNxrNyza3h4uNV5Ko83Go01pvft2xcff/wxTp48ibKyMhw/fhwLFixAixYt1Ofk2HNoJR6M5+bNmwEA8fHxaN++vdV5brzxRgBAVlaWY59fCY+dyMLt5E1RlBAA7wEwAegnIveJyHQAyQB+A/CSoijt3P0c0tATTzi+4bK4cMFczk0GgwEHDhwAALRp08bt5QU9L8SyoKAAgwcPxu7du9GhQwds3LgRLVu2dO4zqXY+XC8B87oJWD9ArGzRokUAzF2U33DDDZp8dkDy4+2s5TdQ228hKHgwjhkZGeq/c3JyrM5z6NAhAEBERASaNGnicBVOnTqFHTt2AABGjRrlcLmA58F4FhQUOLzIkpISp6pw5swZnDlzBgCPnUiD5A3AdQA6AviXiPxkGSki+QBeAhAGYIIGn0NayM0FvvjCtbJffGEu74a3334b+fn5CAkJwXXXXefWsoKeF2JZWFiIG2+8ETt37kT79u2xceNGtG7d2rXPJNt8vF7m5eVh06ZNAMy9GNpiNBrxwQcfAAAmTpxotcc0gs/j6c529r///S8uVhzc2vstBAUPx7Ft27ZqAmc5KVKZyWRSx1977bUICXH81bxPPvkkjEYjrrvuOqSkpDhe70Dm4XgmJCQAAH777TccPnzY6jxffvklADj1Pk0AmD17NkQEMTExvJJKmiRvAyr+fm1lmqVP0/4afA5p4b33AJPJtbImE1BL19MffPABZs2ahWPHjlUZX1paitdeew3Tp5vvov3zn//M2+7c5eFYFhcXY/jw4di+fTvi4uKwadMmtG3b1rXPI/s8HMslS5bg7bffVs/cVrZz504MHjwY+fn5aNu2LcaMGWNzOevXr8eJEyegKAomTZrkWn2DQR3ezv7f//0fVq5cicuXL1cZbzAY8Omnn2LcuHEAgNGjRyMuLs61NgQKD8cRAP72t79BURT85z//wfz58y3P+6OsrAzTp0/Hnj17oNPp8OSTT9You2zZMuzdu7fKuHPnzuH+++/HkiVL0KBBA/WVLgSPx3PMmDGoV68eDAYDxowZg/3796vTysvL8corr2DJkiUAzCe/KvvHP/6BN954A2fPnq0y/tKlS3jqqacwd+5cAMAzzzyD0NBQ19pAgcPdh+YA/Afmh2l725h+CUBuLcvYbmO4xA5LNDZsWNWHcR15YLfyMHy43cW/9tpr6sPVrVq1ktTUVOnVq5dERkaq48eOHStlZWVeanAA83AsX3rpJTVmnTt3loyMDJvDunXrapRfvny5NGnSRB0iIiLUnrYqj589e7anviH/4eFYPvvss2os27RpI6mpqZKamirNmzdXx7dr185mpwkWlt7rBgwYoGXrA08d3s5aXu4dEhIi8fHxkpaWJikpKWpX5gDkuuuuc/i1EQHNw3G0mDt3riiKIgCkRYsW0rdvX7VzCp1OJ2+++abVcpZYNmnSRHr16iXdunVTe5+MjY2VzMxMLb8N/+eFeC5fvlzt6VWn00lcXJykpKSor1YBILfddluNXn2nTp0qAERRFImLi5O+fftKcnKyuiwA8sgjj3jqm/E6dlji3uD4NXjbGlb8rfmWSLOCSvOQrxUWulf+0iW7kwcPHozHH38cmZmZyMnJwZ49e2AymRAbG4srr7wSEydOxNChQ92rA5l5OJalpaXqv7Ozs5GdnW1z3tOnT9cYV1JSgry8PKvLrbzs4uJiR2ob2DwcyzvuuAMhISHYvHkzsrOzsXfvXhgMBjRu3BjXX389Ro4ciUmTJiEyMtLmMs6dO4cvKm45uvvuu92rb6Crw9vZ559/Hl988QW2bt2K3NxcHDlyBHq9HldccQWGDBmCcePGYdSoUVAUxb02BAIPx9HikUceQWpqKubOnYtt27bhxx9/ROPGjTFmzBg8+uijSEtLs1ruvvvuQ8OGDfHTTz9h3759CAsLQ3JyMkaNGoWHH34YDRvy0KsKL8Tz9ttvR3JyMubNm4dNmzYhNzcXx48fR5MmTdCvXz9MmDDB6t0Nt99+OwDznRC5ubn45ZdfoCgK2rRpg4yMDNx///246qqr3Ks/BQxFRNxbgKJ8DeB6AJ1F5Hcr048DiBYRp7ciiqJsT0tLS9u+fbtbdaRKhg8H1q61OqkZzqAYkYhEMc6iue3yrt4zTtpiLAMHYxlYGM/AwDgGFsazzkhPT8eOHTt2iEi6r+vij7R45s1yxc1WctYAtq/KkbfZeQD9LJqjCNG2N1y1lCcvYywDB2MZWBjPwMA4BhbGkwKEFsmb5V6qztUnKIpyBYDoSvOQr917L+BqD3E6HTB5srb1IdcxloGDsQwsjGdgYBwDC+NJAUKL5O27ir+DrUy7odo85Gtt2wIjRrhWdsQIc3mqGxjLwMFYBhbGMzAwjoGF8aQAoUXytgFADoA7FEVJsYxUFKUhgKcAlAH4QIPPIa3Mng3ExDhXJibGXI7qFsYycDCWgYXxDAyMY2BhPCkAuJ28iYgBwOSKZW1WFOVdRVFeBfAzgHgAT4nIEXc/hzSUkACsWQM0auTY/DEx5od8K15ASXUIYxk4GMvAwngGBsYxsDCeFAC0uPIGEdkI4GoAWwGMBTAFwGkAt4vIq1p8BmnsqquAHTuAkSNt3wOu05mnb98OpLNDoDqLsQwcjGVgYTwDA+MYWBhP8nNuvyrAk/iqAC/JzQUWLgR+/NH8HpP69c29Kt17L9Cmja9rR85gLAMHYxlYGM/AwDgGFsbTJ/iqAPcweSMiIiIiIq9g8uYeTW6bJCIiIiIiIs9i8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5AUVEfF0HmxRFOR0dHd28e/fuvq4KERERERG5ac+ePSgsLDwjIrG+ros/quvJ2wEAMQByfF0XAJYMco9PaxE8+H17F79v7+N37l38vr2P37l38fv2Pn7nrukA4IKIJPq6Iv6oTidvdYmiKNsBQETSfV2XYMDv27v4fXsfv3Pv4vftffzOvYvft/fxOydf4DNvREREREREfoDJGxERERERkR9g8kZEREREROQHmLwRERERERH5ASZvREREREREfoC9TRIREREREfkBXnkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5I2IiIiIiMgPMHkjIiIiIiLyA0zeiIiIiIiI/ACTNyIiIiIiIj/A5K0WiqKkKoqyTlGUi4qiFCmKskNRlNt8Xa9ApCjKeEVRFiiKsktRlFJFUURRlIm+rlegUhSllaIo0xRF+VpRlFxFUcoURTmlKMpniqJc6ev6BRpFUSIURZmrKMpmRVFOKIpSUvF9b1UUZZKiKKG+rmMwUBTliYptiyiKkubr+gQaRVGOVPp+qw+bfF2/QKUoys2KonyjKEpexbblsKIoyxVFaePrugUSRVEm2vl9W4YNvq4nBbYQX1egLlMU5VoAXwEoAfBvAJcA3ALgY0VR2ojIq76sXwCaBaAdgHMATlb8mzznLwCeAHAIwNcAzgLoDGAUgFGKotwhIh/7rnoBJxrAFAA7AayF+fuOATAEwCIAtyuKMkRETL6rYmBTFKU7gOcBFAGI8nF1Alk+gNetjD/i3WoEPkVRFADvALgP5m255VilJYD+MO9Hj/msgoHnJ5i3IdbcCqAbzMeNRB6jiIiv61AnKYoSAuAAgNYA0kTkp4rxDWE++IoDEC8iR31Vx0CjKMogANkiclRRlL8C+DuASSKyxLc1C0yKoowGkCci31Ubfw2ADQAKAbQQkVJf1C/QKIqiAxAiImXVxocA+AbAAADDRWStD6oX8CqubO4AUA4gG8B4AOkissOnFQswiqIcAQARifNtTYKDoihTYU6U5wN4WESM1aaHiIjBF3ULJoqihAE4AaAhgNYictrHVaIAxtsmbbsOQEcA/7IkbgAgIvkAXgIQBmCCb6oWmETkv0yGvUdEVlRP3CrGfw9gI8xXhZK8XrEAJSKm6olbxXgDgM8r/tvJu7UKKv8H81nxuwEYa5mXqM5TFKUegGcB5ACYWj1xA9TtC3neKABNAKxh4kaextsmbRtQ8fdrK9Msl8T7e6cqRF5XXvGXO34Pq7gid2PFf/f4si6BSlGUXjAnb8+IyD7znWbkQeEVzyu3BFAAIEtEMn1bpYA0GOaTbIsB6BVFuQlAPICLAP4rIr/7sG7BZnLF34U+rQUFBSZvtnWu+JtdfYKInFIUpbDSPEQBQ1GUtgAGwfzc4a8+rk7Aqbi95ikACsxnagcCSASwWET4oLvGFEUJB/ABzM+qzPFtbYLGFTAnFCpFUbIAjBORQ76pUkDqXfHX+P/t3XuMXGUZx/HvI16hgYpaFZViakxVaiwYsLQCUQTUP2wggJK2lrgaYvGfUiMaQwCboInaxHgJVktLi0LUSIhBbezFtlosTYOXRESqW1NFa6NSaklRefzjPWOHZacXd3dOz5nvJ5m8M+eczXmyu5mZ3znvBfgFJbh1PBURyzJzSf/LGiwRMZXyPr4b+EHN5WgAGN56O6VqH+uxf1/XMVIrVOOCVgPPAz42WjccjdlzKV2dOhL4LPDxesppvVsoF9rO9v+5L24HNlPuIu+nBIrFwHxgXUTMyMzHa6yvTaZU7WJgB3AO8GtgJvBV4PqI2JmZX6mpvkFxDWUY0krfY9QPjnmTBPyv+95K4HxgeWaurreidsrM/ZkZwAnAq4BFlC43GyPi5FqLa5mImAUsAZZmpl1S+yAzb87M9Zm5JzMPZOaDmbmAclFoKvDBmktsk853uCeBuZn5QPX+shm4AngKuL626gZA9bl5DeUi3Iqay9GAMLz11rnj1uvu2sn0visnNUr1AbQCuBpYA1xbb0XtV01gsru6Kv4hYDZlXJbGQTWL5ypKd7JP11yO4LaqnV1rFe3S+Q6yPTP/1L2juljxO2BaREzud2ED5CLgdGB9Zv6+7mI0GAxvvXXGuj1jXFtEvIyyZtMzxsNJTVMFt9sps6d+E1joWmN915kY6cI6i2iZSZT37zcBT3YvosuhmYK3Vtvm1lTjINlbta6vN35+U7X/6LG/s/0FE17J4HKiEvWdY956+zFlDMrFlEUvu13SdYzUWF3BbQFwNzDfPvu1OK1q/3XYo3QsDgJf77HvfEqwu5eyWPpwn2oaZOdW7XCdRbTMhqp93cgd1fjl11AWpP9rP4saFBHxIuA9wN84tNyLNOEMb72to3Q5uDoivjBike5PUPqY31FfedLYdHWVXAB8C5hncJs4EfF6YDgzD4zYfiLw+erlfX0vrKUy8wkOXRV/mohYSQlvt7pI9/iJiOnAH0b5H58OfKZ6+Y2+F9ZSmbkzItYCF0fEUGZ23/25AZgMrHGttwkznzIB1ZrMPFh3MRochrceMvPfETFEWdNtU0TcBTwOXE4ZdL0kM4drLLF1qt/3nOplZ3HooYi4sHq+ZcSHk8bmRkr3sf3Aw8AnR1n/6p7uReo1JlcCiyNiC+Xuwz7gFcA7KUsGbAaW1VadNHbvpfyPbwJ2Ue76vBZ4F/AcSljeVGN9bfRh4KfA8qr770OU2SbfRvkbfLS+0lrvA1Xr9xL1leHtMDJzQ0TMAW4GrqJ8+PySMoX63bUW105zODQWpWM2Tx/g7pvk+DmjaifRe6KMYcr6WBq771G6R54HzKL83h+jTKhxF7DCK+RquA2ULnwzgbcCJ1LGut0HfDkz1x7mZ/V/qO6+vZmyJMallKEefwa+BNySmXvqrK+tIuIc4ExgW2a6Hqr6KjKz7hokSZIkSUfgbJOSJEmS1ACGN0mSJElqAMObJEmSJDWA4U2SJEmSGsDwJkmSJEkNYHiTJEmSpAYwvEmSJElSAxjeJEmSJKkBDG+SJEmS1ACGN0mSJElqAMObJEmSdByLiHkRcVtEbI+IgxGREbGw7roAIuKMqp5ej5vqrrFNnl13AZIkSZIOaykwFdgLPFo9P978HLhnlO0b+1tGuxneJEmSpOPbEPDbzNwVETcAt9Zd0CgezMyb6i6i7ew2KUmSJB3HMvNHmbnraI+PiCkRsSwiHqm6We6NiO9ExJkTWacmnnfeJEmSpJaIiGmUroqvBNZSujJOAS4HLomIt2fmzybg1KdFxCLgFOAvwMbM3DkB5xlohjdJkiSpPe4AXg5cmpk/7GyMiKXAdmA58MYJOO87qkdHRsSdwLWZ+c8JON9AstukJEmS1AIRMRM4D1jVHdwAMvNhSnCbMc7dJw8AnwLOBiYDpwIXAduAeZQwqXHinTdJkiSpHd5StS/tMUX/9K72VwARcQVwwTGc4/7MXNN5kZl7gBtHHLMuIrYCO4DLIuKszNxxDOdQD4Y3SZIkqR1Ordp3V49eTup6fgGw6BjOMQlYc6SDMvNARKymLHMwmxLkNEaGN0mSJKkd9lXtRzLzi0fzA5l5HXDdBNWzt2pPOuxROmqOeZMkSZLaoTOL5Kxaqzjk3KodrrOINjG8SZIkSS2QmdsoAe59EXHVyP0R8ayIOJbxbUcUETMjIkbZfhnwfuDvwPfH85yDLDKz7hokSZIk9RARQ8Cc6uUM4CzgJ8Aj1bYtmfm16thXAxuAqcD9lLFmTwCnU+7IvSQznz+OtW0EpgFbgd3ACVV9c4CDwJWZee94nW/QGd4kSZKk41hErKTcxeplVWYu7Dr+hcBiYC4lWP0HeBR4APh2Zn53HGsboiwA/gbgxZSefX8E1gOfy8yHxutcMrxJkiRJUiM45k2SJEmSGsDwJkmSJEkNYHiTJEmSpAYwvEmSJElSAxjeJEmSJKkBDG+SJEmS1ACGN0mSJElqAMObJEmSJDWA4U2SJEmSGsDwJkmSJEkNYHiTJEmSpAYwvEmSJElSAxjeJEmSJKkBDG+SJEmS1ACGN0mSJElqAMObJEmSJDXAfwEKgDzOT67XgwAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -203,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 168, + "execution_count": 174, "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", "metadata": {}, "outputs": [ @@ -243,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 169, + "execution_count": 175, "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", "metadata": {}, "outputs": [], @@ -306,13 +306,13 @@ }, { "cell_type": "code", - "execution_count": 163, + "execution_count": 176, "id": "1173bc59-540e-4283-af27-e048949b9ae2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -328,13 +328,13 @@ }, { "cell_type": "code", - "execution_count": 164, + "execution_count": 177, "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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LewItksve1iCm2nszsFDlmIvT5ru02msxJ/YoYKcGcTXNmByiiXgJ0KqKyF6N4qqdXan/EDOmdgUctbdno7hL4E7OPmp1TX8SbRKn1UpZ+N+9UfRnEfHkRrElSTNR2Uj16kbRdyBi6Uax1ULZaFmzGud4uxOxYKPYamMzSvJpC86J9c/2wJKNYjse+mc36p5QM2ZBygZRSZJqavWs8VBgu0ax1U6r8fB0YJNGsdVCxEK023z7PCJWaBRbDUTEw4FtG4XfKSIe3Ci2GhhU692wUfi9PM1b82JCqybiuQ1jbxUu5vTNcxrGfnbD2KqtPGQ4HlSUSjXPbPgJjod+eRrw+IbxWyWZSJJmpg0pG6paWAwXc/qm5XPG8tQ9qlzttZwT24iIVsmRaqPleHi21ax6p+14kCSpFtdyNF7ZdLtew09wPPTLqsCjG8UOYKtGsdXGZtQ/wWrMksD6jWKrjZbX8ycDKzaMr2nAhFZNxKyGsZegXKzUB2WX1hoNP+HpuDOnTx5DKQnfyloNY6u+NWhTmWSM46FfWv97OR4kSTW1vq+0/E6t+hwPGq/1v1fLORbV13I8PBJYrmF81RSxOG03KKw+mIeVJKmGFYGWJ4c4V9svrb/jOB76xbUcjed40HjOkapTJrRqrgZlnlsnnJrQ2h+PARZvGH8B4AkN46uuVscujnmMCc690no8eK/oF58dJEl94n1L4zkeNJ7jQUXEYpQqyy05HvpjRaDlqWOjGG+SpJmj9dz9ikQs3PgzVI9rORrP77war/W/V+vrj+ry+qBOmdCqeVmAtpNz0K5sueobxb+V46E/HA8ar/W/1SKN46sux4MkqU9a37d8pu0Xx4PGczxojHMgGs/xIEnqk1HcU5yv7Q/n7jWe40HjOQei8RwP6pQJrZqrzJwN3N34Y25vHF/1jOLfyvHQH3dMk89QHa3/rRwL/dL6Wu54kCTV5H1L4zkeNJ7jQWNG8W/lnFh/OEcqSeqT1s8xCdzV+DNUj2s5Gs/vvBrP8aDxHA/qlAmtmojf9Ty+6vk7cHPD+PcAf24YX3W1/t29nEwfZPrDe4XGczxIkvqk9X3lksbxVZfjQeM5HlRk3g1c1vhT/J7TH5fTNnHnFuDqhvElSTNL62eMP5B5b+PPUD3O3Ws8x4PGczxoPOfE1CkTWjUR5zSMfQNlAlB9kHkfcG7DT7iITHdx9kXmdcBVDT+h5bVH9V0ItJy0cjz0S+t/L8eDJKkm71saz/Gg8Vr+e80GLmgYX/W1HA9Xk/nPhvFVU0lwvrDhJ5w3mIeVJKmGa4B/NIzvd5x+OY9SVbcVx0O/OAei8RwPGs/xoE6Z0KqJ+GHD2MdkZsuHZtX3g4axf9Qwttr4YcPYjoc+ybwTOL7hJzge+uUy2u3cmw38pFFsSdLMdBpwXaPYNwG/ahRbbfyEdhu1fg/8sVFstfHDhrFP9FSS3vlhw9h+5+2fHzaM7XiQJNVT1mFb3lu8b/VJ5q3ASQ0/wfHQL7+j3UkU9wDHNYqtNk6mnBbRwrXA6Y1iq41jaLcB4pzM/Fuj2JomTGjVRBwHXNko9oGN4qqdrwC3N4h7L3BYg7hq6+BGca8DvtMotto5qFHc84HfNoqtFsokaavx8CMyPXpRklRP2ZhzRKPoR5J5W6PYaiHz77TbyHkQburtm7NoVzHCObH++T7Qqopqq+9PaucIyiJ9bXcARzaIK0ma2Vo9a/ydtps81Ear8XAGmVbc65NyKkCrtd7vknlto9hqIDNvoeSCtHBYlpMu1BOZ+RfaFbNyTkzzZEKr5ikzZwMfbBD6uMw8q0FctZR5I/CZBpG/OFg4VJ9k/h44ukHkj5J5V4O4ausE4IwGcfd34b+XjqL+hpjZwEcqx5QkCeCzlGqqNd0KfLpyTI3GR6hfpfWvwJcrx1Rr5XvI/g0in0XbEy7UQll8a/F95DtktjrhQq2UxfkWi/+fI/OGBnElSTNZ5oW02bj3YTJbbPBQW8cC5zaI+4EGMdXeEUDtSon3AB+tHFOj8Smg9ub8G4AvVI6p0fgg9au0/ok2+SWaZkxo1UR9CTixYrybgd0qxtNofYC6R0lfAby9YjyN1j7AvyrG+y0loUB9U3Zy7gzUTEY+mswfVoynUSlHF+1SOeoB7vCWJDVRNte9oXLUN5N5VeWYGoXM86mftLYrpdKF+ibzWOBrFSPeDexE2UCu/vk8cGrFeNcBr68YT6P1TuAvFeP9Hnh/xXiSJI23FyWpqJZTaFfZUS2V7yI7U7fa/FFk/rRiPI1K5k3Uz9v4IJkXVY6pEcjMy4G3VQ67T1qtt5cy87fULdiQwM6ZeUfFmJqmTGjVhGSpSLETcHmFcLOBV6fHBfdXqZy5LXW++N4KbDtIfFIfZV4HbEdZlBvWNcAOLuz1WOal1PviexFlkk19lflz4H2Vop1Em+pYkiSN+QqlKkUNXwMOrRRL3fgw9Tb2fpDMmpuENXr7ABdWirWH1Th7rGzkfBV1KhjdTZkD+WeFWOpC5m2UOdIaGxZupMyR3lkhliRJ/1fmP4DtqZPE+Ffg1YNnI/VRqdpba/3lPOB/KsVSF0oycq2NvccBH6sUS904GPhmpVhfBL5RKZa68W7g15VivS0zf1MplqY5E1o1YVkq1mwK/HGIMHcD22bmMVUape5kXgJsDgwz6X4jsBWZZ1Vpk7qT+QvgBcDtQ0S5CtiMzCuqtEndyfwK8FrKBoapOg/Y0mP2poUPMnyFmeOBFw+O+JQkqY2ykXN34LAhIx0F7DyIp74qzx3bAMNWmPkQ9Tb4qCuZNwJbAsOcFnAf8Doyj6zSJnUn80rKHOkVQ0S5g/Id52c1mqQOlVNEngVcP0SUfwFbWMVKktRc5gmU7znDbKD4C7ApmX+t0yh1JvNwYA/Kd5WpOgt4Fpk312mUOvRu4KNDxjgWeCmZNav/asSybFbYEfj6kKEOBvZO50h7bVBN9XnAyUOGekdmfqJCkzRDmNCqSclyXOJawCFT+PGzgVmZ+f26rVJnyjGMqwI/mMJPnwCsSilTrumgVBxajant0PkKsDqZwyTMa35SFmnXByZbeeg+4JPAhlapmSYyk8z9gecAk63OfifwZuD5g8o3kiS1VU4K2J1SfW+yG2tuohzZtzOZ99ZumjqQeTvwQuCNTH7B9xrgeWS+x+TmaSLzX8BGwAFMfsH3UmCDwYKxpoPMy4A1gC9P4adPo8yBHFe1TepO5hmUOdKpbIL4EWWO9Ny6jZIkaQ4yf0J5jjl9Cj/9JWBNMv9St1HqTOYXKd9z/jDJn5xNqei5MZn/rt4ujV5Zy3knZR7k75P86TuAfSmb9jxKfBrIkpT8amBXYLIJ6/+mVATfOz2VdVrIzFuArYB3MvlTe68EtsxMKzdrUsI5dU1VRKxHOT7gZcDCc3nrGZTdF19PF/Wmp4gAtgZeDzwXiLm8+2fAgcAxLupNUxELUI5b2wvYeC7vnA38EPg8maeMoGXqQsSiwE6U8bDqXN55J+X4is8NkuU1HUUsBbwO2BN4wlzeeRNlYfjzZP55BC2TJOn/iliWcs/aDXj0XN55LXA4cCDlZBNNRxFPoHzn3Rl46FzeeTllE/Chg6qemo4iVqPMie0ALDaXd14EHAR82WPEp7GIjSnjYRtgwbm881TKePg2LupNT2WO9PmU+8VWc3lnUo5i/QJwvHOkkqRORCwIbEeZu99gLu+8F/g+Za721FE0TR2IWJzyfXcvYOW5vPMOStXGz1ldfhqLWJoyH7Yn8Pi5vPMG4EjK9eGKEbRMHYiIxwB7U9b3HjGXt14DHAocnBYtmrYi4snAPpQqvg+Zy1v/RMkTOywzbx1F2zS9mNCqoUXEw4F1KF923j34358FzgTOysw/ddU2dSDi0cC6t8D634C3BrA9fPIhZafnmR5BMsNErAiscyus+03Y7z5ge/jYkvAbynjwYXamKIs6TwPWug3W/ga8fjawPey/VKlOcwaZN3XbSI1MSXxfHZh1G6z5TdjjbmB7eOfSZTycNaiIJklS9yIWBtYEZt0Oq34Ddr8T2AHe8rDyXHvO4Hh6zQRlkW/tG2CDb8JHFwG2h0MeDOdSjqO/wES1GaRs2FrnJtjgG/D+hYAd4AsPLqcUnQ38zkS1GSTiEcC6N5fx8I4Fge3hM0uUzf5nWslsholYjjJHut434c0J7AAfH8yRnkHmNR23UJKk+0U8EVh7sJaz72xgB/jIkvfP3V/XcQs1KmUt5+kM1nK+CXvfA2wP73toGQ9nkjnZao3qq5L4vjplLWeNcWs571i6zImdbUXWmSMiFqGc5rwh8PHB//4icCFlTuzcQWVXzQAR8WBgbcp4+NDgfx9MGQvnABdm5mRPOJL+w4RWVRMRS1IqqgEslT7MzmiOB43neNB4jgeN53iQJPWJ9y2NcSxoPMeDxnM8aDzHgySpT7xvaTzHg8ZzPGiMY0HjOR7UygJdN0CSJEmSJEmSJEmSJEmSJEkzmwmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnqlAmtkiRJkiRJkiRJkiRJkiRJ6pQJrZIkSZIkSZIkSZIkSZIkSeqUCa2SJEmSJEmSJEmSJEmSJEnq1EJdN6C3IgJYD9gUmAU8DlgQuBm4ADgL+DGZN3XVxFGI0g8bA88E1h33R8dExDnAmcCPM/O2Lto3KhGxALA5sBGwJvBoIIDrgfOBM4CfZOadXbVxFCJiIeBZwAbAOuP+6HsRcRZwOnB8Zt7dRftGJSIWAZ4NrA+sASwDJPBP4FzgNOBnmXlvZ40cgYhYHHgu5dowa9wfHR0RZwCnAidn5n1dtG9UImIJ4PnA2sDqwEOB2cDfgHOAXwG/zszsqIkjERFLAS+g9MMa4/7oK4PxcDJwxgzoh4dT+mEtYBVgCeBe4HLKePh5Zp7bXQtHIyKW5f5+WHXcHx02GA8nZubFnTRuhCJiOcr1YRbwdGBx4C7gT8DZlHvmH7troaQZL+Kx/O/r1IMo16nLKNepE8j8fXcNHI2IWIHyXDsLeMa4PzooIk4HfpqZf+mibaMUESsBz6H0w5OBRYE7gEsp4+EnmfnX7lo4GhGxMrAVZU5ozPERcSHlee7YzPxHJ40boYhYA9iSMh5WpMwx3gpcTBkPx2bmdd21cATKnNg6wGZ3wroXUCYGV4WfEHEeZW7wWDJv7LCV7ZV+2IgyNzgLWI7SFTdy/xzpsWTe2lUTR2EwN7gpZZ50/JzYDwdzpGNzg3d00LyRiYgFuX9ucE1gWcoc6XXAeZS5weNmwNzgwtw/N7jWuD/6bkScSZkbPHG6zw0SsRj3zw2uATyMMkf6D8o98zfAL8ic3VkbJc1sEYtSvuOsR7lOPZxynbqWcp06DThpul+nIuJBwPMozzDj71vfHMzV/ho4ZQas5TyE+9cwVgOWoqzlXE0ZD6cAv5kBaxhLc//c/fi1nC+PW8s5awb0wyO4vx+eATyYspbzF8p4+FlmXtBdC0cjIh5NmRv8b2s5vwVOyMxLO2ncCEXE4yjXyVnA07h/LecPlPFwXGZe1l0LRyMinsT9980xJ0bEJZR++ElmXtlJ40Yp4mnA1pTxsBKwCHA7MNYPPybzmu4aOBoRsRplbnD8eDguIi7g/rnBf3XSuBEZ5MutRckVmwU8njJHegtwEYM5scy8obNG9llm+prMCxZI2DHhgoScx+vWhEMSluu83ZVflInpPYDfU77cze11I/AZ4JFdt7tBPywC7Ed5eJ1XP1wHHAAs3XW7G/TD4sA7gb9OoB/+DuwPLNF1uxv0wxLAByiTHfPqh6uAdwCLdd3uBv2wNPBx4N8T6Ic/A/sCC3fd7gb9sCzwWeCmCfTDpYNr6oJdt7tBPywPfBG4bQL9cD6wIxBdt7tBPzwJ+DJw5wT64Qxg22naDysD3wTunkA//Ap4ftdtbtQPs4DvUybA5tUPPwO26LrNvnz5mmEvWD3huwn3TuB7788TntV5mxu8KJNxxwL3zeNafR/wU2CjrtvcqB82A06cwD1rNvADYK2u29yoH55LWcCcVz/cAxwNPKPrNjfogwBeSklIm1c/3AkcBazUdburvyASXp1w3gSukbclHJrwuM7bXb8fFkzYLeF3E+iHmxM+n/Cozttd+QUsDLyBstljXr8X1wOfAB7Wdbsb9MNiwNuAKyfQD9cCHwSW7LrdDfrhwcD7KPOf8+qHq4F3AQ/qut3VX/DQhI8lXDeB68NfEt6UsEjn7fbly9fMecGSCR9O+OcErlNXJLw1YdHO2135RSnG8inghgnct/4I7AMs1HW7G/TDo4EDKckn8+qHi4FdgQW6bneDflgBOJySlDWvfjgXeCXTcw3jKcBXKcmK8+qH3wLbTNN+WBX49mCOY179cDLw7K7b3Kgf1gF+RJnzmlc/HA9s0nWbG/XDMwd/v3n1wexBf63bdZubvGDrhJMn8OxwT8K3E1btvM31x0IMrnunTWA83DW4nj6l63Y36ocdKAnM8+qH2wf31xW6bnffXp03oFcvWCHLYl1O8nVTwmtzmjzMDB7kfjuBX8wHvq4Dtu26/RX7YTVK8tVk++FvwPO6bn/FfliPiSU2P/B1ObBZ1+2v2A+bD/5Ok+2HS6fTQx1ll941U+iH85hGD3XAKwbXvMn2w2nT5aFu8CC3CxNL6H3g6+fA47v+O1TqhwWA/2Fik0APfP2IabLgS9mN9k4mNgn0wNc3gId3/Xeo1A+LAh9mYomsD3wdxjRc8PXly9d89oJFEj6QE0tkfeDrSwlLdf53qPCibNj7FPNOZP1vr88DD+7671CpHx5C2Zg02T6YDXyUabLgS6km97Up9MPdwLuZJgu+lA17P5hCP9xB2Qg8PRZ84XEJJ07hGnlzwutymswNJqyUcOoU+uHfCdt33v5KL8qpGxNZvHjg6x/AC7tuf8V+WJtSiWay/XAlsGXX7a/YD8+kbNyebD/8Edig6/ZXe8FzEq6ewvXhwoQ1Om+/L1++pv8LnpVw1RSuUxfnNNq8B7yYiRVneeDrbGDlrttfsR9excQSeh/4+hXwxK7bX6kPglJwZSIJvQ98Hcc0KexFWct50+A77GT74XtMk8JelA1772NiiawPfB3FNCnsRdmw93Emlsj6wNdBTJPCXpRiXgdOoQ9mUzZzTo/CXmXD3lFTeHa4J+F9OU0KewGPBL47hfFwJ/BmpklhL8rJRMdNoR9uBfZkuswNjuAVgw7XvJSj1E6k7Fabqs8C+9HjTo+IjYCfAEsOEWb/zHx/nRZ1IyK2pizkLD5EmP0y8zN1WtSNiHgZJdFo4SmGuA/YNTOPrNeq0YuI11ISjRaYYoh7KAs636vXqtGLiP2A/zdEiDuAF2fmiZWaNHKDsvLvB947RJibgOdm5mlVGtWBQT98hpLIOVX/ArbKzPNrtKkLg6MWj6BUnZ2qv1IW+Hp77HxELEKpUrbNEGH+RKlS2ttjjCPiwZQk5S2GCHMB5ffin3VaJUnjRCxO+Y6z9RBRLgaeRY+PW4+IpSjfeTccIsyZlMoUN9Rp1egNjtY7EVh9iDC/AF6UPT5mPCKWo2y2evIQYY6hbO69q06rRi8iVgJOAh43RJivATtnn4/XjliVUj3/kUNEOQjYhz4f1xqxPqUq9UOHiPIR4N09nyPdkvJ8/6Ahwrw1Mz9RqUmdiIgXA9+inGI1FQnsnpmHVWtUByLiNcCRTH1u8F7gVZn5rXqt6kDEPsDnhohwJ/BSMn9aqUWS9L9F7EF5HospRrgLeDmZx9Zr1OhFxNspmxCn6lbK5pyTKzVp5AZrGB+lVJifqhso3/3PrNOq0YuIBSi/E7sPEeYflJN7Lq7TqtGLiIUoVQS3GyLMFZQ1jL9UaVQHImIxSrLa84YIcyllTau3x61HxEMoJzZtMkSYc4CtM/PfdVo1ehHxcEpV1rWGCDN2EuMtdVrVgYjHUObEnjZElJ9SvufcWadRoxcRT6DMka4wRJijgddk5j1VGtWBiFiZMh4eNUSYQ4E9s89zgyNiQutElIn73wIPrxDtI2S+q0KckYuI1YBfU6q0DOstmfnJCnFGLiI2pFykFqsQ7nWZeXiFOCMXEc8GfgwsOGSoBF6Rmd8ZvlWjFxHbUm6+U50AGXMvpXJvL5M5I+J1lJvvsO6kfOHrZTJnRLwVOKBCqJuBjTPzwgqxRi4iPgq8vUKo64D1M/OyCrFGLiIOYbiJoDFXA+tl5t8qxBqpwcTg0cC2FcL9iTIeejcBMEhu/jHw7ArhzqdcH3qbHCRpPlQWMI5huAnrMRcBG5F5c4VYIzXYhHESsHGFcKdTTqTo3UTlYBPGr4E1KoT7GWWzVu+SGCNiacpc0FMqhPse8PLs4SRcRDwaOANYvkK4wzPzdRXijF6ZuD8deESFaJ8g860V4oxexDOAU4GlKkR7J5nDJFJ0JiLWpRyrOcxG9zF7ZebBFeKM3CCp96dMfaP7eDtk5jcrxBm5iHgJZeF/2LnB2ZSNID8ZvlUdiNgZ+FKFSHcBW5H5qwqxJOl+Ea+iJKwN627g2fQ0mTMiXk85WWRYtwObZuZZFWKNXES8B/hAhVA3Ahtm5u8qxBq5iPh/lBM1hnUtZQ3jigqxRmqwhvElYKcK4a6g9MO1FWKN1CC5+XuU6s3D+h3lBIKbKsQaqYhYmJLEuXmFcGcDz8zMOyrEGqkohQ9OoZzGMayTKcm9/UtiLIUPTgOeXiHaj4CX9HGDc0QsS5kTW6FCuKMoG977OEf6eEo/DJPMOuYzmVnj/jutmdA6LyUB4VTKseq1bN63LzoRsShlJ8nKlULOphyzfk6leCMx2JFzEfD4SiHvBFbPzD9UijcSEbEM5SixYaqSjHcz5YiSqyvFG4mIWJ5ShWqYisXjXUvph14la0XEUykJVotWCnkFsErfkrUiYi3KQ8ywSd5jLqYcYdSrSk4RsQUlEaSW31KS92ZXjNlcRLyUsqBVy/GUZJBePbhFxK6UCta1fDMzd6gYbyQi4i2U42lqOTAzX18xnqSZLmJf4NMVIx5KZo1NHSMVEfszXKX9BzogM2ts8hmpiPgcsE/FkG/PzBqbvkYqIr5KOX6ylt0zs8YmwJEZLOwdS51k9zHb9m5Da1nYOwXYqGLUrcj8WcV47ZWk/7OAVStFvA/YgMwzKsUbiUHS/4XAEyqFvJtyzHqvkiAi4mGUucEaCzlQKr09IzOvrBRvJKJU67mE4SoWj3cdZW6wX6dylIIgF1AnyRvKaTXP6OMGKUnzqYgVKWt7D64U8RpgZTJvrBRvJKKcOHA2dTajQClAsHpm3l4p3kgMChf9muE3o4w5j7Lm3atkrYh4LuWEmlpOATbvW8W5iNgB+HrFkD8EXtLDtZy9gS9UDHlkZr62YryRiIh3Ax+sGPL/ZeabKsYbiYj4FPDGiiHfk5kfqhhvNCK+BOxcMeLryTywYrzmBnOD36dOsvuYV2bmNyrGa26Q9P9zYNOKYZ+Xnk4yV1M9Amcm2Ye6yawAR1ASRPvkndRLZoWS8HXkoGJZn3yYesmsUKq8Hj64EfTJp6mXzAolIfSgivFG5WDqJbMCLAv8v4rxmhuM3cOpl8wKZXdPrx5qB9eyI6mXzArwDOpUOR2ZwXEkR1QOuz6wd+WYTQ2OKq5dYefZ1E2oaC4iHkX9a9r2EfH8yjGbiognUncCBGDviKiZUCFpJotYgXL0c027EbFp5ZhNRak6+M7KYd8SEWtWjtlURGxA3WRWgA8MjqzvjYh4DvWfvT41SHzqk+2pm8wKcNCg+m2f7EndZFaAwykVT/rkrdRLZoUyL30k5XjPPvkA9ZJZARYBvtTDucFPUi+ZFWAJ4JCK8UblQOolswIsA3ymYrz2ytg9jHrJrFCqgveygrOk+dah1EtmBXgMdTevNzd41jiCesmsACsB76sYr7lB9cUvUS+ZFcrpJr1KWBts0qq94XIToFcncgyOVK9RsXi8FwMvqxyzqUEBp9obkXeOiGdVjtnUoIBTzY3uAPtFxDqVYzYVEWtTp3LzeO+NiKdVjtlWOZGkZjIrwMcpv2998jLqJrMCfH5w/e2TXambzApw6OB+rDkwoXVuyoRqiwfQFenRg0xEPIj6C1oAqwBbN4jbxKDyQIsH8Y2onzTdzOChtkV1vBf06UEmIlam/sIewCsjYrkGcVvZANiwQdzderbI+RxKAmpt/xP9WuR8OXWT/se8qWcbIHakzlGkD/SWni1y7gE8pEHctzSI2dL/UDfpf8ybG8SUNDO9nroJCGP6dr3eD6idVLUAdasZjEKL+8silPthn7Q4Dn4JyvNRLwyeO9/WIPQy1DnKcTTK95AWvxePA17RIG4bZfPiGxpEfhpt5laaGGxebPF7vC6wcYO4TQyS81/dIPSzB5XjeiEinkL9hT2A7aJsOOqLtSkJLLXtQjklTJKGUzYZbtkg8k6UI3j7YjNgrQZx9xqcbtkXLwSe3CDuvlFONOiL7YHHNoj75kEVu77YBXhYg7gt5hRa2ou6Sf9j+jY3uC91k/6hJM/3KuGdMgdSey1yYdrMKbTU4vf4QZTftz5p0Q8Po1x/e2FwX2txPXssbfKupo0+PVB04XlAq8SyPRvFbWFboFViWZ/6YUdKRdUW+tQPr6PdtaM3i3u0a+uClB0efdHqoWtx4DWNYrfQqh8eRkkS7YtW/fA44LmNYlc1WPhvdU1fhTYJ5NVF2RS0W6PwzxxU0ZvvDTYF7dQo/Asi4nGNYkuaKUqCUqvjv54zONZxvhcRD6Us5rTw8ohosdGluoh4LPCiRuF37MuO88FGy00bhd9tUBGoD9ajbjXO8fbs0UatrSmniLTQp7mgl1KSkVvoUz+8mrIA1UKf+mEX6m8CGdOnucHdG8UN+lXdrNXYXZQ+bYCQND9rdZ1amHbfp1toNXe/BPDKRrFbaNUPywLbNIrdQqt+eBJtEsirG3wnbfXsudagyuV8b5CI3Sqx7FkR0SKBvLpBYn6rUxJfMjjRcL4XZaPGSxqFf1VE1Dz5tp2IJwGtKgzvSk82QETEWrTZDAOwR482QGxBub+10Ke5oJHrywDpylYNY29Af3asteyHLaI/R4u1rCa7Vc8Wc1ppOdZqm/H9MBizLdval35YGNi84Uf0pR+Wom216V70A+VYvKc2jN+XflgZeHTD+H05qmYdoNUX9AVoe+2RNDPMot3mxaAnixiUUzNaVcVfBHhmo9i1bU67eaKHUCoQ9kHL54xlaXOyQwstnztXos3JDi207Id16M/JJC37YbO+LObQeA6kR3ODM34uaMB+KGb8HKmk+d6Mv14PEkZafs/pSz8sRtvv533ph2WANRp+RC/6gZKc1HIjdl/6YXXanDg4pi9zgxvQpkotlM2AmzWKXdtmtNu8+GBKP/dBy3tm62twTS2vYysCT2wYv6aW/bBGX4phdKEviYRdaZVtDhB/hA2eEvHbhp9RyzoNYy8OzIqISxt+Ri0tx8OywJMj4u8NP6OGhYDVGsZ/yuDYslsbfkYNS1IW4FpZPcqi1uyGn1HDcrSr0AJlB2Mfdmo9gzbHiY9Zuyf90Lpy6Do96YeNGsdftyf90Ho8rNeTfmj95XwW8OXGnyFpepvVMvjtsN6DI77V8jMqaX293iAiftb4M2pYv3H8DSPi7MafUUPLTVoAG0XEnxt/Rg2tE5A3jojrG3/G0O6GdVuW1P0zbPSkiFMafkQV98I6C7YLv8j5sM4aERe2+4hqWlZZehiwckRc1fAzalgAWLNh/CdGxPLATQ0/o4YHAU9rGH/ViHg4cE/Dzxjat2DZbdtuZp1FRJCZDT9D0nRWEveanHA0uDCt+YSIpa74z3/Ot55Au0330J+1nFm0zY3oy1rOxo3ju5ZTuJZTrBcRX2v8GTW0nhtcPyJ+0vgzamg9N7hBRJzW+DOGdjus16ryAcC/YcNl+pEfNYq5wWsbf0YNLfPloDyfHN/4M3opnAuYi4jrgIe3Cr8zZiBIkiRpyo7PzOd03QhJPRbxWeB/WoX/Gf0pRyFJ/801tM3U2g04rGH8Wu6g7OJsVT705cB3G8WW1M6GwKntP+ZhZN7Q/mMkTUsR6wKnt/yIRwL/avkBkiRppH5B25K6nwLe3DC+euf1mXlg142YH7U6Sm66aFmEgb6cpSVJkqT5UtNnVUkzQtOvpX7nldR3rR+2+nKdXJh2yazQn36Q9L+N6AuplwhJw2h+DfEiJUnS9NL63u6zgx7AITEHVmidm3L8+6Nahb8WXvco+Har+BX9k7bHab8cOLFh/BoWA1qXu34WcGbjzxjWo4A/NP6MtYE/Nv6MYT0VOKPxZ6xE+d2bn60HnND4Mx4J3NX4M4b1bKDlUbp30PBeVNF2wBcbxv875XdvfrcHcEDD+JfS/hjcGt4BvL1h/N9SfvfmdwdQxkQrx2bmCxvGlzTdRXwSeFOr8HfDzxaFl7WKX9EXgFc3jP9t4HUN49fyNeAFDeMfCrylYfxafkzbIxg/Dny4YfxaTgVWaRj/ncB8X31gNlyyACzXKv6/YK9Hwtdbxa/lPvgbsESrpNarYYflYX4/fnFhSgG2lrm9zwV+0zB+DQ8H/tL4MzYALmn8GcN6InBu4894OuV3b751McxauRQwaukhZN7a+DMkTVcRawLntPyIz8Lj94UbW35GBZsAxzSMfx/lGeG+hp9Rw4uArzSMfyPw+Ibxa9kR+FzD+FcAqzWMX8sbgA80jH8+5Xdvfvc+4I0N4/+S8rs3v/s08NqG8X9I+d2b3x0JvKRx/H0bxq/iLvjBIrB5q/i3wqcfAu9vFb+ik4E1G8Z/H/CZhvFrOQ94QsP4u2fmoQ3j99ZCXTdgPncxDZOIloWzM/PmVvFriYiLgVkNP+KsHvTDzRFxObBiw8+Y7/shIm4BbgCWbvQRdwEXZOY9jeJXEREXAPfQrhDBv4E/53y+4yAizm78EZdl5nx/Ws8I+uHi+f3aABARTScGgYt60g+tF7QutB+Acq/oQz+c1/gjLm4cX9L01zRZZJH+XK/Pp21C6/k96YcLaJvQel5P+uFC2ia0ntuTfriItgmt5/ShHyj90Cyh9RE9mRukzA0221i3XA/mxAAi4o/AUxp+xJnzez8M5gb/SdmA3MK9lPvFnY3iVzG4Rt5JKYLQwk3A7+f3uUHazwVdaTKrpCH9npJk2erE0mvekHnVGxoFryUizmr8EZdm5o2NP2NoruUUruUUruUUI1jD6NPcYEt9mhtsmdDai36gzA02S2hdoj9zpBfRNqG1F3ODg3y5lgmtrvXOQasH+Omi5YPtXcz/O83HtOyH64CrGsavqWU/XJaZNzWMX8VgErXlF50L5/dkVoDMvAu4sOFHnDPfT1gDmXk9batytP5SXcvlwPUN4/elHy4C7m4Yvy/90LqdfemH1pOD9kPRl36QNP9qfZ1qHb8Wr9eF/VDYD4X9ULTsh3so36P6oGU/3AT8uWH8mlr2w5WZ+e+G8asYzFe17IeL5/dkVoDMvJdSpaWVc/swN0hZfGx5mldf7hWS5leZtwO/a/gJvbhOZeY/aFv1uxf9QDkdsuVGib70w/nA7Ibx+9IPfuct7IfCOdLCfijsh8LrQ9GyH+6j3Jf1X5jQOnffaxj7GHqQuDfQsh++34vJueK7DWO37OPa7IfCfihatrUX/TC4hn2/4Uf0pR/uBo5t+BF96YcbaHvc3g8axq7pCtot7t1D27FW0/m0S/y/FTixUWxJM8cllAWdFm4HTmgUu7bfAn9vFPs64FeNYtf2c6DVrvgraH80cy0/od1GrQvpT+LeD4FW8zWn9CFxb6Dl95Cf0IPEvYGmc4P0Z25wxs+BDNgPhf1QOEcqaX7n9bqY8f2QmbNpO7/el364HTiu4Uf0pR+uBX7TKPx9lO/UffAH2iX+3wn8tFHs2s4Crm4U+wbK0e198EtKe1u4GjizUezajqOM3xZ+R6kg3wc/olzPWjhtsOGmD1rmgRw3uC/rvzChdW4yz6bcvFo4sFHcFn4O/KlR7IMaxW3hh0CLi2oChzSI28rXgVsaxL0LOKJB3Fa+RJtFzpspfdwXh9BmkfPv9OfLHrS7lv2Bcg3ui1b9cEZm9mWXFrTrh+Mz87JGsasaJHq36ofvDiab5nuZeR/t7vFfycwW92NJM0m5Th3cKPrX6MGRgwCDUyIOaxT+iD5UmgPIcqTvUY3CHzJYPJzvZea/gG83Cn9gXzb1ZubltFt46s+cWOYFwGmNovenH+AU4NJGsfvUD8fSrrpZq/txC0cDNzaIew9weIO4rXyZNouctwJfbRC3lUNps8j5T3qSECNpvncYbapRXg98q0HcVlo9a1xF2RTYF63mrC8CTm0Uu4VW/fCrzOzT0cmt+uHYzOzFCbWN13KO7stm1sEJDF9sFP7IviSsDdp5ZKPwXxz08/yvnFL7zUbRD+rLpt7M/CtwTKPwvZkLysxLKPNiLfSmH7pgQuu8vadBzJ/TnwotY8kY720Q+ntZFgZ6YVB98AMNQh+RmVc0iNvEYJHzYw1Cfy4zr2sQt4nM/CfwuQahP5aZtzWI20Rm/oWS3FvbB7I/VazJzPNoszvnfX1Z8B44mTa7DFvcg1r6EfUrkN0HvL9yzNa+Rv2qf3cDH64cs7VDqb/ofSvw8coxJc1cR1AWoGq6HTigcszWPg/8q3LMG4DPVI7Z2ieov4HxGtotCrTyYcqmy5r+RL8SlAD2p36S0nn0a/MitPk+8iv6tHmxfC9tMUd6DD3avDhYfHt/g9BH9WXzIvxnkfMjDUIf2KMKLQwW5z/dIPQnMrNVxfT6SrLGoQ0if4jM2vdiSTNR5t9ok6z14R5V2yczf0+bYirv78vmxYEzaLNx7709W8s5gTbVSd/XIGZL36UkI9c0m/Jduk++DFxeOeadtPnO0NJBQO1iKjcB/69yzNY+RWl3TdfSr0J3AB+l/gbGyym/b33yAepvDLqItid9tNBibvA0+nPCXSdMaJ2XzBOom6x1K7BrX7Lux/kWdY9h+DewV8V4o/JF6iZr/RV4U8V4o/JxoOaCw+/pX8IalDb/oWK8sykLyH3zJuoew/AL+rfgDeWaVnOn4fdoVxmqicGEzS5AzaTswzOzV8eqDxY5d6JUl6nlU5l5RsV4zQ2q0e1M3SrO7x/shOuNzLwJeF3lsG/OzCsrx5Q0U5Vqz7tUjvo2ysan3hhsrqv9HXWfPiXmwH923tf+jrpb9qRa75jBYm/N76gJvDYz76gYs7nMPIu6m2juBXbq0+ZFADJ/Tt3vqLcDr+3d3GBm7e+oNwB7VIw3KkcANb+jXgPsVzHeqPw/SkJILZcB76oYb1T2p+4RredTFk775q1Aze+ov8JKNZLqegdQ8zvqacBnK8YblTdQN1nrOHqWmDNYw9iNusla38jMH1aM19ygmNVrqZusdWBm/rJivOYGxax2om6y1kcGRXB6Y1Bo6bWVw74zM1udANxElqqcu1cOu2+WjRW9kZnXAPtWDrv7oH/7o4zfd1aO+lp6VNgM/lPUq2Zy+mzK3GCLk5CbycxfAV+oGPJOYOfB/VhzYELrxLwBOLNCnNnAq+hRNc4xgwf8XYEaSSR3A9sOKlz2yuCC8irq7FK6FXhZr3bcDwyStbalHAs/rOsp/dCbnaxjBouRL6MswgzrGsrvRT9K7Y8zSNZ6KXWSGP8CvKpnO1kBGByB/grKNW5YF1MW/vvYD5dTrpM1JgDOoJ8Le2TmRdRLYjyJNtWQmsvM06j3xfcH9DPpn8w8jnqVnL5Mm+o3kmayzJOAd1eK9nX6t+MegMz8LqUKQQ0HAt+oFGvUDqckbNXwoczs0/GT432KetUC3pyZfTp+crz3US95b/fMvLBSrFF7E/DbCnHuA15D5p8rxOrC7kCNf8N7gO3IrDGvNFKD7+mvoSRgDut2ypxYjXmlkRpUYtuOOqdR3Ai8tC/HcI6XpYLoy6izwfla4OW9S/qHsQ1SL6VOlfcrgR1wYU9STSV55KXUSWL8K+U5pk9VSYH/VBd/GVBjo90fKQkpfVzD+BvlOabGPfc8+lnAicz8I7AjdQpSnErZ4NI7mXkusGelcMcBH6wUa6QGyci1/g2/RT+T/snMH1Fvg9mhwFGVYo3aUcAhlWIdMOjXPvoscHSlWG+nZ0n/43yQetXN9x5cd/vorcCvK8RJyjNU7VNOpx0TWieiHLG+NeVhbKruBF5Ofy/WY7tSNme4Y5RvBZ6Xmb+o06rRG+xK2ZRSVXSqrge2yswaidKdGBw1vynD7b7/B7BZ36rtjZeZF1N+L4apvHQFsOkgEbCXBmN5K4ZL7r2U0g+9W9Aak6Vyz/Mp17qpOgfYvHc71cYZ7EbeluGOaf0VsHWWe3AvZeZRlAqlwySq/xR4Ufb4mL3M/BwlqXWYibFvAdv1Mel/nA8w/JFLhwG79nGiWFIvfIThd50fCezU8wSEtzB8RcrPAv/T1+v1oN27M3xFyg/Qz5M4gP8ka70S+OYwYYA3ZWbfjpf7j0HFhG2AHw8RZjblGabmCUijVZIgngP8cogod1GSH75XpU1dKNWWtwDOGiLKbcAL6dlJHOMNNrRuynAb/2+kfOetkSjdiSxFGzZluIp3/wS26HGyO5l5KbAZZbP6VF1FmROrkSjdjcxzgGcxXHLvH4FN6FkVK0k9kXk+sCXwryGi/JlynfprlTZ1YLDR7jkMl9x7EeW+1bvCRWMy83jK95xhNtScATxrUPSllzLz28AODFeo5efAc/u4OWlMZh5GmQcZJlH9R8BLerk5aSAzP0FJ2BpmPuurwKt7XnXwXcCHh4xxILBnz+cG92b4ipQfoVRJ76cyjl9DGdfDeBuZB1RoUScG17WXAj8cIsxsYI/M7OMpvcB/it09j3Lfm6q7gVdm5rfqtGp6M6F1osqE7eaUqjWTfRD5LbA6mT+o3axRG3w52YCyM2WyDyK/AFbJUv2n1zLzKmAt4HNT+PFjgWf0ecJ6zGDXwGrAVBaljqaMh95OWI/JMhGyCiXharIOB1bv27EL/82gEuMzgMlWYErKov9a2eOJoDGZ+TNgVeDkSf7obMqD/YaZOcyk2nwhM78PrM7kjyC8m5JMs0WfJ4LGZOaXgbWZfBWjOygV4l/Q54mgMZn5WWAjyuLUZNxMOQZ7+74dP/FAWXyAMnE+2c0g/6ZUDdg9e1j9QVJPZCaZH6V8753sRqvrKYl/u9DvzQdj1+u3UTYpTTYx5VrgxZm5b88n7snM2Zm5B2WT0nWT/PGrKIt67+vrxP2YwfPHKylH70322fRPwMZ9TmYdM3gefRGwD5Nf8L0IWCcza1X97U75fvIs4O1MfsH3TGBNMr9TvV2jlnkd5dn+Q0x+wfcUYFVKAkGvDSp7rQN8mskv+P6UMjfY18rN/zFIwFyDqZ0i8R1KP/S1Ost/DE5pWZWpVWf/MrBaZg5TPGH+kHkGZW5wKkU9vgDMInOY4gmSNHeZZ1PWcr4/hZ8+BFiDHhcmGZOZp1D64YTJ/ijwSWDdPhcmGTM4TWQ1Jl9t7V5gf+CZg6q3vZaZRwOzKMVWJuMuyqbgrbNUa++1zDwUWI/Jb1q7jVKl9yXZw9NIH2iQ1LopJYF/Mm6kJP7t2OekXvjP3OC7Kcn/V0/yx/9JOX3i9dNgbvC+zNyHksg42Q0MVwPPycx39X1ukDKed6SM7xsn+dNjG2GGLZ7QucH17aWU691kT+29BFivz8msYwb3u60p97/JFqM6B5iVmcMUT5hRou/Xj05EPInyi7oz8NC5vPNk4GDg+308emJeIuLplJ0ZrwGWmMtbj6f0w7G9v2H9FxGxOvB6yg62xefwtvsoiawHAT+bpv2wHmU8bAssMoe33UuZKDgwM381qraNUkRsQumHbYCF5vC2uynJrwdmmeidViIiKNVa96IkAsxp88QdlCNpDxwkBU8rEbEA5e+/F+XBZk5uAb5C6YdLR9G2UYqIBSkPuHtSvgTPyQ2Uqm4HZX+P35yjiFgEeAWlH9afy1v/RUl0P3g6JHg/UEQsTrlf7k1Z9JyTaygLol/MzGEqYM+XImIJyvPT3sDT5/LWKymT5YdNh8lRST0S8WDg1ZTr1DPm8s6rKFU8D2MabMh5oIhYkvK9fy/gyXN562WU6/URWTbDTisR8XDKBpM9gRXm8tbfUb77fzl7XGV/TiJiWWA3StWWx87lredTvvt/bbBzf1qJiOUoY2FX4JFzeevplPFwdN83Jv1XEU+gXBteCyw9l3eeQumH7/U94f+/ingq5V6xI/CQubzzREo/HNPzKt7/VUSsSpkbfCXwoDm8LSmVjg8CTpimc4NrU/rhFcCic3jbbOAHlDmQX46oaSMVERtTfi9eytznBr9D6YfeFz34P8rc4JaU6+QLmfPc4J2UJOADmQaJzZJ6pFynNqNcr18ELDiHd95JKc5y4CAZdloZrOU8h3K9fi4Qc3jrbcDXKPeti0bUvJEZrOW8mPI9Z8u5vPVmykaUgzLzD+1bNloRsRDwcko/bDyXt14PHEFZw+h9gvcDRcSiwPaUflhnLm+9lnKi2iE5DavLR8SDgFdRrpOrzuWtV1PmBg/tc9XmOYmIhwA7Ua6TT53LWy+nfOc9Int8AuecRMTS3D83+IS5vPUPlO+8X87Mm0fRtpGKeCTwOmAPYLm5vPNCSj98lWlQtOiBIuKxlPnR3YBl5/LWMym/F9/MHp9EOicRsQLld2IX4OFzeeuvKf3wnZyOc4MNmdA6jPJAsypl19LjKV94bqYsXpzDNNidNhGD5JTVgA0pO/Og7Ew7AzhnOj68/DdRFn3XoIyHR1Mm6v4NnEfphxmRiDJ4sFuTUsn3I4P//W5KpeJzp+MC738TEQ+ljIU1gWUoCxfXAudS+qH3uxUnYrD4PYuyq3H/wf9+G/Ab4PwsxzZOe1EecGdRrhEPpSzgXE3ZiXPBdFzo/m8i4tGU6tbrUK4LAPtRxsOF0/Fh9r+JiOUp42FVyqLvPZQjGs8BLu777tWJGEyWrkDph1mUKldQJgV+A/xuJjzUD/rhiZQ+eDpl8fsuSiXbs4Hf930Xr6SeK9epJ1CuUytz/3XqTwyuU9Nx8+YDDa7XK1H6YTXK8yyUCcxTgT/OhOv1YJHvqZR+eAolWekOSiLrOcBl0zFB64EGG7aeTpkDOXjwvz9G6YNzgCtmSD8sTEl4n0W5TixM2ax3EWUO5KoOmzc6ZePaqtfBhofCZxYCdocPLQVnAWeTOcwR5P0RsRjl+jgLWJ4yR3oj98+RXttZ20ZosOi7BmVObKwCy/spCd7nZKluO+0N5gbH5kiXpSTHXMf9c2I3dNi8kYmIpSh9sD6lojGUE2nG5kin3wLvfxPxMO6fE3s4ZY70H5RnyfOYIXODkuZjJUlnbC1n/HXqHMp1atpt1vtvImIZ7l/Lef/gf7+V+9dypl1Czn8z2Mi4FuXZ9qGUtZy/cv9aTu8rcE7EIFlpFmUt512D//0Gyni4aFpuWvwvIuJxlPGwCqW41z2UiovnAJfMoLWcFbn/Ojm2lrMnZU7s0plwqtygH57E/Ws5i1M2PfyBMh7+MIPmBp9CmRM7bPC/DwAuoPTDn2bCnBhlbvBplPHwZEqxt9solUjPAS5nBvTDYCPEypRTfL4w+N8fpXzXOydnyOkbg6JWq1DGwwqUOdKbKYnNZ0/HTQ+jYkKrqhlUrxk7gm+pGTMpp//K8aDxHA8az/Gg8RwPkqQ+8b6lMY4Fjed40HiOB43neJAk9Yn3LY3neNB4jgeNcSxoPMeDWpnTUS+SJEmSJEmSJEmSJEmSJEnSSJjQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTpnQKkmSJEmSJEmSJEmSJEmSpE6Z0CpJkiRJkiRJkiRJkiRJkqROmdAqSZIkSZIkSZIkSZIkSZKkTi3UdQPUcxELA88Fnnk3rHMFsCDwOPgVEecCZwLfJfO6DlupUYl4EPBiYIO7Ye0rgQAeD78g4izgdOD7ZN7SYSs1KhFLAy8F1r0H1rwSSODxcDwRZwKnAseSeVeXzdSIRDwaeBmw9j2w+lXAbGAFOGYwHk4GTiRzdoet1KhEPAnYBljrXljlKuBuYEX4LhFnACcCp5KZXTZTkiSAiFgVeAEwC1h53B99I8p968eZeV4njdNoRQSwAbD1XbDu5cAiwOPgdCIuAs4BfkDmn7pspkYkYkHgWcBmD5gT+w0R5wNnUebErumukRqViFiEcq/YGFh73B/9Msoc6RnAdzPzhi7ap9GKiCWAlwDrA2uN+6OTosyRngb8IDNv76J9kiSNFxEPo8zdr0P53jvmuChz97+mfO+9u4v2acQilqOs7a01tpZzL7AC/HDcWs7PyLyvw1ZqVCKeTFn7f+BazneIOB04AfitazkzQ0TMAp4HrDvuf58ZEb+jzIkdk5kXddI4jVaZI90E2PIuWPcKYGHgcfBbIi4EzqbkBV3eYSvVc+G9RVMSsSjwJmBv4DHzePddwLeA95J5ZeumqQMRSwHvBnYBlp7Hu28BvgzsT+a/G7dMXYh4DLA/8Epg8Xm8+5/AIcABOIk/PUU8FfgAJXlxXhtprgA+C3yBzHsbt0xdiFgPeD+w9QTefTHwceBrToZIkroQEVsD7wE2nMDbTwc+nJk/btsqdaJM0u4AvA1YZQI/cSLwfjJ/27Rd6kbEQsBewL7AivN492zgB5Q5sUsbt0wdiLK5+63AnsAj5/H2O4BvAO/LzL+1bptGb5AQ9F5gZ2DJebz9RuAI4EOZeWPblkmS9H9FxPKUtZztgcXm8fZ/AAcDn8jMO1q3TR2IWJmylvMiyl69ufkL8GngYIuUTFMRG1LWcracwLsvAA4AjnYtZ3qKiBcC76JsfJiXXwMfzMyftW2VOlHmSHcG3gI8dR7vTuCnwPvIPKd10zT9mNCqySs7L47if1emmYhbgTcDh/owM41EbEWZfF1ukj/5T2B3Mn9YvU3qTsSrgM8DD53kT14G7ETmb6q3Sd2IWAB4I/AhYNFJ/vTZwGtc8J1GykaYD1HGxAKT/OnjgV1xwVeSNCIRsSRlk81OU/jxrwP7WIFvGikb9g6jnE4zGUlZ4HsXmXdWb5e6UTbsHcXEFnHGu4uS5PZJKxlNHxGxPmU8rDTJH70JeENmHlW/VepKRLyAcr9YdpI/+jdg18w8vn6rJEn6v6Iko+wEfIZ5b8B4oD8AO2bmGZWbpa6UkyfeSkleXGSSP306sCOZf6zdLHUkYnHgo8D/UA5inYxjgd3I/Ef1dqkTgw17BwLbTeHHjwD2S0/unT4iHgccCWw+yZ+cTUl63x+rvWsSTGjV5EQ8m1JZYl479ebmc8C+JrVOAxG7UCZqJ/tAO95+ZH6mToPUmTIBsj+lgtVU3QNsT+b36jRKnSkTIF8CXjNElJuB55B5Wp1GqTOlYtExwBZDRLka2MKJMUlSaxHxCEp1zdWHCHMJsGU6gd9/ESsBPweWHyLKycALyLytTqPUmZK8eByw1BBRvk7ZzOmJFD0XEdsARzP5Rf/xPgK8O50j7b2I2Icy5z1VCeyRmYdWapIkSf/VIJn1Y5QExqm6C3h5Zh5bp1XqTDl94qtMLVltzA3As8k8s06j1JmIhwA/Bp45RJQrgc3J/EudRqkrUTZ4nwQ8bYgw5wJbpaf29l+p4n0S8KghovwUeKkb/zVRJrRq4soxwSczXDLrmA+ROUzim7oW8VLgOwyXzDrmtWQeWSGOuhLxJuCTFSLdS0liPKlCLHUl4kDKEZzDuhnYkMyLK8RSF0ql3h8Dz6kQ7a/AOu7ulSS1EqUKxanAmhXCXQSsnyYx9lfEssCZwOMqRDsBeJ5HMfZYxNOB0xgumXXMoWTuXiGOOhIRm1F+rxeuEO7tmXlAhTjqSES8hlKpt4btMvNblWJJkvR/RMQ7gQ9XCHU3JUnplAqx1JWIw4FdKkS6AVifzD9UiKUulEI1xwNbVoh2ObAumf+qEEsdiJLc/Fsmf2Lzf3MmsEmaxNhfEctT/h2HSWYd8wNKUquJiponE1o1MREPBi4AnlgpYgLPJPPUSvE0SmVHziVM/lj5ObkdWJXMP1eKp1GKWB04C1ioUsRrgGfgMa39VI7YO6ZixPMoX3zvqRhToxLxBsrRVbUcA7zYLzqSpBYi4pPAmyqG/EJm7lMxnkalVC36HrBNxahvJPPTFeNpVCIWpizkzKoY9cVk/qhiPI1IRCwFXAwsVynkbGCdzDy3UjyNUESsSNnE8uBKIW8CVs7Mv1WKJ0nSf0TEOpTn2gUqhbwKWCUzb64UT6MU8TJK4aJazqQUKPE0ij6KeCvlSPBavk3mKyrG0whFxCFAzY24H8vMd1SMp1Epc6QnAM+qGHU3Mg+rGE/TlAmtmpiIjwNvqRz1T8DTfbDtoYjvAi+tHPXnZNbY9aVRKg8xZ1OnitV4h5G5W+WYaq1sfvgT8OjKkd+OFWv6J+JxwO+BxStH3pbMmhNtkiQREbMom7RqnEAx3gaZ+dvKMdVaxEsoCa013Qk8lcwrK8dVaxFvBj5ROeq1wJPIvLVyXDUWEQcBe1YOewGwZmbeVzmuGouI44GtK4f9UWa+uHJMSdIMF+UkrQupU21vPDdy9lHEksBlwCMqR96PzM9UjqnWIp4A/A5YtHLkF5FZswCORiAiNgZ+VTnsfZTvvBdUjqvW6p5IMuYW4MmeyKl5qbUDS9NZKSm+R4PIKwEvaBBXLUU8EXhJg8hbDCp9ql82p34yK8CORNT+Iq32dqB+MivAGwZVkdQve1I/mRXgzQ1iSpK0H/WTWQHe2CCm2mvxvLEYsFeDuGqpfA/Zr0HkZYFXNoirhiLi4cBrG4ReDdiiQVw1FBGrUD+ZFeBFEbFSg7iSpJnt2dRPZgXYJSKWbhBXbb2G+smsAPsNjq5Xv7ye+sms4FpOX9U8vWrMAsC+DeKqpVLYrMXv8UOA1zWIq2nGhFZNxPaUi0oLtSsaqL3daLPQC20Sp9VWq3+zRYCdG8VWO63Gw6OBFzWKrRbKwv+ujaKvQ0SLRHpJ0gwVEcsAL28UfpuIaLHhR61ErAqs3yj6LkQs0ii22nge8JhGsZ0T658dabPQC46HPqp5BOcoY0uSZqZWc/eLU5Ij1S+txsPjgOc2iq0WIhaj3XrsxkS0SKRXIxGxHO0K0m3nBojeWR9YpVHs3SnV46U5coBoIlpWCHimVfd6p+V42LxhbNVWduU4HlSULyEtkwwdD/2yCrBMw/iOB0lSTRtSNlS1sCCwcaPYaqPld5yHA6s2jK/6Wo6H1SgVP9UfLcfDZlHmWdQfzolJknohSsLIZg0/wvtWn0QsS5tqvWMcD/2yBvDQhvEdD/2yCe1yyBYDNmgUW220/M77WODJDeNrGjChVROxVsPYiwJPbxhfNZVKMq12YQCsRMRSDeOrrhWAljupZuFiTp+0rpg5q3F81dX638vxIEmqqfV9peV3atXneNB4rf+9fK7tiUGyacvx8FDgCQ3jq6KIeAjwlIYf8Ywo1bIkSarhycASDeP7TNsvzt1rPMeDxnM8aDznSNUpE1o1d2WydoXGn+JkbX88hnaVi8as0Di+6lmxcfxlaDvJorpajwfvFf3ieJAk9Unr+1br+KrL8aDxHA8aszjwyMaf4fec/ng80HIT9sKUijWSJNXQ+pnzsVEK4qgfnLvXeI4HjecciMZzPKhTJrRqXoL242ThxvFVz0Ij+AzHQ384HjRe6/EwivGmelr/7joeJEk1tb5v+UzbL44Hjdf6udPx0B/OgWg8x4MkqU+8b2k813I0nms5Gs85MY3neFCnTGjV3GXeB9zR+FNuaRxf9dw6gs9wPPRH6/GQwG2NP0P1tB4Po7j+qJ7W13LHgySpptb3Lb/j9IvjQeO1fu50PPTHHcB9jT/D8dAfzpFKkvqk9X1rNnBn489QPa7laDzXcjSec2Iaz/GgTpnQqom4qHH8CxvHVz3XAtc1jH8H8OeG8VXXJY3j/4HMuxp/hurxXqHxHA+SpD5pfd9qHV91OR40nuNBAGTmPcDvG3+M46E/LqftJuzrgWsaxpckzSytnzEuzszZjT9D9Th3r/EcDxrPORCN53hQp0xo1USc1TD2tTg51x+ZCZzd8BPOJ/PehvFVU+ZNwB8bfsI5DWOrvt/Rdhe246FfWt4rwPEgSaqr9X2rdXzV5XjQeC3nxO4CLm4YX/W1HA9/zswbG8ZXRYOknXMbfsQ5WeZhJUkaWmZeB1zZ8COcq+2XC4F7GsZ3PPSLazkazzkxjef1QZ0yoVUT8e2Gsb+Fk3N9862exlYbba8P6o9Sreb7DT+h5VhTbZl/BU5vFP1O4NhGsSVJM9MZwFWNYv8D+HWj2GrjJ5TTQ1o4k8wrGsVWG99pGPsHZN7dML7qcw5E4zkeJEl94n1LReadwDENP6HldyjV92fgvEaxbwN+2ii22jgF+Fej2JdjQmvf/BBoVYzuF2S2GmuaJkxo1UT8mnZHix/SKK7a+RZwQ4O4dwBHNYirtg4FWhwlcxV+yemjgxrF/RWZVi7qn1bj4Wgy/90otiRpBhpUWftio/CHDY6pVl9k3gB8o1H0gxvFVSuZlwInN4rueOifEyiLcLXdR5lfUb98lbJIX9tNwNEN4kqSZrZDgBYFhi4DTmoQV221mrv/GZktT3ZUbaXwWKvx8LXBaZ/qicy8Czi8UfhDMvO+RrHVQuY/gO81iu6cmObJhFbNW3mQeUeDyF8ZLAyoTzLvAPZvEPkAPFqtf0oVxgMbRH43JbFA/XIapaJVTQm8u3JMjca3KMcX1XQH8KHKMSVJgvJM+7fKMa8FPls5pkbjw9RPUrqYdomyauvd1F/8Px6rN/fOYAPEuxqEPiQzWx4DrAayLM5/tEHoD2Zmi0RZSdIMlpl/AQ5rEPpdJij10snUT0S+D3hP5Zgaja8BtXM2bqHNs7La+zRwXeWYV2Ghu77aH7ircswzKdVfpbkyoVUTk3ksZdd5LdcA+1aMp9H6PHUXXs4HPlIxnkbrnZQjKWo5lvLlSX1TNkDsDtxYMernyHSht4/K8ak7Ufc4ireTWfN6I0kS8J+klNdVDrtHWlW8nzIvB95aMeJsYCePl++pzNOA/1cxYrnelO9P6p+jgR9UjHc58LaK8TRaHwfOqRjvNOAzFeNJkjTeWyhJRbV8NzO/XTGeRqV8F9mVknRYyyfJPKNiPI1K5p2UtZyayelvxk17vZTlGPg9K4fdNTNvrhxTo1AKFL63YsS7gZ3JrLl2rGnKhFZNxt7AWRXi3Aa8ZHCMn/qo7LbcjjrHrP0deCkew9lfpWrENkCN3+mLKQu9Luz1VebfgJdTHkiH9XPg7RXiqCuZ51EvOego4AuVYkmS9H9k5nHUqyby4cz8YaVY6sbBwJcqxdqdzJoJTxq9dwE/qxDnHuAVZF5dIZY6kGW+YhfqnEZxE7BNZt5aIZY6kGU+82XUqfJ+JfCK9MQiSVIjg2SiFwM1korOp/6mUI1SSTZ8BXUKUhyP1Vn7LfNM6iUxHkabitAakcz8LnBApXDvyMwa8ynqzqcop3IOKyl5IL+rEEszgAmtmrjMW4CtgFOGiHIdsKU7tKaBzGuATYBhbjh/AZ5JOepEfZZ5EbAZpfryVJ0FbE7m9XUapc5kngQ8n+Emxn4MvHCwM1R9lvllyu7eYTYufBHYBY+vkiS192HgHQx3vPj7cSGn/0rS2m7AQUNEuYfyDHNEnUapM5l3AS8Cjhkiyi3AC8g8oU6j1JUsm/S3AIaZ3/wHsFlmXlCnVepKZl5BmSO9bIgwvwc2SZPdJUmNZSlAsDlw7RBhfgtskZk3VmmUulM29r6IUoxqqn4AbOOJJNNA5qGUeZBhkpw/D+xh4aJp4R3AB4f4+QTekpkfq9QedaVsunw18OUhotwF7EDmN6u0STOCCa2anPLlZAvK0Xt3TfKnvw88g8zTazdLHcn8K7AW8Ekmv+B7MLA6mcNM9mp+UhZhVgG+OsmfvJey6L8R5RgDTQdlt90qwImT/MnbgL2AF5F5e/V2qRuZRwFrMvmjGP9JqeK9B1apkSSNQBYfA54J/GmSP345JTlp/3TifnrInE3m3pQTKSa74HsesBaZtaq8qmuZd1AqWu0OTLai5knAKiazTh+ZeR2wMeXovclu3vsG8IxBQommgcz8M7AGkz9VJIFPA7PSI1klSSOS5fSIZwBHT/JH7wHeTdmEYWGS6SLzp5Tx8ItJ/uTNwK6U+XsLk0wXmYcBawOT3Xj3D0qRmv+xMMn0MJgjfS8lN2iy31X+CGyYmZ+s3zJ1opxO8lrKKc7/nuRPn07JC5rsc4dmuHCNRVMWsTxll87rgGXn8K57gO9SKpr8xt0401jEUylJaDsCS87hXbcBXwMOIrPG0WyaX0WsDexNOa5ksTm869+UIzwPsUrvNBYRlC87ewEvBBacwzuvplThPIzMYXaHa34WsRBlHOxNqQQwJ7+nPDt8hcybRtE0SZIeKCIWA7al3LfWmctbzwEOBI7OkvCm6ShiSeA1lOfap83lnSdTxsOPyKxxdKPmRxGPpCze7gEsP4d33Uep6HoQcJJzYtNXRKxAGQu7AMvM4W13UY7oOyg9uWpai4hnUO4VrwaWmMPbbgGOAg5Oj1uUJHUoItajfOfdFlhkDm+7Djgc+OKgMrmmo7KWsxXlOeb5zLkw2lXAIcDhFqmZxiIWpmzo3JtyGsGc/I7713JuGUHL1IGIeBCwPeX6sOZc3no6ZU7sO1lOutF0FLE05WTOPYGV5vLOEynXhx9btEhTYUKrhhexALDSP2Cj/weHLwC8BfZ7eLlhXYALejNLecB92r9gw0/AQQsAb4LXPwJOAy7xyIkZpiQBrHIdrP9J+Ox9wJth90fCqcAffHiZYSKWAFb/N6z7SfjkbGA/2PnRZTz82QXeGaZ84Vnzepj1CTjgHmBf2GG5Mh6udjxIkuYnUZLX1gRWBz46+N8vA05NN+PMLGWR77FXw0afhm8uArwF3vawkth8LuUocs0UZTw84e9lTuzLCwFvhjc/vBxFfz6Zk63kqh6LiAWBpwAbAocO/ve+lGN5L0wrV80oEbEIsDKwAfdXbt2LMkf6uywVbiRJmi8MNnSuCqwPfGbwv18H/Ab4Y7qWM7NEPARY/XpY9xPwiXuB/WDHx5S5+8udu59hIh5GWctZ8xNwwN3AvrDd8mU8XON4mFki4lHARsB3Bv/rHcD5wDlpkvvMUubElv8bbPxp+NrCwFvgrQ+Ds4HzBqd/S1NmQquqiVKtZKyK2lKZeXOX7VG3HA8az/Gg8RwPGs/xIEnqE+9bGuNY0HiOB43neNB4jgdJUp9439J4jgeN53jQGMeCxnM8qJU5lYqXJEmSJEmSJEmSJEmSJEmSRsKEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdcqEVkmSJEmSJEmSJEmSJEmSJHXKhFZJkiRJkiRJkiRJkiRJkiR1yoRWSZIkSZIkSZIkSZIkSZIkdWqhrhvQWxGLAS8FNgVmAY8DFgRuBi4AzgK+ReYfu2riKETEg4GXA88E1h73RxdGxHnAmcA3M/OKDpo3MhGxJLAdsBGwJvBoIIDrgfOBM4BvZObfumrjKETEw4DtgQ2Atcb90bkRcTZwOqUf/tlF+0YlIpal9MP6wBrAMkAC/wTOBU6j/F5c31kjRyAilqP0w7qUfhhzekScBZwKfCszb+6ifaMSEStS+mFtYHXgocBs4G/AOcCvgO9k5m0dNXEkIuLJlOvk2sBq4/7oV4PxcDLw/cy8s4v2jUpErEK5b64FrAIsAdwLXE4ZDz8HfpSZ93TWyBGIiFmU56i1gGeM+6OTIuJM4ETgJ5k5u4v2jUREUO4TL6Y8Sz4dWBy4C/gTcDZwHPAzMu/rqJWSZrJynVoX2Ib7r1MPolynLqNcp44HTpjO16ko/fBM4AXc3w9jfjq4b/0YODkzs4MmjkbEAsCWwHMp/fBkYFHgDuBSynj4EXAa07gfImJB4DnA1sA64/7o9xFxMeV57nuZeXYX7RuViFgYeCFlTMwCVqTMMd4KXEwZD9/OzIs6a+QIRMSiwEuAzfjfc2KXRMTY3ODRmfmHLto3MhEP4v65wVnAcpQ50hu5f470G2Re3lUTRyEiHgK8AtiY/z0ndv5gjnRsbvDqLto3MhFLc//c4JrAspQ50uuA8xjMDZJ5bWdtHIGIeASwA+U736xxf3T2YI50bG7w3120b2QiHkPph7G5wYdR5kj/Qbln/gY4msybOmujpJkt4tGU+9Z6lOvUwynXqWsp16nTgG+SeWNXTRyFiHgcpR/Wody/x/x2MHf/a8rz/S1dtG9UIuKJ3L+WsxqwFGUt52rKeDiFspZzR2eNHIGIeBrluXYt/vdazi/HreX8IDPv6qJ9oxIRq3H/Ws4zgAdT1nL+QhkPJwHHTue1nMGc2NqUucEHruX8LCLOAE4Ajp/OazmDftiIMg8yC3ga96/l/IEyHn4C/CKn8RzpYG5wc+B5d8M611MmBpeEPxJxKaUffgScOgPmBp9NmRucBawELALcDlxC6YcfAGdO57niiFiIMl++JeX73phLI+IiytzgdzPz/A6aNzKDucEXU343ZgGPp8yR3gJcxCBvMDMv7aqNvZaZvibzgsUT9k+4LiEn8DoxYVbn7a78oiTgfJwyOZ3zeN0HHAOs3HW7G/TD0sDnKYs28+qHe4HvAE/sut0N+mFZ4HDKYua8+uFu4KvAcl23u0E/LA98bfB3nFc/3AEcBjyy63Y36IcnAd8djPl59cMtwOeApbtud4N+WBk4dnANnFc/3Di4pi7Rdbsb9MNawM8m0AcJ/AvYH1is63Y36IeNKcnLE+mHvwNvBxbuut0N+mErykLuRPrhSuB/gAW7bnf1F7w44fwJPktelrBrQnTebl++fM2cF7wg4dwJXqf+krB7wgKdt7vii5J8sx0lOW8i961LgVcz3a7XEAmvTfjTBMfDBQkv6bzd9cfDgsDrB88nExkPZwLP7rrdDfphYeAtwDUT7IdfA5t03e4G/bAY8L7B95eJ9MNJwDpdt7v6Cx6c8LGEGyZwbbgv4ScJq3Te7vrj4aHAZynzG/MaC/cC3wNW6rrdDcbDIxK+mHD7BMbD3QlfT3hc5+2uPx4eCxxFWdye13i4EzgCeFTX7W4wHlZM+HbCvRMYD7cmHJjwsM7b7cuXr5nzgscnfDPhnglcp25LOCRhmc7bXfkFPIWSdDN7Avetm4FPA0t13e4G/bAapbDARJ7trwc+Ajy463Y36If1gF9MsB+uBd4DLNp1uxv0w2aUTTcT6Ye/AW8CFuq63Q364bmUhLSJ9MPlwF5Mz7nBlwMXTrAf/gDsxPScG9wx4Q8TuGdmwkUJ2+Y06wfK6ed7Dsb7RMbD2cDzum53g35YaHDdu3qC/fAbYLOu292gHxYF3j24H06kH34BrNd1u/v26rwBvXrBOgm/n+CFevzr3oQP5TR5mAE2mcSFevzrLkqCzrR4mKFUZZnoIs74122UhbBpcRMHXkapsjDZfrgJ2Knr9lfsh50Gf6fJ9sN1wMu6bn+lPghgH8oOpMn2w9+A53T9d6jUDwsA72BiixcPfF0OPLPrv0OlflgI+DATS2x+4OtSYO2u/w6V+mEx4DNMLLH5ga/zgGd0/Xeo1A9LUDY+TLYPkvJl50ld/x2qvGDpLJPlOYXXSQnLd/538OXL1/R+wUMTvjbF69TJCY/v/O9Q4QU8grKoN5X71o+ZLokp8Ngsm3SnMh6+ldMkMQV4AuV0iamMhy8BD+n671CpH55OqTIxlX74PNNk0xql2sIlU+iD2cBHmS6b1mCjhD9P4dpwd8K7cvrMDW7FxBdxxr/uAPZlmswNJmyT8M8pjIebE3bpvP31xsOrmVjxhwe+/g28ouv2VxoLkbBnliTVyY6HfyQ8v/O/gy9fvqb3q1ynXpdwyxSuU9cmvKjzv0OFF2Ut541MrEjNA19/Bbbs+u9QqR8WBN4L3DOFfrgM2KDrv0OlfliEUnBlIonND3xdBKzR9d+hUj8sDhw4xe+8ZwFP7frvUKkflqRs0JpKP/wKWLHrv0Olfng4pXjTVPrhOOAxXf8dqrzgMQnHTeGemQnfy2myGQRYgVKleyrj4Shgya7/DpX64amUTfxT6YeDgAd1/Xeo1A+rD+5/k+2D2cAngEW6/jv05RWDDte8RDybsqC12BBRfgBsR+bddRo1ehHxcuAblESlqTqKMlnZ29LzEbELpbpmDBHmc8C+2eNfwoh4I/CpIcPsn5nvr9CczkTEByg7EYexX2Z+pkJzOjE4buGzlITWqboP2DUzj6zTqtEbHDNwJGURY6ruAbbPzO/VadXoRcQiwLeBFw0R5g7gxZl5Yp1WjV6UozePAbYYIszNlGTv0+q0avQi4qGUI6nXncdb5+Y6ykTpBVUa1YWIRwI/538fyzNZVwNbkPnHOo2SpHEilqFUEVxtiCh/p1ynenuETkQsR9kxvdIQYf4CbJGZV1RpVBcinkTph+WHiHIJsCWZ/6jTqNGLiFUpvxePGCLMWcDWmXlDnVaNXkSsT1mQWWqIML+kJCrdVqVRHYiILSnP94sPEeZY4OXZ5+M5I7YBvkWp2DtV3wBeQ7/nBnekJK0vMESYg4G9+zw3SMQ+lDnOYXwUeBc97oeIeA/wgSHDvDUzP1GjPZ0oc4OfAvYbIkoCu5N5WJ1GSdI45Tr1MeCtQ0bam8yDKrSoE1GOjD4Y2G2IMLOBHTPz63VaNXqDo5K/SjmZZaruphSsObZOq0YvIhajnCDw3CHC3Aa8IDNPrtOq0YuIJYCfUk7am6obKCe1nFmnVaMXEQ+jnLi45hBhrqXMiV1Sp1WjFxGPpsyJPXWIMFcCm2fmX+q0qgMRKwInU45Qn6rfU+aKr6nTqNGLiJUpa3vLDhHmXGCrzPx3nVaNXkSsDZxAOcF6qn5NqVp7S51WjV5EbEaZ23vwEGGOo5xwdmedVk1fJrRORMQ6lIz7YZJZx3yVzNdUiDNyEbEFJSFlmGTWMZ/LzDdUiDNyUSbuv8dwyaxjepvMGRE7URL3atg3Mz9bKdZIRcS+lGNWatgxM79SKdZIRcT+lJ2sw0pgm8z8UYVYIxcRn2O4pN4x91AWvXs3ATBIbv4q8MoK4e6gHFF6VoVYIzWYGDwGeF6FcDdTjiHoXXLQYGLwFww3ETTmX5TKvVdWiDVaEYtTKs2uUSHaX4G1yPxnhViSVEQsSqlAuVaFaH+jXKd6l8QYEQ+h7DIfZsJ6zGWU+9aNFWKNVkluPpvhJqzHXAisT+btFWKNVEQsT+mHR1YIN3a81j0VYo1URDwFOIPhklnHHEdJar2vQqyRiog1KRPvD6oQ7mhgh14mMUZsQlngHCaZdczBZO5VIc7IRcTzgR8xXDLrmI9k5rsqxBm9iFcCX6sU7S1kfrJSrJGKiL2BL1QKt2tmHlEp1mhFvBv4YKVoLyfzu5ViSVIR8TZKQmsN25N5dKVYIxURBzB8Ui+UAiXPz8zjKsQauYg4FHhdhVB3U5L3Tq0Qa6QGaznfohypPqzbgI0y8/wKsUZqUKjmOOBZFcLdAKyTmZdViDVSg0I1pwDrVQj3d8qc2N8qxBqpiHgwcDrDFSYZczmwVmZeXyHWaJXk5rOBFStEuwRYlx5ucI6Ix1D64dEVwp1BOaW1d8UPoxQ+OJPhklnHnERJ/u/dBueIWI0yxztMMuuY71E2vPdvbnCETGidl5KAcB7wlIpRX0HmtyvGay4ilgIuBparGHbrvlXei4hlKTfdh1cKeR+wYWaeXineSETECpTxUONiDeUL35p9260VEc+g7KipsZADcCuwSt8qOQ2q9ZxKnYUcKJUYV86eJWtFxNaUpP9a/koZDzdVjNlcRGwHfLNiyN9Tjqzp1S6liNiTcnxCLWcD62fmvRVjNhcR7wQ+XDHkz4Fn9e4BP+ITwJsrRvwumTUmGiWpiPgI8I6KEX8EbNO3SmsRcTCwR8WQX87MnSvGG42Io4FXVIz4aTLfWDFec4OFveMpx4nX8t7MrJXoMxKDhb3fMFyl/QfaJzNrJX6NRJSk/3OBp1cM+6reVbQqSf8XUSfZfczzyfxJxXjNRUn6/x3DVW4eLymLWv1Kgoh4HGVu8CGVIt5D2RBzYaV4IxERTwXOBxatFPJ2YNXM/HOleKNRqvWcTr25wRuAlcn8e6V4kma6iDUoiRg1CvYA3ES5TvUqWSvK5qRfVgx5LWUtp1cV5yLiRcAPK4a8nHL/vrVizOYGJw58uWLIiyjJe71K1qpcuAjKd+hN+pasVbFw0ZifUpLe+zY3WKtw0ZivZ+arKsYbjYivAjXb/QUya/Zrc4O5wWOpU7hozAczs+bvWXODucFTgA0rhn1jZta87jY3SPo/C1i1YtidM/PLFeNNO7UmGKazd1A3mRXgwMEkcJ98iLrJrACHDX7x++RT1EtmhfI7eMSgkl+fHEi9ZFaARYBDBw8GvTBo66HUS2YFWIJ6FR1GYjB2D6fu/WQZyu9abwwWOGsfh7Y89SpbjERELEn9MfxU6ibYNBcRjwJqHxO4FvD6yjGbiognAu+vHHYLoF+V7iNWB2on8byMiBdUjilppiqbtN5WOeqLgG0qx2wqIjagbjIrwE6DY4j6I+K51E1mBdiXiFmVY7a2A3WTWQHeExErVY7Z2p7UTWYFOGBQ4aJP3krdZFaAz0fEQyvHbG1/6iazAnyRcsxpn3yCesmsUE6AOmKwSNQnn6NeMiuU+bXD6dHc4MAXqZfMCqUKdL+OsW4zN7g0dRNLJM1k5d5yOPWSWaGcXvC5ivGaG5ykdXjlsMsCB1SO2VREPAg4pHLYFYH3VY7Z1OBo+donZ65C3aIOzUXEcsBHKofdkDrVf0dmsEnrnZXDPhfYtnLMpqKc2lw76fKVEVF7fqmtiGdRN5kV4PVE1J5fau3l1E1mBXhnRDytcszWdqVuMivARwYnY/XJG6mbzArwmYiomXs27fQtiW60SnXWvRtEXob6N4FmBhPsuzQI/TjgJQ3iNhERjwW2axD66dQ5xmAkBjfZ5zYIvQGwdoO4rawLrN8g7vMGRzr2xbOpv7AHsF3PFjlfRklArW2XQYXsvngNdZP+x+wV/VrkfB11k/7HvKFni5x7Uzfpf8x+fdoAAbyBNs/cvap0J2m+9j+0uU7t1yBmS63a27d+aHF/Cco464XBc8abGoRemDZzTE0MNi+2GL8PokeLe4PNiy02li1NnzZqlc2LLf7dHkudI05HYrB58ZUNQj8ZeE6DuG2U4wZf1CDy2pT5wV6IiLWAZzYIvVVErNwgbiubU39hD+Dl9G+RU9L8aRNgzQZxtyGixlHMo/IC4EkN4r46Impu9mltO+BRDeLuFhFLNIjbys6UxOzaXh8RLdYEWtkDWLxB3P16VsxqH+om/Y/p2xrGvo3iOjdYvKFR3FZa9MOC9Kh40WCOtEU/LAbs3iBuE4P7Wou57aWAnRrEnTb6dCPtwkuAhzWKXbvyS0uvos3DHPSrH3ah3GRa6FM/7NYwdp/6oWVbW/Zxba0eNhYCXtsodgut+uFB9GgDBO36YRl6sgFiMEnR6nd4BepXCmtisPDf6ojl1ahfKayNsimoxWYYgE0pO6claerKySEtEnMANhpUf53vRcSytKso+/ze7DgvCUpbNIr+CiKWbhS7tlnAGo1i79SjjVpbAE9oFHu3Hi3uvQh4ZKPYfZoD2Z5yqkwLfeqHnWizaQ/61Q8tk9L71A8t5+96s7hHu3+zBSjVgCRpWK2uqUGPNmrRrh8WoV/JGK36YUnazQNXNUhQatUPjwZe2Ch2VYPiIa2eNZ4MbNoodlWDqsWtNluuExGt5leqiohlKMWLWnh29GUDRMQKlGJWLbyMnmyAiIiW65CviYgWRZFa2IRyPWvhdYPq8X3wfMr9rYU9elbEaaT6MnnclZZHA65KKeffBy37YYNB0ksftOyHTXp0oWrZD5s2jF3bjO+HwQLkpg0/omXsagYL0i2q9Y7ZtGHsagZf9lomrWzaMHZNTwSWaxh/04axa1oNeGjD+Js2jF3TupSdhq1s0jC2pJlhbcoGmlY2bRi7po1ot3kxgI0bxa5t04axFwXWaxi/ppbf9ZYCVm8Yv6aW/fAYYKWG8Wtq2Q9Pi4hWybK1teyH/8/efYdbUlQLG38XWcCsmBXjpyRBgkQBs2IOYECJigkVc845XUyABEUURQSziIgRESVnEJCcBckZZn1/VB85jDNwQtXu6T3v73nmudxz9l5d9tR0qFq16sndLllD0PI8PGVAid4L/ZhYx/NQxrM9D5IWXF6nAOgSRlpUFZ+wUcPY1URZ1Ntyp8iNGsauqfX72EYNY9f0BOABDeNv1DB2TavTbvEiDOc8rEu7xYswnLmclu1cnOHsyNHy2WFZyr+7IWh5HpYDhlK0p+V5eAzlvqx5GErGc1+aXkjOhPUfHfGnlseoZI2GsRcHnhwRxzY8Rg1Bmy1JJtwbWDkizm54jBqWBFpuefXIiHgEcEXDY9RwH+DhDeOv3CUH3tzwGDU8irLqtJXVo2xruKBbnbb30zUGch5aJ2qsOZDzsH7j+GsN5Dys1zj+k4dwHq6EdVvs2zTJUF56JS24ml5HboC1l47Yq+UxKmm5OAnKQs5fNT7GrF0Ha7fMbr4a1rtnxKEND1FL60rw60fEyY2PUcNajeNvEBEXNT5GDS0nvKGch981Psas3Qprtsr6BxY9GdZZMeLIdoeopuUY6d2BVSPijIbHmLWnw2IHddvLN1qZ/9C9Ih61BVzWJnw196TNts0TVugS3m9seIxZOxAe/qx2O9wBrEbEImTOaXgMSePtwTRKWMvyf1ZdL+Leh8FtLY5R0RNotxMnDGcOYx2aPcIAzmFMcA6jGMQcBu0TDNceyHloPTa4dkT8pPExZu1aWKdl6dBrYJ17RPyx4SFqab0of90B5EfBaMZIz218jBpaj5GuAVzQ+BiDFJnZdxsWXBGX03BAZhvg262CS5IkqVc703y/zIPIfFbbQ0gaaxFfB97SKvzvgae3Cq7qfgVs0jD+brTdm1lSOzdS9pJtNfu/GbBvo9iq68G0n2VZExhCdrNKNswh7Q9zPzIvb38YSWMpYh3gby0P8UDgkpYHkCRpRH4KvKhh/D2BrRrGlwbqrZn59b4bsSAayjZGfWlawbZhZQNJkiT1bARbIfg4KWm2fOfVf7W+b9kfpOFajLalrLw+DMcotnuzPwzHiLb/s0tImo3m1xAvUpKkceHYoNQL/2nMhxVa70zEecBDW4W/CLZ+MOzfKn5FFwItq4u/hFK8Z0G2BHApbcfvnwoc1TB+DfcD/tX4GKsBZzY+xmw9hvZ/V48E/tP4GLO1Bm3/7c4BlgNuaXiMGp4B7Ncw/jU0vBdV9HJg94bxzwNWahi/ltcBX2oY/wTabwlUw7uBDzWMfwjwvIbxq7gWPr1Mw8qHwE/JfEnD+JLGXcTngPe2Cn8z/GZJeEWr+BXtSNsCAT+kedHu2bsR9lwSXtwq/nWw87LwvlbxK/oZsHHD+J8FPtcwfi1/oryft/Ie4FsN49dyHLB8w/ivB37UMH4Vc+CcgHu1in8ubPoI+G2r+JUsCvybthMNzwT+0TD+rO0I93obnNPyGH+HtdaBf7Y8RgXLU64PLT2OBbzo33Gw6irw58aHWYbM6xsfQ9K4iliFxtfrT8FDP1zG8Bdk6wEHNIx/C3B/YEFPOtgE+EHD+JcDj2oYv5ZXAzs1jP8v4EkN49fyZuAzDeMfRZn7X9B9kPJ+3srBwEsbxq/li7TdWGg/ygbOC7QbYLelYNNW8a+H3ZaBd7WKX9F+lPn/Vr4IfKph/FoOpmyi0soHgW80jF/LkcBjG8bfJjPd3H0eRrSIdrCOo2ES0YPg75l5dav4tUTEccC6DQ9x2EDOwz+BxzcKPwf4Ry7gg3MRcQ1lIPUBjQ5xHXBCZt7WKH4VEXE8cANwt0aHuDAzz24Uu5qIOJwyQNEq0fuUHMCWYhHx98aHOG4g18jWk27HDuQ8HN74EMcM5Dwc0fgQRw/hPBDReqfM1hOoksbf8S2DLzGQ63VEHEXbhNYjh3AeiDiahgmty8ARQzgPEXEMbRNaDx/IeTiWtgmtQzoPyzc8xD+GcB4oY4Mbtgr/8OGMkZ4ErNLwEEPoD1d3RSAe1ij+jWuX995bG8WvIiJOpCQv3b3RIf4NnJELejWS8u5/G+0SvU8zmVXSLP2Tkmy5eKP4Z30o84KWq/prGMHY/QmZeVXjY8yacxiFcxiFcxhFtJ/DGMp5aF3I6qghnIdubLBZQuvSAzkPUc5Dy4TWQYwVd2OkLRNahzQ22DKh1bne+Vik7wYs4Fo+yFwDnNYwfk0tz8MFmXlxw/g1tTwPJy/oyawA3SBqy/Nw9IKezArQDaof3fAQrV8eqsjMa4FTGh5iEOeBUsX6oobxh3IeTqUkpbcylPNwDGUyp5WhnIfW7RzKeWg9KDaU8yBpwdX6OtU6fi1erwvPQ+F5KFqehzmU5+YhaHkebgBObhi/ppbn4VLg/Ibxa2p5Hv45hImcTsvzcCwLeDIrQGbOoe31/MgFPpkVIPMG4MSGRxjKPVPSgirzJtomCQziOpWZ/6Ht7ouDOA/AWZQqqq0M5TycANzUMP5QzsNRtK0qPJTz4BhI4Rhp4XkoPA9Fy3YmbfNtamp5Hm6i7Tv1oJnQeuf2aRj7Rwwgca/zw4axW27tUFvLtnoe2seuzfNQLPTXh26CwfNQJpz2bXiIlvfkarpE7182Cn8rZZuLBV5mXki7bQevo905ru0U2lU/vIyy3YckzcYZlAH8Fv4DHNQodm1H0m5y71zg0Eaxa/sjJbGshRMZzuDcr4FrG8U+JDOHkrj3E0o1qxZ+NaDEvR81jL3vgl6FcpK277xDSNwrFvp3/47nofA8FI6RSlrQeb0uFvrz0M3ltJxnaHmOq8nMm4H9W4Wn7TtUNZl5BXBgo/A3Ud6pF3jdjqGtdqK8GjigUezajqVU9W7hQuAvjWLXdgilvS38k+Esbj4QaFV5/O+ZeVaj2LX9jHYLIA7sFtwMwb60WwCxf5YFWJoHE1rvTOY/gd83ir5zo7gtHE6b7PgEvtUgbisH0WaS8xZgjwZxW/kJbSY5rwH2bhC3le/TZpLzEuCnDeK2sjttJjnPYFiJWq2u6Udl5lBWaQHs1Cju7zJzKFXNod15+ElmtqwGXFur8/D9IWxhBdBNzLc6D7vjS46k2Wp7nfpOV7VrgddVWWv1PLfrEHahAKBMau3WKPrOQ0lYy8xrgL0ahR/MWFBmXkK7xVRDOg//ot0k52DOA5lHA622aN2lUdwW/kCbSc5bKeMrQ/Fz2uxUcz3trr8t/IA2k5yXM5DFrJ1v02aS82zaXX8lLVz2pFTGr+184FcN4rayK212FjuZ4SRqQbsxkEMzc0hbBrc6D7/uEiSHotV52DczL2sUu4VW52HPzGy5s2M12XaMdLfMbLVguK7Szl0bRR/S2OB1lOeHFgYzFtRdx1otUhjSeTiHds98gzkPfTCh9a69n/oP+D/sBoIHobuBv6dB6J27iYFB6CY539sg9Bcys1UVnOq6FQIfbBD6493E4SB01WQ+0SD0B7rVkYOQmRcDX2oQ+j3dv7lByMwzaDMJ1+La20xmHkn9Kq23AR+oHLO1g6lfke5G4COVY7a2P/Unva8GPl05Zmt7Un8r2Utoc+2VtHD6PvWrSV8GfKFyzNZ2Ac6sHPM84OuVY7b2FeDiyjFPpSS7DMlnqJ+kdATw48oxW/so9Sf/DwZ+Wzlmax+gJBzWtF9mtkoQbaXF++luXUGBQWg4RvqVbpeLYSiTnO9vEPmTDGXxIv+d5PxYg9AfzMwbG8Rto0xyfr5B5PcOaIc7SQuyUv3rMw0iv4/hVNsnM88DvtYg9HtyIAlKAJl5MvWTlBJ4X+WYrf2NskippltoM3/c0gHAnyrHbPWM2NI+1C9u9h/gs5VjtrYbcHrlmBcAO1aO2dpXKe2u6XTaLaJv5XOUflzTMQykmvckH6dc12r6M2WHrCH5IPWLvP2c4ezs1gsTWu9KqYxXcyLuEmD7ivFGIjN/T91krbNokxzaVGbuT91VCCcCn6wYb1T2oO4E1GEM72EOymRvzW0YDgS+UzHeqHwcOKlivB9m5pCq1E54D6V6RC07ZeYfKsYblTdTt4rz57pE2cHoBvBeR0m+rOVDOaCJXoCuGt2W1K3UskM3+DocZSHIltRdIPUGMi+vGE/SwqwsptqSuslab2JAi/bgv0kpW1N3+6BtBrStelEme7erGHEOsCVDSswBMvMC4G0VQ94MbDmg7eUByMzTqbu47Fpg2yFNeANk5jHUTYK4jPLeNCyZf6Fukv55wLsqxhuJzPwFZTFILadQkseHZi/qVig5gmEu2vsaZVvOWg6mXUWklj4N1KxKtx+ZtRdMS1q4fR44qmK8n1MqdQ/Nh4CaO6HtmZlDS0gB2IG6yVo7ZuZfK8ZrrnsnewN1k7U+mZm1F0w31RXW2Ya6yVrvzczaC6ab6qqHbkndZK3tu6JIg5Flp6ktqTs2+PrMvLJivPZKe19XMyKwFZnXV4zZXNd/a+Z13UIZGxxGtd5Odz2rmdd1HbD1kAqbAWTmCdQtdvcf4A1DGyMdNRNap+ajwC8qxLkOeNGAExB2AP5YIc4VwAszs8V27aPwOsog62xdBLwoB7hdcHdh3Zw6FefOAl42mG04J+na/DLqJDGeBGw+xJtW14dfSJ1KTodTdwJ9ZLoKwy+kXONm6w/AOyvEGblu+4EXUmcA4GcMbyUrAJl5LuX6UKPi8l7A/1WIM3KZeSrwKkoyy2x9jWEm/U8skKo1APBxMn9WKZYkFSVZq1Yy52fIHFoVSgAy88/US2J8d2b+rlKs0SrJWrUqw2/H8KpQTqj1DDaH8q5Xu2L7qNR6BrsFeHm3TdcQfRL4SYU411PGggaV9D/Ju4Ea17argBcwtKT/272ROgucL6X0h0El/QN0W0VuAZxQIdq5wEuHVOVuQjcJtxlQYxeyU4FXDXFssFsg9WKgRqXho4BtK8SRpNuV5JGXUBbUzNaxlEV7g7teZ0kmeiHw7wrhDgXeUiHOyHXJZS+gTkGKAxledVbgv8laL6LOrhz70qYScnNdstam1FnovRvttq1vqkvWei11xga/yPCqUAKQmX+jvO/V8IHMPKBSrNHK/A31duV4M5lDrUL5Q+oUP0xKMuugkv4n2Yk6FXZvBV4xtKT/ST5LnZ1qbwReMrSk/z6Y0DoV5UXn5cxutd2lwNPJrFnNcaS6wdXnAb+cRZjzgA27h6JB6pLWnsHskntPB56SmTUGO3vRJa1tTElAnKkTKOdhONuqzaWr3PMUZjeA/w9g4xxusjtdX34KcMYswvwBeGb3b2yQugfRjYDzZxHmF8DzBzmh1clyr3sGs6vU+n1gs6FVsZqsS2LZBLhyFmF2YoAr1SbLzJ8AL2V2Sc6fA94+yIm9CZnfoUz4znQhyxzKAMLHq7VJkibL/B5l0dpMn0ES+DCl4stgZebXKQPXM10tfxvwtswcYpW522V+krL6fqbPIDdTqi/sXq9Ro9U9d7yTUnVupq4HNs2BJnnDf5O1Xgd8YxZhrqK84xxYp1Wj172XvIKS6DxTl1HeeYc6kTOx+8ALgdnsqnIBsBGZx1ZpUw+6RfrPYnbJvWdSxsRqVkkbrVLV+6mULWtn6iRgA4a2E8ckmXkRsCGzq1B6JLBRZtZIMOpH5lnABsyu8t+fKXMoV9VplCRNUgoQPIVSHX2m/go8jaFV25ukK0CwIaXYzEwdCDy72+lkkDLzaMoc50WzCLMf8OIsCzsGKTMPoTzXzmZ+8tvAq4dYuGhCl3T4AmA285M7MvBqe5m5D+W9dzZJzp+gVKkd8nn4FmWB1WzGBt+ZmZ+t16oeZH6OMi4203/btwCvI3Pneo0ara4fv48yLzfTPn0D8MrMHGJld+AOVb1ns/D/GkrRw5o7vYxUd597NWU365m6HHhWV1hDd8GE1qkqD6ObA69k+g91+wArDjmZdcKk1XuvY/oPdbsDKw85mXVClkG1pwNvZ3oPdQl8FVg1M2eT+LdA6CqKrA98kOlVIbyNslJvzcycTeLfAqHb/npNyqqM6TzU3UzZvnH9QQ9Yd7rtKFelVPCZzkPdDZRKWM/IMRiw7pJaV2L6DzNXU16QXpQD23ZhXjLzMGBF4EfT/OrllBfm1w55IGhCZh5MOQ/T3XrpIsqk/5uHPBA0IUtF0ZWZ/mKQs4GnZeb7hzwA8l+ZewGrURYyTMc/gfXI/NwQqz9IGpAysPZEpp+YcjolGeVT43CdysxdgDWAY6b51ROAtTLza/Vb1YPMLwDrMv0J38OB1cjcs3qbRiyLD1EmOqc74ftnyhjI/vVbNlqZeVtmbk9Z5DzdBam/AVbMzN/Wb9loZeYtmbkFpXrPZdP8+o+BFQadzDqhbMP4UmArSrLydOwJrDTkZNYJWarLPpuyBeF03+G/ATwxM/9ZvWGjVha8b0iZ5JvOO/wcyvbPa3QJRoPWLXhfi1LNeTrv8LdQqqKvm5mXtGjbSJVKO6tRJjqn80x4I/AOBp4kJmkAMs8GVqdUD5zO4r2bgPdQFuXU3KK9F5l5CuXdf7pJRtcBbwI2yeHuwvlfXVLrisD3pvnVKymFCzYdcmGSCV1S64pMf0eKf1N24NxmyIVJJmSpSLkiMN131/OB52TmDkMuTDIhM/cFVgEOmeZX/0UpavbRcZjLycw9gCdRFp5Nx0nA2pn5lfqt6kH537E25X/XdBwFPGnIC90ndGODH6MUtJpusbpDgFUyc7pz5QuczJyTme+gjINMN7/nt5SxwWFWLJ4kM2/NzG0p42LTLez1U8p5+Ev9lo2nGIP7yehF3AN4DSULfaX5fOpaShLPTpQH4rETEfcBtqRsD/64+XzsKmBvYOfMPHFETRupiFgO2AZ4PbD8fD52OaWKxy6DrrxwJyLiIZRzsA3wkPl87BLKVoXfyjJwMHYiYnnKtWErYLn5fOx8SrLjbt2A99iJiMdRKlu9FrjPfD52FqU8/R453O0W71RErEQZ4Hk1cI/5fOw04FvAnjkGg2HzEhGrU87DZsAy8/nYicAuwPdyuNtOzldEBLAO5Ty8FFhqPh89mjKQ+MMhr3Cfn+48bAS8GXg+sMR8PnoYpTrtfuMwKPg/IhYBnkk5D88GFpvHp+ZQXna/Cfys2zFAkkajXKeeTrlOPQdYfB6fSkp1mm8CP2UMFqLMLSIWBZ5LOQ9PBxadx8fmUHYa+Cbwq3GYxPkfEYtTFra+iZK0NK/F0bdSBie/CfyWMZjEmVtELAm8jHIe1gFiHh+7GfgV5Tz8cRwmceYWEUtTFqC9kZL4PS83UgZpdwIOHdPzcHfKwvc3UCb75uU6ylZkO2XmdCfBhiHi3pTJ/O2Ax8/nU1dTdr3ameFur3enIuL+wNaUcbFHzedjV1DGBncei0TWeYl4MGWh7rbAw+bzqUspic3fYrjbDN6piHgEpS9sDTxwPh+7kDI2uOs4LPafp4jHUO4VWwD3nc+nzqGMDe7OOCT0ShqWiEdTnuW2AO4/n0+dSynWszulIvfYiYgnUK7XmwP3ns/H/gXsCnw7y2KWsRMRT6S8670SuPt8PnYKZS7nuzmmCzAiYi3KeXg5sPR8PnYcZS7n++OQ2Dy3bg5jfcp5eDGw5Hw+egRlLmefLIv+xkp3Hp5GGRPbhPmPDf6N8u6/f5YdPcZKNzb4bMp5eCbzHxv8E+U8/CLHcS4nYjFKFeM3URZ9z2ts8DbgIMqY2IGMQbGeuXVjgy+hnIf1mPfY4C2UIkffBP4wDonuc4uIu1Hm/N9EKfo2LzcBP6P8uzhkTMcGl6XkgLyRslBoXq6nVHT/ZmbOZufrhZIJrbMVcT/K6oxHUG5gVwPHAv8cx4v0/ETEAygPd/t1P9qKkoxy+jhepOcnysDt6pTBykWA/1Cq+vxrHC/S89I94D6U0h8mSqdvDhwKnLOQnYflKdeH+1EeZi+lJKudvxCdh0UokznrAt/tfrwZ8NfMnG5ln8HqzsNjKVUq7knpD+cDR41rMu+8dC9+j6es5ptYlfdiyoPsbLa0GZQoSSFPoEx8L0tJADkTOHpcB8LmJSKWoCwMWoMyEAglaejQcUxqnq+IpSjVa1cA7kZJhDkNOJYxHBCUNEBloG5lSpWKhfY61Q3UrUJ5npuoYvN04LBxqK4/ZRHLUHZleBxlUucGyqTe8YzjIpT56JIZ16NUH4WSzHckcOI47DIwVRFxL8o776MoC3SupVQqPnksJ3DmIyLuSxkD+Vn3o22BvwOnjsNuC1NWFnw/iZLIuAhlkfuxwGnjmOQ+PxHxIEp/2Lf70ZaUSd5/LTRjpGVM7CGUMdLlKP3hMsqY2NnjUM19KrqxwUdQ7hff7378KsoY6XkLy9hg1x8eRXmGui9lTOwS4EgWorFBSQuwcp16JOU5ZvJ16ijgwoXovrUI8GjKXM6e3Y9fTpnLubivdo1aN4fxOEpiysRcznmUuZzB77Q4VVGS1ybmcnbrfvxCSn8Yy8Is89LN5axImcdYlpKodiZwzEI2l7Mk5Ryszu1zOc8G/paZ093Rd7CizOWsQpnLWYqSsPdP4LhxLFAzXxHLnALrfAF+tyTwCXjjciUf5njGMLl7frqxwVUp8/9LUBIXT6KMDY5dcvf8RMQ9KWMgv+p+9HpKwv9JC9nY4H0oz5LLU8ZIr6EsADl1LAtgjIgJraomSuXaia3G7rlQJaPof9gfNJn9QZPZHzSZ/UGSNCTetzTBvqDJ7A+azP6gyewPkqQh8b6lyewPmsz+oAn2BU1mf1Ar8yoFLUmSJEmSJEmSJEmSJEmSJI2MCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSZIkSeqVCa2SJEmSJEmSJEmSJEmSJEnqlQmtkiRJkiRJkiRJkiRJkiRJ6pUJrZIkSZIkSZIkSZIkSfqv6LsBkqRB8H6h2hbruwEauIj7Aa8FNrgN1oCSJZ1wLhHHAocDe5N5XH+N1MhEPJzSH9a9DVaH0h/mwJlEHAX8HfgumWf22EqNSsQTgNcAT74NVuv6AsCpRBwJ/BXYi8yLe2ujRiMigDWBVwJrzoFVArit/Pb4rj/8kXK/uLKnVmpEImIR4KnASynPDitO+vWREXEEcBCwb2be0EMTJUn6r4hYDHge8HzKO84TJv36b91961fALzLzlh6aqBGKiKWAlwPPojzfTrg4Ik4CjgJ+AhycmXN6aKJGKCLuCbwa2JhuTKxzQUQcDxwB/BA4PDOzhyZqhCLiAcAWwPp0Y2Kds6OMkf4D+F5mntxD8zRiEfFISn9YB3jSpF+dEWWM9G/AdzPz3D7aJ0nSZBGxErA5sBaw2qRfnRJl7P4QYK/MvLSP9mmEylzO2sArgDXmmss5dq65nKv7aqZGo5vLeQbwYv53LueIiDgc+C2wX2be2EMTNUIRsTjwImAT7jgm9u+IOIUyJvYL4NeZeevoW6iRiliacq94+q2wVlKSDxMuIuJE4EhgP+BPOCamGQr7jmakJLJ+jvKCs+Tcv07+JwP/UOCdZP5jBK3TqEUsD3yZ8hBzV5WfE/gN8A4y/9m2YepFxKqU/vDUKXz6VuBHwLvJvKhls9STiKcCX2DShN487hETrgf2AD7kYMj4iTIYtinwCeBxU/jKFcDXgM9m5k0t2yZJ0ty6QfvtgA8AD53CVy6ivCN/MzNva9k2jV5ELAG8F3g7cJ8pfOUM4CPAPiYyjp+IuAflmXZbYJkpfOVo4L2ZeXDThqkXEfFAyjvvK4DFp/CVPwHvyMxjWrZL/YiIxwJfoUzy3lWBmjmUCd93pov/JUk9iIg1KHM5T5nCx28BfkB5rr2kacPUj4hnAp8HVp340Z3M5VwH7AZ8hMxr2jdOo9TN5bwa+Bjw6Cl85XLg/4AvuNh7/ETEosD2lHGxB07hK+cBnwZ2c7H3GCqL/T8EvAW458SPJ+4X87hvnAJ8kMyfjqyNGhsmtGr6Ip4P7A4sN81vzgG+RLlguSpjXES8jvKQOpVJnMluBN4PfNVVGWOiTPp/CPgw068AfgXwJjL3qd4u9aM80H4FeOMMvn0esAWZf6zbKPUlIu5DGeB6yQy+fiLw6sw8vm6rJEmat4h4GLAXsNEMvv5X4DWZeXbNNqk/EbEysDew8gy+/jNg28y8vGqj1JuI2JByfXj4DL7+LWAHdyEYHxHxcmAXppboPtmtwGeAT7gIYjx0k/7bU5JAlprm16+jJLV+q3rDJEmahy456WOUObpFp/n1y4HtMnP/2u1ST0qVva9SFuxN19nAa8k8pGqb1JsoRc2+TdmpaLqOBTbPzJOqNkq9iYhHAd+n7DwxXX8AXpuZF9RtlXoTsTqlPzx+Bt/eB3gDmVfVbZTGmQmtmp6IbSgJKXe1wvzO/AzYjMybq7RJ/Yn4JCWBcTa+BrzdpNaBKwMg3wFeM8tIO5C54+wbpF6VAZBfMrUqvfNzC/BKHBgbvIhYDvg9sNIswlwNPCcz/1anVZIkzVtEPIayfd5UqrLOz0XAUzPz1DqtUl8iYh3gQOAeswhzMqU/WMVo4CLixZQdRqZShXN+/gQ8LzOvq9Io9SYi3kqZ+J+NH1Am+ExqHbAumfXLwA6zDPVZ4INW9pYktRQRi1GSUTabZag3Z+ZOFZqkPkUsCxwAbDCLKDcDLyfzF3Uapb5ExIMoSYgzSVabcCXwrMw8vEqj1JuIWIHSHx4wizDnAhu7I8UYiNiYMvc/3SJ3kx0DPAMX/muKTGjV1EW8gJKMOptk1gl7krlVhTjqS8T2lGTUGj5M5qcqxVIfIv6Psv1mDZuTuXelWBq1MpHzM+AFFaLdAjydzL9UiKUeRMSSwN+AJ1UIdzWwZmaeViGWJEn/o6sofjTwiArhLgBWy8x/V4ilHnTJzUcyafusWTgWWCczb6wQSz2IiPUpEzmzSWad8Gvg+SatDVdEvAL4YaVw38jM7SvFUg8i4v2Uirs1vCMz/69SLEmS/kdE7Ay8oVK4TTPzx5ViadTKrou/Bp5dIdrNwEZkHlYhlnoQEXcD/sHMdqeZ2xXA6pl5VoVY6kFEPJAyRvqgCuHOpPSHKyvEUh8iVgL+zuySWSccBmxI5i0VYmnMmdCqqSnl5U8ClqsY9cVk/qxiPI1KxOMpE3JLVop4G/BkMo+qFE+jFPFUSvXFWq4GViTz/IoxNSoR21IqeddyNrAymddWjKkRiYjPULauquUwYAMrGEmSWoiI7wGbVwz548zctGI8jUiUib0/A+tXDPv5zHxfxXgakYhYBjgeeFTFsNtl5q4V42lEIuLBlDHSe1UM+8zM/F3FeBqRiFgVOAJYrFLImykLYk6uFE+SpP+KiOdSEhhr+Q+wYmZeXDGmRiXizcA3KkY8HViVzOsrxtSIRMSXgXdUDPkn4GmZOadiTI1AtwPFT4AXVQz7nczcumI8jUrE4pRk1hqFiyZY7E5TskjfDdBgfI66yawAu1BW+2h4dqJeMivAosBuXWVHDUnZnqZm8iKU7Tx3rBxTo1Cqmn25ctTlgQ9XjqkRiIgnAO+pHHYdYNvKMSVJIiKeRt1kVoCXdxOGGp6tqZvMCvDuKBUNNDwfpG4yK8CXoywe1/B8hbrJrAC7RZkk0oB0E727Ui+ZFWAJYJeK8SRJAiAiWtxjWswHaBQilgM+XznqYwEXcQ5QRDwR2KFy2I2A11aOqdF4PnWTWQG2ioinVI6p0XgzdZNZAT5CRO1xNo0hE1p118oA+2saRH4AYLWaoSkPtRs3iLwa9ScM1d7zqT+xB/BiImps9arR2oqSkFzb64lYukFctfUWyoKF2t4WLoCQJNX3toHFVSPdc8bbG4RehDIIrAHptl2stSXrZMtS3p80IBHxUODlDUI/AnhBg7hqax1gzQZxN4iI2hOGkiS9BHhYg7ibdhXsNSzbUmfr6Lm9kYilGsRVW9sDLeZc3u5cziC9vVFcx0iHJmJR4K0NIi8OvLFBXI0ZE1o1Fa+lrA5vYbtGcdXO6xrGtj8Mz+sbxV0E2KZRbLXTqj/cCxdADEo38d9q9e0TgA0axZYkLYQi4iHA8xqFf2ZEPLJRbLWxDrBio9ivCRdqDc1LgXs3iu0YyPBsTbvxdPvD8LQaA2kdW5K0cGp1b1kMF2oNS0kwbNUf7ge8uFFsNRARdwde1Sj8E4G1GsVWAxHxWNoUNgN4YUQ8sFFstfE0oNW49ta4U43uggmtmoqW5b/XdKXW4GzYMLYJSkMSsQhtq+raH4Yk4gHA4xoewf4wLKtSqk61Yn+QJNW0Hm0qUUxwJ4phaTkGsgxldxINR8v+8GirWQ1Oy/6wXpTqJxqOlv3Bd15JUjVREkbWbXgI71vD8jDKDgGt2B+GZXXgbg3j2x+GpeXf16K0vRepvpbvvPcBVmgYX2PAhFZNxRoNYy8GrNIwvmoqlWRa3lgeTsT9G8ZXXY+jbcLak7qkWQ3D6gOPr7rsD5KkIWl9X2n5Tq367A+arPXfl8+1A9Ftldny72tp4P81jK+KIuI+tKtUA/D4iGixDbAkaeG0ArBkw/iru634oDh2r8nsD5rM/qDJHCNVr0wU0p0rLyCtq0U8tHF81fMA2l83HtI4vupp/Xd1D9omzKqu1v3Be8WwtP77sj9IkmpqfV/xHWdY7A+arPXfl/1hOJYG7tX4GL7nDEfrf7uLAA9qfAxJ0sKj9X3rfsASjY+hepzL0WTO5Wgyx8Q0mf1BvTKhVXclaLv1IpTy4hqGUfxd2R+Gw/6gyVr/XfnMMiz2B0nSkLS+b/lMOyz2B01mf9AEx0A0mf1BkjQk3rc0mWP3msz+oMkcA9Fk9gf1yhuI7lzmHODqxke5snF81XPlmBxDdVzZOP5twLWNj6F6rmwc/6rG8VXXFY3j2x8kSTW1vm9d2Ti+6rI/aDL7gyZcD9zS+BhXNo6velpfG8D+IEmq58rG8W8Cbmx8DNVzZeP4jt0Pi3M5mswxEE1mf1CvTGjVVBzXOP6xjeOrlszLgAsaHuFq4KyG8VXXicCcpvEzW08WqZ5jG8c/pnF81XVs4/j2B0lSTccOPL7qOnbg8VWXY2ICIDNvpYyDtDIHOKFhfNV1Lm0n3y7KzEsaxpckLVyObxz/uCwFkjQMxzaO79j9sBzbOL79YViOHXh81XXswONr4Exo1VQc3jD22WT+u2F81deyPxyJL73DkXk9bSdzjmgYW/WdRtuK3vaHYTmycXz7gySpptb3lZbvUKqvdX9o/Zykulr++70WOLVhfNXXsj+cnJnuUjMQmZm0vV/4zitJqiYzrwL+2fAQ3reG5WTK7gOt2B+GpfXfl/1hWOwPmqzl39cc4OiG8TUGTGjVVHx/oLHVhv1Bk9kfVJRk9B+0ig78sFFsNZCZlwIHNQp/FfCrRrElSQunY4BTGsX+F/CPRrHVxgG0q7p3cGZe1Ci22tiHdjuT/CAzb2sUW204BqLJ7A+SpCHxvqWi7Iz4o0bRb2sYWw1k5vnAnxuFvxw4sFFstXEocE6j2MfjriRD8zPaLYD4BWXBjTRfJrTqrmUeCxzWIPJtwK4N4qqtXwAXNIh7Bb7kDNG3gRsbxD0Z+EuDuGprp0Zxf03m2Y1iq51W/eG7mXldo9iSpIVQV2Wt1X1rZ7deHJYsO1F8p1H4Vv1MjWTmucAvG4XfuVFctXMobbbsvZkyvqJh2ZcySV/bRZSJQ0mSatoNuKVB3GNwEecQfbNR3J+R2WIOWW21GqvYIzNbzCGrkW7R7S6Nwu/UjcFqKDKvBPZuFN0xUt0lE1o1Ve+kfkWKL5N5XuWYai3zVuBdDSK/v9vCXkOSeTnwyQaRd8CH2uHJPIH6k3A3A++rHFOj8Uvgj5VjXg58unJMSZKgTO6dXDnm6ZiwNlSfBf5dOeafgZ9XjqnReB9wU+WYe2ZZQK4B6Sbf3tEg9Kcys/Y1R411k/MtxivenaVymiRJ1WTmJcDnGoR+hwlKA5R5FPWTlG4EPlA5pkZjf8rivZouAT5fOaZG4+vAmZVjnkC7xeNq6+OUnTNrOgA4uHJMjSETWjU1mYcBX6kY8VTgoxXjabR+BPykYrzfY7XeIfsCcGTFeLuR2WqrcrX3DuD8ivE+SuZJFeNpRLpqdNsA11YM++bMvLRiPEmSAMjMm4AtKTuJVAkJbJ0u2hukLrHsjRVDXgdsY7XeYcrMU4EPVwx5IW2SIjUCmfl76lasOYY2ySUajT2A31aM9wvgBxXjSZI02aeoW23+G5n5p4rxNFpvBS6uGO8DZJ5WMZ5GpKvKuRVwQ8Ww22XmfyrG04h0OyRuTRnbrOFWYMvMvLlSPI1Sqbr9tooRrwJeb2EzTYUJrZqOD1Bnm7WLgedhifnhKjeYraiTxHgSsJk3rQErVXtfBJxdIdofKC/RGqrMq4BNgCsqRNuLkjCtgcrMs4CXUCrtztYnMvNHFeJIkjRPmXkE9QZst8vMv1aIo55k5v7UWYh7C/CyzPxXhVjqz5eBPSvEuQrYJDNrvC+pPztQp5rIucALrcY5XF1FuldRKg7N1tHAa61yJ0lqpUsmegFQY/fMAym7e2qoSrLhJsDVFaLtDuxYIY56kpmnAy+njGHM1gcz0x1qBiwz/wy8qUYoYIvMPLpCLPVnL+CLFeLcCLywS5KV7pIJrZq6Mrj6MsoFa6ZOBTbAiZzhy7waeDrwu1lEORTYqNu2XkNWHjw2AI6dRZSfYLL7eMg8HtiI2SU5fx3YGqtYDV5m/g54LjDTa/1twHuAj9VqkyRJ85OZe1ESU2ZaWfUGykDtbvVapb5k5ieAdzHzyr3/oSQvHlivVepDV113W2Y3SXsusFFmHlujTepPt9X8C4AfzyLM8cAGmVkjoUQ96ipPbQwcMoswvweelmWRsCRJzWTmOZS5nNksxtgHeLHV9sZASTLbmNntuvdlYDsLFw1fZv6a8p4z0wWYtwI7ZOZn6rVKfcnMXSgL/2c6b38tsFlmugPF0JXr+3uBjwAznbe/FHgmJVlamhITWjU9mTeTuQXwUspFZ6rmUKrsrUbmGU3aptErg6zPpmzFOJ0tpW+kTApuSOZlLZqmHmSeDzyZknQ2nRV8VwCvAV5GZs3tLNSnktS6CrDzNL95HvAsMt9K2eZEY6DblnNFSuL6dJwIPDkzv2iVGknSqGTmPsDKwJ+m+dW/Ak/skmI1JjLzy8BaTH9rzp8CK3aLezQGMvO2zNwBeAZwzjS//i1gJZNZx0eW8YvNgFdTkten6lbgE8CamXlui7Zp9LIs1t+YUr13OmNb1wFvAZ6ZmVc2aJokSf+jS2pdE/g05dlkqi4DXgG8Ki1MMj5KUutKlCqr03E28DQy32VhkvHRLchdEfjFNL96LLBGZu5Yu03qT2Z+B1gV+Ns0v/p7YOXMnM0iUC1IMpPMTwLrUYoYTsc+wIpkzmYRqBZCYW6AZixiacrA7XaUF595JUifC3wP2BUHacdbxL2BLYBtKC8+83Iq8B3g2yayjrmIB1Oq12wBPGoen5hDebnZDfg+mdNJiNbQRDwGeAOl2tmD5vGJW4HDgF2A/cm8aYSt04hFxGqUrUpeAtxnHh+5EfgDsBNwYJrYLEnqSUQEZZDuzZRt+O4+j49dC/wG+CbwFxdgjK+IWBR4FuU55mnAUvP42BWUBTw7uZ3aeIuIJSjPs2+gXCcWm8fHLgZ+AOzSbd+oMRURy1Led18PrMa8x0jPAr4L7JaZF46weRqxiLgvpZLR1sDj5/Oxk4A9gD0zc6YVsCRJmrWIeAjlGea1wPLz+Mgc4GhgV+AHmXnd6FqnkYv4f5R3nFcCD5jHJ26h7L65C/BTrNI71iJidcqY2IuAe8/jIzcAB1Pmcg5KE5vHVjdGuhFlTOw5wDLz+Ng1wC8pY6SHOUY6xiIWo4yVvwnYEFhyHp+6nLKrzU5kzqYqvBZiJrSqjoilT4F1PgwHLwJ8Hl78SPgbmdOp4qpxEXGP02G998MBiwCfgec9Bg7FSgMLp4j7nQnrvg9+Pgf4NDzr/5Xrg0msC6OIB58D67wH9rsN+ChsvDL8HVd0L3S6F+DlKYtiftT9eF3giMycTmUASZKai4hFgMcATwJ+2P14DeAYB+wXPlEGbtegLMqCstj3COBsB+wXPhGxJLA2t1d1fhll8sakxYVQRCxDea85qPvRi4BD04XdC6WIuBcl6f1X3Y+eC/wty65XkiQtUCLi/pTnmJ91P3oG5bnWJNaFTRm7f/A5sPZ7YL9bgY/ChqvAPyxIsvDp5nIeSRkHmZjLWRs4yrmchU+34Hs1yjgYlAT4o4EzHCNdCEUsfgys9Un46+LAF2HTh8PhwLk4RqpZMqFV1UTEPYCJwbh7ZubVfbZH/bI/aDL7gyazP2gy+4MkaUi8b2mCfUGT2R80mf1Bk9kfJElD4n1Lk9kfNJn9QRPsC5rM/qBW5rX9kSRJkiRJkiRJkiRJkiRJkjQyJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVeL9d2AsRARwN0p5/NaMm/uuUV9iUn/vdD2rYhYBLgH5Xxcm5m39NykvkxOmF+0t1b0LWIxyvUhgWvIvK3nFvVl8jUh5vupMRcRSwDLArcB12TmnJ6b1Jcl+m7AAiFiSWAZ4BbK80P23KK+LNl3AxYIEXcDlgZuJPO6vpsjSf+jXKfuBtxM5rV9N6dHd+u7AQuEiGWApYAbyLy+7+YsAJYCru67Eb0oY2LLAosD15N5Y88tWhAsvO87ZUzs7pRxIMdIi4V2jJSIRSn9IShjYrf23KK+TB4XXXgLjDhGKmlB53VqgnM5AHecy7l6IR67X3jfbSaLWIoydr+wz+Us1XcDFggRS1POxU3O5QBlrHThHBMDiFiWcq28gcwb+m7OAmDhnfO9Y97gdWTe1HOLBm/hHUCZrYiHEPFhIn4P/Ae4CrgcuIGIE4n4DhHP7AZyx1ZELB8Rn4yIPwHnTfrVpRFxXETsFhEbRvnHO7Yi4nER8bmI+Cvlhn0FpV9cFxFHR8TOEbH2QnAeVoqIL0fEYcCFk351UUQcHhFfi4jV+mrfyEQ8iYivEXEEcB2lL1wBXEPEYUR8mYgV+21kW1Gs0/X9o4GLJ/36gog4JCI+GxGP7auNo9Cdh40iYveIOA64nnKvuBK4IiL+FBGfiIhH9NrQxiJikYh4VkTsGREnAZdM+vU5EfH7iPhQRDy4rzaORMSiRLyAiO8TcSpwA6U/XA38m4jfEvEeIu7fb0PbiojFI+LlEbFPRJwBXDrp12dExAER8faIuHdfbRyJiKWI2JyI/Yg4i3J9uAy4logLifgFEW8k4h49t1TSwipiSSJeRcSPiTiT259jrumuU78k4s1E3LPnljYVEUtHxFYR8ZOIOIc7PteeHBE/i4htoyR4jq+IuxPxhu7+dAFwLeW+dR0RZ3f3s9d0kzxjKyLuFRFvjYhfA6dP+tUlEXFGRPwoIjbrFrKNr4j7EfFuIn5LeZa7mtvHxP5JxN5EvKhLChhbEfGgiPhgRBwMnD3pV5dGxMkR8d2IeHaM+dggEQ8n4uNE/JEy9nElpT9cT8TxROxBxMaM/5jYY7pxjkOACyb96pKIOCYidomIdcd9bJCIFYj4EhF/A65h0hgpEUcQ8XUiVu+3ke1FxKoR8dWIOBy4aNKvLoqIv0fEVyJi5b7aNxIRQcSTidiJiKMoz5ITY6RXE/FXIj5PxOP6baikhVrEmkR8g4gj+d+5nEOJ+CIRj++3kW11cxjrR8S3IuIY7jh2f35E/CUiPh0Rj+qrjSNR7ltPI+LbRJzA7WP3VwJXEvFHIj5GxMN6bWdjEbFoRDw3IvaKiJO549j92RHxu4j4QEQ8sK82jkTEYkS8mIgfEHEad5zLuZSIA4l4FxH367ehbUXEEhHxim6s41/c8fpwWkT8KiK2j4h79dTE0Yi4GxFbELE/EWdT7heXU+Zyzifi50Rs1yU2jq2IWDYiXh8RPwdOmfSriyPinG7sdMsoRRHGV8Q9idieiF8RcRHlvXdiDORfROxLxCsZ87HBiLhvRLwzIn4DnDnpV5dGxGkR8YOIeEmM+dggEQ8k4v1E/I4yVj45b/AUIvYiYhPKgl9NV2b6Zzp/4AEJ30+4NSGn8Of0hBf33u7Kf4CHAfsDcyirFe/qz4nAM/tud4Pz8BjggCmegwSOAtbvu90NzsOKwB+mcR7+Bqzed7ur/4E1Ev42xWtDJvw+YcXe212/P2wAHD2N/vBr4NF9t7vBeXgWcNIUz8FtwH7AQ/tud4Pz8BLgjCmeh1uB7wHL9d3uqn8gEl6TcM4Urw03JeyacO/e2163LywCvIEymTeV/nA9sCOwbN9tr9wfFk14Z8K/p9gfrkn4TMJSvbfdP/7xz8Lxp1yn3p5w6RSvU9cmfD7hbr23veIfSrXJD1AmNKdy37oS+CiwRN9tr9wflkr4VMLVU+wPlyW8K2HR3ttetz8sA3ylez6ZSn+4GHgTsEjfba/cH+6VsEv3vDqV/nBuwhYJ0Xvb6/aH+wPfpVTnmUp/+Bfwsr7b3aA/PCRh34TbptgfTk54Tu/trt8fHgn8chpjIMcAG/bd7gb94QkJB0+xL2TC3xPW6r3d9fvDasBfp9Ef/gSs3He7G/SHdROOnEZ/+E3CY3tvt3/845+F5w88OeHwaVynDkp4fO/trvwH2Bg4bor3rDnAz4Hl+253g/6wScKpU+wLtyX8KOHBvbe7bl8IYDNKUtJU+sMtwJ7A/fpue+W+EAlbJZw/xf5wY8JOCffsve11+8MiwPaUBNap9IfrgC8BS/fd9sr9YbGE9yZcPsX+cHXCJxKW7L3tdfvDksDHKYl6U+kP/wHeByzWd9sr94elE76YcN0U+8MlCdvnmI0NUnaq/iZw4xT7w/nA1ozZ2GDCfRO+nXDzFPvDmQmb5bidh8Z/out0moqIFwG7A/edwbd/CGxH5jVV29SDiNiccpGaScWw3YC35hhsQRcRbwS+zPS3nExKgs57M/OW2u0apa6qxLuBTzL9bSduAz4NfDyHvu16qbbyMcqE93RXV9wMfAj4EgO/IEfE4sAXgLcx/a1orgfemZm7VG/YiEWpSvV1YNsZfP1q4E2ZuXfdVo1eRNwd2BV4xQy+fjmwTWb+vG6rehBxX+A7wPNn8O0LgS3IPLhuo0YvIh4EfB946gy+fhaweWb+rW6rehCxPOWZcO0ZfPtU4JVkHluzSZJ0BxEPB34ArDeDb58GvIrMo+o2avSiVAr7IfCkGXz9eOCVmXly3Vb1IOKJlP6wwgy+/Q9KfzjzLj+5gIuItYG9gZlUJPoT8OrMvPCuPrjAi3gqsBfwkBl8+9fAlmReVrdRoxcRzwf2oCS1Tte+wOsyc/hb8UW8EtgZuOcMvv1t4C2MwVZ8EfE64P8oSe/T9XXKOMigxwa7yrs7AJ9h+lsLzgE+B3yEgW/r3FVi/hDwYe64VfNU3EJZFPO5HPjYYFeZ+7PAO5n+2OCNwLvJ/Eb1dknShFId61PAe5j+LqY3Ae8FvjYGczlLUBbsvXkGX7+OMs/77bqt6kHZNnwnYIsZfPtKyrz/vlXb1IMoO+/sAbx0Bl+/FNgqMw+o26oelJ3z9gKePYNvnw+8hsw/VW1TDyLioZQxkKfM4Ov/Al6VmYfXbVUPIh5DGRNbcwbfPpEyJnZC3UaNXkSsRBkjXWkGXz+SMkZ6Rt1W9SBiTUp/eMwMvn0I8Goyz7vLTy7gImJDSmGqmVQrPxDYIjMvvctPLuginkuZ+19uBt/eH9iWzCurtmlMmdA6VRHbUJIxZ7Mt1D+AZ5F5VZ1GjV5EvJOywmY2/gA8Lwc8cB0Rn6QMUs7Gz4GXD3Xguktm/RrwllmG+i6w9WCTWssAyJ7A5rOM9DXg7UMdCOkGQH4MvGCWoT6emR+bfYv6EWUA5FeUlc2zsUNm7jj7FvWjGwA5CFhrFmGSktT6nTqt6kHEcpR73oqziHIr8Aoy96/TqNGLsg3Tn5hZEsiEG4EXZuZBVRrVh5Ic9UfgwbOIcg3wbMYhuVfSgifi0ZTr9UNnEeVa4LlkHlKlTT2IiFWA3wOz2TbuCuDpmXl0nVb1oCRx/paZLWSdcDGwMZmn1mnU6EXE04FfMP2FrJOdDWyUmedUaVQfIl4M/IhSuXimTqH0h0vu8pMLqIjYgpKMOd3kh8mOolwfrqzSqD5EvBX46iyj/BnYhMzrKrSoFxHxEUqVmtn4FfDSzLy5QpNGr4wNfgV4+ywj/ZCSADDIpNYumXV3YKtZhtqFssh5kGODlIXu+1B26pmNzwAfGuoYqaQFWEm63xvYdJaRvgi8d6jXqYhYEvgp8JxZhvpgZn6mQpP6UbYG/w2w/iwjvZnMnSq0qBcRcR/gYEqV+ZmaA7x20IVaSkGOPwL/bxZRbgZeTuYv6jRq9CLikZSxwYfPIsz1lDyQP1ZpVB8iVqDM7T1gFlGuBJ5J5hFV2tSDiFgD+B1wr1mEuRR4amaeVKVRfYjYmPLuvvQsopxLGRMb7ML/boH3fky/yN1kp1HGSC+q06oeRLyasvhhNmODxwJPI/M/Vdo0xkxonYqSYf0rZpfMOuH3lJvX4JL3olRf+EGlcPtTkjkH1wG7yqy1Xk52z8zXVYo1UhHxAUqF1Rq+mJnvqRRrtCK+CLyrUrQPkPnZSrFGKiJ2B7apFO6NQ6zU2iV578fsB+4nvDIz96kUa2S6iZzfMbNKnHNLYJPM/E2FWKNVkrwPBdaoEO0WyovOoRVijVRELENZhfn4CuFuANbOzOMrxBqtiHtTXlBmMxA04SpgdTL/VSGWJBVlMcoxlG2TZ+saYA0yT6sQa6Qi4gGU7RZnM2A94TJg1cy8oEKs0SoTGEczuwHrCecDq5J5eYVYI9VVofgHsxuwnnAasHpmXlsh1miV5Oa/MLtk1glHA+swwOS9iHgmZcJ7NgPWE/4MPC2HmLwX8TLKYtYafgG8aIjJIBGxLaXwQQ3fzcwtK8UarYh3U3bqqWFHMneoFGukIuIzwPsrhftoZn6iUqzRitgZeEOlaG8l8+uVYklSEfE1yhbaNbyTzK9UijVSEfF94NWVwm09yIIUZS7nl8AmlSK+hMyfVoo1MlEK9vyJ2Sf1QtmV81mZ+fsKsUar7Lr4d+CJFaLdDKw/xCTGbtfFo5lZBcq5XQesmZmnVIg1WqVS77HMrjDJhP8Aq5F5boVYIxVlF69jgPtUCHchZYz03xVijVbE44EjgGUrRPsX8CQGuGtPl9x8KLNLZp1wPPDkQe7oXXavOojp79g8L4cCG5F5a4VYY8uE1rtSEhBOAh5UMer2Q9s6JyIeTDkP96oYdvOhrdaKUl7+eGZXnWVuz8vMX1eM11xErEq5eU93C635SeApmfnXSvFGI2IDykRUjWR3KJUY1yDzuErxRqJbkVNzxeH1wCo5sGStiHgNZUVOLVcAKw5tlVJEvA3YsWLIC4GVMvOKijHbi/gYZcvAWs4Ankjm9RVjNhcRXwXeWjHkscBag6tuHrEX8JqKEf8MPHWIC6QkLaAi9gC2rhjxUGDDIVVa6xYn7Q+8uGLYAyjve8MZeCmLkw5m9jsOTLY3mbPd0WKkolSZOwxYvWLYb2RmrQn00Yi4G+X563EVo36SzI9UjNdctwPFicyugvXc3pGZ/1cxXnsl6f8k4L4Vo25F5p4V4zXXVS06AVimYtgXZ+bPKsZrryT9H02dZPcJGw9tm9aIWIfy3FNrbPA2yjvvsKq8RzybkvRfy42UMZDBLZCStICKeBrlPaeWmylJSidXjNlc1F2cBGWXlpUGtxtFxOuAXStGvAxYgYEla0XEe4DPVwx5LrByDi1ZK+KzwPsqRjyZUpBiUMlaEbELsF3FkIcD6+XQkrUifsTsK3lP9jvKDs6DGRvsxkh/CzyjYth9M3OzivHaK0n/hwJPrhj1W2TWWgQ4ElGS/o8CVqgY9nOZWWtR6GiUpP8TgEdUjPpeMmstEh5LJrTelYhvAG+uHPV6YPkhPdhGxN7AqyqH/Q/wiCFVKImIA5j9NhxzOx941JCScyLiMGDtymFPobz4DiM5p0z0nkSdqoOTHUbmupVjNhOlCuWZwEMqhz4gM2utjm2uW7l4DnDvyqH3zgFN/kfEcpQtVWsm/QN8PTNrJkW2FfEo4J/US/qf8AkyaybJNtUtfjimQegdMnPHBnHbiNiQstK9ti3J/G6DuJIWNhHrAS0Wlr2OzN0bxG0iIjah7MxS28syc/8GcduI2Bz4XoPITyPzDw3iNhER2wNfaxB69UElKdXZUn1utwGPJ/OMynGbiYj/Y/Zbqs/tRuCRmXlx5bjtROwJbFE56lXAI8i8qnLcZiLi58ALKoe9iNIfbqoct52IvwAbVI56OuX6MIixwW6i9zhg5cqhj6QktQ5j4qZs4X0GdSf2AH5H5jMrx5S0MCoJKf8EHl058p/IrLkQsKkoi9XOBparHPqnmVlr17r2SiGrc4C7V468B5nbVo7ZTEQ8hFItcMnKob+Ume+uHLOdUn3xJOrsxDHZB8n8TOWYzUTEWpQdamp7U2bu3CBuG2Vnlt82iPxKBrQjZ0RsBrRo77Mzs8X5bSPiDUCL/rs2mS3+vTUREe8Hal/P5lCKep1aOW47EV8Aat/fbgIeQ+b5leOOjdo35/FSKjBs2SDy0tStftNURDyIuitRJtyH+kmyzUTE46ifzAqlwseLGsRtIiLWpH4yK8ATqLNF+ag8nfrJrADrUMq2D8VLqJ/MCvDcriLyUGxO/WRWgE0j4oEN4rayLfWTWQG2ioh7NIjbyhupn8wK8AYiag8wtfSWRnG3j7KoYChaJWO/rdseS5Jmq1XFyO0Hdp1qdb0eVkVOzwPdc0ar9rZ6PqqvLF58Y4PIizaK20RELAts0yD0UpT3p2Eoixdf2SDyPSnv04MQZfHi8xuEfhDw0gZx24hYjfrJrACPBZ7VIG4rG1E/mRVgDepWAWrtBdRPZgV4BhFPaBBX0sJnE+onswJsRESL+0Arm1I/mRXghRHR4j7QyhbUT2YF2JyImjsZtPZ66iezArwuImruZNDam2iTL/Nmys4vQ9FqDOSt4dggDGhMrON5KP221XkYzNhglMWLtYs/QrnuvqlB3DYilgZe1yDyko3ijo0hJQP04RXU3T5qsiF1zC1ok5gDwzoPLSYwJgzpPLRsq+ehGM6kVtu2tvw3V1ur87A48NpGsVtodR6WBYaxFUVZ8d9q0cpytJk8ra4btGq1aOVR1N0GuZ0y8f/CRtFX6/5I0sxF3Id2CTSrAGs1il1VN/nWqgLYht3iyAVfxBOBNRtFfwHDWai1ASWpqoVXdrs7DMFzgVZ/Z1t1Ff2GYFPaTHhDmewdyuTea4AlGsUe0ljQ1tTbWn5uQzoPLceChnQeHCMtWrZ1SGODkhZcLe9bzuWUXIOtGsVuodV5WJKBLNTq3kFanYd7MpSFWmURZ+0dKCY8GHh2o9hVRSnw1qKwGZTCUOs1il1XqVr83EbR1yVixUaxq4qIFYBWO8k+NyIe2ih2betQirG1sCkR92oUu7Zn0aawGcAW3U7AQ/AS4F6NYr9uYEVBRsqE1ju3fsPYjx7QZE7L8/CkKBntQ9DyPKwTJQlqCFqeh6E81Aaeh4lVOes0PMRQzsOytE0qG8p5eDDwyIaHGMR5oLyg36dh/KGch9VoU613wlDOw5MpVchaGcp5kLTgWot2ixdhONepVgO1E4ZyHlq2cxHa7PTRQst3vaWAJzWMX1PL83BvYIWG8WtqeR4eTtm1ZwhanodVGM6OHC3Pw9oxnETvtmNiw5nMWejHBilVzVu2dRjnQdKCy7kcAKLs+tWy+vcgzgMR9wZaJpUN4zzA8pSEy1aGch5WAlq+hwzlPKxBu8WLMJzzsA7tFi/CcM5Dy3YGbfMKamr57LAE5d/dELQ8D/egzY4nLbQ8Dw+ibX7FoA1lkKwvq7cMfi6s/4iIg1oeo5KWF9RFgHUj4vCGx6hhEdomrC0LrBYRpzU8Rg3LUJK1WnlIt838pQ2PMWs/hge+rFGlmiz/Z4W3RjzgG3BDi2NU9HigZUL6k7qVgdnwGDWsTduXnDVjGJN7LR/mANYawnm4BNZrsW/ThFvgyUsM4DzQPjFo7SH0h6tg3caNHMpLr6QFV9N33hth7bsN4HpN+8HUtSNi/8bHmLXrYe2Wq1GugXXuEfGHhoeopfU2z+tGxDGNjzFrN8NaLfdH/Dest1zE2Q0PUUurqsUT1o+IXzc+xqzdBms0rIoQp8N6j4s4tN0hqmmZkL4U5f3/pIbHmLXXwpJ7dokgjQZClvslPP4FERe0CV/NfYGHNYz//6JUibqm4TFm7S/w6A3aVbEGWJWIxci8teExJI235SmLqarrJi1WeWHEfX8Jt7Q4RkVPpOwG18rqQxirPQPWf3TD+LfBmosN4DzgXA5Q3knv1zC+czn/NYi5nGtgnWUbxr8B1lk6Yp+Gh6il9WL0dSPit42PMWs3wpOXbBj/KljvXgt+fhS0331tvYg4vfExZu0WWLNxYuXqwJltDzFMkbmg5wn1KOIK2pUOZltgj1bBJTXzJOCoxsdYHjin8TEk1fce4PMN458ODGPPYgF8C3h920McROaz2h5C0liL+Cbwplbh/wA8rVVwVXcA8JyG8XdnWPsnL+xOBf5fw/gfAD7bML7qupm2GRCvAH7UML7qeShwXuNjrAUc0fgYquMpwJ/bH+b+ZF7W/jCSxlLEukDTRTMPAi5ueQBV82rg+41iJ6VCzTKN4qu+jwAfbxj/RIZTelCwJ7BFw/i/AF7YML7q+guwQcP4OwI7NIyvus4HHtL2EG8j82ttDzFMDRfXj4Wm2xt58qVhGsW+Z14fpGFqfX3w2jAsI7hf2CUkzZbvvPovn2M0mf1Bk9kfNMExMU02iv6AXULS7DS/VHmRGg6faTWZ/UGT2R80mf1BkznX2x8rtN6ZiDOBR7YKfwG85qFlQcaC7hwaVqoFnk9Z6LAgWwy4pPu/rWwAHN8wfg33Bs5ufIyVgXMbH2NWfgfLPx2Oa3mML8PD3wVXtTxGBavSthDDLcADgQV9W7GNgJ83jH8FpWjvgu5FwHcbxj8TWK1h/Cr+DVveD77aKv6tcPTisHGr+BXtAHysYfw/AC9uGL+Ka+Djy8LbGx5iXzI3axhf0riL+BTwwVbhb4JfLgWbt4pf0ZdoWzz0e8BbGsav4gbYfSl4eav418LX7w4fahW/ov2AZzSM/0lKn1ug3QK/XwzWaBX/cnjn/Urh3gXdUcBjGsbfhtLnFmi3wb8WgWY7cp4NL3kk/L5V/EoWoYwNLtHwGE+l/aZAs/IRWPbjcEHLY/wZVttowd9u7yHAyY2P8UjgP42PMStHwoqrw98aHuI2YBkyb2p4DEnjLOIJNLped7Pr+S548Ffg+hbHqGgt4HcN499AKVa7QCcdnAPPfDj8uFX8OXDxom03uqhlU2C3hvFPBZ7cMH4Vl8N294EvtIp/C/x9CRjC7mrvA97fMP6BwAI/h3EtfG4ZeGOr+DfCPneD7VrFr2gX4JWN47+3YfwqboJ9lmi4kdXV8Ll7DmPjogOBdRrGfy+lTyzQboW/LwpPaHiILcjcq2H8wWqZnDcOjqFhQutD4G+ZeXWr+LVExDG0TZ4Zynk4CXhio/C3AEfkgj84d3VEnAs8vFH8K4CTckHPtI84EbgauEejI5z1zszz3tkoeC0RcTgl2bTVveSEzFygB+4BIqLlwD3A0QO5Rh7W+BCDOA9E/L1l+MXgqCGch2h8HoAjh3AeiPhH4yMc0zi+pPHX9DqyZHnHWeCv191zbcuE1n8M4TwQcQQNE1qXhb8P4TxExJG0TWg9bAjngXIemiW03nc4Y0GtE1oPHcJ5IOJo4Jmtwi8/kPMQEccBazYKfxvlOnlDo/i1XE3EGbT7d3HNhnB8Zs5pFL+KiLgGuBy4b6NDnJ+ZZzeKXU+5Rt5Mu0Tvk01mlTRLp1OSLe9WO3BXreufX868+Mu1g1fWjdUm7YqMHZuZC3qBFmg8h7HIQOYwRjB2P4g5jNZzOYsPZA5jBP1hEGOD3VxOs4TWpeDwIZyHboy0ZULrkMZImyW03mNYY6QtE1qHMkZ6FG0TWo9uGHvQLF1751omIVwGnNUwfk0tz8MZQ0hY67Q8D8cOIJl1QsvzcMQCn8wKUAbVD294hJaxq8nMG2lbqXYo5+Ey2lYOGcR5AP5F28ohQzkPxwMtr+dDOQ9HAi0nIIdyHlontA7lPEhacLW+jrS+Dtbi9brwPBQtz0NSnpOGoOV5uJnGu55U1PI8XElJshiClufhHDIvbRi/ppbn4YQBJLNOaHkejmQBT2YF6MYvW56HYdwzM2+m7eTbMM6DpAVX5q20ff4exHUqM68FTmp4iEGcB+BC2laaH8p5OBW4pmH8oZyHYygFp1oZynk4onH8oZyH1mNijpGOJn4trdvZ+t9dLS3Pw63AsQ3j19TyPFxDuS9rHkxovXM/oKyOb2EvhpC4V3yvYeyW21PX1rKtnof2sWvzPBQty597HtrHrqarntLqfnEb5Z684CuJ3j9qFP16BrAdKUBmXg78ulH4lrHryjwL+Guj6OcAf24UW9LCIvM84I+Nol8A/KFR7NpOpN0A2ikMJ4HxUNotvP0bmWc0il3bgZRFyC0ckJn/bhS7tp8C1zWKvS/DSdzbhzLI3sL3FvQqlJN8v2Fs3/0Lz0PheSiGdB4cI5W0oPN6XSz0cxjdvHyrtiZt59OryZLovXej8DdT3qEWfCXR+yeNol8D/KxR7Koy8yLgoEbhL2kYu67MU2mXZHg60LoSbi3/oN3C2yMy85RGsWs7GLi4UeyDyLywUezafk67BRD7Z2bLxRU17Uu5v7Wwd7cAS/NgQuudyTyf8o+0emRglwZxm8jMk2kzyXkLsHuDuK0cRptJzmsZyEtO50DaTHJeCuzfIG4r+wEtJiLPBH7bIG4r36XNJOcxDGeVFsCutFnJ+YcsL1FDsTPlHlfbTzOz5crp2r7ZKO7eZF7ZKHYLrc7DHl2F6KFodR52IbPVwitJC5dW16lvDWUwpquy1uo87DSIXSiA7r6yc6PoOzWKW123e8pujcIP5jxQtgxtNVYxmPPQTe61Gqto9e+tvszTaDMReSvt/r1Vl5lH0GaS83qGlRBzMG0mOS+nTBQNxU9pM8l5LkNZxFnsDbTYJvJE2i0QlbRw+QFwRYO4p9JugWgL3wZajKn+PTOHtFXuLrQpZvUbMlvu5FdbqzGQH+dwdl+AdufhuwwnUQvanYdds1T0H4pW52HnIexCAf8tXtRqzGYwY0HdThS7Noo+mPPQVXjfs1H4wZyHblehVmMVwxkb7IEJrXftvUDtqhFfJXMoW4pNeAf1K1J8KjNbrWyorpuEfFuD0B/IzBaDfk1kmeRscR7e2U0cDkNJpnpXg8hvHcpDLUCWSc4P1g4LvHUwE//8d5LzM5XD3kq59g5GZv4T+EblsNcD76scs63Mw6lfwegK4KOVY7Z2EPUn4S4EPlc5Zmv7Un8S7nTga5VjSlp4/RT4U+WYZwH/Vzlma9+l/pa5J9Bu8LOVbwCnVY55KEOp0HK7L1B/K8oDgN9Ujtnax4H/VI75AzIPqxyztfdTfyHnNwdUmWTCu6i/kPNzXUGBIXk79RdyfjgzWyTatFHGrVqMDb57QNWb6SbnW4zbvC2HtHixJGu8v0Hk7Qe0w52kBVnm9ZS53treOqTrVLej1scqh231TNBO5rnAlypHvRl4d+WYTWXmidQfr7iG+vOFbWUeAvy4ctR/A5+oHLO1XwK/qxyzxb+11vYGDq8c82SGl7C2C6XdNbWYN23ty5R+XNPvgF9UjtnaJ6lf5O3HmfmXyjFb+yD1q9XuSubxlWOOFRNa70rZEq9mIs3pDO1hDsjMY4FPVQx5DPDZivFGoruwfrViyD/TbrVPM5n5S+puy/Fz2m1v0dL3qPvQsSeZQ6rAMOHrQM2Hjh0zc4gVGD5D3SrOn8jM4yrGG5X3AzW3k31vZv6rYrxReRsl+bKW7SmJ04PRJaW/nroVEF4/qIlemJjs3YqSnF3DHGDrbjBekmavXKe2puwcUSUi5TpVK95IZOYtwJbU2z7oVmDLgVWioEsk2opyv6nhBkp/GE5iDpClKv62FUNeSXmOGcyENwBlEfKbK0a8GHhrxXgjkZlnUXeC+kyGtmgPIPME6iZBHE+ZGBmUzPwbZWKrlkOpO9Y4Gpm/AfaoGPEA2lV+aWkf6m5Vu3dm/qxivFHZBfh9xXjfIPNPFeNJ0u7U3RnvW2TWTv4ahS9Td9vrL2Qp7jA0HwNOqhjvw5TdTofm3cA5FeO9MzNrxhuVN1N2Ea3lTWS22OGzmW6sYlvqVt3fZkgFvQC6naa2pF4169uArRjWjoN0OyRuRb1q1jdSxkgHsZPXf5X+u03FiFcD2w5pMQxAluvZGyuG/Dd1xxpHoyyIqbmg9RwGthimDya0Ts3XqZN0eBHw3AEnIHySOkmHZwEv6CYMh+jdlJVKs3Uy8LIcUDXOubyBOpWcDgdeM7iJPaB74HgNcGSFaH+g7sPAyHR9+GXUWa31c9qslm6uS1Z4PnB2hXDfAz5dIc7IZeZ1wHOps+1erfvv6GX+h3IeaiRffoLMISb9k5kXAs+jTkWrd+Qwk/4nFki9hNknSZWBpWEm/UtakJVkrRdRZ8D2DUNNQMiSrPUKZr87yRxg84Ftu3i7kqy1NbOvQHgz8NJuq/LBycwDqVNt6HrKGEjtiq+jkbkPdZIYr6SMiV1eIVYfdqFO0uGlwHNzYEn/k3yOOkmH5wLPZ2hJ/7d7P6XC+Wz9E3jJoKpx3tFbgIMrxDkaeNXQJvbgv5P/W1InOegQyqLQ4Sljg5tRqtPP1q+Bd1aII0m3K9frV1KnIMVvGVpV0k6XTPRi6uzK8WPgQxXijF5J1noecF6FaLsDX6wQZ+S6ZMPnUKfy3pco52J4SrLWJtRJ5vwgmftViDNyWZK1XkCdnYvfnJk13hNGr+yk8nJmvzvJHGALhpn0T7dY4bXMfsH7LcCmA9yhpij9uEby5Q3Ai7qkyMHJzP2pU7TxamCTHFjS/yR7UKfy9GWUMdJhJf33wITWqSgvOttTEjpnetE+EdigS2gYpC5pbQtmN4B/BLBBDm87sf/qEnFfBnx7FmH+DGyYmZfVadXoZancswmz24rhAOAZWbamGqZyo3k6s9s6cl/geUNboTVZ9+CxEbOr1LoH8PIBJ7vTXdvWZ3ZJzv8HbDXgZHcy83RgA2a+ynkOZXvTtw0y2X1CqbC7ITDTCrO3Au8i86P1GjV6XQWjpwEzvfffSKloNrStq+8o87eUAcKZrva+ljLJ+516jZKkSTJ/DzwbuGSGEa4DXkNm7S3rRiozfwq8kJlvs34VJTnpR/Va1YPM71KSe2f6rlYmhEoFv8HKzK9RqpTM9F3tAuDpWbYxHK7MjwM7MPMJnTOBjcg8pl6jRqt7L9kB+CgzHxs8hTIm9s9qDRu18p66DbOrUHo0sP5QJ3Lgv8kgmzG7bVr/CjwlM2tWgxqtMo71fOCHs4jyW+BpZF5Vp1Gj141rPpPZFUD4CfDsHG4hDLoFCxsDf5xFlO8CLxlwsrukBVnZ9empzG5b7e9TElJuqtOo0cuyC8NTgL/NIszOwKsGvCgHMs+mzGEcO9MIwOeB7Ya4KGdCl2S2AWWh1UzcRklsfs/A53KOpMxxnj3DCDcDbyXzM7Wa1IfM/DPluXamuwXeQKnEuVO9VvUg81eU95yZLsi9Gth0qIVqJmTmDyjJvTNNursceH638+9wlf68JTPfhfEi4JlkzuY9qXdZrm/bM/PCPecAG2fmEfVaNWLlPvceSnLvTJ+B/knJGxxiZfeRM6F1qjKTzI9QEpWms4LgFkqVvTUY5pbJd5CZt2Xm2ymJKWdO46s3Ah8A1h1sVZJJMvPmzNyGslJpOv97rqVsr/fUISezTugGWTejTHROZyXFlZQJkOcNbruBeSmD7ptQJjqvnMY3L6Wcu1d0W3sOWpfUujFldfJ0qjGeT3mg3XbIyawTumvcOpRr3nQmvs8EnpaZ7xj0QFAnywKO1YHPMr2J75OB9TLzY4MeAJlQKr09Efga03u4PZry7FBzK8veZOY/gJUoievT+Xs9FFg1M3dr0rBRy/wDsCJlW8rp+B2wclchTZLaKQPXK1Am6abjD8AqZE73ewukzDyAcr2ebvW9XwErZubP67eqB5n7Uu7f092a80fAigy1GsdcMnMPYBVK5bwpf42yCHalzDysScNGLXNHYA2mt3hvDvANyvXhuBbNGqUsPkF53ztxGl+9lTLZ/aQcaMXiO8icQ+a7KBO+01m4fxPwYWBtMmtUw+pVZt6SmdtRxoOm87/nOso2dRsNOpl1QuaNZL6KMtE5nUUxV1GqkT6HzCtbNG2UuqTWF1ImOqezU8tlwKspu3gNN5l1QklqfTqleu90FsVcSEkQ29JkVklNlaTWZ1F2IJzO3NTFlN0nXjPkwiQTMvMSSlLru5hegs65wHMy802D2zp6XjLPAdai7EgxnfvP6cCGZL6PARcmmdAtuFuNUml2On+vJwBrZ+anx2Qu5xhgZWAnpreI8XBgdTK/3qRdI5Zld7gVKQuNpuPPwCpZFkgPXylQsgIw3Yq7vwFWolS0HLzM/AllbPCAaX51P8oY6XTHFBdMpV+vwvR3L96LMkY6FrsuZuY3gCcB/5jG1+ZQFsKsPNjdzCYreYOfAdYGjp/GN2+lVHddjcxTm7RtDMU4PF+MXMQi3P7CsyFwz7k+MYeS9PoDYA/Ki8HYiYjFKFsybEdJ9F12ro/cRhng/x6wZw53W7k7FRFLULboeB1lUmPpuT5yK2WF33eB7+WAKw7cmYi4G7ApJVF1TWCpuT5yM3AU8B3gB9225OMnYlngVcBWlBv6EnN94kbKy80ewL7jMPgxLxFxT8pWBFtQkvkWm+sj1wOHAbsBP80xHayOiPtS+sLmlBfhuReSXEupyvIt4FdjMQg0DxHxQMq14VXAE4CY6yNXUV52dwF+O+TqtHcq4qGUCbvNgMfN4xP/oSQE7Qz8ccgru+9MRDyK8gz1UuBR8/jIv4GDKANHh43FYNi8RDweeCNl0vMR8/jERcCBwE7dCnFJGq2Ix1GuUy8Clp/HJy6mJDp+kyGvrL4LEbES8CZKZYaHzuMjF1C2xt0pxyBhb74iVqf0h+cCD5rHJ84Ffk65b43loFxEBGWw8k2UiiXLzeNjZ1Kq7O2SY7CoeZ7KediQ0h+eDtxnHp86nbITybfGIXFxXqKMDT6D8ly7Mf87NpjAqZSxwd27SljjJ2JRSkLndpTKTnef6xNzKGOD3we+wxgs7p6XiFiccr98PbAu8x4bPJ4yNrhXjkEC5zxFLEXZ1Wpb4Mn879jgLZTFm98B9ibz2tE2cDQiYhnKAvatKQsB5h4bvImyi9kewI9yDBa5z1PEPYDXUMYGV2PeY4P/oIwN7m8iq6SRi7g7Zdx+S8p1avG5PnED5Tq1O7DfkKuy3pmIuDflWv1aSrLOonN95DpKNdddgZ+PQ1GSeYq4P+Xe/WpKMt/ccznXUHYo/BZwAGNQlGReIuLBlGe5VwCP53/ncq6kVGPfBTh4jOdyHkF5tn858Nh5fOJy4GDKHMYhYzyX8xjKu/+LgUfO4yOXUMYGdwIOH+O5nBUoY0EvAB42j09cSEn43GnIO9PclYhYjdIfNgEePI+PnAf8gjJGOp7VJ8uY2FqU/vAs4AHz+NRZlCIJOw959+47042RbkA5D08H7juPj51B2en5W1kWkIyfMjb4NMq/i42Be831iaRUZN0H2I3MC0favjFgQutslU76KEoiwqKUFX0njuuA3Px0A/mrcXuljo2Bf4ztgNx8RBnIfzzwQMrLzn+Ak3JMkxbnpxvIX4PbtyxZHzhiXJMW56skO68I3I8yiXMpcApjmrQ4P1EmNNaiJCxCmdQ4ahyqkE5HRCxNWcV2T0p/OB84fWxf+OcjStL3WsDvux+tBhw3ti+681MmdlaiLAa5lZL8cM64DnzMTzdguia3V35bATh1IewP96Mke9+NsgDkNF9sJC1QyiKdFVjIr1MRsRxl0dpvuh89ZmyTFu9MxIMoi3OWpEzynjKuSWrz0w3c/j9u38HnWZR33ulU5Ru+ch4eQRkXW4yyYO+kIW8dPhNdf1iF27crfRqlP0ynOuHwlbHBx1KS/xehLFw8kXGoOjkN3djgkyiLmaFUsv3HwjY2SCmE8ARK8v8ilEqkJy1sSYtdIYQ1KYuZoSQ8Hzm2yUDzE7EkZYz0vpQxsUuAUxe2MVJJCzCvU8B/C9esxe0V6NYEjlnY5nIoi1NW5Pa5nPOAM8ahGut0REn6XouSuAmleM0JC+HY/b0oY2LLUhZonQmcuxDO5dyHMvc/MZfzeOC0hbA/3J/ynrMUZaHaPxnXBax3okt2Pr37f59Dmfefzm6+w1fGgh5MGQdZgrJg72Qy/9Nru0asGxNbgdt3MnomZUzsyt4a1YdyHh5JKQyyGGUhzIksbGODlZnQqmqiJOdMTFrccyy2kteM2R80mf1Bk9kfNJn9QZI0JN63NMG+oMnsD5rM/qDJ7A+SpCHxvqXJ7A+azP6gCfYFTWZ/UCtzl8uXJEmSJEmSJEmSJEmSJEmSRsqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRWSZIkSZIkSZIkSZIkSZIk9cqEVkmSJEmSJEmSJEmSJEmSJPXKhFZJkiRJkiRJkiRJkiRJkiT1yoRW1bTUpP++d2+t0IJimUn/fffeWqEFwpfgno8ElgfeAnfruTnq2a5wn0cBDwc2hSX6bo/6ExEBLDfpR4v21RZJku5KRCwCPGjyj/pqi/q3Diz6UOBRwA9gOcpzjRZei0/67/v01gotEN4Cd3sE8EhgR7hXv63RAmDyuOiyvbVCkqSpudek/15qfh/SQuO+k/578fl+SmOvm8t5wKQfmWe0cJs8BvagbsxUC6/FJv33/cMxUlUSmdl3GzRgEfFE4HXABsCK3DER5TzgcOD7wK8y89bRt1Cj0t2Y1gO2BtYFHscdH2bOAP4OfAf4Y3rxGW8RiwLPAl4LPJmSywpAwpyAU4C/AruTeWQvbdToRCwBvAR4JbAmkxJBEm4JOBH4I7Armf/sp5EalYhYFng1pU+szh0HxW4AjgMOAnbLzPNH30JJkm4XEfcBtgKeBzwJuMekX18DHAP8Gvh2Zl42+hZqpCIeCmwLPDNh1bjjYr3/AEcBPwH2JvOaPpqo0YmIxwGvBzYGVuaOE7wXA0cA+wD7Z+ZNo2+hRipidcoY6foJT4g7TvCeA/wD2As4kMzb+miiRqMbI92I8vywDvCYuT5yGvA34NvAXx0jlST1KcpcznOB1wBrAY+Y9Os5wMnAIcDumXn06FuoUYqIJYGXAa8A1gAeOOnXNwMn0M3lZObpo2+hRiki7gFsDryIMpczefHm9cCxwG8p14cLR90+jVZE3J+SB7IJsBp3XKx3FWWM9BfAnpl5xehbqFGKiEdQxkCeDjyROy6CuQw4EtgP+GFmXj/6FmocmNCqGYmIxwM7UQbtp+J84J2ZuW+7VqkvEbE2sDOw6hS/cgrw5sz8Y7NGqT8RzwO+SilW9D+S/ylldRjwRjKPa900jViZxNka+DR3XLn5X/PoD78G3kzmOY1bpxGLiMWAdwPv447JQPNzG7A38I7MvLxl2yRJmltELA18HHgLU6tKcxOwC/DBzLyuZdvUg5LY/GXKJO+iMM/n2MmuAT4PfIHMW9o3UKMUEQ8HvgE8f4pfuRT4EGWSz4HYcROxMmVMbL2JH93F9eEs4O1k/qJ10zR6EbEh8E1K4YepOB54Y2b+rV2rJEmat4h4MfB/3DGJ9c4cQrlvndSuVepDtyBnO+CTwP2m+LWfA2+xKMX4iYjFgfdT5nOmssPAbcB3gXeZyDh+uiI1n6FcI6ay6+YNwNeBj2XmDS3bptGLiOWAHYHNmFql5iuBTwE7pot7NU0mtGraImJ74IvAkjP4+n7A1mmlkrHQlY//NPAeZra1wNcpic5O8I2DiLtRJnG2mMG3bwU+AnwOb0zjIeK+lArdz57Bt6+lJLXuVbdR6ktEPBL4MWUV73RdArw2Mw+q2ypJkuYtIlYDfgQ8dgZfPxN4RWYeUbdV6k3EM4DvMZ8FWnfhaGBTMv9Vt1HqS0RsTlngffe7+uw8HAS82mrOY6JM+r+bMjEzk+1Xvw9sh5VKxkK3gPNLwNtm8PXsvvt+J/gkSaPQLeDcDXjVDL5+M/AB4Csu1hoPXXLSD4CnzeDrVwNvyMwf1m2V+hIRjwX2ZepFrCa7CNg8M/9QtVHqTUQ8mbLzzPIz+PqpwGaZeXzVRqk3EfF8ym7M972rz87DYZT+cF7dVmmcmdCqaYmIT1KqSszG4cAzMvPqCk1ST7ptSPakbDUwGz8DNjWpdeDKAMivmHrV5vn5GqVSiTenISvbTvyRqVckmZ8dyNxx9g1Sn7qtWP8EPGgWYW6lJAftX6VRkiTNR7f7xG+ZWjXx+bkOeE5mHlKnVepNqVi0L7DYLKJcDGxM5ql1GqW+RMRbKbuRzMYpwMaZeUmFJqkvJZn1K8DbZxnpz8BzTWodtq6C1T7AS2YZ6ofAa0xqlSS11FXa+w2w/ixDfRF4r0mtwxYRD6SM3f+/WYZ6c2buNPsWqU8RsQJlbm+5WYS5BXhpZv6yTqvUl273iQOApWcR5ipKXpAL/wcuIl5FWfA/kyJ3E84DNszMs+q0SuPOhFZNWUS8Dti1UrjfUib47IADFRGfpWwbXcMumfnGSrE0amUiZx9g00oR30PmFyvF0qiViZxDgCdXivhyMverFEsjFhH3BI5lZqs353YLsEFm/qNCLEmS/ke3jfixwL0rhLsaWC0zz6wQS32IWAM4lKltp3ZXzgWeSOaVFWKpB912rD+pFO4IYD0X9g5YxA6UhNYafgK8zIW9wxURXwfeUinclzLz3ZViSZJ0B9228j8DXlAp5Nsy82uVYmnEImIJSsW8J1UK+QKTGIcrIu4DHAc8tEK4m4B1MvOYCrHUg65S79HAshXCXQ48MTMvqBBLPYiIpwB/ABatEO50ypj5dRViaczNJntaC5GIWB74v4ohnwW8vmI8jVBErAO8p2LIN0TEMyvG02htSr1kVoBPETHbyp7qz7upl8wKsDNlyxsN05epk8wKZRvPPSNiqUrxJEn6r25ibzfqJLNCqfD67Yhw3GWIIpYEvkudZFaAh1N3TEUjFBH3A75VMeSa1FsgrFGLeDzw2YoRX8LMtvvVAiAinka9ZFaAd0bEbCvmSZI0P6+lXjIrwOe73bk0TB+kXjIrwG4RMZNtqLVg+Cp1klkBlqTM5dQaU9EIdbv0foc6yaxQtqfftRt71cBExDKU/lAjmRXgscDnKsXSmHNiRVP1ZWCZyjG/2FVu04B0Dxs7Uf/6sXP3gKQhibgb8PXKUZcAXNU7RBEPAT5aOer9gE9XjqkRiIgnA9tUDvt4YIfKMSVJgpJQVHuR3YbAKyvH1Gi8FVihcswtiVi3ckyNxieB+1eO+eGIeFjlmBqNr1ImaOvGjJjNNo7qQbdoZefaYSljpE72SpKqiohlqb/Ibilgx8oxNQJdIasPVA77AODjlWNqBLrqi5tXDrsK8ObKMTUamwPrVY75XOouqNDovAd4VOWYb4mIJ1aOqTFkQqvuUrft4osahL47ZTWghmU9YNUGcR8FPLtBXLW1KfUn9gCeSkTtCWS193rqVbGabHMialVL0+jUrFIz2RsjYrFGsSVJC6/tG8VtdT9UK2WhZatJFydzBiYi7kWbsavFceei4SnVWVvsMHRfYLMGcdXWMynVZWpbCXhKg7iSpIXbq6i3I8lkz4mIxzSIq7beALQYY98iIu7RIK7aajV29RZ3LhqWbmHdWxuFd4x0YLoqy29oFP5NjeJqjHgD0VRsQbu+Urtym9pr+Xdmfxieln9nWzeMrdrKS06r/rAUVjcblIi4OyXhvYWHAU9vFFuStBCKiEdTqqm2sHZErNgottp4KvCIRrFfjjvVDM1mQKvKmdtYhXFwtmoY2zGx4XGMVJI0JC3vLS2fkVRZl2DYav5tWeDljWKrgYi4D/DiRuEfRbvxNrWxCvCkRrGf3lWH1nBsAizXKPbmEbFUo9gaEya0aipabom3Spf0ouGoXWJ+snWdzBmQiMWBtRoewe04h+VhwEMaxrc/DMvqtKnWO8H+IEmqqfV9ZZ3G8VVXy/6wOOU5ScPRsj88iHbJ02qjZX9Yk1L9RMPRsj/4zitJqqZLGGmVoATet4bm0bTZeXGC/WFY1qRNtd4J9odhcYxUk7XsD0tTEqil+TKhVVPRcrIlgCc2jK+KuuTjFltpTXgAZUJHw/AEYMmG8VfttvvUMLQcEBtFfNVlf5AkDUnr+4oJjMNif9Bkrf++7A9DUSpZrdbwCEsAKzSMr4oi4oHAgxse4tERca+G8SVJC5eVaZuw9iSL1QyKY/eazP6gyewPmswxUvXKhFbdqe4FpOUqLShJjBqG1n0B7A9D0qrE/IS7UbYn0TC07g+t46uu1tdy+4MkqSbvW5rM/qDJfM/RhKWBZRofwzGx4RjFv91RjMNKkhYOre9b96Bt8RPV5TuOJnMMRJPZHzSZ/UG9MqFVd2UUK+pctTcc9gdNZn/QZK3/rnxmGRb7gyRpSFrft3ymHRb7gyazP2iCYyCazP4gSRoS71uazLF7TWZ/0GSOgWgy+4N65Q1Edyoz5wCXNz7MZY3jq57WfQHsD0PS+u/qJuDaxsdQPa37g9eGYfl34/j2B0lSTd63NJn9QZPZHzThOuCGxsewPwxH62sD2B8kSfW0vqdcB9zY+Biqx7kcTeY7ryazP2gy+4N6ZUKrpuKYgcdXJZl5JXBWw0NcDpzXML7qOhm4pWH848m8tWF81dX6Wn504/iqy/4gSRoS71uazP6gyewPKsqi/+MaHuFW4MSG8VXXRcClDeOfk5n/aRhfkrRwOR6Y0zD+MZmZDeOrLt9xNJn9QZOZF6TJvD6oVya0aioOaxj7lMy8qmF81deyP/zdl94BybwJOKrhEf7eMLbqO4u2kzn2h2E5kjIh24r9QZJUU8t3HPC+NTQt+8NtlOckDUfL/nAZ8K+G8VVfy/5wDJlWNhuIbvyy6Rhpw9iSpIVMZl5P24U53reG5TTgiobx7Q/DcjhtE97tD8PiGKkma9kfbgKObRhfY8CEVk3FXg1jf6dhbLXR8u/M/jA8ew40tmorkzl7Nop+M/CDRrHVQFfR+2eNwl8CHNgotiRpIZSZpwL/aBT+WNpOHKq+31Eq77Xwc6y4NzT7UAbZW9jTRb2D892GsR0TG549G8a2P0iSattzoLFVWWbeRru5/xuBHzWKrQYy89/ArxuFPw/4faPYauMo4KRGsf+amac3iq02fkm7BRA/6hbcSPNlQqvuUmaeAfymQegbcXBuiP4AnNog7gXALxrEVVt7A1c2iHsYmZaZH55dKFWnatuXzJbVX9XGNxrF/VZm3twotiRp4dXqvvVNE9YGJvMWynNtC99sFFeNZOZllKTW2uYA32oQVy1lHgcc0iDy1cD3G8RVW78Czm0Q93TK4gpJkmr6LnBtg7h/ysxWyU9qZyegxVjF3ukiziFqNSa2S2a23MlPlXVjmM3GSBvFVSOZeQOwe6Pw9gfdJRNaNVXvoH5Fig91EwMakMycA7y5Qejts0wcakgyrwXeVTnqbcD2lWNqFDLPAr5QOerVwPsrx9QIZOafqb8a+2zgi5VjSpIEpRr8XyvHPBwr1QzVl4EzK8fcj8w/VI6p0fgA9RdyfqlbQK7heStQe1L2PWReUzmmGusm59/SIPRbuvFXSZKqycyrgPdVDnsL8LbKMTUCmXka8H+Vw14BfLhyTI3G76i/497pwI6VY2o09gBqF536E7Bv5Zgajc9QCtPVtGdmHl45psaQCa2akm4Lxg9WDHkoPsQMVpZJuJ0qhtw7M39aMZ5G69vUreL8GTKPqhhPo/Vx4ISK8d5G5vkV42m03gJcXCnWHGDrLIn0kiRV1SWObA1cVynkjcBWVqIYqMzrgK0ozx81XEqbhaEagcy8kJLEWMvJwEcrxtMoZR4LfKpixIOAXSvG0whl5i+pu2XvtzLzoIrxJEmabGfKLoy1fDwzj68YT6P1YeruyPnmzLyoYjyNSFeV841ArUJkt1HGxNxOfIC6AmRbUq/Y3bXANi7aG6bMvBLYtmLI84EdKsbTGDOhVdPxFeqUfj4ZeFFmttiWWqPzduCXFeL8AXhdhTjqS3nReSVwZIVo3wM+ViGO+pJ5E7AJpZLmbH2SzD0rxFFPukrsz6Gszp5VKOB1mfnH2bdKkqR5y8zTgRdRklFn42bgpZl58qwbpf5k/gXYhtlvw3gl8BwyL511m9SbzKz1rnou8JzMnO11Rv36JGXb3tk6GtisG1fRcG0HHFwhzgHUTZ6XJOkOumSilwHHVgi3B6VqmwaqSzZ8DnBehXAfyswfVoijnmTmxZT+cNUsQ80BtszMQ2ffKvUlM08AXk6pxD0bNwAvyMzauyBphDLzQOos1L8MeHaXJCvdJRNaNWXd6pztKQP4M01G/T3wlC7BRQPWrc55GbOrIrE38LzMvKFOq9Sbsl3N05h5knMCXwK2whVaw5d5HrA+8PcZRrgZ2IHMj9RrlPqSpYLRU4DTZhjiauAVmfntao2SJGk+MvNg4JnAhTMMcTElWe2Aeq1Sb8riqk2Z+YTOacCGZNbeqk09yMyPU5LNZlql5HBg/cw8t16r1Ivbq3p/npknvf8aeCpO5Axel6D+fMoi7ZnaHXhxZt5cp1WSJM1bZl4BbMzMd92bQ0lkfX26KGfwMvNsylzOTAvW3EipzPrpao1SbzLzSGAj4IwZhrgSeFlmfr9Wm9SfbjeKTSi7Ds3E+cAzLFQzHjJzJ+A1lIq7M3ESZUzspHqt0rgzoVXTksXHgbWZ3gq+K4A3UG5al7dom0YvM2/OzO2AZwNnTeOrFwAvyczNTWYdI5lXAy8EXgv8exrfPIUyyfturNw8PjIvoAyEvJvpPdweBjyJzB1bNEv9yMwTgVUpievTmaD7FbBiZu7bol2SJM1LZh4CrAh8m6lvOZ+URJYVM7PmFo7qW+Z+lP7wizv8+M6/dQvwZWBV3IJzrGTm14EnAdOpNnMd8F5gvSyL/zQOMueQ+T5gA8puVFN1GWX7xud3i4M1BjLzxsx8LaXS+/nT+Oo5wCaZ+TqTWSVJo9JVRtuEsiPFdOZsT6Qko3zQraPHR7fgbh3gA8B0tog/BFi1S3LSmOgKlDwR2JHpVef8GbBCZv60fqvUl8z8HWVMbG+mvphzDrAbsJKVesdLl6y+MvDbaXztJspCmNUz859NGqaxFS6e0kxFRFAqrm1HGbx96FwfuZayomsv4Efd1gUaUxGxKPBcygvwusD95/rIfyjVGr8N/KKr8KpxFbEkpYLvFsBawD3n+sRFlAnAXYHfW5V1zEXcHdgceBVl8nfpuT5xDvBHYBfgcLdbHG8RcX/KveKlwCrAEnN95DTgIGBnt2qWJPUtIh4OvB54AbACsOikX8+hJDH9CvhWV9lE4yziCcAbgWcmPC4gJv32FuB4YH9gDzJnWsFCA9CNia1JWby9MbD8XB+5HjgG+AHw/SwLQDWuIhYBnkq5X6wPPGiuT1xNqdD7XWA/SkVPjamIWJxSsXVrSnLIfeb6yGXA3yhbNR+QmbeOtoWSJN0uIu5G2Vb6tZS5nLvP9ZELKYmLuwJ/tCrreIuIe1Iq8L0SWA2421wfOYtuLiczjxhx8zRiEfEAYFvgJZQktsUn/TqBf1IS23bJzFNH30KNUkQ8kjIGsgnwBO5YPPE2SgXOnwO7uZh3/EXEypQx0mcAj5nr1zdRxkj3Bb5jwUPNlAmtqiYiHs3tJehXA453hd7CqZvYeTy3V6hYCTjZF92FVMQiB8NK74Pj5gAfgP/3ssyZbj2uoYtY9K/wxB3gqNuAN8IjX2fyx0IrIpagVG79R/ejh2ap7itJ0gKnm+h7IqWiPMADM/OSHpukHn0q4iE/hvOXAL4BT34yHIvV9RZaEfEI4Ozu/12dMiZmktpCat+Ix34OTlsE+AKs+lQ4wYW8C6dujHQFSkU7uv8+1TFSSdKCKMoinZW5fYfOx2bmTLce18BFxGKUMZAjux8tn5nn9Ngk9ShKIaMncvtczkMy88Iem6QeRcQDKcWroCziO85deRdeEfEw4Nzu/10LONbidqrBhFZVExH3ACa2yrqn1ScWbvYHTWZ/0GT2B01mf5AkDYn3LU2wL2gy+4Mmsz9oMvuDJGlIvG9pMvuDJrM/aIJ9QZPZH9TKInf9EUmSJEmSJEmSJEmSJEmSJKkdE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUq//P3l2H21qUDRi/ByRFQkXBQGwlpBtEkRAUBVFURCUkxe7u/LCDLhUDMTARUREB6VTEAFEEJKWb83x/zLtlcdzAPnvNrPfM2vfvus718e141jhnzhszzzxjQqskSZIkSZIkSZIkSZIkSZJ6ZUKrJEmSJEmSJEmSJEmSJEmSemVCqyRJkiRJkiRJkiRJkiRJknplQqskSZIkSZIkSZIkSZIkSZJ6ZUKrJEmSJEmSJEmSJEmSJEmSemVCqyRJkiRJkiRJkiRJkiRJknplQqskSZIkSZIkSZIkSZIkSZJ6ZUKrJEmSJEmSJEmSJEmSJEmSemVCqyRJkiRJkiRJkiRJkiRJknplQqskSZIkSZIkSZIkSZIkSZJ6ZUKrJEmSJEmSJEmSJEmSJEmSemVCqyRJkiRJkiRJkiRJkiRJknplQqskSZIkSZIkSZIkSZIkSZJ69aC+GzAWUnoosAy5P68HLiLi7n4b1YuHDfz341NK50XErN5a05eUlgIeBSTgGuAfRES/jRqtlFIClh740mNSSn+KGdYP5H54LLAkEMAVwGUzdDw8buBLjwBu6Kk5vUkpzQM8HlgCuBv4V0Rc1W+rRi+lNC/whIEvLcEMHA+k9CDgicBDgDuBi4m4vt9GjV5KaX7gKQNfWoSZOR4WAJ4ELAzcDlxIxM39NkqSBuTr1BPJ16k7mKHXqZTSgsDTB760IDPzvrUweTwsCNwC/I2I2/ttVC8ePPDfT0kpnRsRd/TWmr6ktBiwLDAfcBN5PNzVa5v6sfjAfz+hmxObcXODKaWHk+dB5gX+A/x9Rs4N5nmgCY9LKf1hhs6JLQ0sRZ4jvQq4ZIbOiT164EuPSindOEPHw+PI6wcBXE7E5f02SpIG5OvUMsDDmcHXqW4NY9mBLy3JzHznnYe8hrE4eS3nEiKu7rVNPejWcp448KXFmZnjYT5yPyxCXsv5OxEzrh+6tZynDnzpwczM8bAgeTwsxD1rObf026heLDTw309PKZ0TEbf11pq+pLQI+X4xP/fMkc68ucG81j3hyd0c6Z29taYnKaUlyO+9DyJfHy+ciXODJaWZNndSRH6xWQvYDXgW9364B7gZOAP4FnA4ETeOsnmj0k3IPRPYFdiAPGE96AbgdOAbwHdiXG/m+cVmY+A1wPrcO5ET4DrgVOAw4HvjutDXvdhsAewErEtOWhx0DXAycAjwo7G9ieUXmxcCOwBrc+9Eb4ArgZOAg4Cfj2vye8pJDy8GXgWsyb0X9wAuA04ADgR+Na4LXCkv9r8M2B5YnXs/0AFcAhwP7A/8blwXNFJKDyH3wcuBVbn34j/AxcBvgP2AU8e1H8gPsjsALwFW5t4vfAB/A34F7EvE2aNs2iillJYEdgZeBKxEftGbEMBfgGOAfSPi/NG3cERSehSwC/mesQI5CWTCLOBPwM+B/Yj42+gbKGnGS2lp8jvOVsCK/O916gLgaPJ16i8jb9+IpJSWIb/zPh9YnntvDL4bOB/4KbBfRFw88gaOSkpPJM+BbEFO6h088ecu4DzgR8ABRFw6+gaORkrp6cDuwKbkhZw08O07gHOB7wMHRcSVo2/hiKS0ErkfNiZvyhl0G3A28F3gUCKuHW3jRqObE1uD/O/i2eTNi4NuBs4izw1+I8Z0wbPrh/XJ18lnkhNBBt1IniP9BvCtcZ0b7JI/NiI/369P3ug+6Hry3ODXgCPHdqEvzw0+l/y+ty7wyNl+4lry3OChwA8Z07nBlDewvgDYkTw3+PDZfuQq8tzgwcBPx3aBK88Nvgh4NXlucInZfuJy4ETy3OAvGdO5QUlzsZyctTX5OrUW8NDZfuLf5Ov1gcAvxvU61W3c3BZ4Jfn5drHZfuRS4HfAAcBvxnju/sHAdsArgNXIyYuD/gn8lryGcdK4btJJecPiK8nrWquQNzYPuoi8lrNvRJw+4uaNTkoP4561nJXIG3oH/RU4FtiHiPNG27jRSSk9kvxsvzXwDP53LecC4Bfk8fDn0bdwRFJ6DPld7wXktZzZ5wb/BPyMvLb399E3cDRSSo8nz4E8jzw3OO/At+8C/kieG9w/Iv41+haOSEpPJc+JbQY8jf+dGzwP+AFwIBFXjL6Bo5FSWpF75gafMtu3bwPOAY4EDomIa0bcvJFJKa1O/nexEfcu6AU5yfks4DvA12IGFrYaWkT4Z07+wPIBJwXEFP/cEPCWgHl7b3vBP+TErDPJDytT+XMt+R9y6rvthcfDBgHnz8F4uCJg+xizfiDfsC+ag/FwCbB13+2uMB62DvjXHIyHCwM27b3dZcdCIr/sXjEH4+F8YP2+216hlLWO6AAAkGRJREFUH3bvrn1T7YczgdX6bnvhfpgXeCt5g8NU++FEYPm+2170D8wf8IGAW+bg+nBswBN7b3vZ8bAQ8GnyrtWpjocfA4/pu+2Fx8MiAV8JuGsOxsO3Ax7Re9v94x//zIw/8OCALwbcOQfXqe8GLNV72wv+IW/IOpA8MT2Ve9Ys8ibGh/bd9sLjYcmAb87BWLgr4KsBD+m97WXHw6OBH87BM8wdwN7AQn23vfB4eHzAMXMwHm4N+FDA/L23vex4eDp5UX+q4+FG4O2M39zgKuSN7FPth/8ArwXm6bvthfthXeAPc9APV5ITZ8ZqbjBg44C/zsH14dKAF/fe7vLj4QXkhJepjoe/A5v33e7CYyEFvDzg33MwHi4I2LD3tvvHP/6ZOX9g24DL5uA69ZeAjXpvd8E/5DWMnYCr5+C+dR6wdt9tLzwW5gl4XcB1czAeTg1Yqfe2lx0PDwLeRT51Y6rj4XjgqX23vfB4WCDgI5HfZac6Ho4OWLb3tpcdDwsDn+vmNqY6Hr4PLN132wuPh0UD9oupr+XMCvhGwMN7b3vZ8fAw4Ovkuc+pjIW7yIWcFuu77YXHw9IB35uDa8MdAZ8LWLj3tpcdD48jF+OZ6rXhVuCjwAJ9t71wPzyVvNFlqv1wU3effVDfbW/pjxVapypXHHgD8Cnuvftkqk4CXkLEZUXbNWJd5YX3Ae/n3rsupupY4GXRehZ+rjjwSeAt3HvXxVQdBbySxqv3plyN9EvkZOXpOBzYJSJuLdeqHqS0EHmxe7tpRtgXeD2NV6ZIKS1KfqB9wTR+PcgLvu+Mxnc6d0csfht4zjR+/W7gQ8BHo/EbdErp0eSqTOtM49fvAN4eEV8o26oe5GpmR5Irss6pW4C9iDikaJt6kFJaHvge9z6SZqquJ98rvlu2VT1IaQ3gCP63uv9UXA28ioifF22TJA1KaVXy/Xv23cRTcS3waiJ+UrZRo5dS2oBcVfHRD/Szk/g3sF1E/KZsq3qQ0mbk5/slH+hHJ/FPYFsiTinbqNFLKW1DPmFjsWn8+l/ICVvtV2xJ6dXAV/jf0xam4lxgG8ag6nxKaS/yu+sC0/j1U8jjoelKJd3c4LvI764PeoAfn8xvgJdGxFVFGzZiXVXWjwHvYHpzgz8Bto/WK3TkucHPkZOVp+PbwM40Xr23q263H/mkouk4EHhttH48ZT6h51ByZdbp+BzwNsa1aq2k/uUqnAeTK5JOx5eANxNxV7lGjV5KaXHgm8Dm0/j1WeT10fe1vpZDrj75HWDDafz2XcB7gU/T/lrOMuQ1jDWm8eu3AW+OiH3KtqoHKT2FvIaxwjR++yZgDyK+UbZRo5fyiSxH8r+nsUzFdcCOEfHDkm3qRUrrkK8Ps59QPBVXAtsT8cuyjRq9lNLG5HyO2U/mnYp/kd/9Tyrbqh6k9ELyKcSznzoxFRcCL2YMTuZMKW0P7MP/VjGfij+Q58Sar+acUtoD+Cz/W717Kk4n98M/yrZqPJnQOlUpfZicyDmMi4Bn0ujxe92E9ReBvYYM9UfgWRFx9fCt6kGesD6MfHz2ME4FNqHRY+e6ZNYjmV7y4qBfAVs2m9Sak1l/Sj5icBg/JC/4NpnU2iWzHsv0XngHHQbs1OpESHeU+m/Ix9EO44vAG1tNak35+I3j+d9jN+fUhyLig8O3qCcpPZm8O2vpISO9iYjPD9+gfnQTIL/mf4/tmhNBvjYcWqRRfUhpXfLxO9N50ZtwF/BSIr5fplGSNCCltYBfAg8ZIsrdwHZEHFGmUaOXUnoOOcloOhNSE+4AtoqWNyGktBU5uXk6yWoTbgaeS8QJRdrUg5TSq8iJOdNJVptwHbma01kl2tSLlF5HfkcZxhXAhjQ8cZ1Sej85iXMY/wCeGRH/LNCkkevmBj8DvGnIUBeQqzFeOXyrRq9LZj2QfKT8MM4AntNsUmtKDyIv8k43eXHC8cDmrSa1dsmsPwI2GTLUT4EXNZvUmpNZf8H0NjYP+iZ5M6dJrZLKysmsRwPrDxnpCPJ7b5PXqZTSEuR1uVWGDHUAsFuraxhdMutvmV4BhkH/B7yj1aTWlNLjyM9iywwZ6t0R8YkCTepHSk8HjmN6SXuD9qTh5N6U0mrk68N0NvROmAW8MiK+WaZVPUhpQ+Bn5Eq103UneWPvj8s0avRSSs8nV96db4gwtwJbRMRxRRrVh5S2I2/4n2eIKNcDGxNxeplGjV6XxPnVIcNcRc4TO79Ak3qRUnoX8PEhw1xCnhu8ePgWjTcTWqcipR3JO/ZKOAdYkwYnplJKbyZPWpdwAvli1d4LX0ofIe+6K+GnwJYtvuiklL7M9KsvzO4bEfHKQrFGK6XDmX5l1tl9iYjXF4o1Mt2C1k+ALQqF/HBEfKBQrJFJuXLzb4H1CoV8UzSYxJhSWgA4DVixUMgdIuKwQrFGJy/knM30KtxNZisijioUa2S6isXnAUsVCDeLvNh7XIFYo5XSY8mVyRYvEO1OYG0iziwQS5KylB5Fvl4Ps/lgwl3AekScWiDWSKW8GeUspleBcna3Aqs3OUGX0srkSpLTOZ1mdtcDK9HgrvOU0jPJm9WGmbCecCWwQpMVKfMCRqkFmIvJ46G5jb1dFYqvFwr3R/L14bZC8UYmlUlunnAysEE0WOGsUHLzhGOA5zaZDJLS54A3For2HSJeVijWSKWUDgVeXSjcvhGxR6FYo5PnBn/I8IUPJnyCiHcXiiVJE9ep7wLbFIq4NxFvKxRrZLpNOccwvdPlJvOeiBg2qWP0csGeExm+QMuEJpMYUy7YcybwtEIhXx4R3y4Ua3RyxeJzGD6pd8LmRBxdKNbIpJSWIq9hTOeUntndTU7Waq8yZ0qPJ4+HYTb8T7gdWIMGT+1JKa1IXuudzuk0s7sRWDkiLioQa7RyoZrjmd7J1bO7GliRiH8XiDVSKaXnAqUKN1wCPCMirisUb2RSSi8lnzJTwgXAqs0W/RuREpPy4y0nIHy+YMSVGL7S68illJ7G8Jnmg9YH3lAw3miktDr5WLVSngfsUDDeSKSUNqJcMivA9ilXAGpLSi+iXDIrwOtIadhKr33YiXLJrADv6XYBtuZNlEtmBfhESmnY3cF9+ADlklkBvthVfG3NpymXzAqwHyk9rGC8UfkyZZJZIT+3HpJSGqbC6ejlCfMDKJPMCnk37KGkVCLJSJImrlP7UyaZFXJFz0PJ1cqa0S3sHUyZZFaAhcj3rWEqnI5evr8cRplkVshVPQ7oxlkzUq7edAjl5s0eAXylUKzRSemh5OeYUpYlVzBqSspJ/18qGHJ54IMF441El/T/qYIh1wbeUjDeSKSc9F9ybndTYJeC8UYjJ/2/sWDEl5LSSwrGG4mU0paUS2YF2D2lNGyl1z68knLJrADv6E4PkKRSXka5ZFaAt5BSybWAUdmDcsmsAB9MKT2jYLxReQflklkB9ialkmsBo/JRyiWzAnylS4pszWcpl8wKcGCXJNuMrnDRPpRJZoWc/HdIlzTdjnvmBksks0JOBj20S6JvRndK76GUSWaF3J8HdXOv7cjj9xDKJLMCPBzYp8E50sXJJ9SU8ljydbcp3f1t2Aq1g55Gvg/rfrR10ejHJ4FFC8d8F7mEf0s+S7mb1oSPpvaSc75EuZvWhM90R500oXuorbEQ96XU0gNdbmupqiSDvtLSg0yXWLZ34bDzUqdvq0kpLQl8pHDYBSlXFXskUkrLAm8vHHZRoK2javIk3u6Foz6SnCzcjJSPZXlp4bDLAq1VP3ghsFnhmCsCexaOKWnm2oK80a6kpwN7FY5Z23YMf/Tk7NakbJLLKOwGlF6Q3ATYunDM2t5C2c1JAC9J7W1gfB/lNidN2JWUhj3edNQ+TrnNSRPellJ6YuGYte1NTtYv6UMpH/faki+SN2+U9H8pn/LRhjxv9eUKkb/Y0sa9btNKyWT3CV9parE3L/SWXpCchzp9K2kmypstP186KvDlxtZyFiOveZc0H+X7tq6UlqZ84amFaWzjXkrpKeQiLSU9lNaSc1JaA9ixcNRHA+8pHLO2TYCtCsesMcZqewnwrMIxVwV2Lhyztp3J7S7pWeT+bckbyeO4pK3I/95a8m7yda2kHVNKaxaOWdtHKFcQZMKbGi1uNjLtTIz0IU+o1riwzgvsWiFuFd0E++YVQi9E+YfEenLFyLUrRF6CvDu0FRtRdsfehMcAW1aIW8sLKX/zhrz4/6wKcWvZjvILewDrprYWOXciJ6CWtkVqa2fv7pRP+gfYNqX0iApxaylZwXrQDrRVnbRWP+yaGlrkpF4/7ElLi5yS5mZep7Ja/bBXamWRM7ezVj/Uiltct9Fyt0rhm+mHbuNtrTmbZjbmpJQeTp05m3moN86K6zYv1pizWYD8Pt2ErgLZBhVCLwq8okLcWjag7MksE5airQ0QzwNqFK14MrBxhbi1vBSoUbRijS7JRJKG9WLyiQmlrQysUyFuLa8CaswtPzultFyFuLXsQrkTSQZtRVsnze1BTswu7RUppSUqxK2l1jv6zrRVnbRWP+ze2MlF9ebEGpkbTM4NZinNS75O1tBMP3RVlmslZLc0N7gEdeZsEuULZI2VlhaX+rAdeXdZDTu2cuOibkWZdhJaYYeKsVvqh5pttR/qxy6tZlt3qBi7tFr9kMgTTXO97iVnh0rh5wdeXil2WTnRstZC5EOAF1WKXVR3BEWthcilKF/xtI6UHku9hcgnA+tWii1ppsiVSZ5bKfrjgQ0rxS4qpfQ06mxehLzI2coRjGsDtXaFb9TQSTWbAI+qFHurlFLp3fy1bAUsVin2K0ip9ClAtbyM8icWTdixmYT3fJx4rba2NAeyQ8XYLfWDc2KZ/ZDZD5Lmdl6nMtdyslr9MA/5mXmu11WCr7X2vyDlT22rI6WFqVdwagngBZViF9WdQPn8SuEfSy6UNffLBd5qbF4EWAFYvVLs0lYjt7eGDVJKT6oUu7SNyOO3hufTThGnLSlflXTCy1K+DrdgW8qfWDTh1U2d0DJidsz9q7WgBbA09S6CpdXsh+W6Yy5aUHOn5erdEfYtqNkPazexmJPbWLUfKsYupquQWPrIgUGt9MMS1Fv4h0b6gXwUfM2jIlvphxWAB1eM30o/rEb5YzgHtdIPa1WO30o/SJp7rUm9BCVo5zpVu532Q1b7vlhKzX6Yl/yc1IKa/bAQdao71lCzHx4OtHIiR81+eHJKqUZ1xxpq9sMqqZ1E75r9sFYLRSC6+cua/dDGs0OuuFWzimob/SBp7pUTBGoeadvEdapLGFmp4kc00Q/dyazLVvyENvohH6Fds4pqK/2wEvU2L0I7/bAGdXOGWukH5wYz+yGr2c55qPsOVVLNfliAus8mJdXshyXI92VNoqUS332omajFv2C9x6Z0Xc3PKKT2Ysu6KaUTK3/GUNaBeU/sFlsqzagucAasvnpKf6wTvphFqbvY8nDgaSmlSyt+xtCOhmU2q/uy9+SPpvTo98GNFT+jhGdQ52iWCSt1yaJ3V/yMEtarHH+1lNKilT+jhNr9sHoL/XAlrLtkxfh3wRrzNdAP1D9ua40WxsMNsPZD6n5E1WdVSTNC1evI7bDmgg1crxnBZG1K6VuVP2Not8JaC1aMfxOs85CUjq74EaXUXPCGPAdySuXPGNodsEbNXbdXw3pLpvSXih9RSu0qKuunlK6q/Bkl1J4bXC+ldFzlzxhWIlfdrmU+YK2U0tkVP2No74QHf7zb1FtpjnTxY2HFTVK6uE74Ypai7qbeZVOubP6fip8xtJPhaWvVq1QDsCIpzU/EHRU/Q9J4ezKwSI3Akf/Pcrul9IgD4LYan1HQ6tRNWFulhbnai2H9mseGzILV5m2gH3AtB4CrYd2au+ruhDXmb6AfqL+Ws2YL4+EmWLtmpZpbYa2FUzqs4keUUr1IS0rpR5U/Y2i3wZo1s91vgHUWS+l3FT+ilNqJt+uluT8/CurPDa4GXFD5M5qUIqLvNsy9crJpteqhuwAH1gquopYArq38Gc8Bfl35M1TGasDplT/j8cDFlT9DUnnvAD5ZMf6FQCvncQj2Jz/vVXQsEZvU/QhJYy2lrwJ71Ar/G1o5V0wAPweeWzH+QcBrKsZXWX+mbnmA9wAfrxhfUh2PBf5Z+TPWAk6t/BkqY0PguPof8wgiWkj8lzQ3Smk94ISaH/Eo4PKaH6Bitge+Xil2ALdTd5eHyvoA8MGK8c8Hlq8YX2UdBryqYvyfkM9uVxt+B6xfMf4XgDdWjK/mvDEivtB3I+ZGNXdjjYOq2b6mErdjFH9Xjod2OB4k3Zfa/3ZnVY6vskZwLXdISBqW77z6r9p/X46HtjgeJE3GOTENGtHflUNC0jCqX0O8SLXDuXsNcjxokONBg5wT04g5JO6DFVrvT0pVC1JcAi9bJhdBmdtdSD4KvpbnAr+vGH9o68C8J+ZNlgtUOk6LU2HtteBPlcKXsghwaeXPeBpz+YbWH8Gjt8yb64rrrsjxbnj0J+HmGp9R0PLASRXj30re4Dy3P+evB/ysYvwryUcjze2eB3yzYvy/UP9og6FdCa9YEr5aK/6dcOr80EJFztdSt+jWMcBLKsYv4gZ4z0Pg7RU/4nAitq8YX9K4S+n9wIdqhb8NvrcQ7FQrfkGfAPasGP8g4M0V4xdxC+yzEGxXK/6N8JlF4cO14hf0LWCLivHfB3yxYvwi7oCfzwfr1op/FbzuEfC1WvELOhl4esX4rwTm+uP2yEefLV0x/pbA8RXjl5DIc2I1T6LcADi3Yvyh7QULfREuA+apNUf6C1jxufULwQ7rEcBfK3/GMsD1lT9jKCfBU9aB0yp+xB3AIkTcWfEzJI2zlJ5Epet1t5Zz1w7wqK/l4pxzs1XJh6jUcgO5kPtc7SLY6PHwg1rxZ8El88IKteIX9CLgkIrxz6NuccMiroadHgafqxX/Tvjd/PD8WvELejO5YG0tPyYXSJ6r3QgfXgTeUCv+rfD1hWGvWvEL+iLw6srx31cxfhG3wdcWgBfWin89fHhx+Eyt+AX9iHwwRy1vJs+bz+2OB1aqGP/lEfHtivGb9aC+GzCXO4OKCa2PhRMi4oZa8UtJKZ1OvZMHAzgxIm6qFL+clM4B1qwU/dY14YyIuKtS/FJuSCn9lXrJdVcAf4m5PdM+pRuBq6mQ6N0tBvz5ExGXf6J08MK6a8PtwAKVPuLsiLiuUuxiUko1k3oBTm/kXnFi5Y84rYV+oPJ4mA9ObaEfUkq1N6qc0kI/kNLJlT/hjMrxJY2/M2sGX7Cd+9bJ1E1oPbmFfiClU6iY0PoQ+H0L/ZBSOpW6Ca0ntdAPpHQaFRNal8xzQXN9P6TcDzUTWluaG6x5QmIr/XAW9Rbn7yDfN++oFL+UG0jpT9Q7QfXazeCPc/3cYJ4jvYy8EbuGCyPikkqxy8n/Jm6mXqL3uSazShrSReRky0VLB+7Wcv54WMRVh5UOXlj3znsX9fICzmzhWY6UTqgZfh7Xcia4loNrOQNaWsupltC6UCNzgynPDdZMaG2iH8hzg9USWhdrZ470NOomtLYyN3g6dRNaXeu9D/P03YC5XM0HmUvIu9lbULMfzmsimTWr2Q+nMvcns06o2Q+/b2DCGnIbq/ZDxdjFRJ5QPrXiR7TSD9cDf6j4EU30A/m+VrOCcyv9cD55krSWVvrhTPKCbC2t9MMp1D0qopV+kDT3OpW61fBrb/wppfb1tJXrde2/r1Mqxy+lZj/cSTuTlDX74SbgjxXjl1SzH/4N/KNi/JJq9sOfWtjM2qnZD6c3kMw6oe6cWAtzg9mMnxsk4m7q3t/b6AdJc6+IWdS9ljRxnYqI26i7obWJfiDiaupWWG+jH/LJrFdVjN9KP5wL3FIxfiv9cBpwd8X4rfRD7Xa2Mkdau52tjIea/XA3dU+5KKlmP9zCXH5CzYCa/XA1+b6sSZjQev++Rb1jIg5qaHLua9Rb5GyhhPSEgyvGbqkfarbVfqgfu7Sa/y5qxi6tVltnAXP7Bm8AumT0Wv1wG/mePPfLid61jk79D/DDSrGL6nbUfbdS+EuAX1aKXVbEZcDPK0X/I+0kBkmaW0VcST76q4Y/A7WrfhQREX+j3lHXp0REK4l7Z5CPBqzhaCL+VSl2ab+m3lHXR3Yb4lrwI+DaSrG/RjuJe98Bbq0U+6AmNvVmX6feImdLcyA1j2ZtqR+cI83sh6xmW1uaG5Q09/J6ndXsh5rPSKXV6oc7yc/Mc73Iid61/s5uAo6oFLusnOh9eKXoVwE/qRS7qIi4FvhBpfAXAcdVil1WxD+AX1WKfiZwTqXYpZ1LvQ0Qv4qIiyvFLu148vit4QdEXFMpdmk/A66sFPvwbsNNC44k399qOLi7L2sSJrTen3whqfEgcwdwYIW4VUS+gR9VIfSN1Ev6KS/iPOo8dF1JvaSfGk6gzkPXRdRL+qnhp8DfK8Q9m3Z2aUFe3Kuxk/M3DS38AxxKnQeZHzZxxNw99idP3JT2je6luhVfoU5VzgOJqLljuLQvV4q7T7RT1RzgS5XifrmhzVGS5m61rlNfaew6Ve963Yr89zXj+yFytbmvVArfTD90i3v714gMfLVC3Cq6yqE15q7upE7/VhERlwLfqxD6FvL7dBMi4gLqbK67Bvh2hbi1nAKcXiHuP6m30aaGX1CnytsfgN9WiFvL98gVp0s7gYizK8SVNPP8AKixue4UImrcD2s5nFwwobSjI6Jm1dPSDqLOhrXvElHjfljLvkCNOfbDWjg+ekCtd//9iKhVNK2GanODjSVqzfi1nHBuMMvjtlZ7m+mHyNex/SqFb2lu8AbqzF3dTb3+HQsmtD6wd5MnFUv6AHkiuCVvAW4uHPNtDR0pNuF1lD9C+XW0s/tg4kFmD8pX7d2jWzhsQ27rHoWjzgL2aOWhFiAibgVeXzjsHeR/a82IiP8Aby8c9ibytbcZkatufahw2GuA9xSOWVde5Pxs4aiXAB8tHLOqiDiZ8jveLwA+Vzhmbb+g/A7n02hoc5SkuVzEryhfPeMs8uJIS74HHFM45m+BbxaOWdvBlK8AfhR5R39LvgCcXzjmoRHR0uZFgI8D/ygc8/O0tXkR4H2U38j5kYioVQm4lreRN6eX9I5opzLJhNdT/kSvN0RLmxfzvNWelK/auycNbV7sFudLzw0GeY60mbnBLlljr8JR7wJeWzimpJkqn6hV+ppyN/le2IyIuAl4c+GwtwFvKByzroirKL/ecD3l14eqioi/A58oHPYK4AOFY9YVcQ7lk8suAj5ZOGZVEXE85Yu8nUdDiXudH5ELWpV0Ii0VeMu+TvlTt35GnQJ6NX2FXLG2pMOJaGnzIsCnKF+t9svR3ubFD1B+I+fHI6JWJeCxYELrA4m4grIvJScDexeMNxLdg23JF51jaKgSxX9F/AF4f8GIR9BWdVYAIuL3wP8VDLlfRJRePK4v4heUHcefIieAteY7lB3H722sOuuE/ShbqeVNDR29MOhTlE2C2D3ycciteR/lkiBmATvT1s7mCW+mXBLEncCODR1Bkd2zEaTUOL4V2LGlhV5JTdiLchMytwE7dIuGzegSR3YBrisU8kZg58YqUUxs3NuRXDWxhKtobNMe/LcCwQ6UO33gEsovHtcXcSOwE+U2tF4AvLdQrJGJvOi9W8GQp9PYAidAl4BbMmHh1zRUkWNCV6X13QVD/oD2Nj9AxGmUTYI4mIjSi8fVRd4YVLKy12cj4oSC8UYj4nuUHccfJKL04rGkmSziR8BhBSN+hIhaRzLXdBg5YauUd0TEXwrGG5UvUrYa+usbLGQFuYDGWQXj7drgZjWAd1Ku6v7dwE5ElC4SNgqvB0qN49uBHSKidJGwuvLc1W6UK3Z3E3k8tFPQi/+eXLQj5U4mvZZ8fWhqbpA8fneg3IbWS2ltEwgQ+Xq2I+U2tP4NeFehWCPTnSS7a8GQZ9NYIas+mNA6FRFHkKsQDOuPwAtaTUCIiP2BjxUIdRrwkuZuWvf4NGUm3H9DXuhttR/eQ5ndWkfRWDXO2byOMsehfZ0GF/bgv4v/OwDHFQj3ZRpM+of/VuZ4CWWO3ftIRDRZfbE7Cv4FlEnmfEtEHFkgzujl6sXPBf4+bCRgFyJqHGtZXURcD2zK8ElSdwHbRZtJ/xMbpDZj+GO9bgO2brCqmaS5XU7W2pThJ2zvAF7cagJCl6y1BcNXILwZeH5EXDh8q3oQ8SdgK/J9ZxjXAZsTcfmwTepD5GStlzH8MYxXAJt2pzq0J+LXwM7k59Jh/AN4Li1VoRwQET8A3lgg1AXk60NTSf8TIuIQ4IMFQp0JbNNc0v89Pkeu5Dys3wGvbHiO9AOUSQ76GeUrnY7SmyhzKse3gXcUiNOXnYFjC8TZl1whXJJK2418ktKwDgI+UiDOyHXPHK+gTOW9z1DvWOq6crLWi8jJJMN6LxGtVV8EoEs2fB5QIil5r8iJ4+3JyVqbkTeiDmMWed2/teqLwH+TtTZl+NNJ7gS2jTaT/umS0zcnV14exq3AC2kz6Z+I+Ct5rffWIUNdD2webSb9Q8RZwLYMv+H9KmAz2kz6n6jivAPDb3j/F7BZVzW+ORHxY8qcTvJXYIvmkv57YELrVEXsTa5KMd0dNUcDG3YLhc2KiPeSdw5MdyfC94DnRJtV5rL8wrcXOflwugtbhwHP6xKemtTtznk1uRrjdG9eXyYnNze5kANM7M7ZhulXY5hFrsyyA+0u5NAdjbcF01/IuIucJP36hhdyJpL3ngN8f5ohbiP3QclK0CPXVVTdkOlPEN5E3r352XKt6kHEJcAG5EXK6fgP8BIiDi7XqNHrdumvB5wxzRBXAls2m9w8IR+fsQF5g9N0XAJs2lUHl6TyIs4jX6fOm2aES8kTc81VVxvUnUbxLKZfneMiYKNuoq9deTPNxsB0j0T/E/BMIqZ7/58rRMT3yQt8V0wzxJnA+l1Fx3ZFHEp+7712mhFOBNYnolTl/l5ExBeAVzH9pPdfAs+MvNmpWRHxIfKxvdNNev8h+Tp5Xak2jVo3b/EmcjWn6c5pfQN4brRZvSnL81g7kQsgTHdOa1/ypr1mF3K6ec1tydXephWCfBLW9tFY9aZ7yaepbAlMdw7jbnKS9J4NF4CQNDfLpzC8kOmfunc38GFg18bXcm4iJ+9Nt7L2neQiUG9reS2HnLz3bKZfsOZWYHciShSC6k3kDagbkE9PmI4bgFdERMmK9aOXT6pdn3zS7nRcQ36m/Ua5Ro1eRJxP7oezpxnicnLyYpvJzRPyBucNgT9PM8I/gOd0G4SbFRG/ATYCLp5miD8DG0bEqcUa1Yc8njcnj+/pOIc8J9Z0oZrI17etmX5BjJOB9SLionKtGr3ufrcd+f43Hb8GNohGC0CMmgmtcyJXIVgB+Pkc/NYV5N3JW7SacT+7iPgisDJzVo3xX+TKJi+JfGRd2yKie0lZgzl7uL0I2JKIHVpOZp0QEXdHxDvJD7fnzMGvXkBObH5d08msEyLuJGIvciLjnCxUng2sR8S7Wp4AmRARt0bEDuQdW3NSlfJkYPWI+HjTEyCdLmH/xeRr3pzsOPsNsHJEtLmreTYRcTX5AX8X5uyo9Z8BK0ZEySOg+pN3HT6LXM1pqlW5grwBZPnu2L7mdS8oa5MT16f6kD+LXL16uYg4ulbbRiq/sK5GXvCdanWyO4H9gBWJmG5ytCRNTa7MuTp5kW6qCTZ3AQcCKxBxXKWWjVRXRWJlcsWZqSZs3UFOZHlG8xO1EyJOBFYE9mHqCVu3ko+gXrVLkm5eRBwDLEfevDfVRKMbyZtg146Iv9Vq20jlCqXLA99l6tVa/wO8mbzB+1+1mjZKEfF18tzgT+bg164iVwTbLBrf6D4hIr4KPAP41Rz82mXkimAv6jaDNi2yT5HvmyfNwa9eDGwVEa+MRisW30vELHIBhHXISfxT9RdgEyL2aDmZdUJE3BURbyC//8/JiTXnkhez3t50MuuEiNuI2Jm8GWROKtWfCqxJxIdNZpVUVcTtROxGTuick02MZwBrE/GBMVnLuTkiXkHetDYnmxhPAFaNiL3HYS2HvMHqheRNa3OSWPJL4BlE7FejWaPWFSjZmFwx/+o5+NUfAStExHSTo+cu+dSe9YG3kk+cmdJvkavsL0/rSZydrkDJmuSNRlOtong3cAiwfETMyTvi3CviHGAV8sm9U83puINcAGtF8ob55nWnJq5ILlI21fe228j9tkrkfmxfHtfLkzfvTfW97SbyCTdrtlqpd3Zdsvpy5OveVJ8DridvhFm/Ox2teRHxLfLc4FFz8GtXA3sCm7S+0X2U0jg8b/YipacDu5InqVYAHjTw3cvJR04fDvxgHCbl7ktKaSVyP2xAvogPJkn/CzgN+Brwk+4Y6vGU0hrkpK31gacBaeC7/wBOAQ4FfjEOL7uTSSklcgW+nYF1gafM9iMXkhMXDwZ+MxYvu5PJ/bARuULF2sATZvuJv5AXOg4EThrXSdqU0rzkSaFXA2sBjxv4dpArNp0IHNAd5TmWUkoPIleneCX5BfDRA9++m7zIcTywfzR6NO9UpJTmJx/hsx15I8BSA9++C/gDOaF3/+arV92flBYiV215KXnRc8mB795BXsj6FbA/je9Quz8ppUXIC9nbkPthiYFv30beIHEM+fow7DE/c6+UFidPlm4FrAosNvDdW4CzyJuoDiLi36NuniSR0mLkZ5itycn4s1+nziafRHIgY7yjOKX0MPKRSi8gT2Q/ZODbN5Gv1z8BDu429IynlB7JxGbd3A8LD3z3BnIS0w+Bw2i46uIDSSk9hvzuvyk56XnBgW//h7zQ/T3g8LHYzHtfUno8eS5oY3JS4/wD372aPCd2BPDtcdjMe19SSk8l98OzyQs8g3ODV5DnxL4JfD9yRbCxlFJakdwPzyTPDc478O1Lyf3wdeDHY7Gp+T6klFbn3nODg3Ok/yTPDR4GHD0WiYuTyXNi6wCv4Z65wcE50ovIc4OHAL8e8znSZ5HnBtcBnjjbj/yVPDd4EHDCGM+RzkO+X+5AnhtcduC7QS4KcCJwAHDauM6RSpqL5evUxsCO5OvU4we+G+TKcieRr1OnjOt1qlvL2YI8T7kW8NiBb88ir+X8jjxX2+YR4lOR0nzk5NbtyWsYjxr47t3kU7d+C+zXepW9+5NSWoBcsOXl5Ln7Rw58+07yqT6/AfbrjiQfTyktTC5asy25Hx428N3byWs5vwQOIOLikbdvRFJKDyHPDb6IPDe4+MC3byXPDf4COLDZI+WnIqUlyM+0LySv5QzODd5Mnhv8KXAwOUF8LKWUliTPDT6PPDf44IFv30ieGzwKOCxyFezxlNKjyO+8zyXPDS408N3ryHODPwC+TsunVj+AlNKy5DmQTchzgwsMfPsacj8cAXxrLDbz3oeU0pPJc2IbkecG5xv49pXkOdJvAd8d57nBWkxoLSGlBcnJOfMCNzAm1RbmVMoLXBMJF8tG40fJTVtO1FmSPHF9LRFTrcg3VlK+mU88vD42xqQayxzLiQAPI0+AXM04L2rej5TSMuTkboClY4YmZ3UJEYuTJ0CuHOcHuPuT8gL4RMLmI8alStEcyQtcjyC/+N4JXD7OG2DuS7fQ9yRysj/Aw8b6Rfe+5An0pckvvrcDlzGui9yS2pSv10uTkxjvIF+nxnfD4n1I+Xr9FPKCHsDi41BlcI7lBc9HkScqbyU/x4xlUtL9SXlBY+K55SnA38Y2Ken+5M1rS5MnbG8CrhjXxf77k1J6OLkSK+Tktb/PxPGQ8ia+R5LnSK8f60T/+5FSWop7qnzN5DnShwAPJye1XjvOGx7uT7cZYmKz5mPGerH//uT75hLkOdKryEdeS9LcI28+fygz/DqVUnoc9xwvPWPXcsjP94uR13KuGOeNevelm7t/PPdUXV9yRj7f5354JLAIeS3nMsZ4o9596cbDk8nJ/gAPjZmYA3HvtZzbyHNiM24tJ+V75sTf/9OAv8YMnBskF7Z6FHmj9y3k8TAT54IeSk5ihXyduHCGzoktQM4bnI9cAOKqmdgPJZnQqmJSSouSS0YDLBZjvONAD8zxoEGOBw1yPGiQ40GS1BLvW5rgWNAgx4MGOR40yPEgSWqJ9y0NcjxokONBExwLGuR4UC3zPPCPSJIkSZIkSZIkSZIkSZIkSfWY0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQKkmSJEmSJEmSJEmSJEmSpF6Z0CpJkiRJkiRJkiRJkiRJkqRemdAqSZIkSZIkSZIkSZIkSZKkXpnQqiJSSvMATxz40ioppYX6ao/6lVJ6EPD0gS+tkFKar6/2qGcpLXA2rPQcYCPgJHgKKc3bc6vUl5QefB6stjHwLOBX8HhSSj23Sj1JKS0OrDnwpUclx4MkaS6VUloSWGfgSw/vqy3qV/e8svTAl9bsnms0A3XjYdmBL62WUlqkp+aoZynPdzx54EsrpZQW6Ks96lc3H7r8wJeW6+ZNJUma66SUFgRWHvjSk7v1X81A3TvNagNfepxz9zNXSmkJYK2BLy3VV1vUv2/AkhsAGwN/hnVIyTnSGaq7Lzxm4EtrpJQW7as9Gi8pIvpugxrVTb49H9gVWB94yGw/cjdwLvAN4NCIuHa0LdQodS+62wI7kZOTZk9ovh04AzgE+FZE3DzaFmqkUloMeCXwKvIEyOwJzTcDJwEHAj8k4o6Rtk+jldIjgZ2BlwPL8b8baq4DjgP2A44hYtYom6fRSik9HtgdeBHwpEl+5ErgGGAf4Pfhw6okqUcppRWAPcjvvstM8iP/An4KfDUizh1l2zRa3QTt2uTxsCnwyEl+7ELg+8C+EXHRCJunEesW9jcBdiPv1Vtith8J4HzgW8BBEfHvkTZQI9UlLW4F7AKsCzx4th+5Czgb+BrwtYi4fpTt02illBYmz3/sCKwOzJ7QfBtwKnAwcERE3DraFkqSdI9uY96ryes5KwGzb7y4CTgROAD4UUTcOdIGaqRSSksDrwFeRi5cNHsC67XktZx9gV+FazljLaX0RPJaztbcu7DZhH8DvyCv5ZzqWs6YS2ll8pzY84BHT/IT/wR+BOxDxPkjbJlGrJsj3YB8fdgYWHKSH/sLcCSwX0T8c4TN0xgxoVXTklLaiPzy8oQp/sqtwIeBvSPirmoN08h1N6xtgS8Cj5jir/0HeCtwiA+3YyYv6u0FfAyYakWafwG7E/HTau1SP3IVmvcDb+N/k5rvy/nATkScUq1d6kXKie57k5Obp7qT+wRg54j4S7WGSZI0iZTSUsBXyBswpurHwB4RcWmdVqkvKaUnkzfjPXOKvxLkzZxviYjrarVL/UgprQkcBKwwxV+5E/gM8MGIuL1aw9SLlNLm5M2Zj53ir9wMvBf4UkTcXa1hGrlujvRVwGeBh07x164G3kDe/O8cqSRpZLqq8m8kr90uPMVf+wewW0T8ola71I+uaNGHgTfxv0nN9+VcYKeIOKNaw9SLrhrr58jJ7lN1HPCaiLiwSqPUn5QeQ37n3WIOfutI4LVEXFmnUepLSml58pzYWg/0s51Z5E0Q74iIm6o1TGPJhFbNke4FZ2/yS850nAq8yAW+8dBVHDiEnNA6HT8FtouIG8q1Sr3JxwkcCWw4zQgHAnviDt/xkHdu/pCpL/IOmgV8BPgQPqiMhW7R/3vc+9iJqboNeF1EHFi2VZIkTa5LTvoGU09GGXQdsENEHFW0UepNSmkncnLzgtP49UuBF0fEyWVbpT50yWrvAz7A/546MRXnA1tFxF+LNky96KqyfolcpXc6fke+PrjANwZSSg8BDge2nGaI7wGviohbyrVKkqTJpXyi2veA9aYZYh/g9RYwGg8ppaeS13KeNo1fv5tc1OQTbs4ZDyml9YAjgEdN49dvAfaMiMPKtkq9SelF5FyQ6Rwhfw2wHRHHlG2U+pJS2ou8YXv+afz6xeQ8sbOKNkpjzYRWTVl3nNphwPZDhvo7sIFJrW1LKS0E/Ix8tN4wTgU2jogbh26U+pPSkuTdd8sNGeko4CUmtTYuV7A6HlhqyEhfBN5oUmvbUkrrAsfwv8duzqk3RcTnh2+RJEn3LaW0FfBdpl6RZDKzgJdHxBFFGqXepJReD3xhyDC3AJtFxAkFmqSedMmsn2X6G7wnXAFsGBF/HrpR6k1K6UHAd5izKt6TuYA8HkxqbViXzHoMsPaQoY4HNjepVZJUU5fMejzwlCFDfZf83mvF+YallJ4O/JbJj4ueE3sDbzeptW0ppQ2BnwMLDRnqtRHx1QJNUp9Sejl5w/90NvROuBPYhogfl2mU+pJSehfw8SHD3AA8JyJOL9AkzQAmtGrKUkrvBz5UKNyZwNph0lqzUkqHMmdHDdyfo4CtfdFpVE52/zXTr8w6u88R8eZCsTRqKT0YOBt4UqGIryPiy4ViacRSSo8C/gAsUSjk8yPip4ViSZJ0LymlFYDTgQUKhLuT/M57ZoFY6kFKaTPg6ELhrgNWcGNvu1JKu5MrUZVwEbCSR621K6X0aeBthcKdSE5qNRmkQV2y+3eBbQqFPDwihi0mIUnSpLpTOE9g+E0YEz4ZEe8qFEsj1m3KORdYtlDIXSPigEKxNGIppWWA85heJc7ZBbBpRBxbIJb6kNIawEkMt+F/wm3AqkT8qUAs9SDlSr3fKxTuSvIc6VWF4mmMDZNNrxkkpbQy+Vi1UlYF3lkwnkYopbQl5ZJZAV4IbFcwnkZrL8olswK8kZTWLxhPo/VxyiWzAnyKlJ5YMJ5GpFvY249yyawA+6eUSsaTJAn479HRh1ImmRVgPuDQlNJ0jmBSz1JKiwEHFgy5OPk5JhWMqRFJKT2eXHGolCcAnygYTyOUUloHeGvBkOsBry8YT6P1UsolswK8oqsWL0lSDW+hXDIrwNtTSmsWjKfR+j/KJbMCfDal9LiC8TQi3VzFgZRJZgVIwEFd0rRak9KC5DnSEsmsADlePulEjUn5lN59C4Z8BGAhK02JCa2aqs9Q7qY14X0ppWGPo9aIdTs4P18h9GdTSqUWjzUqeaH3Y6WjAl/Axd72pPQU4HWFoy4MfLJwTI3GJsDzC8d8FG6IkSTV8SpgtcIxVwR2KRxTo/F24DGFY24BPLdwTI3Gx4EHF465V3e8p9rzefK8RUkfdeNee7pNK5+tEPrz3fyrJEnFpJQeRrlTOCfMQ531QlXWnVCzW+Gwi1B+vVCj8Xzyek5Jy1B2I6BGZzdgucIx1wReUTimRuO9wJKFY26bUtqgcEyNIRNa9YC6CfaNKoSeD9i5QlzVtRm5mkhpjwBeVCGu6noV+SW1tFXJD7dqyx6UX9gD2Jp8dL3a8tpKcXdOeYeoJElFdJUo9qoUfk+rcral22hZKxF5z0pxVUm3EfvFlcLvXimuKkn52MUacxULk+dX1JatgKUrxH0ceROEJEkl7UiuklfaOimlVSrEVV213k1fklJ6RKXYqqfWWs6unlzUmJTmod54cE6sMSmlRYAdKoV3POgBmdCqqag5oVry2HqNRs2/M8dDexwPyvJLTq37xbzAdpViq4Jux3/p6qwTHoaLe5KkslYAVq4UeznKV35VXc+lfOWBCc/rjupSO15O+ROLJrwq5fcotcM5Ug1yTkyS1JKa9xY35jQk5WO/t68Ufn7gpZViq4JuE+dmlcIvRfnKr6prLeDJlWKviSfVtOaFwKKVYm/TJcxK98lJU03FWhVjPzml9NCK8VXe2hVjr2n1oobkCokrVfyEmtcelfdEoOb13PHQltWp+5zpeJAklVT7vuJ9qy01/74S+TlJ7ag5Hhan3kKR6qg5Hp6RUlqoYnwV1M1f1hwPPjtIkopJKT0EWL7iR3jfasvTgIdUjO94aEvt0zIdD21xjlSDav59zQdY4V33y4RWTUXtC8nKleOrkC75eJmKH7EE+VgttWF56lWqAViRlOarGF9lrVw5vg+1bVm5cnzHgySppJUrx/e+1ZaVK8d3PLSl9t+X46ERKaV5gWdU/Ih5gRUrxldZjyGfHlItfkrp4RXjS5JmlhXJm+tqWdmTB5qycuX4vuO0ZeXK8R0PbVm5cnzHQ1tWrhzf8aD75cOl7lf3ArJ45Y+pOfmnspYYwWc4HtpRu7ryfICl5ttRezxYzbstta/ljgdJUkm171u+47TF8aBBtZ87HQ/tWBhYoPJnOB7aMYp3UseDJKmU2vethYAFK3+GynEtR4Ncy9Egx4MGOUeqXpnQqgcSI/iMWSP4DJXheNAgx4MG1R4PjoW2OB4kSS3xvqVBjgcNcjxognMgGuR4kCS1xPuWBvmOo0GOBw1yPGiQ40G9MqFV9ysiAvh35Y+5vHJ8lXMl9W9cjod21P67uhm4sfJnqJza46H2vUhlXVY5vuNBklRS7fuW7zhtcTxoUO2/L8dDO0YxR+F4aMco/q6uGMFnSJJmhtr3reuA2yt/hspxLUeDXMvRIMeDBjlHql6Z0KqpOKNi7FnA2RXjq6CIuAn4c8WPuCwifJBpx5+BWyvGP4sId+a048zK8Wvei1Se40GS1BLvWxrkeNCg2n9fjodGdJv+a14fbgPOrxhfBUXEVcAlFT/iLxFxQ8X4kqSZ5Y/AnRXjn9E9K6kNvvNqkONBgxwPGuR4UK9MaNVUnFAx9lkRcUvF+Cqv5ng4sWJslRZxF/D7ip/geGjLZcDFFePXvPaovDOpm/DueJAklXRS5fg+17al5nPGbdSfDFZZNcfDJcC/KsZXeTXHwymR51nUDudIJUlNiIjbgVMrfoT3rbb8nbpV95y7b8tpwB0V4zse2lLz7yuoPwersmqOhxuBP1SMrzFgQqum4mtArQnVAyrFVT01/84cD+2p+Xd2UMXYKi3vwK41Hm4CvlMptiqIiJuBb1UKfxHwm0qxJUkzUERcDPyyUvjjI+IvlWKrjuOBv1WK/e2IqH1kucr6LvWOmT/ASlbNOYS8CFeDc2LtObBibMeDJKm0WveWAA6uFFsVdO8gtZ5jrgeOrBRbFUTE9eT33houwIT3tkScT71iVj8nwk29bTmaehsgDus23Ej3yYRWPaCIuIw6DzLXAodXiKu6TgNOqRD3T8CvKsRVXd8HLq0Q92dE/LVCXNV1EHWqch6KR+216Mu14kbErEqxJUkz1xcbi6tKuueML1UKX+v5SJV0Ccg1Fuhvo24ynCqIiAuBn1QIfTku/LfoN9SpKHM6cHKFuJKkme0I4MoKcX8YEf+oEFd17Q/USCQ60JNZm1RrDuSLbuJsknOkAqA7ReYrFULPAr5aIa7GjAmtmqq3AtcVjvmGiLipcExV1j147k7Zqr0B7GqCUoMi7gD2KBz1FuD1hWNqFCKuAN5dOOplwPsLx9QIRMRZlJ8IORsTQSRJdfwU+GHhmD8jbwBTe/YBziwc8ysRcUbhmBqND1J+I+d7IuLywjE1Gm8Abi4cc08rk7SnmyPdjbJVe+8GdnfhX5JUWkTcCuxVOOyNwJsKx9QIRMSlwAcKh/0n8OHCMTUCEXEKOcm5pFPx1IFWfYfyJ1l9l4hfFI6p0fgscH7hmP8XEX8qHFNjyIRWTUlXpfW1BUN+H6uzNisiziYv6JTymYg4oWA8jVLEjylbseYt5KonatMXKXccfACvIeI/heJp9N5FPlamhFuBHSLizkLxJEn6ry5xZA/gikIhrwZ2MyGlTd3zxqvJm+1K+AvwzkKxNGIRcR2wE7mCRAm/Bb5QKJZGLCL+TtnEja9FxA8LxtMIRcRJwKcKhvyImx8kSbVExHeBbxYM+QarszbtM5Q7Dv5uYKfwpL2WvQ0otTZ7M3ktp2RxLI1Knst8Dfm05RIup2yekUYoIm4DdgDuKBTyXMrmGWmMmdCqKYuIb5IfZob1G+CVLuw17+OUKQX+deAdBeKoX3sAPy4Q5yNE7FsgjvqSKy1vDZw2bCRyMuvPh2+U+hIRNwObAX8fMtRtwNYRcc7wrZIkaXIR8W9gU3Iy6jD+Azw3Iv41fKvUl4j4A7AV+TlkGP8ANvWEmrZFxDHAzgxfifFM8nPt3cO3Sn2JiAMoswDzM2DXAnHUr/cAhxWIsx9WNZMk1bcTcHSBOO+NiEMKxFFPumTDF5BPRRvGLHLy4q+GbpR60yUjb0qutDuMW4AXWH2xcRH/BJ7L8Cc4XwVsSsRVQ7dJvYmI04CXAMMWHPorsHmXJCs9IBNaNUciYm/gVcB0d1gdCGwREaWqnKgnXULyXuQqM9O5ed0NfIT8klOqyon6EnEHsA3weaa3wHcLsCcRHi0/DiKuBzYGvj3NCNcALyKiZOVf9STyi+/6TL9y78XAxuFxJJKkEYiIc8n3rbOmGeJcYAOrq42HiPglsBHT35xzHLCeVYvGQ0QcSk5ynm7S+3eBjcITKMZCRHyIfNz8dOc4v0RObr69XKvUh25ecyfgQ+T5zjl1J/BuYA8LQEiSauuePbYCvjLNEDcDr4mIjxVrlHoTEdcCzyafrDodV5KTF79RrlXqS0RcRJ4T+900Q1xIfuf9dblWqTc5ifGZwB+nGeF0YD3yhnE1LiJ+RE56n24Bh18A63cng0tTYkKr5lhEfB1YAfgBU09cOx/YLCJ2MeN+fET2KWBV8kLdVP0eWDsi3m8y6xiJuJOINwHPYrYdnXEf/935OfAMIvap1ziNXMQNRLwceDFw0b2+dd+/dTdwOLAcHrk4VroXlI2BPYF/T/HXbgO+CKwYEaWOPpIk6QFFxJ+BtYD3MvVKBDeQE1nWiIjpTvRqLhQRvweeQd68d+sUf+0K8nFqz4mISys1TT3oJvCXI582M9XjEy8Cto2IbSNv/tOYiIj9gRWBn87Br50DPCsiXh95c7DGQETMiogPAmsyZ0f3/hZYPSI+YTKrJGlUIuL2iNgLeA5w3lR/jXxK3woRcVC1xmnkIuI68jrOy8jFJabiLnKF+uUjYk6ehTWXi4hLyOu8rycnLE/FLcBngWdExCmVmqY+RJwHrEYuUjbVgnf/Ad4FrEPEX2s1TaMXEceR88T2Aaa6Ofcy4DXkyqxTvaZIACTnSTSMlNKy5AvQBuSkxkW6b91NTmI9DfgacLyTcuMvpbQCuSLBusBKwILdt+4gVyo6GTgkIs7sp4UamZQSsDbwamCtgBUSPAgg4JaUK16dCBzow+wMkNI8wCbAdsAaAU9LkAACrk/52M3fAAfjgv/YSynNT64CsA2wOvCEgW9fTd61eQxwWLdDXJKk3qSUFiYv6ryAPIH7mIFvX0a+b/0E+GZE3Dz6FmqUUkpLkN9xNiU/xyw58O2LgDOA7wE/MFFt/KWUHkWeA3k2+fqwWPetAP5MnhP7JnCMm3nHX0rpSeQ50vWBVYCFu2/dRa5ocwp50f/3zpGOv5TSKsCOwDrkTRHzd9+6nZzUfBJwcOQFYkmSepPyWs565NM51wKWB+btvn0zeS3nd8BBEXFhL43UyKSU5gU2A15Ofud9Kt1aDnnD7xnktZyDImKqhSvUqG4tZxvgReR33scPfPtK8pzYL4CvdYnRGmcpLQK8AnjeLFh9Hlh64LuXkK8PRwHfIWKqG8LVqJTSw4EdyOv/qwMPHfj238jj4QjgRxEx1Q3h0r2Y0KpiUkqLcU/1modHxDU9Nkc96xb6JhKRHuqRejPbJik99Ay4ZhawDCxxri82M9pLU3r4L+Gqu4F5YbFrI6a6q09jKKX0CHIVM4DFwvEgSZqLpZSWAi7v/l/vWzNYSmlRYKLa5iOtMjCzzTYeloyIq/tsj/qVUlqcXJUGnCOd8ZwjlSS1JKX0MHLRAYAlTFKb2VJKS3JPlU7nQGY413I0IaW06IPh+gWAHWDpz5jgPqM5R6pa5um7ARorg9nRd/bWCs0t7r6P/9YMdCzc9R/yk8x5YGWaGe4IuOM/5LMpXMURcFvfDZAkaQ7c0ncDNFfyeUaDrM6rwXkP50jlHKkkqSWDzy6u5WiqR0prZnDuQ/91M3nX3medK9W9eZ1QMSa0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVya0SpIkSZIkSZIkSZIkSZIkqVcmtEqSJEmSJEmSJEmSJEmSJKlXJrRKkiRJkiRJkiRJkiRJkiSpVw/quwHNS2kBYEVgGXJ/Xg+cQ8S/e23XiKWUFgJWG/jSs1NKJ0XEVX21qRcpPRhYCXgUkIBrgLOJuLbXdo1YSukhwDoDX1o/pXRiRFzfV5v6kFJaHFgZWBII4Arg7Ii4scdmjVxK6aHAegNfWrO7PtzSV5v6kFJ6BPn6sARwN/Av4NyIuLXXho1YSmlpYO2BL62SUjo5Im7vq02jllJKwKPJzw8PAe4E/g78MSLu7LNto9T1w+OA1Qe+vFxK6fSIuKunZo1e7ocnAMsBCwO3A38G/kLE3X02TZKAievU47nnOnUH8BfgzzPpOpVSmgd4IrDqwJeflFI6OyJm9dSs0UtpXuAp3Z8FgVuAPwEXEhF9Nm2UUkoPAp4+8KVNU0qnA/+ImdUP8wHLk68R8wE3AecB/5ph/bAA+d1/wsbdO85lPTWpHyktCDwDeCwwL/Af8hzplb22a8RSSgsDawx8acNuDuSavtrUi5QWIf+7WIo8R3oVeY70uh5bNXIppcWAdQe+tG43Hm7oq029yHODKwMPI8+RXk4eDzf32SxJ+q+UliBfpx7OPdepc4i4qc9mjVpK6eHc+761Rkrp9zNtLYeUHkley1mcvJZzCXAuEbf12axRSyk9inuv5ayUUjolIu7oq00jl+fEHgusACxCXsu5CDifmbeWsyz3Xst5WkrpjJhBc4PdeHgieT5oIe69ljNj5ga7OdInD3xp85TSmcCFM3CO9GnkvpifPEf6R+DiGTZHOh/5Gjlhk5TSacAlM2lukJTmJ/fDsuS8wRvIzw4za26wsDSTxlAxeaJ6G2A3ctLefJP81L+AbwH7EXHhCFs3Mt0E7UuBXckTtfNO8mMXA98A9o+IS0bXuhHKyZuvAF4DrMLklY//BhwGHDiuyc5d8uargZ3ISVppkh/7E3AIcEhEXD261o1O98K/E7AD917gnBDkBb6DgK/FmE7kd0mLrwFeBTxpkh+ZBZwJHAgcHmM6MZRSWoZ8jdyenLg3u7uBU4H9ge+Ma3JrSumJwO7Ay8mJnLO7EzgJ2A/4/rgmt6aUng7sAWwLPHKSH7kdOB7YF/jRuCZ1ppRWBvYEtiZPEs/uVuDXwD7A0WM5IZInPtYk98MLyJOjs7sZ+AW5H349kyZEJM0lUlqDfN/airwhZ3Y3A78kX6eOHcfrVDdhvx75ev08YNFJfuxG4OfAV4Hjx3KiLvfDRuTx8FzgwZP81HXAj8n9cMo4TtymPFG9GbkfnkNevJjdNcAPgK9GxFkjbN7IdMm8W5Kf7zcEFpjkx64EvgvsExF/HGHzRiblieoXkecG12PyucHLyHOD+0bE30bYvNHJG9y3Jb/3rsnkxRP+STc3SMQ/Rti6kUk5eXM7YBfyxofJ5gYvBL4GHDi2yc45efNVwM7k5ObJ5gYvAA4FDmZMCyGklB4G7Nj9WW6SHwngD8DBwGER8Z8RNm90UlqKPBZezb0XvCfMAs4mzw1+gxlWAEDSXCAXoJi4Tj11kp8I4BzyderrjOlmhJTSo8nPMK8kb7qf3d3AGcABwLdiXDcjpLQs+dn+FeQExtndBZxCXsP47rgmt6aUnkJ+13sZsPQkP3IHcCJ5DeOHY5vcmtIK5Hf/FwOPmOQnbgN+S54T+ynju5azGrkftgYeOsmP3AIcS+6HY8YymTHPia1D7octgcUm+ambgKPJc2LHjemcWAKeRe6HzckJ3rO7HvgJuR9+P6ZzpPMAm5L7YWNy8YfZXQv8EPgqEWeMrnGj080NPo98v3gWuejB7K4CjiTPkf5hdK0boTw3uBX5+WF9cmLz7C4HvgPsQ8RfRte48WBC65xKaTPyQ/tkD7OTCfJN/B3jtJMvpbQ1+X/XZAk5k7kb+AzwgRiXh/x8494e+AKTL/BO5k7go8AnxmXnVvcAsxvwf0z+8DKZW4H3AZ8fl0SlbnHzjeS/38lu2pO5EXgbOeF7LC7G3S6cdwPvYfIFvclcC7yBnNg6Lv2wIPBh4C1MvpA1mSuAPSLiB9UaNmLdot6nyQ+0ky1kTeafwC4RcUy1ho1Yyjv8P09e2JuqvwI7RcQJVRrVg5R3tn+FvCloqs4DdoxxeulL6bHkJPbnzsFvnQrsSMT5dRolSQPyYtZ+5EmpqTqDfJ06r06jRi+l9HjyJrRnz8GvnUC+f/+1Tqt6kDfkHAKsNQe/9QtgVyL+WadRo5dSWoXcDyvNwa/9ANgzxmhTa0ppXXIC1mQL/vflG8AbYoxOrkkpbUxObJhs0+J92Q9421id2JLSC8gL2ZMtdE9mFvm96L2MyWbObk7sZcCXyJUnp+Iu4OPAx8YmASD3w2uAvZl888dkbgM+AHxmXCq+d5WKXg98jMkXNidzE/BO8gaA8UgAyHODbwfez+QLepO5jjyv+rVxTACQNJfJSRhvBT7I5JuzJnM9ea7/4HG5TnWnDLwPeAdTP9H1amAv4IhxWcshF2/6GPkePtW1nMuA3Yj4SbV2jVhKaVHyOv5r5uDX/g68JiJ+XadVPcgbk75I3qw2VReQ58ROrtOo0euKFu1LLsYxVWeR13LOqdOqHqT0OPK7/8Zz8FsnATsR8ec6jRq9lNJTyXNB6z7Qzw74Ffn6cHGVRvUhpZXIc4OrzMFv/QjYnYjL6zRq9FJKa5H7YbLCbvflW8Drx6rgXUrPJq8dPH4OfutA4K3MsFOth2FC61TlZLXPkx/Up+PvwAtoPPu8q0CxP3nH4nT8CdgyWq9am19wvk6uxjEdZ5LHw6XlGjV63bFZR5B3okzHCcDWrd+8UkpLkhcr15tmiF8A27Z+3FhK6THkB7M5eZAb9D3gla1XKU0pPYlcnepp0wxxKLBr60fPp5RWJI+HZacZ4ovAm1tPeu8e7H/A1Bd5BwV5Mu39rU8QppQ2It8vprrIO+hu4F3A3q33Q7fo/3Wmvsg76A7g9UTsV7ZRkjQgpecBhzN5tYEHcifwJiK+UrZRo5dSehl5gmmySqQP5FZgt4j4etlW9SClXchJWlNd5B10I/BqxmCzVkrpzcCnmPoi76BrgZdFxC/Ltmq0uqS9D5IXvKe6UW3Qv4FtIuKkku0atS5Z7TPkpKvp+AfwwuYX+HKy2j7kimbT8Rdgy9YrU6RcnfZQcoXa6TgHeEG0nvyfT676NrDFNCP8HtiKiCvLNWr0uqqs3weeOc0QvwJe3PxJTvlo4qO493G0c+Io4BWMa/U/Sf3L1aN/yJxt2Bv0E+DlrRcwSjlJ68fk0xan41vkzZxtFzBK6WnkNYzJKolPxf7Aa1uvztlt4DyKqRfzmt3ewDua35yT0vrkaoJTLeY1aBb5nfmjrSe9p1zc7VtMvZjXoLuAt0bEF8q2qgcpvZictDfVYl6DbgP2JOKQso0avZTSDuT3/6kW8xp0EznJ+ciijepDSq8nzwdNZ27wOvKzw9FF2zRi3dzge8nXuqluABl0Jfmd93cl2zVyeW7wk+SiddNxCXkO5MxyjRpfJrRORR6Uh5KPWxjGtcCzWq1a01VePJI5240zmcuBDZpNas0T1j9lzir1TObvwAatJrV2u/WOBdYYMtQfgQ0j4prhWzV6KaWHk4+VmOwIsTlxKrBxq9VaumNpfsec7UKZzK+A57c6EdIls/4OWGrIUD8EXtLqkfMppWcAxzG9F95Bh5EnxpqcCEkprUM+ink6yTCDvgi8sdVkzpTSJuTJ3qlWZrkvH4qIDw7fop6k9CJyUu+8Q0Z6I+MwISRp7pPSC8nve9OZmBv0NiL2LtCiXqSUXkl+BplO0t6gXSLiwAJN6kdKryM/gwxjFvAyIr5boEW9SCm9j3zywjDuICcxNjlx3U1YfwZ405ChbgE2jYgTh2/V6HXJrAeSjxAfxnXAsyPi7GHb1Itc0ew7TH+D94QryXNiTSa1dhXNfgxsMmSof5DnSC8ZvlU9yKey/BJYe8hIFwDPJOKq4Rs1eimlh5LnQKabFDThTGCjaLVaS67k9TvgiUNG+i2w+bhUcpY0F8mnRx0PPGXISCcCm7WafN8ls/6O6ScvTjia/J7TZsX5nMx6PLDkkJGOALZrteJ8SmlV4DdMrwDDoAPIm3ubXMMgpWeSx/RCQ0b6P/KpvU32Q0ppC/L65FRP4Lwv746ITwzfop7kje6HM72kvUF7ErFPgRb1IqW0OzmZdRgBbB8R3yzQpH6k9E5g2PF8F7B1q5W9u7nBT5JP4hjGrcDmEfHb4VvVg9wP+wG7DBnpBmAjxul00kpMaJ2KlN5FPgqqhH8CK9JgJcaU0qeZfqb57P4ErNpk0lpKBzBnRy7cn9OAdVvbvdfdtL7LnB0bfX+OJS9sNXVB6ha0jgGeUyjkkRHxkkKxRiblBa2TGD65ecIBEbFroVgj01VnOZPpV2ad3acj4h2FYo1MV7n5PIafEJvwroj4ZKFYI5PyBOkfmV5F0snsHg1W5uyOaz6X6e1incxLI+KIQrFGJ6UVyMdxD5vUO2FTGq/0JmkukxdyzmJ6u+0n8zwiflYo1siklNYgV4obdvMB5GTOZzaZvJfSc8jvaCXcCaxOxLmF4o1MyptRvlco3M3AMyLiokLxRialtDM5kbOEa4HlI+LfheKNTErpreTFyRIuBVZoshJjSh8D3l0o2l+BlYm4pVC8kUkpfRXYo1C4M4G1mzylJaVvAS8rFO235AWdpja0dnOkPwc2KxTyKPJpVk3NkXan253A8MnNEw4lYtgNBJJ0j7yWcxywQaGIhxOxfaFYI9Odwnka8IxCIb8cEa8rFGt0UnowuVr+sJswJnyEiPcXijUy3aacPzC90+Um8+aI+FyhWKOTC/b8AVi8UMQdiDisUKyRSSk9mfzvYtik3gkvjIgfFYo1Orli8akMv+EfcjLns2kweS+ltCE52X3YDf+QkznXjIizCsQarXzq4lGFot0KrETEXwvFG5mU0qvIBSBKuI48J9Ze0b+U3kA+1b2EfwPLE3FtoXhjadhdBeMvJyB8qGDEZcil95vSVZl7S8GQT6dsv45GLrNfKpkVcgLgWwvGG5VtKZfMCrAx0FwCI7nNpZJZAV6cUpruUXV9ehvlklkBdkkpbVow3qh8iHLJrABvTSmVWggYpc9QLpkV4EMppeULxquuW9Dah3LJrAB7p5SWLRivui7p/yDKJbMCfCWl9IiC8erLSf+HUi6ZFeAgcqV0SRpeTkA4lHLJrAAHkNLiBeNV11XbO5QyyayQ51sOSSktXCjeaOSjow8qGHE+4NDuiPJmdCdx7Fsw5IOBg7vno2aklJYBSi5IPhTYt3tebkbKSf8fLRjy0ZTt19HISf/vLBjxyZTt15FIOem/VDIrwKqU7dfRSGkbyiWzAmwI7Fkw3qjsRLlkVoAXAtsVjDcqb6JcMivADqT0vILxJOl1lEtmBXhFd8pJa95DuWRWgL1SSs8qGG9UPkG5ZFaAd5MrnbbmC5RLZgX4eEpp2ArIo3VPtb3FC0b9Qpck24yU5wYPoVwyK8B+XdJ0O3LS/6GUSWaFnAx6cJdE34yU23swZZJZIffnod2minbk8Vuy0NBCwCHdXHwzulN6hz3Fa9DiwP6tzQ2Sk/5LVp5eirL9OpaamkjvyScZvqz67HahseQcchJu6fHylpRSyaSnuvJF9bMVIr+fhh7oumqcNZKyP9FVuGxCtzBdqnLzoL27Pm5CSulhQI2dp59t6UGmW+gtmfQP+Zrb1AaIlDeB7Fw47PyUfUAchfWArQvHXIT2NoI8H3h24ZgPp1xFqFF5BbBa4ZiPZfhjfyVpwkuBtQrHfBTtbdx7DbBc4ZhPpmzS0yi8AXhc4ZirAK8sHLO2dzH80ZOz25CcqNSSDwIPKRzzheS+aMkngAUKx9whpbRS4Zi1/R/l5wbfQD7VoQmp3tzge1JKpa859eQFuM9UiPwxUiq5IbKqlNKC5LWD0v4vtbQRJG9iqjFf8VkamhuUNBfLm8I/UiHyZ2low1p3oti7KoRuai2HlJ4E7FU46rzApwvHrCqltBpQusrwgsDHCses7TlA6U00iwEfKByztheR17VKWgpo7RTKHSib9A/wBPKmipbsRW53Sc8AWjuB4e3kcVzSepQtGjcK7ydf10raglzwriUfo2zSP+QNUqsXjjlWmnnQ7kWeUN2iUvTdK8UtLqW0MrBuhdDzArtUiFvLhpRf4IR84Xt1hbi1bAk8pkLcJciL6a14GbnNpT2W8i9PNe1I2WpeE5an7I7p2najzj11vZRS6ZenmmpVU3l+Y9VJX1sp7ku7amGtqDUedkht7Wit1Q+7tlbtTtJcq9Z16jU0svO+W3yr1Q+7N1OVM2+s261S9GYSe7vNi7Um2Vvqh4cCL68UvqV+eCzwgkrhm+mHbmN+jUTkeWjrxJ51Kb/ACTlhuqXFvc0pv/kBYFHqXXdqeAl502VpS9PWBohXATUq0j8F2KhCXEkzz/aU36QFOdmnpZPmXkP5Ak6QNzCuWSFuLbtTrurgoOeQT3ZoRa05kK1TSo+qFLuGWv3wisZOLqrVDzt3m8DmfnlusNba3m6tVOXsqvXWymPas5kNEHncli7gNKGZuaCU0mKU3/wwoZl+IN/XSheymtBOP/SgjUWV/rycOg+1ANs3tHPvFRVjt1SlpWZb7Yf6sUuzH7JaDzFgP4widjFdokatY/ESjSxqdQkQtXbXLQC8uFLsolJKj6DssYuDFiNXf5375SMoak3oPoryFXAlzTR5w0jpCgwTHglsUil2aStTZ/MiwJMoXwG3lmdSZ/MiwOoNLe5tTp3NiwCbpJRKV3eo5UXU2bwI8KKGNii9jHrzp9ulRha1cG5wgnMgmf2Q2Q+Zc6SS5nZerzP7ISdS1eyHms/MxXSV4F9WKfy8FWOXlas319q8uDD1kp+KSik9BnhWpfAPA55bKXZpy1Nn8yLAssD6lWKXti65vTU8A1ixUuzSNqXO5kWAZ9HOKdZbUWfzIsALu4TZFmwL1Dph+WUWL7pvrSRU9qXmjrLFgSdWjF9SzX5YtqFqczX7YUVa2aFUtx9Wb6F6UdfGmuW/16gYu5guca/mg2cr/fBIYJmKH9FEP5ArZ9R88GylH1aizk73Ca30Q+0jElrph9rVCVrpB0lzL69Tmf2Q2Q9Z7X5o5Sipmv3wIHIieQtq9sNDgKdWjF9SzX54NCktXTF+STX7YbmGEr1r9sNqLVQv6ioL1eyHNu6ZKS1AngeppY1+kDT3ygkCq1b8hCauU13CSM0Nhk30A/mExEdWjN9KPyxHvQQlaKcfViUn4NbSSj/Ubmcr/eCcWGY/ZPZDVrMf5iFXeW9BzX5YmHqFNppXK4t4XKxcM/hlsM6jU7qi5mcUsnLl+OumlI6r/BlD2RLmO6q7kFQq2fugc2HNlVI6u074YpYAHl0x/qLACimliyt+RglPABapGH+ZlNLjgP9U/IwSVqPuxojlu2Mu76r4GSWsWzn+yinvFJ3brVM5/iqN9MPaleOv2kg/1K5Et1oL/XAjrFnzZkE7iSCS5l4r1wx+O6y+YAPXa+pPIq7Zwn3rVli95i7Lm2GtRVI6quJHlLJa5fhrp5SOr/wZJdRc+AdYJ6V0XuXPKKF2P6ybUvpX5c8Y2t2wSs2X/3/Ausum9MuKH1HCPNTd1DsPsFZK6fSKnzG0T8Ci74THV/yIhU+AlTZI6W8VP6OEx5ILVtSydErpCcDVFT9jaGfCiqvU3dT7NFJakIjbKn6GpPH2VPKpV8UFkODJ70pp6U/CzTU+o6Dac9YrdUmzUflzhvJPWKdmSbxZsMq8Dbz74xoGANfCWrWOZgG4E1abv4F+YASbelsYDzfBmjV3F94GayzUQD8wggTnlNJ3K3/G0G6H1eevGP9GWHPRlI6t+BGljGKO9MzKnzG0u2DVyrtuVwHOqfsRbUoRc/WzZb9Suo6K1eZ2BQ6oFVxFLQFcW/kzNgZ+VfkzJEnS6OwP7FL3I44lopXjvCXNjVL6KrBHrfDHAc+uFVzF/Zy658AdDOxcMb6keu6kblWE7YBvVYyvch4L/LPyZ6wNnFL5M1TGhuTnvcoeScSV9T9G0lhKaX3gdzU/4tHAZTU/QMW8EvhapdgB3A4sVCm+yvsA8MGK8c8nn2GvNhwGvKpi/J8AW1aMr7J+B6xfMf4XgTdUjK+yLgUeVfcj3kTE5+t+RJvm+qO9ezarZvC7awZXUVUHQsfxIEnSeBnB88MoHlEkjTffefVftW8qjgepXV4fNME5Ug0a0QupQ0LSMKpfQ7xItaP235UTtW2p/ffleGiL40GDnAPRoBH8+3VI3AcrtN6ffPTZCrXCXwwvenwbRTn/RN2k842AMyrGH9qykC6CfwGLpEqf8VtY5VlwUaXwpSxE3mxaMxn+CcA1FeOXsCRQ8+izu8j/5m6v+BklPBmoeRTeDcAyzOXH1JCPX6h5LMAlVLwXFbQJcGTF+OdRd0NcKdtStwD774DnV4xfyq7A/1WM/2Ng+4rxi7ge3r4ovKfiRxxMhMXuJE1fSu8EPlEr/G3w7YVgt1rxC/oQ8MaK8fcF3lExfhG3wBcWgh1qxb8BPrlYxfFW0GHAVhXjv4M8JuZ2RwHPqhh/N+DbFeOXcjywUsX4LwWOrhi/iLvg3HnhcbXiXwCbPr2Nopz/oO4x82sCf64Yf2jbwvzfznOD89WaIz0CnvJSuKJS+FKWAC6uGH8WuejfLRU/Y2i/gsdvBGdX/IhbgEWJcIFP0vSktAz5/l1ct2hx+6bwqGPzms7cbAXgxIrxryGv7c3V/grrPwl+Wiv+3XDhg2DVWvELej5weMX4Z5DX/udqV8L2S8JXasW/A45dALapFb+gvYCPVYx/JA0c2HMDvPch8LZa8W+BAx8Mb6kVv6C9qXvw4N7ARyrGL+JWOHBBeEmt+NfBe5eAL9WKX9CR5PX/WvYCvl4xfhF3wq8eBKtX/IhtiPh+xfjNqnla1Dg4g4pJRMvC7yLihlrxS0kpnQ68oFL4u4DfR8RtleKXk9JZwAaVot+wIZwbEXP7Bp0bUkrnU+/fxT8j4u+VYpd0Q0rpUvLEcg1/jIirKsUuJuV/EzcBi1T6iDMj4vpKsYtJKf2evNBQK9H79EbuFSdU/ojT7AcATm2kH2pOkAKc0kI/kNJJlT9hrt4QJKkJVa8jC8LJLVyvu+e5N1b8iN+30A+kdDIVE1oXhZNa6IeU0inUTWhtpR9OpW5C64mN9MNp1E1oPaGFfiDPDdZKaJ31tPzv4uZK8YtJKZ1JvcX5m8nzIHN/4l5KfwBWqRT98m0j/rptpeAF3ZBSuhhYtlL8CyLi35Vil5PSucB11Ev0PstkVklDugS4Gnh46cDdxo5zfhlxbenYpXXPtLcDC1T6iCbWMKg8Zz2vaxgTmljDqD0e5m+kH1L9NYxW1nJ+XzP8wu3MkZ5M3YTWVuZIT6FiQuvibc0N1kxobWJukNwPNRNaXeu9DzWrLI6D4yvGvoCIqyvGL6lmP5zWRDJrVrMfTmDuT2adULMfflcxdmkzvh+6BOyaL76t9MMtwGkVP6KVfrgC+EvFj2iiH8h9ULOSTCv9cDY54b2WVvrhFODOivFb6QdJc6+JRa1aWrlOnUjdUwFqLxaVUvPv6y7g5IrxS6rZDzcDZ1WMX1LNfrgKuKBi/JJqvvtfGBGXVYxfUs1+OJMGklk7NfvhpCaSWbMZPyfWsR/y8X8129pGP0iae+Xr1Iy/XkfEnUDNpLUm+oFcQOXsip/QRj/kRO8qlYs7rfTD+UDNhPRW+uEM4NaK8Vvph99T99jvVvqhZjtnUfdeVFLNfriNuifgllSzH/4D/LFi/JJq9sM/uz+ahAmt9+8I8pHXNexfKW4NXwPuqBS7pX44iHqLnC31Q82jtFvqh5ptrdnHpdXqhyD/m2tFrX64nQZK7Q+o1Q/Xk+/Jc70u0fvASuEvo+KRSCVFxK3UG7sX0MrLf8Q1wPcqRf89EedVii1ppoi4jnr32NOJOLNS7KIi4lLq3WN/GREXVYpdVsT51DuG8vs0cApF5yTywlYN32ihCmXnaOBflWIf1FDi3vfIk+w1tDQH8g3yoksNLfXDweRFuBpa6gfnBrOabbUfslrzK5JmFtdyslr9cDdwSKXYNdTqh1uAwyvFLipyonetfrga+EGl2GXlRO9aY/di4JeVYhcVETcC36oU/hzg1Eqxy8qnI/yoUvTjiKhZEKiYiPgrcFyl8Ec1cQpFdhp5/NbwTfK/uxYcS76e1XBwt+GmBT8k399q2L/bgKVJmNB6fyJuos7LyA3AoRXiVtEdff6NCqGvAL5TIW4dEX8nX6xKu5BGEpQAIuJs6jzInEUrCUrZb6mzk/M3EXFuhbi1/BiosUD/g4iouUO0tG8DV1aI+41op5o35Jf/Gg/h+3eVcFuxH3Wq3X05Iu6qELeWL1NnR+sXoq2H+y80FlfSzPPFSnFbu059vlJc+yFrph+654zPVwg9i/x81ITuufNLFULfAexbIW4V3XvIfhVC30ROjmxDPkr3sAqRrwa+WSFuFRFxCXBkhdD/AI6qELeOiD9SZ4H+D8CvK8St5STqVNY5IRrZFNT5OXVO7PkxERdWiCtp5vkldTasHU3EnyvEreX71NmwdkRDpw5AXu+uUZXzkK4CbCsOJJ8gUtq+DZ3MCvBV6pyw9iXa2cQJ+d2/xppLa2s5n68Ut5k5sc7nK8Vtpx/qzQ0Gdebaqug2o9dYO7gT2KdC3Dryfa1Ge2/BTZz3y4TWB/YhypfdfxMRtao71PIO8pFwJe3RVXBryRson6y1C20lKAHsQdlkrbuBXVp6qO3augtlk7VuI/dtM7pFzl0Kh72B/G+tGd0iZ+m/uyuBdxaOWVXkRc43Fw57MfDhwjGr6hY531c47B+AzxaOWVXkKm+fLhz297RV+QAiTqZ80sbPaaRqsaQGRJxO+Ym0Y2mkMsmEiPgV5TdyHhkRzWxe7HyP8hsuDyCilSPFJhwEnFA45t4R8YfCMWv7PFB6w+UHGtu8CPBRym/kfGtjmxcB3g2UrqbyWtqpWjzhTcB1hWPu2lBlkgmvpezRpLOA17RUmWRgbrDkvO4dwG4F49WXFzlLzw3eBLyucExJM1U+UWsXyiZr3UK+FzYjImrcY/4DvKVwzLpyVbzS95jLgPcWjllVRFxJXvsv6a/AJwrHrCufqFN6/elMGkpYg/8Ws/pc4bDHUWdTZD0Rx1O+au9RtLR5MfsR5Yu8HRoRvy0cs7avUb7I2+fJ/95a8mXyda2kj0R7mxc/QfmNnO8g4orCMceKCa0PJD/Y7kC5iamjaOvoBQC6SfbXUO6F77CIaOPIgUE5SankS+rnifhNwXgjEREXAG8vGPLDEXFGwXgjEXnx/yMFQ74t2trRC0BE/Jqyu6peGxG1jrasJiK+T364LRIOeE2DC5yQF/9/XCjWXcAOkSumt+az5ErOJdwKvDoialR9re1DlHvRuQHYsaHjaQe9nXIvOlcBu7a00CupCe8C/lQo1jU0lpAy4A2U29B6KY0tcAITFQh2o9zpA38D3loo1shEXvTeCShVYecc4AOFYo1Mt+j9asolrZ0A7F0o1shETrh8NeUq9/yMto4Tz/IGxp3JiYclfJOI5jZpdRXI9iwY8isRcUzBeKORj6IsmcDycSJOKRhvJLrF/5LX93d1m0Pbkhf/S17fX097mx8kzc3yBrtPFoz4xi4RrikR8TPKnj6wW0RcXjDeqHyLcieI5nfHiOsKxRulfYBfFIp1B3ktp6WT9iZ8ilxIo4SbgR1ob7Ma5CIt5xWK9R9g525upTVvptyG1n8Du7c2R9pt3NsDKHV9/zt5Y2hb8vjdmTyeS/gDjW1+AOg2376aclW9T6bsM9lo5EKNO5DvdyUcQ64SrvthQutURBwHvILhKzH+BtiutZvWhIj4EXlha9j2/wjYdfgW9STi68DbCkT6Bg0u7A34EvCxAnG+TNmk0FH7MGVuNh+JiGaOn5zEWyhThestEVG6MtYo7cLwyZwTyaylkkJHqnvReRnD71q7C3h5gzv2gP8ew7AVcNqQoW4Dtm7suMH/6pJwNwf+OGSoG4EtWkz6ByY2SG3C8BMh1wCb0mDSv6S5XE7W2pScfDiM/wCbtZqA0FWb34ScjDqMfwObdBVP2hNxKXk8DLu56mJgEyJuGLpNPYicrLUFeVPNMP4EPLexYxf/q0vWeiHDJ7WeAbwg2juhBoCIOIH8njPswuTxwLYtnVBzLzkJYmeGnxv8GTlpvEkR8S3gjQVCfZvGTqi5l4h9gA8WiLQf8P4CcfryCcps9P4U5StjjdI7gEMLxHknEc0VBJHUhPdS5ljX9xLR1glS97YX8N0ScSKiRJzRy8/iOwBHDxlpFvBqIkolhY5Ul2z4YoY/neQO8jtOayezZDlZ6/nAWUNGugV4ARGlkkJHqktGfi4w7BrM9cDm0WDSP0CXnL4J8M8hI11JnhMrfcrJSERu9ybAsNUjLyHPkV43dKP6kMfxcxn+lJa/kOfMW0z6pztx6gXk69wwzgae3+AJNVnE74GXMHxS64nAi2kz6X+kTGidqlwxYDNgugkEXwW2aPUiNSHyS9pWTK9ayyzg/4AXd1U+2hWxN7Ad07t53UXeuf9q2qwyB+SktYh4LznJeTo7Mm4j73J6fbMLOfw3eW8vckLndKon3kQ+Wq7lifuJ5L1Xkcf2dBYorwO2i4imjlSfXXdt24ZclWI6DyFXAi+MiIOLNmzEuhffLcg7fKfjX8BmEXFkuVaNXveC9hzg69MM8Tfg2dHohNiELplnQ2C6ldn/AGwQESeWa1UPIv4JrM/0d72fDqzX4HEkklqRk+XXJycZTceZ5OtUcycvDOqSGNdl+pXWTwTWjYhSFW/7EXEOuR9OnWaEX5LHw8XF2tSDbkFuA6ZfpeQo4JnR6ALGhIj4JfBs8hGS03E4sFFElKpq0YvuVI5Nmf7C1v7k5OZSVS36EXEosCXTW9gK8mkWW9PmCRT/FRFfAF4KXDuNX7+bvEF6+0ZPoLhHxIfISc43TuO37yCfZrFHqwUg4L9zg28iJzlPZ/PCLeQKSO9qeY50oILRe5le8v/1wCuJ+FTRdknShHyd2hV4J9NLRLgB2JGIEoVeetNtMHs58FGmV8jpGuAlEfGVog0btbzh8IXkTSnTuf9eDjyPtgu00J2OtxnTT/b+BzlZrbUj1e8tb3B+NnnD2XT8GdiQfKJls7rTKDZg+oV7zgHWiwZPXriXnMS4HjDdv8+TgXXJSYDNiog/kvthuhWMf02eI23taPl7iziVPGd+9jQj/ATYgPzvq1ndib0bMv2k92+T17yvKdeqHuQikBuTCzlMx0Hk5ObpzKHMOCa0zomIXwErAF9h6pUpzgCeQ8RrabQax+y6Sq3LAwcz9Ze+k8gPMG9vNuN+drkaw/LAN5l6At+vgdWJ+PC4ZNxHxP7kfxc/YGoJfEFeJF85Ij7X9ERtp0vu/SywMvDzKf7aLOD7wIrR9m7e/4qIWRHxYWANckXqqbiL/G9oua7CSfMi4s6IeBv54XaqO1JvJz/ALN9qZdbZRcStEbEn+aFuqtVFbyFXbV4hGn/xnxARN0bEq8g716ZapfRG8gaQlSLi5GqNG6HuBWUb8mTpVBMh/gN8CFg9clJN+/IRXJuTF/mmWr3wSnKlm3VotUKtpHZEXEGuSrED+TioqbgaeDewNq0ncXYib0LYCHgtU9/Uejk5kWXDiJhq383dcnLveuQTSqa6qfWf5FMLNmt9onZCRJwLrE7evDfVxLW/kTfBbh0Rw1a6nSt0C1IrkysITrVq7fnAVhGxfTRaqXd2kU9xWhH4IlOvTHEWsGlE7Bb5iLL2RfwUWA44gKlv7j2ZvIjzFlrf6N6JXABhefIpTFOd7zwOWDMiPtB8MuuEvCl3BeBIpr6592hgFSL+r+Vk1gnd3OAXgGeQFyyn8r9pFvBD8tzgvuMwR0rErC7Ra3XgV1P8rbvIi5vLt54UJKkBEdElzq9KPup1Ku4mVzRdodvY07yIuDsi3gesTT5BYCruBL5GXsNouhDFf0XcQcQbyQk6U93MeRu5uvzyRAxb4XWuEBG3RMQu5CqEU52Hvxn4PPk5ZqpjaO4WcT0RLwdeBFwwxd+6Hvg4+bn29GptG6GIuIqc7P1KYKqJiNcA7yO/5wx7Wt/cIW/83xjYnVxldCr+TS6AtT6tJ3F2umTUDchFyqa6WfsScr9tEuNy2mAe12uSN+9NNSHzInIxsBfQ6iles4l8nVuFfN27foq/dgGwTUS8vNlKvbOL+B15bvBzTL3w3znA5kS8htY3uo9QGod5kl6ktDiwPfAs8gTNMkAiV1s8h3zE8DeJGPao4blaSmlJ8gPNM8n98OjuWzeQJ+xPA74xNoko9yWlpYFXkxf7VgOW7r7zH3I/nAJ8fVwWeO9LSmkZcj+sQx4PS3bfupZcWe5k4GvN78R5ACmlJ5EfUNYmT4w8rPvWleQk95OAwyJiqg/ATUopLUe+PqxJ7ofFu2/9mzweTiD3Q9PVih5ISmll4BXkflgZWJS8sHEpuR9+R/53MRYL3ZNJKSVyovN25GvDSsAi3bf/Sb5XHEe+X1zXQxNHouuHDYBtyf2wIrAweRHr7+Tx8Gvgm93O6LGUUpqHXLl2G/I9cwVgwe7bfyNPHh4DHDE2C/6TSWlecnLrC8n9sDwwP3kx7y/k+8XPge+3Xr1KUqPydWoz8gkdE9epBciLeRPXqaOBI8f5OpVSehC5EuGW5H54OjBf9+3zyc8xPwGOGpvNm5NJaX7yos7m5H54KvAg8ibX88nj4SjgZy2fRPJAUkoLkY+W2pT8fP/k7lu3kTcvnQF8Dzg2xmQT62RSSouQNyo9hzwenkDeNH8rcC65H44Ajh+LBK37kFJajHvmBtcAHtd962by3ODp5A2cp45zP5DSw8hzIM8kj4fHkOdIbyBXMDkNOJyIYY/wnKullJYi98P65Pe9ibnB68hzg6cCXx+bBd77ktJjyf2wLrkfHtF951ryteEU4GvdpomxlVJ6AnmOdG3yv4uJucGrydeG35PnxKa60bFNKT2NPDe4FnlucInuO/8mj4cTgcPGZROMpAal9BTyfWviOvXQ7jtXcO/r1KX9NHA0UkorcM9azirAYt23Lic/y51AXsMY9ujpuVtKq5HXMNYgr+U8hLyW8y/y/fu35LXe6VTob0K3hrE2+X1vdfJmnQd3376YPB5+Axw+LpsWJ5X7YUPy+//EWs5C5LWci8jj4Vjg2+OcmNSt5WwKbM09azkLdN/+C3k8/AL4boxJYbdJ5bnB55EL10zMDc5PTvSfmCP9KfDDcdm8OZmU5wa3Ip/QuQZ5kyvkucE/kfvhR8BPu2rg4ymlBblnbnB18tzgvOTNvhNzgz8AfjEuBe4mk1J6MPAycuL3GsATu2/dSj7p6gzyhqDjxnxObFFyHsizyePhceQ50pvJc6Snkzdw/n4cNvOOmgmtpeQHmzTOF6UHkvI/1olM/MXG+kH2gTgeHA8Dugf+GOub9QNwPNzD8eB4GOR4cDzcS0rzzORnB0kN8DrlfWvQDB8PjoV7dIueaZyTeB+I42GAc2KOh0GOB8fDoG4OxIU8SXMtr1PetwY5HhwPgxwPjodBzok5FgY5HhwPE5wDKepBfTdgbOSHlxn7AKPZOB40YCYv6ul/OR40yPGge3E8SJrbeZ3SIMeDOuEciAY5HjTI8aBBPjtImtt5ndIgx4MGOR40yPGgQY4HTXAOpKh5+m6AJEmSJEmSJEmSJEmSJEmSZjYTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaJUmSJEmSJEmSJEmSJEmS1CsTWiVJkiRJkiRJkiRJkiRJktQrE1olSZIkSZIkSZIkSZIkSZLUKxNaVUZKS/4dNt4Z2AW4DLYmpaeQkmNshknZY4DNB778/JTS41JKqa92qScpJVJ64qXwwl2A1wD/gE1Jaam+m6YepDQvKS13GWyzK7ATcBE8m5Qe2nfT1IOU5iOlVf4N2+4K7AD8GdYlpYf03DJJkv5XSguS0ppXwMt3BV4F/BFWJ6WF+m6aepDSIn+GdXYAdgX+DduS0iqkNH/PLVMPUn6fedbAl16cUloupTRvT01Sn1Ja6mLYZGKO9FJ4ISk9EefEZp48J/a4S+B5E3Nil8AWpPRYx4Mkaa6T71tPuhS22gXYGbgYNiGlR/bcMvUhr+Usfzm8eGIt52+wISkt0XfT1IOU5ielVf8NL51Yy7kA1ialRXpumfqQ0sLnwxqvJs+JXQEvJ6U1SWnBvpumHqS06F9h/R2B3YDL8xzpSqQ0X99NU/tSRPTdBrUqT9jvQL5XPfU+fuo64HBgHyL+OJqGqQ8ppUeT5+p3Ah57Hz92OXAosF9E/GNETVMfUnoKsDvwSuDh9/FTFwIHAgcTceWomqYepLQqsCfwUuC+XnDPBfYDvkHEDaNqmkYsL9ptSB4PLwAWmOSnAvg9sA9wJBG3ja6BkiQNyMlom5PvW5sAD5rkp+4Gfg18FfgJEXeNroEaqZQWALYB9gDWAyZLRrod+Al5PPwGJ93GVsqbsLYnz9evdB8/dhPwXeCrEXH6qNqmHqS0JHk+bBfgiffxU9cAXwf2JeLPo2qaepDSMuRrw47A0vfxU/8CDgYOIOJfo2qaJEn/I6Wnkd9xtgfuq/DEX4EDgEOIuHpUTVMPUlqDPAfyEuDB9/FTZwP7AocTcdOIWqZRy2s5G5HHw/OByTbwBnACeS3ne0TcMboGaqRSehCwJXk8PBuYbAPvXcAx5Dmxo4m4e3QN1EjlAg/bkp8f1rqPn7oN+CF5PJzgHKmmw4RWzbn8ALMT8Flg0Tn4zQOAt5qoNF5SfoB5G/BBJn+YnczdwCeBj0TE7ZWapj6ktDDwceD1TL7AO5lbgHcCXyFiVq2mqQcpPRz4EvCyOfitq4HXEnFEnUapNyktS05if84c/NbfgZ2IOK5GkyRJuk8prUjejLfqHPzWucAORJxVpU3qT0obkhOPnjAHv/UbYGci/l6nUepLSunF5An5Jefg144A9oqIq+q0Sr3IJ1PtAXyK+17wn10AXwbeRcTNtZqmHuQq3e8B3s3km2AmcyfwYeBTRNxZq2mSJP2PXFnxU+TkpKm6ibweuL9rOWMmpUeQ33G2mYPfuhLYnYgf1GmUepPSE8lzIM+cg9/6G7AjESfUaZR6k9Jq5DnSFebgt04nz5Fa8G7cpLQpea33vgrcTeZoYBc3c2pOmdCqOZOT1b4JvHCaEf4JPJ+I88o1Sn1JuQLFj4C1pxniHOB5EXFpuVapNyk9Gfgp8ORpRjgW2Mak9zGR0trAUcAjphnh68Br3NE5JlLaCvgGU1/knd0ngPe4g0+SNBIp7UbelDOdo5HuAt5MxJfKNkq9yBt6P0JOUJqOm4FXEfH9co1SX1I+Lu0A4NXTDHEVsFVEnFSuVepNSouSK/BuOs0IFwJbEPGXco1Sb1J6FLlC9yrTjHAasCURV5RrlCRJ9yFXZf0pc7Zhb9DPgW2tzjkmUtoA+D73fdriAzmInNjqiTXjIKWXkJMXF57Gbwd5s9aHXMsZEym9EdibySuyPpA7gD2JOKhom9SPvKF3b+BN04xwA/AyIn5erlEadya0aupSWhD4GbmM+DD+A2xoUmvbUkoPA44Hlhsy1EXABhFx2fCtUm/ybr0TgKWGjHQKsAkRNw7fKPUmJ7Mey/STFyf8EHiJEyGNS+lF5IpU03nhHfQF4E1OhEiSqkppL3Iy67DeRsTeBeKoLzmZ9TNMf6J2wizyhO13h2+U+tKdTvNt5qxi0WRuATaNiBOHb5V6kyuaHQOsM2SkK4ENTGptXEpLA78DnjhkpAuAZ2IlZ0lSTSk9lXzfmpPTBiZzArAZEbcM3yj1Jiez/gJYaMhIRwDbecR441J6KfAtpn4C5335NBHvKNAi9Smld5BP3B3WHkTsWyCO+pLnSPcFdh0y0l3AVkT8dPhGaSYwoVVTl9JXycdolfB34Bnu3mtTyjetnwHPLRTyJOCZ4YtOm1JagHx0wJwcNXB/vknEKwrF0qil9HDgj0y/MuvsPkrE+wrF0qjl3f5nAQsWirgTEYcUiiVJ0r2l9EzgOIafuJ+wCRHHFoqlUUvpVcBhhaLdDqxKxPmF4mnEUkofBD5QKNzVwHJh0lq7Uvoa8MpC0f5Evj7cViieRilXqTkO2KBQxGOBTd3IKUmqIqWFgLOBpxSKeAgROxWKpVFLaSnyWs5DC0V8HxEfLRRLo5bSisAZTO+0oslsR8S3CsXSqKW0OTkXpIQA1sfTatqV0p7AVwpFu5mcJ3ZRoXgaY/P03QA1IqWNKJfMCvB4yuzoUD92olwyK8C6wBsKxtNovZ9yyawA25HS1gXjabS+TLlkVoB3kdJqBeNpVFKaFziEcsmsAJ8npccUjCdJUpbSg8n3rVLJrAAHdUdSqzX56OgvFIy4AHAIucqnGpNSWhl4T8GQD6fcQoBGLaUtKZfMCvB04IMF42m0Xke5ZFaAjYFdCsaTJGnQRymXzAqwIyltUTCeRiUXLtqHcsmsAO8npWcUjKdRSWk+4FDKJbMCfLlLmlZrUloMOKBkRPKc2LCVoNWHlB4PfLpgxAeT58zNVdQDcpDogeWH2pIXqQn/3969B3tX1WUAf7aK43jB1LSLjjVqYYKogIwoIaZSoBaaiViJF8KRNO2CGc2kjHnXtLCyMsE7NnlJEwcd8VURiyBjFAGVCC9cRJCLCHL79sc6TKcp5fietc52n/P5zPDn+/z2zG9xfnuv/ay1Ds803WtALgNN03TrJC8bEP3iaZruMCCXkabpx5IcMSD5VW5kFqgVTw/qnHrLjPmbw3hPSPKQzpk7pm+ZAABu8qwkvZ9P75nkOZ0z2RhHJvmRzpl7Jnli50w2xsuS9C4j/9o0TXt2zmS0Nkf66gHJv79ybD1L0hbDHDUg+aUrpyEBQD9tk4ARG8u8auUeiWXZK8mBnTN3SCtNszwHJdmtc+adk7ywcyYb43lJ7t4582dj4d5SvSithNrTvkksiOFmKQuxFg9OMmJ3vCntpSHL8oT03X3xJndI8pQBuYx1aPqu2LvJfZI8ckAuYx0+KHe/TNPPDMpmnFHj4TftdgdAV20hVc8TSVZ71squ5SxFW2j51EHpo8YZg0zTdO/0PaFmNeNheR6RZKcBubdKm19hWQ5OcscBuT8aCyAA6O+wtM0jets5fXcrZ2OMmrt/bKbppwdlM86o8fC0lUVgLEXbrXdUf+fZFkAszDTdJcmTB6WbE+NmKbSyFiNLhgqMy2M8sNrBA7ONhyVpRY3eu7OuNuqGmRHa7kL7Dkq/XZLHDcoGYGvaPW1B1Qj3TPLQQdmMcUDagssR9lnZGYnlOChtQfYIT5qmqffOr4xlTozVjAcAlsS7HJp2EueoxTNTkicNymaEVkDea1D6HZPsPyibMfZO8pODsu+b5EGDshnjwCSjTg/ZP9N050HZbBIKrazFgwdm3yPT9OMD8+loaqtmRo6H3Sa7Fy3HNN0+yf0GfsIeA7Pp777pf+TAasbDsoz+vowHAHoa+YyzEfn0Nfr7ch+zLCPHw20z9pma/kaOh52cRLEgbXf3kX/P97B7EQDdTNOdMm4RZ+IZZ2l2ybiCUmI8LI13OaxmTozVRo6HKcluA/PZBBRaWYtdB+c/YHA+/dw1ycgC8u2T3GtgPn3tknE71STJ/VZWirIMo/+WP3BwPn0ZDwAsyejfLc+8y2I8sJo5MZq2m+7OIz8hyf0H5tPXT2Xcbt5JcreMnYMFYGsZfU+768piD5bB3D2rGQ+sZk6M1YwHZuXmku+vPYDcfvCn2H1gOTbiuzIelmP0d3WLjN3xk75Gjwd/G5bljoPzjQcAevK7xWrGA6sZD9zktklGnypkPCzH6L8NifEAQD+jf1N2SHKbwZ9BP97lsJpnXlYzHljNeGBWCq3cnFr5b6QbBufTz/Ub8BnGw3JsxHdlPCzH6O/KWFiW0b8XxgMAPfndYjXjgdWMB25iTozVjAcAlsS7HFbzLofVPPOymvHAasYDs1Jo5furqiRfHfwp5w3Op58LM/6H6yuD8+ln9Hd1WZIrB38G/YweD34rlsV4AGBJRv9uecZZFuOB1UbPiRkPy3F1kksGf4bnnOX42uD8G5J8ffBnALB1jL7nvChV3x38GfRj7p7VjAdWMyfGasYDs1JoZS1OHZh9XZLPD8yno6q6JskZAz/i3Kq6dGA+fZ2T5IqB+aetlOpZhtMWnk9fxgMASzL6d2XkMzX9GQ+sNvr7cl+7FG1+YuT3dWWSLw3Mp6eqy5J8eeAnfCFVVw/MB2BrOSttcc4o7mmXxdw9qxkPrGY8sJo5Umal0MpabBuYfbJVe4vz8YHZ2wZm01vVjUk+MfATtg3Mpreqb2Zs4X3bwGz6Oz1tl+VRtg3MBmDrOSnjjjiqJJ8alM0Y2wZmX5HkPwbm09+2gdlnVtVFA/Ppb9vA7E+uzLOwHNsWmg3AVlN1fcY+l24bmE1/52fswpxtA7Pp77Qk3x6Yv21gNv19cmD2dUlOHphPf9sGZn8jbcENfE8KrazF2zNu5d7fDMplnL8dmG08LM8bB+XekOTNg7IZZ9R4+GaS9w7KZoS2WOXYQemnJ/nXQdkAbEWtUPb+QekfStXoI8vp69Qknx2UfWzayScsx/uTXDwo2xzI8hyT5PpB2cbD8oz8zkbOvwKwNY2au782yVsGZTNCO3lg1Hi4MMkHBmUzQtV3krxtUPopqRo1v8IIVecmOWFQ+ntSNWp+hTE+keSLg7LftLLgBr4nhVZuXtW3MqZY9pUoKC1OVZ2Z5MMDok9OcsqAXMY6IcmZA3KPS9X5A3IZ661JLh2Q+1de/C/SX6atuOztdSuTbgDQ0+sWlsso7T7jzwYkX5d2f8SCVFuo9YYB0d+KF//LU3VhkncMSP5ikuMH5DJS1akZs9vdR1P1+QG5AGxtH0xyzoDct6fqGwNyGeuYJJcPyD06VSPeCTDW0RlzcpE5sWUaMSeWJK8flMso7RSZEf8fX5NxCyvYRBRaWas/TvK1zpm/tbKDG8vz20mu6ph3bZLDSkFpeapuSPLMJD2Pxbskye91zGOjVF2R5DmdU89K8vLOmWyEqi8nOapz6olpxWkA6Kvq0+m/09qxqTqxcyYb4x1JPtI58yWpGrWrAWO9MskXOmc+t6ou65zJxjgifXftrSTPXJlfYXkOS9Jzfvs7SZ7dMQ8AmrYL2qGdUy9K8oLOmWyEqkuTPL9z6ueSvKZzJhuhbWb1ss6pxyd5d+dMNkLVR9J/IecbUuXkxWX6uySf7px5pBPNWAuFVtam6vIkT0u/Y7WOXvkxZIGqbTf/3I6Rf1hVZ3TMYyNVfSbJS3ulJTnUit5FOy7JOztlXZPkqXZnXbRXJjmpU9bFaS96LX4AYJQjkpzdKeucWKS1XO1+49AkvZ5LTk7yik5ZbLCVXVqfmuTqTpHvTr9nJjZaOyLxmWnzFz28IlW9npnYaFVnJfmDjonPS9WI3fMAIKnaluTVndJuTPKMVF3SKY+N95Yk7+mUdVWSQ1J1bac8Nt6fJulVOLwwyWHe5Sza7yQ5t1PWF5L8UacsNlpbfPu0tJOGevhYkr/olMUmp9DK2lV9LMmvZ/2l1rcl+d31XxBzqqpj0l74rtdLqur1HXKY14uy/uMzbyqzvn/9l8Ns2gPq05N8YJ1J1yQ5MFX/tv6LYjZt5f/jkpyyzqRvJvnFVP3Xuq8JAL6XqiuTPDrJl9eZdG6SR6Wq10Qfc2g7BeyX9e/EeGqSxzp2cdmq6rQkv5L1l1o/lOQQJ9QsXNUHkzwj6z+t5o1pp2KxZFVvSPLiDkkvTNWbOuQAwPfzwrTd1tbjhrTy4vEdroe5tGeS30jy4XUmXZXkl1P12fVfFLNpZeTHJFnv93hRkken6uvrvyhm03ZxflSS89aZdHaS/VL17fVfFLNpJ3L+UpLL1pn06SSPd0INa6XQyg+m6h/SXvBtz4/XtUmOTPI0f6Q2h6p6TZKD0o6I/0FdkeTpVfUnfa+KWbQH3+emrdjanhd8FyR5TKre3PW6mEd78H1ikpdn+17wnZ3k4ak6oet1MY92lOojk/z9diZ8JslDTYgBsCFaifFhSf5pOxOOT/IwizA2iarTk+yVtsPq9jgmyS8oN28OVfXRJPskOXM7/vmNaacXPH5lx1eWrurYJAckOX87/vU1aYv9D7dr0SZRdVSSQ5Jcvh3/+tIkB6fqlX0vCgD+H1U3JnlW2g7j23Nf+rUk+6fq7V2vi3m00/EOTNu5d3ve5ZyRZJ9UndjzsphJ23H5EUneup0Jn0qyV6o+3++imE3VfyZ5aJLtfVf73iR7KzdvElWnpI2HU7cz4a/Tys1X9rsoNjuFVn5w7UiK+yd5bVop8Wb/RdoOFLul6uUrD0tsEtVKzjsneXPahPzNuS7JO5LsUm3yn82iqlJ1dJJd025S11JcvyptZ9edU7XeVaD8MKm6LlVHJnlI2vEBa3FJkpckedDKjTGbRdW3U3Vokv2TrHXX3a8meX6Sn0/Vl0ZdGgD8H1XfSPL4JE/J2otrX0wrsjw2VReMujRm0I5+3idt8d5X1/ivTk1yQKqeYaJ2c6mqU5PsluSotFME1uLEJHtV1QvLTr2bS1uEuXOSo5OsZceZG5O8L8muqXq9MusmU/XWtPHwtrSNHW7Od9MWPuycquNGXhoA/C/tXc5rkzwwbTHnWt7bXpnkz5PskrbQi82i6tpUvSDJ3km2rfFfXZx2cuPuqfr3UZfGDKouT9UhaSfvrfW7PS/Jc5Lsm6pex9Tzw6Dq/LT3ek9Pstb3dGekbYj2xFStdd6EJag6M23h/xFZ++Lef0nyyFQdnqrvDLs2NqXJvBnrMk23S/KktJc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"text/plain": [ "
" ] @@ -344,7 +344,7 @@ } ], "source": [ - "filename = \"lieb_lattice_4x4_mis.json\"\n", + "filename = \"lieb_lattice_4x5_mis.json\"\n", "result_json = open_json(filename)\n", "num_measurements = len(result_json[\"measurements\"])\n", "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", @@ -361,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 178, "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", "metadata": {}, "outputs": [ @@ -369,13 +369,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average pre-processed size: 36.8900\n", - "Average post-processed IS size: 35.8776\n" + "Average pre-processed size: 43.1900\n", + "Average post-processed IS size: 42.1569\n" ] }, { "data": { - "image/png": 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\n", 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KCAEAVXV8kl2AQ2gH4esBPwReXlVHzbhyswlwi+7nR3SvUb8A3j6y3/9Kch7tisP+QAHfAV5bVV+ex0eRJEmSJmrFhACAqjoV2GsW7VYBq0bmrQYyz/1+gXb1QJIkSVr2VkqfAEmSJEmzZAiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9s6JGDJYkjc82Bx6z1CUAsPrQvZe6BElacbwSIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqmRUVApLcL8nnklyQ5NIkpyTZZw7rb5vk4CSfSfLrJJVk9RrWqRlehy30M0mSJEnjtu5SFzAuSXYHjgWuAI4ELgYeDxyV5A5V9ZZZbObBwKuBPwFnAFvMcve/AA6bYv5ps1xfkiRJWjQTCQFJHg98uqqumcT2p9jfusD7gGuBXavqtG7+a4BTgdcn+XhV/WINm/oqsDPw/aq6PMkVsyxhdVUdPK/iJUmSpEU2qduBjgZ+leTQJNtPaB/D9gC2BT46CAAAVXUh8HpgfeBpa9pIVZ1ZVadU1eWTKlSSJElaapPsE3Bb4GXAj5Mcn+TJSW46oX3t1k2/OMWyY7vpQya0b4DNkjwryUFJnpPkHhPclyRJkrQgk+oT8FDgmcBjgJsBu3avdyT5MPD+qjp9jPsbXG342eiCqjo3ySVDbSbhnsB7hmck+QLwtKr63Ww2kOTkaRbtuMDaJEmSpBuYyJWAqjq+qp4M3A54IfADIMAtgBcA309ycpKnJ7n5GHa5aTe9cJrlFw21Gbe3AH8BbA5s0v38eeARwGeTrDOh/UqSJEnzMtFHhFbVBVX1jqq6F3B/Wufdi2mB4AHd+98keXeS+06ylkmpqpdW1clV9YequriqTgb+CjgRuB/w6FluZ+epXsA4r5hIkiRJizdOQFV9u6qeDWwJPB34Bi0MbEy7deibSb6X5HlJ5nrWfnAFYLr1NmH6qwRjV1XX0gIOwIMWa7+SJEnSbCz6YGFVdXlVHVZVuwA70J7pn+7158A7gF8neV+SO89ys4O+ADe67z/JFsBGTNFfYMLO66YbLvJ+JUmSpBktyYjBSdZJ8ljgrcATgBos6qY3p10t+FGS181ikyd204dPsWzPkTaL5QHddPUi71eSJEma0aKGgCR3TvJG4Gzg48BewDrA+cDbgbsB2wCvAX7fLTswyXPXsOnjgDOBJyfZaWh/mwIHAVcBRwzN3zLJDvO47Wj089wjyXpTzP8L4OXA1bQxEyRJkqRlY1KPCL1OkpsB+wAHcP398YMz/l+nPVrz41V15dBqByd5E3AY8DfAc4F3TbePqromyQG0MQG+muRIWgfkxwNbAy+tqtVDq7yBNnjY/t0+BrVuDrx5qN16wOZJDhua99KqGtzq8xJg7yRfB35FO+i/O+2KRAF/V1U/n65uSZIkaSlMLAQkuQ/twP+JtI65gwP/82ln5d9bVWdMt35VXZbkRbQQsN2a9ldVxyfZBTgE2Jd2AP9D4OVVddQsy96IG48svOHIvIO5/n7/TwOb0cYJeBhtZOJzaf0c3l5Vp85yv5IkSdKimUgISPI9WidfuP7g/yTaWf+jR876T6uqfp0EYFYjDXcH3XvNot0qYNUU81cP1Tub/X0S+ORs20uSJEnLwaSuBNyzm54PfBh4z0xn/dfgCK7vOCxJkiRpgSYVAr7B9Wf9r1jIhrqz9pIkSZLGZCIhoBsDQJIkSdIyNJFHhCb5YJIPTPX4zGnaZ7DOJOqRJEmSdL1JjROwqnvNKgR0dQzWkSRJkjRBSzJisCRJkqSls1xCwAbd9KolrUKSJEnqgeUSAh7aTc9d0iokSZKkHhjL04GSfHCaRe9Ocs0Mq64D3A7YhTYWwEnjqEeSJEnS9Mb1iNBV3HhArwD7zXL9AJcDbxxTPZJ6ZJsDj1nqEgBYfejeS12CJEmzMq4Q8EtuGAK27t7/iplH+70aOA84FXhnVf10TPVIkiRJmsZYQkBVbTP8Psm13Y93q6rLxrEPSZIkSeMxkRGDgSNoVwCuntD2JUmSJM3TREJAVa2axHYlSZIkLdxyeUSoJEmSpEWy4CsBSbYa/FxVvxydN1eDbUiSJEmajHHcDnRWN62h7Z01Tds1Gd6GJEmSpAkYxwF3ZjlPkiRJ0jIwjhCw/yznSZIkSVoGFhwCqurw2cyTJEmStDz4dCBJkiSpZwwBkiRJUs8YAiRJkqSeGcc4Aa8aRyEDVfWacW5PkiRJ0g2N4+lAB9Oe7z8uhgBJkiRpgsY1MJfjAkiSJElriXE8ItR+BZIkSdJaxAN4SZIkqWcMAZIkSVLPGAIkSZKknjEESJIkST0zjnECzux+rKradmTeXF23DUmSJEmTMY5HhG7TTWuKeXM1zvEGJEmSJE1hHCHg8FnOkyRJkrQMjGOcgP1nM0+SJEnS8mDHYEmSJKlnDAGSJElSz4yjT8CsJFkfuB2wMXAxcE5VXbVY+5ckSZLUTPRKQJpVSb4GXAT8HDitm16U5GtJnpYkk6xDkiRJ0vUmdiUgyW2BTwP3G8waabI+8Bfd6zlJHlNVv51UPZIkSZKaiYSAJDcDvgLsQDv4/y3wGeB/gUuAjYC7AX8N3Ba4P/DlJPetqisnUZMkSZKkZlJXAl4M3JU2+NcbgIOr6urRRkmeDxwCHEgLBS8CDp1QTZIkSZKYXJ+AfWkB4P1V9U9TBQCAqrq6qg4C3k+7YvDECdUjSZIkqTOpELBtN33nLNv/RzfdbgK1SJIkSRoyqRAwuK//l7Ns/6tu6iNDJUmSpAmbVAj4aTe9wyzbD9r9ZAK1SJIkSRoyqRBwOO0e/+fMsv3zaH0IPjyheiRJkiR1JhUC3gN8CXh2koOTrDNVoyTrJDkEeFbX/l0TqkeSJElSZ8GPCE3y1GkWHU3r6PvPwAFJ/h83HifgUcCWwJld+6cARyy0JkmSJEnTG8c4AYfRbuWZyZa0s/3TuSPw3m47hgBJkiRpgsY1WFjGtB1JkiRJEzaOEHDHMWxDkiRJ0iJZcAioql+MoxBJkiRJi2NSTweSJEmStEwZAiRJkqSeMQRIkiRJPTOupwNNKcm6wL7AnsAOwGZr2GdV1baTrEmSJEnqu4mFgCR3AT4F3Hkwa4pmNTJ/TeMNSJIkSVqgiYSAJBsDXwC2Bi4AvgQ8gXaQfySwIXAP2uNFC/gxcOokapEkSZJ0Q5PqE/AcWgD4NXD3qtp3aNkzq+ox3W0/uwL/C2wPnFJV+0+oHkmSJEmdSYWAR9HO8P97Vf1mukZV9XVgF+As4N+T3HtC9UiSJEnqTCoE3LWbHjvFsnWG31TVhcCrgPWAv59QPZIkSZI6kwoBm3bTc4bmXdVNN5qi/Ynd9CETqkeSJElSZ1Ih4LJuuv7QvAu76dYz1HHbCdUjSZIkqTOpR4Supj39Z0uuvxpwBvBg2tn+U0ba79xNr0LSsrDNgccsdQkArD5076UuQZKkFWdSVwJO7qZ3HJr3JdqYAC9OMugzQJLtgTfSOhJ/b0L1SJIkSepMKgQcQzvg32No3vuBi4DNgR8k+W6S04DTuT4s/OeE6pEkSZLUmVQIOA74CHDFYEZV/RbYr5u3DrAT8Oe0pwIFeFtVfXxC9UiSJEnqTKRPQFVdDjxlivnHJNkBeAZwL+CmwJnAf1fV1yZRiyRJkqQbmlTH4GlV1a+Agxd7v5IkSZKaSd0OJEmSJGmZWtQQkGbjJFnM/UqSJEm63sRDQJLdknw4yWrgauAC4Ookq7v5u026BkmSJEnXm1gISLJhkqNpTwp6MrBVt7900626+cclOTrJhpOqRZIkSdL1JtIxOMlNgM8Bu9AO+q8CTgT+F7gE2Ai4G2304PWBxwG3TrJHVV07iZokSZIkNZN6OtBzgQfTRgH+b+CFVXXeaKMkmwP/Bjypa/9s4F0TqkmSJEkSk7sd6Km0APCpqtpvqgAAUFXnVdV+wKdoVwyeNqF6JEmSJHUmFQLu2k3fNMv2bxxZb16S3C/J55JckOTSJKck2WcO62+b5OAkn0ny6yTVdWhe03p7JjkxycVJLkpyfJKHLuSzSJIkSZMyqduBqpv+dJbtZ9tuWkl2B44FrgCOBC4GHg8cleQOVfWWWWzmwcCrgT8BZwBbzGK/fwt8GPg9cFg3e1/gS0n2qaqPz/GjSJIkSRM1qSsBP++mt5ll+0G7M+ezsyTrAu8DrgV2rapnVdVLgHvSAsbrk2w9i019FdgZ2Liq7kF7pOlM+70F8A7gPODeVfWCqnoBcG/gD8C7kmw8n88kSZIkTcqkQsBRtHv8nzLL9k/tph+b5/72ALYFPlpVpw1mVtWFwOtpTyBaY3+Dqjqzqk6pqstnud8nAJsB76iqs4e2czbwH8DmwGNnuS1JkiRpUUwqBLwd+D7wsiSrZmqYZH/gZcBpwFvnub/duukXp1h2bDd9yDy3vRz3K0mSJM3bgvsEJNl1mkWvBt4GfCDJ84BPcONxAh4H3Bc4q2v/ANotOXO1fTf92eiCqjo3ySVDbcZp2v0OzZvVfpOcPM2iHedalCRJkjSTcXQMPoHrOwJP5z7dayoB7kh7TGjNs6ZNu+mF0yy/aKjNOM2034tG2kiSJEnLwrieDpQlXn+tV1U7TzW/u0LwwEUuR5IkSSvYOELA7mPYxkINzsRPd9Z9E+D8Ce/3D1Psc7iNJEmStCwsOARU1YnjKGSBhu+//87wgiRb0PognDqh/d632+9oCJipv4AkSZK0ZCb1dKDFNggiD59i2Z4jbVbCfiVJkqR5Wykh4DjaQGNPTrLTYGaSTYGDgKuAI4bmb5lkh275QnyMdrvPC5Lcfmj7tweeTxtE7JML3IckSZI0VuPqGDyjJLvRnpe/De1e+YuA1cCJVXXCQrdfVdckOYD2bP6vJjkSuBh4PLA18NKqWj20yhtog4ftDxw2VOfmwJuH2q0HbJ7ksKF5L62q87r9np/k+cCHge8mOaprsy9wK2Dfqrp4oZ9PkiRJGqeJhoBuDIF3A3eZoc2PgWdX1dcXsq+qOj7JLsAhtIPw9YAfAi+vqqNmXPl6G3HjkYU3HJl3MO0M/2C//5XkPNoVh/1pjzn9DvDaqvryPD6KJEmSNFETCwFJ/gb4b9otR4NHgF5EO0O/Mdc/PeeuwPFJ9q2q/1nIPqvqVGCvWbRbBayaYv5q5vG40qr6AvCFua4nSZIkLYWJ9AlIcjvgcGAd2oH/gcDWVbVZVd2hqjYDturmX9C1O6JbT5IkSdIETapj8D8AGwC/Be5XVW+qql8NN6iqs6vqTcD9unYbAC+cUD2SJEmSOpMKAXvS7o1/ZVX930wNq+rnwCtpt+E8YkL1SJIkSepMKgRs002PnWX7wf3028zUSJIkSdLCTSoErNdNL59l+ytG1pMkSZI0IZMKAb/tpjvNsv29u+m54y9FkiRJ0rBJhYCv0+7xf3WSGR9D2i1/Fa0PwUkTqkeSJElSZ1Ih4D3d9EHA55JsN1WjJNsDn+/aQRtYTJIkSdIETWSwsKr6epL3As8CHgr8JMn3gdO5frCwHYF7Dq32nqrySoAkSZI0YRMbMRh4HnApbcyA0PoHDB/0D0bmLeCtwD9OsBZJkiRJnUndDkRVXVtVL6Gd8f834HvAhcC13fR73fwdq+qlVXXtpGqRJEmSdL2JXAlIskn34xVVdQbwoknsR5IkSdLcTepKwAXAH4GHTWj7kiRJkuZpUiHgCto9/9+a0PYlSZIkzdOkQsA5E96+JEmSpHma1EH6l7vpg2ZsJUmSJGnRTSoEvI12S9BrhjoJS5IkSVoGJhICquonwL7A7YFvJXlCko0msS9JkiRJczOpR4Se2f14LbA9cCRQSc4DLpth1aqqbSdRkyRJkqRmUiMGbzPyPt3rNmtYryZSjSRJkqTrTCoEHIEH9JIkSdKyNJEQUFWrJrFdSZIkSQs31hCQ5NbAbsBWtNt/zgZOqKpzx7kfSZIkSfM3lhCQZB3gX4HnAeuNLP5Tkg8Bf19VV45jf5IkSZLmb1xXAj5MeyRoptnHAbTHhe49pv1JkiRJmqcFh4AkewBPpHUEvgT4b+C07v09gP2ATYBHJHlsVX1yofuUJEmSNH/juBKwqpueA+xaVWcNL0zyBuBE2mNDnwYYAiRJkqQlNI4Q8ADaWf9XjgYAgKo6O8nLgY8B9x/D/iRJ0oRtc+AxS13CdVYf6t3E0rjdZAzb2LKbHjdDmy930zUNFiZJkiRpwsYRAjbqpn+crkFVXdD9mCQbjGGfkiRJkuZpHCFgrqZ6gpAkSZKkRbIUIUCSJEnSEhrniMH7JZnNYGAztquqI8ZYkyRJkqQR4wwB717D8ppFuwIMAZIkSdIEjSsEeJ+/JEmStJYYRwjYfwzbkCRJkrRIFhwCqurwcRQiSZIkaXH4dCBJkiSpZwwBkiRJUs8YAiRJkqSeMQRIkiRJPWMIkCRJknrGECBJkiT1jCFAkiRJ6hlDgCRJktQzhgBJkiSpZwwBkiRJUs8YAiRJkqSeMQRIkiRJPWMIkCRJknrGECBJkiT1jCFAkiRJ6hlDgCRJktQzhgBJkiSpZwwBkiRJUs8YAiRJkqSeMQRIkiRJPWMIkCRJknrGECBJkiT1jCFAkiRJ6hlDgCRJktQzhgBJkiSpZwwBkiRJUs8YAiRJkqSeWXepC5AkaaG2OfCYpS4BgNWH7r3UJUjSrHglQJIkSeoZQ4AkSZLUM4YASZIkqWcMAZIkSVLPGAIkSZKknjEESJIkST1jCJAkSZJ6xhAgSZIk9YwhQJIkSeoZQ4AkSZLUM4YASZIkqWdWVAhIcr8kn0tyQZJLk5ySZJ85buOmSV6V5GdJrkhyTpL3JrnNFG23SVIzvA4e24eTJEmSxmTdpS5gXJLsDhwLXAEcCVwMPB44Kskdquots9jGTYBPA3sCpwCfALYHDgAemuSBVfX7KVb9PvCpKeafMPdPIkmSJE3WiggBSdYF3gdcC+xaVad1818DnAq8PsnHq+oXa9jU02gB4L+B/aqquu08B3gX8Frg2VOsd1pVHTyGjyJJkiRN3Eq5HWgPYFvgo4MAAFBVFwKvB9anHeCvyTO76SsGAaDzHuBMYL8kG4ylYkmSJGmJrJQQsFs3/eIUy47tpg+ZaQNJbgY8APjJ6BWDLhB8CdgQuO8Uq98uyd8lOSjJM5JsO5fiJUmSpMW0Im4Hot23D/Cz0QVVdW6SS4baTGdbWii60TZGtr098LWRZQ/rXtftNslHgOdU1aVr2C8ASU6eZtGOs1lfkiRJmq2VEgI27aYXTrP8oqE2C9nGcDuAy4B/oXUK/jktRNwbeB3wt8DNaZ2TNUHbHHjMUpdwndWH7j3j8uVS65rqlCRJK9tKCQFLoqp+B7xqZPZx3Vn97wKPS3LvqvruLLa181Tzu209cMHFSpIkSZ2V0idgcPZ+urP9mzD9Gf65bGO43bSq6jLgw93bB62pvSRJkrSYVkoIGL5f/waSbAFsxPT3+g+cSXvE6HR9B6btdzCN87rphrNsL0mSJC2KlRICTuymD59i2Z4jbaZUVZfTxhS4S5Kth5clCa3j76XAt2dZ0wO66epZtpckSZIWxUoJAcfRzuQ/OclOg5lJNgUOAq4Cjhiav2WSHbrlw97bTd/QHfgPPBu4E/CRLiwMtnOvkXaD+Y+jjUtwPvD5hXwwSZIkadxWRMfgqromyQG0MQG+muRI4GLak3m2Bl5aVauHVnkD7SB9f+CwofmHA/sCTwLumOREYDvgccBZwCtHdv02YNuu8+7ZwDq0pwPtAlwJrOoGLJMkSZKWjRURAgCq6vgkuwCH0A7k1wN+CLy8qo6a5TauTfJo4EDgKcCLgD8CHwBeWVW/H1nlv2hB44HA5rQrK78G3g+8pap+vOAPJkmSJI3ZigkBAFV1KrDXLNqtAlZNs+xKWpA4ZBbbeT/tgF+SJElaa6yUPgGSJEmSZskQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSemZFjRgsSdJyts2Bxyx1CddZfejeS12CpCXklQBJkiSpZwwBkiRJUs8YAiRJkqSeMQRIkiRJPWMIkCRJknrGECBJkiT1jCFAkiRJ6hlDgCRJktQzhgBJkiSpZwwBkiRJUs8YAiRJkqSeMQRIkiRJPWMIkCRJknrGECBJkiT1jCFAkiRJ6hlDgCRJktQzhgBJkiSpZwwBkiRJUs8YAiRJkqSeMQRIkiRJPWMIkCRJknrGECBJkiT1jCFAkiRJ6hlDgCRJktQzhgBJkiSpZwwBkiRJUs8YAiRJkqSeMQRIkiRJPWMIkCRJknrGECBJkiT1jCFAkiRJ6hlDgCRJktQzhgBJkiSpZwwBkiRJUs8YAiRJkqSeMQRIkiRJPbPuUheg5WmbA49Z6hKus/rQvZe6BEnSMuZ3ljR3XgmQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSembdpS5AkiRJy882Bx6z1CUAsPrQvdfYZm2qdbnwSoAkSZLUM4YASZIkqWcMAZIkSVLPGAIkSZKknjEESJIkST1jCJAkSZJ6xhAgSZIk9YwhQJIkSeoZQ4AkSZLUM4YASZIkqWcMAZIkSVLPGAIkSZKknllRISDJ/ZJ8LskFSS5NckqSfea4jZsmeVWSnyW5Isk5Sd6b5DYzrLNfklO7fZ6f5LNJ7r3wTyRJkiSN34oJAUl2B04CdgE+Brwb2AI4KslLZrmNmwCfBg4BzgPeDpwMHACcnOTWU6zzT8B/Abfp9nk0sCvwjSQPWtinkiRJksZv3aUuYBySrAu8D7gW2LWqTuvmvwY4FXh9ko9X1S/WsKmnAXsC/w3sV1XVbec5wLuA1wLPHtrv9sDBwE+B+1fVhd38dwKnAO9LsmNVXTumjypJkiQt2Eq5ErAHsC3w0UEAAOgOyl8PrE87wF+TZ3bTVwwCQOc9wJnAfkk2GJq/Py1IvW4QALr9nkYLEnelXZmQJEmSlo2VEgJ266ZfnGLZsd30ITNtIMnNgAcAPxm9YtAFgi8BGwL3Hed+JUmSpMWWG57wXjslORr4G+C+VfWdKZZfDJxfVVvNsI27A6cDn62qR02x/CXAm4FnVNUHu3m/B25WVRtP0f4+wLeBD1fVU2fxGU6eZtF9Ntpoo/V23HHHNW1irL77y/MXdX8zufdWt5hxubXO3ZrqBGudD2udjJVU63KpE6x1Umbz/+vaYrn8XlfS34BJOP3007nkkkt+V1W3nct6K6JPALBpN71wmuUXDbVZyDaG2w1+/t0c2s/HNZdccsn5p5xyypkL3M5SGCSX0xeykVPOGUMlMxtLnbD21LoIdYK1Toq1Toa1jl/v/rbCov0/sLZYW/5fhbWr1lF3AuacglZKCFjrVdXOS13DuA2ubiz3z7a21AnWOinWOhnWOhlrS61rS52wdtW6Nlmbfq9rU63jslL6BAzO3k931n0Tpj/DP5dtDLcb/DyX9pIkSdKSWykh4GfddPvRBUm2ADYaajOdM2mPGL3RNka2PbydnwEbdfuYTXtJkiRpya2UEHBiN334FMv2HGkzpaq6nDamwF2SbD28LEmAhwGX0jr7jm2/kiRJ0mJbKSHgONqZ/Ccn2WkwM8mmwEHAVcARQ/O3TLJDt3zYe7vpG7oD/4Fn0zpdfKQLCwMfAq4B/ml4W10NTwLOAL6+sI8mSZIkjdeK6BhcVdckOYD2bP6vJjkSuBh4PLA18NKqWj20yhtog4ftDxw2NP9wYF/aAfwdk5wIbAc8DjgLeOXIfn+a5GDaSMLfT/IJYGPgiV2TZzpasCRJkpabFTFOwECS+wOHAH8BrAf8EHhrVR010u4wuhBQVYeNLLspcCDwFOAOwB+BzwKvrKrfTrPf/YB/AO5Ou+pwEvDPVfXdMX00SZIkaWxWVAiQJEmStGYrpU+AJEmSpFkyBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAM1ZkpsleWuSryY5J8kVSc5NclKS/ZOsN8U62yf5UJKfJbk8ya+TfCnJXy/DWh+Q5NNJzktyZVfza5JsMMlap6n/5Umqez1wiuWbdJ/vF12tq5P8a5KNllOtSXZK8vokxyb5fdfmhMWucaieKWtNsl6Sxyc5PMkZSS5JcnGSbyZ5bpJ1lkOd3bL9knwyyc+7Gi9J8qMkb0vyZ4tZ55pqnaLtnbp6K8m7F6vGof3P9Hs9eGjZVK9tlkutQ23umOR9Q38Hfpvk+CRPWC61ruF3OnjdYTnU2i1fku+stUn3fTPdf8sTpmh/0ySv6n6nV6R9J783yW2WU61Jtu3+Dnym++9eSVZPusalsCJGDNai2wh4LnAqcAzwe+AWwF7AB4EnJtlrMFpykgcAx9MGcPsM8AngNrSRmD+d5OCqOmSZ1Po44CjgT12d5wIPAv4Z2CPJQ6vqygnVegNJdqQNfncpsOEUyzcETgR2Ar4I/DdwL+ClwEOS7FpVVyyHWoHHAK+gDab3U2DzxahrKmuodVvg48AlwHG0/183BR4FvBN4ZJK/rkUYYGUWv9MnAtsDpwC/AUL7f+GFwKoku1TVjyZd5yxrHW57E244UvuimkOthwOrp5h/wfirmtpsak3yMOBT3dv/B5xJ+xv358BfAkdPvFBmVet0f+O3A/YD/reqfjWh8m5gFn9bl/I7a21zIfD2KeavHn7T/bv/NLAn7W/WJ2h/vw4AHprkgVX1+4lWOstagQcDr6YdB5wBbDHRqpZSVfnyNacX7QrS+lPMX5f2h7OAvYfmf66b9+iR9lsDFwGXATdd6lqBDYDf0Q5U7zPUNsB/dG0PXKTf8XrAd2h/LD/c7fuBI20O6eYfOjL/0G7+K5ZRrXcH7t213aJrc8IS/L87Y63AnwHPAzYcWW9D4Ftd+ycsdZ1dm5tNs+4zuvZHL4ff6RTtXwJcTRtlvYB3L5f//l2bg7v5uy32/5/zqHUr2oHNT4GtptjGusul1hnWfUfX/sXLpVaW8DtrbXrRDp5Xz7Lt/t3v9KN0A9V285/TzX/PMqr1TsADgQ2691fMdt217eXtQJqzqrq2qq6aYv41wCe7t9sNLboT7R/550fa/wL4Ie3geyK3r8yx1r8Abg18qqq+M9S2gFd2b5+TJJOodcQ/0Q6cn047G3EDXQ0H0M5Y/8vI4n/p5h8w4RoHZqwVoKp+VFXfraqrF6mm6cxYa1X9uqreWVWXjsy/FHhr9/YhE69ydr/T6a7yDM78bjfN8nFbY60DSXYAXgu8ATht4pXd2KxrXQZmU+tBwCbAc6rql6MLu79zi2Fev9ckN6NdBbiKdkC+GGZT65J9Z61gz+ymr+i+UwfeQ7t6tV+W4JbbqVTVmVV1SlVdvtS1TJohQGPTXe57RPf29KFFp9POpu810n4r4B7A96vqD4tS5PX7nqrWwSW/s0bbV9UFwPm0M0F3mnBt96Z9UR1SVf87TbPtgdsBJ01zwHoScKdJ32M7y1qXhTHUOggwEz2wGkOde3fT02dsNQZzqTWtP8XhwM9oQWBRzeP3umt33/jLkjwmi9jPZja1dicCngD8oaq+kuQ+SV6c5KVJ/rL7G7csap3B42i3Ln2mJn8ryFxqXXbfWcvYTZOsSnJQkud3t1LdQBf2HgD8pAtS1+kCwZdoV1vvu9S19o19AjRvSdannYkKcCvgocAOwIeq6rihpq+k3Vf/8SSfoV26Htxf+XNg32VS63nd9I5TrL8p7csK4M60uidR502BI2hnSd80Q9Ptu+nPpln+M9q9l9sDE7nPdg61Lrkx1fr0bvrFcdQ0lfnUmWQf4G7AzWlnOPekBdlXTabK6/Y711pfQbsl7IFVddXiXFBr5vnff/Se7wuSvLCqjhhnbaPmUOsdgVsC307yHuBZI8u/1/VfOXsihTKWf1fP6KbvH1dN05ljrUv+nbUW2QL40PCMJN8CnlRVg+/JbWknnWf6voL2ffW1SRTZmU2tvWII0EKsT+s8M1DAm2lf9tfPrPpx9/SFo2l/RAf+QPsHuRj/+GZT60m0+z0fk+ReVfW9oWWvGfp5s0kV2e1ne1qfhJkuq2/aTS+cZvlFI+0mYba1LgcLqjXJs2hnBb9SVZ8bd3FD5lPnPsDjh95/G3hiVd3oitaYzbrWJPekhZJ/Hb7VbhHN5ff6fVrgO4HW4XoL4K+6bRyW5IKq+swyqHXwRJV70U5o7E/reLkp7YTHM2md3Gd8UtMCzfvfVZI7ArsDv6SdCZ60Wde6TL6z1gYfoh20n067BfXOwIuBpwDHJblHVV3M8vi+mm2tveLtQJq3qrqkqgKsA9wB+DvafegnJNlk0C7J/YGTabfT3Id22W9b2lmZf6M91WbJa62qS2h/FNYDTk7yX0nenOQbtM5LP+42d+0kakyyM+3JPq+tqonfyrEQfao1yV/ROob/AvjbMZc3vJ951VlVf9P9v30LYA/abUvfSbLHZCqdW63dVbjDgf9j+ifETMxcf69V9cmq+lBVnVVVV1TV6qr6D9qtNzDBW5nmWOvg+3sd4J+r6rCqOr+r91nAN4EHJNllGdQ6lafTrsx+qLqns03KXGtdDt9Za4OqOqSqvlJVv6uqy6rqtKp6Kq1/x9Zc3w9gya1NtS4mQ4AWrOt8e3ZVvYt2SfpBtPsuSXsO/5G0A+fHdp1DL+s63ryY9mi7JyR50FLX2i3/APBI2hfAo2lPirmadvvQ/3XNfjfuupKsSztQ+gHt6T5rMjijMt2Zk01G2o3NPGpdMgutNckjaWdTfwvsUVW/GW+F1+1nwb/Tqrqgqo6n9XW5HDgiU4yDsVDzqPUVtPuo969FerzuwDj/X+1uG/w5cI/hkxzjsoC/AdAeYznq/3XTsd9nPYZ/VzcBVtG+Fz441uJuvK851brcvrPWUu/ppoPf0ZJ9X83CaK39UsvgEUW+Vs6L9o+8gG927+/Rvf/ENO3/vlv+/KWudRbtz6I9TWLTCdSyWVfLbF6PoV3KLOAL02zvC93yOyx1rVOsv2iPCF1IrbQOtlcAZwPbLdc6p9neJ7u2d13qWmkHTbNp+6mlrnUW2zu5a7vFUtcK3IzWSb2AW06xvb/rlo39UcFj+BvwSGb4+7XEv9dl+521tryAuwz/96U9TelPwI+naf/urv2Dl7rWadqs2EeE2idA43a7bjp4ksr63fTW07QfzF/UM4Sd0Vqn1Z312Qb4XFVN4mzFlcAHplm2K+1e1s/QBjtbTetIdQ7woCQb1tATgtIGEXsQcFZNZvCduda6lOZVa5K9aYPZ/BHYvar+b6oNjNG4f6ez/n97HuZa65e4vtP9sC1pB4M/pvXH+d64C2WMv9fu39XdaQNMTfV5FmpOtVbVFd2tig+mdQz/+sg6d+umq8df6oJ/r4vWIZi517qcv7PWFoOn7qwGqKrLk5wKPDDJ1jX0hKDuKVcPo/27+vZiF8pIrb2z1CnE19r3onsSyRTzb057rnIBB3Xzbkq7xPcn4OEj7e9Au7XmWuDOS11rN3+TKdrejjZq4NXAvZfg931YV+eyHCxsNrWOtFmywcJm+Xvdi3bm5zfAXZayxunqBDaerjbavdYF/HQ51DpD2926tos2WNgsf683+ltEO5P50a79B5dDrd38J3Xzv8zQ4FW0jsKX0jpc3mI51Dq0/Na0cQF+xxQDOS51rUv9nbW2vLr/x6b6bt2h+9tZwK5D85dssLC51jpFO68ESEP2AV6c5Ou09HwRbaTVvWiP3/wa8DaAqroyycto9919PslnaWf+tqA9dWEj4C1V9dOlrrXz90n+lnZW7Xe0P/qPpoWGZ1TVdydU53y8iVbby5PcC/gu7RGMD6eNbvv2pSvthrpBog7s3g4GhNkhyWGDNlW1apHLupGuzk/SDgROAJ40xaMsV1fVYYtb2Y3cCjgjybdp/55+TesYfD/a/wMXAU9buvLWWrcCftw9NvAM4FzgtsBfArenDRT1sqUr70aOpP0d/Rvg+0mOpd3m+Hja7UJPrarzl7C+qTyV9vCFD9cUAzkutWXwnbW2eCLtu/WrtIcmXEq7TfWRtP++b6iqrw61P5z2aNUnAXdMciJtQMPH0W61fSWTM6dak2xOe3rgwHrA5sPfV8BLq2oSVwQXlSFA8/FZ2tnxvwB2pv1RvJDW8epI2pmy6wZUqqr3JjkLeGG3zt60R3R9F3hvVX1kudQKfIM2IuyjaAdVf6ANIf/GuuEjQ5dcVV2a5CHAwbQv/d1pZzXeQhsMZzmNdrgFNz4ove3IvFWLVs30tqAFAGhfHFM5kXYGcSn9njYy9G60S+m3op1dXU0LtW+tCT4ffgX7I/BO4P60A4Rb0DpZnwH8O/Afy+nfVVVVkifR/m49A3g27TaVbwCvr6oTl7K+aSzmrUDzssTfWWuL44G70h5R+2DaibLzaN+X76yqG4ynUlXXJnk07WTQU4AX0f69fQB4ZU12sLg51Uo7Thj9vtpwZN7BTOa2wEWV7lKHJEmSpJ7wEaGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQJEmSesYQIEmSJPWMIUCSJEnqGUOAJEmS1DOGAEmSJKlnDAGSJElSzxgCJEmSpJ4xBEiSJEk9YwiQpJ5IsipJda9VM7S7fZJXJ/lakt8nuSrJ+Ul+2s37zyRPSnLLBdZz5yRvSnJqkj8muTrJH5KckeQrSd6a5DFJNppi3d2GPstuC6lDkvpo3aUuQJK0fCR5OvDvwIYjizbrXtsDuwDPA/4TeP489/NPwMHc+Hvolt1rB2B34EXAy4A3z2c/kqSpGQIkSQAkeRzwge7tH4C3Ap8HfgUUsCVwH+CRwN4L2M+LgNd2b38F/CvwFeA3tO+lPwPu3+1jz/nuR5I0vVTVUtcgSVoE3S1AH+re7l9Vh40s/zlwJ+Ai4N5V9fMZtrUpsF1VfWeONdwc+C2wEfBL4D5Vdd4M7W8LbF5VP5rLfiRJM/NKgCSJJNvRAgDAx2YKAABVdSEwpwDQ+QtaAAB470wBoNvPb2mhQZI0RnYMliQB3Gbo54uW+35m6hic5IShZWt6rZ5m+0ny2CRHJ/llkiuSXJjke0lem+TWa6jvvkk+mOQnSS5NcmWSc5KcluR9Sfad72eXpHHwSoAkCeCPQz/vkWSdqvrThPfzMOAdE9jHgiTZHPg48JCRRTcFdupez0vyuKo6YYr1Xwi8DcjIoi271z2BA5J8oqquGWvxkjRLXgmQJAH8hHaPPrSD3P9Jcv8koweyC/UN4NLu50cl+UCSu495H3sBG8/w2ge4tmt7g1uauj4Lx9ECwMXAq4F7AbcCbg88GfgZcAvgM0nuPLL+9sBbaAHgNOAJwLZd+z/rtvtK4H/H93Elae7sGCxJPTGLjsGPBT7BDc9g/4F2oPxd4BTgxKq6YIF1/APtTPmw3wDfBr5HCwpfq6rLZtjGbsDx3dvdpzojP816OwFfo/VLOA14cFVdMrT8UODlwPnAg6rqjCm2sRnwLWA74JNV9bihZS+gPWL1T8Btq+oPs6lLkhabVwIkSQBU1Sdpj+Uc7hR8K+DhwIHAp4DfJjmyO+M93/28HVgFnDs0e0vgUcCrgC90+3l3ki3nu59RSe4AHEMLAGcDe48EgA1o4x8AvGGqANDVfwHwuu7to7snJQ0MbrO9jBYkJGlZMgRIkq5TVZ8H7gI8gjYY2GnA1UNN1gf2Bb6XZK8F7OdwYBvg8bSxCc7g+lt0oB2oPxv4fpL7zHc/A92B+ueA29E6JO9dVeeMNNuZdrsQwFeSbDTdCzi9a3cT2tgJA9/tphsDhyXZaqG1S9Ik2DFYknQDXYfgY7sXSdan3Rf/CNqB+Za0EYWPSrJ99xjP+eznSuB/utfgfvz70q4IHEAbofjWtP4Jd6mqK+aznyTr0Tr67ghcA+xTVT+Youldh37+9hx2cd0Tj6rqxCSfoIWbpwBPSfIj4OvAScCXq+o3c/wIkjR2XgmQJM2oqq6qqm9W1SG0qwTf7BZtDDxjjPu5rKq+WlUvox2Qn9Ut2gp43PRrrtF7gL/sfn5eVR07TbvN5rn9m428fyLwQtrVDYC708LTEcDZST43gc7QkjQnhgBJ0qxV1cXA3w/Nut+E9nMurR/CgvaT5FXA/t3bQ6vqfTM0v3jo562qKrN8HTZS+zVV9e9VdTdagNkH+Dfgp7Tv3b2AUwwCkpaSIUCSNFc/HPr55st1P0meChzSvT0SOGgNqwx3iJ53x+dhVfWrqjq6qv6hqu4C/C1QtD4PB868tiRNjiFAkjRXw51dRzvXLov9JNkDeH/39iRgVa35mdgnApd3P+83l/3NVlV9hOvDzV1naitJk2QIkCSRZNskb0yyxRrarQO8fmjWF+a4nwclecXIYzWnandz2kBdc95Pd5vN/wDr0Qb2enTXCXlG3eNC39m9XZVkn1ns664j7+/c/Y6ma78BbdAwaGMwSNKS8OlAkiSADYB/BF6U5Fjgs7QBsc4BrqA9pecBtP4Ag/vzT6U9dWcubkELEf+c5DO0g/vv0MYMuAbYAngw8GJaJ2SAT1TVN6fY1o10j+88BtgUuJB2P/6V3fypXDsyKNmrgN2BewNHJnk0rUPvD2kjHW8C3BnYBfgb4EraE40GDgJ2T3I08BXayMAXdPXsRLsF6FZd24/M5jNJ0iQYAiRJ0A70rwRuCvxV95rJccC+3eNE5+JS2mi6G9DGG9h3De2PBJ4+h+1vDmzd/bwpbQTimfyCNl4B0J5QlOQvaQf+fwU8uXtN5+Qp5m0FvKR7TeffquqINdQmSRNjCJAkUVX/l+TWwMOAXWlnwrelnbVeh/bknLNoz8//WFUdN8/9HJ/ktsCetDP+9wTuRLtCAG0gr58DpwAfrapT5/2h5qmqzgceleQhwFOBB9EGGbs57fewmnb1YnDFZNg/Al+kXU24F21MhVvTBlz7JfAN4ANV9Y2JfxBJmkHW3E9KkiRJ0kpix2BJkiSpZwwBkiRJUs8YAiRJkqSeMQRIkiRJPWMIkCRJknrGECBJkiT1jCFAkiRJ6hlDgCRJktQzhgBJkiSpZwwBkiRJUs8YAiRJkqSeMQRIkiRJPWMIkCRJknrGECBJkiT1jCFAkiRJ6hlDgCRJktQzhgBJkiSpZwwBkiRJUs/8f7upH2JE/tI3AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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"text/plain": [ "
" ] @@ -409,7 +409,7 @@ } ], "source": [ - "filename = \"lieb_lattice_4x4_mis.json\"\n", + "filename = \"lieb_lattice_4x5_mis.json\"\n", "result_json = open_json(filename)\n", "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", "\n", @@ -429,14 +429,6 @@ " \n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a9da1721-e2a3-4f2f-9cf1-45ed2be11998", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/work/square_lattice.ipynb b/work/square_lattice.ipynb index ef2c276f..3c7bd3d4 100644 --- a/work/square_lattice.ipynb +++ b/work/square_lattice.ipynb @@ -2,25 +2,17 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[0;35mYou have already enabled qBraid Quantum Jobs in the amazon_braket environment.\u001b[0m\n" - ] - } - ], + "outputs": [], "source": [ "!qbraid jobs enable amazon_braket" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 77, "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", "metadata": {}, "outputs": [], @@ -39,14 +31,14 @@ "from quera_ahs_utils.plotting import show_global_drive, show_register\n", "from quera_ahs_utils.drive import get_drive \n", "\n", - "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, C6, save_result_json, open_json\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", "\n", "from utils import postprocess_MIS, analysis_MIS" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 78, "id": "731287c5-8f76-41b0-967e-cd23924dfa01", "metadata": {}, "outputs": [], @@ -56,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 79, "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", "metadata": {}, "outputs": [ @@ -104,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", "metadata": {}, "outputs": [], @@ -127,7 +119,7 @@ " for row in range(num_rows):\n", " for col in range(num_cols):\n", " start = np.array([col, row])\n", - " points.append(start + np.array([1/2, 1/2])) # centers\n", + " points.append(start + np.array([1/2, 1/2]))\n", " bottomleft_corner_id = row * (num_cols + 1) + col\n", " bottomright_corner_id = bottomleft_corner_id + 1\n", " topleft_corner_id = bottomleft_corner_id + num_cols + 1\n", @@ -137,9 +129,6 @@ " graph_connections.append((bottomleft_corner_id, curr_id))\n", " graph_connections.append((bottomright_corner_id, curr_id))\n", " curr_id = curr_id + 1\n", - " # points.append(start + np.array([0, 1]))\n", - " # points.append(np.array([num_cells, 0]))\n", - " # points.append(np.array([num_cells, 1]))\n", " \n", " centers = range(num_centers)\n", " corners = range(num_centers, num_centers + num_corners)\n", @@ -151,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", "metadata": {}, "outputs": [], @@ -172,137 +161,35 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice():\n", + " points = []\n", + " points.append(np.array([0, 0]))\n", + " points.append(np.array([1, 0]))\n", + " points.append(np.array([2, 0]))\n", + " points.append(np.array([1, 1]))\n", + " points.append(np.array([1, -1]))\n", + " \n", + " graph = nx.Graph()\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Points: [[0. 0. ]\n", - " [1. 0. ]\n", - " [2. 0. ]\n", - " [3. 0. ]\n", - " [4. 0. ]\n", - " [5. 0. ]\n", - " [6. 0. ]\n", - " [0. 1. ]\n", - " [1. 1. ]\n", - " [2. 1. ]\n", - " [3. 1. ]\n", - " [4. 1. ]\n", - " [5. 1. ]\n", - " [6. 1. ]\n", - " [0. 2. ]\n", - " [1. 2. ]\n", - " [2. 2. ]\n", - " [3. 2. ]\n", - " [4. 2. ]\n", - " [5. 2. ]\n", - " [6. 2. ]\n", - " [0. 3. ]\n", - " [1. 3. ]\n", - " [2. 3. ]\n", - " [3. 3. ]\n", - " [4. 3. ]\n", - " [5. 3. ]\n", - " [6. 3. ]\n", - " [0. 4. ]\n", - " [1. 4. ]\n", - " [2. 4. ]\n", - " [3. 4. ]\n", - " [4. 4. ]\n", - " [5. 4. ]\n", - " [6. 4. ]\n", - " [0. 5. ]\n", - " [1. 5. ]\n", - " [2. 5. ]\n", - " [3. 5. ]\n", - " [4. 5. ]\n", - " [5. 5. ]\n", - " [6. 5. ]\n", - " [0. 6. ]\n", - " [1. 6. ]\n", - " [2. 6. ]\n", - " [3. 6. ]\n", - " [4. 6. ]\n", - " [5. 6. ]\n", - " [6. 6. ]\n", - " [0.5 0.5]\n", - " [1.5 0.5]\n", - " [2.5 0.5]\n", - " [3.5 0.5]\n", - " [4.5 0.5]\n", - " [5.5 0.5]\n", - " [0.5 1.5]\n", - " [1.5 1.5]\n", - " [2.5 1.5]\n", - " [3.5 1.5]\n", - " [4.5 1.5]\n", - " [5.5 1.5]\n", - " [0.5 2.5]\n", - " [1.5 2.5]\n", - " [2.5 2.5]\n", - " [3.5 2.5]\n", - " [4.5 2.5]\n", - " [5.5 2.5]\n", - " [0.5 3.5]\n", - " [1.5 3.5]\n", - " [2.5 3.5]\n", - " [3.5 3.5]\n", - " [4.5 3.5]\n", - " [5.5 3.5]\n", - " [0.5 4.5]\n", - " [1.5 4.5]\n", - " [2.5 4.5]\n", - " [3.5 4.5]\n", - " [4.5 4.5]\n", - " [5.5 4.5]\n", - " [0.5 5.5]\n", - " [1.5 5.5]\n", - " [2.5 5.5]\n", - " [3.5 5.5]\n", - " [4.5 5.5]\n", - " [5.5 5.5]]\n", - "# Points: 85\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "# points, graph = linear_chain(18, 'DIAG')\n", - "points, graph = square_lattice(6, 6)\n", + "points, graph = square_lattice(6, 7)\n", + "# points, graph = linear_chain(12, 'HORIZ')\n", "\n", - "print(f\"Points: {points}\")\n", + "# print(f\"Points: {points}\")\n", "print(f\"# Points: {len(points)}\")\n", "plt.scatter(*zip(*(points)))\n", "plt.show()\n", @@ -313,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 72, "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", "metadata": {}, "outputs": [ @@ -321,14 +208,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Unit Disk Radius: 0.8408964152537146\n", - "Minimum Radius: 0.7071067811865476\n", - "Maximum Radius: 1.0\n" + "Unit Disk Radius: 1.4142135623730951\n", + "Minimum Radius: 1.0\n", + "Maximum Radius: 2.0\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -364,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 73, "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", "metadata": {}, "outputs": [ @@ -373,12 +260,12 @@ "output_type": "stream", "text": [ "Blockade Radius: 8.044e-06m\n", - "Unit Disk Radius: 0.841\n" + "Unit Disk Radius: 1.414\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -411,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 74, "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", "metadata": {}, "outputs": [ @@ -451,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 62, "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", "metadata": {}, "outputs": [], @@ -464,23 +351,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", "metadata": {}, - "outputs": [ - { - "ename": "BaseException", - "evalue": "Are you sure you want to simulate a 85-vert graph?", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[15], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m points\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m12\u001b[39m:\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAre you sure you want to simulate a \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(points)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m-vert graph?\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 3\u001b[0m device \u001b[38;5;241m=\u001b[39m LocalSimulator(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbraket_ahs\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 4\u001b[0m ahs_run \u001b[38;5;241m=\u001b[39m device\u001b[38;5;241m.\u001b[39mrun(ahs_program, shots\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n", - "\u001b[0;31mBaseException\u001b[0m: Are you sure you want to simulate a 85-vert graph?" - ] - } - ], + "outputs": [], "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", "if points.size > 12:\n", " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", "device = LocalSimulator(\"braket_ahs\")\n", @@ -492,65 +368,29 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": null, "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", "metadata": {}, - "outputs": [ - { - "ename": "BaseException", - "evalue": "Only run this cell when you are ready to submit your job.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[126], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOnly run this cell when you are ready to submit your job.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m#DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n", - "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." - ] - } - ], + "outputs": [], "source": [ "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", "nshots = 100\n", "task = qpu.run(ahs_program, shots=nshots)\n", - "print(task)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "id": "f50681b2-542f-40e7-82ad-fb77e1f85c6c", - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "# save_result_json(\"4x4_square_graph_mis.json\",task44.result())\n", - "# save_result_json(\"1x1_square_graph_mis.json\",task11.result())\n", - "# save_result_json(\"2x2_square_graph_mis.json\",task22.result())\n", - "# save_result_json(\"6x6_square_graph_mis.json\",task66.result())" + "print(task)" ] }, { "cell_type": "code", - "execution_count": null, - "id": "1a67b2da-0e26-4574-a3c7-8b1fa0cb283e", - "metadata": {}, - "outputs": [], - "source": [ - "task" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "9d39e006-94cc-43e4-a629-1adc25980818", + "execution_count": 75, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -558,194 +398,51 @@ } ], "source": [ - "filename = \"6x6_square_graph_mis.json\"\n", + "filename = \"horiz_graph_mis.json\"\n", "result_json = open_json(filename)\n", - "num_measurements = len(result_json[\"measurements\"]) \n", - "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(num_measurements)]\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", "\n", - "figure = plt.figure(figsize=(25,15))\n", - "\n", - "start = 10\n", - "num_shown = 5\n", - "for i in range(num_shown):\n", - " axes = plt.subplot(1,num_shown,i+1)\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", " \n", " color_lookup = {0:\"r\",1:'k'}\n", - " sequence_colors = [color_lookup[sequences[i+start][j]] for j in range(len(sequences[i]))]\n", - " visualize_graph(axes, graph, points, node_colors = sequence_colors)\n", - " \n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax,graph,points,node_colors = seqs_color)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 18, - "id": "dff6fff4-99b0-40ff-bbf2-332fa2ad91d5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([6., 6.])" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "points[48]" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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uYVAITv3xk+Svgc8wGJX2FPAFBn3sY3f8THy4S5Lea9K7ZSRJCzDcJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoP+H1lq/ZBTmjGyAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# result_json[\"measurements\"][5]\n", - "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", - "post_bitstrings.shape\n", - "n_occur_ground = np.sum(post_bitstrings, axis=0)\n", - "n_occur_ground.shape\n", - "# unique_n_occur, count = np.unique(n_occur_ground, return_counts = True)\n", - "\n", - "# unique_n_occur\n", - "plt.bar(list(range(0, n_occur_ground.size)), n_occur_ground)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", - "IS_sizes = np.sum(1-post_bitstrings,axis=1)\n", - "unique_IS_sizes, counts = np.unique(IS_sizes, return_counts=True)\n", - "\n", - "plt.bar(unique_IS_sizes, counts/counts.sum())\n", - "plt.title(\"Before\")\n", - "plt.xticks(unique_IS_sizes)\n", - "plt.xlabel(\"IS sizes\",fontsize=14)\n", - "plt.ylabel(\"probability\",fontsize=14)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 63, "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average pre-processed size: 29.9300\n", - "Average post-processed IS size: 28.8200\n", - "FIXED\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "None" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 0 1 3 4 6 7 9 10 13 14 18 19 21 25 27 28 29 30 31 33 35 38 39 41\n", - " 42 43 44 45 46 47 48 62 63]\n", - "['r', 'r', 'k', 'r', 'r', 'k', 'r', 'r', 'k', 'r', 'r', 'k', 'k', 'r', 'r', 'k', 'k', 'k', 'r', 'r', 'k', 'r', 'k', 'k', 'k', 'r', 'k', 'r', 'r', 'r', 'r', 'r', 'k', 'r', 'k', 'r', 'k', 'k', 'r', 'r', 'k', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'r', 'r', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k', 'k']\n" + "ename": "IndexError", + "evalue": "list index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[63], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m filename \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvert_graph_mis.json\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 2\u001b[0m result_json \u001b[38;5;241m=\u001b[39m open_json(filename)\n\u001b[0;32m----> 3\u001b[0m IS_sizes,pp_bitstrings \u001b[38;5;241m=\u001b[39m \u001b[43manalysis_MIS\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgraph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mresult_json\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5\u001b[0m ind, \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mwhere(IS_sizes\u001b[38;5;241m==\u001b[39mIS_sizes\u001b[38;5;241m.\u001b[39mmax())\n\u001b[1;32m 6\u001b[0m n_show \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mmin\u001b[39m(\u001b[38;5;28mlen\u001b[39m(ind),\u001b[38;5;241m1\u001b[39m)\n", + "File \u001b[0;32m~/2023_QuEra/work/utils.py:40\u001b[0m, in \u001b[0;36manalysis_MIS\u001b[0;34m(graph, result_json)\u001b[0m\n\u001b[1;32m 35\u001b[0m \u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[1;32m 36\u001b[0m \u001b[38;5;124;03mHelper function to analyze a MIS result and plot data\u001b[39;00m\n\u001b[1;32m 37\u001b[0m \u001b[38;5;124;03m'''\u001b[39;00m\n\u001b[1;32m 39\u001b[0m post_bitstrings \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([q[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost_sequence\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m q \u001b[38;5;129;01min\u001b[39;00m result_json[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmeasurements\u001b[39m\u001b[38;5;124m\"\u001b[39m]])\n\u001b[0;32m---> 40\u001b[0m pp_bitstrings \u001b[38;5;241m=\u001b[39m \u001b[43mpostprocess_MIS\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgraph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mresult_json\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 43\u001b[0m IS_sizes \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msum(\u001b[38;5;241m1\u001b[39m\u001b[38;5;241m-\u001b[39mpp_bitstrings,axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m 44\u001b[0m unique_IS_sizes,counts \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39munique(IS_sizes,return_counts\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "File \u001b[0;32m~/2023_QuEra/work/utils.py:24\u001b[0m, in \u001b[0;36mpostprocess_MIS\u001b[0;34m(G, results)\u001b[0m\n\u001b[1;32m 22\u001b[0m inds \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mnonzero(bitstring\u001b[38;5;241m==\u001b[39m\u001b[38;5;241m0\u001b[39m)[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;66;03m# Find indices of IS vertices\u001b[39;00m\n\u001b[1;32m 23\u001b[0m subgraph \u001b[38;5;241m=\u001b[39m nx\u001b[38;5;241m.\u001b[39msubgraph(G,inds) \u001b[38;5;66;03m# Generate a subgraph from those vertices. If the bitstring is an independent set, this subgraph has no edges.\u001b[39;00m\n\u001b[0;32m---> 24\u001b[0m inds2 \u001b[38;5;241m=\u001b[39m \u001b[43mnx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmaximal_independent_set\u001b[49m\u001b[43m(\u001b[49m\u001b[43msubgraph\u001b[49m\u001b[43m,\u001b[49m\u001b[43mseed\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# Find the mIS of this subgraph. If there are no edges, it is the original bitstring. Else, it randomly chooses within each graph.\u001b[39;00m\n\u001b[1;32m 25\u001b[0m payload \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mones(\u001b[38;5;28mlen\u001b[39m(bitstring)) \u001b[38;5;66;03m# Forge into the correct data structure (a list of 1s and 0s)\u001b[39;00m\n\u001b[1;32m 26\u001b[0m payload[inds2] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n", + "File \u001b[0;32m compilation 17:5\u001b[0m, in \u001b[0;36margmap_maximal_independent_set_13\u001b[0;34m(G, nodes, seed)\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mgzip\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01minspect\u001b[39;00m\n\u001b[0;32m----> 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mitertools\u001b[39;00m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mre\u001b[39;00m\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcollections\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m defaultdict\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/networkx/algorithms/mis.py:62\u001b[0m, in \u001b[0;36mmaximal_independent_set\u001b[0;34m(G, nodes, seed)\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[38;5;124;03m\"\"\"Returns a random maximal independent set guaranteed to contain\u001b[39;00m\n\u001b[1;32m 15\u001b[0m \u001b[38;5;124;03ma given set of nodes.\u001b[39;00m\n\u001b[1;32m 16\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 59\u001b[0m \n\u001b[1;32m 60\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m nodes:\n\u001b[0;32m---> 62\u001b[0m nodes \u001b[38;5;241m=\u001b[39m {\u001b[43mseed\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mchoice\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mG\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m}\n\u001b[1;32m 63\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 64\u001b[0m nodes \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m(nodes)\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/random.py:346\u001b[0m, in \u001b[0;36mRandom.choice\u001b[0;34m(self, seq)\u001b[0m\n\u001b[1;32m 344\u001b[0m \u001b[38;5;124;03m\"\"\"Choose a random element from a non-empty sequence.\"\"\"\u001b[39;00m\n\u001b[1;32m 345\u001b[0m \u001b[38;5;66;03m# raises IndexError if seq is empty\u001b[39;00m\n\u001b[0;32m--> 346\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mseq\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_randbelow\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mseq\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\n", + "\u001b[0;31mIndexError\u001b[0m: list index out of range" ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ + "filename = \"vert_graph_mis.json\"\n", "result_json = open_json(filename)\n", "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", "\n", "ind, = np.where(IS_sizes==IS_sizes.max())\n", - "# ind = list(range(1,n_show+1))\n", - "n_show = min(len(ind),5)\n", + "n_show = min(len(ind),1)\n", "\n", "figure = plt.figure(figsize=(25,15))\n", "for i in range(n_show):\n", @@ -755,146 +452,11 @@ " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", " \n", - " # nx.draw_networkx_nodes(graph, points, nodelist = list(range(len(points))),node_size=1225/np.sqrt(len(graph.nodes)),ax=axes,node_color=seqs_color)\n", - " # print(points)\n", - " print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", - " print(seqs_color)\n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", " \n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": 48, - "id": "6a62c2c9-5159-4f4a-87d0-759a8b4fe43e", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0, 1, 2, 3, 4, 5, 6, 8, 10, 12, 14, 16, 18, 20, 23, 24, 25, 26, 28, 31, 34, 36, 38, 41, 42, 44, 46, 47, 48, 77]\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pp = pp_bitstrings[0]\n", - "print(list(nx.subgraph(graph, np.nonzero(pp==0)[0]).nodes))\n", - "nx.draw(nx.subgraph(graph, np.nonzero(pp==0)[0]))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a0d32ace-359d-47ce-9106-a31ce6af3a12", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "b9d1b19c-7d1b-4739-b60c-b3ee8ecde5b0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - " 3., 3., 3., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", - 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"id": "cbbd33ef-1a69-42a2-b753-7f3629c4ef9a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "dd84d96e-3ef7-488f-9353-eaaa0665f8e3", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/work/utils.py b/work/utils.py index 06a4fb47..efd7f2cb 100644 --- a/work/utils.py +++ b/work/utils.py @@ -53,19 +53,18 @@ def analysis_MIS(graph,result_json): print(avg_pp) plt.bar(pre_unique_IS_sizes, pre_counts/pre_counts.sum()) - print("FIXED") - plt.title("Before") + plt.title("Raw Results") plt.xticks(pre_unique_IS_sizes) - plt.xlabel("IS sizes",fontsize=14) - plt.ylabel("probability",fontsize=14) - display(plt.show()) + plt.xlabel("IS Sizes",fontsize=14) + plt.ylabel("Probability",fontsize=14) + plt.show() plt.bar(unique_IS_sizes, counts/counts.sum()) - plt.title("After") + plt.title("Processed Results") plt.xticks(unique_IS_sizes) - plt.xlabel("IS sizes",fontsize=14) - plt.ylabel("probability",fontsize=14) - display(plt.show()) + plt.xlabel("IS Sizes",fontsize=14) + plt.ylabel("Probability",fontsize=14) + plt.show() return IS_sizes,pp_bitstrings \ No newline at end of file From 1ac4c385b508274399374c536fc7068a5a781b52 Mon Sep 17 00:00:00 2001 From: Areeq Hasan Date: Sun, 29 Jan 2023 11:40:13 +0000 Subject: [PATCH 06/14] lieb --- work/lieb/iquhack_utils.py | 277 + work/lieb/lieb_lattice.ipynb | 608 + work/lieb/r=sqrt(sqrt(2)), df=35e6.json | 20604 ++++++++++++++++++++++ work/lieb/r=sqrt(sqrt(2)), df=37e6.json | 20604 ++++++++++++++++++++++ work/lieb/r=sqrt(sqrt(2)), df=40e6.json | 20604 ++++++++++++++++++++++ work/lieb/r=sqrt(sqrt(2)), df=45e6.json | 20604 ++++++++++++++++++++++ work/lieb/utils.py | 70 + 7 files changed, 83371 insertions(+) create mode 100644 work/lieb/iquhack_utils.py create mode 100644 work/lieb/lieb_lattice.ipynb create mode 100644 work/lieb/r=sqrt(sqrt(2)), df=35e6.json create mode 100644 work/lieb/r=sqrt(sqrt(2)), df=37e6.json create mode 100644 work/lieb/r=sqrt(sqrt(2)), df=40e6.json create mode 100644 work/lieb/r=sqrt(sqrt(2)), df=45e6.json create mode 100644 work/lieb/utils.py diff --git a/work/lieb/iquhack_utils.py b/work/lieb/iquhack_utils.py new file mode 100644 index 00000000..e834702a --- /dev/null +++ b/work/lieb/iquhack_utils.py @@ -0,0 +1,277 @@ +import json + +import matplotlib.pyplot as plt +import matplotlib.gridspec as gridspec +from matplotlib.axes import Axes +import numpy as np +from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation +from braket.ahs.atom_arrangement import AtomArrangement,SiteType +import warnings +import networkx as nx + +C6 = 5.42E-24 + +def is_IS(graph,node_types): + inds = np.argwhere(np.array(node_types)==0).ravel() + subgraph = nx.subgraph(graph,inds) + print(subgraph) + return subgraph.number_of_edges() == 0 + + +def visualize_graph(ax,graph,pos_dict,node_colors = "#6437FF"): + """Visualize graph using networkx + + Args: + ax (matplotlib.axes.Axes): Axes object to plot graph on. + graph (networkx.Graph): Graph to be plotted + pos_dict (dict): dictionary containing the x,y coordiantes where the nodes are the keys. + node_colors (str or list, optional): Defaults to "#6437FF". The color(s) to color the nodes of the graph. + + """ + + ax.set_aspect('equal') + ax.axis('off') + + # pos_dict = {a:positions[a] for a in range(positions.shape[0])} + nx.draw_networkx_edges(graph,pos_dict,width=10/np.sqrt(len(graph.nodes)),ax=ax) + nx.draw_networkx_nodes(graph,pos_dict, nodelist=list(range(len(pos_dict))),node_size=1225/np.sqrt(len(graph.nodes)),node_color=node_colors,ax=ax) + # print(pos_dict) + +def get_graph_from_blockade_radius(register : AtomArrangement, blockade_radius:float): + """Get graph based on blockade radius. + + Args: + register (braket.ahs.atom_arrangement.AtomArrangement): register for analog quantum simulation. + blockade_radius (float): the blockade radius calculated using (C_6/final_detuning)^(1/6). + + Returns: + networkx.Graph: The graph of the effective unit disk graph set by the blockade radius. + """ + filled_sites = [site.coordinate for site in register if site.site_type == SiteType.FILLED] + graph = nx.Graph() + + positions = {n:c for n,c in enumerate(filled_sites)} + + graph.add_nodes_from(positions.keys()) + + for n,r_1 in positions.items(): + for m,r_2 in positions.items(): + if n <= m: continue + dist = np.linalg.norm(np.array(r_1)-np.array(r_2)) + if dist < blockade_radius: + graph.add_edge(n,m) + + return graph,positions + + +def get_blockade_radius(detuning: float, rabi: float) -> float: + """calculate Blockade Radius given the detuning and rabi amplitude. + + Args: + detuning (float): detuning value. + ravi (float): rabi value + Returns: + float: blockade radius + """ + + demon = np.sqrt(detuning**2+rabi**2) + if demon > 0: + return (C6/demon)**(1/6) + else: + return np.inf + + + +def plot_task_results( + ahs_program : AnalogHamiltonianSimulation, + n_shots : int, + pre_processed_shot : list[int], + post_processed_shot : list[int], +): + """function to generate figure summarizing iQuHack task results. + + Args: + ahs_program (AnalogHamiltonianSimulation): Braket AHS program used to generate shots + n_shots (int): number of shots for Task + pre_processed_shot (list[int]): The list showing the independent set before post processing, + post_processed_shot (list[int]): The list showing the independent set after post processing + """ + + fig = plt.figure(tight_layout=True,figsize=(9,6)) + gs = gridspec.GridSpec(6, 3) + + graph_axs = [ + fig.add_subplot(gs[0:3, 2]), + fig.add_subplot(gs[3:6, 2]) + ] + + drive_axs = [ + fig.add_subplot(gs[0:2, 0:2]), + fig.add_subplot(gs[2:4, 0:2]), + fig.add_subplot(gs[4:6, 0:2]) + ] + + drive_axs[0].sharex(drive_axs[1]) + drive_axs[1].sharex(drive_axs[2]) + + + register = ahs_program.register + drive = ahs_program.hamiltonian + + data = { + 'amplitude [rad/s]': drive.amplitude.time_series, + 'detuning [rad/s]': drive.detuning.time_series, + 'phase [rad]': drive.phase.time_series, + } + + detuning_data = list(data['detuning [rad/s]'].values()) + blockade_radius = get_blockade_radius(detuning_data[-1],0) + + + + graph,positions = get_graph_from_blockade_radius(register,blockade_radius) + + + for ax, data_name in zip(drive_axs, data.keys()): + ax.tick_params('both',direction='in') + ax.tick_params('x',top=True) + ax.tick_params('y',left=True) + + if data_name == 'phase [rad]': + ax.step(data[data_name].times(), data[data_name].values(), '.-', where='post') + else: + ax.plot(data[data_name].times(), data[data_name].values(), '.-') + ax.xaxis.set_ticklabels([]) + + ax.set_ylabel(data_name) + ax.grid(ls=':') + ax.set_xlabel("time (s)") + + color = { + 0:'red', + 1:'black' + } + + pre_processed_shot = [s for s,site in zip(pre_processed_shot,register) if site.site_type == SiteType.FILLED] + post_processed_shot = [s for s,site in zip(post_processed_shot,register) if site.site_type == SiteType.FILLED] + + shots = [ + pre_processed_shot, + post_processed_shot + ] + + titles = [ + "pre-processed", + "post-processed" + ] + + if not is_IS(graph,post_processed_shot): + warnings.warn("'post_processed_shot' is not a valid independent set of the effective graph.") + + + for (ax,shot,title) in zip(graph_axs,shots,titles): + colors = [color[s] for s in shot] + visualize_graph(ax,graph,positions,colors) + ax.title.set_text(title) + + fig.tight_layout() + fig.subplots_adjust(hspace=0.25) + fig.suptitle(f'number of shots: {n_shots}') + return fig,drive_axs,graph_axs + + +def generate_test_program(Nx,Ny,lattice_spacing=6.5e-6): + from quera_ahs_utils.drive import get_drive + + + register = AtomArrangement() + for ix in range(Nx): + for iy in range(Ny): + x = ix * lattice_spacing + y = iy * lattice_spacing + register.add((x,y)) + + + time_points = [0, 2.5e-7, 2.75e-6, 3e-6] + amplitude_min = 0 + amplitude_max = 1.57e7 # rad / s + + detuning_min = -5.5e7 # rad / s + detuning_max = 5.5e7 # rad / s + + amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piece-wise linear + detuning_values = [detuning_min, detuning_min, detuning_max, detuning_max] # piece-wise linear + phase_values = [0, 0, 0, 0] # piece-wise constant + + + drive = get_drive(time_points, amplitude_values, detuning_values, phase_values) + + return AnalogHamiltonianSimulation( + register=register, + hamiltonian=drive + ) + +def find_UDG_radius(position, graph): + ''' + Computes the optimal unit disk radius for a particular set of positions and graph. + position - [N x 2] array of points + graph - network connectivity graph. This should be a unit disk graph. + + returns + radius - Optimal unit disk radius of the graph + rmin - Minimum distance + rmax - Maximum distance + ''' + + dists = np.sqrt((position[:,0,None] - position[:,0])**2 + + (position[:,1,None] - position[:,1])**2) + rmin = 0 + rmax = np.inf + for i in range(position.shape[0]): + for j in range(i+1,position.shape[0]): + if (i,j) in graph.edges: + if rmindists[i,j]: + rmax = dists[i,j] + + if rmin>rmax: + print(rmin,rmax) + raise BaseException("Graph is not a unit disk graph!") + + return np.sqrt(rmin*rmax),rmin,rmax + +def save_result_json(json_file,result): + ''' + Helper function to save results locally + ''' + result_dict = {"measurements":[]} + for measurement in result.measurements: + shot_result = { + "pre_sequence":[int(qubit) for qubit in measurement.pre_sequence], + "post_sequence":[int(qubit) for qubit in measurement.post_sequence] + } + result_dict["measurements"].append(shot_result) + + with open(json_file,"w") as io: + json.dump(result_dict,io,indent=2) + +def open_json(json_file): + ''' + Helper function to load and open json data + ''' + with open(json_file,"r") as io: + return json.load(io) + +if __name__ == '__main__': + L = 10 + ahs_program = generate_test_program(L,L,lattice_spacing=4e-6) + pre_processed_shot = list(np.random.randint(2,size=L*L)) + post_processed_shot = list(np.random.randint(2,size=L*L)) + + fig,drive_axs,graph_axs = plot_task_results( + ahs_program,100,pre_processed_shot,post_processed_shot + ) + + plt.show() diff --git a/work/lieb/lieb_lattice.ipynb b/work/lieb/lieb_lattice.ipynb new file mode 100644 index 00000000..e1928962 --- /dev/null +++ b/work/lieb/lieb_lattice.ipynb @@ -0,0 +1,608 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 7.519e-06m\n", + "Unit Disk Radius: 1.189\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 30e6 # rad/sec\n", + "unitdisk_radius = np.sqrt(np.sqrt(2)) # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "ename": "ValidationException", + "evalue": "An error occurred (ValidationException) when calling the CreateQuantumTask operation (reached max retries: 4): 1 validation error for AtomArrangementValidator\n__root__\n Arrangement is too wide. Sites [Decimal('0.0'), Decimal('0.0000068')] and [Decimal('0.0000812'), Decimal('0.0000609')] have x-separation (0.0000812) bigger than 0.000075 meters (type=value_error)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValidationException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[30], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m# DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n\u001b[0;32m----> 4\u001b[0m task \u001b[38;5;241m=\u001b[39m \u001b[43mqpu\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mahs_program\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnshots\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(task)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_device.py:160\u001b[0m, in \u001b[0;36mAwsDevice.run\u001b[0;34m(self, task_specification, s3_destination_folder, shots, poll_timeout_seconds, poll_interval_seconds, *aws_quantum_task_args, **aws_quantum_task_kwargs)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrun\u001b[39m(\n\u001b[1;32m 94\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 95\u001b[0m task_specification: Union[\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39maws_quantum_task_kwargs,\n\u001b[1;32m 109\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m AwsQuantumTask:\n\u001b[1;32m 110\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 111\u001b[0m \u001b[38;5;124;03m Run a quantum task specification on this device. A task can be a circuit or an\u001b[39;00m\n\u001b[1;32m 112\u001b[0m \u001b[38;5;124;03m annealing problem.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 158\u001b[0m \u001b[38;5;124;03m `braket.aws.aws_quantum_task.AwsQuantumTask.create()`\u001b[39;00m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 160\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mAwsQuantumTask\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 161\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_aws_session\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 162\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_arn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 163\u001b[0m \u001b[43m \u001b[49m\u001b[43mtask_specification\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 164\u001b[0m \u001b[43m \u001b[49m\u001b[43ms3_destination_folder\u001b[49m\n\u001b[1;32m 165\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 166\u001b[0m \u001b[43m \u001b[49m\u001b[43mAwsSession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparse_s3_uri\u001b[49m\u001b[43m(\u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menviron\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mAMZN_BRAKET_TASK_RESULTS_S3_URI\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 167\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mAMZN_BRAKET_TASK_RESULTS_S3_URI\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m 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\u001b[49m\u001b[43mshots\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_default_shots\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 172\u001b[0m \u001b[43m \u001b[49m\u001b[43mpoll_timeout_seconds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpoll_timeout_seconds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 173\u001b[0m \u001b[43m \u001b[49m\u001b[43mpoll_interval_seconds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpoll_interval_seconds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 174\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43maws_quantum_task_args\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 175\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43maws_quantum_task_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_quantum_task.py:170\u001b[0m, in \u001b[0;36mAwsQuantumTask.create\u001b[0;34m(aws_session, device_arn, task_specification, s3_destination_folder, shots, device_parameters, disable_qubit_rewiring, tags, *args, **kwargs)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(task_specification, Circuit) \u001b[38;5;129;01mand\u001b[39;00m task_specification\u001b[38;5;241m.\u001b[39mparameters:\n\u001b[1;32m 166\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 167\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot execute circuit with unbound parameters: \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 168\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtask_specification\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 169\u001b[0m )\n\u001b[0;32m--> 170\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_create_internal\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 171\u001b[0m \u001b[43m \u001b[49m\u001b[43mtask_specification\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 172\u001b[0m \u001b[43m \u001b[49m\u001b[43maws_session\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 173\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_task_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 174\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice_arn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 175\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice_parameters\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43mdisable_qubit_rewiring\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 177\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 178\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 179\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/functools.py:888\u001b[0m, in \u001b[0;36msingledispatch..wrapper\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m 884\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m args:\n\u001b[1;32m 885\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfuncname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m requires at least \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 886\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m1 positional argument\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 888\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__class__\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_quantum_task.py:614\u001b[0m, in \u001b[0;36m_\u001b[0;34m(analog_hamiltonian_simulation, aws_session, create_task_kwargs, device_arn, device_parameters, _, *args, **kwargs)\u001b[0m\n\u001b[1;32m 602\u001b[0m \u001b[38;5;129m@_create_internal\u001b[39m\u001b[38;5;241m.\u001b[39mregister\n\u001b[1;32m 603\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_\u001b[39m(\n\u001b[1;32m 604\u001b[0m analog_hamiltonian_simulation: AnalogHamiltonianSimulation,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 611\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 612\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m AwsQuantumTask:\n\u001b[1;32m 613\u001b[0m create_task_kwargs\u001b[38;5;241m.\u001b[39mupdate({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maction\u001b[39m\u001b[38;5;124m\"\u001b[39m: analog_hamiltonian_simulation\u001b[38;5;241m.\u001b[39mto_ir()\u001b[38;5;241m.\u001b[39mjson()})\n\u001b[0;32m--> 614\u001b[0m task_arn \u001b[38;5;241m=\u001b[39m \u001b[43maws_session\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_quantum_task\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcreate_task_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 615\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m AwsQuantumTask(task_arn, aws_session, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_session.py:223\u001b[0m, in \u001b[0;36mAwsSession.create_quantum_task\u001b[0;34m(self, **boto3_kwargs)\u001b[0m\n\u001b[1;32m 221\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m job_token:\n\u001b[1;32m 222\u001b[0m boto3_kwargs\u001b[38;5;241m.\u001b[39mupdate({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mjobToken\u001b[39m\u001b[38;5;124m\"\u001b[39m: job_token})\n\u001b[0;32m--> 223\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbraket_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_quantum_task\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mboto3_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 224\u001b[0m broadcast_event(\n\u001b[1;32m 225\u001b[0m _TaskCreationEvent(\n\u001b[1;32m 226\u001b[0m arn\u001b[38;5;241m=\u001b[39mresponse[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquantumTaskArn\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 230\u001b[0m )\n\u001b[1;32m 231\u001b[0m )\n\u001b[1;32m 232\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquantumTaskArn\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/botocore/client.py:530\u001b[0m, in \u001b[0;36mClientCreator._create_api_method.._api_call\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 526\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[1;32m 527\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpy_operation_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m() only accepts keyword arguments.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 528\u001b[0m )\n\u001b[1;32m 529\u001b[0m \u001b[38;5;66;03m# The \"self\" in this scope is referring to the BaseClient.\u001b[39;00m\n\u001b[0;32m--> 530\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_api_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43moperation_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/botocore/client.py:960\u001b[0m, in \u001b[0;36mBaseClient._make_api_call\u001b[0;34m(self, operation_name, api_params)\u001b[0m\n\u001b[1;32m 958\u001b[0m error_code \u001b[38;5;241m=\u001b[39m parsed_response\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError\u001b[39m\u001b[38;5;124m\"\u001b[39m, {})\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCode\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 959\u001b[0m error_class \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mfrom_code(error_code)\n\u001b[0;32m--> 960\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m error_class(parsed_response, operation_name)\n\u001b[1;32m 961\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 962\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parsed_response\n", + "\u001b[0;31mValidationException\u001b[0m: An error occurred (ValidationException) when calling the CreateQuantumTask operation (reached max retries: 4): 1 validation error for AtomArrangementValidator\n__root__\n Arrangement is too wide. Sites [Decimal('0.0'), Decimal('0.0000068')] and [Decimal('0.0000812'), Decimal('0.0000609')] have x-separation (0.0000812) bigger than 0.000075 meters (type=value_error)" + ] + } + ], + "source": [ + "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"r=sqrt(sqrt(2)), df=20e6.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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aWFLk8ESWLBJpHFcO5vDjwKmj3ziRmohHKO5BTGz2s3QxeD5xZ8+huNfxUYTB/ZfAAcCjLD0xNtjfK4AXFI97qp8okr6UWETVx7Nz+BRRI6njYwSC+5XAK4kiYeME9WAOrwJ2wb2Oz8uFeEzVvsTK9T6WLgbPJybdj8X922PQuizc/Vqij/ezdA4XEH2+BtjJ487ccc9qWg+rjtk0YjZo53Pg5BNjAPj9Ws5OjsRsC+AwYK0z4djTYVfidr3O+DGYTSVmg57/NTj5hFhBeyHudXzhwLDM7DnA4cA6wLHExfSfa7kCeDhmU4ADgRd+Dd56AryVyOEzY9yyfMw2AY4A1vkMvOndUdS6rmP2Q5GqmRlRhDrwXDjtOPgIcFFRnOoMZssT5+vnfRlOODmKw5fU8N0EIzPbCTjom3D6m+KOnotwv22sm5WLmc0mcrgtMaY8CviR1+2W0mbMdiByeMabojB6Me63jnWzsjGbBbwO2OErcOJJUeC/GPc6vphRZGyYrQm8Htjk83D8O+BVwK+Kx0bUn9kEYG9g32/AO46PSb7v1vSRRsMzW53I4XO+CMe/PYrfvyBWYtZfjCv3AvYrcvg+4Hu43z/GLcvHbFViLLnZl+D4t0XN5LJOyaFFDvcgivrvBN4PXOhxx7EUVARuwszc3W2s21GlTu9jp/cPOr+Pnd4/GB99FKnSeNiHOr2Pnd4/6Pw+dnr/YHz0UaRqnb4fdXr/oPP72On9g87vY6f3rww9DkJERERERERERESkg6kILCIiIiIiIiIiItLBVAQWERERERERERER6WAqAouIiIiIiIiIiIh0MBWBRURERERERERERDqYisAiIiIiIiIiIiIiHUxFYBEREREREREREZEOpiKwiIiIiIiIiIiISAdTEVhERERERERERESkg6kILCIiIiIiIiIiItLBVAQWERERERERERER6WAqAouIiIiIiIiIiIh0MBWBRURERERERERERDqYisAiIiIiIiIiIiIiHWzSWDcgidlqwLrAAuAO3PurDWezgE2Kf17R3Z+pON5EYDNgBvCIuz9UZbwi5obAKsU/m7t7xfFWBdYDFgJ3uHtfxfFmsiSHK7n70xXHG8zhTOBRd3+gynhFzPWB1Yp/nuDuAxXHWwVYn8jhf929t+J4M4BNi39e2d2fqjjeBCKHs4DH3P3+KuMVMdcDVh+MPwo5XJnI4WIihz1VxpNxyGwa8BxgMnA/7k9UG84msOQ4sYG731tlvCLOOsAaQA/wH3dfXHG8FYENi3+e6e7dFcebSuRwCvCAuz9ecTxjSQ43dPd7qoxXxFkbWBPoJXK4qOKAKwAbPi/+eRbuXdWGsynE+WwK8KC7P1ZxPGPJmGtj4O5RGFeuCazNKOXQzJYHNir+eTl3n1dlPMwmEzmcBjyI+6OVxpPxJ/bbjYEVgWeAu6h+v10DWKf45ynuvqDieLOJPhpxXJpbcbxJxH6Lma3l7g9XHM+I8cHKwFxibF91DldnSQ6n+ujVZSYQOZxTcbzGHK49ynWZeUSdZLTqMpjZtKrrMiypy0wE7mH0amuY2bqjUZfBbANgVWA+Ua+s9Jq+NHdfdjfYzeFKhz6HOQ7ziu2zDqvmjkccRL9JXNjNBZwYXP4I2KaCeLOA9wNPED+YOUW864FXVRDPgCOA24o+zin6+CDwdmBKBTGfD1wB9BXx5hZ9/TywegXx1gO+BnQ35LAP+CmwXQXxZgBnAI8PyeHfgAMryuHrgFuH5PAh4FRgagUxdwZ+UfRrDnGC6gLOBtaqIN46wFeGyeFlwI4VxJsGnAY8OiSHNwOHAFZBDg8u/vuNOXy0aMf0Cvq4A3DpkP2wG/gqsE7ueNrG4QZrOHzBYb7D3OKc3efwK4ddc8cjilunFMe+rmIf6gH+CRyee78tYu4P3NBwLJxPnL/fB8ysIN5zgUuK/XZuQx/PBTaoIN5qwFnFMX5e0cc+4DfACyuINxl4K3D/kBzeDhxZUQ5fAfxlSA6fAj4IzM4dz2Frh4sdeh3mzgF36HH4tsPGFfRvFeDM4vfSmMOrgD0qiDcJOAG4pzinePG/dwDHABMqiLkPcB1Lj0meBj4MLF9BvC2AC4t4jfvhd4BNK/jNrOjwiYbrnjnF7+cah5dkj6dt/G0wweFNDnc6dBe/sW6HuxyOd5iYOyawF/D7hv3Wi//9JLBSBfE2BS5gyTX93CL2RcAWFcRbvjgGPV2cVwZrCH8EXlZBvAnA0cB/imPunOJ/7wNOAiZVEHP34lwyeC3hxfH308AqFcTbCPjWMDn8IdXUZWYDHwCeHJLD64H9KohnwOuLMc/g9WAX8ADwNmByBTFfyNJ1mcEcfo4K6jIO6zt8ozi+NF4b/MRh2wr6NxN4L0vqMoM5vAF4dQX9M4dDHf5ZjO3mOHQ5POTwDq+gLpPtuxrrBjT5Uk8ofjADHoPmxq3f4VHPeBEE7FgcXBYWP5jGbXFxYH15xngrNez0Q+N5cRD4ZMZ4E4DvseRCa+jWTQyqsxWgipNTNzAwTLz+YgfdJGO85xUHtGY5fHXGeMuzpBg7Ug4/T6YL2eJk8c0WOfwrGYsRRDFlpBwuKE6Um2eMtxUxgFowTLyBoi0HZ4w3G/h7ixx+NXMOv9Ikhz1EcThbMQI4qPjvjpTDp4Gtc8XTNg43eI7DE8W52YdsA8W5/A254hGTb39mSdFpuP32glz7bRHz0y3229uAFTPG26/o3+Jh4i0kxivbZ4y3EfAYcW4e6dh7XMZ404BrW+TwB2QsIgIfaRKvlyhc5ruQhX2K3/7iYfaLhR4Fvl0y9m894GHi4m6kMcLJGeNNAa5skcOfkrGgREy4NMvh3WS8kAX2LPqxaJh4i4iLzHwTJLCWw/0eF8lDfzNe/J5OzRZP2/jbYJLD5R6FCh9m6/KYvM1WgALe0WS/7SOKXmtnjPeCYt8c7npwUdGWvTLGWw24qzgGjXTsfX/GeBOBH9P8evB3ZFzcBZzYJIf9wCPA+hnj7UTruky24jqxkvo/TXLYBXw8Y7wJwPdb5PAPwLSMMY+ldV0m3+Q0bOdRFF04zHFmcXE+y7boEViBWAjS7Jr+rIz9M4fzmhxLux2ud5iRLWbGbcwbMMKXunvxxQ33hQ5uixzu9gyDS5bcBjPcD2boDpll5yAufoa72Boa7/BM8c5ocqAZ3HqACzPF27XJTth4EH+ADAMNopj31AgHtqHfaZYZYOC3jHyx1XjAOTZTvHck5LAX+HGmeNsz8gl/cBsgTvylZ7qIws5jiTl8bqY+Xs7IJ/zGHJ6UKd6JiTn8RaZ42yTm8HEqWMmobRxsMMVjxnu4Qlfj1u2wc46YRHGw1fmlCzgtU7w3JOxH/cDvM8V7TkI8JyZwls8QbxJwL8MXuoYee7MUvIDzE3LYDXwwU7zXJubwz5n2iw195AuDxm2Ow8oZ+jcB+G9iDrMUP1hy11WreJ/IFO/VCfEWADeRYQKIuCtpfot4TqyiKl94jgvKf/nwF8yNW7dXsLJQ2zjZ4CxvfY3d7fClHPGIlfut9tuFxMKoHPvtasU+2Wq/nQ+smyGeATcy/OKVocfCLHeIAh9PPPaemyneixPiLQLuJE9dZiWWrFJttnUBG2Xq43Wk1WUOzRTv/0iry3w3U7wXJORwMXFnVvkJIFjO4akWxxkvjjWbZerj4Cr1Vjk8Okc8h3cmHEt7HH6UJV7mbcwbMMKX+ruEH417rKIoPYNAWnHNiwP8lzPEe17Cjji43UXJkyKxWiPlYOpEAWqNDH38Ja2LeU6cqEuv7CStuObEQONbGeJtTusL2MHtgQw5nESsuk3NYY6BzY8ZfhXacDk8IkO8Y0i74FpEhskKYuVbqwLw4PYoJVekERfpj7SRw9ITTsTq/1ZFAS++9yyTFdrG2Ra3Qc1LOF8POFxaNh7xDNBWg7zB7WlKDmaJC7x7E+P1kGFVPVFcG271y9CtC3hrhngHkHbRPABckSHeam0ce+dRcpKxyOEdifG6ybHCOh6NMtzK+KFbt2eYrABenphDB67NEG/FNnLYRYaVMMA/2oj3/AzxPpl4rOkBPpDhN7OXx+N0Wv1m3OGvpeNpG38bzPIoSnjC1uOwXNmYxON3Uvbb+WR43AnxmMWU67M+4MwM8XYl7frTgX9miDe9jXi9ZHjUBvEYj5R484BXZIj3TtLqJP1kmKwAtkuM58Rka466zNzEeH1kmGQEfk16XeY1ZeM5nOxpE+ELPcNkBbBl4n7vxCNTyk04xR0VTyceS3t9GXz04gSWNfHA+Ocnfno28Szbst5OPEOklcnAMcXDpss4kTgApFiNeJ5nGS+HtnJ9VJlgxcun9iIuvFqZTTzXsaxTSMvhJOCw4sU3ZRxP+osVVyBm4Mp4Kem/GSNu+fifmdlyxO3IKb+b2cRESlnvIJ6T3cpE4KDi5X9lvIn0/WIGMRNexu6k/UYh2nVcmWBmNp14FETK8WoWeXIo48/biWNAKwbsW7wgq4yjiEFcionAviXj7UTcJphiMvF81P9Z8UKSI0k7v8wk3/kzNYd7WLyst4zXk55DgFeVjPdcYK3Ez04F3lIqWrys8FjSztkziOcil/U20nIIsFPxYrwyDiMuKFMMAAeWCWZmmxMvd0oxnTzf6QnE7yEl3skZ4r2V9DHC1phtlCGmjC8HE4s7UgwQ7yD5nxUvsH5u4sdnkuea/i3EPtnKVOCE4sVqZZyUGA9gQzPbsmS8V9PesffwMsHMbC1gl8SP57qmfxtxbmxlCvDG4gXBZZxI2rEe4oWy25WMtx9pNRKIsdKRZYIVL3Z/cWLMnDlMrcscQbzMtow3E2PwFCsRkzdl7EPa9TXE935MyXjZLXtF4HimWTtvmUwdFDazZhufnUgU9crYnPQC4gDFW8FL2JD0AuI0on1lrEN7OcwxkF2nzc+nXtSPZEvSDzZOnhym/mamUj6HaxIr31OtXzIewLptfHYRsHrJeFuSvl9MoPzvdCPSj7lTiJfRlLE66YN9aH8fEoH2jm39lP+dbUGcp1JMofyxdyPSC5aTKL/frkT6xQGkFzebaefY1kd7x+rhbEb6RfM08uQw9Vg4kTg3lDGb9AtKgDVKxoN4CVKqfsqfszcl7SId4kIwxxhoYeJnJ1C8Ffx/VSwUWK6N/8sqGQoRzyF9318AbFAynow/G5K22AJivy17jb0B6dcSRnvHsWf/B6Kg2861wUzSz0Uj2Zz0sf1C8pzPUo+9M4jjShnLel1mMvGOnjK2IL2gt5g8OUwdI0yj5PmMGLO1k8Oy/YP2x/orlYy3Jel1klx1mdQ60FTKXxtkZ8US6mWH2bbANSQOvu6g/J4hIiI85e6rjHUjpGbMHiBxsDefuK3lv5U2SGRsTSN+66lXI32Ur0JI/d1EW8vL5gKvxP26qtojHcjsfcQLMlsWLQeKD3646jaJSMeZS/osaj9R9X+muuZk9ybg86TPqAHn4f7Gqtrzv1gWVwL/mzZm1J4D57i7ldmIZ92kuod4NmiZeO8knluSoh9Yq2S8bduINx94Xcl4U4n9P8Ui4LwMOfwV6au1HqJ8Dt9CPD8oRR/xxtQy8bYknu2UYj5wZMl4k4nnaaZYDFycIYc/Jf0Wp8eJlw+UiXcs8VytFH3ApiXjbVz8d1J0AceVjDeReNFeigHipQgi7bqaxFWWs2HOHfG26jK/68OIY1yKXmCbkvHWIX2/7QFOKRlvAvFijhQOXJnh2HsucS5OMZ94W3WZeK8hPYc9wE4l461Oezl8T5l4ve42qY25jmlwXYYcfpH0lbLdxItAy8Tbj/QcdgMvKhlvZdJz2Ad8OMN3+s/EeAA3lo23HZxJ+mqtKcQzkkXa8UcSrwcnQNeHYJ+S+9Bs0q9d+oHPZthv/9rG93F7hngfaKOPfcAqJeM9n/Trz/nEu5PKxJvRRryFwFcyfKfXJsYDuCtDvNNIr5P0AWuWjLd9G/HmA4eUjDeVeNZvikXEu5NKfafLwRUk1mWmwgNPl6/LvI326jLrlol3Lmw9q726zFWJnx01y14R2L0P+CZpg9lFxMC3rE+TVgzqIR4iX3b59HmkffeDF3iPlAnm7rcQL5hLsZgoxpWJtwA4h7TB7AJiMqWsz5C28/cAn8mQw++RnsPr3D31on74/4j77bR3QfKjkvEWAV8i7aKrH/hsmXiFz5J2QO0FPu/uqQXjkfyA9Fsvb3T3O8sEc/e7gRtIOylOAL5fMt4A8DnSv9PPlIkn49bnSDvW9wNfxj21UDWSn5A+4fdvd2/nuPks7v4QS16K0ooB55eM58S+mHKB0E2MX8r6AmljrgXAN9y9ndsKh3N5YjyA+9z9xjLB3P1xlrwUpZUJxBi0rDNJG5N0FZ8t62zSJmMWAue7e+oF6EiuIP0C6FHgT2WCufvTwM9If6zH18rEK4x2Dr9K2nFmEXAR7qkX9SKDriF9gcc8ShYu3L0LuJC0SUYHvlwmXuFM0q7pu4FPZYj3DdKuJRYTL8d9qmS864mXTKfoIxZJ/c/cvZeoWyyLdZlu8hx7v0XaNf0A8Bt3f7RMMHf/O7GoMMUi4NKS8RYQ58SUsdtCxqAuQ/m6zHdIr8tc6+4Plorm/i/g9tRPA5eUilcFXwbeTvesDVZ3eNxhcZM37XXneJtg8ZubQKxmavam4wXAbcD0TDFPp/XbPecBm2eK9wJav/myGzg8U7xViJPUohbxvpsp3uBq4GZvhlxArM6ZlSnmKQnf6XxiJVqOeDsl5vCYTPFWBB6g+Vvqu4EfZszhz1rkcCFx4lw+U8wTEr/T7TLF2zZhv+8G3pIp3nLF97WgSbwe4DLKvilV2/jd4PvFOdlH2BY5POSwco54xEsyUvbbXTPF27I4lreK9+5M8WYQd0U12297gSuJ1RM5Yn6rxXe6iLizYLVM8V6bmMPdM8V7DjGmahavC3h/pn1imsOtDv1N9oteh2s97mrJ0cevtvhOFwNPEHeX5Yh3QEIOe4CXZIq3ITCH5m847wI+nineFOIpDX1N4vUBfwEmZfrdfM6bv1F9wOON5Otmiadt/G2wr0NPk9+YF+fz/XLEI+6meao4/jTbb7+QKd4k4M8t9tt+4GZgaqaYH21xLBwg7pDdOFO8vWh+rTR4/nxNpnhrFOeOZjnsBr6eKd4EYsKiWV2mH/gX+eoy7yWtLrNZpngvSjh/dgOHZoq3KjEh26ouc0GOeA7m8JsWx5oFDnd43JmUo4+nJnyn84GtMvVxF29+7ePFvz8qS7zM25g3oMkXu7HDfQ7zhvnB9Dic65kGzsUPZwaxUqRryEFuoPjB/J24hSNXvMZbSIaeqOYTJ8wdsyY73mQ4f5iDXE/RjjdljrcBcDfPvvBaWMT8DrkGzhFvOlHM6h5ykBvM4a3A6pn7eHqTHD4DPD9zvBcTA4mhOewttpMyx1uHePT2cDnsBi4ibu/OFW8q8ONhcjh48r2dTBewDTFPafj+huZwDrBb5ngvKv67Q4tKg204NXO8NYkJrKE5XFR8zz8h00BY2zjdYLLD94rBzsIh5+x5Dnc6rJczJvEm4OH2265i33pp5ng7Eyuohu63fUUb/o+MEynEgP2WIt7AkP22i5j0nJEx3iSiENzDsyf+5gH3Ahtl/k6PLr67oRezXcX28szxtgOebJLDj+bMocPKDjc6zPco3nmxLfYo9F3pmSali/5NJO7C6uHZEwjzgAeB52T+Tg8r4g3NYXex7Z853jbEZMTQ81l/0YYzM++HKxCrmIfuh4uLv7sGWC7jb2aCwxeL65wFwxxLH3bYIud3qm0cbvCa4nw9tIDRXfz2XpszHvHytIea7LdfItOEZhFvNnEHz0jX9NcDK2aMZ8Ani/NI/zDH3seB52X+Tl9ZHGOHXg92F9/p6zPH24R4VNXQHC4o4n2dvHWZmcBvmuTwb+Svy3yI4a/p5xFjhx0yf6f7smS80xhvsC7zxszxNiQWBo1UlzmfjHUZh+kOPy+OK4sajjMDxbjoH55pYUFDDt8zQg7nE2P4XXJ+pw57Fefm+UOOpT0eE/1ZFnVVsY15A1p8sZMcDnC4xuF+jwvJr3mm1bEj/IB2Im4Tv7v40fyCmHGrZJUc8dbNTxGFtvuJZxm9gXjmXhXxZgMnEjOgDxR9fB8Zd8Ih8SYCrwJ+V/TvLuL5g3lmYYaPuQNx+9FgDn8N7E3GAcaQeOsAHwf+U3ynNxAXt1lmJ4eJNws4nlihMpjDDwJrVJjDVxCrzgZzeB7w3ApzuC1wQRHLi4HAyyrM4VrE+y/+XXynfyOeGZxldnKYeDOK//7fGnL4UTIXuBviTSgGG1cA9xXf63fItMJZmzZ3x2Frh2853FWcs69yeKVnvDBo3Ihnvb6fmBxyYrL2BDIW1obEm06sQv5rcSz8D3HhV8mqvGJA+5JiHHJf0ceLyDxBPCTmFsTF3J1FH68GXk3OC4Ol460KnEFMVHkxNjmJnIW1peNNBY4gigAPEGOvzxDP7c//ncZqmBc7XO5w711xcfBDjxUkVY0rNyNWBQ/m8FriOcyTK4q3MvFMxX8WOfwH8HYy3bEzTLwpwKFEcfZ+4g6vzwEbVhTPgN2IO5XuLfr4Y+IOu2ruoIFNHM52+G9xLL3O4RCvKIfaxuEGKzqc4nHHwgPF/57qsFIV8Yh3jRwM/KHYb514/MOmFcUbfH7uJUTh617itvrdq9pviSLb54pjkhMrkg+jooUWwPLEs1BvKc5n/yIWJ2W562qYeJOAA4nJr8EcnkOm1bEj5HBn4GLimv5e4OfAnhXmcD1iMvGOon/XA6+n2rrMW1hSl7mNWJW8aoU53L8Y2w3m8FxgyyriuTsOO3rcMXi3xwLPXzq81Kuty3yCGKM7FddlHGY5HO9wU3Esvd3hA5554WHuzYovS4ZhZu7xsOmO1el97PT+Qef3sdP7B+OjjyJVGg/7UKf3sdP7B53fx07vH4yPPopUrdP3o07vH3R+Hzu9f9D5fez0/pWx7L0YTkRERERERERERESyURFYREREREREREREpIOpCCwiIiIiIiIiIiLSwVQEFhEREREREREREelgKgKLiIiIiIiIiIiIdDAVgUVEREREREREREQ6mIrAIiIiIiIiIiIiIh1MRWARERERERERERGRDqYisIiIiIiIiIiIiEgHUxFYREREREREREREpIOpCCwiIiIiIiIiIiLSwVQEFhEREREREREREelgKgKLiIiIiIiIiIiIdDAVgUVEREREREREREQ6mIrAIiIiIiIiIiIiIh1MReBGZpMxOwiz6zHr7o6/+ydmR2M2faybl4XZ+ph9FrPHMet7Ov7u25htM9ZNy8JsEmYHYPbHhhzehtmxmM0Y6+ZlYbYuZp/E7FHM+p6Jv/sOZs8b66ZlYTYRs1dhdi1mXT3xd//G7HjMZo1183Iws7XN7GNm9oiZ9RV/d6GZ7TDWbROpDbPnYnY+Zs/0xp8fw+zTmK0/1k3Lwmw6ZscU45Cervi7P2P2GswmjXXzsjDbCrNzMXu6yOHjmJ2F2YZj3bQczGyamR1pZv8ws+J0ZjeY2SFmNnms25eF2eaYfQ2zp4ocPonZFzHbeKybloXZVMyOwOzmhv3wb5gditmUsW6eSB2Y2Upm9k4zu7dh3PsLM9vTzGys21eamWH2Isx+htm84lj4AGZnYLbqWDcvC7MVMDsFs7sx650Xf3cFZi+lc3K4K2aXNOTwQczej9nqY928LMyWx+ytmN2JWe/8+LsrMdsXs86oC5rthNnFmM0tcvgwZh/GbM2xbtqyxNx9rNuwbDBbBfgdsCEwtNDUBcwB9sD97lFuWT5mRwHnEMX/qQ3/ZhGwEDgL+AB1/VGYrQhcCTyH4XM4n8jhf0e7admYvQ74NjCRpXO4GOgHvgKcXuMcLg9cAWzF8DnsAV6M++2j3bRczOw1wHcZOYffAt7udc2hSNXiYuPjwCnAZKCxINoPDADH4/690W9cJmYbAdcCyzP8sfAu4CW4PzXaTcvG7IPA6Tw7hwuI4+HJuH97LJqWg8VkxLXASgyfw/uAvdz98dFuWzZmpwEfIvLXWNReSIwt34n7OWPQsjzM1gGuAVYFZg/5t13Aw8S48tHRbppIXZjZC4BfEceJxgU5DnQT19+HuPuCMWheeTEp+13gVcB0ll5k10ucz16N++/GoHV5mO0E/IY4zs9s+DeDObwOOBD3vjFoXXlmE4nr64MYPocDwEG4XzEGrcvDbDuiTjKV4XN4A/BK3HvGoHXlRRH7HOD1wDSWzmEfkcPX4f7zMWjdMkdFYIgVwPA3YHOWHsQ2GgAeBbbCfc4otSwfs/2AH7L0yXeoHuD/cP/86DQqozh4Xw9sA4y0MmMAeBLYspYXzmZ7A5cSJ6eRdAMfx/2To9OojOLgfR2wPUsXRxs58BSwNe6PjVbTcjGzPYiBcKscfs7dPzA6rRKpmSg8fZDm57NeYsD+q9FpVEYxoXkbsBoj37G1ALgd2BH3RaPVtGzM3gp8itY5PAz3S0enUfmY2XLAv4A1iQm/4SwE/gtsV8vih9lxwBdoPa48BvcfjkqbcjKbCfwTWIelJykaLQLuAZ5b2+KHSIXMbDPgRp49EdaoF7jM3Q8dnVZlZvZN4DBaHwtfgPsto9OojOKujpuA5Zp8qhf4De4HjEqbcjM7G3gjrXO4B+43jk6jMjJbD/gHsbBgJH3EpOfLa7mYzOwzwIksXeAeqgd4Ke5/Hp1GLbs6Y9l3eQcQK4Cb3Zo3AVgROG40GpRVrJr6Es0PbBT//qM1fWzCK4DNGLkADJHD2cBbRqVF+X2J5sVDiAPf+zEbumKlDl5KFPFHKgADGJHDt49Ki/L7Amk5fLeZrVB5a0TqJgozrQrAEPvZF2t6i+IJxEC92RhtCrAxsfKoXsymESu5U3L4pZrm8I3ECuCRCsAQY871gNeMSotyiscgfJq0ceUXanqb6RuIFcDNHr0yiSj017N4JVK9j5B2rN/fzLYYhfbkZbYBcARpfazfAp3wAZoX1iD6t3ctH01othbwJtLOZ5+pvkGVOIPW/ZsGvAjYqfrmZGa2GnAyrX+nM4g738e9Og7KqnAazWcoB00HTq3hBcnziRVFKRx4XYVtqcq7Sc/h24uVw/URz4pdN/HTA8SApG7eTeuDN0SR+C3U7HmKZrY18aiSFAPA0dW1RqS2DiX2jxRrATtX2Jb8olh2Cq0niyDOeadV2p5qHNzGZ1cCdq+qIVUonm/5LlpfcEHk8PRqW1SJV9O8wN1oFjHJWzenkTYmqWsORSplZisB+5NWb5hMPRd4nEgsUGnFgD2LgmN9xF0th5B2vJ8CnFptgypxQhuf3bV2752IxX1H0nyx46DpwDurbVAljiVqWCm2xWzTKhtTByoCh63a+OzKPPu5YMu67Wm+kqHRLGDXCttSlW3b+OxMIo91sj1pgwyI/r2wwrZUZTvS+zgZWKPCtlRhe9KLVzOI2VgRWdoLSZvwgxjjbF9hW6qwQrGlquNLXXclfRw1mTg31MkMoJ2XyGxZVUMqtCPpOZxO3XIYk8wbtPH/eE4NF4iIVG0L4jn9KSYBL6iwLVXZneZ3MDbqp37n7OcQj59KMYl61hB2I1bBpugH6rbaeWPi0UUpJgC7VNiWquxG2uIJiEdxbVtdU+pBReDQzvfgpK9+WFZMJL24BukF42VJO/2raw6r/PyyoNP3w3aPt3XcD0Wq1s5+b21+flkwkfTJIqjnOK7TcziB9BUpg5+vm3bOT3XModFeDgf/PyKyhK5dnq1ufRwPORwPY5J21K1/0Pk5zK6OA88q3NPGZ3uBuVU1pCK3kz6L1w3U76H18ab0VIuIF8TVye3E22VT9AI3V9eUytzRxmeNeFFjnfy7jc/2ES9hEJGl3Uy82CHFQuLYWSdPk36+Bri7qoZU6BZirJGij/aOncuCrmJLdW9F7ajSP0nvYw91y2G8qO+JNv4fD+HezuSNyHjwX9JXyQ4QL66qm5tJX2U5BfhPdU2pxF2k59CJc0Pd/I0YL6aYRN3OZzHGaPbOpEZOvNS2bm4i/a6DCdQvh9mpCBzOIm0w2w98tYYDvauIwmCKicB3K2xLVVJzuAD4Fu6pB/tlxbXAvMTPGnBehW2pylnA/ITPLQS+U8M3cV9PexeV36yqISI19h3Sxy7dwNUVtiU/98XA10krBHcBn622QZW4iPQcLgB+XWFbsvN4q/aXiQJ2K93U8yUlPyQ9h4uByytsS1W+SNrYuRv4XMVtEakdd38EuI60VfW9xMuT6+Zs0idub8G9nUVLY8/9SeC3pOWwrsfCc0gv5N+Be70WF7jPJc7BKfWruubw66TfvXM/7jdX2JZaUBE4XEQUn1rtHP3EwL5e4qLy/2i98qYH+Druz1TfqOx+BDxD69Wy/dRxkBEXlWfQegVcD3AB7u0UG5cVPyOKpK1OxP3UsPBRFAZOJy2HF7v7w9W3SqRm3J8CvkXafvTeGk7aAnyJ1gXEAeKupIurb05mcUHyFdLGJB8oxjB181Var0oZIAr5F1bfnMzcBy8UW+WwG/hIDSfeAb5BFKaaXVh68ZnzR6NBIjX0flpPpvQTd4j8tfrmZOb+T6LQ3eqc3Qu8r/oGVeJDtM7hAmKV8x8qb01u7ncQhe5WOewhrsXr6KO07t9CYtXwlZW3Jjf3e4HLaP077QHeU3l7akBFYBgczO5OFKCG+/H0E6sw96auhRn3c4lVDd0MP6DtBn5BPd8ISbEqdA/gMYbP4QKi0P9y3O8bzaZl4/5d4JPEAWy4HHYRq77fOprNyiYuEl8MPMLIOewCXlW7mfSCu/+IGEz1MPykUxex6vv4UWyWSN2cAlzB8AUoJ/avs3Cv4x0R4P4gsC8x7hhuhVEv8DiwB+6pd/ksa95DrExplsOzga+NZqNycfdHgZcQhfrhisG9wFPAHu6ecgfMsuiDwCWMnMNuYsLmC6PYpnxiwmkvYA7DXzz3EY9veTHuc0avYSL14e5/AY4mjunDLfLoJm7NfmWxWKKODiYeZTHcsXAx0fe34P67UW1VLu43AYczcg57gDuBl1HfHB5GPBaiWQ5Pxb1Wdyb9f+63AocQ/RhuUraHeDzqS2q6eALgKOAvDJ/DAQYLwO6XjWqrllEqAg9yv5N4Q/NHiWLwgmLEN48YwG6Je/1mKBu5vw94BXFr5UKgtzgK/AV4PfC6mq64Ce73AFsRRbbHWJLD+cTF5Fa4/3GMWpeH+8eAfYCfs3QObyQGWQfUdMVNcH8A2JpYuf4IS3LYRays2hr3349R67Jw988QxYHLiBwOXlz+HXgTMRBu55mgIuOL+yLioutIYuXQomJZ8ELgV8SFyAfGqnlZxIXzVsT4Yx7QV1QSHwc+QoxJajkZBgzeoXR4sf2JpXN4BbAf7u+p8QUl7v43YAtixWxjMfhJ4BPAFu5et+dDLhEXiscAryNWfw3mcBExIX0A7m+vcw5xv4XI4WeJu836ixP208CngC1wr+PzE0VGTbEAYificYN9LBn33gW8A9jV63kXaoiJvN2Ak4nVsIuK2dl+4AfAC3A/f4xal4f7pcD2xOMGe4G+4kLlXmIB2Y7FoyPqyb0H2BM4kXgm7mAOFxB3G++G+9fHqnlZuP8S2JYld9MN5vB+4k7V7XF/fIxaV14sCNyHWEj1D5aMSRYAPyEmbM8eq+Yta6zOY7PKmE0AVlgFnnoSJtW6MDoSs2nA8jPh0W73znujsZkROXxaOaypIoerwtNPwOSi8NNRzGwqsALwqHdiDkVGg9nM1aHrMZhew2eFt2Y2EVhxRXjiGZhQ66LaSMxmrA7dnZpDK3JILDKY6PVdaTMysxlrQPejMKPGK9RHFtcGK64MTz4FE2u8WkpkzJjZZOJY+Bgwocarf0dmttzqMPcxmEonLuoocrgCPDanc8cks1eHeR2cw0nASiuMjxxOwz31pXHjhorATZiZd3phptP72On9g87vY6f3D8ZHH0WqNB72oU7vY6f3Dzq/j53ePxgffRSpWqfvR53eP+j8PnZ6/6Dz+9jp/StDj4MQERERERERERER6WAqAouIiIiIiIiIiIh0MBWBRURERERERERERDqYisAiIiIiIiIiIiIiHUxFYBEREREREREREZEOpiKwiIiIiIiIiIiISAdTEVhERERERERERESkg6kILCIiIiIiIiIiItLBVAQWERERERERERER6WAqAouIiIiIiIiIiIh0MBWBRURERERERERERDqYisAiIiIiIiIiIiIiHUxFYBEREREREREREZEOpiKwiIiIiIiIiIiISAdb9ovAZttg9hXMrsLsl5i9DbPlqwtnq5vZ+83sN8WfzzSzDauKh9l0zI7G7DLMfofZeZg9HzOrJpxNMLO9zez7ZnZ18XeHmNnkKuIV//0tzexsM7vKzH5lZu8wsxUrjLeamZ1hZlcUf/6smW1cYbxpZvYGM7vMzK42s/PN7EVWXQ7NzPYys+815PBQM5tSRbziv7+ZmX2hIYfvMrOVKoy3ipmdZma/Lv78OTN7TlXxMJuK2eGYXYrZ1Zh9F7M9KtwPzcz2MLPvNOTwCDObWkW8IuimmH0Osysx+zVm78FslcriyfhjtiJmp2L2q+Kc/SXMtqgunE0xs9ea2U+KP19oZi+t+Nj7AjM7z8x+VxzzjzKz6VXEK2JuZGafNrMriz//n5mtXmG8Fczs7Wb2y+J4/2Uz27rCeJPM7CAz+3Hx5++b2T5mVsn4tMjhLmb27SKHl5vZG81sRhXxiqDrY/ZJzH5bDEo+iNma1YWz5czs5IYcnmNmz6sw3iQzO8DMflT8+WIze0VVOSxi7Ghm5xY5/LmZHWdmMyuMt66ZfdzMflv8+SNmtnZV8TCbjdkJmP2iuDb4OmbbVRZPxh+ziZjth9nFxbj3h5i9CrOJ1YW0bc3sa2b2u+LPJ5rZ7KriYbYWZh/C7DeY/RazT2C2XnXhbKaZvcnMLi/+/E0z26nCeBPM7OVm9oPi+vPHZnagmU2qMOZzzeyrZnZV8ee3mtlyFcZbw8w+YGa/MbMrzexTZrZBhfGmm9kxDTn8tpntWuG4ckIx5vl+kcOfmNnBVmFdBrOtMDsbs6t+GX8+BbMVqgtnq5nZe83siiKHnzGzjSqMN83MjjSzy4o/j2pdxsx+amavswrrMlm4+7K5wUoO1zj0OCx08GLrKv7u1JzxgInA54FeoAfwYusv/u5iYFrmPr7OYX6xDfZvcdHHWx3Wy9zHrYF7gfnAQEMf5wFPAy/JHG8F4Mri+1zYEK+7+E7PACxjvAnAp4fJ4YLi734KzMjcxwOL729eQ7zFQBdwO7BR5nibA3ePkMNngJdljjcb+HXxfS4YJocfyJxDAz5W/Le7h+SwB7gcmJmzjw6vdJjjMK9hPxwo9sv/Omya+TvdBLhjhBzOBV6VuX8zHS5z6HVY0NDHnuLvPu4Zc6htHG5gDu8rfk/dDb+xhcXv7DcOy+WMCexdHPMaj70DxX51L7Bl5ngbAP8qju2LG2LOL7aDM8ebDvyoOBb2N8TrKf7uLGBCxngGvKv473c1xFtY/N3VwIqZ+7gn8OQwOZwH3A88N3O8dYBbRshhF3BEzngOUx0uLPaL/ob9otehz+HLDhMz9/GtI+SwG7gOWDlzvBcCjw/J4eB3+hCwQ+Z4awJ/K/q3aEi8buDozPGmAOcX+1xfQ7zeYvsGMCnz7+bNxXG0q+E3s6j4u784rJY1nrbxt8HODo8MGfd68efHHHbNGQ9YDfhzsY827rddxfHqxMz9m+TwteJY29vQv77izxc4TMncx6OK/s1v6N/i4u9uAtbKHG874MEh8QavJZ4Adsscb2Xg2iY5fHvmeBOBLzUcawfj9RV/vgiYmjnmoSwZ0zXmsAv4B7Bu5njbAPcx/PXgU8BeOeM5rODwOx++ttbrcFrO60GiLvNZRq6t/RiYnvk7Paj4/obL4W3AhpnjbQHcM0IOnwH2zZrDnG0f6wYMu8Esh38XB2sfYetyeE+mBBrwbZYeNA/deoCryDVgjwJwd5P+LSpOxGtm6uNmRIFpoEkfu4E9M8WbAdzK0oPmoVsX8KFsP2Y4JyGH1wGTM8U7kKULlUO3RcQF7jqZ4m1cHFAWN4nZneuAA0wjLrZ6m8TrAs7MmMPPt8hhL3A9uU78sF9xMvQRtsUOTztskKl/6xMn9mY57CFXIRimeFw09jbpY5fDF3PlUNs43OBjvnTBYujW53CLZxrsAS9h6QHl0G2gON89J1O8tYhC16ImMbuBQzLFmwT8vkUfu4Bv5soh8H8tjr19xAA6yyQcsFuL8+dgMThLMR9YHXiEpSekh8vh6zPtExMdrmhxful2+K5nuugC3tniO+0H/kumCRlg14QczidTMZ8oQjzI0hPSw+Xw2EzxJgCXtehjN/BDcl04w0ne/NpggcM9Ditkiadt/G2wnS+9+Gi4rcthpxzxgOWJxSv9Lfajt2bqnzlc3GI/6nb4hWeaSAWOaXGcWEhMiq2SKd42PLvoNNx3+oJM8WYD/2mRwy7gtEzxDLigxXfaA/yWTHUZ4LCEHD4KrJEp3hbEGKdVDvfItF/MdPinN6+tdTt8IEu86OPXaV2XuZZ8dZmDaD5uXkRMkKydKd4mwJyEHO6d6zvNuY15A0b4oX7AmxctBrdez5BI4PktfqSD23zg0Az9m5FwAnaPwd53Mv1Qr6F54Wlwe5gMJ0XgtBY74uDWS4ZZGWD7FgfvxpPU0RniTSWKDK3iLQJ+lCmHVyTm8HEynBSJFUUp32kPGYotwFaJv5lu4M2lv1OY7FHg9RbbIofLM+XwUpoXkga3Z8hxUoTjvPlAeHDrdtgmRx+1jbMNNvbmha7BLcsdPERh5tGEfWgx8LscfQS+T/Pi4eA2nwyFbuAI0sYkXcDOGeKtS/PJvsZj/XszxDNipW+reAPAnzLl8Fs0Lx42nl/KF7rhYE8b53U57J6hf2sk5rAX+FimHN6ZmMO/Zcrhl2lehGj8nS6fId4refYqu5H2+/IXebCKp1379Dl8Nsd3qm0cbvAPj7vdvMV2e454wKdoviCo8di0aob+vcSbT0oPbl0Or87Qv+VIu3ZZAJyT6Tu9geaFp8HtbjJMUAEfauP8UnrxGnGHSWpd5rUZ4s1IjLcQOD9TDv9A2jX9gzly6PAeTxur9zqsn6F/O5JelzkyQ7xppNVlFgI/yJTD3ybm8DEy3/WVY1v2ngkcz7F5G5HMFCdmiPpu4tbLVmYBp2eId2ji5yYDh5R9Tkvx3JWdSXsG9CzgpSXjTQBOJe07nQCcVCZe4VSiMNvKTKJAXdZBxEVQKxOBV1rJZ6+a2brA7qTlcBrwipLxjNgvUp6TOAl4e5l4hXcQv/lWZgCnZXi2z/5E21uZCLwUszXKBLP4/+9T/PdSYr66TLziecank5bDKcAppeLJePVW0n7T04F3Uv45ofuS9pueADy/7LPjLJ5ffyBpxwoHDikTr/Ae4lzVSnyn5Z1E2vlsOnCKlX9m5J5AynsBDNjOSj4Pvnhe4WGknV8GgMPLxCucToynWplBnhy+OfFz04C3ZHje4AuI1dWtGLBF2edKF89sPpo4V7UyQNyaXVZqDmcS46WyjiXa3spU4HiqfIeAdKZ4rvTGpB3v16Xk82wtfqMnknZ95sCbysQrpF675LoePJK0/XYycGTZZ5eb2ZbEopmUHK5KFFTLxGu3LnNCmXiF0a7LHE78/lqZBLzWSr6bysw2AXYg7Zp+eeLutzIBJxLX2Kl1mbeUihfeyejWZQ4hbZ+YBLzazFYuE8zi2eIvIi2H04GXlYlXhWWvCBzL41MfpDyNKMaVtTfp38U2GV4gchBpA0uImcNSB3CifyknKIh2vbJkvE1I798U4gK7rFeQVogA2NjKv5juIOL2mBQLgD1KxnsJsYI0xWyiwFnGukBq4XpyhngQv7vUlxmsRdoFaDMHkp7DhcBeJePtWfx3Usym/H6xGvEMzBSTgFeVjCfj04Gkn7NXIJ6tW8b+pO+3iyk5qUlMvi1I/Oxs4OAywYqX5GyW+PEJRFG8rANJG6xDDGbLvqTzFaQVuSEuzPYuGe8FpOdwFmUL+VH42D7105TvH8TvLvUifRLxjogyXkZ6DicSE6Bl7Ez6GGgm5ffDCcTvJunjwIvLxCscTFrxCmK/0IvipF370t41dtnzy/Pa+Ox0Su63hT1JKwYB7JrhRXiHkH4sXAjsUjLevqTXLGYCLy8ZbyvSr81y1WVeSnofn2dmqee+kRxMe3WZ1HPDSPYhregMkcP9SsbblPRzyxTgNSXjQfzuUvet55QtrBNtbqcus1vJeC8lrjFS5KjLZGfFcuZlh9kuxG3vST+Ge4ENq2xPBa4hripTzAWOI94OIyL5/Iz0pbZdxBTqNytrTX4bEA/lTh3VAPNwL3sSlvHG7DFiwqGlucS0+T8rbZDI2FqeuPcvtaq+iLQlytLZ/gVsmf7xucBBuF9VVXukA5l9BHh/6sfPJG5LqZPFpFcPFxIz0z2VtUZk7G1HvNk39QLvQWIlmGT1A3c/bKwb0WhZXAn8COljZzaAv7i7ldmI8XqqBcQbRf/neLvD90icAVoe5v8wnhdXpn+HEc/NSe3fR0rGW5N4bluqmzPk8IE24i0AZpSMdy7pq6vnAfuUjPea4r+TYhHwmZLxViZ95RTEs8PK5vDONuItIJ759z/He3W8dTZpFm8WzDs3XtZWpn/7kZ7DxcBXysS7B5ab1V4On2zjsyKDks+fy0P/rbB6yf3oE6SvqJ8PvK5kvD1JP38OABeUjDeN9vbbhzMce29oI14f8YbsMvH+r40+zieeF1cm3gtIz6EDF5eJNwcmTW1jDDQJnsyQwz+kxiOe27hJyXjvIr2P3cBxJeNtT8zHprqsZLwJtFcbmlc2h1vG8wVTTSKul0Ta8Qjpv+ve0+HtJfejzduIB3BV2f1oQryoKclk6OuO9+CU6ePPSF/V2UW8cK9MvGOJY2qKfuD0kvE2JM4Zqf5YNofEu21S9RPvUCkT7/uk53A+8KKS8V5Pe3WZD5WJdxOsvXyM3ZKsAzdlyOGDqfGKPk4vGe9btFeXeUnJeAeTnsOFxLrVZcqyVwR2vx+4PfHT84GvZIj6DdJ2jsXAj9099QK0WbzUA3gv8MeS8S4nfUn+APCdMsHc/VHgpsSPdxEv+yjra6SdpAaAX7p7Oye04XwzMR5EUfbqkvF+RXuT2+eVCebuT5P+u+smz374VdIGi0688Cm1oDqS82hvsuI3JeNdSfogo5+yC4/d5wNXJcbsIb5/kXZ9hfTizF9xb2dwP5zvkH5b+ATg5yXj/YH040QPcX7/n7l7P/ECyZTBbB/x9uWy2snhre7ezuB+OBeSPlifRFxkl3E96f3rpux36r4Y+CFpk4zlj/Xhq6RfkNzp7neVjPcD0s9nE4Efl4x3M/BU4mfnA+eUCebuTizYSDnWLAC+XSZe4RzSc/gQ6ddKIoN+RPq1hAEXlwnm7v8hXgKaYj55xqHnkTbJuAj43uAbnkr4Gunnl2eAv5WM9xPSr+mdKHD+z9z9XuCOxI/nqsucS3pd5hJ3Tx0TjqSdukw38OeS8S6lvbrMd0tFc38Y+Efip3PVZb5Bel3mcndPLlKPoJ26zALixvwyfkn6Y2cWAeeXjJfdslcEDh8lrRi0ELgkQ7yvkXZB0g98JkO864gBXKsLhB7gTNxTL5aG5e7dxAxJq51jAfEm7rIXBwAfI+2Auoi4mCjrm6RfNJ+ZId4NwF20vkDoAT5X9gRVHBxTiqQLiRm8HBcHH0+IB/E7LneCCueTdtHcC3yydDT3m4k7MFNyeDbu7azOGyacLwC+SOvvdBGxsvrmMvEKnyD9JFxq4kDGrQtJ2297iGNKKcVF5V9pfZHXC5zr7qXu9PQo6H2a1vvtYuKOlLIXBxTxUi+AShWdCz8kbXV1N3FuL6W4qLyGtBxe4DGhVSbeAHHOaJXDAWJl++/LxCt8lrTJg8XkKXz8hPjNtCpo5MrhQ8Sj21r1sZdYWf1MyXhOHD9ajSsHiEJL2UlbgM+TXkw6O0O8y1nyhvpmIofli1cy3rg/yZJjRTN9wM9xb+dO2ZF8lNb7rRefuSxDvLNJm7xZSOzjZf0WeJrW16DdwCe85H7r7nOIwm6rHPYDV2aYtIW0HEIcL3+SId45jG5d5lpilXxKDs/08nWZLuKaK6Uuc527310mXiE1h4soOflT+AbpdZlPZ4h3PXAPabW1s4qx/f+sWEz4ddLqMjcW1y7LFndfNjc4y6HbwYfZBhzmO+yYKx7xUqQe4kQ03NYDnJixfxs6POGwcIQ+djv8xOM2lRz9m0qs7Bypj/3EzrNKxu/0E8QBZ7h4A8SM4fMzxtu3SbzBAcYpGeOtCzxKHKRHivdzYGKmeFOIFcUj9XEBUYRYPWMfP9Aih13E40pyxdsrIYen54rnsJbDww4LmuyHv3WYlKl/k4iL02Y5fBhYK2MfT2tyLB3s40uyxdM2/jZ4oUNXcW72EX5jH8kVj3jj9X3FeWuk8/UfiEc35Yg3kViNOtJ+u5C4fXH9jH08KeFY+IqM8XYuzskDTeJ9JmO8lYhHAPWNEK8H+AswLVO8CUSxu2uEeIuIR+JsnHG/OM6hp8mxt8fhgIzf6XbEbY6LR+hjF1EgsUzxlidWozbL4U3E47dyxDPiToBmOXwG2Dzjd/oGWl8bvDbjb2Zrh7kOi0f4zXQ5fMMz5VDbONxglsM/HHpH+I31OvzLYXaOeMV++7Um++1i4hnX22Ts48EJx96jcsUjXpb6dHEMGun8+b2Mx94ZwI1Njk19wH+AFTL28fMtcjgP2CFjvP1bHHu7gTdnjLdRMQYYKYddFCvpM8WbRiwaaFaXuQtYOeN+8SlvXVvbJeN3+nKaj2N7gLdljLceMZG/sMlv5jLy1mWuaZHD+4HVsuUw4zbmDWi6wdEO9xU/yrnF1ufwS884yGtI5vOJQmlvcUIa/MHcSsaLrYb+re1wUXHCneswr/jfxx3e6ZkONA39m0qsAJlT9G9eQx+/DqxYwXd6OHA3cXE5t9h6iRUkW1cQb2diRq8xh13AbcD+FcRbg1gF29vwnc4tTiTvyXWgaYg3GfgQMdhozGEPsRo638liSczXAv8dJodXAs+rIN72RLF7aA7/AxyUO57Dqg7nF4PCxv3waYf/80wF4Ib+TQLeR9zaOjSHF1RysoADHf7jcQE5eCztdfi9Zxy0aRvHG2zj8JuG89nc4tx9l8OhueMRRcRzi/1m8DgxlygCfYRMBeCGeBOBdxPF3sZjfS+xGjrfxM2SmK8k3qPX1dDHHuJuol0riLcl8eihwWPv3OK4fw/whgriLU+s+OkeksO5xCTy1MzxJhDv+HysyN88YjzUS6x8WTd3Hx1e5nBLceE1d86SAsSfPZ4rmPs7fQ6xorSv4Xc6n7gQOZbMxUPirddnD/mNDsb9DPGcv5zxDDiZmCwdzOHgfngJsEEF3+lLiWJ24++0h7gjbI8KfjMbO/xsyLXBPIcHHd7sKgBrK7vBDI/FVvN86XHvfIfPO8zKGa/Yb48nnhM6uN96sd/+jHhGee4+7u7w14ax/dziOPx3h71zxwPWJ4qEfQ3HiXnECtO3VXDsnU6soBw8Bg7+7+Dt/MtVkMNjiAn4+Q057AN+AWxWwXf6AuBPLBnnzS2Ow/8AXl5BvHWIu5Mbrz/nFWOGU6mmLvPxhr7Na+jj18hYxP//G7ze4Z7B2tqcJRM/v3bYqoLvdBdiUUbjuLKLuBP3VRXEW5OYcBmawyeA06mmLvNh4tqjMYc9xDVK9rpMrs2KDiy7zIwo7G1IrJL7C/FskypDbgJsSxzMn+fuqc9R+V8DrgTsRszsPQxcR8ll6s3D2RRgD2AV4paS2R63JlQVz4CdiFm2BcBfPc/tKc1ibkSsirkE2M7z3FrfLN4KwO7ATGJ18B+8/DOKmsWbTORwVSKHy3v5Z+Q2izf4YpZNiFnSGzye310ZM9sA2IHI4Q7A373KA5bZ8kQOZxEn/GupNoeTinirEzlcwd3nVhWvCLodUSRYBNyE+z2VxpPxx2xd4ng/mZgAvJEK91szm00cCy8H9gF+7+Wf298s3kTifL0mMVD/g5e81T0h5nOJF+xcTFws53hkU7N4axMD9ylEAfivVR57zWwm8GLizpl9iRyWevxOi3gTgRcCa1MU1d099Xmz/2vQrYEtD4aLL4HNcE99xuL/GM7WBHYlLjLvI16iXGUOZxA5/AXwMuAaL/+Mv2bxJhAFgnWIIsQf3f2JquIVMbcEtiJWlG/h7v+uMh5mqxN9nErc5fWnKo+lMg6ZTSP225WIIsbvKf/OlCbhzIgFV+sBFwFrerxHpjpmmwHPLf50G+7/qjacrUqcX35KjPH/6CUfH9Ai3lQihysTk5q/95KPwWoRz4jxwQZEDtf26usymwLPIyZyb3f3WyuOtzLwImKC4sXEGKHqusyLiRzOI86fldVlaKjLvAYu+gmsS/V1mY2J2tpE4D/ufkvF8VYkxuqXEncZX1txDhvrMvOJHJZ6lFnVlv0i8BgyM/d4A2DH6vQ+dnr/oPP72On9g/HRR5EqjYd9qNP72On9g87vY6f3D8ZHH0Wq1un7Uaf3Dzq/j53eP+j8PnZ6/8pYVl8MJyIiIiIiIiIiIiIZqAgsIiIiIiIiIiIi0sFUBBYRERERERERERHpYCoCi4iIiIiIiIiIiHQwFYFFREREREREREREOpiKwCIiIiIiIiIiIiIdTEVgERERERERERERkQ6mIrCIiIiIiIiIiIhIB1MRWERERERERERERKSDqQgsIiIiIiIiIiIi0sFUBBYRERERERERERHpYCoCi4iIiIiIiIiIiHQwFYFFREREREREREREOpiKwCIiIiIiIiIiIiIdbNJYN2CZY2bALsD2J8WfXwJcjfvAmLYrJ7PlgVcCqxwdf14T90fGtE05RQ53BHYscrg3cFWH5XA5YD9gtWPiz2vj/tDYNiozs+2BXU6Of94XuBL3xWPbqHzMbBaxH65e/Hldd39gbFslUjNmawIve1v88+HAz3GfN7aNyshsArAnsMUJ8eddgL/i7mParpzMVgdeXuTwCOAXuM8Z0zZlZJHDPYAtiz+/APizd1YOVwVeUeTwDUQOnx7bRmUU48rdga1PjD+/CPhjR+2HIhUzsynAy4H1iz9v7u7/HttW5WVmmxDnbMzsIOAX7t43tq3KyGwy8DJgg+Pjz1viftvYNiovM9sQeGnxzwcTOewd21ZlZDYJ2BfY6M3x521wv3VsG5WZ2frA3sWY5LXEtUHP2DZq2WIavzQw2w/4IrAGMKEHps+A+UAXcAbuF4xp+8oymw18ATgMWAxMmg/TZkM/8BvgBNwfHsMWlme2D3A2sDYwoRemT48c9gDvx/3cMW1fWWYzgc8BbwAWAVO6YOos6AOuBt5M3QuJZnsBXyYGidaQwz7gQ8A5db7wMrPpwGeBY4gcTgamEf27FjjB3e8ZuxaK1IDZOsA5wN7Aoj6YOS2OE5OA7wOn4N41lk0szewY4BPATGBSMSbpBh4B3ob7r8a0fWVFAf8c4mJkUS/Mmh7jrUnAxUQfa13QN7PXA2cCywETgelEDh8DTnH3y8eweeWZrUbkcD9gYR/MmrYkhz8GTq59Qd/sUOAzwArAxGI/7AKeAk7F/Sdj2TyRZZ2ZTQTeB7wTMJaMe3uBW4lx79/HroXlmdlWwNeBHYABYAYxJjHimub97r5o7FpYUkxmvgd4N3En+ZRumDYzcngb8Bbc/zqWTSzLzDYncrgzUSeZyZIcfh14r7svGLsWlhSTme8E3kucoyf3wLQZkcM7iBz+aSybWFpMwnwdeAGwuBdmFjWEicC5wOm4949lE5cVKgIPMjuSGMjOGOETPcCZuH9k9BqVURSA/wJsRJx4h1oEPA3sgPuDo9m0bMxeB5xHXGQNpwf4Iu7vHb1GZRQF4D8CmzFyDucCO+J+7yi2LB+zA4ELGTmH3cA3cD919BqVT1EAvhbYiuH7uBiYB+zi7v8dzbaJ1IbZesCNwIoMf0dTH3An8PzaFoLNPkIM1kcak/QCx+P+vdFrVEZmawN/A1YiCgJD9QP3AjvXtRBsZu8lCh/NxpVvdfdvj16rMooV3H8DVmPkHD4I7IT7M6PZtGzMTgU+SvMcvgv3c0avUSL1UdwJcQkx2TfSftQN7OM1LUBZ3Ll4DVE0tGE+0gNcB+xXy0JwFA8vBPYn+jicHmA/3H8/Ws3KycyeS+RoJsM/LrUH+CvxO104mm3LInL4beAQmufwANx/O2rtyslsC+DPwGyGz2Ev8HdgLxWCVQQOsez/X4xceBrUA+xdy1kSs/OAQxm+eDhoEXAT7ruMTqMyigvK/9I6h93A/rj/rvpGZWZ2DnA0zXO4GPgn7tuORpOyihVF9zDyIHFQN3Aw7r+uvlF5mdnngTfT/Hc6QMzIbtlRtwuL5GJ2I7AtMbM/kj7gQtzfNCptyslsN+DXtD4W9gKb435/9Y3KzOw64tFbzR5L1g9cgvvrR6dR+Vg8tuN3pOXwue5+Z/WtyszsKmA3hi8AD+onbsM8eHQalZHZtsTEe6sc9hCF7o66JVokBzM7nriDcaTC06BngDW9ZsUZi1vrH6R4tFsTPcAH3f2z1bcqM7OjgK/QOofzgDXrdtt9MVFxH3EX8XBF/EE9wCfd/WOj0rCc4o6Wb9I6h13A2rWbfI8i913ABjTPYS/wedzfNxrNWpbpxXDhZJpfTA6aDpxWcVvyM1uB1gVgiIuxbYhbWurmRNJ+zzOA0ytuS37x/NijaJ3DicCmxfN06+Z4mh+4B80Ezqi4LdkVq4CPo/VExQRgXWDXyhslUjdmzwO2oPU5expwePH89Lp5D62PExDHirdU3Jb84pbL7Wn9XoqpwEGYrVR9o7J7N63P1xDfwVsrbkt+ZhsRt1s2KwBD5HC/YpK3bt5FtL+VKcAp1TZFpH4sCjNn0LrwBHEsrN9kUbzbo9VEEcVn3l0UHOsjcvhe0nI4gag31M0+wPK0vgadAbyjKPzXTWoODajdxDvwYmBVWudwOnAS8Xzyca1eB6LqHEUM4lox4BU1/OG8iljlm2IycESFbanKMaQN1g3Ys3i0Qp28gvQcTgOOrLAtVTmWtMIHwK6YrVhlYyqwN7FSO8V04rgkIks7grRjPcQx85UVtiU/s2nEsSJlQmwqce6rm8NoXTwctAg4oLqm5Fc8/3J/0sbYk6nn+fq1pF9DDAAHVdiW/KLwcQhpC0QmAYdX2yCRWtqKKMykmE3cKVc3byLanmI68bzZOtkEWCfxs7OAEypsS1WOJT2Hk4AXVdiW/OIRapsmfnom9dwPjyGtyA2DtaBxTkXg0M5KocVtfn5ZsCppRW6Ig9vaFbalKiu08dmFbX5+WbAqrVdNDZoArFVhW6rSTlF3AfEsyTpZlbQLSogc1nE/FKna2qTvR1OAVSpsSxVWIH3CD2L1St2sTfr5bCr1y+FsoJ1H+aRefC5L1iR9XDmd+uVwGunHGYCZ1G2Fn0j1VqW981kd7xhYo43PDlC/Y+GqxHVzqrr1D9q/Zq5bH1chHs2UauWqGlKhVo/yaGTUL4fZacASetv47GTimaR1Mo/0A7gTL4irm3ZzWLeXBc0jfSBV1xy28wypycTbPutkPukrgaGeORSp2tOkF9gWUc/jROoqWWjv3LeseIr0HC6kfjnsob0CYl9VDanQM6SfzxZQvxy2m5MFuA9U0hKR+ppHe7WGej2HNMxt47NG/Y6F82jvfFa362uI81kqp345nE/6xDvUM4ftXDPXMYfZqQgcLiN9MHs97nW76Po16QfwbuAnFbalKj8hvUh6K+7tnLSXBb8hvTDQRbyJt25+RFwsprgL98erbEwFriR95dR84IcVtkWkrn5M+kTsJOL8Vx/u3cBNiZ9eBPy0wtZU5WekT/pNAH5ZXVPyc/cFxAvFUiwGLq+wOVW5jPSVRQPAzytsS37xUtarSJusGAB+VW2DRGrpFtIXIXUDF1bYlqpcSHrRzIC/VNiWKtxG+vm6h3rm8CLSi4KTgT9U2JYq3El6obuP+D7q5mLay+Hvq2tKPagIHD5H2mC2G/h0xW3Jz/1B4seeUiR9Ariu0vZU4wukDTS6gTOrbUoF3B8jihkpOZxHvJW8bs4mbTKmljl096eJ4kfK77SXuhWvREbHNcRK0lYWAb/F/ZGK21OFM0m7qFxInPvq5i/Aw7QusC0G/oj7fdU3KbtPkzZZ0U+MQevF/SbgblrncAC4Cfc7q29Udp8mrfjRB3y24raI1I67LwK+SNodKxOAC6ptUSV+kPi5fuAb7t7ObfljL+5wOIv0HH6r2gZV4hLiXNVKP3C+u7dz5+rYi0nNz5BezP96ha2pyqWkXV8vAC7CvY53HWSlIjCA+9+JAlSzAXsPsRrlslFpU37HAXNoXmTrBg4pDhb14n4brQfsPURxtI6rZCHeAv80zQvBPcDBtbwtMS4SP0LrHP6Res40A7wdeJLmJ6oe4BB3b+fRESLjQ5yfDqH5+Xoxseqhji8ogZgs+g2tj4VfwP0fo9KinCKHryVyONJ4YzFxm+2xo9WszAbHi81y2A183d1vGJ0mZXcoMVkxUg4HiEnpur7k9HfEHTnNjjXdwAW413HxhMho+AzwX5o/YqUHONbd54xKizIqCoKvp3mRdAFwH/DhUWlUfl8E/kXrHJ6E+5Oj06R8isL8YbTO4UPA+0alUfl9DbiZ5n3sAU7F/dFRaVFO7guJcWWzMddC4DHgtFFp0zJOReAlzgA+Rvx4Glfg9BAHvW8Ch9WyQAqDq4F3Av5B9Gkx/P9pry7gXmAP3P82Ju3L48PA/xGD8uFy+B3gNbUskALFirYdgL8TfVoES+XwAeAluNftVqMl3D9FHJy7WDqHvSy5ReVV1LRA6vEIix2AG4k+NRb0u4jVcfu6+7Vj0DyReoii2Z7ERVVjEWoxcWy8GdgR94fGpH1lxTnqdcC3ieNe46C2q/jzh6nvxQi43wzsDtzD8Dn8J5HDOq4CxmOs+AZiRc1wOewFPgW8c/Rbl4n7v4AXEreadrNkJdUA0d/bgZ1xv2tsGlhS5PBNwJeJfDUWg7uLvzsLOGn0GydSDx6PUHwRMbHZx9J33s4nJmyPdPc63oIOgLtfSkxOP8XSt6QvIPr8e2BXd6/nc0ijSPpi4BcMn8M5wHG4f3vU25aJu/8KOAB4nKVzuJA41l8H7FzHiQoA4jFVLyVWzPazdEF/PjFh+xbczxmD1uXhfhXwSuBRhs/hn4lxZcrdhB3P6lrTrIzZTOBw4PkXwDFHwTuA7xC3cncGs22BI4C1zobD3xoH9mtrW+AeymwGsULlhRfAG4+CdxErNWo3Ozkis22Imed1vgyHnwwvAa7uoBxOJ2b0dvsOHHtkFIYvqOFzgEdkZlsSRYL1iGPOPsBVXtdJCpHRZmbAHsBBF8LJR8SKo+/VcnXsSMxWBo4Etv0WHHls3NVzUfHs4PqLHL4IOORCeOsRUVS7sLhDqyOY2YpEDrcjVsW+Gfi+u9fx5SvPFjl8PvDa78PbD4/HW1yE+41j3LJ8zJYnztc7ngdHHRN3Zl2oW0pF0pnZesDRwKbENczBwGUeq/hqz8wmEkWolxPH+Y8Sjw+4e0wblpPZOkQONzsXXn9cXG//tCgy1l6Rw5cReTyBWCB4gdfzkUbDM1uLyOEWRQ6PAH5M3R5VMhKzCcQ19f4XwolHwCeJGsJ/xrhlyxQVgZswM3d3G+t2VKnT+9jp/YPO72On9w/GRx9FqjQe9qFO72On9w86v4+d3j8YH30UqVqn70ed3j/o/D52ev+g8/vY6f0rQ4+DEBEREREREREREelgKgKLiIiIiIiIiIiIdDAVgUVEREREREREREQ6mIrAIiIiIiIiIiIiIh1MRWARERERERERERGRDqYisIiIiIiIiIiIiEgHUxFYREREREREREREpIOpCCwiIiIiIiIiIiLSwVQEFhEREREREREREelgKgKLiIiIiIiIiIiIdDAVgUVEREREREREREQ6mIrAIiIiIiIiIiIiIh1MRWARERERERERERGRDqYisIiIiIiIiIiIiEgHmzTWDUhitiKwNrAAuBv3RdWGs2nABsU/z3L3rorjTQA2BGYAj7r7E1XGK2KuBaxc/LO5u1ccbwUihwuBe9x9YcXxphLfKWY2293nVxzPingzgcfc/fEq4xUx1wBWHYw/CjlcHlgHWETkcEHF8aayZD9czt3nVRzPinizgCfc/dEq4xUxVwdWG4w/CjlcjsjhYuBed++vMp6MQ2ZTiP1oMvAQ7nOqDWcGrF/885ru/kiV8Yo4qwGrAz3EsXCg4nizgXWLf57m7n0Vx5tMnM+mAA+5+zMVxzNgveKf13L3h6uMV8RZFViD0cvhLJb0cbq791YZD7NJwEZEDh/G/elqw5mx5De6trs/VGW8IugqRA77gHtwX1xtOJvJkhzOcPeeiuNNJHI4FXjE3Z+qMp6MU2brACsCc3B/oPpwthKwVvHPE73i/RazGRRjBOB+3LurDWcTiP0WM1vF3Z+sMl4RdG1gJWAu8ADVX0sM1mUws0lecV0Gs+lEDicQORytugxmtupo1GVYUpeZR/RxtOoymNnkqusyLKmtTSB+o1XXZSawpIaw2mjUZTBbE1gFmA/cV3UOS3P3ZXeDXRwud+hzmOcw3+Fph484rJQ7HjGA/TLQReyETlwgfAfYvIJ4M4B3Ag8D3cTBuw+4FtingngGHAzcBPQW8Ry4C3gzMKmCmDsCPyv6NY/YMZ4BPgGsUkG8tYEvFHEGc9gLXARsXUG8acApwINDcvhH4BUV5fAA4K9Dcngv8BZgSgUxtwMuKeIN5nAucCawWgXx1gA+W8RqzOEPgedWEG8q8Fbg/iE5/Auwf+54RcxXAX8u4gzm8H7gbcDUCuI9F7i4IYeD2+eANavoo7ZxtsGqDp90mFOcq+cW5+6fOuyQOx5RZD4BuLs4Tw8eJ/4GHARYBTH3Bf7QsN92Aw8BpwLTK4i3JfC9hv3Wi+PvF4F1Koi3MvCx4hw9eA7tAy4Ddq4g3iTgOODOITm8GXhdRTl8KfD7hhx2AY8ApwEzK4i3GXBB0b/BHHYBXwXWzx3PYUWHDzs85dBVjJ37HH7h8PwK+jcROAb4z5Ac3gocXkUOHV7scGXRr7lFPx93OMNhdgV93AT41pAcdgNfBzasIN7ywPuBJ4rfyuCY5Apgt+zfp7bxt8EEhzc4/Muht9iPeh1udzjKYULumMCLgF8PGfc+CXwAWL6CPm7gcI5Dd3EcnOfQ4/Bth00r6N8s4D3AY8V+60VfrwL2rKB/5nCYwz8actjjcIfDsQ4TK+jjrsDPWXJN78DTwIeBFSvo43oOX244lw3m8DteXV3mXcWYoLshh9cAe1eUw0Mc/j4kh3c6HO/V1GV2Ai4dsh8+A3wcWLmCPq7t8MXiumAwh70OFzpsVUH/pgPvKMbmjTm8Dnh5RTk80OGGhhx2O9zjcKLD5Owxc31XY92AJl/q0cWXOODgQ7Y+hwcd1s34o9m22AkWFD+Yxm1R8UN6acZ4KwD/aPiBDt26gQ9ljGfANxtOTEO3LuBqMhagiguAbmLV4dB4fcVBdoOM8bYuTkb9TXKYrTALzCYKDiPlsAv4ZOYcfqVJDruJ4nO2YgRRTBkph/3A48AmGeNtRlz4DJfDxUVbXp0x3kzg+hY5/DyZLmSLHJ7VIoc3kLEYAezfIodPUsFgSts42mAjh8eKc7MP2RYXg9pDc8UjJt+uabHffj3XflvE/EiT/bYHuIWMF7LAPkX/Fg0TbwExXsk2KUascHyIKOANjTdQtOXIjPGmAFc2+U67gPMz5/B9TX4zPcC/yHghC+xZ9GPhCDmcA2yfK57Hxdb9HhciPmQb8BhTH5exf5OBX7TI4Q/IWVCCd/rI1waDBZBsCwyIwtX8JjmcB+ySMd7qxMRWs/3w5Gzfp7bxt8FEh0s8Cms+zNblcKlnLEABJxa/3YFhfte9wD3AGhn7uLNHsWnBMP1b6FGQ2j1j/1YG/s2SibDhxvanZezfBI8iWrMc/sozFqCAY1vk8AFyTk7Ddh6LCkbKYZfDSzL2bwXgny1y+P6M/TOH81rk8CrPW5d5fdG/keoyD5Nzchq28Vi82T9M/xYV5/KXZezfcsDfm4zzuoBPZM7hOU1y2O3wB4dp2WJm3Ma8ASN8qS8sBnPDfaGD20KPwV7pmS5i1v2pEQ5sQ388WWb9gd8VO1yzeN3AazPFe1eTgfrg1gOcnyneTk12wsFtEbGCtfRAg5iBfTwhh93AczL18ZcMP1AfGi/LhTNwcmIOL8oU73kJOVxMrIIuvQKZKOw8MsLJaeh3mmX2EPhpYg6zXDgDb0r4TnuBn2WKt2VCvAHgUSpYyahtHGww2aPwtLjFObvHMxW8iNWxIw3UG/fbd2SKd1jCftQH/DZTvI0TjvUDxARO6ZWPxGrOOxm+4Dz0O901Ux/PTfhOu4AzMsV7TUK8fuDaTPHWI4qHzeI5UcwvX3iOosDtHmNjb7J1e6biB3B2Yg4/nCOew35F+5v1r9/hes8weQCsyZLVbs22OcCqGeIZMZk03GKUofthtkUp2sbZBp9K2I+6Hc7KEQ/YK+E4sZC4e6D8pB+s4lE8bNY/9ygEr52pj39h+MUrQ/fbV2XK4Yd85MJTYw6/mql/L6L1mGshcUdI+Uk/WMGjeJiSw/Uz9fH3pNVlDs6Uw9MTchgr1/P0b5eEHC4iJiHLTwDBbIcnfPgJ26G/0ywr84k7DVKu6Y/IlMO3J+bwwizxMm9j3oARvtTfJPxo3GOWr/TKTuIW7FYnKC8GZl/IEG/rhB1xcPtv2ZMisVrjmcR4vWS4xZ+4fbRVQdaJAfaBGeIdT9oF10LgGxnibZpwoBnc7suQw4lEkTs1h6UHNsTjA1oVZAdzWHqVH3BkYg4XAd/JEG+DNnL4MCUHNsRzkB5qI4elJ5yI25BbFXa8+N6PLhtP2zjc4la2eQnn68UOPykbjyjMtBqoD25PUXIwSxRm7kqM1wNskaGPX6F1IciJAtuJGeK9irRi1wDwywzxVmnj2DuHPJOMtyfG6waelyHeWbQuCgzGOzXDfriPxwWxJ2xXZ+jfCm3kcD45JhnjltmU/nV5hseXEI9GSTnW9ADvzRBvD9LGQA78qfT3qW38bTDTWxeAB7cezzPJeF0bx4kXZ+jjGd56IZl73LlUelUgseip1aTt4HZLhv5N87Qxl3vcFVJ6kpF4pEVK/+YB+2bo4ymJv9N+h89l6N9zSasDOfDvDP2b7PBMYg77PM8k4y9Ir8u8OkMfT/DWBVL3WOl9Tob+bU56be1uyk44xR0VT7aRw7VKf6eZtwksa+KFK7sRF16tzCaex1rWKcRzYFqZDLypeFlDGW8p/lsp1iSeyVrGy4giYgoHjioTrHhg/D6k5/AdZeIV3kGsBm5lEnCExcuLyngz6d/pSsRzlMp4CbFSNoURt+38z4oXEe0PSceI2cQzMcs6lbQcTgQOsXjZQxlvIq1/EO3avWS8FxHfVYoJxLMy/2cWL1I4hLTf6Szy5FDGn1NI+11PAF5BvGCyjKOI81SKycS5qIwdiFu0U+OdWCaYxQu9jiJtjDCTPPvtKaTl0IC9LF7IVcbrSc/hBOCVZYKZ2TYUL/RKMAU4qWQ8I47fKeOMGcDby8QrvI34PaTYtXgJTRmHEpPEKZx4l8H/zuw5xOOiUkwnvo+y3kK8M2C04r2V9Bxua2YbZIgp48tBRCEoxQDw2jLBzGw94hyaYiZ5joVvJfbJVqYS+3hZJ5F+fbaJmW1eMt7+bXx2gLiT6X9WvIT8BYkfz3VNfwppdZkpwHHES8DKSD3WA6xjZtuWjPcK0msIA8Qiqf+Zma1MrMgfzdraO0g7n00GjiReSFzGm4kaT4pVgZ1LxtubtDEexBjomJLxslv2isCxOq+dN9ZvmiHm2m18dhLx+IgytiT9h7qY4i2jJWxM+g91OrBFyXjr0l4ONy4ZbzBmKiNWIpWxNemFfKd8Hzcm/YQxlfI5XItYNZ1qw5LxYMnbe1MsJr0wM5KtSN8vJpAnh6nH3ClE+8pYnfTBPqQXSUQatbNf9APrlIy3JekXXJMpv99uQnqxaxLl99uVSD/WQ3vjl5G0M47qo/yxYgvSLtIhcp1jDJR6PsuRw9mk/0YhzrdlbUbaBR7EfrhBhnipBcuZ5MnhgsTPTiBWBf3PzGwq7Y31V7PyhYjNSc/hAvKMu2R82Zi0xRYQ++0mJeNtSPr1oJE+0TPCf8GM9q4NZhELJsrYkvRz9kLyjElSF8HMoOSxkLGpy7RzTpxCPAu2jK1Iz2Guukxq0TlXXSb1/Anl9/vBmKmMeK52GVvRXl0mRw5Ta3nTiOPEMsWKJdTLDrPtiOeyJO3Q/wWeU2V7RETGh6fdvexJWMYbswdILOzOJ5YE/bfSBomMP7eRfpU4F3gpcGN1zcnuJcAlxDMoUvyZ9KVrNTUXeKW7XzfWDZEaMfs/4MMkLEgYAD4KfKjiJuW2gPRK0ABRiVtUXXOyexfwcdJXsHwGOK265lSih/RZ4oXEeaGnstbkdzLwadL7+JXi/1Mnc0mvzPcTVf+nq2tOdscRb41PnQkHzsP9jVW1538y1s+jGOYZG9MTnyHiHi/AyPF812tJe4aIEy8yK/t819NIf25JHyWf7wpsT/qzbko/35U4p6Y8X9DJ93zXK0h71o0Tz3ctm8O3kv4MqF5gg5LxtmrjNzMfOKpkvEmkP0d6MfCjDDm8tI0cPkHJl0ISx/DU5+/1UPKFgsTMajvPUHxzyXgTSH+O9ABwedkcahuHG3zf4y2/nrDN8ZJvqwaOaOP8Uvr5rsRqhtRnEJd+viuxIuLBxHgO/K5sDoFvEddSqcemUm86Bg5uI4ddlHy+K7BGGznM9XzX1OdIOzme7wpf9uHfoj7c1u0ws2T/Up8jPfib2a1k/1b2eK5eSv96HT6aIYe3tZHDmzLE+yxpz5Ee/J0uX/p3o218bfAST392+Hwv+XxXog6Ueu3ST4bnuzrcmNg/9wzPdyXq5Klj+15glZL9e6Gn10nmecnnuxKriVNrCAvI8HxXh+vayOHdXv6a/j1t/E77gDVL9m/HNnP42pL9a6cusxA4P0MOf+tp7/dyh4cy5PAU2qvLrF+yf9t42rPH3eNY+obS32nmbdl7HIR7L3A+abfuLQS+kCHqp4kfTis9wGe8+LWV8C3Sbvly4gUeD5UJ5u43EcXrpI8DPykZrx/4Bmm3HvQDnysTr/BZ4iTVSi/xxtuyOfwO6bf2X+/u95YJ5u7/Av7dxv/lhyXjLQK+TJzsWuklvv+yPkvaZG4f8YLG1Fu0R/J90nN4i7vfUSaYu98J/D3x4xOAC0vGGyCOjyk57CZPDmX8+Rxptwr2A+fg3s5jZoZzSRufvcvdbykTzN0fAP5AnBtbmQCcVzKeE4t3Uo6FXcT4pawvkHa+XgB8091TjinNXEr6IzYeAm4oE8zdHwV+S3oOzy0Tr/Bp0sYkuXL4JdK+04XAd3FPaVszvyT9FuEniZdD/e/cn2LJC4dTnFMqXjiT9ByemSHel0nr3+DE+9wMMWV8+R2xSC9FF3Hc/J+5+zziJdMpi20HiH2grNRr+m7y7LdfJ+2afvDFqk+WjPcnYoFHigXAz8sEc/ce4iXTKWO3RYx+XebTlL+m/ybpdZmr3P2RUtHcbwQeSPz0APCzcuG8n+hj6jhvNOsyPcBnM+TwfNIe6eHExPt9paK53wqk1gUc+FGpeFUY6yr0CNX1tTzeuLe4SVW92+GCHPGIH80faL5SZAFxF2up1RMNMT9A6xmL+cBWmeLtTutZrm7g6EzxViNOUoubxOsBLs4UbwIxuGk2G7sQuAdYLlPM02g9O9oNbJsp3vMT452QKd7KxKrpRS1yeCll37IZ8Yy4sGz2O11EnDhLv+22iPm2xO90p0zxdkyMd0qmeCsA99N8lV8P8OscOdQ2Tje4xJvPiC92eNQzvOHY3SFefJmyH70oU7xtaH2+7gLelyneLODOFvttL3ANMCFTzO+1+E4XE3dgrJEp3usTctgD7JUp3ha0vvOjmwwrSIt4M4iJ2wVN4vURTy6YlCOmwze9+RvVBxyeclgnUx8PTtwPy78tPvq3icPcJv3zov+fzdS/qcCtNF+d2wf8jZJ3ODTE/EqL73QAmEPJu8u0jeMNXtnifO3Fvz8gRzziGfLP0PxOv27gq5n6N9nhBm9+50C/wz+95F0tDX08M2GMMI+SdxQ29HGfhBx2O7wuU//WBp5KyOF5mfo30eGPHnd1jNS/BQ7/cZiRqY8fTsjhfGDLTH18cYvz9WAOj8zUv9VJq8t8P1P/Jjhc3SKHCz1Wcs/O1MczEnLYRck7BBv6+MLE/fD4LPEyb2PegCZf7GYOD3ssgx/6g+l2+K7nGjjHD2cWcHXx4xh6kJsP/AtYPWM8Az5BXMgNvUiYX5wwn5812bBfcZAeOsDsK9pxUuZ4GxMFu6G3ICwq2nAxMCVjvBnAb4ocDj3IzQP+A6yVOYcfLL67oRcJXcRs++6Zv9N9it/HSDl8Z+Z4GxCF8+Fy2EXMTk7NGG86MWs9Ug7vBNbN3MfTm+RwPpmKEA3x9iz6MvRENZjD0rciD4m3TvG9Dc3h4qINvwSm54ypbZxtMMWjENztz340xDyH+x02yhmTmMDp5dkTf4PnuJdnjvdCovgydL/tL9rwMTJOpBCPMLityX77O2BWxniTibsPunn2xN88YkVungvYJTFPaJHD/TPH25kYWw0tBi9gcEVR3hyuCvxjmHgDxd/9gUyT0u6OwySH84r9cOEw++EjDltk/k6PLr67oTnsKbaDc8Zz2N6jkD30lvYFHhdjX/RMEyNF/1YmirzzWfraYDCHfwFWyBhvIrGysIdnTwLNJy7it8n6nWobfxscWuwvQwsYg3+X9dZl4mXajw1zLFxY/Na/QclHvA3p3/IOfyqOE423pA8Uf/d3h5Uz9m8C8YjQHoa/pn8K2CFzDl8zQg57i+3YzDncHHhkmDHJwuJ8fQEZ6zIOsx2uGSaHXpzPbvX8dZlPMfz14GBdZpfMOXxVcb4eWgwezOGJmXO4CfG4sZHqMheRaUKz6N9Mhys9Hn0xdGHnPId/e9lHazw7hx8eIYeDdZksi0Ma+rhv0b+hj/foK3J4StZ4OX8PY92AFl/slOJE9RePVUQPOFzguSr4w/94diMKWw8VP5qrgJeTcVA5JOYmxK0T9xUnyFuAN5FpxfEw8VYE3gHcXsRz4uK11HOHm8SbDBxC3L7yKFEU/h6wfYU5fAHwY5Y8V/Fq4JVZBxhLx9wQOIt45MZjxMqRE8g0szVMvOWJAsi/GnL4STIXR4fk8DXE7ZyPFt/rRWRaHTtCDnchJgkGc3gt8OqsA4ylY65PzOTfU3yn/ySew5/vAn3peMsBJxVxBnP4GSpa3UM84/nVxMrBR4rv9UfF96wVwNrybLCDw4XFufpRj5UcB3vOQWXDRkxwfBy4u9iHbiOeC7ZCRfFmAccThb3HimP+54GNK4o3kZi8varYbx34KVGQrmS/BbYlLuYeKI73fwZeS8YJ2yHx1gI+wpJn6P4beCewUkXxZhIryW8ucngfcDawaUXxJgAvI26rHszhZcTdWdUce+NZded5TL486vBXh8M944TtkD6uQdzddmfRv/8Qk6vlnn05cv+mOxztcFPRv/scznHYvMIc7k3cMfNw0cdfEBO6Ve2HWxGPJbm/2A9vBN5AppWL2rQ5rOpwhsMdDo87/NfhfQ6rVREPmEbcAXJD8Zt24hb1LHe8DtM/81ht+XOPRWUPO/zaYW+v7pp+M+CrxXnFiUfAHUOm1arD9HFlh9M8VsQ+7nCnwwc90x07w/RvKnAYcH1DDs8HnlthDnd3uNTjubGPFEXFl1WYw02JxysN5vBmKqzLOKzkcKrD7Q6POdzl8FGvri4zpRjT/bkhh98Ftqswhy90+InDg0UOf+dxR0JVdZmNiEda3Fv07x/Am8m4cGJIH1dweLvDbUUO73b4hFdUl8m1WfFlyTDMzN095RkxtdXpfez0/kHn97HT+wfjo48iVRoP+1Cn97HT+wed38dO7x+Mjz6KVK3T96NO7x90fh87vX/Q+X3s9P6Vsey9GE5EREREREREREREslERWERERERERERERKSDqQgsIiIiIiIiIiIi0sFUBBYRERERERERERHpYCoCi4iIiIiIiIiIiHQwFYFFREREREREREREOpiKwCIiIiIiIiIiIiIdTEVgERERERERERERkQ6mIrCIiIiIiIiIiIhIB1MRWERERERERERERKSDqQgsIiIiIiIiIiIi0sFUBBYRERERERERERHpYCoCi4iIiIiIiIiIiHQwFYFFREREREREREREOpiKwCIiIiIiIiIiIiIdTEXgRmYTMXslZr/HbM6c+LsbMTsUsylj3Lo8zNbC7KOYPYjZ/Mfi776C2XPGumlZmE3A7OWY/a4hh3/H7PWYTRvj1uVhtgZmH8TsgYYcfh2zLca6aVlEDvfB7LeYPTM3/u4WzI7slBya2Wpm9j4zu8/M5hd/900z23qs2yZSG2abY3YOZo/Niz8/gNmHMVtzrJuWhdlUzA7H7G+YzX0m/u5qzF6B2cSxbl4WZptidnZDDh/E7GOYrTPWTcvCbApmr8PshoYcXovZqzoohxtj9nnMHi1y+BBmn8JsvbFuWhZmkzE7GLO/NIwr/4jZAZhNGuPWidSCmS1nZieb2X8axr0/NrPnm5mNdftyMLOdzOwiM3uq+POdZvYOM1txrNuWg5nNNrMTzOz2hhz+zMxe1EE53N7MvmtmTxZ/vtvM3mVmK41123Iws5lmdpyZ3WZmxSnbLjezPTooh88zs/PN7Iniz/eY2XvMbJWxbtuyxNx9rNuwbIgD9G+BzYBZQ/5tF/AksAfu949207Ixex1wHmBAYzFtIbAI+DjuHx+LpmVhtjzwa2Brhs/hM0QO7xntpmVjdiDwPWICpzGHi4g8ngV8gLru2GazgV8A2wEzid/qoC5gPrA77neOQeuyMLNXAj8gcji94V8N5vBs4D1e1xyKjAaz9wNnAJOAyQ3/pg9w4CjcfzQWTcvCbH3gGmAlYPaQf9sF3A7sg/ucUW5ZPmanAR9i5Bweh/uFY9CyPKKQ/XtgdYYfk9wFvAT3p0a5ZfmYvQ04kzifNS6W6AcGgJNx//ZYNC2LmFC6Glib4XN4H7An7k+MdtNE6sLMdgJ+QxznZzb8qwGglxj3v97dF45B80qzmND7JvBaYCrQOMHXQ4zvX+nufxiD5mVhZtsCVxH9Gy6HVwGvdff+0W9deWY2Afgq8AaGz+Fi4NXufvUYNC+LYqHR1cS1Z2MOnejjtcBr3L1vDJpXWlHE/jxwPHGsaZyk7SV+qwe5+xVj0LxljorAQDGTfz1RPBxpxe9i4GFga9znjVbTsjHbF/gpSxedhuoBTsP9K6PTqIziBHwdUTycOsKnBoDHgK1wf2a0mpaN2Z7EQKlZDruBD+J+1ug0KqM4eP8e2JmlC9yNBogJma3reNFlZi8kJpta5fBT7v6x0WmVSM2YvR34BDCjyad6gf1xv3J0GpVRTGj+C1iDpS9EGvUDtwK74r54tJqWjdmbgc/ROocH4/7L0WlURjGheStRPBxptegC4N/AjtSx+GF2FHHR3CyHPcARuP9sVNqUk9kM4BZgA0bO4ULgTmA7alr8EKmSmW0C3MSzJzMb9QA/dvcjR6dVeZnZV4CjaX4s7AZ2dfd/jkqjMjKzDYCbgeWbfKwX+IW7HzIabcrNzM4C3szSxdGheoAXufvfR6dV+VhMSv8DWIGlF1g16gWudPf9R6tdOZnZx4FTaD0m2dPd/zoqjVqG6XEQYX/gOYxcAIa4EFsZOHZUWpRTFNe+TPPCE8RO8ynMWn1uWbQvUcQfqQAM8XtfAThhNBpUgbNpncOZwEcwa3YSW1btBWzPyAVgiBwuD7xtVFqU3xdIy+F7LQpBItIoCjMfp/kgD2I/O7v6BlXizcQK4GaPC5gKbA7sNyotyslsKvBp0nL4Zep5i+LRwKqMXDyEGHNuBBwwCu3Jy2wyseKmVQ5nUN8cHgGsSfMcTgbWJVYAisizfZi048TBZrbZKLQnKzNbF3gjaX38ZPUtqsT7aV4chThfv8LMthmF9mRlZmsAbyGtj5+uvkWVeA9xN0uzc/F04CVmtuPoNCmf4lEPp5K2H9ZvoVwFVAQOp/Hs27yGMwN4Vw0HszsTA9lUdZzFezdpOZwOvIO47aM+zLYDNkz89ABweIWtqcq7aH0Chih+nFS3Z/FZPLN5q8SPDwC1XBEhUrHXEreupViXug1mY3xxKq0niyDOeadV26BKvIbmFyKNVgVeWGFb8oscvovWFyMQOTy92gZV4lU0L442Wp6Y5K2b00gbk9Q1hyKVMrMViON9yvPPJ1HPBR4nknY+M2DvouBYGxZ3tRxG2vF+CrESs26OT/ycAbsVhf/asFjcdzRLP3ZrJFOJMWjdvJG4dk6xo5ltXGVj6qBehbDqPLeNz65K81talkU7kXYChhjM1uuCK2zfxmdnE6u662RH0gsfs4DdKmxLVXYivTAwlfYmNpYFOxKPlUkxE9ijwraI1NVupE34QYxx6lUEhhWLLdW2FbWjSi8gfRw1mfrlcDqwVhufr+MLQXchPYfTqFsOY5K5nYvEzWu4QESkalsRjy5KMZl6Xru8mOZ3oTbqo72aw7JgM+LRRSkmAS+qsC1VeTHN70Jt1Ec8erJONia9QDoReH6FbanKi0mbeIf4PbdTN+pIKgKHdr4HJ72guqyYSHpxDdJXdyxL2s1h3fqoHC5N+6HI+NTOfmFtfn5ZMJH0wTrUcxzXbg7reKxv54UbdesfpK0oGjSB+vVxAu3l0Gjv/C4yHrS739ftOAHtt7mOY5IqP78s0JhkaXX7jULn5zC7Ol48VOH+Nj7bB8ytqiEVuYP0Wbwe4mUmdXNvG58dfLlYndxB+irSPuLh73VzVxufNeDRqhpSkTtIPwn3ES+kEZGl/YN4eUWKhcR+VydPE28ST3VvRe2o0j+JsUaKfuqXwy7iJUCpHqiqIRW6jfQ+dlO3HLovIPbFVI/g3s7kjch4cBfpq2QHiBei1s2tpJ+zpwD/rbAtVbiH9FWyTpwb6uYWYryYYhJ1O59FnSt1P4R4YW3d3Ex6rWsC9cthdioCh7NIG8wuAL5Ww4Heb0i/HWcC8N0K21KVs4gLr1YWAOfV8E3cvyetf4POq6gdVToLmJ/wuUXA93Hvq7g9uf2Z9i4qz62qISI19h3Sxy69wFUVtiU/98XEvp8ymO2ini+4uJD0HC4EflVhW/Jzd+Ac0sZd3cDnqm1QJS4mPYcOXFZhW6ryJWJCtpUe4iV5ItLA3R8ixr4peoiXJ9fNl0kvPv3L3WtVBHb3x4HfkbaIpZt6Hgu/Qnoh/y53r9Vkhbs/A/yStLvM5lPPMcnXSb+L7iHg7xW2pRZUBA4XEgeuVge4fur4tvG4qPwgrQvdPUSB9KnqG5XdxcA8Wh8AFlDHg1tMPLyP1quneogC6WPVNyq7nwDP0HrFcz/wmeqbk5dHYeC9tM5hL/BTd3+w+laJ1Iz7E0QhOOVY+IHi/Fc3X6B1AXGAKAL/oPLW5OY+B/gGrXPYDXwE93ZWRi8rvkzrHDrxHXyn+uZk5j6fGA+n5PATxcrauvkarYvAXnymjhPvIqPh/bS+e2cBcDvpBeNlhrvfDFxP6+N9L3ENUEcfonUOFwJ3E4uWasXd/020u9Xxvof65vAjtO7fQqJAekX1zcnL3e8Cfk1aDs8orsnHNRWBAdy7iJcwPcXwP54FxMzIy6lvYeYcYpZkpEJwN7Fiqo5vZgX3XiKHTzJ8DhcSF8yvwv2e0WxaNu7nEcWBkSYsuoE/EG+qrZ+4SNwDeJyRc9gNHIB7LW/jcPcLgU8RJ6GRcng98ZZTERneScSAfbjzmRd//xWi0Fg/7vcDryDOWcMVz/qI8coeuLfz2IFlyTuJu5SajUm+RazGrB/3h4F9ibHjcDnsJ+4MeTHu80azaRm9l1jh2yyHFwKfHrUW5RQTTi8lHgE3Ug7nAHvi3s5dPiLjhrv/ETieGPcONynbQzw24uU1LswcSBSxh5sUGyj+/lR3/+2otioTd/8rcAzNc3gvsHeNc/ha4tEew53PBnN4hrv/fFRblUkxWXEE0Y/hJtZ7gQeBvbx+d7wPOgL4GyNfG/QAH3L3n4xqq5ZRKgIPilmgrYDPEqsRe4tfUBdRQN2GOJHVk7vj/k7gNcDVFAW1YtryZuBNRHGtjitugvudRA4/RVxc9RI7fDdxe+3zcP/9mLUvB/f3AfsDVxIXJYM5vBV4M7BfTVfcBPd7iRx+lCjoD+6HPcC3ge1wv3KMWpeFu3+UKPBcQZHD4l/dRhS39vb6PepCZPTE43z2B44jnuW2oHhWzkLi/HYg7qdR34sRcL8O2IYoZHcDPcXV5TPAmcBWdZ0MAyjGGgcRE143sWSSbyFwDXAw7m+veQ7/AmwNfJUYSw7mcA4x1twK9zo+PzHEKvvDgaOAG4CFxX64ALgOOBQ4oeY5/BsxJvkSUdDvKU7Yc4lJ+a1wr+M7GERGjbt/D3gh8CNi8mSwWPoA8B5gR6/nXagAuPtc4PnE5OY9LFkV3A/8DHixu39tbFqXh7v/ENgVuIiYiO4p/vch4k7V7YtHR9SSx4LA3YB3AHeyZOJvAXA58BJ3r+ekdMHdfwbsREzODuYQ4BHgA8C27v7I2LSuPHfvAfYkFjQ2vg9rAfALYF93r92dxFWxOo/NKmM2EVhtHXj4QZha66LaSMyWA1ZcEe59xr3z3mhc5JB4++PjHZrD2cBKK8G9T3duDlddBx55EKbhnvpc69ows1nASsB93ok5FBkNZiutB0/dD8sVt6l3FrMpwGprwgOPwKSaPuKiObMVgeWAZ2q8MnZkZpOJHD74CEyu9YT7SMxWWB+euQ9WIIoinaXI4Vrw4MOdmkORipnZdGAV4mVVE2q8cnRYZmZE/x4HZhaFqY7SkMMFwOMdnsNZXt87rkZkZtOAVYn9cGKNV/+OyMxWAZ6gQ3NYlorATZiZd3phZjz0sdN1eg47vX8wPvooUqXxsA+Nhz52uk7PYaf3D8ZHH0Wq1un7Uaf3bzwYDzns9D52ev/K0OMgRERERERERERERDqYisAiIiIiIiIiIiIiHUxFYBEREREREREREZEOpiKwiIiIiIiIiIiISAdTEVhERERERERERESkg6kILCIiIiIiIiIiItLBVAQWERERERERERER6WAqAouIiIiIiIiIiIh0MBWBRURERERERERERDqYisAiIiIiIiIiIiIiHUxFYBEREREREREREZEOpiKwiIiIiIiIiIiISAdTEVhERERERERERESkg6kILCIiIiIiIiIiItLBJo11A1oy2ww4Htgc6AOuAC7EvbuacLYy8EbgRcWfPwx8w90fqijeFOAg4ABgNnAv8E13v6mieAbsBhwFrFX83f7AL9x9cUUxNyFyuBXQD/wW+J67z68i3mgrcngAkcfliBx+291vqCieAS8AjgbWKf7uQOByd19UUcyNiBxuQ+TwauACd59XUbwVgCOBvYo/f4LYD++tIh5mk4H9gYOBFYAHgG8D1+Pu+cOZAbsQx5p1i787GLjU3RfmjlcEXZ/I4fOARcDvgfNxn1NJPBl/zJYDXg+8FJgK/BP4Bu53VRPOJgH7Aa8t/vxN4ALgOq9gvy1i7AAcC2wAzAd+CvzE3RdUFG8d4Dhg++LP7wTOc/enK4o3CzgC2AeYBtxOHHvvqCLeWDCzbYnvdEOgC7gUuMTd+ysKuFYRb8efxZ9PB76F+5PVhLOZwGHAy4kc/ofI4b8rijcB2LeIiZmdD3wX+F2F++FzgTcBmwDdwOXAD929r6J4axA53Kn48xnAt9z98SriYTYdOJQ4vs0A7gDOxf1flcST8Sf2272Ic/bqwOPAhcCVuA9UE9K2JPajzYo/vxH4gbv3VBEPs1WJ8/XziYVvNxD70SPVhLNpwCHE9QRm9mXgXHe/pYp4xLXEnsAbgDWAp4DvA7+uKoejzmwV4lrphUQO/0bksKq6zFSW1GUws68QdZm/VxGvyOHuxDXvWsDTwA+AX1JdXWZTYj/cqvjzCcCFldVlzFYiaha7E7XHvxPXBg9UE86mAAcCryn+fA5xvr6xing8uy7zDPBD4OdUVJfJwt2XzQ2Wd/iNQ4/DAgcvtvkO3Q4n5oxHHFg+BfQSA0ovtr7i7y4ApmSOeQAwF5jXEG9REf9GYK3M8TYH/ktcuA40xJxHnPx3yxxvNvDz4vtb0BCvC+gBThnz31n5Pu5H7OxDc9gF3AKslzneJsRFeReweEgOnwD2yhxvJvCzIof9w+TwNMAyxjPgfcV/u3E/7C/acAkwPWseYR+HpxzmNRxnFjt0OfzTYcPM3+kGwK0j5PBpYN/M/Zvu8COHXof+hj52FX/3fs+YQ23jcANzeGdxvu5q+I31F7+xyx1m5YwJ7FEc8xqPvYuL89sdwHMyx1sHuKk4Li0ast/OAfbPHG8qUUjrLbbBeN3Fnz+R89hbxDy5+O/PH+bY+2tguTH/rZXr35rAX0fI4VzgoKwxYbLDtxz6iv3Ai627+LvPOkzI3Mfjh8nhgiKHVwErZI63M/DwkP1woIh/L/DczPFWA/5UjBEWNsScX7ThsMzxJgFfK76/noZ4PcT1wZeAiZl/N0cXx9H5Db+ZhcXx9RqHlbPG0zb+NtjO4f7iNzZQ/MYGij8/4LBDznjASsTCg+H22y7gmMz9m+jwheI429OwH/UWf/cNh0mZ+/i64hg03DX9n4HVM/dxa4d7huTQi2uZRxx2HfPfWbn+TXD4dJGv7mFyeL7/v/buO06Squr/+OdsYCMgOUsQlKygBEUQySAoUZIJASMqiqCijzmSFQUDKiAGRDGLCCgICIqgAhIEyWFJC+ykzef3x6n57eww032butU91ft9v171EoZ+nnNvn66qW6du3cpfl9mf0esyNwCrZe7jRg53j5LDxxxenbl/ywC/Z/S6zPsy988cPlfkbGgOB8dEP3SYlLmPexdj8pFy+E9grcx9XN/hjuKcvWBYDp9weG3WeDm/q043YJQvdKrDLcWPxEfZ+jxjERE4u9gJfJStD7gk12CPuEPR1yDevGJgvXKmeC8qdooFTfqY5YBDzD65kcUvXkeK99GO/96efx9fN+yiYPg2H3gs10kDWJu4y9ssh1kOOMBSwPVNctgLfCbjd/qlJvthP3A1MDFLzCgADz0xDd/mFwfxNTP1b02icDW/SR/zFIKjCPEXX3wQPHzrc/hKO/YZbV26wSd88eLv8G3A4YZcgz1iNkGj8+cC4ubcepnirQI8yuIXryPtt2/IFG888Mcm55de4Ou5cgh8uMl3OkDc2Mx7E65NG7Ai8BCLX/iMdP48KEvMuID9TZPzS6/DOZ6pmA+8t0kOZwO3kemGDPDyJufrhcSF2MaZ4i1HFJab5fDNmeIZceO50XfaB1xArhsycFST38wch7u85jdktHVwg838uUWn4VuPw8tyxCMmBN3J4hNJRtqP3pmpf+ZwXpP9qM/h4ozH3sObnK/nAvcDy2fq40YeRaZGOex12Krjv7fn38dvJeTwd57pRiox+7dZDh8GVsrUvw0cnmmSwz6HV2Xq3xTgX8U4oNF+eELGHH7VG18b9Dtc7vlqa/s0yeE8YAawaqb+reMw0xcv/o6Uwx3bss+0+n11ugGjfKkneuOixeA24BkKbMRMhkaDvMGtN8cFAlEgnZUQby7x2Gf5RMcMkEbFw8HtwRyDWeBDTXbEwW2AzLNl27ERBdJnEvo3j3jUKUfM39O4eDi4zSDDSRF4d+J+0Q+snyHehom/mV7gqNLfKUxweDLhODPf4ZeZcngxjQtJg9tT5JilAG/3xifgwa3fYZNO7U/aarzBur74LMfRtj6HD5SNRzy183DCPjQfuCxHH4HzE/fbWWQodBOPgTcqrg1ufWSYsQWsQeObfUOP9R/p+G/u+fXx2zQuHg49v0zNsF/s54vP5Bxt63XYLkP/Vk7M4QDw6QzxjCjsNIu3EPh7phyeQeML2KH7xdIZ4u3J4jOqG/1myj+FBct72rXPbIcvd3J/0lbjDf7pjQtPXvz3W3PEA77QwrGp/Cx32NHTxr29Dntn6N/SpF0rzSHXjVu4PiGH7jHLtH5P+sG23rgAPLj1eIYneIgCacqxfi6xNESOPl7pjYuHg9v9OXJI3OhPrcuUny0bTxuk5LDX4fAM/ZtEzOJOyeEFmXL4B48aQbM+PuKZn/rKsY29F8OZjQeOJXbIFO/MEPXDRGG2mWnARzLEO5gYQDczETjYYp3F583M1iHWKknJ9wso1mEtEW8ccBxpOTTgPWXidch+pH2fE4A3WKyH87yZ2RrEuk/jEz4+FdijZDwjfutTEz4+AXhfmXiFY4nffDPTgBOKNpaxN1HMb2Y8sDtmK5cJZvF/vydpa7FPJO5olgpI5HBaYrwPlIonS6pjSDsWTgU+TPn9dhfioquZ8cCrzWytMsGK9ckPIv0dCgeWiVf4KGn77STihmtZ7yZtTDIF+GBxjq+NYp3jN5F2fnGiCF/WCcD0hM9NIcZLZR1NtL2ZycD7ivW0y9iGuHnQjAGbmtlGZYJZrJF7JPGbb8aJNTLL+ghpOZwKHJ8h3hGk5XAS8C5i3UORdLGW9otpfrw3YF3MtiwXzpYirvFSrrEXEvt4WceTdu0yjThOl3U4afvtUsDbzCylbaMz2xDYnLRz9qrAtqXidUZqXWY6eeoyqef8icBhZpYyBh2d2brEOTRlLLU8sGO5cC3XZd5dJl7hQ6Sdr3PthweQXls7wMyWKxUt3tfxGtLqMtOJ92yMKWNxIL8R6QXgyRQvhClpD9K/i5eVPoBHm1MGlhCzj7YvGW834uSaYhrFgvYlvAhYNvGzk4gL7Lo5iLRCBMRdpx1LxtuFmNmWYmmiSF3GmsTMohQTKRZfL+kNpBda1iIe0S7jANJzOI/IQRk7Ff9/UixNtK+MlYglRFJMIL5/kVYdQNrNFIjB7Lol4+1L+vlzAeUHXjsQx/AUS1NyTFJcXGyS+PHxxLJEZR1E2mAd4rt/SYaY7bQd6cfe6ZQtAkfhY+vETw++VK2sg0kfO08ENi0Zb88W4o0rPl/G1rQ2ji2Vw+KiOXXsbcDOZeIVDiGteDUYs1SBTpZIe5J+vp4E7FUy3ktJK5JA/PZzXNPvQloxCGC7YvJZGYeQdtMW4jpum5LxWqlZTCXPGKHdWunjlsQL+cpopS4zF3h1yXh7kHbjAPLUZTYg/Xp3EnkmM+xN+r6/EWapdaPRHEhrdZnXlIy3K3GNkWJpihcNjiVWTKEeO8y2JV5AkvRjuI/yV5TScTPcfbVON6IVZvZH4gAgNfVL0quevcAHgXMqa01+6wI3kz6qAWbhXvYkLEsas8dIvGH0LDFyvrXSBknFngV28areslwBM9sf+D7xUpTKLUu8DCC1qj6ftCnK0t3+A2yc/vFngQNwv6Kq9kgXMvsc8InUj59EnmmW7bSA9OrhPOLx1/7KWpPfx4HPkF5dA76Oe46nNdvHbB6Jk4LmEG98fbrSBuV1HLFGSuoY4XvkmSLfTv2k3yXuJ2YPzqiuOdkdQxwfU/sI/AT3Q6tqz/MxFmcCzyD9LiXrxFpjVmYDHm+hffOIt1GWifcj0u8A9RALSpeJd3jx/ye1f58vGW91Yt22VI+18Nmx4gHSZ6XMIl70VeY7PZD0HM4HTi0Zb0XSZ78B3JlhP/xfC/HmEm85f97x3gDfIPEu3nSY9R14fcn+7UP8FlIsAM4qE+8eWHZ6azl8qoXPigx6IvWDy8KcW+KFDGX2oy+TPquzBzikZLydSd9vHTi/ZLzJLfQP4iZq2WPvjS3Em0T9ztmPkT4zzIGLynyfz8CESS0ceyfAUxlyeG0L38cAsEHJeCcQ198pBl/6VCbeK4j7sal+WzLeOFobx/aUzeHG8e6OVBOo334onTeD2P9TzD4BPlhyP9qY1mqsV5bdj8aln6+ZCHP6Yq3OMn38dQv96wW2LhPv83D0+DimpphDvBC1bp5J/eAkmDczXhZeJoc/obW6zA5l4p0Cb5nUQl3m7fDZkv1bk9bOZ/8sux9OgUdSg02FuY/GS4fL9PFcWqvL7Fom3pnwximt1WUeTP0+2mXsFYHd7wPuSvx0D3BWhqjfI20wu5B4QVQrF2gjOYfWDuDXlIz3G9Ifs58P/KBMMHd/lJiEmKKXPDlst++SPpBaCPy5ZLxLSN9f5xIHw+fN3Z8C/pb48X7g7DLxCt8mbbDowF/c/dmS8VL3e4gCwh9LxruM9ELEHKJ9z5/7LOBK0gY2/cC3SsWTJdVZpJ/PbsK9bOHifNKXxhkP/LZkvL+0EK+Pkg8MuPsc4HekDWZnA98pE69wNukFttvdfcwNZpu4jvTzdR9xLnr+3BcAPyPtJmP5Y304m/QLknvd/e6S8S4k/aJ5PPDzkvFuIr0w0EPJ85m7OzFhI2Xfn0ccl8r6Juk5nEFMHhZpxc9IH4casZ+XcQfpxaAe8lxLnEvaTbj5xOy8so9Ef4v0/fZZoOxTNBeTPhHYiQJn3aReny0ALsY9dYw2mlbqMrOBv5aM9yvS6zILgAvKBHP3h0l/CC9XXeY7pBWeFwKX4N5KkXok3yX9htMC4vq4jN+Tvh/OA84rGS+7sVcEDp8nbWecD/w0Q7zUGYGzidnfZV1J3MFvdpHXD5zscUHxvLl7D3FSbHYRNA+4wd3/WyZe4Quk5XAhMdCum+uB+2n+u+kHvlr2xoG79xMXps1yOB+4xd1zPHHdSg7PzRDvHNIKHwPAF0tHc7+JeLt5s8HDAHAWUZwpEc7nAGfS/CQ1H7jL3VuZnTeaL5FW/HDiBCrSqgtI22/7iGNKKe5+O1EQanZMHQC+7+6pA/vR4s0HTqX5fruQuNgte9MWYrZz6uD5mxni/Zi0YlcfMT6rFXdfCHyFtBw+CfwpQ9hTSL+I/UaGeD8jbQZ5rv3wAeJ7alZsmQ38vLixXCaeE+f9ZvuzE7N8LikTr3Aq6cWkr2aI9yviuNWsKBU5LF+8kiVN3IT9Dc2PTXOIwsyj5cK5A58jbb+dDfyiTLzC10i7pp9H7ONlXUoUd1P22y972f3WfSZwEc3HCHOBq3C/v1S8zkity8whT13mT8RT4Sl1mZPK1mWKSTo/IK0ucz3uqZMjG0m9pl9AjAnL+hbpkxm+kiHetcSs95S6zGle9sZBXFt8h7Qc/gv3sXfT1t3H3gbmcJZDr4OPsC106HF4Za6YxIut+omD+EhbH3BsxngbADOJweNo8X4LjM8UbwpwQ4M+ziGmqq+SsY+nFf1o9J3u0PHf2/Pv37rEo9DzGvTvMmBCpniTiIPcaDmcCzwKrJ6xj4MXXY1yuHPGeLsnxPt0tjzCWg6POcwb5VjT53CVxxIwOfq3FHETaLQ+ziNuEL0wYx8/WfRjpP4N9nHPqvYTbUvABjsm/MZOyhWPeOP1w8Uxb6T9qJ94kmFypngTiKLSaPvtfGI5lRdl7ONxTY6F/cC+GeNtR8wAWThKvF7gzI7/1p5//8YTRbZGOXwaeEm2uPDeJvtFv8MbM/Zxa2JGWqMcfofifSAZ4i0P3E1cxI0UbwC4BZieKd44YuJH7yjxFhDFmE0zfqdH0/jaoB94c8bfzBYOsxwWjPKb6XU43zPlUNsSuMEyDrc7zB7lNzbb4b8eS66VjkfMKD63wX67kLhxs2XGPr6pOL6O1D8v/ts7c8UjXub6THEMGqmPfcSNunGZ+jfd4WaHgVH6N8fhHocVOv57e/59PDDh/Pm+jDl8Mc3rMr8mU13GYarDjQ1+p3MdHnBYOWMfz2gwBlpY7KOvzpjD1zfZD/scjs/Yv/WIG/mNcvhHMtVlHCY7XNckh484rFbZflLm++p0Axp8sebwzuLLm+VR9J1VHPD+5LBZ9i8j3hR4YzGomzVk0PxfYL8K4q1N3PUcKAauPcX/ziTWfs9zoFkUbwoxO6VnSDwv4p8HrJg5nhFrmT9UxOopvtcB4Cpgi47/zsr3cU0W3ZGdNeS7fZpYuz/PgWZRvEnELLFZI+TwAjIW8YfEfAsx63l4Dq8GXlFBvG2Ix3eH7oc9wL3AYdnzCKs5/KQ4tjxbHGueLbYveKYC8JD+TSRm0z07Qg4vJGMRf0gfD3G4t+jb4LG03+F6h22zx9O25G2wpcNfiv1o1pDf2oMOR+SOB6xUHPMGz59e/O8s4GQyFYCHxJsAfLI4tg/ut7OKY//F5Lxxsyjm/kSRrXfIcaKfeJw0+w1UYHNi6aKBIeezWUTB/WhqXngiCsEfIwr2Q/s3QBSI180eNy6C7vQo3vU8u+ji9Z8OO1XQx02Ay4eNSWYRN4jfmzuHxHuVvlP8Lofuh73Eky/TMscbBxxP3IAf2r/ZxMSJ9Sv4Tvcill7oGzIm6SOWPdu1gt/Mhg5/GHYsneXwuMMHvOb7obYxsMHSHpOt+oaNe/sdvuWwTM54xPXg+4lJDoP77eC491Jgwwr6uIvDv4s+ziq2PofbHF6XOx7xbqvfDjn2evG/TxJrqOcpAC/q3zSHrxXnluE5PMdhuY7/zsr3cUeHm4bksKfo752e8Sb4kByuQ7w3fGBYDmcCJ5K5LuMwxeG0IbkbmsNzPXMRv9gPjyrGdMP3wyuBl1WQw1c73FD0aWgO73Y4sIIcrkUsPzU0h4N1mU+RuS7jMMnhK0XfhuZwwOECz1jEz71Z8YWNXWbjgO2JHXMucB2xbnCFIW1jYAviAnNr4B9e4RdlZisDryWKtI8Cf/Ly6w43ijcF2IV4+df3iBPFMxXGM+Kl8OtRPNrg7vdUFa8TzGwlIodTibXarqg4h5OIHK5M5HB5d3+6wngGvApYn8jh3738moLNYr6YeBnMD4vY11e5H2K2ArATMJ0YqF6OeysvVmsxnC3Fohx+n7gJU93L2SKH2xB3u+cD/yDP0i8ii5i9iPidTSRe9ngt1Z4/X0C8vO1nxMsXL/fya4s1ijexiLcqUfi60t1beblsq/EGX4q1EXGzdhN3v62qeEXMdYBXEk8u3Atc47GkQlcwswnEsX51ipvS7l7ti6nNXg5sfDic/0PYjDxLNjUIZy8kZncvRdzE/UuVOTSzpYnz2cXAvsBlHstYVRVvPDHmGnzhzV/cPflFNM8z5hbApsT6vy9199R3XzzfgGsSY+fJxMuIr6LsY8giQ5lNA3YFliOKJJfj3soLGFsMZ+OICVcvJGYHv9CrXmPebHPiBqcB/yGWgqswnK0G7ECsxbsrMUYou2Zto4BTiWPvCkSx63JiuYHuYbYJ8DLiJuDtwI0VjytXAXYkcrg7UZepModD6zKziByWfe9Ng3CL1WXOBdZz93urilcE3QjYkrgZfwdwQ8U5HKzLXAjsScV1GRbVZVYiboJfQYV1mRzGfhG4g8zMPd442LWWhD52u27PYbf3D5aMPopUaUnYh5aEPna7bs9ht/cPlow+ilSt2/ejbu/fkmBJyGG397Hb+1fGWH0xnIiIiIiIiIiIiIhkoCKwiIiIiIiIiIiISBdTEVhERERERERERESki6kILCIiIiIiIiIiItLFVAQWERERERERERER6WIqAouIiIiIiIiIiIh0MRWBRURERERERERERLqYisAiIiIiIiIiIiIiXUxFYBEREREREREREZEupiKwiIiIiIiIiIiISBdTEVhERERERERERESki6kILCIiIiIiIiIiItLFVAQWERERERERERER6WIqAouIiIiIiIiIiIh0sQmdbsBYZGZbAFsW//xq4Fp39862KiOz6cAewIqHxr+viPuTnW1UZmabA68AxgN3AlfTXTmcSuRw5cPi31fG/fHONiozs02BrY+Of94R+AvuCzvZpJzMbAqRw1WKf1/V3Wd0tlUiNWO2ErDrO+OfDwD+gHtfZxuVkZkB2wEbHRH//jLc/9XRNuVmtgKwG7As8CSRw97ONiofixy+Eti4+Pct3f2mzrYqM7PlgN2L/fCNRA5ndbZRGUUOtwE2fXv8+1bAP7pqXClSMTObAOwCrF38+3rufk9nW5WXmb0Q2LH4572BP7r73I42KiMzGw/sDKwDzCVqJHd1tFGZmdmawE7FP+9D5HBOZ1uVT5HD1wLrFf/+Ene/s7OtysvMVid+p5jZG4BL3X12Z1s1tpjGL4uY2S7AV4kDmwPTgF5gJnCCu1/YudZlEIXDU4C3AvOBCbNg6jIwG/gN8D7cH+tkE0uLYuHXgBcROTRgIfAMcCLuP+hU07Iwmwx8GTgKWMDiObwEOAb3RzrZxNLixsuZwIsB74Np06CH2D6B+/c72r6SzGwS8EXgHcRvcwIwlcjhH4Fj3P3BzrVQpAbMViWOE/sAc/tg6Wkwi9ifvg8cj/tAJ5tYmtlhxPF+OcB6Ydp06AfuBT6A+xUdbV9ZUcA/E3gDMI+4aTsfmAicDxxX94K+mR0InAysSIxHphE5fAA41t0v7WDzyjNbnhhzHQDMK/bDHmI//BHwodoXg832JcbOqwIU+2Ef8AjwQdx/18HWiYx5ZjYO+DDwEeLYMHTcewPwHne/tXMtLM/MXgJ8g7hpOx+YToxJHDgN+IK7L+hcC8spbmYeC5wILEXkcPAa5ibgvV7zG9Rm9iLgLGAHYkyyNJFDiPPcZ9x9foeaV1qRw/cCnwQmE2OuqcAAcDNx/fmPzrWwPDNbh9gPdyZyOLgfWvH3T7r7vI41cAxREbhgZgcTF45TRvlIP7Hzn9S+VmVkNg24FngJseMPN4+YgfNy3B9tZ9OyMdsP+CGNc3gS7p9pX6MyipmjfwE2YeQ+ziduWLyCuhYRzV4HXETjHH4V9xPb16h8igLwn4AtGLmPC4Cnga3d/d52tk2kNszWAG4ElicKhsPNBm4Dtse9v51Ny8bsY8AniAH6SAaAt+J+UfsalZHZKkQOV2b0HN4NvLKus4LN7EPA52icw3e4+wXta1VGZisC/wBWI4oCw80hblhsU9tCsNl7iCL+aDnsJyZQfK99jRKpj6Lw9EPg9cRNsOGcuKmyk7vf0M625WLx9OnVRMFppKU2+4HLgf3rWAgucvg94CBGz2E/sLu7X9vOtuViZhsB1xGF39FyeDWwdx0LwUUOzwLezMg5hOjj69z9yna1Kycz2wD4G7AMUeAerh/4O7CbCsEqAgP//9GN2xl9kDeonzhJ/a36VmVm9h3gTYxcAB40D/g77q9uT6MyMluNuGBslsM+YC/c/1J9ozIz+xoxA3i0AilEIfjfuL+iPY3KKC4o72P0k9OgPmA/3C+rvE2ZmdlJwDE0zuEC4ni0eVctQyOSi9n1wMtpvKTVAHAe7u9uT6MyMnsVcBlpY5KX4P5Q9Y3KzOxK4FWMXAAeNBv4Ce5HtKVNGZnZK4CraJ7DAWDTWj4SbXYp8djzSAXgQXOAX+B+aFvalJPZZsD1pO2HW9Jlj9OK5GBmbydmUTYb288EVqvb0gnFo/UPEk8KWIOP9gMnuvtX29KwjMzscOBbNM/hM8DqXrOnsIqZ6vcAL6R5Dj/r7l9pS8MyKp5KOpfmOewhclirm+9FkftO4knwRu886wdOcfdPtaVhY5heDBfey8h3DIabDJxQcVvyM1sGOJzGBWCIi7EtibthdfMu0n7PU4GPVtyW/GIm95E0Lh5CFEU2wuyl1Tcqu6NIy+E04GMVtyU7i6U83kXzHI4H1gW2qrxRInUTa4VvRvN3GkwB3lqsgV83H6H5cQLieFnHIvcGxPqqjQrAEGOWQzB7QeVtyu94mo+5II73x1TclvzikcsdaFwABpgE7Fvc5K2b42jeP4jf8QcqbotI7RSFmY/TvPAEsR/tX22LKrEXMQO4UfEQ4vrzI0XBsW5SczgBeGPFbanCzsAKpOXww0Xhv25Sc2hEzahutieeSmq2f00F3m9mzcafXa+OB6IqHEEMVJsZB+xTwx/OPsTswhQTqOfOfyRpF1wG7FKsj1wnexKzfFNMItZ9rpt3kFb4ANiuhoWBXYlHplJMIY5LIrK4N5FWmIE4Zu5dYVvyiyVj9qT5xQjEOe/IahtUicNIu/EOkcN9q2tKfsUF4r6kjbGXop7n6zeS9huFWDfygArbkl8Urw4m7QXaE4lHbEVkcRtRvPw4wdLERIm6OZpoe4rpxEvLa6NYJ3ftxI9Pp443pmMSUkqBFOKcvV2FbcmueNHdhokfn04998O3k57DcRQvb1ySqQgcXtDCZxcQb7Cuk1VIv2ieCKxVYVuqslwLn51HrCVZJ6vQfNbUoPHAmhW2pSqt5GQucde2TlYmvfAxjnruhyJVW4u0wgzEeS/1AnSsWI70G37Q2vhlrFiT9PPZJOLYWSepBYFBdRtTAqxB2uQJiJuadcvhZNJ/owDTqecMP5EqrUJr57NVq2pIhVZv4bMLqd+YZBXiujlV3Y71EGOS1JuaUL8+rkxcN7fy+bpZi/QcGvXsY1YasITZLXx2IrEmaZ30kH4Ad+LFVHXTag5rtdYNkcPU2dxOrMtUN628wKmOOewlBoCpnqmoHSJ19jTpM+rnU8/jRCvFp1bOfWNFKzmcR/1y2E/6jQqIdXPr5hnSz2dzqV8OW83JXNxbOb+LLAl6aK3W0FNVQyrUSpuN+h0Le0ifwAL1q5FAa9dbTv1y2ItyOFQdc5idisDhd6QX2G6s24LnwKWk7/x9wC+ra0plfkn63ebbcH+muqZU4jLSCwO9wM8rbEtVfkH6zYr7cH+sysZU4ArSc9gD/LTCtojU1S9IH6COB/5QYVvyi5dx3Jz46QXArytsTVV+TXoOxwGXVNiW7IoXG12X+PGFxBi0bn5LvNQuxULg9xW2Jb8o6F5J2s0KB/5YaXtE6unfpF+b9QM/rrAtVfkR6QWlcaSfG8aK20g/1g9QzxxeSHoxfyJwTYVtqcLdwLOJn51NfB9181Nay+GV1TWlHlQEDqeSdte/F6jdGyFxf4A4YKUUup8i3mhdN2eQVkDsBU6qtikVcH+UKASn5LC3+GzdfJW0wWIfNdwP3f1J4Dek9XEO9SwMiFTtT6Td8V8AXIX7w9U2pxJfIa1IOgc4reK2VOFa4PGEzy0Ersf93orbU4WTSCsMzKaOOXS/AXiQ5kXShcC/cb+z+kZldzJpTyj1A6dU3BaR2nH3ecDXSXtixYDvV9uiSvyItMfQ5wDfdfdaPb3j7guIa+yUQrAB51TaoGqkTrqZC/zA42Z9bXjc1DyF9Cduv1lhc6ryC9JqJPOAi9w9tSjetVQEBtz9H8RBq9FFVz/wZ+o5SxZi4fpZNH58rx84BPfUxzTHDvdbgDNpnsNrqecdLojF9p+m8UGuHzi4lo8luv+XuHBulMMB4AbgB21pU34fIG60NCoE9wOHFAMvERkqzk8H03gwu4CY9fDOtrQpv58RsxQa9bEP+Bbu/2pHg7KKHB5C42P9QmLMclRb2pTfb4mnsJrl8Dx3v749TcruUKIPo40ZBx+5fFu7GpTZH2k+a72PKCD8pS0tEqmfrwD30HiyVT/wXnev3XKE7t5HvMi5UZF0LvAw8Ol2tKkCpwP/pXExvx/4kLun3OAdU4rC/JtpfL6eBzwGnNiWRuV3FjGru1kOP+Y1nDxRPIF1KI33w3nAE8DxbWnUGKci8CLHEndJBlh8wDe72C4ADvA6FtcA3O8DtgZuJ/q3EP5/RbiXODntTH0vRgA+CnyRkXM4hxiov566FtfcHwK2Am4lDtRD+9EDzAD2wP3qDrQul88AnyL6N/RO6+B+eDHRx1ZeNDFmeMzo3op43HukHD4B7OPuV3SgeSL14P5XYDfgERZ//GsBcey/HdgK9/s70LryYpyxHzHDaDaLD2r7in8/CTiu/Y3LJGaS7gQ8RBzrBwuJC4k+3glsjfv/OtPAcoqx4iHAeTw3h/3F384A3tv2xuUSNyB2IGYEj5TDu4FtazoLePBmxZuJSSKzWbxAMJjDs4Cjajl5QqQNiiLpdsRTpgMs/tRmD3Gz7x3uXsdZwAC4+0XA4cRTSkPHJPOIPl8HbOP1W4oQgGIZzO2By4nj3tCXjPUSfT7G3c/uQPOycPdfERMMZrJ4DucTOfw78Ap3n9mB5pXm7nOAHYkl0kbKYR9RxD+j7Y3LxN3/QIydn+K51wYDwE1EDmt3o6IKpnHL4sxsWeAtwKuIAfzHgO911Q/GbGuij6ufA/sdBbsDl9dy9uhIzJYG3gRs/1M49I3wCeC7uM/ocMvyMXs58FZgze/Bfm+HvYBLuyiH04HDgB0vgkMPisLwObg/0uGWZWNmWxA5fCFx0toHuEQzgEUSmY0DdgUOuhiO3B++AZxXFBi7g9kqwNuBLX4MBx0K7wPOx31Wh1uWh5kBOwMHXwxH7R9FtfOBv3dLYc3MViJy+HLgIOKJkPPrWhB4jsjhjsChv4Cj94OzgR8Cf+2WHGK2AjHbb6sL4Y0Hw4eAc6nhzEWRTjGz9YEjgQ2AA4jC6c+LAlXtmdlEYjy/N3ED6WSihnBHRxuWkZmtS+RwQyKHbwV+WrdlLkZjZhOA1xfbW4nlmr7r7rd1tGEZmdnaRA43JnL4duAnNXzn1YiKHL4O2Jd4EukMYj+8pXOtGntUBG7AzNzdU9b5qa1u72O39w+6v4/d3j9YMvooUqUlYR/q9j52e/+g+/vY7f2DJaOPIlXr9v2o2/sH3d/Hbu8fdH8fu71/ZWg5CBEREREREREREZEupiKwiIiIiIiIiIiISBdTEVhERERERERERESki6kILCIiIiIiIiIiItLFVAQWERERERERERER6WIqAouIiIiIiIiIiIh0MRWBRURERERERERERLqYisAiIiIiIiIiIiIiXUxFYBEREREREREREZEupiKwiIiIiIiIiIiISBdTEVhERERERERERESki6kILCIiIiIiIiIiItLFVAQWERERERERERER6WIqAouIiIiIiIiIiIh0sQmdbkASs+nAqsBc4GHcF1QbzpYC1ij+eYq7D1Qcz4DVganAE+7+TJXxipgrACtUHWdIvGnAasA84CGvPocTaWMOWZTDacATuD9dabwIuTywYvHP5u5ecbyhOXzY3edXHG8CsGbxz1Pdvb/KeEUOVwOm074cLgesVPxzO3I4lejjAmI/rDSHsgSK/XYNYCLwKO591Ye0VYv/XcHdn6o6HmYvIPbbfuARqt9vpxDnF8xsorvPqzjeeCKHSwEz3L23ynhFzFWK/21LDs1sWWBlYIA4n1Wdw8ksyuFS7j63yniYjSPOn0sBj+HeU2k8wMxWLv53JXd/og3xlgFWoX05nMSiceUkd59TcbxxRbzJxH5YeQ5lCWS2ErAc8Azuj1cfzpYmrukxs3HuvrDieIPX9AY84u6zK45nLDpOLOvuz1YZrwi6IrA88Czuj1Uf7v/XZTCz8W24ph/M4TjiWN+NORysy8zCfUb14dqew8G6zHhiP2xXbQ0ze0E7amssqsv04P5o5fFKGtszgc22wOwi4Engn8DtwKOYnUgM4DOHs9XM7OQi3i3Fn580s2+b2YsqiDfZzI4B7gPuBm4CHjOzS83sNRXEMzPb28z+CjwC3Fj8/TYze2tx4Zc75uZm9hPgKSKHtxF9/GRRAMsdbxUz+xLwBHBr8eenzOy7Zvbi3PEwWwqzdwH/I3J4IzADsysw2yl7PMDM9jCzq4FHi3gAd5rZ24vCae54m5jZD1i0H/4HeNzMPlPcTMgdb0Uz+zyRw/8Uf37SzM4zs41yx8NsImZHA3cReRzM4ZWY7ZY9HmBmu5rZlcAMFuXwLjN7R3GizB1vQzM7l8jhv4h94wkz+7zFBYBIOWbLYfYp4DHiOP9P4EnMfoTZZvnD2Xgze5uZ3UGcQwEeMbNrzOx1ueMVQXfE7DKijzcRx/x7MXsPUSDKHM7WN7PvEOfPfxV/ftLMvjJY+M4cb1kz+zhxXLqdIodmdqGZvayCeOPN7M1m9h/g/uLPj5jZdWb2hmIQnzvm9mb2B+BxIof/Be43s/cXhdrc8dYzs7OJHP67+POTZnaqma2eOx5my2D2UWJ8MJjDJzD7OWYvzx/OxpnZoWZ2M/BA8ecHzewGM9u/ohy+0sx+Q4wRBnP4kJkdW9zozB1vbTP7OpHDm4s/P2lmZ5jZWhXEm25mxwMPA3cSfXzSzH5pZlvnjidLIDPD7CDMbgIeAv4BPIDZPzE7mGr2263M7Bcs2m8BHjazE4qCVO54a5rZ6cR+ewtx/H3KzL5hZutUEG+qmR0LPEgckyCulX5nZq/KHa/I4X6Y/Z04VtwI3I/ZLZgdXtwIzB1yS1u8LgPwqJl9zOKmXO54q5nZKSyqy/yLyOE3K6zLvI8Yj9xV/PlxM/uDme2QO16Rw30wu45FdZn7MLsNs7dQTV3mpUVdZmgOZ5jZ/1lMcMgdbxUz+3IR71YW5fAcM9uggniTzOzdwD3EGB2i7nSZmb02d7wi6F6YXcOiusy9mN2B2RFUUJfJxt3H5gaHOfQ5LHDwYVu/w30Oq+eKB2xKnCjmAD5smwf0AK/JGG9p4ofSN0K8hcXfP5oxngHfAHpHiOfF3/8ALJUx5oFFP+aPEG+AOFGulTHehsTgYvYoOewFds34G53mcH3xOx3+G/Xi75/OnMNTm+Twz8CkjDFf3ySHjwLrZoy3PlFgGS2HfcBeGXM4xeFqh95Rctjr8MVs8aKPX2iSw2uAKRnj7VF8b/NGiDebKIZskLOP2pawDdZ2eNhhYIR9aH5xLNwvVzxiduNlTfajrwKWsY8nFv1YOMqx/gaH6Rn7+NqiH6Ptt08CG2eMtwZx4TMwQrwFxTHkkIzxJgK/a5LDb+XMIXBc0Y+FI8TrIy5Ols0Y79XE2HHuCPHmADOBzTP+Rld1+J/HGHn4b3RB8Tt9S8b+TQAubpLD84BxGWMe0ySHtwLLZ4y3LTCrQQ6fAV6eMd5KROG3v8F+eHS234y2JW+DcQ4/bDLuvdBhfK6YwJHFb3fBCL/rfqJoulLGeFsW++ZI1/Rzi336lRnjLUcUKRtd078/Yw7N4XtNcvgrhwkZ+/imJjm8B1gtY7zNinPkaDnsAXbIGG8ZoijaKIcfzpzDs5vk8PcOEzP28Y0NcjhA3MhdM2O8jYixaqO6zM4Z400H/tYkh/+XOYenN8nhFZ6xLpNz63gDRvlStxllEDt0m+twm2cYXBIF2ScYeVA5dOsBXpjph/oHRr7YGrr1kenCGfgAow/Uh8b7TqZ4W46yEw4/ANxNhoEGsZTGjIQc9gIvyvQ7/ZWPXPQYuvU5HJrpO31nQg77gR9kirdpQg7nE4WD0icpYBIxI2Gkk9Pw3+mGmXJ4YcKxps/hiEzf6VsTvtN+4KJM8V6SEG8BMYtgcpbvVNuStcEEh3s8ir3eZD96aY6YwPcYuUgy/Fj/3kx9PNBHv9k3uA04/C5T/9YhxhuN+reQuGFWuvBMPJ53ByMXnIcfe7fK1MezEo5NvWS66GLRDc1G8WYDV2SKt2ZiDp8iR+E5LkZu8RgbN/qd9jtsl6mPp9F8TNILfCJTvN0TcjgHuDZTvFWAZ5vEc+BpYIUM8YyYHDJS0WP4fvjaHH3UtgRu8FkfvWgxuPU6fDlHPOA1ifvtTWS46UcsizAzYb+dRaaiJXA1Ixe6hu+3e2bK4YkJOexzOCNT/16ZkMO5xE24HHWZZUivy2SZTAb8kbS6zL6ZcvihxBx+K1P/Xk7zcfM84oZMjrrMNGKMmlKXWS9TH3+TmMODM+Xw3Qk57Hc4N0u8zFvHGzDKl/p7H3m2zfBtlsNuGX4076H5QHbwJHVqhngbJeyIg9vtGeJNIC40UuINACtmiHkxzYt5TpyE98kQ7+00v+AaPEl9I8Nv9EXevAA8uP3PSw5siKVbHkvM4WwyDGyAHzHyDOCRcnhQhniHJ+ZwHvC9DDlcq4UcPpQhh0bMfk/dD0vfcALOoXlhZzCHbyr9nWpb8jbYrzgXe5NtgcOFZeOxaB3XlP3occoOZqO4dlficaLf4cUZ+vhVRp55OHzrAd6RId5exTGgWbyFwG8yxFu+hRw+TZ6bjLckxusDNs0Q78s0Lwo4MfYsP0MMdnLoSfiNLnT4Y4b+LUP6OHYWGWbCEI+sp+bwFRnifTrxd9oHfCRDvO1IuxZx4OrSvxltS94GU7150WJw63OYVjYmcFXib7oH2D5DvONpXrD0Yt/+XIZ4KZOeBrcbM+RwksOziTns9ww3GYFLaV7MGzzW75Ih3vsSj4WzgZMzxNukhfPZfzLkcKLDzMQcDniem4y/JL0u87oM8Y5KzOEc4MwM8TYgfVx5N2VvOMF4h8dbyOGqpX83mbextyZwrE+5E1EwaWY68MEMUT9E3LFoZing6Axr576HeBQyxVpm9tKS8XZvIZ4DbykTrFhTZi/S1pxemvj+yzqO+D00MxF4m8Ui82W8g/Q1tVcGyq7jthMwJfGzDhxRJlixPtd+xAyxZtqdwwnAIRYvSyrjKNKOMxAXvNuXjLcdsGziZ434jT1vxfqWh5H2AtClie9fpFUfIn4/zYwDXk/5dePeShzjUkwGdi0ZbwviZYopJgDvLhOsWNf9SNLO2dPJc+z9IGk5NGCXDGvBH05cUKYYR4wnnjcz2wRYL/HjSxFLDpSJZ8TvIGWd6GnkyeGxpI1jDdie8mtKH0J6DgHeUCZYsXbgxokfn0TJHBaOIY4hzUwlnrYr6wOkj/NeYWYvzBBTliz7k37+XAgcVCaYma1J+vXPNPLtRylrg08mrsfLOoa0Yz3AhhneT7MP6dcuC4FDywSzeGnraxJjTifORWV9kLTz2STgHVZ+/eP3kl4nWdvKv+diD9KuzSBy+OYywSxeWLY77a3LtFJbOyLD+3DeRXpdZhViZnQZO5M2Phj0tpLxsht7RWBYl7izk8KIdWDLauXFDpNIL+SMZjPSd/4FxN2NMjYgdrIUU4hlAMp4IXFnJ1WOF7at3cJnjXh7YxkvJf07dfLkMPXmw2TiN1bGGsQM0lTrl4wHse+nWkjxVtMSNid94DaOPDlMPeZOonwOV6W1i/RWvn+RQa3sF/No7Xw7ks1IL5RMpPx++2LiPJwab/OS8ZYn/VgPcb4t6yUtfHYurZ1vR7IJaRfpEOezHMfe+YmfnUD5Y+/SpP9GoXgLeUkbkV4YmEN6UbxRvJQLPIrPlc3h+sRvL8V4So5jLV702MrLi1fNUIjYmPQxwhwg+4uRpOttQNpkC4rPlb0+exHp14NG+o2ekf8fxA241Ju2AMtmmFCyKenn7HnkGZOknj+nEcfqMlqty+R4gfeaLXx2MjFRp4xNaX9dJvX6cyoxZirjhaSfPyFPXWadFj47Dig7uWAz2l+XSf3N5KjLZGfFFOqxw2wL4EoSd+i7yPNLFWnFr4lbsSlmAUcDP62uOfI8XEiskJ+ih7jVf351zRkLZrp72ZOwLGnMHiKxiNUDvIJFr82ug/2JBYhT7/xeQslpqyLPw22kX3k/Q0yP/0dlrZE2eJZYSu3qTjdEasTsE8BnSLjZ4MDngE9V3SZpyYeJt0unVrtOBk6orjnyPLwP+Arpd4rPIqYqy9hxNHA66XfCgfNwf1tFzXl+Or0exQhrbEz15i9gGdzmOZyTYR2Ra0lbQ8SJNT3Lrg36MdLXnplNyUXPga1IX2dsFnB4yXiTSFvb1YnZORdkyOEVLeRwBmUXrodjW/idDnjJRc+J2WWpa071AG8vGW8isRZjSrwFwMUZcvg70taccmKN67Jrfb7L09dG6/eSL6MjZtul7ve9wLtLxhtPvFghJd5C4Pdlc6htCdzi5YoLEvejZx2WKhOPWK4o9fzSB2xRsn9re/ra4X0Ox5fsnxEvakw9n11VNofAeaSt/z54bJpSMt7BpK1BPBiv1FvcgdVJXyuun5Jvjy5yeG8LOfxbhv3wbG/+UrjBrd9LvlAQ2LeFHPYAO5aMt1ILOZwNfDHDfnFnCzn8d4Z4p9P8pXCD2wCwXOnfjbYla4PdPG0Nfy8+t1eZeMT909T9dg7w1bJ9BP7Zwn57V4Z4nydt/ffB/XblkjncwdPWfx/MYakXzBMzwlOvXeYB387wnV7XQg7vp3xd5hMt9HEAWKNkDrfx9OvPWV7yBfPETNRW6jLnZ8jhn1vI4SMZcngc6XWSAWDdkjl8mafXgXoc3lb2O829jb3lINz7iQl3KY+izwXOyBD1JOJCo5l+YgFyLxnvHNIe23Pi5Q8Plgnm7jcAD7Xwf/KzkvHmEH1MefRgDjHwLetk0nI4AJzu7q08Jj+Sc0l/bO8fuN9TJpi730wsZJ7CgJ+UjDcPOJu0x7gGgFPKxCucTBzAm5kNfM3dUx/RHs0PSc/hf3C/o0wwd7+TeDlRinHABSXjLQDOJO0xrj7y5FCWPKcRx4Bm5gLfwr2VR9JG0spDFfe5+z9LRXO/H7g+8dPjiInDJcK5A6cS441meonxS1mnk3asnwd8391T8t3IL0hfqmYG6d//iNz9EeIJs5SxmwHfLhnPifNZO3P4NdKWvJgP/Aj3lPFSI78lfcmop4mXQz1v7v4EMdE+5XfjxOSpsr5C2pikt/hsWV8nrX8LgZ+7+9MZYsqS5XLSrpUgzuuXlgnm7s8CF5G2pNLgmLWs1Gv6PvLst2cnfm4hcKm7P14y3tXERJgU84HflAnmca64gLTzyzzqWZf5Nul1mavc/eGS8f5OFD5TOHBxmWDuPpsYm47VusxpGXL4fdKv6f/m7veWiub+L6CV2s6FpeJVodNV6FGq62t6vDVxYYOqer/Dj3PEI2bMXU/jO3nziGSXmj0xJObnaT47txd4aaZ4O9H8DkkfGd40XsRbDXiSxm+i7Ad+kSneOOLE2CiH84EHgBdk+p1+IuFOXp9neEt10cftaX6nsg94X6Z4KwGPJeTw95R9y2bEM2KA2mjWwHzixLl8phx+OOFOXp+XnIk2pI/bJuyHvcAJmeItT8wqbDTLbwD4U44calsCNzCHXxfnZB9lW+DwhMMqOWISL91qth/1U3L24ZA+bpF4nPhspv4tA9xHjDtG699s4K+UfSJiUcyfNjm/LCQuPMvNgFkU74iEHPYBu2WKtylpY66TMsWbRty4bZbDfwATMv1Oz2/yO13o8LTD2pn6eFhiDvfOFO8lNJ993EeG2YRFvMnA7cSF82jx5gA3U/IJhyExv53wnT4LvCjLb0bbkrfBvonns4NyxCPWlH2Gxk/69ZHhyd4i3lLAv2g8q34ucAcln2oZEvP0hP22B9goUw738sZjrsEcvilT/9YCZibksPSTvUW8CcANNK/L/I98dZkvkjZG2CxTDndJzOFRmfq3OlGXaZTDfuIGY45444BraH5Nfz+wbKaYn0rIYR+wZaYcviYxh+/NEi/z1vEGNPhiN3F4zJ/7yMMCj8LbzzzToKv44SxLXFD1jLCDzCKWMcxy8VPEs+Kk0c9zLxJ6iUHeDlmTDfsVP/7hF3pzir8dlznehsCjPHfQvqDo46+ASRnjLU3MNhkth/cAL8z4GzWHLxUHgOGPYfYVv92dM3+nexff3fDBxmAOP5453vrELPKRcthDzMzJMogq4k0jCsGj5fB+yj7C8dwcfrrI4ZwRctjrsEfm73T3UXI4t8jh58hYkCUW579vhBwuLL7nK4BpOfuobQnbYLLDb4r9ZfjSELMcHnF4cc6YxDJ3Azz3Qq+/2LfekLmPOxZ9GX7xPK84fpzseffbNYnXHoy2314DLJMx3lLEbJNennvjbxYxI3fjzDn8QJMcHpg53nbE2Gr4RcK8It7XKLtU1OLxViMKDaPl8G/kuikdv9GJDj8ufqPzh/1OezxuxGye+Tt9V5Gv4RfrA8XfSy0vNkK8bYiZxaPl8NtkujFSxFuZeIJnpOLzLOLR8xUyxptALM/Sx3Nv3vYQN2LyXMBqW3I3eGtx3hq+1NHs4u9H5owHbEEUoIY/kj6/+K2fT66bYRFveeDGBvvtrWS6KV3EG0fMCO5j5Gv6Z4BtM+fwkAY5HHB4T+Ycbgo8PkoOe4mZjhMzxluWWBZitOvBO4HVM8Yz4Ks0rsu8OnMODyjO18MLiYM5/GDmHG5EjOWG53CwLvML8tdl/tIgh/+j5JKnI+TwK0UOh9+87S1i7pQ5h/t4XPsMz+GcIocfyxov5++h0w1o8sVOKU5U/3J4yqMofKHDVpV8GXEQ34V4/OXx4kdzLVE8zXZyGhZzY2LQ+ghxl+0OYs3wZSuKtxJwIlEQnVn08VRgnYriTQbeBNxEDF4fI5abeCUVzDwsDgCvJWanDubweuDAnCenYb/TDR3O8ih0zHT4r8eawS+o6DtdAfgIMctoMIdnUNHMEGKN50OJu7JPFd/rL4FXV5jDHYhHmAZz+HdiHclsN36G5XADhzMdHi5yeJfDcZ5rxvFz+7g8sX7RXUNy+HVgg4riLUW8B+9vQ3L4G+A1VeRQ2xK4xQ2VVzlcXJyrn3K40eFwzzioHLoB6xHLUTxU7EP/I9bcX6miPi7r8H6HO4vjxCMO3/Rcs3ue27+JxLvp/kpcQDvwB2DnCo+92xCzgh8rjhX/JNZhnlxRH9cmHv18sOjfPcDHKbtu4ujxliHesXJ7cex9hFi+apOK4k0A3kA8qTSYw8uA3chYcB72O93K4ScOM4rf6c0ORzhMraiPawFfIp60cmI95E8Dq1YUbzrwTuA/RQ4fJZboylrgHhJvPHED/koWrbP/J2DPqnIIbEk8gj2j6OOtwFHohq22XBus7vAZh/s8nhC43+HznnHC09CNmORxJHFTZXDc+0MquqlBXNPvQUx0eKLYriLe653tRtGwmJsXx6JHi/7dRtwoW7qiHK7q8CmHe4scPuDwZc9YWBvWvynA24B/D8nhhVRbl9mVqMs8UZxDryHWpK+qLrMJ8J1ibOBEXeYYMt50H5bDlR0+7nBPcb5+0OEUr7Yu8+ZibPdU0cefEU+qVjWu3ImYNPZ4kcPrgAOoqC5DTEI8e0gO/wscS0V1GYcVHT7icHeRw4ccTveS74OqerPiy5IRmJm7e8oaMbXV7X3s9v5B9/ex2/sHS0YfRaq0JOxD3d7Hbu8fdH8fu71/sGT0UaRq3b4fdXv/oPv72O39g+7vY7f3r4yx92I4EREREREREREREclGRWARERERERERERGRLqYisIiIiIiIiIiIiEgXUxFYREREREREREREpIupCCwiIiIiIiIiIiLSxVQEFhEREREREREREeliKgKLiIiIiIiIiIiIdDEVgUVERERERERERES6mIrAIiIiIiIiIiIiIl1MRWARERERERERERGRLqYisIiIiIiIiIiIiEgXUxFYREREREREREREpIupCCwiIiIiIiIiIiLSxVQEFhEREREREREREeliKgKLiIiIiIiIiIiIdDEVgYcyG4fZLpj9AbMnnoi/XYvZfphN6HTzsjBbCbMTMbsHs5kPxN9OxWydDrcsDzPD7LWY/Q6zx4scXofZgZhN7HTzsjBbAbOPYHY3ZjMfjL+dgdl6nW5aFpHDHTD7NWaPPxl/+xtmB2O2VKebl4XZ8pgdh9ldmM18KP72dcw26HTTRGrDbF3MTsPswafi3/+H2ccwW7HTTcvCbAJm+xfjkCcfi79dgtnOmFmnm5eF2dqYnYzZA0UO78Hs45it3OmmZRE5fANmV2P2xOPxt8sw2w2z7hiDm62F2Zcwu7/I4b2YfRqzVTvdtCzMxmO2N2ZXDsnhFZjt2TU5FKma2VTMjsTsZsxmPhp/uwCzLTvdtGzMNsPs+5g9WhwLb8PsXZgt3emmZWE2BbO3YfYvzJ4qcvgTzLbqdNOyMdsEs+9g9kiRw9sxOwazZTrdtCzMJmP2ZsxuwuypGfG3izDbtovGlRtidvaQHN6J2bGYvaDDLRtTzN073YaxwWxZ4BJgM2AaMHRH6AFmAK/F/eEOtC4Ps/2AC4i+TRnyX+YCC4D/w/3UTjQtizjJ/hbYkpFz+CSwI+4PdKB1eZi9DriQ6NvUIf9lMIefx/2LnWhaFmbTgF8B2zByDp8mcnhvB1qXh9luwMU8N4fziByeBHwaHZxFRmd2AvAZ4mb20JtDA4ADh+H+q040LQuzNYE/A6sAQy8gHegD/g3shfusDrQuD7MPAF9m9By+FfefdaJpWZitBvwJWBOYPuS/DObwNmB33J9pf+MyMXsXcBqRw0lD/stsop9H4f6jTjQti7gZcTmwDovvhwC9wH+B3XB/qs0tE6kPsy2Ay4hjxNBj4QJgDvAz4Ejc53egdeXFzaBvAG8hzmVDJ471EeP7PXG/vgOty8NsU+J8NoWRc/hb4E24z+tA68qLAujpwDuAiTw3hwuA1+F+TQdal4fZhsS4cjqL53AhMe66DDgE9zkdaF15kcMvAe8n8jd08l8f0c99cf9TB1o35qgIDHGXH64FXsbig9ih5gMPApvj3tumluVjthPwGxYvOg3XD3wQ92+3p1EZxQn4KuAVwORRPrUAeBTYFPdn29W0bMy2By5l8QL+cH3Ax3A/sz2NyigO3pcB29E4h48TOZzZrqZlY7YtcAWN98M+4LO4n9SeRonUjNm7gVNovB8NEEXSK9vSppxixsnNwBosfiEy1BzgJmB73Be0q2nZmB0BfJ3mOdwX9z+2p1EZxQ3NfwNr0ziHtwLb1rL4YXYY8B2ajysPxv237WlURmaTgX8CL2Lxi8mh5gJ3AFvhPrddTROpDbN1gX8RN1FGm2nYD/wY96Pa1ayszE4HjiYmr4ymF9ga99vb06iMzNYizmcvoHEOf4H7m9rVrKzMvkgUDxvlsA94Je63tKdRGZmtTowrl2f0HA4Al+B+QNvalZPZp4DjaZzDfmLcfFN7GjV26TGmsDewCaMXgCEG8asAb29Li/I7i8YDdYr/fgpmjb6HsWpXoog/WvEQYDywAvDOdjSoAl+ncQEY4sD3Jcya5Xoseg0xA7hZDpcD3teWFuV3Bs33w2nAp7vm8TGRnMymELPlm+1HU4hjZh0dBazM6MVDiPHKZsAebWlRTrGsz+mk5fCsmj6i+BZgVZrn8CXA69vSopxiibSvkTaurGsODwPWYvQCMMSsv/WAA9vSIpH6+QzPfbJvuKnAYZit354mZWS2BvAuGheeIPpY1yc1/4/GRXyI/u2P2cbtaVJG8cTHB0nL4cnVN6gSJ9A8h1OAPYqZ+/VitjzwUdJyeFr1DRr7VAQOJ7D4tPjRTAWOr91gNtbqWTP109RzMHsCzXd8iAPch2q3jpvZ5kDq4MiBQypsTVWa3b0bNBl4fzGDvz7MXgJsnvjphUA976aLVOugFj67bu0GszG+OI7mN/wgxi0nVNugSuxH+vhzVWDbCtuSX+QwdUwyHfhItQ2qxN4svoRHI8sRN3nr5iN0dw5FqhVLLR5ETOBoZgL1nODx7sTPjSMKbPVa795sOnE9kvJupInAsZW2pxrvIK6dmzHgNUXhvz7iqZYjSTtnTyIK4nVzBHHtnGKb4gmFJVq9CmHVaeUicfj6fHWwNem5ng5sX2FbqvIKGt/dGmpZYkZwnWxN2gkKIoc7VteUymxNeg4nA6tX2JYqbE0sZ5FiGrBThW0RqavXkHbTFuJ4sk2FbanCC4BWXmz38oraUaXtSB9HTaB+OZxCzCBN9dKqGlKhbUnP4WTqlsOY6dzKi1o3rd0EEZHqbUIse5NiIvDaCttSlZ1o/ATjUHOIp1br5CXEmsYpJlDPG36vJe3GO0QO6zbuWp/0GsJ46lkH2onmTyYNmkvUjZZoKgKHVmYUOml3w8aSibSW69TZHWNJqzls9HjfWDSR9ALp4OfrppX9qo774QRay2Ed90ORqrVybLMWPz8WTCR9NgPUcxzXyrHNqOexvpUc1uupltDKsmHjqF8Ox5N+0QzxO1URWGRxrZ5/63acgNbbXMcxSSvHwjrmsNVxZd36OAHlcKg65jC7Ol48VOHBFj47F6jbS8XuItqdYgD4T4Vtqcr9LXzWgSerakhF7iJ9Fuls4mUzdXNvC58dB8yoqiEVuZv0wsAcoH4vHhCp3q3EeSrFPOLYWSczST/WQ2vjl7HiP8TLOVLMIY6dddJD+m8U4OGqGlKh24mX5KToo245jLejP93C/8UM3Fsp/IssCf5H+g0jJ44rdfMf0s/ZS1G3Y2Fcm7WSwzsqbEtVbgVSX846nvrl8AFau3H736oaUqFbSK91jaN+OcxOReBwGmmD2bnAt2v4Ju5LSX+Uw4DzKmxLVU4j3rzazDzgvBq+xflPpF9UGvC9CttSlVNJy+F84ELcW7nIHguuAWYlftaJt66LyOLOI33G3Rzgsgrbkp/7fOC7pJ2ze4njZt38kPTx5wLgdxW2JT93B75J2mPQ/cRL8urmJ7R2DfHLitpRpa8TN9Wb6Qe+WnFbROrH/SHg74mf7iNenlw3Z5K+5MUduN9ZZWOyc38M+AtpM0n7qOf57Buk10nux/3mKhuTnftMohaUksMe6pnDb5I+0WoG8I8K21ILKgKHHxAFtmY7x1zqONCLi8rP0rzQ3Q9cgHvdZskC/JjoX0oO6/dWyJhh8kma53AAuAj3R6tvVHY/I2bZNzuIzwG+Un1zMovCwMdpPgNuAPgt7q3MbhdZMsQFyY9pvh/1AZ+p4U1biAvhZheVTnwHP6q8NbnFBcn3ScvhF3BPvTgbS86k+awUJ4qM9bvx7j6LuOhKyeHJxczaujmbtOLOXOCcitsiUlefpPlxYvCpnWuqb05m7jcBN9H8eN9PXAPU0adpPhFpHjHj9E+VtyY39/8A19L8pl+dc/hZmvdvPvAYcEn1zcnM/S7gclJzGNfkSzQVgQHce4hFwZ9m5IP4fGLGzd64P9DOpmX0NeJCY7QiYh9x8n1v21qUk3s/8TK0pxg9h33AvrjX9RGAbxMXXY1y+DfgqLa1KKe4SNyRWKpjpAuvwRwehHsdHzcC9/OIG0mj5bCfGEy+pW1tEqmfdwHX0fhY+F1idkf9uN8LvJ7ox0iPKM4hlo14Le4pT0+MRR8ArqRxDn9IPWc6D86A24sYO46Uw7nAM0QOn2lfw7I6HvgjjXP4c+DzbWtRTnHDaQ9iZtRINyIGl4fbBfen2tk0kdpwvwp4PzG+HWmSxwCxpN/uNS7MvJ4oYo9U7B68Yfsx3OtXXANwvw54J41z+BBxLKzrsjgHEEtZNMrhp3H/ZTsblY37jcDbGD2Hs4FHiTFJHSdPABwK3EzjHH4Z9wvb2qoxSkXgQe63ApsSxdIeYvDaS/xgvg9sUZzI6ilOrMcQO8h1xOC1h9jpbyeKv3vVcJmERaIwuCkx0/dZFuVwADgfeDnul3eugSW5O+4fBg4iCvZDc/hfYpC1a01n3IQo0G8KnEJcIA/N4Y+ArWo7iBrkfiKwP3AVkcNeIof/Az5InIDrttSFSPvEeWoP4H3EsW8OcSycS8zmOAT3D9T4ghLc/wxsAZxLjEN6iePhLOJG0qa439ax9pUVs3tfD7wbuI1FOZwDXA8cDryr5jm8BngpMUt0aA57iKUGNqvdY6VDxYXiAcA7iPX4hubwH8BbgbfVPIfXA5sTN+EHxyOD/3s2kcMbO9dAkRpw/y4x2erXxPFh8Pr6MWKW6Za4P9Gx9pXl/jSwNTFL9GHimqWXGJNcAuyG+9c618AM3C8AtgcuZvEcPgF8jqiT1PEp1BBPt7wS+CjxroXBHM4hbnbuifvJnWtgBu4/BV4FXMTiOXwK+CLw0uIGdj3FpIgdgA8D9xHX1oPXBlcA++D+uY61b4yxOo/NKmO2FLAGUSR/pCsLMmYrAssDPbU+aI/GbCKRw/HAo8VM4e5itgKwAnEQf7TWF1ojMZsArEm8wfORLs3h8sCKxEXlI12XQ5F2MFsNWBp4qitn5JlNAVYn1sd9pNY3a0djtiqwDDCzpktSNWY2mRiTLAQe7tIcrgK8gMhhfQs6o4kcrl7828O1vuEu0ilmywCrEEWoh2o8c3RkZkZcu0wBHsO9bi+Tb85saWBVorj2UI1njo4scrgGMBV4vMZP64zObDqwGt2dw9WBacATxY0aGUJFYBEREREREREREZEupuUgRERERERERERERLqYisAiIiIiIiIiIiIiXUxFYBEREREREREREZEupiKwiIiIiIiIiIiISBdTEVhERERERERERESki6kILCIiIiIiIiIiItLFVAQWERERERERERER6WIqAouIiIiIiIiIiIh0MRWBRURERERERERERLqYisAiIiIiIiIiIiIiXUxFYBEREREREREREZEupiKwiIiIiIiIiIiISBdTEVhERERERERERESki6kILCIiIiIiIiIiItLFVAQWERERERERERER6WIqAouIiIiIiIiIiIh0MRWBRURERERERERERLqYisAiIiIiIiIiIiIiXUxFYBEREREREREREZEupiKwiIiIiIiIiIiISBdTEVhERERERERERESki6kILCIiIiIiIiIiItLFVAQWERERERERERER6WIqAouIiIiIiIiIiIh0MRWBRURERERERERERLqYisAiIiIiIiIiIiIiXUxFYBEREREREREREZEupiKwiIiIiIiIiIiISBdTEVhERERERERERESki/0/LIVMBMoEKZgAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"r=sqrt(sqrt(2)), df=45e6.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.7900\n", + "Average post-processed IS size: 42.7115\n" + ] + }, + { + "data": { + "image/png": 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\n", 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Q7QuJiIg/6+V7JKOAu2r7i6nuMFoxUN5R5bN4gPQXkHQMcAzANttkefmIiE5ZZ94jsX0G1fryTJgwIWMoEREd0uoYyX217VUaI6GaHXjr2v5oWp8xeLC8S8r2qpQZEREd0MsxkjnAeEljJW0ITKJa870Vs4G3SnppGWR/KzDb9j3Ao5J2kySq9eR/2I3GR0TEwNoOJJJeL+nbkuaWz/m19UoGZXsZcCxVULgNuNj2fElTJO1fyt5Z0mLgYOCbkuaXvA8Cn6EKRnOAKSUN4APAWVRryd8BXNbuNUVExKpra812SYdTPRl1BdU7GwC7AddLOtL2BSvKb3tWLV9f2gm17Tk8v6uqft45wDkDpM8FdmzjMiIiooPaCiTAKcCnbH+2nijpeOBkYIWBJCIi1j7tdm2NBC4eIP2/gC2aNyciIoaadgPJT4E3D5D+ZuCqpo2JiIihp91JGy8DPidpAnBtSdsNOBA4seOti4iINd6qTtr43FviNV8Fvta4RRERMaS0tbBVREREfwkSERHRSLuP/1LeLN8H2AbYsH7M9pQOtSsiIoaIdl9I3A2YCTxF9SjwEmDLsr8ISCCJiFjHtNu19XngQqqp2p8E9qC6M5kLnNrZpkVExFDQbiB5DfCfZRGpZ4Hhtu8FjiOP/0ZErJPaDSRP17bvBbYt248DW3WkRRERMaS0O9h+I7Az8BvgSuBkSS8H/hG4qbNNi4iIoaDdO5JPAHeX7U8CS6leRHwpL3xBMSIi1gFt3ZGUKdv7tpdSPQYcERHrsLbfIwGQ9Crgr8vurbYXdq5JERExlLT7HsnmwNnA/sDyPyfrUuA9th/ocPsiImIN1+4YyVnAOOCNwEblszswFjizs02LiIihoN2urbcBe9r+RS3tGknvA37cuWZFRMRQ0e4dyVLgjwOk/wlIt1ZExDqo3UAyBfiSpFF9CWX7i2SerYiIdVIrKyTeDLiWNBZYJGlJ2e+bd2sLqjGUFZW1N/BlYBhwlu2p/Y4PB74NvIHqDudQ24skHQ58rHbqa4DX254n6UqqiSOfKMfeavu+lV1XRER0xqqukNg2ScOA04G9gMXAHEkzbN9aO+0o4CHb4yRNopoI8lDbF1JNFomkVwM/sD2vlu/w+jsuserGTJ7ZtbIXTd23a2XHuiP/Rtc8rayQeFKH6toFWND3zomkacBEoB5IJvLnyR+nA/8pSWWSyD6HAdM61KaIiGhoVV9I3APYnqrLa77tK1vINgq4q7a/GNh1sHNsL5P0CLA5cH/tnEOpAk7dtyQ9C1wCnNwv8PS1+bl15rfZZpsWmhsREa1o94XEUcD3qcYw+ubc2krSXOD/2L570MwdIGlX4E+2b6klH257iaSXUAWSd1KNszyP7TOAMwAmTJjwgkATERGrpt2ntr5CtQ7JONtb294aGF/SvrKSvEuArWv7o0vagOdIWh/YlOc/VjwJ+G49g+0l5c/HgO9QdaFFRESPtBtI9gI+aPt3fQllzOND5diKzAHGSxoraUOqoDCj3zkzgCPK9kHAFX3dVJLWAw6hNj4iaX1JI8r2BsB+wC1ERETPrMoYyUDdQivtKipjHscCs6ke/z3H9nxJU4C5tmdQzeN1vqQFwINUwabP7sBd/SaIHA7MLkFkGNXb9ZmqJSKih9oNJD8BvirpMNt3AUjaBvhSObZCtmcBs/qlnVDbfhI4eJC8VwK79Uv7I9V4TURErCbtdm19CPgLYKGkOyXdCdxR0j7U6cZFRMSar907kgeoBrPfDGxX0m6znQkbIyLWUS0HkvJm+iPAa21fDlzetVZFRMSQ0XLXlu1ngTuBDbvXnIiIGGraHSP5DDC175HbiIiIdsdIPko1++8SSYvptzaJ7dd0qmERETE0tBtIplO9M6IutCUiIoaglgKJpBcBnwcOADagemfkn23fv6J8ERGx9mt1jOQk4EhgJtVcV38PfL1LbYqIiCGk1a6tA4GjbE8DkHQhcI2kYeVproiIWEe1ekeyNXB1347t64FlwFbdaFRERAwdrQaSYcDT/dKWsYoLY0VExNqj1UAg4AJJT9XSNgLOlPSnvgTb+3eycRERseZrNZCcN0DaBZ1sSEREDE0tBRLb7+52QyIiYmjKGMcabszkmV0re9HUfbtWdkSsO9qdaysiIuJ5EkgiIqKRBJKIiGgkgSQiIhpJIImIiEZ6Gkgk7S3pdkkLJE0e4PhwSReV49dJGlPSx0h6QtK88vlGLc8bJN1c8nxFUqa4j4jooZ4FkrLm++nAPsD2wGGStu932lHAQ7bHAacBp9aO3WF7p/J5fy3968DRwPjy2btb1xARES/UyzuSXYAFthfafhqYBkzsd85E/vwW/XRgzxXdYUjaEtjE9rW2DXybas2UiIjokV4GklHAXbX9xSVtwHNsLwMeATYvx8ZK+qWkqyS9sXb+4pWUCYCkYyTNlTR36dKlza4kIiKeM1QG2+8BtrH9OuAjwHckbdJOAbbPsD3B9oSRI0d2pZEREeuiXgaSJVTrmvQZXdIGPEfS+sCmwAO2n7L9AIDtG4A7gL8s549eSZkREdFFvQwkc4DxksZK2hCYBMzod84M4IiyfRBwhW1LGlkG65H0SqpB9YW27wEelbRbGUt5F/DDXlxMRERUejZpo+1lko4FZlMtlHWO7fmSpgBzbc8AzgbOl7QAeJAq2ADsDkyR9AywHHi/7QfLsQ8A5wIbA5eVT0RE9EhPZ/+1PQuY1S/thNr2k8DBA+S7BLhkkDLnAjt2tqUREdGqoTLYHhERa6gEkoiIaCSBJCIiGkkgiYiIRhJIIiKikQSSiIhoJIEkIiIaSSCJiIhGevpC4tpgzOSZXSt70dR9u1Z2RES35I4kIiIaSSCJiIhGEkgiIqKRBJKIiGgkgSQiIhpJIImIiEYSSCIiopEEkoiIaCSBJCIiGkkgiYiIRhJIIiKikQSSiIhopKeBRNLekm6XtEDS5AGOD5d0UTl+naQxJX0vSTdIurn8uUctz5WlzHnls0UPLykiYp3Xs9l/JQ0DTgf2AhYDcyTNsH1r7bSjgIdsj5M0CTgVOBS4H3iH7bsl7QjMBkbV8h1ue25PLiQiIp6nl3ckuwALbC+0/TQwDZjY75yJwHllezqwpyTZ/qXtu0v6fGBjScN70uqIiFihXgaSUcBdtf3FPP+u4nnn2F4GPAJs3u+cfwButP1ULe1bpVvrU5I0UOWSjpE0V9LcpUuXNrmOiIioGVKD7ZJ2oOruel8t+XDbrwbeWD7vHCiv7TNsT7A9YeTIkd1vbETEOqKXgWQJsHVtf3RJG/AcSesDmwIPlP3RwPeBd9m+oy+D7SXlz8eA71B1oUVERI/0MpDMAcZLGitpQ2ASMKPfOTOAI8r2QcAVti1pM2AmMNn2NX0nS1pf0oiyvQGwH3BLdy8jIiLqehZIypjHsVRPXN0GXGx7vqQpkvYvp50NbC5pAfARoO8R4WOBccAJ/R7zHQ7MlnQTMI/qjubMXl1TRET08PFfANuzgFn90k6obT8JHDxAvpOBkwcp9g2dbGNERLRnSA22R0TEmqendyQREUPRmMkzu1Luoqn7rhH1NZU7koiIaCSBJCIiGkkgiYiIRhJIIiKikQSSiIhoJIEkIiIaSSCJiIhGEkgiIqKRBJKIiGgkgSQiIhpJIImIiEYSSCIiopEEkoiIaCSBJCIiGkkgiYiIRhJIIiKikQSSiIhoJIEkIiIaSSCJiIhGehpIJO0t6XZJCyRNHuD4cEkXlePXSRpTO3Z8Sb9d0ttaLTMiIrqrZ4FE0jDgdGAfYHvgMEnb9zvtKOAh2+OA04BTS97tgUnADsDewNckDWuxzIiI6KJe3pHsAiywvdD208A0YGK/cyYC55Xt6cCeklTSp9l+yvbvgAWlvFbKjIiILpLt3lQkHQTsbfu9Zf+dwK62j62dc0s5Z3HZvwPYFTgRuNb2BSX9bOCykm2FZdbKPgY4puz+FXB7xy/yhUYA9/egntVV3+qoM/UN7fpWR52pr3O2tT2yf+L6Pap8tbN9BnBGL+uUNNf2hLW1vtVRZ+ob2vWtjjpTX/f1smtrCbB1bX90SRvwHEnrA5sCD6wgbytlRkREF/UykMwBxksaK2lDqsHzGf3OmQEcUbYPAq5w1fc2A5hUnuoaC4wHrm+xzIiI6KKedW3ZXibpWGA2MAw4x/Z8SVOAubZnAGcD50taADxIFRgo510M3AosAz5o+1mAgcrs1TW1oKddaauhvtVRZ+ob2vWtjjpTX5f1bLA9IiLWTnmzPSIiGkkgiYiIRhJIOkTSRpKul/QrSfMlnVTS95R0o6R5kv5X0rgu17dHqe8WSeeVp986pswo8EtJl5b9sWU6mwVlepsNu1zfsaUuSxrRyboGqe/CMgXPLZLOkbRBl+s7u/yd3iRpuqQXd7K+geqspX9F0uPdrk/SuZJ+V/5PzJO0U5frk6RTJP1G0m2SPtTl+q6uXdvdkn7Q5fq68h3TjgSSznkK2MP2a4GdgL0l7QZ8HTjc9k7Ad4BPdrG+v6WaGWCS7R2BO/nzU3Cd8i/AbbX9U4HTyrQ2D1FNc9PN+q4B/p7q2rqhf30XAtsBrwY2Bt7b5fr+1fZrbb8G+D3wgpdru1AnkiYAL+1CXQPWB3zM9k7lM6/L9R1J9ZrAdrb/mmoGjK7VZ/uNfdcG/AL4Xjfro3vfMS1LIOkQV/p+m9ugfFw+m5T0TYG7u1jfs8DTtn9T0i8H/qET9QFIGg3sC5xV9gXsQTWdDVRB7IBu1Qdg+5e2F3Wqjhbqm1V+1qZ65Hx0l+t7tBwTVeDq6NMwA9Wpas66zwMf72Rdg9XXTYPU90/AFNvLAWzf1+X6+o5tQvX/4wddrq8r3zHtSCDpoHLLOQ+4D7jc9nVUv8HOkrQYeCcwtVv1UX3RrV9+u4TqXZytB8m+Kr5E9WWzvOxvDjxse1nZXwyM6mJ93TZofaVL653A/3S7PknfAv5AdSf01Q7WN1idxwIzbN/T4boGqw/glNJ9d5qk4V2u71XAoZLmSrpM0vgu19fnAOAnfb8cdLG+rn3HtCqBpINsP1tuL0cDu0jaEfhX4O22RwPfAv5ft+qjmh15EnCapOuBx6juUhqTtB9wn+0bOlHeEKzva8DPbF/d7fpsvxvYiqr74tBO1DdYnZK2Ag6m8wFrRdd4PFWQ3Bl4GXBcl+sbDjxZphE5Eziny/X1OQz4bifqWkl9XfuOaZntfLrwAU4APgbcUUvbBri1i/V9tF/aW4GLO1T+56juOBZR/bb8J6rxg/uB9cs5fwPM7mJ9F9SOLwJGdPDnN2h9wKepuifW60V9tXN2By7tcp0Ple1F5bOcakbtXl3jmzt1jYPVB/waGFvOEfBID/7NjKCa3mmjLv/9zezVd8wK29brCtfWDzAS2KxsbwxcDexXvmj/sqQfBVzS5fq2KGnDgZ9QDch3+lqf+88P/BfV4D7AN4APdLO+WtoiOhhIVnB97wV+DmzcxX87bwYuLV9y40qagC8AX+j2NfZLf7wHP9Mta9f4JWBql+ubCrynlj6n2z9P4P3AeT34N7N+t75j2vmsM7P/9sCWwHll4HI9qjuBSyUdDVwiaTnVb3/v6XJ9ny+3wOsBX7d9RYfqG8xxwDRJJwO/pJrmpmvKo5sfB14B3CRplssyAl3yDaonxH5RjX/zPdtTulSXqP5ONynbv6IaKF7bXChpJNU1zqP60u2mqaXOfwUep/NP3g1kEj0Yq3A19VS3vmNalilSIiKikQy2R0REIwkkERHRSAJJREQ0kkASERGNJJBEREQjCSQRaxBJb+7WzMYR3ZJAEtGCMvX5pbX9F0n6rKop7Z+UdL+kayQdtpJyDpD0C0kPS3pc0q8l1Sfg+znVO0IPdOlSIjouLyRGrJpvAH9HNaX3LVRTsO9GNXfUgCTtSTUTwKeBd1PNg7YdtRmTbT9NNf1FxJCRO5KIVbM/8Dnbl9pe5Gp6+6/bPn0Fed4BXGf7s7Z/bfu3tv/b9nNruPTv2pK0qOz3/4wpxzeVdIak+yQ9Jumq2uzPfcfPL8eflLRQ0oe78hOJdVYCScSq+QPVYmKbtplnO0mvbSPPzlRdXX2fS6kmIby3rFkyk2rq/v2A1wE/A66QtGXJfzLVolz7AX9FNX3Gkjbqj1ipdG1FrJpjKLMfS7qZamzjh7YvX0GerwJvBOaVtSOuA35MNWPsgEvc2l7aty3pOKoZlne1/YSkPahWxxxp+4ly2qckvYNqXYr/ALYFbrR9fTnerZUlYx2WO5KIVWD7Z8ArqVbAuxj4S+BHkr65gjx/tL0vMA44CXiYamrw+ZJevqL6SnA4CfgH23eU5DcALwKWloH7x1Wtub4j1WJOUC3DeqiqdeC/IOlNq3bFEYNLIIlYRbafsX217am23wp8Cjimb/xiBfnusH1WmbX49VSLWA06y29ZIO1C4IO2r6odWg+4l+qupP7ZrrQF25dR3ZV8gWqNjJllBcaIjknXVkTn3Fr+fHEbeRZRLVA0YJ4y6P7fwJm2+0/RfyPwcmC57YWDVWD7fuB84HxJlwHflfR+20+10c6IQSWQRKwCSVdSLaM6l+qdj+2Bz1INhN82SJ4TqbqiZlGNVWwGfIgqiMwYpKpLqAbHvyjpFbX0pVTjK9cAP5T08VL3K4C9gR/bvlrSFKqAM5/q//uBwMIEkeikBJKIVTObakD7FKpA8AfgcmCK7WcHyXMV8AHgPKo7iUepvuD3L2MuA9m9/Nn/SauxthdJejvVk1lnAltQdXVdA3y7nPdUaeNY4EngWqrHkCM6JgtbRUREIxlsj4iIRhJIIiKikQSSiIhoJIEkIiIaSSCJiIhGEkgiIqKRBJKIiGgkgSQiIhr5/x7nTm3mpk84AAAAAElFTkSuQmCC\n", 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VvRFuwcLhG8qS9AcQsUP/RTXV9R4K8Og+CxkBh9G9r/GCwQqssTRYev4wFg7fUPq+1wNu13tRbT2X4a8Fg2ue3XMtrd0J2IXhuWcL4JERsXX/JTVS7gHPZ3j4hvJ6PbTfgiaTAbw/j2Z4R3rW7QcbLo2rQ+jWQZj1oL4KaS7i6sAeHa/eAji8x2pGwWMZPnMzawvKRobjaj/K7HYXS4DH9FfKSDiMboMzAdxzsJpiXD2EEq67WM1gk8txFGUp/g07Xr4V8LgeyxkFjwO6hoVrAv/VYy2t3YvS/rvYEnhEj7W0VULWwQwftGNwzaH9FtTcIxm+mmrWKuCePdbS2q0og/hdbA08vsdaJpYBvD/bbcS1q+j+Zrgq2oFuo7BQQtY4z95cg7JMtKuNaUdXRdfaiGvXAtv3VcgI2J7uA1UBXLvHWkbBxsxArAG27auQEXBtup9ashnj/T65BuUzc2OuH2cb87tevZHXX9VsT/f3ySaUEybG1WZs3ElHWww25RpXO9E98yxm/N8nazbi+nHukzfjM+B9iTiXjh3kFcDOwERsXTvhtqfsktR1NOIcypopjb/7Ah+j+4jLCZRpUY2/11GOTOgylTUFPIuyHbbG388YnM3XwVJgL+A3/ZWjEbKSbkuIoPRDuy7Z1FXb7sC36b70EPgxmXfoqZyJZQDvS8SxlK39uywb/DmZXT9Dr3IGO0+eQbflPzPA7mO9O2nEL4Bbd7hyJfB2Msf22awox6O8jW6znZcCO47tcWTlmbPz6fY+WQo8ksz/7beodiLiw5Rl6F1mZb6Rmfv3XFI7EbcHTqfbc8/LKZs3nt1vUW0MNlM6i27L0GeA12Tmq/qtqqGIZwKvolvbOBe4zrhu3hhl74N/0i1LLgPul5nf7LWoliJOoYztDltZtRb4XzIP7r+oNiLi7sDJdOtrLAd2HtvNG8teOudSHkkZZgp4AZlv77eoyeMS9P68jW5LPKaA1/dcS1OZ+Qfgl5Sb/ELWAL8Y6/BdvI7yex9mDeX81nH2abo997wceOfYhm+AcuzJRyiTEcMsB8b65ATgzXRbajxF2c11fGX+GPgHw98rq4FvjGv4BhjsWv16ut1Dg3IU6Dj7EN0eXZkG3jSu4RsgMy8ETqHbfeMi4Fv9VtTcGyi/92GWU457HGenUwbxh1kJnDS24Rsgcw3wJsoA5TBB6ZfoP8wA3pfMvwBHs/DNb5py/vFnqtTU1iMoxxnM9+E/ezbn+G6Kss4JwNcY3jZeSOZf65TURpajLR7Kwq/FcuBPwKurFNXW8ylHjC0UwqeBQwYfomMry5E4b2LhtjFFeT99pUpRbR1KmbWbL4SvpjzJNO6bjgEcD/yIhTuQ08BTMvP8OiU1knkpZbPOhd4nM5RB8LfVKKmxp1FWEs0XwpPyPjpkrI8gA8j8LvABFh6smgLeQ+YP6hTVRpaBp4NZ+LVYRWk7R1Ypqq23AL9m4XvoDPAoMi+vUtGEMYD3KfPNwNOByyhLRmdNURr2e4FDx3lEelZmnkU58uOXlI7C7E6lqwdf/wLYM8vAxXgrv+9DKY9pznDFD4SllFHap5F5XP3i6svMLwEHUR55X8q6gLGcEkS/CNw5M7uM5F+1ZV5G2en9dNb9+2Fdp/FvwD0Y9zOv13kp8CJKu1i23veXUe4bbwEeN/YdaYDM31KO0vkd5Z4x+7mxmnIf+TGwB5nntCmwnsxcTdnx+uOU98n694allNnNwzPzgw3Kqy/zBMrxW+dzxb7GDOX1+SxwN8Z5BdFAZl5AOWnke5R/+/r/5ingz8DemfmzBuW1cCTwWsq/fcN76BTl8YWxfcxtfZn5E2AfShuYYl1fYyWlrXwH2GOwkmK8Za6gnLxyMqWfsXy9ny4FzgMeTOZnG1Q3EXwGvIZyPM5BlM7TpsBvgU8OOtsTJ8qZtocCLwFeCZyQmZO5L0zEdpTnXG9BGX39AfA5Mjdml9+xEBGbUM62PoCy59RzgU/kBASKOZXjlg6jnFd7GWUg4rtM4E07yhnph1AG8Y6kHIvyqSzL9idPxB7AAyn7Op4LfJrMP7Ytqo2I2J7yPrk5Zd+Vg4AvDkL6ZCnPdh4I7E/ZS+JM4BOM+yqAeUTEjSkrrHYBngTcEfjxRAzYbShiK+DBlD371gI/B06grEKbKIN9JO4I3B94AWW16icnYgJoLhE7Uu6hN6YMZp4OfGUSJgdbMoCrmYjIzNyY88E1IWwbmo9tQ/OxbWg+tg3NxXahVlyCLkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAVxMRscX6f0qzImLrwZ+btq5FoyOKqw/+7meX/k9ELIqIHQZ/j9b1aHRExOYRca3WdWj0RMRWgz83a12LJo+dGFUz6EAfEBFfB5YOvr00Ir4eEQe0rE1tRcRmEfHoiPg9cMng20sj4iMRsVvL2tRWRFwjIl4InAf8e/DtiyPiNRGxU8PS1FhE7BoR7wAuB/45+PZfI+KpEbGkYWlqLCL2iojPUfoafx9878cRcYgDeJMrIjaJiAdFxE+AywbfXhYRJ0fEHVvWpskSmdm6Bk2AwazEu4BHAHN1jKaAjwBPTRvlRBnMeH8duCVXbhtrgBXAkzLzo7VrU1sRcRPgu8A2wJYb/HgFsBy4W2b+rHZtaisi7gmcCGwGbLhaZhr4F3DXzDy/dm1qKyJeDLyIcs/YcEXEFHAacGhmrqpdm9oZrKo7CdiPK/c11lI+T16Zma+rXZsmjwFcVQxmsF7M3OF71hTwKm9+kyUiTgX2ARZ6HGEauHdmfqtOVWptMIN5JrAjC6/Wugy4eWb+e4FrNEYi4lbAj4CtFrhsFfAHYPfMXFulMDUXEY8A3sPCbWMa+EhmPrlOVRoFEfE+4DCGt43HZuan61SlSWUAV+8Gz3lfAGzd4fKlwDUzc0W/VWkUDJaX/4grz27O5XuZeZeeS9KIiIgnAG9i+H1jOXBMZr6k/6o0CiLiU8CDgEVDLl0GHJKZX+2/KrU2WGn3T2CXDpcvB66XmRf0W5VGQURcG/grCw/0z/o7cENXY6pPPgejGg4GNuZGdnBfhWjkPJ2yhLSL20bEDfssRiPlOXQbtNsCeKqbb02GiNgOeADDwzeUFVdH9VuRRsjewLYdr03g8B5r0Wh5LN37odsDe/VYi2QAVxW3oFtHmsF1N++xFo2W29CtIw2wErhZj7VotFx/I67dmu4db121XZ9yL+giKHtLaDLcnO6fJ1tSPn80GW5Lt5V2UO4b/9VjLZIBXFWs4coboSzE5/Umx8b+rm0bk2Njl//ZNibDWvw80dw29ne9upcqNIrW9Hy9tFEM4KrhDNYdOzbMssH1mgzfpfts1hbAr3usRaPldxtx7QWUe4fG31/oPsu5Fvhxj7VotJxB94G7KeD7Pdai0fJdyu+8i8B+qHpmAFcNX6R7yFoBfKnHWjRa3k63WYsETs/Mc3uuR6PjDXQL1TPAm9wwZzJk5jTlyMouR0jNUDby0wQYHEf4z6EXFpsAH+uxHI2Wj9B94O4vmfnLPouRDODqXWauBp5NOd5hIdPAUZnp0p8JkZl/BT5Ft7bxwv4r0gg5CfgHCwettcAlwPFVKtKoeB3D7xnLgR9QTlnQ5DiSMvCykCngNZnZdWWeruIy8zLg9Qy/b8wAz+y9IE08A7iqyMwPAy+h3Nw27FCvGnz/6Mz8aO3a1NwTKKskprjy8sEZyizo/RyRniyZuRLYl3IW+Fwz4cuAs4G7DDpXmhCZ+XdgP+Bi5l5Wugz4IXCQKyMmy+DIuSMonx0bHme6hhLA3gO8unJpau8VwPsobWDDiZ4Vg+8/JjO/XrswTR4DuKrJzDdTdh19P2XWCkoH6n3AbTLz2Fa1qZ3MXAU8BLgX8AXWha2zgVcBN8rMbzQqTw0NzujdnXKEzM9YN7P1O8oRdjcbrKLQhMnMnwM3Al5EOd93Nmx9EzgUuFtmdn3mU2MkMz9J2RH9LZT9IWYfgfskZcDu2Q7MTJ4snkk5ru5TwOWDH50PHAvcPDNPaFSeJkx4D1IrEZGZ6dm9uhLbhuZj29B8bBuaj21Dc7FdqBVnwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAryHiWkS8iIivEnE6EW8h4qaty2ohIhZHxAMi4sTB1ydGxP0jYlHr2pqIuNmgPZw+aB8vJOKarctqISK2jognRsSXBl8fHxF3iIhoXVt1EUHEXYn4CBHfIuILRDyGiC1bl9ZCROwUES+PiNMGX78xIm7Yuq4mIjYl4lAiTh60jU8TcU8iJvLzPCJ2i4h3RMQ3Bl8fFRFXb11XExHbEfEMIk4l4htEvIeI3VuX1UIUd4+IT0TEtwbfOywiNm9dWxMR1yPiNUR8ffDfq4i4buuyWoiIzSPi4RFxyuDrj0fE/hPZ1wCIuC0R7yXim0R8mYinEbFt67LGXWRm6xrGV+kQvRp4JpDAbOd5FbAaOB14CJlTTeqrLCLuBPwvsAWwzXo/WgrMAPfPzB+1qK26iK2BTwP7AYuBTQc/mQECOBZ4MRPyBo2IxwJvA9YCWw++vZbyepwJ3Cczz2lUXl0lWH4Z2AVYQmkPAMsGfx5O5oktSqttMDB3HPA4yj10i8GPVlLaxynAozNzeZsKK4vYHziRcs/Y8B56OXAfMn/ZorTaIuJqwMnA7YHNKK8JwDRlcuF/gNflhNxDiXgG8DrK+2LJ4LtrgBXAL4H7k3lho+qqioj/Ar4E7MAV76FLKa/PwzLzy43KqytiM+C9wEMor8PsAMQKyj31E8CTyFzVpsC6IuK+wMcpr8XsPTSBKeAC4F6Z+cdG5dUVcS3KZ+hulHYxOxE2RbmHPpfMdzSqbuwZwPsU8Vbgsaz7MNzQcsoH495krqxWVwMRsSfwTeZ/LaC86ffJzJ9VKaqVMgL/beC/WRcoNjQFHE/mkdXqaiQijgDeCmw1zyWrgfOA3XPcO5ARuwC/AK7Oug/DDU0Djx73ED6YjfgIcDDzt40Z4PvAgZm5plZtTUTsQwkV870WSRmkuSOZv6tWVwMRsQT4EXBj1gWKDU0Bx2Tmy2vV1UzEsykDDvO1jZXAP4Hbknl5tboaiIhdgZ8B27IueG9oBjg4M0+tVlgLZRLoZODuzN82poGvAIeM+4B/RNybMoA530qytZSBzD0y8y/VCmuhDGCeAVyHdRNAG5oGXkTmcbXKmiQTuWStiohbA0ewcODcArgV8JgaJTX2ERZ+LRj8/CMVamntMZTf+3zhG8pr8TgidqtSUSMRsR1l5nu+zgGUma1rUjqY4+7NLBy+obxWHyBiofYzDu4CPJCF28aWwB2AB1WpqJUyGPExFn4tgrJ65P1Vamrr6cCNmD98Q7mHPj8iblClolYirg28ioXbxmaUjvbzqtTU1rsoM5sLLSfeEvjoBDz6di9gfxZuG1sB9wAOrFJRIxGxGPgo84dvKJloG2ASZn1fAOzM/OEbStt43WCmXP9hBvD+PIvyoTfMEuB5jPGzJxFxO+B6HS+/QUTs0Wc9TZXf8/NY+ANx1maUxxfG2aMpM3fDbAY8ejDzNZ4itgfuz8Lhe33jHTrhOXR7n2zN+AeL/YGrdbgugNsQcZN+y2knyqzes1i4I/1/lwNP67ei5p7Y8brNgacSsVCH+yotyjPNd6Vb33Zz4D79VtTc81j3SNdClgDP7bmW1u7PwmFz1iJg34jYued62imPJTyZhQcwZyXlETD9hxnA+3Nv1j2TNsx1KDN84+oAFp7tXd9mjPdI7I6UZ3u7WAzct8daRsGD6BayoOydcPsea2ltb8pS0S62AQ7psZZRcHcWnsVa361jvFcE3IfhK4hmJeWeO65uQvfXYnPgoP5KGQmH0P3zdRHlec9xdTfKI0tdbEMJZeOpDPbfpevVwD7jPBEEPIAr7puxkNWUQc9xdeuNuHZL4NC+CplkPgPel4jL6fhmX0ZZj/z3XgvSKLgh5aH/rp8Cl9Ft2ktXfYdR1k523Xr0NMq6QY2/99F9CmIl8GLgmP7K0Qg5k/IgfBeXUkZ0v9dbNRoVm1IedO+6nGrt4H+ztreKNCr2puyGfLXu/5M/kXmznsqZWAbwvkScRXlGrYuVwA5kLu2xomYi4mnAG+i2ZHAaeF6O686LEdsAF9Lt8QSAs8js2r+6yomIz1FGprtYRtmk74z+Kmqo7HB9Mt0y+Frgg2SO7dKwiDif7iuDVgBLxnYjtoijgZfQ7b6xDHgymR/rt6g2ImIn4C90n/U9IzPH+bGmb1H61F3MALuReVaPFTUTEQ8EPkS3e+hq4NjMHN/HVyKW0X21yFIyx/boqYg4lvI4SpeVqZcDj8jMz/dbVSPlGOSf03314elk3q3HiiaSS9D7805KmBwmga+Oa/geOIHuS0k3GVw/nsrv+et0e+55mvHfDOTdlKNhuriI8qExrr5NWWbfxQxlYnScvY9yUsQwa4ATxjZ8Fx+n++TUIsoEx1jKzHPpfh9YBry9x3JGwTvpfg/987iG74Ev071fuwr4YI+1jIKP0u0zZSXj/1p8gO6frwBf7auQ5jL/RPdFt0sp9xj9hxnA+/NBunWYZihnd46tzDwf+BzDO9PLgZMz84Lei2rrtZTf+zBrKaP54+yrwMUMf69MAa8a6zN9M1cDb2T4wN1qygzgj3uvqa130u0euhJ4U8+1tJX5V+BblJn+hcxQVkaM84AulF2/uwxwrwY+3XMtrZ1M+b0PuzdOAa/sv5x2MnM5ZdB6WNtYRVkZ8fv+q2rqWLqFztWUo0DHVmb+mvIE4LDXYxp4e2YOu9de1b2Sck9YyOz56Kf0X87kMYD3JfNiyuYvC30QTAMvJXMSHsl6AvBn5g/hy4E/Da4bb5nfAV7O8LbxADIvqVJTI5m5lrLp3mWUmcy5TAGfBY6vVVdDx1Ae756vbayiDFjcd9zPbM3Ms4GHsfBg1QxwZGb+sk5VTR0G/Iv5Q/gMpYP57GoVNZKZXwKOY/73yeyZ6PfMzC5B/aorcyXlHrqU+QespoDjyfxMtbraeQnljPj5fu8rgX8z/ptYzs50PoHh99DDx3xlxKwHAuczfwifBn5A6Z+Nu09Rjv2dL4SvpdxTDiBzY1YOqCMDeJ8yv045EuMblIB5+eC/KeD3wMPJHO+Zm4EsMzJ3ZN1yucsHP7p88PU7gDtl5rI2FVaW+UbgEcAfKO1htm0sB04H7krm6e0KrCcz/wjchhKyZ98nUNrFOZSjVB4z1rPfs8oy6oOBlwEXsO69Mts2PgXsTuY/mtVYUWaeQtkN/XtcsW1MU8LmAzNz3JfiF2VQdw/KQNQ069rF5ZQBrDcD+1JmAcdeZr4IeDxlNcgy1rWN5cCpwB0y80eNyqsr8xfAnsDnuWJfYxllqenTGf8jLQHIEhYOpKwsvIR1rwWUsPkR4DaZeV6bCivL/DjlFIWfUv79s6/HDGUV1b3IHN/H/taTmf8Gdqe0gdnXgsGfFwOvoQzajX/gLP2ppwJHAv9k3T10tq9xCrAHZeWAeuAmbLVEXB+4LWUDiD8xGTM2cxocF7QPpZN0IPDtnJBO45widqccrbMaOIPMid0QPyJ2APaiPMN6Z+CHg1nyyROxiPIa7EQZpPkumZc2ramhiNiVcnzKZ4FbZeZvG5fUTsQSysZb21L2Rvj2YCZ04kQ5OmkPyqannwauM1g9MZkidqQMdm9OCd8/HvfVMvOJiMWU98k1KYOX2+b4P54xv4ibUQ7dAfj1YIZ8IkXZEHdv4AuUI8e+k+UxsMlT7qF3AK5HWWH1QyZlgKohA7iaiYjMzHE+d1L/j2wbmo9tQ/OxbWg+tg3NxXahVlyCLkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAV3URsWlE7DP4+94RsWnrmjQaImK7iDhg8Pc9IiJa16TREBHXjYh7D/6+a+t6NDoi4lYRcb/B36/Zuh6NhohYFBF7RcQDBl9v2bomjYaI2Coi7jb4+50iwjykqmxwqiYitoiIVwHnA6cMvv154PyIeFVEbNGuOrUUETtHxIeBc4ETBt/+JvCXiDjcID65BgMxpwF/Aj4x+PavI+KHEbFvs8LUXEQ8MCJ+C/wI+Ojg2/+IiJMi4iYNS1NDg+D9HOAc4FTgw4MfnR8Rx0XEdu2qU0sRcfWIeDulH3rS4NtfAc6JiKMiYlG76jRJIjNb16AJEBFbAd8GbgHMNQo9A/wW2Cczp2vWprYi4kaUDvTVgMVzXDJF6Vw/Jb1hTZSIuCfwWco9Y65BmBngiZn50Tl+pjEWES8BXgBsNceP1wLLgP0y84yqhampiFhMGdjfm7nbxgrgbOAOmXlhzdrU1mB1zI+BnYDN57hkGjgdOCgz19SsTZPHGXDV8m7glswdvhl8/1bAu6pVpOYGy76+ClyDucM3wBLgkcCjatWl9iJiJ+BESid6vhUQWwLviYhbVitMzQ0eU5kvfEPp22wLfNWVVRPnZcwfvqEEr+sAn6lWkUbFZ4GdmTt8Q2kz+wNHV6tIE8sArt5FxA7AocCwjtAWwIMjYvv+q9KI2B/YkeH3oiXAS12KPlGeCHRZDrgp8Oyea9FoOZr5A9b6Nqd89mgCRMTmwDMY3jY2A+4QETftvyqNgoj4L2BPyu9+IVsBz3RvIvXNAK4aHkxZEtjF2sH1mgxPpoTrLq4F3LrHWjRansTwQTsoKyce5rN7kyEidgRu3/HyrSmBTJPhwI24djHw2L4K0cg5gjJY28UmwAE91iIZwFXFdeg2W8Hguuv0WItGyw2Yf3nxhtYAu/RXikbMxqyE2QRwY6XJsBPlOd6udu6rEI2cXegesjYFbtRjLRotuzL/Y24bWox9DfXMAK4apinhqYs1g+s1GTb2dz3TSxUaRas24tpF2DYmxXI2ru+yvK9CNHKW072vAWWjPk2Gjfldr8XPE/XMAK4aTqN7J2g58LUea9FoOZnuIXwzyg6mmgzfALruev+bzLTDNBnOpPvnyUrWHXmp8Xc63Wc5l1J2S9dkOIXyO+9iMeXzR+qNAVw1/IhyHmcX/wJ+0mMtGi0fpNt9aBXw8cx0xmJyHEO3wZkp4A0916IRMTge6Di6zVCtBd7eb0UaFZn5d+CHdBu4W4UBfJJ8jm6rI9YC38nMf/VbjiadAVy9G5zd/GiGd6angcd41vPkyMxLgOewcNtYA1yMR4NMmm8CX2LhtrEc+DlwQo2CNDKOowzWrlzgmingrZl5Vp2SNCKeRJnpXKgfMQMcnpmr65Sk1jJzFXA4Cw/cJWWp+lOrFKWJZgBXFZn5A+DewCVceRnQ0sH375mZP6xdm9rKzHcAz6N8MK4ftmY/DM8Ebp+Z5zUoT40MBuIeDnyaErTX33hrFaW9fA040I70ZMnMpcBelMGXDfcYmaG0lWMpZ4VrgmTmH4G7Av/myn2NZZSBmYdnpo8mTJjM/BzwSEob2HA13VLKSs07Z+aZlUvTBAonG1VTRGwGHAQ8BrgX8GXgQ8DnMnOh2QyNuYi4GqVdHATsA3wKeBdlOZg3qgkWETcAngLcmRK83gG8PTP/0LIutRcRe1JmrG5BOZ7saOB9mXl+08LU1OBYwnsCj6fshH87yrFjn85MN3qdYBGxBHgo8DDgbpTl6e8FvpKZXY/Mlf5/MYCrmYjIzOx6BJUmiG1D87FtaD62Dc3HtqG52C7UikvQJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYADvW8QmRBxIxGlEXErE5UT8kohHEbFF6/Jqi4gbRsSbIuLcwdfnRsQxEXGDxqXVF7ElEY8etIfLB+3ja0QcQMTEvTcj4nYR8emIuGjw9Z8j4lkRcbXGpdUXsQMRLyDib0QsI+JCIj5MxK1bl1ZbRCyKiPtFxLcj4tLB934aEQ+NiM0al1dfxE2JeDsR5w3axr+IeBURu7QurbaIWBIRj4+I30XE0sH3vhgR+0ZEtK6vqogg4s5EnEzExUQsJeIPRDyZiG1al1dbRFw7Il4eEf+MiGWD7703Im7RurbqIjYl4hAifkjEZYP/vk/EwUQsbl1ebRFxy4h4X0ScP/j6HxHx0ojYsXVt1UVsS8TTiPjj4J5xEREnEbEXk3YPrSwys3UN46t86H0J2B1YAqzfmJcBlwN7k3lW/eLqi4gnA28CFgHrd5xXAGuBozLz3S1qqy7ixsC3gG2Brdf7SQJTwC+Ae5O5tH5xdUXEIuADwIOALbjiwOAUsAa4d2Z+r0F59UUcAJxEeR22XO8nq4GVwPuBZzIBN++IuAbwNeCmXPF9ArAUuADYJzP/Vbu2JiKeB7wcWAxsut5PllPuHY8n8+MNKqsuIm4FnE55j8x1D/0ucHBmzjQor64yEPUp4ADK67HhPXQlcA8yf9aguuoi4oHAxyivw/oTHauBVZR+yEtzAu6hRFwb+AawC7DhQMxS4J/AfmSeX7u02gaDcq8Gnkm5f64/+DBDuXcclpn/W7+6BiJuB3yV8losWe8naymvx5eAh5O5qkF1Y88A3pcyg/ktYE+u+AGwvrWUDuStyLywVmktRMTDKMFhqwUumwaOyMxP1amqkYgdgN8COzD/KpQVwI+BfcY9aEXEu4BHsXDbWAbcMTN/W6eqRiJuT+ksDXufvIXMF9cpqo2I2BT4CfBfXHHAbn2rgbOB3XLcB6vKAOYxLNw2ZoAHkfmlOkW1EWW2/9fA1bjiwPb6ZoDTM/O+tepqJuJTwP1YuG1cDtyGzL/UKaqNiNgP+CJXHLzc0BTw8sw8pk5VjURsCfwSuCFXDJvrWwWcRWkby2uV1kJEvAA4miuGzQ1NA/fKzG/XqaqRMgl0BlcelFnfNHASmY+sU9RkmbhlrhXdjTLzvdAy802A7YCn1iiolcEM53Es3Dlg8PPjBtePs6dTZr4Xev9tDtwG2L9KRY1ExPWBxzC8bSwBXtN7Qe29mW7vk6OI2L5CPS09ANiV+cM3lE7lNYHDq1TUSsTmwOsZ3ja2BN42AUsHX0CZ9V7o37klsG+UWZ7xFXFL4P50u4e+tP+CmnsrC4dvKK/FKyJioSA2Dg4Ddmb+8A1l9vM6wEOqVNRIlBWpL2Xh8A2Dfmj/FTX3crr1NQ4h4ub9lzN5DOD9eQ7D3+hQAvozGO/QeU8WHohY35bAgT3W0lZ53urpdHs9lgDP7beg5p7Mwp3oWQEcMNbPaEXsCty249VrgSN6rGYUPI8rLzufy1bAc8f8md9DNuLaawF79VVIa1Fm9Q7nikvw57MFcFS/FTV3JN1ei0XAg4nYtud6momI3YEbdbx8LSWgjrPn0a0fujXw/J5rae3hlN95FzeNiN36LKapsq/OIZR7wjCLgWf0Ws+EMoD353Z0CxZQQuf4BovyWnTpSDO4bs8ea2ltJ8rsdhfBeL8WAPvS/fVYAfx3f6U0twdlOWAXWwH79FjLKNiY3/WOdOtoXlXtxcJLBde3KeN937gR3TvSi4A79VjLKLgrC89wrm8lMM6zWXtSnuPtYmtg7x5raatM6txkI/4XNxvzlTP70v0zIimfx+PqFpT+VBebUu4x+g/zGfC+lN16t+ty6TLKu+GffdajkXB94Dd0H424BLhGf+VohDwUeA/l2YQuvso4LxXR+t4NPLHjtSuAFwLH9leORsgfKTsUdnEpcC/gh71Vo1GxmHIv6DrLtobyrE/XkS1ddd0F+DxlA42Ofk/m5J0e0DMDeF8izqA8w9vFNHANMruOSF2lRMQjgXfSLXcuBZ6c47qTbzl67iKGP3sz62dkju1sVkR8gLIBW5elUDOUzbbG89SAiD0oGzd2GaVfCbyVzLF9RCEi/kx5BryLy4BrZOZ49h8jnka3Z8Ch3EMPI/ML/RbVxuBYwn/TfeXM1zPz7v1V1FjE5yjPgHeZvVwO3IDM83qtqZHBBmz/S7fVIjPAKzPztf1W1VDEeZRHUro4l8yd+yynpYh4CfAiuj3+txS479huxBaxM2XjvS6vxVrKRmyH9lvU5HEJen/eRHkTD7MK+Oi4hu+Bz9J9OX5QjmAaT2WX0U9Qdm8eZimlHY2zt9J9KdSvxzZ8F2cA53S8di3wrh5rGQVvpuxWPMwK4F1jG76Lj9P983oVcGqPtTSVmZcCX6DbZN1SSjsaZ8fS7X2SwLfGNXwPfIuyqLCLoBx/Oc6Ooww0DFNO1hhvx9O9H3oZ8J0ea2kr8xzg+3R7XGMS2kYTBvD+nEh5E68Zct1KytEyYyszpyn/xmGdhCngmAk4t/UNDA+daygrBsd3MALIzF8AP2L46zENjPWxW4Pj5l5A+bcuZAb48rgfJwR8lPJaDOskrATe3n85DWVeAryX4W1jCngFmV0G+K7KXkWZzV3IKsoRdV/pv5ymvg2cSXkfLGQ5ZefjsTUYhHsxw98n08Anc7wHI6DcM4Z9tubgmvf3X047WULnCQwfkJgGXjwBZ8S/lOGvxUrgD5Swrv8wA3hfyoz2PsD5zN1RWEXpLD2AzD/XLK2R/6HMhM8XwqcogxavrFZRK5lnAgdR/s1zbbq1nNJu9hnzlRGzHgj8nrk7TWsH339mZp5WtaoWMk8CXsb8wXOKMlP+iJpltTA413sfyiMbc91DV1JmOA/MzLNr1tbIsymP/i90D30/8LZqFTUyGLg7jPI+mWuwYQb4F3C3zBw2CH7VVoLCgcBfmfseumbw/SPIHPvHvzPzg6xbFTDfPfQ7wJNq1tVE5oWUI3EvY+4BmhWUgf79yby4YmWtPJ4SJue6hybrJoE+UrWqFjK/R9laZJq5JwqnKcvU78n4D0Y0YQDvU5mhuhXwauBCSqdgevDf8cCtyfx6uwLrGYxMP4ZyFMQPWBc8Vw2+Pgw4fMyXka5TwuStKe1gtk3MUNrJK4FbkvnXdgXWk5mXUXYqPorSiZwddFhBWQGwd2a+r1F59WUeAxwAfJHSaZoa/PknyhF2+1FWlYy9zPw9cEvKCppLWTdiv4yyr8StMvMHbaqrrMxqHwI8ljIIMzuIuwr4JnAImc+clM5SZv4vZdfrj1EGaGbfE+dSZnd2H8x6jb/MCyi7Nr+QMvCwgvJ6LAc+BdyRzE+2K7CuzDwauB9wGuveJwC/poSO+2TmsBUD4yHzDMo+v28BLmddX+PywfduSRnQGntZJjQOpAy+/IZ1gxKrKIOb983MlzUqr77Mj1FO2DiBdfeMFZQ9oV8A7EnmRe0KHG9uwlZLORLimpTNKc9nUm7+84iI7Sgd6qsNAtjkitiMslHKauACxn3GZgGDs5x3oKwAWJITEjTnFbEE2B6YmvQPwohYTLmHngNslpldj2wbT2Uzsm2BSyirBSZWlM0trwn8A1g0MQO5cyn30GtSNqm7YLDvyMSKiK0ph4n8PTPH+Zit4co9dHZTtvMn4FGVBUXENSgrrLbJzK57B4yniC0pfa8VlPuG4bBnBnA1ExE58R+ImpNtQ/OxbWg+tg3Nx7ahudgu1IpL0CVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoWty5AEyjipsDBbyh/fz5wEplnti1KzUUEcGfgbq8vXz8N+BSZFzatS81FxKbA/YDbDr5+OPDZzFzetDA1FxHbAg8Bdh18fQBwWmaubVqYmouI6wIPBq49+PrWmfnLtlVpJETcBrjPoB96FHACmf9qW5QmSWRm6xo0KSKuD3yc0oleDGwKrATWAGcAh5H5j3YFqpmIvYEPAdcEtqKszpkBAjgReCKZ083qUzMR8Xjg9ZR7xtaUNrF08OdrgdemH2QTZzAocwzweGAtsGTwo6XAFPDEzDylUXlqKCK2Bz4C7E+5T2w++NE08GfgsMz8baPy1FLEbsAngBtR2sUiYAWQwGnAo8m8uF2BmhQGcNVRwvfPgKtRbngbWgNcAuxhCJ8wEXcDTqEE77ksB34D3BVnPCdKRLwQOJr528YU8JHMfEq9qtRaRCyi3DP2Zf62MQ08LjM/WasutRcR16AM6O8EbDbHJQksA+6Smb+qWZsai9gd+A5lsC7muGIlcDalH3pJxco0gQzgqiPiu8AdmTt8z1oDfI/MfeoUpeYitgD+DWw35MoZ4A1kvrz3mjQSIuJWwI+BLYdcOgUclJmn9V+VRkFEHAEcx7pZ7/nMANdLH2OZGBHxceBBzB2+ZyXwV+DGrp6ZEOURt78C12Pu8D1rJeXRt0dXqUsTy03Y1L+ImwB7sHD4ZvDz2xOxa/9FaUQ8iOHtAkoIewZl2akmwzMpj6kMsxXw3H5L0aiI0pF+AcPD96wjeixHIyQirg4czMLhG0oAuxZlzxFNhn2A7Vk4fENpO4cSMWxSQPr/xQCuGh5I97YWg+s1GR5Dea63izJAo0lxKN02Cg1g/4gY1unWeLgBsEvHa7ek3GM0Ge4FrOp47RLgsB5r0Wg5jO6DdquBe/ZYi2QAVxXXYPiI9KzNB9drMmzM7zqBq/dViEbOfM/2zmUNsE1fhWikXI3uIQuGP96i8XE1up/uE5RNPzUZrsXw2e9ZiyhtSeqNAVw1XEh5rqaLFcBFPdai0bIxz2YG4O6kk2NqI65dBFzeVyEaKZfQ7dGEWZf2VIdGzyWU2csu1gLn91iLRsu/KYP4XcxuCiz1xgCuGk6mfNh1kcBJPdai0fJByrFBXayibMqlyXAC3TrTSTn3eWNmRXXV9Xfgnx2vnQY+0GMtGi1fpvvgzAzlWFRNhk/QfVB3MXBqj7VIBnBVkHkW8COGd6ZXAz8g86/9F6URcRJltHmYGeA4MrvObuiq7y10W2o8Dbyh31I0Kga7Vr+Wbp3poAzyaQJk5qWUgbthK+4SOAf4Qd81aWR8h7LiYdgs+Argk2S6okq9MoCrlkew8PKw1ZTlxY+sVpHay1wBHEQJUfOZAX4BvL5CRRoRmfk74CUs3DamgPdl5jfqVKUR8RHgNIbfNx6VmT7SNFmOpKyQmC+Er6WsujrII8gmSPldP4ByBvx8v/cVwD+AZ9UqS5PLAK46Mv8F3JYyCrmccqNj8PflwLeB25B5dpsC1Uzmt4C7A3+kBKrVg0/HKUrb+DiwP5ld9xHQmMjMNwFPpuwVsJTSec7B3y8HXgoc1axANZGZa4FDgHdQQvj6nepllAB2SGae2KZCtTKYBb8d8CXK58fMej+eAc4A7jAY4NMkyfwNcEdKG5hh3SDNDKWtfBG4vbPfqiEcAFR1ETcEDnolvPklpfN8Mpl/a1yVRkHE7YG7vQJe8zJ4AvAZSodKEywiFlGOGNqdMnD8e+B/00GZiRcRSyhh/EbAy4D9gG85u6mIuDbwIMoO2C8BbmnwFgARtwTu80p4/UvgacCJZJ7XuixNDgO4momIzMyux0Jogtg2JG0s7xuaj21Dc7FdqBWXoEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUsbl3AxIhYDOwCLALOJXOmcUVNRcQOs39m5oWt62kpIrYEdgLWAGdn5urGJTUTEQHsPPj7tpl5eeOSmoqIqwHXBKaAczMz21akkRFxLWA74CIyL25dTksRsQS49uDvizJzTeOS2onYhNLX2Aw4j8xljStqKiKuDuzQuo6RELE5g89X4GwyV7Ysp6VBX2PHwd+vnpmXNC6prYhtKK/HcuAcMtc2rmjsOQPet4gdiHgVcAHwW+CXwEVEfJCIm7Utrq4oDo2IM4CzB98+OyJ+Nvh+tKyvtoi4eUR8CLiI0i5+B1wQEa+cHaCYFBGxVUQcCfwTOHPw7Qsi4vMRcaeGpTUREftGxFeB84AzgLOAsyLiiRGxWdvq1EzEJkQ8gojfAP+gtI1zifg+Efdj8u6h/x0Rn6TcQ38x+Pa/I+LFg8GryRGxDRHPA84B/kh5PS4k4jNE3LZpbQ1ExIER8W3g35T3CRHxh4g4PMqEyOSIuB4RbwUuBH49+O8iIo4l4jpti6srIhZHxBGU98jfBt/+d0R8MyIOaFdZIxF7EnESJaP8HPgTcDYRzyVi67bFjbdwQqVHETcGvkeZpdh8g5+uBlYAh5D5ldql1RZlVP7jwP2AJXNcMgX8L/DInICRt4i4J3AipV1s2BlYAVwG3Dkz/1y7ttoGMxTfBm4EbLXBjxOYAZ6Xme+oXVsLEfFi4EXAlsCGgWqKMpB3t5zwma2JE7EpcDKwL/PfQz8KPIUJ+GCPiAcBH6bcQxdt8OPllA7lXpn5r9q1VRexI6WvsTPlvrG+tZTX48lkfqR2abUNBvLfCDyJ+d8nPwbulZkratbWRMTtga9R2sWmG/x0JeXz9W5k/qx2abVFxBbAqcCezN823paZL6xaWCsRhwNvB7bgyhOyM8C/gLuQeX7t0iaBAbwv5Y1+FmVZ3EIrDaaB25D5pyp1NRIRrwaOZO6b3qwp4C2ZeXSdqtqIsvLhDK4cNte3FjgX2HXcOwkR8R3gdlx5kGp908DBOeaDVRFxKPAhFm4by4GvZeb9qxSl0RDxTuDRLNw2poCXkvnmOkW1EWVG9zss/Fqspsxw3Xysl6SXwPkL4L+4csBa3wxwdzK/X6OsViLiCcCxLNw2ZoDPZuYj61TVSHlM5U+USaCFXArchDF/HDAiPgEcxJUHqdY3DTw9Mz9QpahWIu5KGYxY6H2yCvgNsMckDOrW5hL0/hwKbMPw13gz4Ln9l9PO4Pm8Z7Jw+Gbw82dGxEI3hHHwPBYOm1DazXbAg/ovp52I2AO4LcNfj62AV/VfUTuDmZvXsvAHIpTR6rtHxK79V6WREHEN4HCGt40lwNGD2fJx9hLK+2AhiynPNN6r/3Ka2peyemjY73wL4BW9V9PQYKXd/zD8fbIlcGhE7NR/VU09keGfrQyueVzPtTQVZan9A1k4fENpO68ctKVx1uV9silwE+Au/Zczeca9gbV0FCWAD7MYOGwwYz6uDqHM6HaRg+vH0mAJ1MO48pLJuWwNPLvfipp7Gt06CAC3jIib9FlMY3sw2Eiqg8XAk3usRaPl4XS/hy5mjEPn4JGVe9Gt/7IN5bN4nD2T4YPbUB5nuQvjHTr3Y3iomJXAY3usZRQ8neEDVVBC6ZE919LaEVz5ka75bAPs3WMtbUXsAtyx49WzE2j6DzOA9+eGG3FtMtiNcUzdjBImu9iaMuI2rnaie0cayszGONuNboMRUJ5Xu3GPtbR2U7q3jU2B/+6xFo2W3egeLDZnvO+h16Psk9HVTfsqZETcgu7BYgUb1ze5qrkJ3U/32YLyvhpPZRXMxmzmuiMRXT+Lr4r+m+6D/Zsw3vfQXel+Dw3KPUb/YT4D3peIi4Grd7l0mpIqzu21IElj5kuZeZ/WRaiCiLcDT+1y6XLg+cBbey1Io+J3lIe/u7gMuAfwk/7K0YjYhPIAb9dZtjV4LvGkuBPwJeBq3f8nvyFzfAerGvH91p8fAQfSYWR6K7jwHLg2Y7pRTETcCziBbrPgS4FDx3WzrSgjzOcB23e4PIFTM/Pe/VbVTkS8hrJEtMvI9HLgepl5Qb9VtRERN6T0p7ssGZwGTu+3Io2Q7wKPosNjTVvA1HFw9+Myf9h/WfUNHuO5gG6fJ2uAT2XmI/qtqqGId1GW1w597n87mPkx7Ejm0v4Lqy8idgN+SLfVIsuAZ2bm8f1W1VDE74Gbd7l0EfwmxzhkDTbnexPd7hszwJ6Z+bt+q2okYjvK8Xxd+horgW/2Ws+Ecgl6f46h7Eg7zHLgreMavge+QgkMXUxRjswYS4PdeN9G+b0PM0U5TmWcvZMy0DDMWuDL4xq+ATLzr5TjcbrYBBjvXVq1vpPo9j6BspjqRz3W0lRmLgeOp3QMh1kBjPWO8MBxlB3fh1kNfGJcwzdAZv4a6Hp05ybAJ3ssZxS8njLQMMyywbXj7BN0f9zt92MbvgEyL6NMinXJHWtwQVUvDOD9OR34KQsHrTXAJcBYn288ONf7qQwP4dPAUyfgHPC3UY79WOjmt5yyUvCbFeppZnBG73sZPlg1TTkbe9wdxfD3yRTwhsy8pEI9GgWZK+nWNqaBp07AkTGvp6yWWujfOQN8NTPPqFNSI5l/AE5k4baRlJD1yio1tfU0yu9+IdPAizOz68TAVdWngH9SVqPPZxXluL7P1CiolcxcRjk9ocs99Bn9V9Tcyyl9iYXuodPAp8k8s0pFE8YA3pfSAbof8APKB9+GjXwZcDZwZzIvrlxddZl5IuWmNsOVByVWDL7/tMw8qXZttWX5fe8FnEPpRF7hx5S28X3gfjn+HWkoweITlJv9hjM5U5TBintk6WiOtcz8GeW+sZQrdxRWU94n76J8eGqSlKWyR1PawIYb6MxQ2stjyPxq7dJqy8xzgbsC53PlGb61rFtJ9dDKpbVyBHAK5d+94cDuMuAiYF8y/167sNoy8zvAQyjvhw2D+KrB916bmW+pXFp9ZbXIPsAfuXJfg8H3fg/sR+bGbGx4VfVm4A2UNrDhoMQ05f1zaGZ+r3Zh1ZUVd/sCF3Ple+gayutxMvD4uoVNDjdh61s523cfylnft6csgfkz5VmUkwczGxNjcBbjkyjPM14X+AfwUeBdmXl2y9pqi4jNgIMpR43tSrnp/Ziy7PxbExK+/09E7E4J4wdQTgX4A2Xp08dyjJdNzmVw1NKjgacA16QMWp0CvCUzf9+yNjUWcQPKLN9DKUfEXEp5HOG9ZJ7XrrD6ImJL4FDKfeN6lI1PT6bcQ384afdQIm5H+TzZj/JM+NnAscCnGP/Z3iuIiB0oZ1s/HrgGZc+ptwJvy8yuy9THQ9l75l6UfugtB9/9DeV9cuqYPwJ5JYPjTJ9BOfJ2J+AvwHuA4zPzopa1VRexhHI07jOBnSkDE6cDbyLzpw0rG3sGcDUTEZmZXY9P0QSxbUjaWN43NB/bhuZiu1ArLkGXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVx1RWxBxCOJOP0X5euvE/EIIrZoXJlai9iBiOcT8YOfl68/R8Q9iPA+NekibkLEW4j4KRFnEPF+Iv67dVlqLCKI2IuITxLx8x+V772KiF1al6bGIhYTcTARpxLxy2+X7z2JiG1al6a2ImLbiHhKRHxn8PWXI+KgiFjcujZNjsjM1jVoUkTcHfgsZeBn6/V+shRYCxxM5uktSlNjEUcBr6a0g60G301gCjgPOIDMvzSqTq1EbAZ8ADiEct/YbPCT1cAq4DvAIWQua1Ogmom4FnAqcFNgS9ZNKCwHAngr8AIy17YpUM1E3Bb4MqVdrB+4pyht43AyT2hRmtqKiIcB76f0L5as96OlwDRwz8z8RYPSNGEM4Koj4q6UztJWC1w1DRxI5nfrFKWREPEs4FXM3zbWABcDtybz3Gp1qa2IAE4G7sH8bWM58AtgbzJXVapMrUVsC/wcuC6w6TxXTQPvJfNZ1epSexG3AH7IFYP3hqaBR5J5Up2iNAoi4lDgQ8z/eZLAMuAOmfn7WnVpMhnA1b/Skf4zcKMOV/8ZuCk2zMkQsT3wL2DYIwirgQ+T+bj+i9JIiLgb8DmuuFpmLlPAk8j8WO81aTREvAx4AcPvGzOUgbsz+y9KIyHiW8BdKTPdC7kUuJYDd5MhymqqC4Bth1yawDcy8279V6VJ5rOVqmEvYMeO1+4E3LHHWjRajqAsOx9mMXDYYOZLk+G5XHGJ4HyWUMKYJkF5TvMZDA/fUO4bR/ZbkEZGxA2B2zM8fAMsAg7qtR6NkoPp1i4C2Csirt9zPZpwBnDVsB/lWawutgD277EWjZb7s/BjCetbCezZYy0aLXvTrcMEcHMiut5jdNV2Y9btBTDMpsC9e6xFo2VfyiNLXWyDbWOS3IeFH0tY32pgnx5rkQzgqmIrure1RXQP67rq29jftbvlT475nu2dyxpsG5NiC7qtmpm1eV+FaORswcb1a7ussNF4GPYo0/o2wc8T9cwArhr+Sdn0pIvpwfWaDH+lPHPVxWLK8+KaDBduxLVrgMv7KkQj5Vw2LlSf3VchGjn/opyO0MUqyp4zmgxn0r1trMa+hnpmAFcNJ9C9rW0yuF6T4Z2UTbS6OBf4dY+1aLS8i7KJ1jCrgY+T2XXpqa7KMs+j7HLdxVLguB6r0Wj5Ct0HdFdTjjjUZDie8jvvYg3wtR5rkQzgqiDzIuCTDO9MzwCfIPOS/ovSiPgGcA7Dn9ubAl7h7vgT5T10e55zJfDmnmvRaHklw1dVJeWYuhP7L0cjIXMlcCzD28YK4HtkOgM+ITLzj8CPKJ8XC5kC3pTujq+eGcBVy1OBXzF/CJ+hnOf71FoFaQSUQH0gcBHzLw+booxef7xWWRoBZabzIEpner6BlxngCDyzdbJkfh14BfMHrdlHEu5O5opqdWkUvIoyeznfyqoVwN+BB1erSKPiEOAflDYwlynKKorXVqtIE8sArjoyZyi7Sr6WEraWXlp+cjnlWc/XAPuSubxNgWom82/ArYEPUjrUl11afjIF/Al4AplHOvs9gUrQ2gv4MqXTNNs2lgPfBu5B5qcaVaeWMt8APAT4OVe8bywHPg3clsxfNapOrZRHUQ4GXkh5/n8ZcNll5aeXA28F9nSl3eTJzIuBPYC3Ux5Pmd03ZBnlme/nA4dm5sZs8ij9Pwn7tKqunOO6573gB1+GOwE/8flNARCxNbDnPeEbp8JuwG8N3gIg4trALe8Bp30Nrk/mP1qXpBERcVPghvvDqafDNQxXAiAigNsC17oLfOm7sIUrIgQQEZtTzoz/NiWU/zzta6giA7iaiYjMzK7n/GqC2DY0H9uG5mPb0HxsG5qL7UKtuARdkiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqYHHrAiZGxI2BPYFFwJnAT8jMtkW1ERFLgP0Hf78f8PXMnG5bVRsREcDtgJsAa4CfZuaf21bVTkRcG7jL4O/7Ad/OzDVtq2ojIhYD+wE7AVPANzPzorZVtRMR/wXsPvj7bTLz520raicitqW0je2AC4HTM3N526raGNxD7wTcaPD19TPz722raicirgPsBWwG/B34XmaubVtVGxGxGaWvca3B11fLzEubFtVSxG7AboOvfkXmb1qW01JEXB3Yd/D3A4FvZObKpkW1ErEJpd91fWA58H0yz25b1PiLCc2A9UTcHjgWuC2wavDdTYB/Ay8k8zOtSqstIrYBXgscDqwGtgUupwwEfRB4QWYua1dhXRHxYMrrsSMw20HaFPgZ8KzM/Emr2mqLiBtR3icHUN4n2wBLKR8GrwWOm5RO5CB4Px94NmXAbhNK+9gMOAU4KifowzEi9gbeDNyCct/YBpgG/gE8NzO/0LC8qgadxjcCh1HeJ7NtI4D3AC+ZpCAeEY8BXglcDUhK21gO/AB4Zmb+qllxlUXEzYHjgL2BlZQ2AbAMeAXw3pyQDt8geL8MeNrgW5sAW1PaxomUe+gFjcqrL+IA4BhgV8pAP5TPlj8DzybztFal1RYR16J8nhxCeZ/M9kMTeBvwP5m5av7/hzFSBi+fBLwUWEK5Z8z2Nb4JPJPMPzarb8wZwPtURtVOAraa54pp4NVkvqZeUW1ExHbAD4EbAFvMccly4C/AnTLz8oqlNRERLwZexMJt44GZ+dV6VbUREbcAvk/pPM/1WMwUJXg+fNw7kIPw/XlKJ3qutrEauBS4fWb+tWJpTUTEwcDHgC3nuWQGeE5mvrNeVW1ExA7AT4CdKR2kDc0AvwX2zsyZmrW1EBHHAE9m7vdJUu6hB2bm96oW1kBE7AF8gxIyY45LpijvoydPwD10c+A0YA/mvm+sAi4A9szMc2vW1kQZpHonC99Dn0Dmx6rV1EhE7AL8FNieMtmxoWnKPfaAsZ8NL+H7fcBDKeF7Q2sp9419mODVZn0ygPeldJb+xtwNe33TwL3I/HbvNTUUEScC9wU2X+Cy5cDnM/PBdapqIyL2Bb7I/OF71hRw/XFedhwRiyjvk12Yu+M4a4oStN5do65WOgzMQJnB+CNwq3HuTEfEdYE/MPx9Mg3cZdyXpEfEacBdmTt8z5oBPpqZT6xTVRsRcX/gEwz/fL0M2CUzp/qvqo1B4DybEioWMgU8LjM/1X9V7UTEmygDM/MFTigh/GeZeac6VTVSVkX8jG730N3JPLP/otqJiJ9QHmNa6PHbaeBtmfmCKkW1EvEI4N0sfA9NyiNOuzApqwIqchO2/hzBwoFi1pbAC3uupanBc733YeHwDWVm/H6DJULj7IUs3DmYFcBje66ltQMpz7EOe68sAV40eN5zLA1mv5/N8M7SIsqzWnfsvai2nkr5tw6zOfCcnmtpKiJ2Be7MwuEbyn3lkYNnxMfZ0QwP31Daz8N6rqW1gxneLqC8Xkf3XEtTEbEl8ASGf75uCtw6Im7Vf1VNPYtubWNT4Miea2kqIm5NeYxp2N5XWwFPGQxsjbMu99Cg9MsP6r2aCWQA788TGd6RhtLA96c8Hz2uDt2Ia9cCYzsDPugY70u3wZmtKO1onD2RsvS8i6tT9lIYV/vQLXBC6WA+vsdaRsERDB+0g/KaPWgwgDGuHk73z+s1wAN6rKWpiNiZdRtJDbM18JQeyxkFT6H7PfRGUTaEHVf3Yt1+KsNsCjy6x1pGwSPottnyJLwWh9Pt8wTKzO+BPdbSVsTNgOt2vHobxv8e2oQBvD87bMS1qxi+fOyqbGfmfu57LltRdn0eV9ekbPzR1ca0o6uirh8CUILFtfsqZATsRLeBGSj37uv1WMsouNpGXj/Os77Xo9tMFpRO5ji/T3Zk4+6hO/ZVyIjYmM/LlYx327g2cz/bO5fFlJVE46nM4HbtdwEsYbwHMW9A9wHuxYz3+2Qn1m0K3cXOfRUyyXwGvC8R51PC1lDLKb2rydmSU5IkSX1ZRfezhlfRfYRPV217Al9no0asf07mOK8+bGKcR7taO4WypGfoa7wF/Ol8uPm4ngseEbcFvkO3JfnTwJ0z8xe9FtXI4BnmPwFdlgGuBj6YmU/ot6p2IuJpwOvo9jznFHCtcT0zPiKuQdlMqcusxVLgSZn5iX6raiciTqIspe6yUusnmXn7nktqJiL2o3ymbN3h8uWUDfrO6reqNqKcWXs23WaoVgBvGecNlSLiJXTfV+QSyj10db9VtTHY5frPdL+HPiwzv9hvVQ1FfIPBWddD5KZwWmYe0HNFzUTEA4CP0u1xjeXADTPz3/1W1Ug5pu98yv47w8wAJ/Rb0GRyCXp/3kK3JR5TwBvGNXwDZOYZwF8pz9UseClw1riGb4DBrtWvp/zeh1lFOdd1nH2EbsuuV1IGI8YyfANk5sXA5ygDL0MvBz7ba0HtHUP58B+m3EPH2zeBiztctxb46biGb4DMXAu8iTJYO/RyyhFM4+y9dLuHLqfs7jyW4RsgM8+mvFfWDLkUyr3l1F4Lau8NlHPgh5kG3thzLa19kW6PrqyhDEaMZ/gGKEesvZNyTxgmgPf3W9BkMoD3JfM3wLtYOGjNAL+ghJBx90iGh84p4FEVamntw8AvWfjmNwW8IzN/W6ekNgZnvj+ZhTvTq4B/Ay+rUlRbR1GC1kIdyBng0Zm5ok5JzfwA+DQLt40Z4NvAyVUqamQwcHcYC78WSelsH1GlqLbeQZnpXOg9MA28KjP/UaekNjLzPOB5LNw2VgB/Z/xDFpTPk8tZeDO2GeDhmdklqF+VnQp8hYXbxjTwBcrZ6WNrMPA07B66lnJ04dOqFNXW64B/svCgxDTwbDIvrFPSZDGA9+s5lFmc5VzxTb9y8L0vA/eYhPP1Bmf07gecQ1n69X8/Gnx9DrDvOM9+z8ry+74H5fe/nCveAKcH3zuG0qkae5n5Ecpu6Mu44mj9GsrrcQZw+8EM8VjLzHOB2wG/owzCrN+JXErpWD4sMz9Xv7q6BqHz8ZSzSpdzxdnw5YP/TgQOmoCONJn5PeCelO1CNryHLqMErL0y808NyqsqM2coZ6J/i9Iu1v8MnRp87yWZ+eoG5VWXmW+jHGE4zRXvoaspr8UPgTtlZpfZ0Ku0zPwbcAfgLMprsf7Ku6WUAc4HZOZYB06AwcrKhwIfpwzCrD/oP3sP/TDw8HFehTkrM79KObbvEq54D11LaStnUvoaf29QXl1l8uNOwI8o9431V8YsG3zvSDLHfQVRM27CVkN5tvMxlAC6mDL7+R4y/9qyrBYGz+8dQJkRP4zywfBR4GuDpYUTJSJuRAmf/025AZ4OfCgzL2laWAODM1wfCtwPeCBlBcl7J2FQZkODvQJuBzyOsnvr5ZQl5ydNwMz3lUTENSmvxZ2B+wCvBt6dmf9qWlgDEbGI8ho8jHJ6xrnAh4Bv5gR+oEc5UueJlDN+D6TMXn10sLpmokTE1pTP1XtTnoP+I/CezPxd08IaGNxD7wI8FtiFMuj9IOCUnIBJjyuJ2IlyRvrsXhk/At7LOC+1nkdEbErZX+TBlGNyPzD47/uTeA8l4laUe+hNKIMyXwQ+QWaXRyX1/8gArmYiIjOz67FLmiC2Dc3HtqH52DY0H9uG5mK7UCsuQZckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXHVF3IqIDxBx+ery9eVEHE/ErVqXpoYigoi7E/FVImZWle+dR8T/ELFT6/LUUMTmRDyCiF8RsXJl+d6ZRDyRiK1bl6eGIrYn4nlE/JOI1cvL975HxAOIWNS6PDUUsSsRbyHiEiLWLCvf+wwRd2xdmtqKiDtFxIkRMTX4+uKIODYibtS6Nk2OyMzWNWhSRLwQeAmwKbB4vZ+sBlYBryDz9S1KU0MRmwEnAHcHtgJivZ8uB9YAB5P51QbVqaWIawPfAnYGNgzbU8DlwN5k/rl2aWos4nbA1yifJ1tt8NNlwK+Ae5K5tHZpaiziUcC7Kf2MTdf7yVrKZ8oHgGdgB3iiREQA7wQeBWzBFSchV1L6Gk/IzI81KE8TxgCuOiIeBxzHlTtK65umfCgeX6cojYSIjwEPZHjbuAuZP69TlJqL2Bz4JbArVxywW99a4ALgv8i8pFZpaizihsAvgG0XuGoF8ANgf4PWBIm4N/AZFv48mQLeRObL6hSlURARrwGOZOG2MQM8MDO/UqcqTSoDuPoXsSlwHnD1DldfDOxI5up+i9JIiNgV+A1lNHohCXyVzHv2X5RGQsTDKbNYw5aZzwAvJ/MN/RelkRDxPuAxzD8wM2sKOJDM7/Vek9orM5x/BG7S4eoZ4NpkXt5vURoFEXF14ByG9zUAfp+Zt+i5JE04nwFXDfdleEdp1qbAfXqsRaPlaUCXZzUD2IeIXXquR6PjuQwP3wBbAs8adL417iKWAA+n22fKlsBR/RakEbIn5XGVLtYCj+yxFo2WR1F+511cPyJu22cxkgFcNewObNPx2q0H12sy7MUVn9FbyArglj3WotFy8424dnu6hXVd9d2QsmdIF5tQQpkmw+5ccQ+RhSwB7tRfKRoxd2bhpefrS+DWPdYiGcBVRVBuaF3ZLifHxs5a2jYmh21Dc9nY37PtYnLYNjQfP080UmxgquF3lF1pu1g2uF6T4QzKLvhdbA78ocdaNFr+shHXLqXsiK7x9zdgs47XJvDr/krRiPkt3ZcZTwM/67EWjZafUp777yKxH6qeGcBVw8kbcW0Cn+upDo2et9F9OelPyPxbj7VotBxDt4G75cBb3el6QpRNsz5LOTJomLLbtSbF9ygbuXaxCfCh/krRiPkg3WfBzwd+2GMtkgFcFWSuAF5J6QwtZAr4n8H1mgSZvwVOp4SohcwAL+q/II2QTwKXMXxGawZ4V//laIS8mrInxEJWAX+m3F80Ccog3PMps9sLmQbeT+ZF/RelUZCZ51NCeJe28fx0QFc9M4CrlmOA4ykhe8MbWw6+/z7gzZXrUnsPoSwFnGuAZjXlA/GxZH63alVqK3Ma2Bv4N3N3mmaASyjnPJ9fszQ1lvl74AGUFRIr57hiCjgTuIcrIyZM5qeAl1HuGXMN3i0Dvgg8q2ZZGgnPAE5l7pVVayht5ujMPLFqVZpIBnDVkZlkHgncj3IDXE3pOK0efH1fMp9lZ2kCZU4B+wGPB35F6TStogSsDwJ7DDpVmjSZfwFuARxNOcN1NaVtXAS8Hrg5mb9oVp/ayTwNuBXwdkqHehWlE/1n4JnAnmRe2Kw+tZN5DLAvcCKln7GS0ja+AxwGPITMrnuPaExk+Z0fSjnG8LuUvsZs+/gMsHdmHtuuQk2SMO+oiYjFlGODlvlBqCuI2BzYAlhKZtcNdTTuyjnfW1IGjqccrNP/KW1jG2AVmV03WtIkiFhEaRvTZM61WkITKiI2oxxNtjQzu+wpIf3HGMAlSZIkSarAJeiSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKvj/AAwl2BF9xuwEAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "a16ecc13-bb1b-41d1-96b9-79e6bc859295", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.2300\n", + "Average post-processed IS size: 42.1064\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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Q7QuJiIg/6+V7JKOAu2r7i6nuMFoxUN5R5bN4gPQXkHQMcAzANttkefmIiE5ZZ94jsX0G1fryTJgwIWMoEREd0uoYyX217VUaI6GaHXjr2v5oWp8xeLC8S8r2qpQZEREd0MsxkjnAeEljJW0ITKJa870Vs4G3SnppGWR/KzDb9j3Ao5J2kySq9eR/2I3GR0TEwNoOJJJeL+nbkuaWz/m19UoGZXsZcCxVULgNuNj2fElTJO1fyt5Z0mLgYOCbkuaXvA8Cn6EKRnOAKSUN4APAWVRryd8BXNbuNUVExKpra812SYdTPRl1BdU7GwC7AddLOtL2BSvKb3tWLV9f2gm17Tk8v6uqft45wDkDpM8FdmzjMiIiooPaCiTAKcCnbH+2nijpeOBkYIWBJCIi1j7tdm2NBC4eIP2/gC2aNyciIoaadgPJT4E3D5D+ZuCqpo2JiIihp91JGy8DPidpAnBtSdsNOBA4seOti4iINd6qTtr43FviNV8Fvta4RRERMaS0tbBVREREfwkSERHRSLuP/1LeLN8H2AbYsH7M9pQOtSsiIoaIdl9I3A2YCTxF9SjwEmDLsr8ISCCJiFjHtNu19XngQqqp2p8E9qC6M5kLnNrZpkVExFDQbiB5DfCfZRGpZ4Hhtu8FjiOP/0ZErJPaDSRP17bvBbYt248DW3WkRRERMaS0O9h+I7Az8BvgSuBkSS8H/hG4qbNNi4iIoaDdO5JPAHeX7U8CS6leRHwpL3xBMSIi1gFt3ZGUKdv7tpdSPQYcERHrsLbfIwGQ9Crgr8vurbYXdq5JERExlLT7HsnmwNnA/sDyPyfrUuA9th/ocPsiImIN1+4YyVnAOOCNwEblszswFjizs02LiIihoN2urbcBe9r+RS3tGknvA37cuWZFRMRQ0e4dyVLgjwOk/wlIt1ZExDqo3UAyBfiSpFF9CWX7i2SerYiIdVIrKyTeDLiWNBZYJGlJ2e+bd2sLqjGUFZW1N/BlYBhwlu2p/Y4PB74NvIHqDudQ24skHQ58rHbqa4DX254n6UqqiSOfKMfeavu+lV1XRER0xqqukNg2ScOA04G9gMXAHEkzbN9aO+0o4CHb4yRNopoI8lDbF1JNFomkVwM/sD2vlu/w+jsuserGTJ7ZtbIXTd23a2XHuiP/Rtc8rayQeFKH6toFWND3zomkacBEoB5IJvLnyR+nA/8pSWWSyD6HAdM61KaIiGhoVV9I3APYnqrLa77tK1vINgq4q7a/GNh1sHNsL5P0CLA5cH/tnEOpAk7dtyQ9C1wCnNwv8PS1+bl15rfZZpsWmhsREa1o94XEUcD3qcYw+ubc2krSXOD/2L570MwdIGlX4E+2b6klH257iaSXUAWSd1KNszyP7TOAMwAmTJjwgkATERGrpt2ntr5CtQ7JONtb294aGF/SvrKSvEuArWv7o0vagOdIWh/YlOc/VjwJ+G49g+0l5c/HgO9QdaFFRESPtBtI9gI+aPt3fQllzOND5diKzAHGSxoraUOqoDCj3zkzgCPK9kHAFX3dVJLWAw6hNj4iaX1JI8r2BsB+wC1ERETPrMoYyUDdQivtKipjHscCs6ke/z3H9nxJU4C5tmdQzeN1vqQFwINUwabP7sBd/SaIHA7MLkFkGNXb9ZmqJSKih9oNJD8BvirpMNt3AUjaBvhSObZCtmcBs/qlnVDbfhI4eJC8VwK79Uv7I9V4TURErCbtdm19CPgLYKGkOyXdCdxR0j7U6cZFRMSar907kgeoBrPfDGxX0m6znQkbIyLWUS0HkvJm+iPAa21fDlzetVZFRMSQ0XLXlu1ngTuBDbvXnIiIGGraHSP5DDC175HbiIiIdsdIPko1++8SSYvptzaJ7dd0qmERETE0tBtIplO9M6IutCUiIoaglgKJpBcBnwcOADagemfkn23fv6J8ERGx9mt1jOQk4EhgJtVcV38PfL1LbYqIiCGk1a6tA4GjbE8DkHQhcI2kYeVproiIWEe1ekeyNXB1347t64FlwFbdaFRERAwdrQaSYcDT/dKWsYoLY0VExNqj1UAg4AJJT9XSNgLOlPSnvgTb+3eycRERseZrNZCcN0DaBZ1sSEREDE0tBRLb7+52QyIiYmjKGMcabszkmV0re9HUfbtWdkSsO9qdaysiIuJ5EkgiIqKRBJKIiGgkgSQiIhpJIImIiEZ6Gkgk7S3pdkkLJE0e4PhwSReV49dJGlPSx0h6QtK88vlGLc8bJN1c8nxFUqa4j4jooZ4FkrLm++nAPsD2wGGStu932lHAQ7bHAacBp9aO3WF7p/J5fy3968DRwPjy2btb1xARES/UyzuSXYAFthfafhqYBkzsd85E/vwW/XRgzxXdYUjaEtjE9rW2DXybas2UiIjokV4GklHAXbX9xSVtwHNsLwMeATYvx8ZK+qWkqyS9sXb+4pWUCYCkYyTNlTR36dKlza4kIiKeM1QG2+8BtrH9OuAjwHckbdJOAbbPsD3B9oSRI0d2pZEREeuiXgaSJVTrmvQZXdIGPEfS+sCmwAO2n7L9AIDtG4A7gL8s549eSZkREdFFvQwkc4DxksZK2hCYBMzod84M4IiyfRBwhW1LGlkG65H0SqpB9YW27wEelbRbGUt5F/DDXlxMRERUejZpo+1lko4FZlMtlHWO7fmSpgBzbc8AzgbOl7QAeJAq2ADsDkyR9AywHHi/7QfLsQ8A5wIbA5eVT0RE9EhPZ/+1PQuY1S/thNr2k8DBA+S7BLhkkDLnAjt2tqUREdGqoTLYHhERa6gEkoiIaCSBJCIiGkkgiYiIRhJIIiKikQSSiIhoJIEkIiIaSSCJiIhGevpC4tpgzOSZXSt70dR9u1Z2RES35I4kIiIaSSCJiIhGEkgiIqKRBJKIiGgkgSQiIhpJIImIiEYSSCIiopEEkoiIaCSBJCIiGkkgiYiIRhJIIiKikQSSiIhopKeBRNLekm6XtEDS5AGOD5d0UTl+naQxJX0vSTdIurn8uUctz5WlzHnls0UPLykiYp3Xs9l/JQ0DTgf2AhYDcyTNsH1r7bSjgIdsj5M0CTgVOBS4H3iH7bsl7QjMBkbV8h1ue25PLiQiIp6nl3ckuwALbC+0/TQwDZjY75yJwHllezqwpyTZ/qXtu0v6fGBjScN70uqIiFihXgaSUcBdtf3FPP+u4nnn2F4GPAJs3u+cfwButP1ULe1bpVvrU5I0UOWSjpE0V9LcpUuXNrmOiIioGVKD7ZJ2oOruel8t+XDbrwbeWD7vHCiv7TNsT7A9YeTIkd1vbETEOqKXgWQJsHVtf3RJG/AcSesDmwIPlP3RwPeBd9m+oy+D7SXlz8eA71B1oUVERI/0MpDMAcZLGitpQ2ASMKPfOTOAI8r2QcAVti1pM2AmMNn2NX0nS1pf0oiyvQGwH3BLdy8jIiLqehZIypjHsVRPXN0GXGx7vqQpkvYvp50NbC5pAfARoO8R4WOBccAJ/R7zHQ7MlnQTMI/qjubMXl1TRET08PFfANuzgFn90k6obT8JHDxAvpOBkwcp9g2dbGNERLRnSA22R0TEmqendyQREUPRmMkzu1Luoqn7rhH1NZU7koiIaCSBJCIiGkkgiYiIRhJIIiKikQSSiIhoJIEkIiIaSSCJiIhGEkgiIqKRBJKIiGgkgSQiIhpJIImIiEYSSCIiopEEkoiIaCSBJCIiGkkgiYiIRhJIIiKikQSSiIhoJIEkIiIaSSCJiIhGehpIJO0t6XZJCyRNHuD4cEkXlePXSRpTO3Z8Sb9d0ttaLTMiIrqrZ4FE0jDgdGAfYHvgMEnb9zvtKOAh2+OA04BTS97tgUnADsDewNckDWuxzIiI6KJe3pHsAiywvdD208A0YGK/cyYC55Xt6cCeklTSp9l+yvbvgAWlvFbKjIiILpLt3lQkHQTsbfu9Zf+dwK62j62dc0s5Z3HZvwPYFTgRuNb2BSX9bOCykm2FZdbKPgY4puz+FXB7xy/yhUYA9/egntVV3+qoM/UN7fpWR52pr3O2tT2yf+L6Pap8tbN9BnBGL+uUNNf2hLW1vtVRZ+ob2vWtjjpTX/f1smtrCbB1bX90SRvwHEnrA5sCD6wgbytlRkREF/UykMwBxksaK2lDqsHzGf3OmQEcUbYPAq5w1fc2A5hUnuoaC4wHrm+xzIiI6KKedW3ZXibpWGA2MAw4x/Z8SVOAubZnAGcD50taADxIFRgo510M3AosAz5o+1mAgcrs1TW1oKddaauhvtVRZ+ob2vWtjjpTX5f1bLA9IiLWTnmzPSIiGkkgiYiIRhJIOkTSRpKul/QrSfMlnVTS95R0o6R5kv5X0rgu17dHqe8WSeeVp986pswo8EtJl5b9sWU6mwVlepsNu1zfsaUuSxrRyboGqe/CMgXPLZLOkbRBl+s7u/yd3iRpuqQXd7K+geqspX9F0uPdrk/SuZJ+V/5PzJO0U5frk6RTJP1G0m2SPtTl+q6uXdvdkn7Q5fq68h3TjgSSznkK2MP2a4GdgL0l7QZ8HTjc9k7Ad4BPdrG+v6WaGWCS7R2BO/nzU3Cd8i/AbbX9U4HTyrQ2D1FNc9PN+q4B/p7q2rqhf30XAtsBrwY2Bt7b5fr+1fZrbb8G+D3wgpdru1AnkiYAL+1CXQPWB3zM9k7lM6/L9R1J9ZrAdrb/mmoGjK7VZ/uNfdcG/AL4Xjfro3vfMS1LIOkQV/p+m9ugfFw+m5T0TYG7u1jfs8DTtn9T0i8H/qET9QFIGg3sC5xV9gXsQTWdDVRB7IBu1Qdg+5e2F3Wqjhbqm1V+1qZ65Hx0l+t7tBwTVeDq6NMwA9Wpas66zwMf72Rdg9XXTYPU90/AFNvLAWzf1+X6+o5tQvX/4wddrq8r3zHtSCDpoHLLOQ+4D7jc9nVUv8HOkrQYeCcwtVv1UX3RrV9+u4TqXZytB8m+Kr5E9WWzvOxvDjxse1nZXwyM6mJ93TZofaVL653A/3S7PknfAv5AdSf01Q7WN1idxwIzbN/T4boGqw/glNJ9d5qk4V2u71XAoZLmSrpM0vgu19fnAOAnfb8cdLG+rn3HtCqBpINsP1tuL0cDu0jaEfhX4O22RwPfAv5ft+qjmh15EnCapOuBx6juUhqTtB9wn+0bOlHeEKzva8DPbF/d7fpsvxvYiqr74tBO1DdYnZK2Ag6m8wFrRdd4PFWQ3Bl4GXBcl+sbDjxZphE5Eziny/X1OQz4bifqWkl9XfuOaZntfLrwAU4APgbcUUvbBri1i/V9tF/aW4GLO1T+56juOBZR/bb8J6rxg/uB9cs5fwPM7mJ9F9SOLwJGdPDnN2h9wKepuifW60V9tXN2By7tcp0Ple1F5bOcakbtXl3jmzt1jYPVB/waGFvOEfBID/7NjKCa3mmjLv/9zezVd8wK29brCtfWDzAS2KxsbwxcDexXvmj/sqQfBVzS5fq2KGnDgZ9QDch3+lqf+88P/BfV4D7AN4APdLO+WtoiOhhIVnB97wV+DmzcxX87bwYuLV9y40qagC8AX+j2NfZLf7wHP9Mta9f4JWBql+ubCrynlj6n2z9P4P3AeT34N7N+t75j2vmsM7P/9sCWwHll4HI9qjuBSyUdDVwiaTnVb3/v6XJ9ny+3wOsBX7d9RYfqG8xxwDRJJwO/pJrmpmvKo5sfB14B3CRplssyAl3yDaonxH5RjX/zPdtTulSXqP5ONynbv6IaKF7bXChpJNU1zqP60u2mqaXOfwUep/NP3g1kEj0Yq3A19VS3vmNalilSIiKikQy2R0REIwkkERHRSAJJREQ0kkASERGNJJBEREQjCSQRaxBJb+7WzMYR3ZJAEtGCMvX5pbX9F0n6rKop7Z+UdL+kayQdtpJyDpD0C0kPS3pc0q8l1Sfg+znVO0IPdOlSIjouLyRGrJpvAH9HNaX3LVRTsO9GNXfUgCTtSTUTwKeBd1PNg7YdtRmTbT9NNf1FxJCRO5KIVbM/8Dnbl9pe5Gp6+6/bPn0Fed4BXGf7s7Z/bfu3tv/b9nNruPTv2pK0qOz3/4wpxzeVdIak+yQ9Jumq2uzPfcfPL8eflLRQ0oe78hOJdVYCScSq+QPVYmKbtplnO0mvbSPPzlRdXX2fS6kmIby3rFkyk2rq/v2A1wE/A66QtGXJfzLVolz7AX9FNX3Gkjbqj1ipdG1FrJpjKLMfS7qZamzjh7YvX0GerwJvBOaVtSOuA35MNWPsgEvc2l7aty3pOKoZlne1/YSkPahWxxxp+4ly2qckvYNqXYr/ALYFbrR9fTnerZUlYx2WO5KIVWD7Z8ArqVbAuxj4S+BHkr65gjx/tL0vMA44CXiYamrw+ZJevqL6SnA4CfgH23eU5DcALwKWloH7x1Wtub4j1WJOUC3DeqiqdeC/IOlNq3bFEYNLIIlYRbafsX217am23wp8Cjimb/xiBfnusH1WmbX49VSLWA06y29ZIO1C4IO2r6odWg+4l+qupP7ZrrQF25dR3ZV8gWqNjJllBcaIjknXVkTn3Fr+fHEbeRZRLVA0YJ4y6P7fwJm2+0/RfyPwcmC57YWDVWD7fuB84HxJlwHflfR+20+10c6IQSWQRKwCSVdSLaM6l+qdj+2Bz1INhN82SJ4TqbqiZlGNVWwGfIgqiMwYpKpLqAbHvyjpFbX0pVTjK9cAP5T08VL3K4C9gR/bvlrSFKqAM5/q//uBwMIEkeikBJKIVTObakD7FKpA8AfgcmCK7WcHyXMV8AHgPKo7iUepvuD3L2MuA9m9/Nn/SauxthdJejvVk1lnAltQdXVdA3y7nPdUaeNY4EngWqrHkCM6JgtbRUREIxlsj4iIRhJIIiKikQSSiIhoJIEkIiIaSSCJiIhGEkgiIqKRBJKIiGgkgSQiIhr5/x7nTm3mpk84AAAAAElFTkSuQmCC\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.6200\n", + "Average post-processed IS size: 42.6250\n" + ] + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for df in [35, 37, 40]:\n", + " filename = f\"r=sqrt(sqrt(2)), df={df}e6.json\"\n", + " result_json = open_json(filename)\n", + "\n", + " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + " ind, = np.where(IS_sizes==IS_sizes.max())\n", + " n_show = min(len(ind),1)\n", + "\n", + " figure = plt.figure(figsize=(25,15))\n", + " for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "307b3f26-8dc1-437e-84ac-1a4aea803e8e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/lieb/r=sqrt(sqrt(2)), df=35e6.json b/work/lieb/r=sqrt(sqrt(2)), df=35e6.json new file mode 100644 index 00000000..2d3008ba --- /dev/null +++ b/work/lieb/r=sqrt(sqrt(2)), df=35e6.json @@ -0,0 +1,20604 @@ +{ + "measurements": [ + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 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"post_sequence": [ + 0, + 0, + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 0, + 1, + 0, + 0, + 0, + 1, + 0, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 0, + 1, + 0, + 0, + 0, + 0, + 1, + 1, + 0, + 1, + 1, + 1, + 1, + 0, + 1, + 0, + 1, + 0, + 1, + 0, + 0, + 1, + 1, + 0, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 0, + 1, + 0, + 0, + 0, + 0, + 1, + 1, + 0, + 1, + 1, + 1, + 1, + 1, + 0, + 0, + 0, + 1, + 0, + 1, + 0, + 0, + 1, + 0, + 0, + 1, + 1, + 1, + 1, + 1, + 0, + 1, + 0, + 1, + 1, + 0, + 0, + 0, + 1, + 0 + ] + } + ] +} \ No newline at end of file diff --git a/work/lieb/utils.py b/work/lieb/utils.py new file mode 100644 index 00000000..efd7f2cb --- /dev/null +++ b/work/lieb/utils.py @@ -0,0 +1,70 @@ +import numpy as np +import matplotlib.pyplot as plt + +import networkx as nx + +def postprocess_MIS(G,results): + ''' + Removes vertices that violate the independent set condition + G - networkx graph + results - an AWS AnalogHamiltonianSimulationQuantumTaskResult + + returns + data_out - a list of bitstrings which are valid independent sets of G + ''' + data_out = [] + for measurement in results["measurements"]: # For each measurement... + pre_sequence = np.array(measurement["pre_sequence"]) + post_sequence = np.array(measurement["post_sequence"]) + if np.any(pre_sequence==0): continue # skip anyshots with defects + + bitstring = post_sequence + inds = np.nonzero(bitstring==0)[0] # Find indices of IS vertices + subgraph = nx.subgraph(G,inds) # Generate a subgraph from those vertices. If the bitstring is an independent set, this subgraph has no edges. + inds2 = nx.maximal_independent_set(subgraph,seed=0) # Find the mIS of this subgraph. If there are no edges, it is the original bitstring. Else, it randomly chooses within each graph. + payload = np.ones(len(bitstring)) # Forge into the correct data structure (a list of 1s and 0s) + payload[inds2] = 0 + data_out.append(payload) + + if len(data_out) == 0: + raise ValueError("no independent sets found! increase number of shots.") + + return np.asarray(data_out) + +def analysis_MIS(graph,result_json): + ''' + Helper function to analyze a MIS result and plot data + ''' + + post_bitstrings = np.array([q["post_sequence"] for q in result_json["measurements"]]) + pp_bitstrings = postprocess_MIS(graph, result_json) + + + IS_sizes = np.sum(1-pp_bitstrings,axis=1) + unique_IS_sizes,counts = np.unique(IS_sizes,return_counts=True) + + pre_IS_sizes = np.sum(1 - post_bitstrings, axis = 1) + pre_unique_IS_sizes, pre_counts = np.unique(pre_IS_sizes, return_counts = True) + + + avg_no_pp = 'Average pre-processed size: {:0.4f}'.format( (1-post_bitstrings).sum(axis=1).mean() ) + avg_pp = 'Average post-processed IS size: {:0.4f}'.format(IS_sizes.mean()) + print(avg_no_pp) + print(avg_pp) + + plt.bar(pre_unique_IS_sizes, pre_counts/pre_counts.sum()) + plt.title("Raw Results") + plt.xticks(pre_unique_IS_sizes) + plt.xlabel("IS Sizes",fontsize=14) + plt.ylabel("Probability",fontsize=14) + plt.show() + + plt.bar(unique_IS_sizes, counts/counts.sum()) + plt.title("Processed Results") + plt.xticks(unique_IS_sizes) + plt.xlabel("IS Sizes",fontsize=14) + plt.ylabel("Probability",fontsize=14) + plt.show() + + return IS_sizes,pp_bitstrings + \ No newline at end of file From 4f7cfe69e009dad5e124abb453c9cbaacaaf1551 Mon Sep 17 00:00:00 2001 From: David Shustin Date: Sun, 29 Jan 2023 11:54:29 +0000 Subject: [PATCH 07/14] Work on quackbone --- .../extract_dxf-checkpoint.ipynb | 252 + .../lieb_lattice-checkpoint.ipynb | 455 + .../quackbone-checkpoint.ipynb | 439 + work/extract_dxf.ipynb | 252 + work/quackbone v2.dxf | 2456 ++ work/quackbone v2.npy | Bin 0 -> 1712 bytes work/quackbone v3.dxf | 2456 ++ work/quackbone v3.npy | Bin 0 -> 1712 bytes work/quackbone v3_mis.json | 20404 ++++++++++++++++ work/quackbone v4.dxf | 2456 ++ work/quackbone v4.npy | Bin 0 -> 1712 bytes work/quackbone v4_mis.json | 20404 ++++++++++++++++ work/quackbone.ipynb | 445 + work/quackbone.npy | Bin 0 -> 1712 bytes work/quackbone_mis.json | 20404 ++++++++++++++++ work/triglyceride.dxf | 2456 ++ 16 files changed, 72879 insertions(+) create mode 100644 work/.ipynb_checkpoints/extract_dxf-checkpoint.ipynb create mode 100644 work/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb create mode 100644 work/.ipynb_checkpoints/quackbone-checkpoint.ipynb create mode 100644 work/extract_dxf.ipynb create mode 100644 work/quackbone v2.dxf create mode 100644 work/quackbone v2.npy create mode 100644 work/quackbone v3.dxf create mode 100644 work/quackbone v3.npy create mode 100644 work/quackbone v3_mis.json create mode 100644 work/quackbone v4.dxf create mode 100644 work/quackbone v4.npy create mode 100644 work/quackbone v4_mis.json create mode 100644 work/quackbone.ipynb create mode 100644 work/quackbone.npy create mode 100644 work/quackbone_mis.json create mode 100644 work/triglyceride.dxf diff --git a/work/.ipynb_checkpoints/extract_dxf-checkpoint.ipynb b/work/.ipynb_checkpoints/extract_dxf-checkpoint.ipynb new file mode 100644 index 00000000..36f455fe --- /dev/null +++ b/work/.ipynb_checkpoints/extract_dxf-checkpoint.ipynb @@ -0,0 +1,252 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 26, + "id": "6428960c-1cef-4ff3-a8aa-6a4001e8440d", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "import ezdxf\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "cad6b8d4-607a-4b94-ac89-783ff1794c22", + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " doc = ezdxf.readfile(\"quackbone v4.dxf\")\n", + "except IOError:\n", + " print(f\"No such file.\")\n", + "except ezdxf.DXFStructureError:\n", + " print(f\"Bad DXF file.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "eb93f05b-c49b-4f9a-af4d-72029050e1c3", + "metadata": {}, + "outputs": [], + "source": [ + "def half_round(x):\n", + " return 0 + np.round(x * 2) / 2" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "fa89220e-8309-4583-af10-727bbebac1ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.00000000e+00, 2.43000000e+01],\n", + " [1.95399252e-14, 5.53000000e+01],\n", + " [2.04281037e-14, 3.98000000e+01],\n", + " [3.50830476e-14, 8.80000000e+00],\n", + " [2.50000000e+00, 0.00000000e+00],\n", + " [2.50000000e+00, 1.55000000e+01],\n", + " [2.50000000e+00, 3.10000000e+01],\n", + " [2.50000000e+00, 4.65000000e+01],\n", + " [2.50000000e+00, 6.20000000e+01],\n", + " [7.50000000e+00, 8.80000000e+00],\n", + " [7.50000000e+00, 2.43000000e+01],\n", + " [7.50000000e+00, 3.98000000e+01],\n", + " [7.50000000e+00, 5.53000000e+01],\n", + " [7.50000000e+00, 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[5.75000000e+01, 4.40000000e+00],\n", + " [5.75000000e+01, 8.80000000e+00],\n", + " [5.75000000e+01, 1.99000000e+01],\n", + " [5.75000000e+01, 2.43000000e+01],\n", + " [5.75000000e+01, 3.54000000e+01],\n", + " [5.75000000e+01, 3.98000000e+01],\n", + " [5.75000000e+01, 5.09000000e+01],\n", + " [5.75000000e+01, 5.53000000e+01],\n", + " [5.75000000e+01, 6.64000000e+01],\n", + " [5.75000000e+01, 7.08000000e+01],\n", + " [6.25000000e+01, 0.00000000e+00],\n", + " [6.25000000e+01, 1.55000000e+01],\n", + " [6.25000000e+01, 3.10000000e+01],\n", + " [6.25000000e+01, 4.65000000e+01],\n", + " [6.25000000e+01, 6.20000000e+01]])" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "msp = doc.modelspace()\n", + "line_verts = []\n", + "for e in msp:\n", + " line_verts.append([e.dxf.start[0], e.dxf.start[1]])\n", + " line_verts.append([e.dxf.end[0], e.dxf.end[1]])\n", + "line_verts = np.array(line_verts)\n", + "# points = np.unique(half_round(line_verts), axis = 0)\n", + "points = np.unique(line_verts, axis = 0)\n", + "x_min = np.min(points[:,0])\n", + "y_min = np.min(points[:,1])\n", + "points = points - np.array([x_min, y_min])\n", + "points" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "75c6f0a3-2d9d-41dd-90d6-634acc90c130", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 99 atoms.\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[:,0], points[:,1])\n", + "plt.gca().set_aspect('equal')\n", + "print(f\"There are {len(points)} atoms.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "a1b7066d-197b-466d-bf09-1abf2461ae71", + "metadata": {}, + "outputs": [], + "source": [ + "np.save(\"quackbone v4.npy\", points)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cbc9e441-ea6b-4785-95ed-a960ab87d3a1", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "472db47c-4f18-4c69-abcc-02ff2b5cf538", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb b/work/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb new file mode 100644 index 00000000..7a032ef7 --- /dev/null +++ b/work/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb @@ -0,0 +1,455 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 7.400e-06m\n", + "Unit Disk Radius: 1.189\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# detuning_final = 20e6 # rad/sec\n", + "detuning_final = 33e6 # rad/sec\n", + "unitdisk_radius = np.sqrt(np.sqrt(2)) # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "if points.size > 12:\n", + " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/4f7d975e-0712-4257-9a6d-84e15d006966')\n" + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"lieb_lattice_4x5_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"lieb_lattice_4x5_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.1900\n", + "Average post-processed IS size: 42.1569\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"lieb_lattice_4x5_mis.json\"\n", + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/.ipynb_checkpoints/quackbone-checkpoint.ipynb b/work/.ipynb_checkpoints/quackbone-checkpoint.ipynb new file mode 100644 index 00000000..81a832de --- /dev/null +++ b/work/.ipynb_checkpoints/quackbone-checkpoint.ipynb @@ -0,0 +1,439 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 99\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = np.load(\"quackbone v3.npy\")\n", + "# points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 8.044e-06m\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 20e6 # rad/sec\n", + "# detuning_final = 33e6 # rad/sec\n", + "# unitdisk_radius = np.sqrt(np.sqrt(2)) # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "# print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "# Quackbone is already properly scaled!\n", + "a = blockade_radius / 8\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "if points.size > 12:\n", + " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/955cf8d5-9e37-4d6a-915e-013212817546')\n" + ] + } + ], + "source": [ + "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"quackbone v3_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"quackbone_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 42.1100\n", + "Average post-processed IS size: 41.1429\n" + ] + }, + { + "data": { + "image/png": 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\n", 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dcrvi21CWzP0UeHdm/nnWcYcCHwC+AzwnMy9uvnrN1kvVPgh8l3Ie/jnje0spH0KPBfaiLPv4KPCVzNw447gdgdcARwJPzsyvjOwX0L9ExA6UicODgKdk5pdmfX9v4InAHSg3//kF8K7M/OOs4+5I+W/iJOAZmVl3GZ6GqJeqHUM5T0/PzAtnfG8JcCjl9uBXBS4GPg58ITM3zDhuO+C/gUdRzuVnRvYL6F8iYlvKeXgM5eHKn84Zk7OIuArlERyHUC6C/pIyNn836+ccRPlv4nTKGD9/JL+ALqeXqn0I+D3lM++8Gd8LygXPfwOuQbmI8ings5m5bsZxK4CXUN6Tnwf8Xzphn2o2bBqaXqr2fspel+dm5kB3IYuInYDXA/cGnpSZ3sBiRHpN1uuA+1H+9l8dws88hDLR/wHwrJnNn5rVS9U+CPwEeGZm/mPAn7c98CrgIcDTMtNN8iPS+9u/gvKMw6dn5ueG8DNvS5lg/pJyPv8+6M9UPb1U7RjgNOCpmXnBgD9vW+DllIeoPxv4pBP90eg1WS+jNNfPAT4+6N8+Im5F+e/jLMpn8bkDF6qx5JJIDWzGXrUPUN5QHj9oswaQmSsz8ymUBOed7m0bjRl71XYADhhGswaQmScAN6FcUXRv2wjM2Kv2SeB5mfnIQZs1gMxck5nPoTRsr3dv22jM2Kt2NcrYHLhZA8jMHwM3A/5MWfLq3raGzdir9iVKg/WgQZs1gMxcl5n/TnmQ+ktwb9tIzNirdiPgJpn5sWE0ypn5M+BWlH3Ev3Rv2/SyYdNAZu9Vm70Echgy83jc29a4OfaqPXbYKVhmrsrMZ+DetsbN3qs2ewnkMGTm93FvW+Pm2Kv20JlLIIchM9dm5tG4t61xs/eqZeanhp2CZeaJwC1wb1uj5tirdsTMJZDDkJnrM/M/cW/bVLNh06I0lapVMW1rVlOpWhXTtuY0lapVMW1rVlOpWhXTtuY0lapVMW1rVlOpWhXTtulmw6a+jSJVq2LaNlyjSNWqmLYN3yhStSqmbcM1ilStimnb8I0iVati2jZco0jVqpi2TS8bNtU26lStimnbcIw6Vati2ja4UadqVUzbhmPUqVoV07bBjTpVq2LaNhyjTtWqmLZNHxs21dJmqlbFtG1x2kzVqpi2LV6bqVoV07bFaTNVq2LatnhtpmpVTNsWp81UrYpp23SxYdO8upKqVTFt609XUrUqpm31dSVVq2La1p+upGpVTNvq60qqVsW0rT9dSdWqmLZNBxs2VepiqlbFtG1+XUzVqpi2LayLqVoV07b5dTFVq2LatrAupmpVTNvm18VUrYpp2+SzYdMVdD1Vq2LaNreup2pVTNuuqOupWhXTtrl1PVWrYtp2RV1P1aqYts2t66laFdO2yWXDpssZp1StimlbMU6pWhXTtsuMU6pWxbStGKdUrYpp22XGKVWrYtpWjFOqVsW0bTLZsAkY31StyrSnbeOaqlWZ5rRtXFO1KtOeto1rqlZlmtO2cU3Vqkx72jauqVoV07bJYsOmiUjVqkxb2jYJqVqVaUzbJiFVqzJtadskpGpVpjFtm4RUrcq0pW2TkKpVMW2bHDZsU2zSUrUq05K2TVqqVmUa0rZJS9WqTEvaNmmpWpUZadvZTGjaNmmpWpVpSdsmLVWrYto2/mzYptQkp2pVJjVtm5WqPWOSUrUqk5y2TXKqVmVS07ZJTtWq9NK25wNHMmFp2ySnalUmNW2b5FStimnbeLNhmzLTkqpVmbS0bUaqtiNlAvH/Wi5ppCYpbZuWVK3KpKVt05KqVcnMHzEhadu0pGpVJi1tm5ZUrYpp23iyYZsi05iqVRn3tG2OVO0xk56qVZmEtG0aU7Uq4562TWOqVmUS0rZpTNWqjHvaNo2pWhXTtvFjwzYFpj1VqzKuadu0p2pVxjFtm/ZUrcq4pm3TnqpVGce0bdpTtSrjmrZNe6pWxbRtfNiwTThTtYWNS9pmqrawcUrbTNUWNi5pm6nawsYpbTNVW9i4pG2magszbRsPNmwTylStP11P20zV+tPltM1UrT9dT9tM1frT5bTNVK0/XU/bTNX6Y9rWbTZsE8hUbfG6lraZqi1eF9M2U7XF61raZqq2eF1M20zVFq9raZup2uKZtnWXDdsEMVUbjq6kbaZqw9GFtM1UbTi6kraZqg1HF9I2U7Xh6EraZqo2HKZt3WPDNiFM1YavrbTNVG342kzbTNWGr620zVRt+NpM20zVhq+ttM1UbfhM27rFhm3Mmao1a9Rpm6las0aZtpmqNWvUaZupWrNGmbaZqjVr1GmbqVqzTNu6wYZtjJmqjU7TaZup2uiMIm0zVRudptM2U7XRGUXaZqo2Ok2nbaZqo2Pa1j4btjFkqtaOptI2U7V2NJG2maq1o6m0zVStHU2kbaZq7WgqbTNVa4dpW3ts2LoiYj8i3kPE2UScR8TPiHg0Edte/jBTtbYtlLb1rvo9PCJ+GhHnRcTZEfH+iNh/1nGmai2rk7ZFxPUj4m0R8efe+Tw5Ih4fEdvPOs5UrWULpm0R2xDxYCJ+RMS5RPyFiI8QcbPLH2aq1rZaaVvEtYl4ExFnEXE+Eb8i4klE7Hj5w0zV2rZQ2hYRyyLiiIj4fkScGxF/iYhP9hozZhxnqtayWmlbxDWIeA0RZ/bG5mlEPIOIXdqoeSJkpq82X7Ak4Z0JaxI2JuSM18qEv2e50rgz8B7KFce7t163LzIT4FDgT8AxwK7AjYHzgEuBnPHaCKympKJLgTsDZwEfBq7U9u/hK6EknG8DzgHuAwTwemANsGHW+VwJ/BM4CNgBeCvwN+B+bf8evv51Pu8I/B74OLBbwvUT/ppw6az32U0JqxM+mbANcHvKpPKTwO5t/x6+EmA74I2999YHJUTCyxLWJqyfdT5XJVyScCdg294YPp+Svkbbv4uvpPe++Rvg88CewLWAM+f43NwErAK+3DuXtwZOA74I7NX27+ErAVYArwQuAB5FGZvP643NdXOMzZUJd2277nF8Re8PrraU5VOPp0z65pIbYc2N4ZLfwzeA56bLHzslInaiTAruB+xEOZdVSwTWUBq8XYAnp8sfOyciDgE+SGmwrwNsP8/ha4G/A98Hnpkuf+yUXgr6qqvCw/4I221bmvI5V5YkrP0JnH27Mjafni5/7JyIuB1wzFth/TPgujHP2NwM6+4A5/6kLJt7arr8sVOirB56OfA4YDnls3NpxeFrKRfSdgGeA3w8nbx2SkTcCjjmvyD/E663pFxkqbIGOIzMH4+ovIlgw9amiH2A31KuHFXaBJwN371O5iEjqEqLFBHfAO5W49DNwG2yrAVXB0XEdSgpS9UEYqafZeatFz5MbTk94tPXgQduU30hBYD1sPnHcPghmd8ZVW3qzyci9nog/HV5jbF5Lpx+VbiRk/vuiogPAEexwNikfG4ekZlfab4qLcYxEVd6BJy/TWnAF3IymbdovKgJ4h62dj2Vhd+kWAZcBw4i4srNl6TFiIidKUtw6thCuXGJuuuRlGWQdRzg3bI6LGLbG8I9FmrWoKztOaRMHtVRD4OHLof1dY7dG/ZJuHbTNWlxImIZcAQ1xmbvmMc3W5EGcRQcuU3NsQnsy6x9/ZqfDVu77kqZI9SxHrh5g7VoMAdQf4K/nLL3Td11OPMv6ZhpPWVvhbppX8pFkjqWAoc0V4qG4K7Mv0x5po3AbRqsRYO5FmXfaB1LKPtL1V2HUZad13W7pgqZRDZs7aoTGw9yvEbHczlZ6k4iFnu8Rmc55QYG/Ryv7upnrEWfx2u0llP/YsrW49VddQMIcGz2zYatXWdQfyKxnHJXQXXTn+jvzecPDdWh4fgtZc9EHUspdzhTN53NAvuEZ/FcdttvKFu760g8n132N/r73Dy7qUI0FL+h/kqjjcAfG6xl4tiwtettlDvR1fE7Ms9oshgtXmb+ifIMrjpWAf/TWDEahndQnrNXx7mUZzypi8rdAb9HvYtjK4G3NFuQBvRuymSvjpXADxqsRQPIzEspz1Ork7KtAt7cbEUa0Pupn5huBI5tsJaJY8PWrhOAP7Pw1cI1wEsbr0aDehnlXM1nM+VZQt9qvhwtVmaeRL2rhWuAl3gXus77bxZuwLcAlwA+8LzLMn8D/ISFb26wGng5mf0sudPovYqFx2ZS3ms/1Xw5WrRy4fpbLHw+VwOvJrNuUi5s2NpVJnl3pVyhr/rwWQO8Am9l23mZ+S3gP6lu2tZTHuB6aDqJGAf3oizBqfrwWQ38T2Z+cnQlaVEyfwA8izI252quNwAXAXcms256o/YcSVlWvrbi+6spV/vfP7KKtCiZ+Qvg3yjncq6xuRH4J3DnzKw63+qOR1Aebl41D1oNfBpXMvTNhq1tmX8Dbgq8cRVs3Fgmh5dQ/vl94P5kvrbNElVfZr4FuDfwHS47lyt7//wf4CaZ6Tr8MZCZfwduCbyWMpnfeh7XAScCD8nMF7dXofqS+T7KBbJjKRdPLu29VgJvBw4g072l4yDzYuAg4BWUB9evoozNtcDPgUeR+WxMvsdCZn6ccnfWr3HZ5+allMn9eyifm79prUDVl7kKuANlVdi5lHO4dWz+ivJohsc7Nvvng7M7IiKWLYcLPwv3u2/5D/wcMs9tuy4tXkTsBVyNcvX+jMysuxlXHdN7XtC+lFv9n5uZ57RckgYRcRXgGpSr978js+5+RXVNxFLK2NweOJ/Mv7RckQYQEbtTbve/Efi9qdoYi1gC3ADYCbiAzD+3XNFYs2HriIi4LfCezLxJ27VIkiRJ6gaXRHbHYcBxbRchSZIkqTts2LrDhk2SJEnS5bgksgMiYkfKrd73yrJhU5IkSZJM2DriTsDPbdYkSZIkzWTD1g0uh5QkSZJ0BTZs3WDDJkmSJOkK3MPWst6zuk4Hds/MTW3XI0mSJKk7TNjadyhwgs2aJEmSpNls2NrnckhJkiRJc7Jha1FEBDZskiRJkirYsLVr394/z2i1CkmSJEmdZMPWrsOA49I7v0iSJEmagw1bu1wOKUmSJKmSt/VvSUQsAy4E9s3M89uuR5IkSVL3mLC159bA2TZrkiRJkqrYsLXH5ZCSJEmS5mXD1h4bNkmSJEnzcg9bCyJiR+A8YK/MXNV2PZIkSZK6yYStHXcCfm6zJkmSJGk+NmztcDmkJEmSpAXZsLXDhk2SJEnSgtzDNmIRsRdwOrB7Zm5qux5JkiRJ3WXCNnqHAifYrEmSJElaiA3b6LkcUpIkSVItNmwjFBGBDZskSZKkmmzYRmvf3j/PaLUKSZIkSWPBhm20DgOOS+/0IkmSJKkGG7bRcjmkJEmSpNq8rf+IRMQy4EJg38w8v+16JEmSJHWfCdvo3Bo422ZNkiRJUl02bKPjckhJkiRJfbFhGx0bNkmSJEl9cQ/bCETEjsB5wF6ZuarteiRJkiSNBxO20bgT8HObNUmSJEn9sGEbDZdDSpIkSeqbDdto2LBJkiRJ6pt72BoWEXsBpwO7Z+amtuuRJEmSND5M2Jp3KHCCzZokSZKkftmwNc/lkJIkSZIWxYatQRER2LBJkiRJWiQbtmbt2/vnGa1WIUmSJGks2bA16zDguPTOLpIkSZIWwYatWS6HlCRJkrRo3ta/IRGxDLgQ2Dczz2+7HkmSJEnjx4StObcGzrZZkyRJkrRYNmzNcTmkJEmSpIHYsDXHhk2SJEnSQNzD1oCI2BE4D9grM1e1XY8kSZKk8WTC1ow7AT+3WZMkSZI0CBu2ZrgcUpIkSdLAbNiaYcMmSZIkaWDuYRuyiNgLOB3YPTM3tV2PJEmSpPFlwjZ8hwIn2KxJkiRJGpQN2/C5HFKSJEnSUNiwDVFEBDZskiRJkobEhm249u3984xWq5AkSZI0EWzYhusw4Lj0Ti6SJEmShsCGbbhcDilJkiRpaLyt/wAiYk/g8cBBQACHA7fKzNNaLazLIq4CPA64DeVvdhLwfjLPa7Uu9a/s2TwEeBSwF3AR8HHgm2RuabEyLUJE7EYZm7enXMz7BfC+zDyn1cLUt95+6tsDjwGuBvwD+DTw1czc3GZtWoSIXSnn8hBgGfBL4L1knt1iVVqE3tg8kPJeew3gEuCzwJczc2ObtanbbNgWISKWAW+lDLgEtut9K4ENwAeAZ3lr/xkilgJvAf6Ny//N1vX++RHgafg3Gw8RBwBfBnYHdqA03wArgVXAA8j8cUvVqQ8RsQR4DfBMYAuwfe9b6ylj9TPAEzJzQzsVqh8RsS/wFWBvyrncupJmJeX99sGZeUI71akvZXL/EuA/gM2U91q4bGx+BXgMmWvbKVD9iIhrU87ZPpQ50MyxuRF4RGZ+o53q1HU2bH3qXR35BHAfLpvYzLYG+H/AQ93PxtYPnf8D7s/8f7NvAA/Ev1m3RewHnAjsyGWN2myrgUPJPHFkdWlRIuLdwCO5bDI421rg+8A9TWe6LSKuC/wM2JnqLQ9rKOfyuyMrTIsT8QbgKcw/Nn8O3AXTmU6LiKsDJwNXApZWHLYWONKmTXNxD1v/7gbcm+rGg9737tk7VuVh4vdj4b/Z3YB7jaQiDeLDzN+sQZlgfKLXrKujIuI2lCWtVRNCKFeCbwc8aCRFaRDvZf5mDcp77Sd6yaq6qqxieBoLj82bU5ZLqtvezvzNGpTz+fGIWD6akjROfMPu3wuY/w10qx2BoxuuZVwczfzN2lY74N+s20q6tj/zN2tb7UGZ6Ku7ngdsW+O4HSnvfeqoiNiHMt7qfK7vSNlzre56NlBn4r4D8AIvjnVX734Hd2P+Zm2rZcB9m61I48iGrQ+9K5IH9/GvHBIRS2KKvTwisiRsdT9M7kDZI6huuif13zd2oCwdVnfdg/rn84CI2KnJYjSQu1H2INaxI3BEg7VocPejTN7ruCawZ4O1aDCHUfao1bETrmbQHGzY+rOCstG3riWUjcJbpvX1KtiS9a4qbbWZy25Iou7ZEdim5rFBWQKi7qqTrm21kXqrC9SOHak/wXdsdl+/Y3PHpgrRwHakv3nQLk0VovFlktGfdZQ3xroDbx31lgJOrE1AlLsG1v07JOWGFeqm8ykbo+ucz43AX5stRwO6GNit5rHLeserm86n3KW4zgWVzcBfmi1HA/on9S+QbANc2GAtGswFlOlQHVvwc1NzMGHrQ++Oj5+i3sDbBHwylVGezVXnb7YZ+IzP8Oq0z1P/gsVmyrlXd32YMslfSAJfz8x1Cx6ptnyF+mNzA+VRKuqu93PZY28W8iMyL26wFg3mG9Sfb68FPthgLRpTNmz9eyP11iJvBN7ccC3j4s3U+5ttoPx91VWZFwBfojwHaD4bgR+T+cfmi9IA3kZprBeyFnh9w7VoAJl5CeUCyUKT/E3ArzPzV81XpQG8h3p7EldTnqOojsrynLz3Ud5H57MZ+DPwk8aL0tixYetTZv6acme1+QbeGuB5mXnqaKrquMzfUu54tdDf7IVknjKKkjSQJwJnUd20baAsAXnoyCrSomTmnygPs19obL4qM384kqI0iGcBZ1DdtG0CLgKOHFlFWpzM84BHsPDY/F8yvzWaojSA/wB+SfX53ARcAtwn02fR6ops2BYhM98FPAz4I+Xq1szXH4GH947RVpnvBR4C/B5YnbB6FZBlf9uZwKPIfFubJaqmciX/IMrD0NcCKxPWXApkmSh+HrhZL41Tx2XmxygPtf8tZQK4dQ/pKso+p3/LzFe3U536kZmrKbf2P4ZyLlf2/gnlAsuXgZtnpntkxkHmFyl3cv0VsCZh9Wogy3n9G/AMMl/UYoWqKTPXA4cA76a8x17KZWNzHfB1ytg8s5UC1XlhI794ERHAgcABvS+dCvzUqyPzKH+zW2+BmzwR3vduuN0y+An+zcZTxM7A3bfAbo+Ad74Xdtsp8x9tl6XFiYhbUB7E+37gTsAPfD8bTxGxI3B3YHfgXcBVMvPv7ValRYu4yRa41ZPhA++COy+F77nfezxFxHaUsbknZWzunSVRlSrZsKkVvWZ3C7DECeH483xODs/lZPF8Tg7P5WTxfKofLomUJEmSpI6yYZMkSZKkjrJhkyRJkqSOsmGTJEmSpI6yYZMkSZKkjrJhkyRJkqSOsmGTJEmSpI6yYZMkSZKkjrJhkyRJkqSOsmGTJEmSpI6yYZMkSZKkjrJhkyRJkqSOsmGTJEmSpI6yYZMkSZKkjrJhkyRJkqSOsmGTJEmSpI6yYZMkSZKkjrJhkyRJkqSOsmGTJEmSpI6yYZMkSZKkjrJhkyRJkqSOsmGTJEmSpI6yYZMkSZKkjrJhkyRJkqSOWtZ2AZo+EbECuFrvf64A1rVYjgYUEXsAV267Dg0uIrYBrt77n9sCa1ssRwOKiN2B3dquQ4OLiOVcNja3A9a0WI4GFBFXBvZouw6NDxM2jUxEXDMi3gpcCPyy9+WLIuKdEXHtFktTn6J4QEScBPwVOKn3rVMj4lER4XvLGImIq0bEmyhj81e9L18UEe+PiOu3WJr61Bub94mIHwHncNnYPD0iHhcRXqgdIxFxlYh4DfB34NTely+MiA9HxH4tlqZFiIi7RcR3gXO5bGz+ISKe1LtgJs0pMrPtGjQFIuJWwPGUK4PLZ317IyVlu3tm/mjUtak/vWbsGOABwA5zHLIa+A5wRGZuGmVt6l9EHAB8l3IuZ08YNgHrgftm5rdHXZv6ExEBvB14DNVj80Tgnpm5fpS1qX8RcQPgB8DOlNUoM20CNgAPysyvjbo29S8iXgs8neqx+SvgsMw0PdUV2LCpcb0lc78Hdlng0JXAvpl5bvNVabEi4iXAC5n7Q2erNcAHM/MZo6lKixERuwB/pCxpjXkOXQXcJDPPGklhWpSIeDbwSuYfm2uBT2fmY0dRkxYnIrYDzgSuwvyrodYAt8rM346kMC1KRDwOeBuw/TyHrQO+lpkPGE1VGicuW9Io/BtXvHI/l+XA0xquRQOIiG2Bo5l/QgjlQ+kJEXGl5qvSAB5D2as2X7MGZfw+u/FqtGi9pY4vZeGxuR3wkIjYq/mqNICHAjuy8DxtG+AFzZejxeqtSnkF8zdrUN6L7xkR+zRelMaODZtG4ZmUScJCtgWe2lvWo266fx/HbgEe3lAdGo7nsPAEH8qk8PHuf+q0u1P/RmIJHNVgLRrccykN20KWURrwOp+xasedgJ1qHhvAkxqsRWPKhk2N6k3wrtLHv7Iz9Zo7teP61JvgQ7maeOMGa9Hgrr7wIf+yFO8G2mXXp95KBijvsQc0WIsGt08fx24B9m6oDg3u+pT3zzpWADdpsBaNKRs2NW1Ln8cHsLmJQjQUm+jvnG5oqhANRT9jbQnl/KubNlGSs7ocm93Wz9gMHJtd1u/Y3NhUIRpfNmxqVGZuAU7v41/5k3cv67SfUv+5eSuBHzdYiwb3q4UP+Zd/AP9sqhAN7KfUn+SvAr7fYC0a3M/7OHY98LemCtHATmLhfcJbbb3LsnQ5NmwahfdSbyKxGXh/w7VoMN+h/tW/ZcAXmytFQ/Be6l2Z3wJ8KL2tcJf9lHKRpI5tgE81WIsG9x7qjc0EPukjVLorM38NnFfz8BXA/zVYjsaUDZsa03uA61HAiylX5ueb6G8CLgGe13uApDce6ZiIuCrwJeBSFk7Z1lE+oL7uQ9G7pzc2Hwa8CriI+ZfHbaY0Ak+MiGf6UPTuiYirAJ+mvMcutEJhLeVh99/sPedLHRMRRwJvpTwse7732i2UtPQhEfGCiKi7T0ojEhFXjoiPUm6qVmds/pkyNvdvvDiNFT941YiIuDrwVeBZwOGUm0+cwdxXgFdSngW1P3AI5TEA34qIa42kWM2rN7l/FHBK73UD4MmUicTsD6ANva//Z++4bwAnRcRTneh3Q+927p+nnKN7AzcCTqVM/GZbBfyFsgn+dsBDgBMi4nqjqVYLiYgHUZa2/gnYF3g05dlcsyf6GykTwtdSboLwKeBHEfFcJ/rdEBG7R8QngNcBDwJuSFkauYor7oFaRbkodgvg1sA9gB9GxH6jq1jziYj7Ut5bL6Z8Hj6IsuRx7axDN/W+9nbK2Hwf5X32Rd6ZV/+Smb58De1FWad9FOXK4MuAbWZ8bxlwP+CHlDewi4GfAA8Als867kXAhZTb20bbv9e0voCrAl+hTAhvMet71wBeTblavxI4F3gLcN1Zx+0HnAh8G7h227/TtL56Y/NhwPnAa4BtZ3xvKXAv4ARKGn4x8DPKs6C2mXXcc3tj85nAkrZ/r2l9Ue6++xnKHuHbzvre3sDLKc32yt45fwew76zjrgd8r/eefIO2f6dpfgFHzngP3X7G15cAdwWOpewjvYRy4eyRs8bwEspzTC+kPJdtadu/07S+KHfT/SjlQvTBs753ld785k+9sXkBpUG78azjrtU75z8D9m/7d/LV/isy3ZKg4eilau+lTPIfm5mnDPjz9gc+RJlAPiEz/zxojaqntyT1kcCbKHspXpGZi76rXO8q4XMpE4mXAu/OckMajUAvVXsX5SrvYzPzpAF/3r7ABynLJR+XmX8YvErV1UvV3kaZFL40M2dfse/nZy0Bnk4Zl68G3pqZ3ql3RCJid8q5vBVwVGb+YMCfdx3gA5RHNxyVmb8dvErV1UvV3kVZxfDvmbl6gJ8VwBMpS9ffDLw+3as4tVyipIHN2Kt2MiVJOXDQZg3+tVH3NpQbXfzcvW2j0dur9mXgaODumfmSQZo1gMzclJmvB+4IPAY4zr1tzZuxV+2XlCTmloM2awCZeQblYbBfBH7i3rbRiIirRMRngFcAR2Tm0YM0a1Du5JuZ/0t5r70/8D33to1Gb6/aqZSljTcdtFkDyMwzgUMpzfz33ds2GjP2qr0FeHhmPmOQZg0gi/cAtwTuTHmvdW/blPIDVgOZvVctM/9r0Mn9TL2J/qtxb1vj5tirdqvM/MUw/3/0rvbeHve2NW72XrXM/I/MrPtIhgVl5ubMfDPlfLq3rWGz9qrdPDOH+siMXkp6CO5ta9zsvWqZ+ZzMXDOsn99rwt8BHIh72xo3a6/aTTLzu8P8+b3VRXfFvW1TzYmSFqWpVK2KaVuzmkjVqpi2NaupVK2KaVuzmkjVqpi2Na+JVK2KaVuzmkjVqpi2yQ9V9a3pVK2KadvwjSJVq2LaNnxNp2pVTNua0XSqVsW0bfiaTtWqmLY1o+lUrYpp2/RycqTaRp2qVTFtG45RpmpVTNuGY9SpWhXTtuEYZapWxbRteEaZqlUxbRuOUaZqVUzbppMfpKqlrVStimnb4rWZqlUxbVu8tlK1KqZtg2krVati2rZ4baVqVUzbBtNWqlbFtG26OCHSvLqSqlUxbetPF1K1KqZt/elKqlbFtK0/XUjVqpi29a8LqVoV07b+dCFVq2LaNj388FSlrqVqVUzbFtbFVK2KadvCupaqVTFtq6drqVoV07aFdS1Vq2LaVk/XUrUqpm2Tz0mQrqDrqVoV07a5dTlVq2LaNreup2pVTNvm1uVUrYppW7Uup2pVTNvm1uVUrYpp22Sb+g9MXd64pGpVTNsuM06pWhXTtsuMS6pWxbTt8sYlVati2naZcUnVqpi2Xd64pGpVTNsm01ROfHRF45qqVZn2tG0cU7Uq0562jWuqVmXa07ZxTNWqmLaNZ6pWZdrTtnFM1aqYtk2eqfmQVLVxT9WqTGPaNgmpWpVpTNvGPVWrMq1p27inalWmMW0b91StyrSmbeOeqlUxbZscEz3Z0fwmLVWrMi1p24xU7QXAPcY5VasyLWnbpKVqVaYlbZukVK3KNKVtk5SqVZmWtG2SUrUqpm2TYeI+GFXPpKZqVSY5batI1X7ealENm+S0bVJTtSqTnrZNaqpWZUba9mkmLG2b1FStyqSnbZOaqlUxbRtvEzHBUX3TkqpVmbS0rSJVW99yWSMxaWnbtKRqVSYtbZuGVK1Kb6L/ViYobZuGVK3KpKVt05CqVTFtG19j+2Go/k1bqlZlEtK2aUzVqkxC2jZtqVqVSUnbpi1VqzIJadu0pWpVJiVtm7ZUrYpp2/gZq0mNFmfaU7Uq45q2TXOqVmVc07ZpT9WqjGvaNs2pWpVxTtumOVWrMq5p2zSnalVM28ZL5z8ANRhTtfmNU9pmqrawcUrbTNXmN25pm6na/MYpbTNVm9+4pW2mavMzbRsPnZzIaHCmav3petpmqlZf19M2U7X+dD1tM1WrbxzSNlO1+rqetpmq1Wfa1n2d+dDT8JiqLU4X0zZTtcXrYtpmqrY4XU3bTNUWp4tpm6na4nQ1bTNVWxzTtu6yYZsgpmrD0ZW0zVRtcF1J20zVhqMraZup2uC6lLaZqg2uK2mbqdrgTNu6yYZtQpiqDVebaZup2vC1mbaZqg1X22mbqdpwtZm2maoNV9tpm6nacJm2dYsN25gzVWvWqNM2U7XmjDptM1Vr1qjTNlO15rSRtpmqNWfUaZupWnNM27rDhm2MmaqNxijSNlO10RlF2maqNhqjSttM1UZjFGmbqdpojCptM1UbDdO29tmwjSFTtXY0lbaZqo1eU2mbqVo7mkrbTNVGr8m0zVRt9JpK20zVRs+0rV2RmW3XICAiVgAPBO4FbA/8AXh/Zp4+67irA+8Frgo81katHb03qQ8B/wSe0Lv6NPOA6wNPAPYF1lLSnE8zY7LXa/YeCbwJeA/wShu10etdJXwupWF+KfDuzNwy44BtKBPH+wI7AmcBHyTz1Fk/Zy/gXcANKGPTRq0FEbEv8EFgM/C4Xmoz84DrAI8HbgRsAL4FfIJZKUsvVXsbZaL5Uhu10es13c8AXgK8GnhrZm6eccAyyrg8AtgZ+DNwDJknz/o5u1PO5a2Ao2zU2hFl7H0A2I5yHn476/vXpIzNA4CNlIujH8vMlbOOuy/lvfbzwL/bqI1eb/7yROBVwJuB12fmphkHLAXuCTwAuBLwV+DDZP509NVOiMz01fILeBhwCXApkL3XBspE/zvAbkAARwF/B14GbNN23dP+ApYBLwIuBJ4ERMKuCd9KWJuwISF7r5W912N7/+5Vga9Qrvbesu3fxVcC7EdJrL8NXDszSTgi4eKES2ecy40JaxJ+lLBnb2w+DDgfeA2wbdu/y7S/gKWUJvxC4JnAkoSdEr7cG5vrZ43N1QlP7f27VwE+Q0lIb9v27+IrAa4HfA/4IXCDzCThHgkXzhqbm3rn8ucJV+/9u0cC51KSmO3b/l2m/UVZ2fW03th8QW+sbtcbc+t6r63zoFXAGuD5vffZK1MuoPwROLjt38VXAlwLOBb4GbB/ZpJw54QLZo3NzQmrEk7NrZ+vvvp6mbC1LCIeTblStH3FIRuAvwG/p0wkHpumap2yNW3bFS49H66xDVwDWDHXsQlrPgmfejjcG1O1zpmZtr0evvB8eESUycRcNm6Cv18LTvkb7IOpWudsTdu2hy0XwpW3g+sA21Ycvubr8Ll7ln0apmodMzNt+w/4wqvmH5ubNsM/bgA/OhP2x1Stc2akbdtTLn7uR/X5XE25wHknTNU6Z2ba9mT4wjvh4VE9p91M2W94CzLPHlWNk8CGrUURsSulGat6k5rpR8Cd05uKdFJELPsCfOtucOeFTuY6yIfA4V/KPH4kxalvt4m4xXfgpO0W2Oe7AfgBnHJoSWK8qUgHRcTST8AX7wv3rppBbLUO8t/giI9mfmkkxalvN4jY7+dw6k4lmam0ETgJzrg93CK9qUgn9Zrwj1FuGLTQfvAEHpWZH2u8MC3KnhHXPh1OvxJss8Chm4FvknmvUdQ1KbzpSLuOorwJ1XEAC7+hqSUJcX+4eZ3OewWs+1K5c5Y66idwi23LUpx5bQPcBfbNcoVYHZSQD4VbL9SsAayADR8tN7tQR/0ObrpjjbG5HLgdXCvrXRBVOxI4iHpzm03A7ZotR4M4H268K9RZMbQUOJRywzXVZMPWrodRHRvPtvWNTd10M2qOp94ynoc1Wo0G9dAoNxipYyPlbpPqpn2peS6jLGV+cLPlaEAPDtip5rEbgLs0WYwGcg1gr5rHLqfsR1R3PbCPsbkRuFuTxUwaG7Z21f0PG0rDVncCqdHbifppKcAOTRWiodilz+Mdm921E+XqfF2OzW7btY9jl+LY7LId6W9smpZ22659HLsMx2ZfbNjadV4fxy4BLmiqEA3sAvpbFvf3pgrRUPytz+M9n911AQvvqZjpwqYK0VCcQ/2LY5txbHbZhfQ3Nv/RVCEainMoY66OjTin7YsNW7veA6xc8KhiJfCLBmvRYE6j/sRgFfDuBmvR4N5P/bG5CfAOdF2V+SfgzJpHr6a8L6u7Pkg5T3UEcFyDtWgAmXkBcPKCBxZrgfc1WI4G9yHKYxnqWAZ8tblSJo8NW7s+T1ljv5A1wOty5sN81S3ldquvpt5EYjPwqWYL0oC+RmmsF7qSvwZ4CzMfGKouehX1xmYCH2m4Fg3mBMqV+YU+D9cC78a7t3Zd3c/NpFxIU1eVx9qcycIp2zrKQ7RXNV/U5LBha1HvFv33ZP6J4RrgeODto6pLi/YByhWj+T58VgP3xuc7dVvmZuAeLDw2fwK8dlRladE+CXya+cfmGuBIMi8ZTUlalHJx7J6UBLyqaVtLSW5eMqqytDiZ+RXKZ+dCY/Nhmeny1u67H+U5a1UXMdcCpwPPG1VBk8KGrWWZ+VPg9pTnrG2mJG5rKR9GlwJvAI4wXRsD5Rw9DHgN5Q3rUsq5XNP754nAnfABruMh85eUxy98l3JFcHXvnyt7r7cBdzddGwNlkv944GWUfTArufzY/AVwGJnHtlaj6ss8A7gl5WLm7LG5dVnrXcisc4txte/ZwAso2wpmjs01wKnAPTPzy61Vp/oyzwJuDnyTcov/VVw2NtdSlk3eHp+N2DcfnN0RvSfFnwe8FbgE+CvwdR+UPaYillNuWXstypvW93uTDI2jiGsDd6Y8huNvwNdcajWmIpYBhwPXoVwg+xGZp7VblBYt4hrAYZS7e55HGZtOBsdQRJTnc8H1KAnNiVkunGkcRexNmQftSGnGv+oyyMWzYeuIiLgR8HVgn/SkSJIkScIlkV1yGHCczZokSZKkrWzYuuMwvP2wJEmSpBlcEtkBUfY7XQhcv/dcEkmSJEkyYeuIA4GzbNYkSZIkzWTD1g0uh5QkSZJ0BTZs3WDDJkmSJOkK3MPWsojYCTgX2DMzV7ddjyRJkqTuMGFr38HASTZrkiRJkmazYWufyyElSZIkzcmGrX2HAce2XYQkSZKk7nEPW4si4qrAacDumbm57XokSZIkdYsJW7sOBb5jsyZJkiRpLjZs7XL/miRJkqRKLolsSUQEcA5wcGb+vu16JEmSJHWPCVt79gM2An9ouxBJkiRJ3WTD1p7DgOPSiFOSJElSBRu29rh/TZIkSdK83MPWgohYDlwIXD8zL2i7HkmSJEndZMLWjgOBs2zWJEmSJM3Hhq0dLoeUJEmStCAbtnbYsEmSJElakHvYRiwidgLOBfbMzNVt1yNJkiSpu0zYRu9g4CSbNUmSJEkLsWEbPZdDSpIkSarFhm30DgeObbsISZIkSd3nHrYRioirAqcBu2fm5rbrkSRJktRtJmyjdSjwHZs1SZIkSXXYsI2W+9ckSZIk1eaSyBGJiADOAQ7OzN+3XY8kSZKk7jNhG539gI3AH9ouRJIkSdJ4sGEbncOA49JIU5IkSVJNNmyj4/41SZIkSX1xD9sIRMRy4ELg+pl5Qdv1SJIkSRoPJmyjcSBwls2aJEmSpH7YsI2GyyElSZIk9c2GbTRs2CRJkiT1zT1sDYuInYBzgT0zc3Xb9UiSJEkaHyZszTsYOMlmTZIkSVK/bNia53JISZIkSYtiw9a8w4Fj2y5CkiRJ0vhxD1uDIuKqwGnA7pm5ue16JEmSJI0XE7ZmHQp8x2ZNkiRJ0mLYsDXL/WuSJEmSFs0lkQ2JiADOAQ7OzN+3XY8kSZKk8WPC1pz9gI3AH9ouRJIkSdJ4smFrzmHAcWmEKUmSJGmRbNia4/41SZIkSQNxD1sDImI5cCFw/cy8oO16JEmSJI0nE7ZmHAicZbMmSZIkaRA2bM1wOaQkSZKkgdmwNeNwbNgkSZIkDcg9bEMWETsDfwP2zMzVbdcjSZIkaXyZsA3fnYCTbNYkSZIkDcqGbfjcvyZJkiRpKGzYhu9w4Ni2i5AkSZI0/tzDNkQRcVXgNGD3zNzcdj2SJEmSxpsJ23AdCnzHZk2SJEnSMNiwDZf71yRJkiQNzbK2CxhrEQEcDBywBTgc7vVdeGXLVXValL/ZHYGb9r50GiWVdG3uGIqIKwP3Aa4MXAJ8NTPPb7cqLUZvbN4OuDnlYt7pwHGZuaXVwrQoEbErZWzuDqwEvp6Z57RalBanjM1b915Lgd8D38LVPGMpInaijM09gdXANzLz7HarUte5h22xIh4KvAHYBVi+BWINbLMDnBNwNJmfbLnCzomIBwJvBq7EZRcLNgGXAkdn5sfbqk39iYgrAe8AjqCcw22AjZTJxLeAJ2Xmee1VqH5ExH2AtwJ7cNnY3AisAV6cmR9oqzb1pzcZ/F/goZRzuILLxuYJwBMz8y+tFaj+RNwVeBtwNcqFlCXABmA98HLgnTiRGwsRsT1lDvRoyufmzLH5Q8rYPLO9CtVlNmyLEfEcSpK2fcURa4D/JPMtoyuq2yLiGcBrmf9v9vLMfMPoqtJi9Jq1n1EmECvmOGQjcBFwy8z82yhrU/8i4ijg7VSPzdXAWzLzJaOrSovRa9ZOBK4NbDvHIZuAi4FbZ+afRleZFiXiwcAxzD8230fmc0ZXlBYjIrajNGX7MffY3EK5eH1QZv5ulLVpPNiw9SviZpRBV/UGutUa4PZkntJ0SV0XEfsDPwW2W+DQNcCdMvPnzVelxYqIzwP3oqRqVTYBP87MO42mKi1GRFwXOJV6Y/Memfm95qvSYkXEh4CHMPeEcKvNwK8y8xYjKUqLU+46/QcWHpurgQeT+bXmi9JiRcT/Av/G/GNzC/BHYF+3iWg2bzrSv+cxd6ow2wrguQ3XMi6eCyyvcdwK4PkN16IBRMRewD2Yv1mDsqzuVhFxg+ar0gCeQVmOs5DtgBc2XIsG0NuztlCzBuV87xsRN2+8KA3iKUDUOG4H4N8brkUDiIgdgMex8NhcAuwN3L7xojR2bNj6UTb+Poh6E5ylwEN6/860eyj1bnCzFHhARPjfZXcdSbkKWMcy4GEN1qLBPZqFm28oE8fDI2KhCYfac19Ksl3HCuCRDdaiwR3FwhP8rQ6iLFVXN92NkmzXsT3w2OZK0bjyLpH92ZY+/mYJS8+BFdeIWN9gTV23jPofOlttD6xqoBYNbg8WXqKz1XLgqg3WosHt3Mexm4BdAW8m0017UK/5hnJx7OoN1qLB9dOAbQB2A/7ZUC0azMybOS1kCWV/uHQ5Nmz9WdfPwZth6TVgbVPFTKil+DfrspWUyUGdZcFbgH80W44GtI6ypKqO5XghpctWUm74U6dpSxybXbeGhffKb7Wccv7VTSupn7CBjbfm4NKzfpRNoN+mfNjNfyjk0nJ78yW++Fqdv1nPCemzZbrsq9RfErkW+FKDtWhw/4/6E4mTM9OGrbu+Tr3l+lBuVPG5BmvR4L5A/SWuZ+HzL7vsWOrt44fS3H26wVo0pmzY+vd6ypWveQWsCXhDKinPq1vwb0aZRHhb/w7LzDOAX7Jw05bA3yi3GFd3vYnyPKeFrKa896mjsjxb7fvUa8AvoVx8VHf9DyUxXchq4HXNlqJBZObfKRc76zTg6ykX0qTLsWHr3/GUK5PzNSBresccP5KKuu+7wCcpHyxV1lDSmG+OpCIN4tGUq4DzNW2rgYf0GnZ1VGaeBLyPhcfm8cDnR1KUBvFvlGZsvqZtDfDgzKyblKsNmb+hXFBZaGz+BPi/kdSkQTyDsgx5vqZtDeVzs26yqiliw9avMgE9CngnZf/HzMZtTe9r7wSOwskqAL1J+xMpD+et+pu9B3i0E/zuy8zfAwcBv6NMJmZO/FYBfwYOzsyTWyhP/XsOJT1by+Unh2spY/OjwAOc4HdfZv4ZuBXwG8p76+yxeQ5wWGb+qIXy1L+XAi+jnMt/LUfOMi7XAZ8B7oUT/M7LzHOBWwKnUM7nzIsqK4HzgXtnpsm35uSDswdRbqP7GODA3ld+CnyYTDeMVug9K+jRwG0ot3x/LvDhzHQD/JiJ8siKAym3B98beABwCPA9G+/xExE7A4+gPAPoEZTnrh3TW86jMRMRtwQeRbnj3AOBw4Fv23iPofIcr4cn3OlT8MiHwIsCjiHTO7aOoYi4CeXW/degjM17At90bGo+NmxqRW+yvwVY4uR+/Hk+J4fncrJ4PieH53KyeD7VD5dESpIkSVJH2bBJkiRJUkfZsEmSJElSR9mwSZIkSVJH2bBJkiRJUkfZsEmSJElSR9mwSZIkSVJH2bBJkiRJUkfZsEmSJElSR9mwSZIkSVJH2bBJkiRJUkfZsEmSJElSR9mwSZIkSVJH2bBJkiRJUkfZsEmSJElSR9mwSZIkSVJH2bBJkiRJUkfZsEmSJElSR9mwSZIkSVJH2bBJkiRJUkfZsEmSJElSR9mwSZIkSVJH2bBJkiRJUkfZsEmSJElSR9mwSZIkSVJH2bBpdCKWE/FAIk7cApdeCmyBnxHxUCK2abs89SliHyLeSMT5W2D1BcAWeDsR+7ZdmvoUsYyI+xPxwy1w6UpgC5xCxKOI2Lbt8tSniKsT8Woizt0Cqy8EtsB7ibhx26WpPxGxNCLuFREnAJf0vnxqRBwVEdu3WJoWISL2joiXR8RfgdW9L38oIm7aZl3qvsjMtmvQNIjYEzgBuDqw46zvrgQuAA4m85wRV6bFiHg88DZgKfCvZjthY8Am4L/IfF1b5akPEbsBxwPX5YpjcxXwT8rYPGvUpWkRIh4OvJ9yQXbF1i8nbArYCLwJeCl++HdeROwCfBO4MXOPzVXAwZn5u1HXpv5FxP2Bj1HG5swLYZuADcB7geemY1NzsGFT88oV+l8C1wGWVRy1CfgrsD+ZqyuOURdEPAD4KLDdPEetAZ5L5ntGU5QWJWI58DPghsxovGfZDJwP3JjMi0dUmRYj4h7AZ4H5kpfVwMvJfONoitJiRMQS4IfAzZnReM+yBbgI2D8zLxhVbepfRBwMfJ2FPzffmJkvG01VGicuidQoPAy4GtXNGr3vXQV41Egq0uKUScT/Mv+HDpQJ4+td6tp596dcSJnvPC0FrgQ8cRQFaZEigpJ6L7RMbgfgv4jYofmiNIC7AftT3axBmcPtDDxzJBVpEG+l3ufmCyLiSiOoR2PGhk2j8ELKJGEh2wMvaLgWDeZQYKeaxwZwZIO1aHAv5IpLreayHfDcXlOgbroNsFfNY7dQLqSpu15AvbG5AnhaRMx3QVQtiogDgOvXPHwz8NjmqtG4smFTs0oiU/eNCuBaRMx3RVHtuhULXyXcaifKJFLdtX8fx16p91I33YqShtaxI3DHBmvR4G7ex7HbAFdtqhAN7FZA3f1HOwAHN1iLxpQNm5oWvVddSf1Jh0ZvKf29byxvqhANRT/ncguOzS5bSn/vtSYy3dbPWPNzs9scmxqYDZualbn1hgV1XQKsbagaDe53XHYr4oWsAX7dYC0a3F/6OHYT5Y6R6qbfUe40V8da4FcN1qLB9XNX1iXAeU0VooH9jrLUsY71wCnNlaJxZcOmxm2Et20ot5Ne6LhN6+Gd3m660760ueb7xpZyVfHjDdejAWyEt2yoMcnfBJvXwzFkbhpFXVqUb24qTfWCNpexeUzD9Wgwb6JM3heSwGcy0wud3fV96l/oDOB9DdaiMWXDpkZFxE2vAQ9dX2M5wAbgevDAiLjlCEpTnyJiWcDz/xvYuMAkfxOsfzdsDvj38MHLnRQR++0Jj10NkQvsr9gIeWO4Z0TcdlT1qb6IWBrw7KNhmzpj8xPlmWz/4YOXuykirgf8G+Vzc8sCh28G7hwRhzRclhah93iGp1L2jS50cWwD5Xz+e0TUvbmXpoQNmxoREcsj4mXAcefD/2wLBwIXM/cb1gbg0hVw+7/Cq4GvR8Qrw5uPdEZE7A/8BDj49XCj5fARqq8Yrl4GX3trudnMvsDPI+LAUdWq+UXEsoh4IfD9f8IHVsDNA/7B3FfzNwKrtoND/wj/AXwhIt4QEXVvPKOGRcS+wPeA+74Lbroc3sn8Y/OE95WHpO8J/DIi7jCqWjW/iFgSEc+ivNd+DjgAuBBYN8fhmyjn+V7A04GPRcTbIqLOnSU1AhFxHeB4yuOKDgReRzlnc10gWw2cSHnMyrbAqRFx6IhK1TjITF++hvoCbgqcTHlI5DX+9T24WsIbEi5NWJ2wKmFlwltyxnHA3sCXgVOBW7b9+0zzi7L5+cXA3+ld8e2dy0i4b8IPE9b3zuP6hF8kPCRhSe/fD8rtw88HXgNs2/bvNM0vYD/KpODbwLX/9T3YM+HVCRfPGJurE96RM44D9gA+DZwO3Lbt32eaX5Rljc+jTOifQW/M9c7n3RNOmDU2T014ZMLSGT/jCOBvwFuA7dv+nab5BVyPsnTuh8ANZnx9d+DllIsqq4FVvX++d9ZxVwY+CvwROKTt32eaX5Qw5Gm9sXk0lx9zdwGOpVwgW0lpxk8HjgKWzzjunpQ9xu8Cdmr7d/LV/isy3S6k4YiI5cCLKFf7Xggck3P9B1aO27v3v84j8wqpW5TnPT2Sso7/vcArMrPOen4NSS9V+xBlovCEzDy74sArUSYLF5N5UcXP2pPywbMvcFRm/rSJmjW33jOankeZPLwEeE9mXnGpVTlub7bexKBizEXEgygPaf4o8NJ0/8xI9VK1D1JSlsdl5h8rDtyVMjZXkvn3ip+1G+Vc3poyNn/QRM2aW2/J3DMo4/JVwP9muVnX7OOWUsbmMuC8zJwrdSMi7kt5r/088B+Zuaqp2nVFvVTtA5TH3xyVmb+tOG4XYDdgVWZeUHHMrpSLKXcGHp+ZxzdStMaCDZuGIiJuSpncnwc8MTP7ufvcfD93b+A9wLWBx2bmz4fxc1WtN7l/IfBsSgP+/jkb7/5/bgAPBf6HMtn8r6pJh4YnIvajjM3VlA/9fu4+N9/P3QN4B3ATysTkx8P4uarWm7Q/m7I89b+Ad8zZeC/uZx9BOZ+fAl6cmWuG8XNVrbdX7RjKBZKjMvN3Q/q5VwbeCtyOMuZPGMbPVbVe4/0Uyrh8HfDmuRrvRf7se1LmQf8PeEFmrhzGz9V4cQ+bBjJzrxrlKu09h9WsAWTmucD9gNfj3rbGzdyrRlmO+r5hNGsAWXyCMsF3b1vDZu5VozRshw2rWQPIzL9n5oMpyYB72xo2c68acFBmvm1YzRpAZn6BsmfKvW0Nm7VX7fPAnYbVrAFk5j8y81HAc3BvW+Nm7VW7Y2a+YVjNGkBmfo0yNt3bNsVs2LRovVTtp8BtgFtk5geHNbmfqTfR/yhlb9xNgJ95J8nh6k3uXwx8h3Il726VSyAHlJnnAw8AXgl8JSJe450kh6uXqv0QuBtw68x81zAn9zNl5mcok4lrASd7J8nhioilEfE8yvn8JHDnyiWQA8rMizLz4cALgE9HxFu8k+Rw9VK17wIPBm6XmW8Z5uR+psz8MmVs7kppwg9p4v/PtOo13k+jzIO+Bty+agnkoDLz4sw8inLHyQ9FxLu8k+R0sWFT35pO1aqYtjWjyVStimlbM5pO1aqYtjWj6VStimnb8DWdqlUxbWtG06laFdO26WXDpr6MKlWrYto2PKNM1aqYtg3PKFO1KqZtwzHKVK2KadvwjDJVq2LaNhyjTNWqmLZNJxs21dJWqlbFtG0wbaRqVUzbBtNWqlbFtG0wbaVqVUzbFq+tVK2Kadtg2krVqpi2TRcbNi2o7VStimlb/7qQqlUxbetfF1K1KqZt/elCqlbFtK1/XUjVqpi29acLqVoV07bpYcOmSl1L1aqYttXTpVStimlbPV1L1aqYttXTtVStimnbwrqWqlUxbauna6laFdO2yWfDpjl1NVWrYtpWrcupWhXTtmpdTtWqmLbNrcupWhXTtmpdTtWqmLbNrcupWhXTtslmw6bLGZdUrYpp2+WNQ6pWxbTt8sYlVati2nZ545KqVTFtu8y4pGpVTNsub1xStSqmbZPJhk3/Mm6pWhXTtvFM1aqYto1nqlZl2tO2cUzVqpi2jWeqVmXa07ZxTNWqmLZNHhs2jX2qVmVa07ZxTtWqTGvaNu6pWpVpTdvGPVWrMo1p27inalWmNW0b91Stimnb5LBhm3KTkqpVmaa0bUaqdgLwXsY4VasyTWnbJKVqVaYlbZukVK3KrLTtM5Octk1SqlZlWtK2SUrVqpi2TQYbtik1qalalUlP22akaodQUrX3TlLjPdOkp22TmqpVmfS0bVJTtSoz0ra9mLC0bVJTtSqTnrZNaqpWxbRtvNmwTaFJT9WqTGLaNkeqdtfM/HO7VY3GJKZt05CqVZm0tG0aUrUqmXlhZj4MeCETkrZNQ6pWZdLStmlI1aqYto0vG7YpMm2pWpVJSdumKVWrMilp27SlalUmJW2btlStSmZ+njFP26YtVasyKWnbtKVqVUzbxo8N25SY1lStyjinbdOcqlUZ57RtmlO1KuOatk1zqlZlnNO2aU7Vqoxr2jbNqVoV07bxYsM24UzV5jduaZupWrVxS9tM1eY3bmmbqdr8xiltM1Wb37ilbaZq8zNtGw82bBPMVK2ecUjbTNXqG4e0zVStvq6nbaZq9Y1D2maqVl/X0zZTtfpM27rPhm0CmaotTlfTNlO1/nU1bTNVW5yupm2maovTxbTNVG1xupq2maotjmlbd9mwTRhTtcF0KW0zVRtcl9I2U7XBdSVtM1UbXJfSNlO1wXUlbTNVG5xpWzfZsE0IU7XhajttM1UbnrbTNlO14Wo7bTNVG6420zZTteFqO20zVRsu07ZusWGbAKZqzWgjbTNVa04baZupWnNGnbaZqjWnjbTNVK05o07bTNWaY9rWHTZsY8xUbTRGlbaZqjVvVGmbqdpojCptM1UbjVGkbaZqozGqtM1UbTRM29pnwzamTNVGq8m0zVRt9JpM20zVRq+ptM1UbfSaTNtM1UavqbTNVG30TNvaFc7xu6P3YXJnYAXwF+Drmblh1jHLgRcBT6d8oB1jozZaERHAI4E3URqsV2Tm+lnHLAfuTplArge+l5lnzPGz9qckMP8EnmCjNnoRsSfwLkridlRm/nSOY64N3AXYHjgH+Fpmrpt1zDLgecDRlMTnPTZqoxcRD6KsOPgo8NLMXDvr+8uAuwLXATYAP8rMX8/xc/YFPghsAh5nozZ6EbE75VzeijI2fzDHMdcADgd2AM4DvpqZa2YdswR4BmVcvgr4Xxu10YuI+1Leaz8P/Edmrpr1/aXAYcD1KOPuxMw8ZY6fcx3gA8B2lP8ubNRGLCJ2Bd5CmbM+PjOPn+Ogq1IuXO4IXAB8lVnnXH3ITF8tvyiJzQ+BNcBqYC1wKXAJ8F/A0t5xNwVOBr4OXKPtuqf9BewNfBk4lbKEEUpq/WJKA3ZJ71yu7p3bEylpKMCy3nEXAk+kd/HEV2vnMoCHAecDrwG27X39hpTkcy2wqvfPS4CVwGuB5b3j9uud328D127795n2F7AH8GngdOC2M87x84CLeudw6/vtauAXM45b2jvuQsokf0nbv8+0v4AjgXMpE8Tte1+7LvCtWWPz0t7//RZgRe+461GWJv8QuEHbv8u0v4ArUy6m/BE4pPe1AJ4G/L13DmeOzVOBg3vHLekddyHlwtjStn+faX8B96QEDO8CdspMEq6R8NWEtQkre/+8NGF1wruyN4Z99fcyYWtZb//M8ZSrgzHHIWuA7wA/o7xRmap1yBxp236UK0o7VPwra4AnA8/CVK1zZqVtr+793ztSPTZPBI6lTPBN1TpmVtq2J2XiP9/YfDrwBEzVOmdW2vYy4B3Azsy9tWMt8EvgM5QVKaZqHTMrbVtG2YM239h8NvBwTNU6Z2ba9kh48UfhrZQlsEvnOHwd5ULa7ZmVhGt+NmwtiohtgL8Buy1w6BbgDOBu6U1FOiki9qYknwew8N7QpFy5f6eNd/f0mvCHUSb5C53LLcCf8KYinRURe1CS8IOYu/Ge7QXAm2y8uykijqSkp0uY/3xuoaRyd0lvKtJJEXFl4LOUG23VGZv/RdmCYOPdQRFxz9/AF28Ay5bOfz7XAR8i8ymjqm0SeNORdh0JbFPjuCXALpS9M+qm8yjnqM6YWgOstlnrpt55WUk5TwtZQrmS6IWUjsrMvwM7UW9CuAZYZ7PWaf+kTPgWOp9LKAnc2Y1XpEXJzH9QErM6Y3MdsN5mrbsS/n5D2LhAswblTpOPYYTP6JsENmztehJlIlHHTsAtGqxFg7kxZd9MHTtQlkWqu55AWQpZxzJgZA/7VX8iYh/KDUbq2J7yvqzuehzlPNWRlJtYqIMi4irAzWsevi1lv7e667FRbppXxybgXk0WM2ls2Nq1Vx/HbgGu0lQhGthVKG9AddVt7tSOq/Z5vOezu65CuRtkXbs3VYiG4mrUS2Sg7KFxbHbX7vQ3Nq/UVCEaiqsx9761uSzHOW1fbNjadWkfxwZlmZa6aSX1JxFQ7n6l7rqkz+O9VXF3raSkoHU5Nrvt4j6O3Yxjs8tW0d/YXLvwIWrRxX0cuwnntH2xYWvXJ6g/OQjKAyLVTadQJgd1rAU+3lwpGoJPUH+it4xy23B10xnUnxisAz7VYC0a3Keofz63odyFWd30F8r+7zo2Ap9rsBYN7jPUH5vLgG82WMvEsWFr14eodw7WA+/NWQ9nVndk5kbg7ZQJ30KC8tBPddcnqJeYbgA+lj4MtLN6NxB5E/VuIgPlVuPqri9QtggsZCPwpd6NLdRBvRs8vY56Y3MT8L/NVqQBfYN6Kegm4NtknttwPRPFhq1FmXkx5eYT871ZbaBchfrvUdSkgbweOJPSYFdZAzyrd+c6dVSW58M8hvnH5kbKg7b/YyRFaRBvpzz7Z74LKmuAl/jolG7LzA2Ux27MNzHcBPyD8uwuddsHgZOZ/3yuAV7v4xk6rtzB8yHM/7m5mbLlwBuv9cmGrWWZ+RHg8ZT9bBtnfGsj5Q3sh8BBmdnPfje1oJey3B74LuXczTyfK3uvp2bme1soT33KzM8Bj6Csy5+5zGMT5fyeBNw6My8afXXqR2auAw4GvkVp2mbe6GAVZWn68zPzjS2Upz5l5tcpj8W5iMuPzc2UyeIvgVtmZt3ldmpJb3XK4ZRnJa7j8hc8V1HO50spz2BT12WeQLn74wVccWyuBn4D3BovjPXNB2d3RESsoKQzv6K8af0e+EBmntFqYVqUiLge5dbw+1Im918HPtObOGqMRMRy4H69106UcfqBzDyt1cK0KL3b/D8BuBFlcngs8MleqqoxEhHLKJPDIynPwfwz8MHM/GWrhWlRIuIalAvYB1AueH4b+LhLzsdQxFLgbsCDKHf3/CvlYdk/a7WuMWbD1hERcXVKs7aHD4aUJEmSBC6J7JJDgW/brEmSJEnayoatOw6nLM2RJEmSJMAlkZ0QEQGcC9w+M//Ydj2SJEmSusGErRtuTLkxxZltFyJJkiSpO2zYuuEw4Lg07pQkSZI0gw1bN7h/TZIkSdIVuIetZRGxDXAhcJ3MvLDteiRJkiR1hwlb+w4C/mCzJkmSJGk2G7b2HQYc13YRkiRJkrrHhq197l+TJEmSNCf3sLUoInYBzgH2yMy1bdcjSZIkqVtM2Np1MHCizZokSZKkudiwtetw3L8mSZIkqYINW7sOw/1rkiRJkirYsLUkIq4O7Amc3HYtkiRJkrrJhq09hwLfzszNbRciSZIkqZts2Nrj7fwlSZIkzcvb+rcgIgI4F7h9Zv6x7XokSZIkdZMJWztuDKwFzmy7EEmSJEndZcPWjsOA49J4U5IkSdI8bNja4f41SZIkSQtyD9uIRcQ2wIXAdTLzwrbrkSRJktRdJmyjdxDwB5s1SZIkSQuxYRu9w4Dj2i5CkiRJUvfZsI2e+9ckSZIk1eIethGKiF2Ac4A9MnNt2/VIkiRJ6jYTttE6GDjRZk2SJElSHTZso+VySEmSJEm12bCNljcckSRJklSbDduIRMTVgT2Bk9uuRZIkSdJ4sGEbnUOBb2fm5rYLkSRJkjQebNhGx/1rkiRJkvribf1HICICOBe4fWb+se16JEmSJI0HE7bRuDGwFjiz7UIkSZIkjQ8bttE4DDgujTMlSZIk9cGGbTTcvyZJkiSpb+5ha1hEbANcCFwnMy9sux5JkiRJ48OErXkHAX+wWZMkSZLULxu25h0GHNd2EZIkSZLGjw1b89y/JkmSJGlR3MPWoIjYBTgH2CMz17ZdjyRJkqTxYsLWrIOBE23WJEmSJC2GDVuzXA4pSZIkadFs2JrlDUckSZIkLZoNW0Mi4urAnsDJbdciSZIkaTzZsDXnUODbmbm57UIkSZIkjScbtua4f02SJEnSQLytfwMiIoBzgdtn5h/brkeSJEnSeDJha8aNgbXAmW0XIkmSJGl82bA14zDguDS+lCRJkjQAG7ZmuH9NkiRJ0sDcwzZkEbENcCFwncy8sO16JEmSJI0vE7bhOwj4g82aJEmSpEHZsA3fYbgcUpIkSdIQ2LAN3+HAcW0XIUmSJGn8uYdtiCJiF+AcYI/MXNt2PZIkSZLGmwnbcB0MnGizJkmSJGkYbNiGy9v5S5IkSRqaZW0XMPYirgRcH2A3uOtF8IiWK+q8iNiV8jcLyh01/9FuRVq0iABuAOwGXAL8lswt7RalRSvLum9AuZj3R7zb7fgqY/N6wB7ApcBvHJtjLGJH4IbAUuAsMi9ouSINIuK6wJ7AKuA0Mje3XJE6zoRtsSJuTMSngb8B39oCx/0VbrAZXkjEjdsur4siYr+I+CRwLiWJ/Bbwt4j4TETs32516kvEEiL+DfgD8HPga8CJwF+IeDYRy1utT/2JuB4RH+GysflNyrn8EhG3aLc49SUiiHgMcAZwCmVs/hj4GxEvIGLbNstTnyL2IeL9wAWUG5p9EzibiK8TcVC7xakvZWw+jIjTgFMpY/MHwHlEvJiIHdotUF3mTUcWI+JQ4MvAtlyx6d0CrAXuR+bxoy6tqyLiEOD/Uf5mS2d9ewuwDjgiM7812srUt4hlwOeBuwBzfcCsAX4BHE7mulGWpkWIuA3l4sn2XHFsJuX97OFkfmnUpalPEUuAjwH3Ye6xuRb4DXAwmatHWZoWIeLmwHco53L2iqikfG4+jsxPjro09akk3u8DHkr12PwjcAcyLxllaRoPNmz9irg68FtgxwWOXAXsR+Zfmy+q2yJib+B3LPw3Ww3cODP/3HxVWrSI1wNPo0zwq6wFPkPmY0ZTlBYlYjfgTGDnBY5cA9yCzDOaL0qLFvGfwL8z94Rwq3XA18k8cjRFaVEidgL+BFyJsn2gyhrg9mSeMoKqtFgRzwRezfxjcz3wPTLvOpqiNE5cEtm/pwN1lnstp0xqVf4OdfZLLgee0XAtGkRZsrFQswawHfBgIvZovigN4PHUG5vbAM9ruBYNImIb4GjmnxBCWeVwDyKu0XxRGsAjgBXM36zRO+bfmy9HixaxFHgJC4/NFcAdiLhB80Vp3Niw9e/JlEG1kBXAUxquZVw8hTJJWMg2wBOjLB1QNx0J1N0cnXgTnq57Bgs331Cauke6N7HT7sXCk/utAjiqwVo0uGez8AQfyjLm+7v/qdPuQpnf1LEMeFKDtWhMeZfIfkSsAHaqe3jCTn+OWHFt2NBgVV23lLKko67tKBNI91d00z7Um0RAOZf7NleKhmCvPo4N4MrA+Q3VosHsQ72LifSO26+5UjQEV+vj2I2UsfzHhmrRYK5N/fn2chybmoMNW3829XNwwpLrlv0Cqm8p5cNH3bSBcpOYuum8//132ybqfw4sYbovPnXd1rFZl2Oz2/qZbyzFsdlljk0NzCWR/SjPyTit7uEBp24pf+Npf51c928GnJ6ZfvB01w8pG6PrWAmc0FwpGoKT+jj2PODihurQ4H5I/UnhSsot4tVdP6IsK69jFeURQ+qmH3LFO/BWWUV5dIN0OTZs/XsdZUAtZHXA61LZz9+sd6y664eU5wHVsQH4aoO1aHCvp97YXAO8gfS2wp1V7hJ4Zh//xmcbqkTD8QbKuFvIWuAtPni5wzJ/T3kmYh1bH80hXY4NW/8+Q7lF/Xwpw/reMZ8ZSUXd93ngdOb/m22grL/3eTJdVibsT6RMEuazBngKmX0tI9bIfZ3yzLz5luBsBP4KHDOSijSIJ7PwJH8N8Ewy6yblasd3ge8x/3vtJsoFtHeOpCIN4unUG5svJLPORTRNGRu2fpXleodSlvmt4vJLFrL3tZOBu+DSPgAycyNwGPAzSoo219/sl8Cd00lE92UeR3n45xpmfQBlmVysA55Kphcsuq5clb8n8APK2PzXkrq8bGyeDtzRBy2PgcwfAkdQzuXlzleWcbkOOJrMD42+OPWlXBw7EjiW8j47O0FbSbnIeTsftDwGMn8B3AO4lCuOzfWUsflyMt/eQnUaAzZsi5F5MXA7ym2U/x/wl97r//W+drveMerJ8oFyR+DuwJeAs3vf+ipwH+CgzPxHS+WpX5lfBq4OvBj4dcLfflu+8wrgmmR+uL3i1JfSiN2VclHl8wl//kv5zjcpE8abkVl3Gazalvkt4KrAC4FfJZzTe9r5a4Frk2kaMy4y15F5P+Bg4NMJf/oLkGX/4UOAG5Hp3rVxkfk9yt0/nwOckvC335XvvBG4PplvaK84dV24JUFt6D1rbQuwJP2PcOx5PieH53KyeD4nh+dysng+1Q8TNkmSJEnqKBs2SZIkSeooGzZJkiRJ6igbNkmSJEnqKBs2SZIkSeooGzZJkiRJ6igbNkmSJEnqKBs2SZIkSeooGzZJkiRJ6igbNkmSJEnqKBs2SZIkSeooGzZJkiRJ6igbNkmSJEnqKBs2SZIkSeooGzZJkiRJ6igbNkmSJEnqKBs2SZIkSeooGzZJkiRJ6igbNkmSJEnqKBs2SZIkSeooGzZJkiRJ6igbNkmSJEnqKBs2SZIkSeooGzZJkiRJ6igbNkmSJEnqKBs2jVbEPkS8bgt893vAFngjEddpuyz1LyKWRcT9I+KLwI96X35IRGzTYllapIi4ekS8Cjih96W3RsQNWixJixQRSyPiXhHxOS4bm4+MiG3brEuLExF7R8TLge/0vvTOiLhxiyVpkSJiSUTcNSI+w2Vj86iI2L7NutR9kZlt16BpUCbx7wceBASwAiBhQ8AW4EvAY8hc316RqisiDgS+AmwH7DTjWyuBzcADM/P4NmpTfyJiGfB24DG9L22d1G8ENgHHAQ/NzDUtlKc+RcTNgK9SxuXssZnAwzPzqy2Upj5FxBLgjcBTel/aOjY3UcbnD4AHZObKFspTnyJiP+DrwG7ADpS5EMCq3j+PyszPtlGbus+GTc0rHzpfBA4Fqq4iraV8+NyDzM0jqkyLEBE3B75P+cCpsga4V2aeMJKitCgREcDHgPtRPTbXAT8H7pyZG0dVm/oXETcCfgLsyGWTwdnWUib5Xx9ZYVqUiHgP8Aiq32vXA6cBt8/MdSMrTH2LiOtS3kd3Zv6x+cjM/PzICtPYcEmkRuHuwJ2pnhBCSWpuR5k4qtuOYf5zSe/7H+k1BOquOwL3Zf7zuS1wM+BhoyhIA3kv8zdrUN5rPxIRS0dTkhYjIm4BPJL5L4ytAG4IPG4kRWkQb6ck3guNzWMiYsVoStI4sWHTKLyAMolYyA69Y9VREXFT4PrM/6Gz1ZWAQxotSIM6moWbb3Bsdl5EXA+4JfXG5grgns1WpAE9l97WgQVsDxztxbHuioirUT4L68y5Aziy0YI0lmzY1KzyIXKHPv6NW1P21Kib7grUPT874KSw6w6l3gQf4AYRsXOTxWggh1P2A9exEyVZVXfdA6ibgu4F7N1gLRrMXSj7DuvYCTiiwVo0pmzY1LRl9Pff2RYu21it7tkOWF7z2ODyNz1Q99Q9l1AmHN7JrLu2o/7FFHBsdl0/y+Icm922Pf3NgxybugIbNjWr3KRgdR//xqY+j9donUu5oUgd64GzG6xFg/tnH8cu7fN4jda5lDFXx0bgT82VoiG4sI9jtwH+3lQhGtjfqJ+wbcaxqTnYsGkUPrSlxpvVlvJG9TG8dWmXfY7+ruJ/rKlCNBTvBzbUOG4L8KX0sRtd9hXqj83NwIeaK0VD8G7qNeAJfCczL2m4Hi3et6i/9HwD8L4Ga9GYsmFToyJilwNhz3U11uKvhyV3hKtExJVHUZsW5RaUq/MLPXph6/dv0Ww5WqyI2BG4KvWWRQZwpYjYo9mqNICbUyZ7C43NLZT345t7o4pu6j1E+RqU5KyOHSPCPWzddTPqj83lwE0dm5rNhk2NiYi7A6eeBP9cCY+nPGOkytq18OQfwJ+BUyPiPqOpUnVExM69ZwJ9kHKr6V9Sns81l/XAWZSN06+PiI9HxG6jqVR1RMSdgV9RGrFHsMDYpNyx7hTK2HxQ4wWqtojYISLeCnwKeAJwItXncwPwV8oNR14CfC4i9hxJoaolIm5PGWu7Aw9m/iXoa4D/BE4AfhkRj3Ki3x0RsW1EvA74MvBMynmqOp8bgQsoN+p6FvD/eneXlIrM9OVrqC9gF+ADlObr8H99Dw5JOClhTcIlvdfqhJNzxnGU29+eCXwUuHLbv8+0v4DDKGvqPwDs0vvadsAbgEuBS2b8czXwDmDn3nHbA2+hrOE/ou3fZdpflMdrvIMyab/3jK/fDvgRZaJ/yYxz+etZx90WOAP4NLBH27/PtL8oz9H7A2Xp8W69r20DvBK4eNbYXENZanXl3nHbAq8Fzqc8Yy/a/n2m+dV7r3wTZS/iA2d8/VbAd2eMzUuBVb1xeOSs406lNAd7t/37TPsLOAj4LWUbwZ69ry2jNNj/mGNsfnjGcdsAL6fsSzzKsekrM8t/BNKw9FK19wJfB47OzEvnOOiGwAG9/3Uamb+Z4+fsCLyG8jySJ2fmVxorWnPq3cL9DZTbSz8xM78xxzErKA32bpQJ4ncz8wo3jYmIO1LSuZOAZ2TmRc1Vrrn0UrUPAN8Hnp2ZV7iBSERcH7gpZfXF6Zn5qzmO2Q74b+BRlHP5mUYL1xVExA7Aq4EHAU/NzC/Occw2wMGUpGYlZWyunOO4g4BjgNOBp2Tm+Q2Wrjn0UrVjgJOBp2fmFW4gEhHXpiwxXwb8LjNPnuOYFZTk9InA84D/Syd5IxUR2wL/BTyWkqp9evY5iPLoojsBe1IujH0359iDGBE3o+w1PYfyGXxOk7Wr22zYNBQRsQvwZkoa84TMPHZIP/cQykT/h8CzMvMfw/i5ml9EHEa5IcXxwHPn+jBZxM/cHngV8BDgaZn5hUF/phbWu/jxOuB+lIsf/29IP/e2lMnELynn07vUjUDv4scxlKWPzxzGxY/eJPPllKv5zwY+6US/eb33xFcAD6dc/PjskH7urSj/jZwFPCkzzx3Gz9X8ehc/PgT8hnIhZeCLH70LLy8Cnga8APiQY3M6uYdNA9u6V41yJ8gDhtWsAWTmCcBNKOmNe9saNmuv2pMz8/HDaNYAMnNNZj6H0rC5t20EZuxV25EyNofSrAFk5o8pm+m37jt1b1uDZu1Ve35mPmJYSXVmrsvMf8e9bSMzY6/a1YGbDKtZA8jMn1GWSP4K97Y1btZetZdTlrQOJanOzA2Z+XLgcNzbNtVs2LRoEbFLRHwAeA/w+Mx80pxLIAeUmasy8xmUmyO8NSI+6p0kh6+Xqv2KsuTmgLmWQA5DZn6fsuzufMpE/4gm/v9Ms4jYMSLeQdkH+szMfMxcSyAHlZlrM/Noyg1mXhkRn/ZOksPXS9V+SVneeMBcSyCHITNPpCy7+x3wq4h4mBP94YqI7SPiTcBngRdl5kOaSKczc31m/iflJhYvAL7knSSHr5eqnQxcj9J4f6qJBCwzTwEOpGwrOCUijnJsThcbNi1Kk6laFdO2ZjSZqlUxbWtOk6laFdO2ZjSZqlUxbWtOk6laFdO2ZjSZqlUxbZtuNmzqy6hStSqmbcM1qlStimnb8IwqVati2jZco0rVqpi2Dc+oUrUqpm3DNapUrYpp23SyYVNtbaRqVUzbBtNGqlbFtG1wbaRqVUzbBtNGqlbFtG1wbaRqVUzbBtNGqlbFtG362LBpQW2nalVM2xan7VStimlb/9pO1aqYti1O26laFdO2/rWdqlUxbVuctlO1KqZt08OGTfPqUqpWxbStni6lalVM2+rrUqpWxbStni6lalVM2+rrUqpWxbStni6lalVM26aDDZvm1NVUrYpp2/y6mqpVMW2r1tVUrYpp2/y6mqpVMW2r1tVUrYpp2/y6mqpVMW2bbDZsuoJxSNWqmLZd3jikalVM265oHFK1KqZtlzcOqVoV07YrGodUrYpp2+WNQ6pWxbRtctmw6V/GLVWrYtpWjFuqVsW0bfxStSqmbcW4pWpVTNvGL1WrYtpWjFuqVsW0bfLYsAkY71StyrSmbeOcqlWZ5rRtnFO1KtOato1zqlZlmtO2cU7Vqkxr2jbOqVoV07bJYsM25SYlVasybWnbpKRqVaYpbZuUVK3KtKVtk5KqVZmmtG1SUrUq05a2TUqqVsW0bTLYsE2xSUzVqkx62jaJqVqVaUjbJjFVqzLpadskpmpVpiFtm8RUrcqkp22TmKpVMW0bfzZsU2jSU7Uqk5q2TXqqVmUS07ZJT9WqTGraNumpWpVJTNsmPVWrMqlp26SnalVM28aXDduUmaZUrcqkpG3TlKpVmaS0bZpStSqTkrZNU6pWZZLStmlK1apMSto2TalaFdO28WTDNiWmNVWrMu5p27SmalXGOW2b1lStyrinbdOaqlUZ57RtWlO1KuOetk1rqlbFtG282LBNAVO1auOWtpmqVRvHtM1Urdq4pW2matXGMW0zVas2bmmbqVo107bxYcM2wUzV6hmXtM1UrZ5xSNtM1eoZl7TNVK2ecUjbTNXqGZe0zVStHtO27rNhm1Cmav3ratpmqta/Lqdtpmr962raZqrWvy6nbaZq/etq2maq1j/Ttm6zYZswpmqD6VraZqo2mC6lbaZqg+la2maqNpgupW2maoPpWtpmqjYY07ZusmGbIKZqw9N22maqNjxdSNtM1Yan7bTNVG14upC2maoNT9tpm6na8Ji2dY8N2wQwVWtGW2mbqVoz2kjbTNWa0VbaZqrWjDbSNlO1ZrSVtpmqNcO0rTts2MacqVrzRpW2mao1b5Rpm6la80aVtpmqNW+UaZupWvNGlbaZqjXPtK0bbNjGlKnaaDWdtpmqjVaTaZup2mg1nbaZqo1Wk2mbqdpoNZ22maqNlmlbu2zYOiQilkfEARFx64i46jzHmaq1pJ+0LSL26p3Lm0TEiopjTNVa0k/aFhHLImL/3vm8etXPNFVrT19pW8RViLgVETclYtu5DzFVa0s/aVtELI2IG0fEgRFxzaqfaarWnr7StojdZ4zN7ec+xFStLX2lbRFLiNiPiAOJ2Gd0VU6ozPTV8gu4EvAqShNwae+fa4EfAHedcdwuwAcoE5LD26572l/AIcCZlCTlyjO+fhfgu71zuPWcXgK8Hth9xnGHAX/qndNd2v59pvkFbA+8BfgbcMSMr+9MmRD8A1g5Y2yeCNx7xnE7Au8A/jrz675aO5+3Bc4APg3s8a/vwR0Sjk1Yl3BxwqUJKxP+J2GvGf/+HYE/AB8Ddmv795nmF7At8FpKGv4wIHpf3wF4MXDBjLG5hpK4PGDGv7898CbgXMrEvvXfaZpflMbtVEqztfe/vgcHJXx1xti8JGF1wjsSrj7j3z8I+C3wOWDPtn+faX4B2/Q+H/8OHLV1bCZsm3B0wrm999eLE9Yk/DrhYbn1OF99vba+8aklvSTtJ8BVgLlSmDXAKykfQu8Fvg4cnS5/7ISI2BF4DXAk8GTK0oxXUiYJs62nTPwPo1yZugfwxHT5Y2f0lr99kLLk4+XA14CrUSaNs60G/hc4ltJ0fx94drr8sRMiYjvgv4FHAc9I2BV4K+Vczr66vwG45Kdw6EHwBOBBwFPT5Y+d0Vv+dgxwOvBC4AvAdYDt5jh8NWVMfrr375wMPD1d/tgJvRUnLwGeCDxvM2xeAu9n7rG5EVj1Rzj0evBQ4LHAM4FPpxPYToiImwEfAs45Ap79efgkcEPmngetpozLx+P564sNW4t6SwJOBfal7F2qsgn4J/CIdPljJ0XEIcAngD2ApfMcuhlI4CPAc9Plj50TZRnOq4CnUSYPC43NS4HHpMsfOykibnsofOqrcNUV84zNLbDlfNhybfjMenhGuvyxc6IsX3058BzK2Fw+z+EbKRc8n5Auf+ykiLjV7eATx8O1t51nbCbkP8rY/MrKsnXA5Y8dExHbAC/6KvzHXSGWzT82VwMvJfPNIypvItiwtai33+XLlOVUC/lVZt604ZI0gIj4KXDrGoeuBY40WeuuiLg18D3mTtZmOwu4rld7u2tTxHFL4NCFNm1vhLXL4dE4we+siLgR8AvmXpEy23nA1TJzS7NVabE2RXxhCdxvyRWTtcvZCOuWwlOWZH5oRKWpXxH7bIEzlpSlkgu5CNiLzE1NlzUpvOlIu55BWYdfx/UiYt8mi9HiRdlQu3/Nw7cDnt1YMRqGpzH/FcKZrgLcvMFaNIiIqyyDO9T5sFtexuZzmi5JA3ky869imGkH4A4N1qJBROy8DO6xULMGsBy2XQLPHUVZWrQn9NFULKfcuEQ12bC1a19qvFH1bASu3WAtGsw+lH0wdV2voTo0HPtRf1K4mbKXRt10TWBdH8d7LrvtRsy/THmmwPPZZVelv8/NyruAqhNuRL10DUrDdt0Ga5k4Nmzt2tjw8Rodz+Vk6WcSsZjjNTob6e+zzrHZbf2MtezzeI2WY3OyrO/jWMdmn2zY2vUt6v8HvoJypyt106nUv7K0ETi+wVo0uGMpew3rWEG5q6S66Qzqr2TYDJzQXCkagm9RblpQx3LKXZjVTX+m/qR9C/DDBmvR4I4DVvVx/I+aKmQS2bC16x2UqwwL2Qx8MTP/0XA9WqTeYxY+Sblr4EI2U24Hr+56L/XeHxM4PjPPbbgeLVbmOsot3utMDNcD3rms2z5E/eXKJ2XmmQ3WokGUG068nXpLltcCb2i2IA3oE9TvK84g89dNFjNpbNhalJl/pkwM57tamJQrFi8eSVEaxMspD3CdrwlfA3w0M383koq0KJl5HuVhuwtdyV8NPL/5ijSg11IeXj/f3QLXAF8m85SRVKRFycyLKe+1dcbms5quRwP7H8rzSTfPc8xa4DuYyHRb5hrgaMp76XzWUG7spT7YsLXvOZRncq3lipOJVZRbnx7sVcLuy8yzgTsCF1Aat5k2Uc7xJ4CnjLg0Lc5/Au+kXP2dvXdiFeXZiIdm5m9HXZj6VBrw2wPncsWxuZmtzRo8ZsSVaXFeT0lb1nHF5HQ15dmI98xMtxF0XVk5dDvgbOYem6spS9Qf5IOWx0DmO4GXUsbm7C0/qymfnfcn88ejLm3c+Ry2joiI/bhs78QW4BzgrcBnsizp0ZiIiBXAkZRb91+TMqE4FnhLZp7WYmlahIi4PuURHPeh3Pb9XOBtwCezXFHUuIhYDtyfMjavQ2nETwDebLI2fiLi2pQr9UcC2wPnUy6yfCwz+9lLo7ZFLAPuTbl1//UozdoPKGPTPcLjJuIalIvTD6E8XuNC4N3ARyhbSNQnG7aOiIhdgb8Cu9ugSZIkSQKXRHbJIcCPbNYkSZIkbWXD1h2HU26JKkmSJEmADVuXHIYNmyRJkqQZbNg6ICKuCewGnNJyKZIkSZI6xIatGw6lPHx3vmcESZIkSZoyNmzd4P41SZIkSVfgbf1bFhFLgPOAgzLzrLbrkSRJktQdJmzt2x9YabMmSZIkaTYbtvYdDhzbdhGSJEmSuseGrX3ezl+SJEnSnNzD1qKIWAFcCOyTmRe1XY8kSZKkbjFha9dtgDNs1iRJkiTNxYatXe5fkyRJklTJhq1d7l+TJEmSVMk9bC2JiF2BvwK7Z+a6lsuRJEmS1EEmbO05BPiRzZokSZKkKjZs7Tkcl0NKkiRJmocNW3vcvyZJkiRpXjZsLYiIawK7Aae0XIokSZKkDrNha8ehwPGZuaXtQiRJkiR1lw1bO9y/JkmSJGlB3tZ/xCJiCXAecFBmntV2PZIkSZK6y4Rt9PYHVtqsSZIkSVqIDdvoHQ4c23YRkiRJkrrPhm30vJ2/JEmSpFrcwzZCEbECuBDYJzMvarseSZIkSd1mwjZatwHOsFmTJEmSVIcN22i5f02SJElSbTZso+X+NUmSJEm1uYdtRCJiV+CvwO6Zua7lciRJkiSNARO20TkE+JHNmiRJkqS6bNhG53BcDilJkiSpDzZso+P+NUmSJEl9sWEbgYi4JrAbcErLpUiSJEkaIzZso3EocHxmbmm7EEmSJEnjw4ZtNNy/JkmSJKlv3ta/YRGxBDgPOCgzz2q7HkmSJEnjw4StefsDK23WJEmSJPXLhq15hwPHtl2EJEmSpPFjw9Y8b+cvSZIkaVHcw9agiFgBXAjsk5kXtV2PJEmSpPFiwtas2wBn2KxJkiRJWgwbtma5f02SJEnSotmwNcv9a5IkSZIWzT1sDYmIXYG/Artn5rqWy5EkSZI0hkzYmnMI8CObNUmSJEmLZcPWnMNxOaQkSZKkAdiwNcf9a5IkSZIGYsPWgIi4JrAbcErLpUiSJEkaYzZszTgUOD4zt7RdiCRJkqTxZcPWDPevSZIkSRqYt/UfsohYApwHHJSZZ7VdjyRJkqTxZcI2fPsDK23WJEmSJA3Khm34DgeObbsISZIkSePPhm34vJ2/JEmSpKFwD9sQRcQK4EJgn8y8qO16JEmSJI03E7bhug1whs2aJEmSpGGwYRsu969JkiRJGhobtmGICCIC96/VFj1t16EhKY+z0CQo72eezwkRnsvJ4dicKI5N9cP/WBYrYkcinkLEmcCmhM1nwoGr4UZE7Nh2eV0UETtGxJMi4g/AJmBTRJwVEU+PiJ3ark99irgZER8hYg2wmYh1RHyGiNu0XZr6FLEdEY8n4gzK2NxIxNlEPIeIXVuuTn2KiBtHxPsjYhWwOSLWR8SXIuKOXigbMxEriHg0Eb+m97lJxN+IeAERV267PPUnIvaNiHdFxErK2NwQEV+PiLs4NjUfbzqyGBHXAb4P7ALsMOu7q4FLgDuSeeaoS+uqiNiH8je7EnP/zVYCd8zMP4y4NC1GxAuBlwIrgKUzvrMFWAe8G3g+vsF0X8TVgO8Be3LFsbmm9zqEzNNGXZr6FxFPB14PLAeWzfhWUs7l/wFPzcwtLZSnfkRcBTgBuAYw+0LwWsp77aFknjziyrQIEXEU8A7KuFw+41tbx+YXgcdk5ubRV6eus2HrV0mCTgf2ojqh3AKcB+xH5qWjKq2roiSOvwX25vKT+5m2ABcA+2XmxSMqTYsR8VjKh8728xy1GngFma8bSU1anIhtgV8D1+Lyk/uZEvgH5f3s76MqTf2LiAcBH2LhsfnWzHzxSIrS4kQsA04BbsDlJ/ezXQzsT+Y5I6hKixQR9wQ+C2w3z2FrgPdn5rNGU5XGiUsi+3cUsCvz/+2W9I55zAjqGQePoiRrVc0alL/ZzpS/r7oqYinwBuafEEJJal5CxHwfTmrfgyjJWlWzBhCU8/nUkVSkRektp3oz9cbmcyJil+ar0gDuQ7mQMl+zBuV8P7f5cjSgNzN/swblXD4xSrIqXY4NW/+ex8IfiPSOeX7DtYyLo7niUqu5+DfrvrtTlkHWkcCDG6xFgzuaKy61msu2wDO94UGn3YlyobCOLZQLaequumNzG+DfiNim4Xq0SBFxK+DqNQ9P4PENlqMx5YdvPyKWU9aS15Jwjd9ELI/ptoRylbCuvaIs01I33ZR6FyygTDZu1WAtGty+fRy7A+BNDrrrpiycxmy1A3BQg7VocDfu49glwFWbKkQDu2kfx24H3LapQjS+5lsGo7klZYnQgrZA3BQ2NFzPpKn991UrAs/PtHLDc7c5LieL53N6ee51BSZs/cjcSLmZSC1L4NxN5W887a+/1P2bARdl5to+jtdonUa5aUEdq4FfNliLBtfPnWzXA/9sqhAN7DRgY81j1wC/aLAWDe6MPo8/t5EqNAynUf+C1zrgpAZr0ZiyYevfmym3013ImoA3pRJ4E2WCsJC1wFsGOTlq3FcpzwKqYwnwyQZr0eDeCKyqcdx64J14u+ku+zb1ziWUsfnhBmvR4OqOzY3Ah8hc33A9WrwTgbp32A3gfQ3WojFlw9a/D1LeROe7WpKUdOGDI6mo+z5Evb/ZGnyj6raSMr+EhVO21cAbyaw7gVQ7PkG5LfhCjdg64G2NV6NFy/JctRey8MWxNcC7M/MfzVelAXwBOJ+FL5CtozR36qjehevnU29s/l9mmpbqCmzY+pX5T+Bg4CLmTtrW9r53cO/YqZeZ5UHi5QrTXG9YaynPeTo4My8aZW1alHcC/0s5l5drwvOyixWfAF42+tLUl8w1lLsLns/cY3MdpaG7C04iOi8zPwK8inIu53ow9mrgS3g33u7L3ECZa/yVucfmeuBS4G5k/mmElWkRMvPzwIso53KuC2SrgOOAp4yyLo0PG7bFyPwtcEPgvykPe97Ue13Q+9oNe8eoJzN/R/mb/ReXv2r4d+CVwA0z87SWylM/MpPMFwF3A74CbErY0DuhxwFHAE+kXFVU12WeBdwI+E/gnITNG4EsF1FeR3k/c7/TmMjMVwN3AT5PWS639cZX36U8ZuMR6dLW8VAehn0AJTk9O2HzBiDLRZQ3Uh5m/+MWK1QfMvOtlIvXn6KMy61j80fAI4Ejsqxika4gnFMNKCK47Dbna5ykLiwu+5utApakf7PxFrH0EthpN/jnZs/neIuI82G768Lq58OSl3sux1qUB93vSJngOzbH3LkR292A/9/evQfbWtd1HH9/D+fA4RCgiKDmZTDElEK8BhgNWJY6kiElXvKCmOMtnbBIIfESilpqJdoYYTpNppmKFyYVm0i8IIJ3RbAsc0wMRY+Hc+Bcv/3xW8dz3Oxnr2ettZ/1/NZa79fMGmb2ftjz3efZv7V+3+fz+z0PW17o2Jx5g0ceHYhjUy3ZsKkXg6ZtF75RzQXP5/zwXM4Xz+f88FzOF8+nRuGSSEmSJEmqlA2bJEmSJFXKhk2SJEmSKmXDJkmSJEmVsmGTJEmSpErZsEmSJElSpWzYJEmSJKlSNmySJEmSVCkbNkmSJEmqlA2bJEmSJFXKhk2SJEmSKmXDJkmSJEmVsmGTJEmSpErZsEmSJElSpWzYJEmSJKlSNmySJEmSVCkbNkmSJEmqlA2bJEmSJFXKhk2SJEmSKmXDJkmSJEmVsmGTJEmSpErZsEmSJElSpWzYJEmSJKlSNmySJEmSVKm1fRegxRIRa4FHAscMvvSYiLg0M7f3WJbGFBF3BU4F7jD40hHAN/urSOOKiH2A3wDuP/jSaRHxgczc1mNZGlNE3Bl4LHDHwZfuBVzfX0UaV0SsAX4VePDgS6dHxCWZeWuPZWlMEXEYcBpw+OBL9wW+2l9FmgWRmX3XoAUREc8AXg3sCxxASXg3ATuBczPzzT2WpxFExOHA24CTBl9aP/jvrcBVwFMy81vTr0zjiIgnAW+gnMcNwD6UsZnAK4DXpx8WMyEi7gBcDDwC2AXsP/jWLcAXKWPzGz2VpxFFxGOBC4EDKedy99gEeC3wSsfmbIiIg4GLgFMoY3PD4Fu3AF8DnpqZNm5alg2bpiIi/gR4MXveoJbaAvxFZp47vao0jkGz9jnKlft1yxyyE9gIPDAz/3uKpWkMEfEC4FU0j83NwFsz8/nTq0rjiIhDgGuAu1AujC21izLZ/6XMvG6atWl0EXEm8FesPDb/CTjTpq1uEXEg5WLmEcB+yxySwM3AL2fml6ZZm2aDDZs6FxEPAK6g+UNnty3AwzPzU91XpXFFxKXAw1m+WdttJ/D5zHzwCseoZxHx85Tme/8hh24GTs3My7qvSuOKiHdSligv16zttgu4DjjaSX69IuIewLW0G5tPzsz3dV+VxhURFwFPZvlmbbcE/gc4wrGppbzpiKbhhaz8JrXbeuAPO65FExjsWXsYKzdrUJbtHB0RR3dflSbwAtrtZd4AnN1xLZpARBwKPIaVmzUon/t3Z89+KNXpOZT30WEOAF7UcS2awCBdexLD50FB2Q9+cudFaebYsGkaTqPdB88a4JTBBmvV6VTKVcA21gGnd1iLJvcEhjffUCYSJ0XEsJRc/TkF2NHy2P0pE0jV6ykMb753O3awd1F1egTQ9sZqB1DOvfRTnBirUxGxjvYfOlCagQM6KkeTO4Q9NxgZZi1wpw5r0eR+ZoRjtwMHd1WIJnYI7d9r1+DYrN1BIxy7jXL+VadDaH9X9sCxqWXYsKlrO2h/ZQnK3+SWjmrR5H4EbG157E7gxu5K0SoYZaytA37cVSGa2I9o/16bODZrd/MIx+5LOf+q00bK52Fb3++qEM0uGzZ1arBx9lLKRvehhwMfzcxR3tg0XR8Y4ditwHu6KkSr4r20X0Z3ZWZu7rIYTeRS2l/F3wy8q8NaNLl30b4BvzYzbcDr9RHaLT2H0qj/Q4e1aEbZsKlTERGUO5K1+VsL4Hr3sFVtGyWVabuPzUSmUoOxeT3tJvkJXDd4uLbqlMBNLY9dh1fxa/cN2k3yE/h6RLRt1jV9+wA30O5zcz3w3W7L0SxyYqzORMTdgQ8Dvw78PeWqbpPNwDuB44F/jYgjuq9QbUVxBvAF4O2UiWFTEpqURu2NwJUR8Xyb8LpExJ2B91NuOnIRw8fmB4CjgI9HxFHdV6i2BmPzCcCXgH8Gvkdzarr7WU+vB66IiLNtwusSEYdFxLuB51EemL3SsuUtwEcpdxa8MiJ+YQolagQRcSrwZcpc6DuUi55NtlAehn5ZRJw3uAeABNiwqQODCcTvUZ7vdAVwHPBU4HzK5G/vtfk3s+dN6onAQ4F/AT4bEc91ot+/iPhZ4EOUW8A/PDPPAh5IeUDvLeyZHO6knMuvAsdl5oso5/N04PKIOHLateunDcbmk4EvDl4PysxnAudQHqi8aa/DN1PO74XAY4GTKMu0PhURZznR79/gIfbvAV4CnDJ4uPkDgCuBW9mzpG4X5XxeT3kw7znAQ4BHAp+MiPtMu3bdVkT8DqXx/m/g2Mz8fcr77kaWH5sXAY+mXBS9iPI+e45pW/8i4tCI+EfK3OZxmflsyti8gjI2dzduuy+i/CdwcmaeOzjuBOCqiLjf1ItXlXxwtlbVIFW7CDgUOCMzv7Tk+/sDj6O8IQUlsXnX0r0xgwnE2ygNwNMz8786L14/ZbBk7mmUD5wLgQsyc9uSY+5LOZ93otzE4H2Z+bklx+xDmXScA7wCuDAz2+xp1CoapGpvAY4AnpaZ1yz5/nrKIzgeTFnC82XgHzNz05LjjgTeOjjmjMy8fgrlay+Dsfl44C8o5+LlmXnrkmOOGhxzZ+CHwCXAZ/d+IO/ggtizgZdTxvnr3EM8fRFxGPAm4BjK2Pz0ku/vS3mkynGUZZJfBd6RmRuXHHcP4G+B2w9+zlemUL6WGKRqb6asGjo3M7cs+f49Kasb7kppxj8IfGrJ2Azg6cCrKatVLsjMUW7gpjljw6ZVMXhzeQZwAWUS8ZpJ31wGVwnPojyw96XAXzvRn45BqvY3wM9SPvi/sAo/896UyeVOShP+H5P+TA03GJu/C7yO0rCdn5lt7/TZ9DPXUJZsnQe8CvhLJ/rTMUjV/hr4ecrYvGoVfuY9gYspz2c7IzOvnfRnqp1BqvZGyraB8zLzlgl/XgDPBF5JWfr62sxse2MhTWDw8Po3Ag+ifMZdsQo/826Ui+CHU8b7Fyf9mZpNLjfTxPbaq/Ys4GGZef5qXAnKzB2Z+VrgRMqDJN3b1rEle9WuAh6yGs0aQGZeB/wK5Uq/e9umYK+9amcDj8zMl0zarAFk5q7M/CvKFf/fwr1tnVuyV+064AGr0awBZOY3gV+lNA3ubZuCvfaqnQ+cmpl/NGmzBuXOzJn5Fsqy9ZNxb9tU7LVX7QbgfqvRrAFk5rcpS5cvBD7m3rbF5WRJY1tur9rSJZCrYXC1171tHVtmr9rLly6BnFRm7szM1+Petk417FW7Zsj/NrJBSnoS7m3r1DJ71V68dAnkpAZN+Jtwb1vnltmr9umV/4/RZea3cG9b55bZq/YHS5dATmrQhF+Me9sWmpNejaWrVK2JaVt3ukzVmpi2daerVK2JaVt3ukzVmpi2daerVK2JaVu3ukrVmpi2LTYnSBrJtFK1JqZtq2saqVoT07bVNa1UrYlp2+qaRqrWxLRt9U0jVWti2ra6ppGqNTFtW1xOdNXatFO1JqZtk+sjVWti2ja5aadqTUzbJtdHqtbEtG1y007Vmpi2rY5pp2pNTNsWj5MiDdV3qtbEtG08faZqTUzbxtN3qtbEtG08faZqTUzbxtdnqtbEtG08faZqTUzbFouTW62ollStiWlbezWlak1M29qrJVVrYtrWXk2pWhPTtvZqSdWamLaNppZUrYlp22JwIqRl1ZqqNTFtW1mNqVoT07aV1ZqqNTFtW1mNqVoT07bhakzVmpi2razGVK2Jadv8c0Kr26g9VWti2nZbs5CqNTFtu63aU7Umpm23NQupWhPTttuqPVVrYtq2vNpTtSambfNroSc/+mmzlqo1MW0rZilVa2LaVsxaqtbEtK2YpVStiWnbHrOUqjUxbStmKVVrYto2nxZuEqvlzWqq1mSR07ZZTtWaLHLaNqupWpNFTttmOVVrsshp26ymak0WPW2b1VStiWnbfFmICY+azUuq1mTR0rZ5SNWaLFraNi+pWpNFS9vmIVVrsohp2zykak0WLW2bh1StiWnb/JjbiauGm7dUrckipG3zmKo1WYS0bd5StSaLkLbNY6rWZBHStnlL1ZosSto2b6laE9O22TdXkxy1M++pWpN5TdvmOVVrMq9p27ynak3mNW2b51StyTynbfOcqjWZ17RtnlO1JqZts23mJ6sazaKkak3mKW1bpFStyTylbYuSqjWZp7RtkVK1JvOUti1KqtZk3tK2RUnVmpi2zaaZnNhodIuaqjWZ9bRtEVO1JrOeti1qqtZk1tO2RUzVmsxD2raIqVqTWU/bFjFVa2LaNntmZoKq8S16qtZkFtM2U7Vms5i2LXqq1mQW0zZTtWazmLYteqrWZFbTtkVP1ZqYts2OqiczmoypWjuzkraZqg03K2mbqVo7s5K2maoNN0tpm6nacLOStpmqDWfaNhuqm5RqdZiqjabmtM1UbXQ1p22maqOpOW0zVRtdzWmbqdpoak/bTNVGY9pWtyomMFo9pmqTqS1tM1UbX21pm6naZGpL20zVxldj2maqNr7a0jZTtfGZttXLhm2OmKqtjhrSNlO11VND2maqtjpqSNtM1VZPDWmbqdrqqCVtM1VbHaZt9bFhmwOmat3oK20zVVt9faVtpmrd6CttM1VbfX2mbaZqq6+vtM1UbfWZttXFhm3Gmap1a5ppm6la96aZtpmqdWuaaZupWvemmbaZqnVr2mmbqVq3TNvqYMM2o0zVpqvrtM1UbXq6TttM1aar67TNVG16ppG2mapNT9dpm6na9Ji29c+GrUYRMeTbpmo9GCttG34uTdV6MlbaNvx8mqr1YKy0rd3YNFXrwVhp2/DzaarWg7HStiHncnCIqVoPxkrbWpxPDWfDVoOINUQ8iojLidgK7CTiRiLOJ+Iuew4zVavB0LQt4k5EvJSI71HO5TYiPkHEb7LXpMNUrX9D07aIIOLhRFy219j8ARGvoVw42X2YqVoFhqZtEXck4hwivgvsIGI7EZ8h4jT2uvJvqta/oWlbGZsnEXEpEbdSxuYPiXgDEffc+2eZqvVvaNoWcQgRf0TEt9kzNj9HxOns1RCYqvVvaNpWxuZDiXgfEbdQxuZGIt5EJY9kmUmZ6avPF6xP+HDCpoRc8ro14eaE3wDuDnwEuAY4pve6fZGZAPcBPgP8G3BEwsmDc3nLMudzU8LlN8AG4AzgRuClwL59/x6+EmAf4Czg+8DzL4f9Ei4ZjMFdy4zNzQmPAe4MfIBytfeBff8evn5yPo8EPg58Ejgq4fiEjQlbGsbmlTfBQcATgO8BFwDr+/49fCWUi8vPHYzNs18G6xL+oWFsbh2c48cDhwHvpiSkx/f9e/j6yfm8B3AZcDXwCwkPSLhp8J6ay4zNLyQcApwKfBd4A7Ch79/DVwIEcOZgPnPeI2HfhLcMzuXOJedy22Bsntl33bP4isE/uPoS8V7gEcD+TYdsh20nwJar4XXAa9Llj1UZXCU86xh48dWwYR3s23TsLrj1Kth0PPwv8LR0+WN1IuLewFvfD0c+Gg5cs8LY3AHbHgabr4A3Aeenyx+rMki+n3cUvOzLsGFf2K/p2IStX4Gb7wf/l2VsuvyxMlGSs4v/Hu7zRDho2Nh8NGz+CFwMnJcuf6xKlGVyz7wHXPB12H89rG86NmHbN2HzUfCDXfD0dPljdSLibsBFF8Kxz4KD9llhbAJbgNPJ/NCUypsLNmx9ijga+Cwr/2GzC9gIn7h95olTqUtjuSnisoPh14bd7WAbbP8RnHhY5memUZdG94OIIw+Ga9fC0A3yG+GLB2ceO4WyNKbvR7z3dnDqsJO5tYzNRx2e+bEplKUx3BRxl4PgW23G5ib4jwMz7zWNujSeGyPedjt4yrqS1DS6FbZvhMcdnnnJdCrTqH4ccfsN8L210OYOkv8J3AubkNbcw9avF9DiD3sNcHt40N772VSZiEMPgRPb3JpuX1hzGPx+5zVpbHeAZ60t10qGOhjuTcTPdV2TxhRx4KHwiDa3ptsP1h4Oz++8Jo3tEHjGWtjR5tgD4S5E/GLXNWlMEevvCL89rFkDWA/rDi9zJlXqIHjqWmi7AuxOwC91Wc+8sWHr13G0uEo4sBW4b4e1aDL3AdrelGAf4MEd1qLJncAKS1uX2Ao4KazXkbSfRARw/w5r0eROYIXlc0vsBLz1eL3uBoySsBzTVSFaFSdQ9ui3EcCx3ZUyf2zY+jXqrU49X/XyXM6XUc5n4PmsWTDapNBzWbdRzo9js25rGG1senv4ujk2O+Q/Vr8+T7kC2MZ+wNc7rEWTuZ4VbmiwxC7Krd9Vr2ton8qsA77WYS2azDdpPzYT+GqHtWhyVwNtH38SODZr9m3arzKCcrdP1etqoO3NfXbge+1IbNj69ZeU5VRtfIbM/+myGE0g8wbg32l3tfAW4PXdFqQJXUjLfTLAtWR6MaVWmT8CPki7PYmbgT/vtB5N6i203F8KfIdy8UU1Ks9Pewft3ms3AX/WbUGa0Ftpn4JupDx2RS3ZsPWpPFj3SoY3bVuAc7svSBN6CcOvLm2lPK/LB7fWrDRgH2P4vsRbgBd1X5Am9KcMP5fbKWmcd4isWXkA83sZ/l67BTjbu9BV7zUMH5s7gBsoz7tUrTL/D3g7ZeytZAvwx47N0diw9e9UygR+8zLf20H5wz6TzE9OtSqNLvOzwO9Sztlyy+k2U5a1Pso3qpnweMoSj+XG5k7KeX4umZdNtSqNLvPLwGmUc7nccrrNlNtM/xqZbdMb9efpwBXAzct8b/fY/GMy3z/VqjS6zG8Ap1DO5XJjcwtl6eRJZLZd9aD+PI/yUPTlPjd3Uc7n+WS+Y6pVzQEbtr5l/hh4KPAc4FpKk7aVcsXp7cCDyHxnfwVqJJnvo9xl7mLKFeCtlHN6PeV24ceR+cP+ClRrZbnOycAzgS9RJoJbB693AMeT+Xf9FaiRZH6Ycpe5v2FP47YD+C/ghcADybyxvwLVWnlA/aMojds17Bmb24B3AyeSeWF/BWokmZcDR1OWom+inMftlEbtRcAxZP5vb/WpvdJUP5Zy8frT7Bmb24FLgIeReUFv9c0wH5xdm4gDKBvkN5LZ9oYkqlHEPsDBwFYyl7vapFkSsYHykPuNXumdcXvG5jZgs4n3jIvYn3I7ccfmrItYQxmbO4CbHZszLmI9cADwYzLb3shLy7BhkyRJkqRKuSRSkiRJkiplwyZJkiRJlbJhkyRJkqRK2bBJkiRJUqVs2CRJkiSpUjZskiRJklQpGzZJkiRJqpQNmyRJkiRVyoZNkiRJkiplwyZJkiRJlbJhkyRJkqRK2bBJkiRJUqVs2CRJkiSpUjZskiRJklQpGzZJkiRJqpQNmyRJkiRVyoZNkiRJkiplwyZJkiRJlbJhkyRJkqRK2bBJkiRJUqVs2CRJkiSpUjZskiRJklQpGzZJkiRJqpQNmyRJkiRVyoZNkiRJkiplwyZJkiRJlbJhkyRJkqRK2bBJkiRJUqVs2CRJkiSpUjZskiRJklQpGzZJkiRJqpQNmyRJkiRVyoZNkiRJkiplwyZJkiRJlbJhkyRJkqRK2bBJkiRJUqVs2CRJkiSpUjZskiRJklQpGzZJkiRJqpQNmyRJkiRVyoZNkiRJkiplwyZJkiRJlbJhkyRJkqRK2bBJkiRJUqVs2CRJkiSpUjZskiRJklQpGzZJkiRJqpQNmyRJkiRVyoZNkiRJkiplwyZJkiRJlbJhkyRJkqRK2bBJkiRJUqVs2CRJkiSpUjZskiRJklQpGzZJkiRJqpQNmyRJkiRVyoZNkiRJkiplwyZJkiRJlbJhkyRJkqRK2bBJkiRJUqVs2CRJkiSpUjZskiRJklQpGzZJkiRJqpQNmyRJkiRVyoZNkiRJkiplwyZJkiRJlbJhkyRJkqRK2bBJkiRJUqVs2CRJkiSpUjZskiRJklSp/weG2jPFSHBy6AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# filename = \"lieb_lattice_4x5_mis.json\"\n", + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "07b936ee-f851-4ddc-8cf4-af5268abf523", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/extract_dxf.ipynb b/work/extract_dxf.ipynb new file mode 100644 index 00000000..36f455fe --- /dev/null +++ b/work/extract_dxf.ipynb @@ -0,0 +1,252 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 26, + "id": "6428960c-1cef-4ff3-a8aa-6a4001e8440d", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "import ezdxf\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "cad6b8d4-607a-4b94-ac89-783ff1794c22", + "metadata": {}, + "outputs": [], + "source": [ + "try:\n", + " doc = ezdxf.readfile(\"quackbone v4.dxf\")\n", + "except IOError:\n", + " print(f\"No such file.\")\n", + "except ezdxf.DXFStructureError:\n", + " print(f\"Bad DXF file.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "eb93f05b-c49b-4f9a-af4d-72029050e1c3", + "metadata": {}, + "outputs": [], + "source": [ + "def half_round(x):\n", + " return 0 + np.round(x * 2) / 2" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "fa89220e-8309-4583-af10-727bbebac1ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.00000000e+00, 2.43000000e+01],\n", + " [1.95399252e-14, 5.53000000e+01],\n", + " [2.04281037e-14, 3.98000000e+01],\n", + " [3.50830476e-14, 8.80000000e+00],\n", + " [2.50000000e+00, 0.00000000e+00],\n", + " [2.50000000e+00, 1.55000000e+01],\n", + " [2.50000000e+00, 3.10000000e+01],\n", + " [2.50000000e+00, 4.65000000e+01],\n", + " [2.50000000e+00, 6.20000000e+01],\n", 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5.09000000e+01],\n", + " [1.75000000e+01, 6.64000000e+01],\n", + " [2.25000000e+01, 0.00000000e+00],\n", + " [2.25000000e+01, 1.55000000e+01],\n", + " [2.25000000e+01, 3.10000000e+01],\n", + " [2.25000000e+01, 4.65000000e+01],\n", + " [2.25000000e+01, 6.20000000e+01],\n", + " [2.75000000e+01, 4.40000000e+00],\n", + " [2.75000000e+01, 8.80000000e+00],\n", + " [2.75000000e+01, 1.99000000e+01],\n", + " [2.75000000e+01, 2.43000000e+01],\n", + " [2.75000000e+01, 3.54000000e+01],\n", + " [2.75000000e+01, 3.98000000e+01],\n", + " [2.75000000e+01, 5.09000000e+01],\n", + " [2.75000000e+01, 5.53000000e+01],\n", + " [2.75000000e+01, 6.64000000e+01],\n", + " [2.75000000e+01, 7.08000000e+01],\n", + " [3.25000000e+01, 0.00000000e+00],\n", + " [3.25000000e+01, 1.55000000e+01],\n", + " [3.25000000e+01, 3.10000000e+01],\n", + " [3.25000000e+01, 4.65000000e+01],\n", + " [3.25000000e+01, 6.20000000e+01],\n", + " [3.75000000e+01, 4.40000000e+00],\n", + " [3.75000000e+01, 8.80000000e+00],\n", + " [3.75000000e+01, 1.99000000e+01],\n", + " [3.75000000e+01, 2.43000000e+01],\n", + " [3.75000000e+01, 3.54000000e+01],\n", + " [3.75000000e+01, 3.98000000e+01],\n", + " [3.75000000e+01, 5.09000000e+01],\n", + " [3.75000000e+01, 5.53000000e+01],\n", + " [3.75000000e+01, 6.64000000e+01],\n", + " [3.75000000e+01, 7.08000000e+01],\n", + " [4.25000000e+01, 0.00000000e+00],\n", + " [4.25000000e+01, 1.55000000e+01],\n", + " [4.25000000e+01, 3.10000000e+01],\n", + " [4.25000000e+01, 4.65000000e+01],\n", + " [4.25000000e+01, 6.20000000e+01],\n", + " [4.75000000e+01, 4.40000000e+00],\n", + " [4.75000000e+01, 8.80000000e+00],\n", + " [4.75000000e+01, 1.99000000e+01],\n", + " [4.75000000e+01, 2.43000000e+01],\n", + " [4.75000000e+01, 3.54000000e+01],\n", + " [4.75000000e+01, 3.98000000e+01],\n", + " [4.75000000e+01, 5.09000000e+01],\n", + " [4.75000000e+01, 5.53000000e+01],\n", + " [4.75000000e+01, 6.64000000e+01],\n", + " [4.75000000e+01, 7.08000000e+01],\n", + " [5.25000000e+01, 0.00000000e+00],\n", + " [5.25000000e+01, 1.55000000e+01],\n", + " [5.25000000e+01, 3.10000000e+01],\n", + " [5.25000000e+01, 4.65000000e+01],\n", + " [5.25000000e+01, 6.20000000e+01],\n", + " [5.75000000e+01, 4.40000000e+00],\n", + " [5.75000000e+01, 8.80000000e+00],\n", + " [5.75000000e+01, 1.99000000e+01],\n", + " [5.75000000e+01, 2.43000000e+01],\n", + " [5.75000000e+01, 3.54000000e+01],\n", + " [5.75000000e+01, 3.98000000e+01],\n", + " [5.75000000e+01, 5.09000000e+01],\n", + " [5.75000000e+01, 5.53000000e+01],\n", + " [5.75000000e+01, 6.64000000e+01],\n", + " [5.75000000e+01, 7.08000000e+01],\n", + " [6.25000000e+01, 0.00000000e+00],\n", + " [6.25000000e+01, 1.55000000e+01],\n", + " [6.25000000e+01, 3.10000000e+01],\n", + " [6.25000000e+01, 4.65000000e+01],\n", + " [6.25000000e+01, 6.20000000e+01]])" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "msp = doc.modelspace()\n", + "line_verts = []\n", + "for e in msp:\n", + " line_verts.append([e.dxf.start[0], e.dxf.start[1]])\n", + " line_verts.append([e.dxf.end[0], e.dxf.end[1]])\n", + "line_verts = np.array(line_verts)\n", + "# points = np.unique(half_round(line_verts), axis = 0)\n", + "points = np.unique(line_verts, axis = 0)\n", + "x_min = np.min(points[:,0])\n", + "y_min = np.min(points[:,1])\n", + "points = points - np.array([x_min, y_min])\n", + "points" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "75c6f0a3-2d9d-41dd-90d6-634acc90c130", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 99 atoms.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(points[:,0], points[:,1])\n", + "plt.gca().set_aspect('equal')\n", + "print(f\"There are {len(points)} atoms.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "a1b7066d-197b-466d-bf09-1abf2461ae71", + "metadata": {}, + "outputs": [], + "source": [ + "np.save(\"quackbone v4.npy\", points)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cbc9e441-ea6b-4785-95ed-a960ab87d3a1", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "472db47c-4f18-4c69-abcc-02ff2b5cf538", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/quackbone v2.dxf b/work/quackbone v2.dxf new file mode 100644 index 00000000..36929355 --- /dev/null +++ b/work/quackbone v2.dxf @@ -0,0 +1,2456 @@ +0 +SECTION +2 +HEADER +9 +$INSUNITS +70 +4 +9 +$ACADVER +1 +AC1014 +9 +$HANDSEED +5 +FFFF +0 +ENDSEC +0 +SECTION +2 +TABLES +0 +TABLE +2 +VPORT +5 +8 +100 +AcDbSymbolTable +0 +ENDTAB +0 +TABLE +2 +LTYPE +5 +5 +100 +AcDbSymbolTable +0 +LTYPE +5 +14 +100 +AcDbSymbolTableRecord +100 +AcDbLinetypeTableRecord +2 +BYBLOCK +70 +0 +0 +LTYPE +5 +15 +100 +AcDbSymbolTableRecord +100 +AcDbLinetypeTableRecord +2 +BYLAYER +70 +0 +0 +ENDTAB +0 +TABLE +2 +LAYER +5 +2 +100 +AcDbSymbolTable +70 +2 +0 +LAYER +5 +50 +100 +AcDbSymbolTableRecord +100 +AcDbLayerTableRecord +2 +0 +70 +0 +6 +CONTINUOUS +0 +ENDTAB +0 +TABLE +2 +STYLE +5 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"3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.aws.aws_quantum_task import AwsQuantumTask\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 99\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = np.load(\"quackbone v4.npy\")\n", + "# points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 7.328e-06m\n" + ] + }, + { + "data": { + "image/png": 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x3333YdKkSSguLrauwQYQGxurV05qtRqSJGHjxo0AgFGjRumlubm5wcPDw8pWG85PP/2Eli1bQq1Wo3Pnzjh58qQuzd7L0JwIh2ghWrVqhW+++Qbh4eEV0tavX4/ly5cjNjYWN2/eRKdOnfDyyy9bwUrjUKvVWL58OW7cuIGMjAxMnjwZffv21d1kERER2LdvH7KysnD+/HkUFxdjypQpVrbaODIyMjBr1iyEhobq7d+2bRuys7N1W+fOnfHcc89ZycraMW3aNOzfvx9xcXG4desWVq9eDfeSuTRzc3Mxb948pKWl4eDBg9ixYwe++OILK1tccyIjI/XKaevWrVCr1ejVqxcAYNGiRXrp0dHRdleOZ8+exaBBg7Bo0SJkZmaib9++6Nevn+5+tPcyNCfCIVqI0aNHo0ePHrqKpTwXLlxAly5d0LRpUzg5OeGll17Se6Kzddzd3XWtX5JwcnJCRkYGbt68CQBo2LAhfH19dfmdnJyQlJRkLXNrxbvvvotx48bp6bmT5ORkxMbGYvDgwRa0zDRkZGRg3rx5WLJkCe6//35IkoSWLVvqrtvXX38dkZGRcHV1RVBQEAYNGqQXDbA3Vq1ahWeffRYqlapCWk5ODjZu3IghQ4ZYwTLj+eWXXxAZGYkuXbrA2dkZkydPxuXLl7Fnzx4AjleGpkQ4RBtg4MCBOHfuHM6cOYOioiKsWrVK98RqT4SFhcHd3R39+vXD8OHD4e/vr0v7448/4OXlBQ8PD2zcuBETJkywnqFGcujQIcTHx2PUqFHV5ouJiUFkZCQaN25sGcNMyPHjx+Hs7IwNGzYgMDAQwcHB+Prrr6vMv3fv3gqtZXshJycHGzZsqNLhbdy4EX5+fujatauFLas95afkLF3aKCEhodK89lyGpkY4xNpw4ABw8iRwOB6IjpY/G0H9+vXRpUsXhISEoE6dOli/fj2+/PJLExtrBAbqO3bsGG7duoW1a9eiS5cuemldunRBVlYWUlNT8c4779iOs6ihRo1GgzfeeAMLFy6EQlH9bRMTE4OhQ4eawdhaUEOdqampyMrKwpkzZ3DhwgVs2LAB06dPx2+//VYh7/LlyxEfH4+JEyea2/q7Y8S9uGnTJvj6+iIqKqrS9FWrVmHw4MGQJMnU1hpHDTU++uij2LNnD3bv3o3CwkLMmjULhYWFyM3NrZDXpsrQFjDHIosOv0AwSU6dSiqVZQt2KhSkUinvr4aIiAiuWLFCb9/777/PTp068dKlSywqKuKKFSvYuHFj5uTkmM/+u2GkvlKaN2/OI0eOVJoWFxfHNm3amNBYIzFA44IFC/jKK6/oPkdFRXHJkiUV8sXGxlKlUvH27dvmtNwwDNC5adMmAmBycrJu35gxYzhhwgS9fJs3b6a/vz+PHTtmbuvvjpHXao8ePTi1ijwpKSlUKBQ8d+6cGQw2AgM1rl+/nqGhofTx8eG4ceMYGhrKmJgYvTyWLkPYwQLBwiEaQ1ycfDFWtoK1UimnV0FlDrFPnz6cN2+e3j4vLy/++eefZjC+BtRCXynNmjXjpk2bKk2LjY2lp6eniY02EAM19u/fn3Xr1mVAQAADAgLo4uJCT09Pjh49Wi/f8OHD+fLLL1tQyF0wUGdSUhIBMCUlRbdv7Nixeg5x27Zt9PX15cGDBy2lomqMvFYvXrxIJycnJiUlVZo+Y8YMRkZGmtFwA6jl/ZiRkUGVSsVTp07p9lmjDIVDdFQGDiQliQTYEkfZDGfKLlCFQk6/g4KCAubl5bFz585cvHgx8/LyqNFoSJLTp09nREQEr169So1Gw5iYGCqVSmZkZFhYWAnl9EViNwNxhYVwqlJfXFwcY2NjWVBQwNzcXM6ePZtqtZqXL18mSX733Xe6CjY5OZldu3bl008/bXFZelSisQDOVWrMyMjgP//8o9s6derEOXPmMDMzU5cnNzeXnp6e3LFjh6XVVE2JzgI4MxBXGIndd71WIyMjOWLECObn5/PkyZP08/Pj77//TpLcsWMHfXx8uGfPHksrqZxy5dgUZ/gwjtxVH0nOnDmzWocXHBzMZcuWmctqwyinsRnOsCWO3lVjfHw8i4uLef36dT733HOMjo7WpVmrDIVDdFTCw0mAGzCAEjQEtPwEk6iBfNGyEv1RUVEEoLft2rWLJJmXl8c33niDgYGB9PDwYJs2bbht2zYLiypHib4rCKQP0giQrfA3/0FApfp2797NsLAwqtVqent7s2vXrno323vvvcegoCAqlUoGBQXxtddeY1pamqVV6VOi8TLq0wc3CJAtcZRXEFhlGZanspDp2rVr2ahRI2q1WnNabhjh4byCQLbEUQJkPdwoK8cqdKamprJnz55UqVRs0qQJFy1apEvr1q0bnZycqFKpdFuvXr0sqUif8HBqIHEG3iWgpYRibsJT1eojyZCQEC5durTStP3791OpVPLWrVvmtLzmlGicjXdKNGq4AQOq1RgREaG7H0eMGMHs7GxdmrXKUDhEByX/uZc4Bl8RIMPxJ3vhZwJkH/zENMmXLPc0ZpcMHMid0iMMwD+sg2wOx7esgxwG4B/+Lj1q//pIcuBAbpd60RfXqUQ2X8MiKpFNf1zlr9LjjqGR5K/dZtIfV6ksV46BuMI9iJRbF3au8/pTr7F3yf3XG1vZBocJkOMwj/mSu93rI8m0p4ezD7YSIHviZ7bFnwTIMVhgVxodxiECqAtgA4BEAKcAdKouvyM7xKQkMjzkNgHyTcxhAVyoBfgVRtMV+bxPusR93x63tplGo9GQs0alUIFihuAUE/AQCTABD7EFTlCChlNfvcTiYmtbajxFReS7g1NLWoXHeBLNSYAn0IIPIYESNHx/6CUWFVnbUuMpKiLff5+UJC0fkk7wBFqQAI+hJYORSCcU8VOX96nZd/f3wbbK3r1kkF8+XZHPbzCKWoD5cOV4fCk3nBSHeW7DX9Y2s1bs20fe5y9r/AqjqQVYABe+iTnyA7n0F5PW24dGR3KIqwAML/nfFUDd6vI7qkP8z39IT0+ybl3yxxfWyC+0FQqWxvLj3TuzqXc6nZzITz+VnYs9kZ5OPvGELGdg6DHequOvpy+7ji+HtPqLANmtG3nlirUtNpxLl8guXWRJw9vEM6dOvQoaX2kttzK6diVLXoPaFZcvy7YD5CuvkNn//ljvWs2SvPi803oCZN++5M2b1rbYMDQactYs0smJfOAB8q/XvqlwL25yfYFebrn09CQ3bLC2xYaj0ch1iJMT2bQpGT/8/ypo/NH1OdZ1lzX+5z/WtvjuOIRDBOAF4AIAqaYndTSHmJdHvvGG/Gv961+krkd6XJz8QrttW/lvXBwzM8lnn5Xz9u5N3rhhVdNrzKFD5P33ky4u5MKFpFbLSvWR5IoV8r3p70/++qs1rTaMn38m69UjVSryu+9KdlahMSZG1ujnR27fbj2bDWX7dtlmpVLWoOMOndr9cVywQC7vxo3J+HirmWwQ16+TPXvK99cLL5BZWSUJlZTj+fNk+/Zy3jFjyPx8q5peY27ckOsOQK5LdP22KtGYnCzXSYBcR+XlWdX0anEUh9gawCEAKwH8DWApAFUl+UYAiAcQ36hRI9P+klbkzBmydWv5l3r7bbKg4O7HaLXk11+Trq5kUBAZG2t+O41Fq5UdoIsL2agRWdNe2CdOkA89JHd+e/992nR4sbCQnDxZLsOHHyYTE2t23MmTZMuW8nHvvmvbGouKZBsB2eaTJ2t23IEDZMOG8rX6f/9X8iBko+zZQzZoQLq5kYsW1czWggLyzTep63tSxSgLmyE2Vq4zXF3lOqSmGt9+W9bYpo1cZ9kijuIQ2wEoBvCvks/zAXxc3TGO0kL8/nvSw4P08SG3bDH8+MOHyWbN5LDHJ5/YXgj19m35QROQQ6WGdvzMzpZDcrYcXrx4kezcWbZxxAgyN9ew43NyyOHD5eO7dJFDrraGXhh4uGyzIaSlkb16yccPGiSXqy2h0ZAzZsjRwgcfJP/+2/Bz/Pij/KrDVsOLGo1cRzg5yXXG4cOGn2PLFtLbW66zvv/e9DbWFkdxiIEAkst9jgTwv+qOsXeHmJtLjhwp/zqdOpHlxigbTFYW+fzz8rl69ZJDPrZAQgLZvLlcycyaVTtnbavhxa1b5YcZtZpcu7Z25/ruOznUWq+eHHq1FSoNAxuBRkN+/LHc4n/ooZq3MM3NtWvkY4/J9090NFmbkRC2Gl68fr3sgeT558uFgY0gJUWuswBy1Cjb0Ug6iEOUdSAWQEjJ/9MBfF5dfnt2iKdPk61ayb/MpElyuK22aLVyOMrNTQ75WHtM8+rVZe8Ad+40zTltKbxYWEi+845sS6tWcpmagsREOeQKyCFYU1wbxmJsGPhu/Pab/GCjUtX+IaK27NpF1q9PuruTixebJpxra+HF8mFgU4WsCwvlusvU139tcSSH2Lrk/eAxAD8C8K4uv706xLVr5daEj4/cujA1f/8th3wUCjkEZOkQal5eWcs3MtL0IU5bCC+a+wk5N1cOvQJyKPbiRdOevybUNgx8N1JTy0Kwb7xh+c4oxcXkhx/K90lwMHn0qOm/w9rhRVOEge+GKSMkpsBhHKKhm705xNxc8rXX5F8jIsK8lVxWVtl7u8cfl0NCluDcOd3kLJw82bwtuNWrrRNetGQlZ+6Hp6qwVCVXWEhOnChfL+3akRcumO+7ynP1KtmjB3XvM805WUxKCtmxo/kenqri2jX53gfkuqA2IdK7Ye6HJ0MQDtEOOHWqLAz2739bJgym1ZLffiuHSerXJ3fvNu/3/fe/pJeX3Kngv/8173eVcufvak4HXFBAvvUWdWGws2fN913lKR9ef+cd81475goD343Nm+Vrx9ub/Okn837Xjh1kYKAcIl261DI9Xi39u+7eLd/zbm5yHWApjaXh9bAw04XXDUU4RBvH2h0ljhyRQ0IKBfnRRzT57C9FRWXvEsLDyfPnTXv+u1E+vGiulre1O0rk5cmtC1N0wKoKa3eUSEqSHzTM9X64uJicNk3u0NO8OWmNFaXM3fIuLpbv8dIwcBUro5kVU3XAMhbhEG2UnBxy2DDaRFf6W7fIF1+UbXn0UTlkZAquXJHfE9pCbzNzhRdtqSt96RAdb2/jhuhUhbXfdZWSl1f2cNOtG/nPP6Y57z//kN27y+d9+WV5KJC1MFd48epV+d4G5HvdmnOGlx+iM2yY4UN0aoNwiDZIWW/IHQwIaEMPDw82adKE3377rdVs0mrJJUvkUFFgYO17fu7cSdard5pOTv3o4eFLb29vPv7440wsFytZt24dg4OD6enpST8/Pw4ePJhZZnyZYcrwYkEBOXLkDQKd6eTkQw8PL3bs2JF//PGHLo9Wq+X777/PBg0a0NPTk1FRUUxISKi9kGq4cxKH2mgsLCztDQkqFEoqlfKqBMOGDdPlmTt3Lps0aUIPDw/Wr1+fEyZMYJGZu/euWkXWqSNfp7UN9cs9Wovp7Pw+vbzqU61Ws3Xr1rplz6xRhqYOL+7cSXp776AktaG7e8W6ZufOnWzZsiW9vLzo4+PDp556iqmpqbVUUT13TuJQbplEo9myZQtDQ0OpUqnYqVMnnjhxQpdWWo4ACgFkAdgNIJQ24ADv3O4ph7hqlTzcoF69QiqVnly0aBG1Wi0PHTpElUpV5QrvluLoUTIkRA6rTJ9ueAhVoyFnzpSPv//+g/zww6VMT09nYWEhp0yZwpCQEF3eixcv8kbJvHK3b9/miy++yLFjx5pSTgVyc2sfXiybjiuPL72UyNxcDbVaLTdv3kxvb2+dQ/jhhx9Yv359njt3jsXFxfz3v//NNm3amFhRRaqc5s8AyoeBATAhofKXoklJSTrnkZ6ezu7du3POnDm1sL5mHDtWFuqfPdvw3tLFxeQHH8gh0nr13meHDt2ZnJxMrVbL48ePM68knGGtMiTJ//2vduHF4mL5HpakQioUnpwypfK65urVq7p1Q/Pz8/nOO++wb9++ppRSJdu3k76+cp24apXx5zlz5gw9PDwYGxvLoqIizpo1i82aNatwL5aMUnAC8AmAv2gDDvDO7Z5wiHfOqPL331cJgDnl4gXt2rXjWhvom3z7NvnSS7KtjzxS89BUWlq5ibkHVgw9paenE0Cl6xDevn2bL7/8Mnv37m0CBXfH2PDipk1yBw8vL/0JmzUaDbds2UIAvFbSbXf27Nl87rnndHkSEhLo5uZmGgE14D//kTXWrSuHdmtKaRjYw0M+BwCerUEvobS0NPbo0YOvv/56LayuObdulU048eSTNZ8g/PJlMiqKJQPtb1KlUlW5ar21y9DY8OI//8j3LkA+80zN65r8/Hz++9//ZosWLUwl4a6kpupPBG9MCPWrr77iE088ofus0Wjo7u6uW1S6tBxLQ6YAQgHk0wYc4J2bwzvE8nNuTplS1iEgOjqaCxcuZHFxMffv308/Pz9etMagskrQaslly+TQVEAAWXJdVcnBg/I8pC4uVc9/uHnzZgYGBurti42NpaenJwFQqVTyl19+MaGK6jEkvJifT44bR90QgHPnytIefvhhuri4EACHDx+u25+cnMzw8HCePn2ahYWFfOedd9i/f3/zCaqEs2fLhrq8+Wb18+CWn3MzPLyspywA1q9fnwEBAXz66ad54Y7xD2vWrKGHhwcB0NfX16JRDq2W/OqrsgnC//yz+vy//FI28fjKleSePXvo5eXF2bNnMyAggA8++CAXLlyoy28LZWhoePH33+V7tk4d+R7Wau9e16SkpNDLy4uSJNHZ2ZkrVqwwr6g7KCqS60ZJIkND5TrTEL766iu9h+ni4mK6ublx3rx5JMvKEcBxAC4APgPwI23AAd65OZZDLJ0NPjycHDiQK6Yk6aYUu3NVhi1bttDf359OTk50cnLi4sWLrWNzNRw/TrZoIV+oU6eWhFDLadS+MJBfvXWeLi7yShWHDlV+nkuXLrFBgwZVtoBTU1M5bdo0nrbwlBblw4sdO5aEF+8ow3Mb/mLbtnKe8eMrHySel5fHtWvXcuXKlbp9BQUFHDduHAHQycmJjRs35nlLd7OlbO+YMbL9HTqUjOe7Q+OFTX+xQwc5z52rMuzZs4cFBQXMyMjg6NGjGRoaWul7wjNnznDKlCn8x1S9XQzgwAH5gczVlfzmG1K7X19fUWxcydqM+hXumjVrCICvvvoqc3NzefToUfr6+vLXkpvVVsqQLAsvqlQlq4jcUYbFf8Rx6lRZY4sW8r1bSk3rmvT0dM6ePZtxcdZZo/LXX/UfWO7UyCrsOnXqFJVKJXft2sWCggJ+9NFHlCSJs2bNIqlfjiXzYl8A0IQ24ADv3BzHIU6dKpekJDEbSg7GKrlH3P3nK6zbV1qA27dvp0ajYWJiIh944AFuteQI6xqSnU0OGcIyLXWakpLEW1DzBXxPgOzzYCLT0ys//vr162zRogVnzJhR7ffExcVZ7P3MnZSGF73dc/ij63NyrQJwg/QsPZHJuu653LTp7udp3ry5roX0/vvvs1OnTrx06RKLioq4YsUKNm7cWC90ZUk2bChZS9M9l5tdn9dp3Cw9zbq4SU+3vLuu21dcXEylUsljVYxLWLduHZ9++mkzWH930tLKlix60el73oaaBJgq3ceuir0EyFdf1Q/Jbdq0iQCYXO5F65gxYzhhwgSStleGeuFFp1XMgZIEeEVqwG6K3QTke7X85OiG1jX//PMP/f39zd45qiouX5Z7EQPkEKfVzIZK/qBQyPXr1KmVHrd+/XqGhobSx8eH48aNY2hoKGNK1h8rLUcARwE4Axha4hSVtAEnWH5zDIcYFycXFsC9iNCt7D4N01hcR13hyWb9+vVs3bq13r7x48dz9OjRlrTaIFZMSWId5NAfV7kYwxiCU1SgmLPwb2rqqCp9ert58yZbt27NyZMn3/X8peFTa3H2P38xXJIXHx6LeXwdC+VWFQ7wgnvzKp9Oy9OsWTNuKvGcffr00YVsSvHy8uKfd4vrmZFzG/5iO0W83BLEfI7BfDkMjEM85/7QXTUWFxdTpVLxaBVzma1evZphYWHmML1GaPbFcYbLNCpQzBY4wcUYRl9cpxLZjHEdVkFfUlISATClXO+qsWPH6hyiLZZhUWwcpzh/QgkahuI4l+BV+uMq6yCHK1xH1LquuXTpEgEwvaonXAtQ/EccpzrPpAQNW+AEE/AQS3p4yfXsXa7TjIwMqlQqniqJL5eWY/lhFwAyAbSjGfxPbTbHcIgDB5KSxPUYQEBLL2TwdzxS9mQzcKBe9qSkJKpUKu7YsYNarZZJSUls1qyZVYde3JWBA5mAUDZBkk7jTnSrUmNWVhbbt29f5Y333Xff6Sqi5ORkdu3a1WqtC5LkwIHMhxtHY4Hu3puAOSyAS6X64uLiGBsby4KCAubm5nL27NlUq9W6HnvTp09nREQEr169So1Gw5iYGCqVSl2vTKtQonEs5uk0jsU85sO1Uo0JCQn8+++/WVxczNu3b3P8+PEMDg5mYckL1yVLlug6EZ04cYIPPfQQ33zzTYvL0lFyH/6OR+iBTALkAzjDk2heqT6SjIyM5IgRI5ifn8+TJ0/Sz89P1xnDVsuQksRf8FiJRi2bIEl2GkbUNRs3bmRiYiI1Gg2vX7/O5557zmqRGh0lGn9DD52zP4j2VdY1JBkfH8/i4mKdhujoaF1aaTkCOAJAAeBlADkA6tIGnGD5zTEcYknPhTfwFRUo5hE8XPZEA8grg97BDz/8wNDQUKrVagYFBXHSpEnU2NqCheUp0ZgBT4bjTx5HaLUaV65cqesso1KpdFupE3zvvfcYFBREpVLJoKAgvvbaa5X2QLUYpb1PAI7BfL6Fz6vVt3v3boaFhVGtVtPb25tdu3blnnLLiOTl5fGNN95gYGAgPTw82KZNG27bts3SqvQpp3EC5nA85larcceOHQwODqZSqaSfnx/79+/PM+WWZxg6dCj9/f2pVCp5//33c+LEibohC1ahnL6jaMm2+JNZJaHTqu7D1NRU9uzZkyqVik2aNOGiRYt0abZehscQynD8yQx4Gl3XLFiwgI0bN6ZSqWRAQABfeOEFvRCyVSin8QoCOQFzWQjnajVGRETo7sURI0Ywu1zcuLQcS8Yh3gLwF4BetAEHeOfmGA5x4EBmSN5U4TZfxir9SkahkBdSs3cGDpS1lNfmSBodXR/p+BodXR8pNNZCoz3MVKOAIzB+PJY7j0AO1JiAefpp7u7AuHFWMcukjB8va6kMR9Do6PoAx9fo6PoAodFRNFaBQzjE4nYdsUA5GV0VsQhXHJV3KhSAUglMnAh07GhdA01Bx46yFqVS1gY4lkZH1wc4vkZH1wcIjY6isQokuSVrWtq1a8f4+HiTn7cqNm4Enn0W2PTJaTx9dDpw9izw4IPyk46jFd6BA8D8+Y6r0dH1AY6v0dH1AUKjEUiSdJhkOxNaaHIcwiFGRgKpqUBSEuDkZLGvFQgEAkENsQeHaPch0/h44I8/5LC2cIYCgUAgMBa7d4jz5wNqNfDqq9a2RCAQCAT2jF07xCtXgB9+AIYNA7y8rG2NQCAQCOwZu3aI33wDFBcDY8da2xKBQCAQ2Dt26xDz8oBFi4B+/YBmzaxtjUAgEAjsHbt1iGvWAOnpwIQJ1rZEIBAIBI6AXTpEEpg3D2jdGoiKsrY1AoFAIHAEnK1tgDHs2AGcOAGsXAlIkrWtEQgEAoEjYJctxC+/BPz9gYEDrW2JQCAQCBwFu3OIp08DP/8MvPEG4OZmbWsEAoFA4CjYnUNcsABwdQVGjbK2JQKBQCBwJOzKIWZkyO8NBw0CAgKsbY1AIBAIHAm7cohLlgC5ufKk6wKBQCAQmBK7cYhFRcBXXwHduwOtWlnbGoFAIBA4GnYz7GLzZnmJp6+/trYlAoFAIHBE7KaFOG+ePEVbnz7WtkQgEAgEjohdtBAPHgTi4uQepmLNQ4FAIBCYA7toIc6bB3h6AkOHWtsSgUAgEDgqNu8QU1OB9euB4cMBDw/9tBEjRiAkJAQKhQIrV660in01pTpbV61ahbZt28LT0xP33XcfJk2ahOLiYusYagRnzpxB//794efnBx8fH/Ts2ROnT5/WpY8aNQpqtVq3ubm5wePOwrQjYmJiIEkSli5dqrf/r7/+QteuXaFWqxEQEID58+dbycLaodFoMGXKFDRo0AAeHh5o06YNMjMzAQAJCQno2bMnfH19IdnhvImxsbF616JarYYkSdi4caMuz/nz5/Hkk0/Cw8MDvr6+mDRpkhUtNo6ffvoJLVu2hFqtRufOnXHy5Eldmr2XoTmxeYf49dfyZN6VrXnYqlUrfPPNNwgPD7e8YQZSna25ubmYN28e0tLScPDgQezYsQNffPGFFaw0jszMTPTr1w+nT5/GtWvX0KFDB/Tv31+XvmjRImRnZ+u26OhoPPfcc1a02HgyMjIwa9YshIaG6u1PS0tDr169MHLkSKSnpyMpKQmPP/64laysHdOmTcP+/fsRFxeHW7duYfXq1XB3dwcAuLi44Pnnn8eyZcusbKVxREZG6l2LW7duhVqtRq9evQAAhYWFeOyxx/DII4/g6tWrSE1NxUsvvWRlqw3j7NmzGDRoEBYtWoTMzEz07dsX/fr10z1k23sZmhWSJt/atm1LU5CTQ3p7k888U32+iIgIrlixwiTfaW5qYuucOXP45JNPWsYgM5Cenk4ATEtLq5CWnZ1NtVrN3bt3W8Gy2jNy5Eh+/fXXjIqK4pIlS3T73333Xb700ktWtMw03Lx5kyqViklJSdXmO3v2LOXqw74ZOnQohw4dqvv87bffskuXLla0qPZ89dVXfOKJJ3SfNRoN3d3d+fvvv+vls3QZAoinGfyNKTebbiGuXi3PTnOvrXm4d+/eCi0Qe2Lv3r0IDAxEvXr1KqRt3LgRfn5+6Nq1qxUsqx2HDh1CfHw8RlUyb+CBAwfg4+ODzp07w9/fH3379sXFixetYGXtOH78OJydnbFhwwYEBgYiODgYXzvoWKecnBxs2LABQ4YM0e07cOAAGjdujN69e8PX1xfdunXD8ePHrWilccj+p+x/kkhISLCiRfaB7TnEAweA6Ghow9th3qTLaNs8GxER1jaqCkpsRdu28t8DB2p9yuXLlyM+Ph4TJ040gYG1xAh9qampGD16NObOnVtp+qpVqzB48GDbeXdRQ40ajQZvvPEGFi5cCIWi4m2TmpqKVatWYf78+bh48SKaNGmC6Ohoc1tfc2qoMzU1FVlZWThz5gwuXLiADRs2YPr06fjtt98sbLCBGHGtbtq0Cb6+vogqt6hqamoqvv/+e4wbNw5XrlxBnz590L9/fxQWFprT+ppRQ42PPvoo9uzZg927d6OwsBCzZs1CYWEhcnNzLWywHWKOZqfRIdOpU0mlkpQkbkNPAuRq11fl/dVglZBpOVsJkAqF/LkWtm7evJn+/v48duyYGQw2ECP0Xb9+nS1atOCMGTMqTU9JSaFCoeC5c+fMZbVhGKBxwYIFfOWVV3Sf7wyZhoWF6YXe0tLSCICZmZnm1VATDNC5adMmAmBycrJu35gxYzhhwgS9fDYVMjXyXuzRowen3pGnX79+7Natm+6zVqulp6cnjxw5YhbTa4yBGtevX8/Q0FD6+Phw3LhxDA0NZUxMjF4eETKtuNmOQ4yLkwtY7kPDntjG+rjMArjI++PiqjzU4g7xDlv1NiNt3bZtG319fXnw4EEzGl5DjNB38+ZNtm7dmpMnT67ytDNmzGBkZKQ5La85Bmrs378/69aty4CAAAYEBNDFxYWenp4cPXo0SfKll17Sc5il71Gt7hAN1JmUlEQATElJ0e0bO3as7TpEI+/Fixcv0snJqcK70ilTprB79+66zzbhEGtR35BkRkYGVSoVT506pbdfOMSKm+0MzJ8/H8jLAwC8jFX4Bb3QGOfxOH4FcgH08wQe0j9Eqy0EoMXx48QnnxRh+fJ8SJIrJMnMkeCTnkDu/wAASXgAfriBv1HSezQ/X9bSsaPeIYWFhdBqtSCJoqIi5Ofnw9XVFQqFAjt37sSgQYOwefNmdOjQwby214RyZTEBXwIA5uFNOa0Sfbdu3ULPnj0RERGB2bNnV3namJgYTJ482Xx2G4KBGleuXIn8/Hzd5wEDBuDZZ5/FsGHDAACvvPIKnnnmGYwbNw6hoaH4+OOP0aVLF3h5eVlIUBUYqLNZs2aIjIzEzJkzsWDBApw/fx7ff/891q1bB0B+gC4oKNCFEPPz8yFJEtystTipgfpKWb16NTp37oxmzZrp7X/ppZcwZ84c/P777+jevTsWLFgAX19ftGjRwrw6qsMIjYcPH0br1q1x8+ZNjB49Gv369UPz5s0B2GAZ2hC28w7xzBn5mQfARTSCAho0wD9l6SUXRHmOHXscsbF1cOvWfpw5MwKxsXWQlbXX/LbmlcXis6HGDfiVpWm1wNmzFQ55/PHHUadOHezfvx8jRoxAnTp1sHevbOvHH3+MrKwsPPHEE7qxUb179za7jCopVxZH0BpH0LosrRJ9mzdvxp9//okVK1boje8q36kkLi4OqamptjPcwkCNdevWRWBgoG5zdXWFp6enzuE98sgjmDVrFvr06QN/f38kJSVh7dq1llJTNQbqBIB169YhJSUF9erVQ58+ffDxxx+jR48eAICUlBTUqVNH1+mrTp06CAkJMbuMKjFCHyA/nJXvTFNKSEgIvvvuO4waNQre3t7473//iy1btsDV1dUc1tcMIzSOHz8edevWRUhICLy9vbFkyRJdms2VoQ1RoxaiJEnJAG4D0AAoJtnO5JYEBwNHjgBaLfagO67BHwG4LqcpFEDfF4AKFcxuk5tRI6LnAP/5D6DVoht26acpFLKWO9i9e3eVp9u1a1eVaVahXFlUoBJ9Q4YMqbRyKU+nTp2Qk5NjQiNriYEa76Sy8nz99dfx+uuvm8Y+U2GEzqCgIGzfvr3S0zVu3Fh+12IrGFmOiYmJVZ5ywIABGDBggIkMNAFGaPzjjz+qPJ3NlaENYUgLsTvJ1mZxhoC8yGHJ4F8AZc4QkPePG2eWrzWKO2zVw9ZsNQZH1wfcGxoBx9fp6PqAe0OjjWA7IdOOHYGJEwGlUn7qAeS/SqW8v5L3AFajvK2l2KqtxuDo+oB7QyPg+DodXR9wb2i0FWrS8wbABQB/ATgMYEQVeUYAiAcQ36hRI+O7IsXFkQMHkm3byn/v0oPKqsTFMcrvBKPU8bZvqzE4uj7y3tBIOr5OR9dH2r1G2EEvU4k1iCVLkhRE8rIkSf4AfgMwlmSVvVfatWvH+Pj4Wjtre6BbN/lvNa8I7RpH1wfcGxoBx9fp6PoA+9YoSdJhmuuVm4moUciU5OWSv9cBbAZgA2MDBAKBQCAwHXd1iJIkqSRJ8ij9H8DjAMSkeAKBQCBwKGoy7CIAwOaSuSedAawlWXmfbIFAIBAI7JS7OkSS5wG0soAtAoFAIBBYDdsZdiEQCAQCgRURDlEgEAgEAgiHKBAIBAIBAOEQBQKBQCAAIByixRgxYgRCQkKgUCiwcuVKvbRRo0bprRLh5uYGDw8P6xhqBGlpaYiIiEC9evVQt25ddOrUCfv27dOlr1q1Cm3btoWnpyfuu+8+TJo0CcXFxVa0uHbExMRAkiQsXbpUt2/69OlwcXHRK8fz589b0Urj0Wg0mDJlCho0aAAPDw+0adMGmZmZuvQvv/wSgYGB8PT0xKuvvoqCggLrGWsgsbGxemWkVqshSRI2btwIQF7my8nJSS+9uon5bZWffvoJLVu2hFqtRufOnXHy5Em9dHsuQ3MiHKKFaNWqFb755huEh4dXSFu0aBGys7N1W3R0tO0sk1QD1Go1li9fjhs3biAjIwOTJ09G3759dU4vNzcX8+bNQ1paGg4ePIgdO3bgiy++sLLVxpGRkYFZs2bpls4pzwsvvKBXjk2bNrWChbVn2rRp2L9/P+Li4nDr1i2sXr0a7iWTS//yyy+YPXs2duzYgZSUFJw/fx7Tpk2zssU1JzIyUq+Mtm7dCrVajV69eunydOrUSS9Pt9LpYeyEs2fPYtCgQVi0aBEyMzPRt29f9OvXT3c/2nsZmhPhEC3E6NGj0aNHD13FUhU5OTnYuHHjXZdTsiXc3d11rV+ScHJyQkZGBm7evAlAXhYpMjISrq6uCAoKwqBBg/RakPbEu+++i3HjxsHX19fappiFjIwMzJs3D0uWLMH9998PSZLQsmVL3XW7atUqDBs2DKGhofD29sYHH3xQIeJhT6xatQrPPvssVCqVtU0xGb/88gsiIyPRpUsXODs7Y/Lkybh8+TL27NkDwPHK0JQIh2hjbNy4EX5+fujatau1TTGYsLAwuLu7o1+/fhg+fDj8/f0rzbd3795KW1i2zqFDhxAfH49Ro0ZVmv7TTz/Bx8cHoaGh+L//+z8LW2cajh8/DmdnZ2zYsAGBgYEIDg7G119/rUs/ceIEWrUqG5bcqlUrXLt2Denp6dYwt1bk5ORgw4YNFR4+//77b/j6+iI4OBgff/yxXYb3y89RXTpxdUKCPMGYI5WhqREOsTYcOACcPAkcjgeio+XPtWTVqlUYPHgwSmYGsi4G6jt27Bhu3bqFtWvXokuXLpXmWb58OeLj4zFx4kRzWGw4NdSo0WjwxhtvYOHChVAoKt42zz//PE6dOoUbN25gyZIl+Oijj7Bu3TpzW19zaqgzNTUVWVlZOHPmDC5cuIANGzZg+vTp+O233wAA2dnZ8PLy0uUv/f/27dvm11AdRtyLmzZtgq+vL6KionT7unbtioSEBFy/fh0bN27EunXr8Pnnn5vT8ppTQ42PPvoo9uzZg927d6OwsBCzZs1CYWEhcnNzAdhwGdoC5lhCo23btkYvEWI3TJ1KKpWMwi5GYRepUJBKpby/GiIiIrhixYpK01JSUqhQKHju3DnT22soRuorpXnz5jxy5Ijevs2bN9Pf35/Hjh0zg8FGYIDGBQsW8JVXXtF9joqK4pIlS6o89SeffMIBAwaYw2rDMUDnpk2bCIDJycm6fWPGjOGECRNIkmFhYfzhhx90aWlpaQTAtLQ0s8uoEiOv1R49enDqXfKsW7eO4eHhJjTWSAzUuH79eoaGhtLHx4fjxo1jaGgoY2JiSFqvDGEHyz+JFqIxHDgAfPEFUPLEBQDQauXPX3xhdEtx9erViIiIsH5nDBPoKyoq0utluX37drz22mv46aef8PDDD5vDasMwUOOOHTuwefNmBAYGIjAwEPv378fbb7+NMWPGVHp6SZL0wlZWw0CdYWFhAKAXoSj/f2hoKI4ePar7fPToUQQEBKBevXpmEnAXjLxWL126hN27d2Pw4MHVnt4mytEIjc8++ywSEhKQnp6ODz/8EMnJyWjfvj0AGyxDW8IcXtbhW4gDB5KSRC3AQFyhJzJYBCcSkJ/cBg6scEhBQQHz8vLYuXNnLl68mHl5edRoNHp5goODuWzZMkupqJoSfQTYBvF0QT7/Qqsq9cXFxTE2NpYFBQXMzc3l7NmzqVarefnyZZLkjh076OPjwz179lhBTBXoafyTLsjnIbStUmNGRgb/+ecf3dapUyfOmTOHmZmZJMkff/yRN2/epFar5cGDB9mgQQOuXLnSGsr0KdH5J8LpgnyG409ZYzXXamRkJEeMGMH8/HyePHmSfn5+/P3330mS27ZtY0BAAE+cOMGMjAx2796dkydPtrSqMkr0FcGJHshkIC7fVR9Jzpw5k5GRkRX2//zzz7x69SpJ8tSpUwwNDeX06dPNKuGulNPoiQwG4Aq1d9EYHx/P4uJiXr9+nc899xyjo6N1adYqQ9hBC1E4RGMID+dtqPgyVunuva7YzcuoL3+oRH9UVBQB6G27du3Spe/fv59KpZK3bt2yoJAqCA8nAW7E03RGAQEtPZDFzehfqb7du3czLCyMarWa3t7e7Nq1q57z69atG52cnKhSqXRbr169LCzqDko0rsczOo1q3OJGPF1lGZbnzpDpwIED6ePjQ5VKxZCQEM6fP9/cCmpGeDg34mmqcIuAli4o4I/oV+Y0KtGZmprKnj17UqVSsUmTJly0aJFe+pw5c+jv708PDw8OHTqU+fn5llJTkfBwXkIQOyNWJ2koljMbymrLMSQkhEuXLq2w/+2336a/vz+VSiWbNGnCDz74gIWFheZWUT3h4byM+ozEbp3Gl7GKt6GqUmNERITufhwxYgSzs7P10q1RhsIhOijHe01kc5ykBA0/xAdcicFUIpt+uMZfpJ5kuacxe6Tw+UF8C3MIkO1xkHsRwXY4RIAcj3kseP4la5tYa/Kee5mjsZAA+S/EMRad2QEHCJBjsYD5z79sbRNrTX4+OfbBbQTIDjjAvYhgW/xJgHwHn7JQcrX7a/Xnrp+wHm5QjVtcjRc5DdMoQcOHkMAEqaXd6yPJX6Jm0g/XqEQ2V+JlfogPKEHD5jjJ49LDdqNROEQHQ6slly4l3V01DMQ/3IluLH1kO4nmbIljlKDhe0NSWVRkbWuN49IlsvPDtwiQY7CA+XAlAebDlePxpewkW9zm+fPWttR4zp4l2wRnEyDfxucsgAsJsAAufLPkQaBt89tMSrK2pcaTlCQ3HADyTecFOo35cOUbJQ8CXRR/8PKWeGubahSFheTkybK+MOkYExGsuxd/xyMMwD+sgxwufz+JWq21rTWOoiLyvfdISdKypZTAk2iu07gT3RiIK3RHLpe+ax8ahUN0IG7fJgcNkn+xRx8lr771qdzLS6FgaSw/p049Dm8TT4CMjCRTU61ttWH8+ivp60uqVOS6Af+poI9KJTc9v5ZeXqSXF7lxo7UtNpzvvyc9PEgfH3LLC99VqvHHF9awbl3S05Ncv97aFhvO+vWy7XXrkj/+SF0PxfI617gOpdKlgP7+ZMnrQbvh4kWyc2dZysiRZO67H1XQ90+dJnyk8Tk5vPiyfP/aE6mpch0CkMOHkznvflxB49U6jflokyQCct1k6xqFQ3QQjh4lQ0Lka/Hjj8ni4pKEuDj5hXbbtvLfuDiS5HffyU7F15fcts16dtcUjYb88EO5j8lDD5EnT5YkVKHv/HmyfXv56hk7Vg7N2Tp5eeTrr8s2d+pEpqSUJFShMTmZ/Ne/5PyjR8vH2zp5ebKtgGx7uZETleo8cYJs0UK+rmfMkK8DW2frVvlhRq0m160rl1CJvuJicvp0+bpu3pw8ftxqZhvEtm1lD6bffVcuoQqNH30kl2FIiFxX2SrCIdo5Wi357bekuztZvz65e3fNj01MJB9+WP6F//1v2mwI9cYNsmdP2c6XXiLvePdeJQUF5JtvUvdO3xaGTlbFmTNk69ayrZMmyeG2mlBQQL79tnxcmzZyqNVWOXtWthGQbS4oqNlxt2+TL74oH9e7N2nN4YTVUVhIvvOObGerVnKZ1pSdO8nAQLJOHfmVh62GF4uK5LoCkOuOxMSaH7t7t1xHubuTixfbpkbhEO2YW7fkd9UA+dhj5LVrhp8jN5ccMUI+R5cu8vs5W2L/fvK++0hXV9nxG3MT/fgjbTq8uHat3Jrw8ZFbF8awZQvp7S2HWsuNZ7YZfvhBts3bW7bVULRa8v/+T74OGjUiDxwwvY21ISVFbtUDcivfmNb61avyqw5bDS9euiTXEYBcZ+TmGn6Oa9fkugqQ6y5b6LBeHuEQ7ZQjR8gHH5TDEDNn1j6UVFop16tH/u9/prGxNmi15Lx5pLMz2aQJefhw7c534YLthRfLP4xERMjvnWpDSgrZsWPtKmVTUz4M3LFjuTCwkfz5J9m4MeniQn71lW20Mkz5MGKr4cX//U+uG9Rqua6oDRqNXGcpFHIddsdkUVZFOEQ7o/RJ2c2NbNCANOU48tOn5VCPoWE7U5OVRT7zjGxHv37kzZumOa8thRcTE8mwMOrC1ab6rcuH7Vq3NixsZ2rKh4Hfecd0GtPTySeflM/7/PPWa2UUFprvetq1yzbCi4WFcl1QGgY+fdp0596zR67D3NzIRYts4+FGOEQ7IiuLfOEF+Rfp2ZO8ft3035GXR44aJX9H5861b7UYytGj8lOjkxP52WfmuUmsHV4s7dBUrx7588/m+Y4qO3ZYiHXrah8Grg6Nhvzkk7KWlKU7oyQnl7XGzRVxKB9efPFFyzv+8j1lR40yj8br18v6B7zwglzHWRPhEO2Ev/4iH3hAdhSffGL+3nblu/7/9JN5v6uU5cvLOgeZewY1a4QXc3Pl7umWel9boeu/Ee98DCU3V/4uSz1Q7dpFBgTInVFWrTLvd5Xy44/yA5Ul3kmXDy8GB1suvPjTT/K97+Eh1wXmpPThxslJruP++su831cdwiHaOFot+fXXcmeCoCAyNtZy333mTFmvwIkTzRdCzc0lX31V/p7u3eXOBZbAkuHFU6fIli3l73rvPcv16NUbHB5mWK9AQykfBp482XIh9ytXyKgo+Xtfe818Dzd39lq25KQIlgovFhbK93ppGNiSIffYWLmOc3Ulv/nGOiFU4RBtmMxM8tln5V/giSfk4QeWJi+PfOMN6jpF6I0bMwFnzpS9t3z//XLjJy2IucOLMTFlYz63bzf9+WvCzz+XdYpYs8b051+zpqxTlrnCwNVRVES++25ZRW5qZ3XhAtmhA606rtXc4cXyYeA33rBOp6wbN+S6DiCfe06uAy2JcIg2ypIleylJKgIqurrKk00D4IYNG6xiz3/+U9Zt/r//Nc05v/rqNJ2d+1GSfKlWe/Pxxx9nYrkmzMqVKxkeHk4PDw8GBQXxnXfeYZGZmlbmCC+mpNygv39nAj50cvJieHhH/vHHH7r0kSNH6k0m7urqSrVaXfsvroLy3eaHDzeNxtxcUp4IXkmFQkWlUsVhw4bp0j/77DOGhoZSrVazcePG/Oyzz2r/pdXw00/yEBsvL3LzZtOcc8OGYrq5vU9Jqk93dzVbt27NjIwMkpYvQ3OFFz/+eAednNoQ8KC/fxN+++23urStW7cyIiKCXl5eDAgI4LBhw8w6wb9GQ376qayxWTMy3kQz923ZsoWhoaFUqVTs1KkTT5w4oUsrLUcAGgDZAAoA3KYNOMA7t3vKIWq1cndyV1eyYUNy3z55/65du6hWqyvMCG9Jzp7VLcDAt96q+cDqOyksLA09HWTjxkt55Eg6CwsLOWXKFIaEhOjyffPNN9y7dy8LCgqYmprK8PBwfvLJJyZSU7ldpgovyjOs5BFI5Pvva1hYqOXmzZvp7e1dpVMfMmSI3gK/5qB8S+rhh+VQrrGcOlU6sQM4cuTZSsPAn376KQ8fPsyioiImJiayUaNGXGfmXj7nz5fNkVqbUH9BATl+PAm8Tw+P7ty7N5larZbHjx9nXhXNJ0uUIWm68KKssZCAJxs2XMQzZ7Q8dOgQVSqVbvHsNWvWcNu2bczJyeHNmzfZq1cvjhw50oRqKuePP8rGINd2iM2ZM2fo4eHB2NhYFhUVcdasWWzWrFmFe7G0hQhgJYDltAEHeOd2zzjEjAxywABZcZ8++jNyDB06lEOHDrWabaXk55Njxsg2duggh5IM4dKlspbYmDH6oaf09HQCVa+KPWfOHD755JPGG19Dyo+5Mia8uHKlPKWjn5889ypJajQabtmyhQB4rZIZFLKzs6lWq7nbkKmGasH27WVTb61ebfjxq1eXhYEB8GwNxxyMHTuWY8aMMfwLDSQ/vyzU36WL4XP2njtHtmtHAjfp4qLiiRN3j8Faugxv3JBn7jE2vFgWBr5KALx5M0eX1q5dO66tYsDhxo0b2bJly1pYXnPS0uS6EJCHYhkbQv3qq6/4xBNP6D5rNBq6u7vr1tAsBUA8ABWA2wCiaAMO8M7tnnCIf/4pD0B3diY//1y/F2npjVZ+bUJrs2HDHZMz14BffpErULW68p5rmzdvZmBgYJXH9+/f32ILvZYPL772Ws3Ci9nZ5NCh8jHdusmdPUjy4YcfpouLCwFw+PDhlR67atUqNmnShFoL9iRITSW7dpXtHTaMzMm5+zE5OXJeQD42NVV2iPXr12dAQACffvppXqjiKUmr1bJ169b8v//7P9MKqYY1a2TH7edX8wnCN26UQ65165IzZuyhl5cXZ8+ezYCAAD744INcuHBhpcdZowzvDC/WdAKL8rM3bdhARkdHc+HChSwuLub+/fvp5+fHi1V0ER4/fjxfeOEFE6qoHo1GrhOdncmmTeW60lC++uor9u7dW/e5uLiYbm5unDdvnl6+Eoc4GMB5ABJtwAHeuTmWQyyd/DY8nBw4kNr9cZw3T555o1Ej3bzNesTExLBx48YWvdFqQtlTtBxa0oVQ79BY/Eccp02TJzAODa08THfp0iU2aNCgyqfSZcuWMSgoiDcs2LOoyvDiHfoYF8eEBHnScUkip02r2DkoLy+Pa9eurXKF+kceeYTTpk0zp5xKKSoip0yR7W7ZspJJ08tpPHlSziNJ8jGl0aY9e/awoKCAGRkZHD16NENDQysNC0+dOpVhYWEWX6z35El5gnBJkie+12gq11dZ9GPNmjUEwFdffZW5ubk8evQofX19+Wtp078c1ipDsorwYiUay8LA8r1bOr/vli1b6O/vTycnJzo5OXHx4sWVfs+vv/7KunXr8rQpR+jXkP375ddILi7k/PlVa6yMU6dOUalUcteuXSwoKOBHH31ESZI4a9YsvXwlDnEHgOm0AedX2eY4DrF0iRtJIgHelHz4lNN/CZB9+8ozcFRGjx49OHXqVMvaWkPy88lx4+RSat+ePD92rp7G65I/H1f8Vu3E3NevX2eLFi04Y8aMSr9j8+bN9Pf357Fjx8yspnL0wotPbdDTp5UUXO46knWcCxgQcPdWSPPmzXXvZkpJSUmhQqHgOSvOPv7rr3IrSqkkV/XfqKeRCgVXuQ6n0qVALwxcGcXFxVQqlRXK6quvvmLjxo15yUqT5ZafILxXszNMq3Ofnr4k91C2rZ9KQH6/Xfpwt2nTJgJgcrnu1WPGjOGECRP0zm8LZagXXmyRwMw6gXoaz7u3YPsGlwjI92zpc0mps9i+fTs1Gg0TExP5wAMPcOsdMyrExcXR19e3QpjRkqSny3UlQD7d/AQz6tTX00ilUq5nK2H9+vUMDQ2lj48Px40bx9DQUMbExOjlAXCspGNNU9qA86tscwyHGBcnFxZAAjyI9myM83RGIee6TKJ2f+VPNhcvXqSTkxOTbHwl2E2bSC91Eb2QwU14igS4D50YhEt0RT6/dR1dqcabN2+ydevWVYZCt23bRl9fXx48eNDcEqolNZXs2jpLDi9iCXNQh7eh4stYRYB8RLGL/2y9e3e4Zs2acdOmTXr7ZsyYwcjISHOZXmMuXya7hWcSIIdiObOhZDaUHIrlchhYsfuui/UWFxdTpVLxaLlJOEtb99Z0FmTJtIfvnKMr8tkQKTwAeRzFejxDT2TSG+n872f6PamSkpIIgCnlJmEdO3ZsBYdoK2Wo0ZCfj0mmMwrZFEn8E3Lvok14il7IkO/PT/Q1rl+/nq1bt9bbN378eI4ePVr3+a+//qKfnx+3GDMzu4nRasm54y7QGYVsjPM8iPa6epWAXM9W0VIsJSMjgyqViqfuCFcBSAWwlzbg+KraHMMhDhxIShI1AKPxHV1QwPtxQb4pFQo5vRJmzpxpEzdaTTj/5Fi2x0ECZCT20BmFbIJzPIw2lWrMyspi+/bt9W688uzYsYM+Pj7cY+5pa2pI0fMvcgo+pgQNH8BpNkUSJWj4IT5gseRcQV9cXBxjY2NZUFDA3Nxczp49m2q1mpcvX9bLFxwczGXLlllSSpUUPx/NqfiQEjRsirNshrOUoOFUTK9UY0JCAv/++28WFxfz9u3bHD9+PIODg1lY0rXzu+++Y0BAAE/qYrFWZuBA/ol2JQ+jBeyCPQTIfyGOyVLjSu/DyMhIjhgxgvn5+Tx58iT9/PwqtJJsqQw5cCD3oxMbIoXOKGBX7JYjODjI81LTChqTkpKoUqm4Y8cOarVaJiUlsVmzZrqhF8ePH6e/vz+/N/eUNYYwcCAP4F+8HxfoggJ+ifHUljrEKurT+Ph4FhcX8/r163zuuecYHR1dIQ+AfACv0gYcX1WbYzjEkvEKX2K8PHgY8byJumVPNVXYExISwqVLl1rWVmMJD2cBXPgC1hIgW+HvajWuXLmSAKhUKvXGcpU+jXfr1o1OTk56ab169bKGMpmSMtyGx+mEQrqggDvQrUp9u3fvZlhYGNVqNb29vdm1a9cKzn3//v1UKpVmHddlECUaf0UPOqOQzijkr+hRpcYdO3YwODiYSqWSfn5+7N+/P8+Um96kcePGdHZ21itDS3TZr5ISfTdRly1xlAA5CDEsgEuV92Fqaip79uxJlUrFJk2acNGiRXrptlqG6fBmGI4QIAdibbUaf/jhB9140aCgIE6aNImakp59Q4cOpSRJemX40EMPWVqVPuXKsT82EyD3oVO19WlERITuXhwxYkSFIWz79+8vHYfoQRtwfFVtjuEQBw4kFQo+ga2si3TmwbWs8BQKeXEwe6dEIwHOw1gWQeFYGsvp241I/lH+BnQEfaSexr2I4B50cSyN5fQVwokLMMax9JF6Goug4HwH16gFuBtdTaJRzFRjKeLimOjeigA5HVPLCq+GMW+74I73pA6n0dH1kY6v0dH1kUJjLTTag0NUwBHo2BELWi6GKwowSlos71MoAKUSmDgR6NjRuvaZgo4dZS1KpawNcCyNjq4PcHyNjq4PEBodRWMVSLLjNi3t2rVjfHy8yc9bFRkZwH33Ac93v44VHuOBs2eBBx8Exo93vMI7cACYP99xNTq6PsDxNTq6PkBoNAJJkg6TbGdCC02OQzjEzz4DJk8GjhwBWrWy2NcKBAKBoIbYg0O0+5BpURHw1VdA9+7CGQoEAoHAeJytbUBt2bwZSE0Fvv7a2pYIBAKBwJ6x+xbivHlAs2ZAnz7WtkQgEAgE9oxdO8SDB4G4OGDcOMDJydrWCAQCgcCesWuHOG8e4OkJvPKKtS0RCAQCgb1TY4coSZKTJEl/S5K01ZwG1ZTUVGD9emD4cMDDw9rWCAQCgcDeMaSFOB7AKXMZYihffy1PnTBmjLUtEQgEAoEjUCOHKEnSfQD6AFhqXnNqRm4u8O23wFNPAU2aWNsagUAgEDgCNW0hzgMwCYC2qgySJI2QJClekqT4GzdumMK2KomJkWenefNNs36NQCAQCO4h7uoQJUl6EsB1koery0dyMcl2JNv5+fmZzMA70Wrl2YTatgUiIsz2NQKBQCC4x6jJwPwIAP0kSXoCgDsAT0mSviP5knlNq5xffwUSE4HVqwFJsoYFAoFAIHBE7tpCJPkuyftINgYwEMBOazlDQB5qERgIPP+8tSwQCAQCgSNiV+MQT54EfvkFGD0acHW1tjUCgUAgcCQMmsuU5G4Au81iSQ2YPx9wdwdGjrSWBQKBQCBwVOymhZieLvcufeklwIx9dgQCgUBwj2I3DnHxYiA/X16jUiAQCAQCU2MXDrGoCFi4EHj0UaBlS2tbIxAIBAJHxC7WQ9ywAbhyBViyxNqWCAQCgcBRsfkWIgl8+SUQHAz06mVtawQCgUDgqNi8Q4yLA/78U353qChn7ZkzZ9C/f3/4+fnBx8cHPXv2xOnTp61n6F0YMWIEQkJCoFAosHLlSr20hIQE9OzZE76+vpDscLaBmpTF+fPn8eSTT8LDwwO+vr6YNGmSlaytPTExMZAkCUuXVpzat7CwEC1atMB9991nBctMgyRJUKlUUKvVUKvVGD58uC4tMzMTQ4YMgb+/P/z9/TF9+nTrGWoEsbGxOl2lmyRJ2LhxY4W8PXr0gCRJKC4utoKltWPnzp0IDw+Hp6cnmjZtisWLF+vSSGLmzJlo1KgRPD09MXDgQNy6dcuK1toONu8Q580D6tYFBg/W35+ZmYl+/frh9OnTuHbtGjp06ID+/ftbw8Qa0apVK3zzzTcIDw+vkObi4oLnn38ey5Yts4JlteduZVFYWIjHHnsMjzzyCK5evYrU1FS89JLV5naoFRkZGZg1axZCQ0MrTf/8889hzqkLLcXRo0eRnZ2N7OxsPcf/5ptvIjc3F8nJyTh06BBWr16NFStWWNFSw4iMjNTpys7OxtatW6FWq9HrjvDTmjVrUFRUZCUra0dRURGefvppjBw5EllZWfjhhx/w1ltv4ejRowDkB7rVq1dj3759uHLlCvLy8jB27FgrW20jkDT51rZtW5qC5GRSoSDfeefuedPT0wmAaWlpJvlucxEREcEVK1ZUmnb27FnKRWLf3FkW3377Lbt06WJlq0zDyJEj+fXXXzMqKopLlizRSzt//jybN2/On3/+mUFBQVaysPYA4NmzZytNq1evHg8dOqT7PHPmTLsu26FDh3Lo0KF6+zIzM/nggw8yLi6OAFhUVGQl64zj6tWrBMCcnBzdvnbt2nHt2rUkyWeeeYafffaZLm3fvn10c3PTy28OAMTTDP7GlJtNtxAXLpTnK63Jmod79+5FYGAg6tWrZ37DBNVyZ1kcOHAAjRs3Ru/eveHr64tu3brh+PHjVrbScA4dOoT4+HiMGjWq0vSxY8di1qxZqFOnjoUtMz1du3ZFYGAgBgwYgOTkZL00uW4r+z8hIcHC1pmGnJwcbNiwAUOGDNHb/9577+H1119HYGCglSyrHQEBAYiOjsaKFSug0WgQFxeHlJQUdOnSRZfnzjIsKCjA2bNnrWGuTWF7DvHAASA6Gtmtu2DJ/Bw80y0djRpVf0hqaipGjx6NuXPnWsbGUkpsRdu28t8DByz7/ebGCH2VlUVqaiq+//57jBs3DleuXEGfPn3Qv39/FBYWmtP6mlFDjRqNBm+88QYWLlwIhaLibbN582ZoNBo8/fTT5rbYOAwoyz179iA5ORmJiYlo0KABnnzySd17tF69emH27Nm4ffs2kpKSsHz5cuTm5lpKRdUYca1u2rQJvr6+iIqK0u2Lj4/Hvn37bDOEaIDG6OhofPTRR3Bzc0NkZCRmzpyJhg0bApDLcOnSpUhOTkZWVhY+/fRTALCNcrQ25mh2Gh0ynTqVVCpJSeJCvEGA3O/WTd5fBdevX2eLFi04Y8YM477TWMrZSkCO7SqV1dpK2lHI1Ah9VZVFv3792K1bN91nrVZLT09PHjlyxGzm1wgDNC5YsICvvPKK7nP5kGl2djYfeOABnjlzhiS5a9cu2wqZGnmtkmRxcTGVSiWPHTtGUg6Hv/jiiwwICOBDDz3E999/n02bNjW3guoxUl+PHj04tVwejUbD9u3bc/fu3STJCxcu2E7I1ACNp06dolKp5Pbt26nRaJiYmMgHHniAW7duJSnrnDp1Ku+//34GBQVx7ty5BMCLFy+aVQLsIGRqOw4xLk4uYIAaSHwQp9kBB6gF5P1xcRUOuXnzJlu3bs3Jkycb/n21oZytFbYqbC3FLhyiEfqqK4spU6awe/fuus824RAN1Ni/f3/WrVuXAQEBDAgIoIuLCz09PTl69Gj+/fffdHZ21qV5e3tToVAwICCAFy5csI6+UmpxrZKyQ1SpVDx69Gil6e+++y4HDhxoDstrhpH6Ll68SCcnJyYlJen2ZWRkUJIkXTn6+voSAAMCArh3715LKaqIgRrXr1/P1q1b6+0bP348R48eXenpf/nlFwYFBVGj0ZhNAmkfDtF2BubPnw/k5QEAnsYmnEUwWuAkumMXkAugnyfwUFn24uJbOHasJzw8InDgwGx062ZBW096Arn/AwAk4QH44Qb+Rknv0fx8WUvHjnqHFBYWQqvVgiSKioqQn58PV1dXKBQKkHIMvzSEmJ+fD0mS4ObmZkFR5ShXFhPwJQBgHt5EiXEV9N26dQs9e/ZEREQEZs+eXeF0L730EubMmYPff/8d3bt3x4IFC+Dr64sWLVqYX0tVGKhx5cqVyM/P130eMGAAnn32WQwbNgwqlQqXLl3Spe3fvx9jxozBX3/9Zf0epwbqPHHiBIqKivDwww8jLy8PU6ZMQVBQkK6szp07h7p166Ju3br49ddfsXjxYuzZs8eymspjoL5SVq9ejc6dO6NZs2a6fV5eXrhy5Yru86VLl9ChQwccPnzYuuVooMY2bdrg7Nmz2LlzJ7p3747z589j69atuqFON2/eREZGBpo2bYpTp07hrbfewtSpUyt9FXCvYTsO8cwZ+ZkHACChLjLghxtl6SUXRClpaZtx+/afyMk5gatXV+r2t29/Eu7ud3npWFvyymLt2VDrp2m1QCUvpx9//HFdxbF//36MGDECu3btQrdu3ZCSkoImTZro8tapUwf3339/hc4MFqNcWRxBa/20SvRt3rwZf/75J06cOKE3xvLkyZNo1KgRQkJC8N1332HUqFG4fv06wsPDsWXLFrhacw0vAzXWrVtX77Orqys8PT3h5eUFAHodMHx8fKBQKGyjU4aBOq9du4bXX38dqampUKlU6Ny5M7Zu3QoXFxcAwOHDhzFhwgRkZmYiODgYa9asqXIIikUwUF8pMTExeOedd/T2SZKkV2alD0ABAQFwdrZiVWmgxmbNmmH58uUYN24cUlJS4OXlhUGDBunGk6alpaFv3764dOkS/Pz8MH78eIwYMcISSmwfczQ7jQqZDhwox8UrCwsoFGR0tOHnNBflbI3CLkZhl+3aagyOro+8NzSSjq/T0fWRDqMRdhAytZ028vjx8mKHleHuDowbZ1l7qsOebDUGR9cH3BsaAcfX6ej6gHtDo41gOw6xY0dg4kRAqSybo02hkD9PnFjpewCrUd7WUmzVVmNwdH3AvaERcHydjq4PuDc02grmaHbWaqaauDg5RNC2rfz3Lr3grEpcHKP8TjBKHW/7thqDo+sj7w2NpOPrdHR9pN1rhB2ETCXZTtPSrl07xsfHm/y8tkhp79bdu61phflwdH3AvaERcHydjq4PsG+NkiQdJtnO2nZUh+2ETAUCgUAgsCLCIQoEAoFAAOEQBQKBQCAAIByiQCAQCAQAhEMUCAQCgQCAcIgCgUAgEAAQDlEgEAgEAgDCIQoEAoFAAEA4RIsxYsQIhISEQKFQ6K0IUcr58+fx5JNPwsPDA76+vrqlWuyBtLQ0REREoF69eqhbty46deqEffv26dITEhLQs2dP+Pr6QpIkK1pqGmJiYiBJEpYuXarb9+WXX6Jp06bw9PREgwYN8Oabb+pWmbc3JEmCSqWCWq2GWq3WrZIAAAUFBRg1ahQCAgLg4+ODvn374vLly1a01jBiY2N1uko3SZKwceNGAMD333+PkJAQeHl5wd/fH0OGDMGtW7esbLXh7Ny5E+Hh4fD09ETTpk2xePFivfSvvvoKTZo0gaenJ9q1a4c//vjDSpbaFsIhWohWrVrhm2++QXh4eIW0wsJCPPbYY3jkkUdw9epVpKam4qWXXrKClcahVquxfPly3LhxAxkZGZg8eTL69u2rcwguLi54/vnnsWzZMitbWnsyMjIwa9asCkse9evXD3/99Rdu3bqFhIQEHD16FAsWLLCSlbXn6NGjyM7ORnZ2tp7jnz9/PuLi4nDs2DFcuXIF3t7eGDt2rBUtNYzIyEidruzsbGzduhVqtRq9evUCAERERGDfvn3IysrC+fPnUVxcjClTpljZasMoKirC008/jZEjRyIrKws//PAD3nrrLRw9ehQAcPDgQfz73//Ghg0bkJWVhWHDhuHpp5+GRqOxsuXWRzhECzF69Gj06NED7pXMWr9y5Uo0aNAAb731FlQqFdzd3REWFmYFK43D3d1d1/olCScnJ2RkZODmzZsAgJCQEAwbNsy66+aZiHfffRfjxo2Dr6+v3v5mzZrp1kwkCYVCgaSkJCtYaF4uXLiAnj17IiAgAO7u7njhhRdw4sQJa5tlNKtWrcKzzz4LlUoFAGjYsKFe2To5OdldOd68eRO3bt3Cyy+/DEmS0L59e7Ro0QInT54EACQnJyM0NBRt27aFJEkYPHgw0tLScP36dStbbn2EQ7QBDhw4gMaNG6N3797w9fVFt27dcPz4cWubZTBhYWFwd3dHv379MHz4cPj7+1vbJJNy6NAhxMfHY9SoUZWmr127Fp6envD19cXRo0cxcuRIC1toOrp27YrAwEAMGDBAb6HqYcOGYd++fbhy5Qpyc3OxZs0a9O7d23qG1oKcnBxs2LABQ4YM0dv/xx9/wMvLCx4eHti4cSMmTJhgHQONJCAgANHR0VixYgU0Gg3i4uKQkpKCLl26AAB69+4NjUaDgwcPQqPRYPny5WjdurVtLGhtZYRDrA0HDgAnTwKH44HoaPmzEaSmpuL777/HuHHjcOXKFfTp0wf9+/dHYWGhiQ02EAP1HTt2DLdu3cLatWt1N5/NU0ONGo0Gb7zxBhYuXAiFovLb5sUXX8StW7dw5swZ3Xs2m8GAstyzZw+Sk5ORmJiIBg0a4Mknn9SFvx988EE0bNgQQUFB8PT0xKlTpzB16lRLqagaI+7FTZs2wdfXF1FRUXr7u3TpgqysLKSmpuKdd95B48aNzWS0gRigMTo6Gh999BHc3NwQGRmJmTNnomHDhgAADw8PPPPMM+jSpQvc3Nzw4YcfYvHixQ7xfr/WmGMJjVot/2QvTJ1KKpVlK1grFKRSKe+vhoiICK5YsUJvX79+/ditWzfdZ61WS09PTx45csQMhtcQI/WV0rx58wr2nz17lvIlZyMYoHHBggV85ZVXdJ+joqK4ZMmSKk+9bt06Pv300+aw2nBqUZbFxcVUKpU8duwYSXLQoEF86qmnmJ6ezvz8fH700Ufs0KGDmQXcBSP19ejRg1PvkicuLo5t2rQxobFGYoDGU6dOUalUcvv27dRoNExMTOQDDzzArVu3kiSXLFnCBx54gKdPn6ZGo+G2bdvo7+/Py5cvm1UC7GD5J9FCNIYDB4AvvgByc6GBAoVwAbRaIDdX3m9gSzEsLMy2ns7K6QOAfLgZrK+oqAjnz583t6XGY6DGHTt2YPPmzQgMDERgYCD279+Pt99+G2PGjKn09MXFxTh37pzZZdyVcjrz4SbvM7AsJUkCS5aJO3LkCIYOHQofHx+4ublh7NixOHToENLS0sypomrK6SuECzRQ1EjfpUuXsHv3bgwePLja09tEOeppdL6rxoSEBAQHB6Nnz55QKBQICQlBnz59sG3bNgByGT755JMIDg6GQqFAr169UL9+fezfv98a6mwLc3hZh28hDhxIShLT4U035FGBYp5CMAnIT24DB1Y4pKCggHl5eezcuTMXL17MvLw8ajQakmRiYiLr1KnD3377jcXFxZw7dy6bNm3KgoICSyuTKdGnBXgfUgho+QGmV6kvLi6OsbGxLCgoYG5uLmfPnk21Wq174tRqtczLy+OJEycIgHl5eczPz7eGsjLKaWyIZAJavoePqa1CY0ZGBv/55x/d1qlTJ86ZM4eZmZkk5afua9eukSRPnDjBhx56iG+++abFZVVg4EBqIfE9fExAy4ZIlsuxCp0JCQn8+++/WVxczNu3b3P8+PEMDg5mYWEhSXLo0KEcMGAAMzMzWVhYyJkzZ7JBgwbWUCZTUo4JaEEFiumGXN5E3WrvRZKcOXMmIyMjK+z/7rvvmJKSQpJMTk5m165drd/SL9F4CsElGvOYDu8qNSYlJVGlUnHHjh3UarVMSkpis2bN+O2335IkV65cyQcffJDnzp2jVqvlr7/+yjp16vDUqVNmlQE7aCEKh2gM4eGMw7/YCMmUUExnFNITmVyPZ+SftBL9UVFRBKC37dq1S5e+ceNGNmvWjB4eHoyKimJCQoIFBd1BeDhzUIeDsZIA6YY8AuRQLGc2lBX07d69m2FhYVSr1fT29mbXrl25Z88eXfqFCxcqaL///vstLOoOwsN5GyoOwuoSjbkEyJexirehqrQMy3NnyHTo0KH09/enUqnk/fffz4kTJzIvL8/cKu7K7VYRfBmr9MrxFSxjDupUeq3u2LGDwcHBVCqV9PPzY//+/XnmzBldelpaGl988UX6+fnRy8uLERERPHjwoKVllREezu/xPNXIohMKKEHDxjjPg2hf5b1IkiEhIVy6dGmF/e+99x6DgoKoVCoZFBTE1157jWlpaeZWUT3h4VyPZ+iBTDqhkBI0bIRkxuFfVWr84YcfGBoaSrVazaCgIE6aNEn3AK7VavnBBx+wYcOGVKvVbN68OWNiYswuQzhEB0SrJee0jqEzCtkY53kI7ZiMRvwX4giQo7GQec8PtraZtSLxiTfZEscoQcNpmMYCOHMqplOChg8hgQlPTLS2ibXmaK9JDMEpKlDMj/E+C+DM6ZhKCRo2x0ke7/2OtU2sNcePk809UylBw+mYygI48wN8SIAMwxGekYLJ6Ghrm2k0eXnkqAd+JUB2xh9MQUMeQAfejwt0QQG/lCZQO9B+9ZGyxtEPbidA/gtxTEYjHkI7NsZ5OqOQc6S37EajcIgORno62bev/KsNcNrMDHixNPxUABe+jc8JkG2Cs3n2rLWtNY4ffiDVymLWww3+gsd0+gjwdzzCAFxlHbdiLl8uPxzYG1ot+e23pLurhvWlK9yNrnoad6IbA/EP3V01XLrUfjUuXUq6u5OB9Qq4062Xnsaf0Ys+SKMHsrhh1mlrm2sUp0+TrVrJkiY5z2EhnHX6bqIu+2MzAbJ/13Smp1vbWuM4e5Zs00aW9bbzPBbARacxA14cgA0EyL5d7EOjcIgOxP79ZMOGpKsruWABqf1A7vVFhYK6WL5SyS0vfEdvb9LDg/z+e2tbXXMKCsixY2UpnTqRF8d/Uam+f976jI88Iu96+WXy9m1rW15zbt2SG0QA+fjj5LW3P61U49W3PuWjj8q7Bg2yL423b8s2A+Sjj5JXr1LXQ7G8zhT3YP4r6CIBcsIEufzthbVrSbWarFeP/N//WKk+bR0l5/X8mS4uZKNGZFycta02jO+/l+sQb29yyxZWqXFBr//RxUWum/bvt7bV1SMcogOg0ZCffUY6O5NNm5Lx8eUS4+LkF9pt28p/S+66lBTZqQDk66/LYQ9bJiWF/FfJ6wi9yrEKfcXF5PTppCSRzZvLoTlb58gR8sEH5fpk5ky5XElWq/Gjj+T8ISHk0aPWs72mHD0q26pQyLYXF5dLrERnQQE5bly5h6CLVjO9RuTmkiNGyPZGRJCXLpVLrKIcDx0iGzeW7985c2y/xZ+XJ9cZpWVS0r9HpgqNf/4p103OznJdpbu2bQzhEO2cGzfIPn3kX+nZZ8mSDoU1orCQnDRJPrZ1a7JcvwSbYts20sdHfhrdsMGwY3fuJAMDyTp1aLPhRa2W/L//I93cyAYNyHJ9fWrE7t1k/fpy+HHxYtvVuHixbGP9+rLNhvCf/8gtLl9f8pdfzGNjbUlMJMPC5Pvp3XfJoqKaH5uRQQ4YIB/bty9tNrx45oxcVwBy3VHSsbdGZGbKdRQg11nW7gdUGcIh2jF//EHed58cIl240PiKcOtW2eGo1eS6daa1sTYUF5NTpsitvLAw4x321au02fBiVhb5wguybT17ktevG3eea9fIx0pep0ZHy6FXW6F8GPixx2RbjSExkWzZUr4epk27o3VpZb77jlSpZIe9bZtx59Bq5VcdthpeXLdOriN8fOQ6wxi0WrmucnWV664//jCtjbVFOEQ7RKMhZ88mnZzIZs3Iw4drf86LF8nOneVfe8QIOfRjTa5dI3v0kO155RUyJ6d257PF8OJff5EPPCCX4yef1D6MpNHIoVaFQg69WnMSoVKqDAMbSU4OOXhwmXM19gHCVOTkkMOGyfZERpKpqbU/559/kk2a2E54sXwYuHNn04StDx+W6y4nJ7kus7bGUoRDtDOuXyd795Z/leefl1sYpqKwkJw8WT53WJj8RG4NYmPl0KG7O7lsmWnPvWuX9cOLWi359dfyU3JQkKzXlOzZI/9+bm7kokXW07hokfFh4Lude8kS+dxBQeS+faY7tyGcOlXWYn3vPcNCpHcjI4N8pmTIsDXDi+XDwJMnGxYivRuZmXIdBsh12o0bpju3sQiHaEfs3StXAG5u8jsnc1V0P/8s945Tq8k1a8zzHZWh1ZKffy4/NT7wgPlaOOXDiy++aNnwYvn3KE88Yb5K4Pp1OQQLyCFZUz443Q1ThYHvxl9/ya0MZ2dy7lzLOv6YGDlE6udnvnead4YXLe3416wp6yn788/m+Y7y78/N8XBoKA7hEAG4AzgE4CiAEwA+vNsx9uQQNRpy1izZUTz4IPn33+b/zkuXyC5d5F9/+HDzh1AzMsinnpK/75lnDOscZAzlw4vBwZYJL8bHyz3tnJzITz81f5hIo5FDsaUPGH/9Zd7vI00fBr4b5a+bAQPMf93k5MghfICMiiLNPNc0ScuHF3Nz5XsekOsAvZ6yZqL8dTNrlvVCqI7iECUA6pL/XQAcBNCxumPsxSFeu1b2pD9woGWf9IuK5N5yAPnww3KIyBz89VdZl+wvv7Tsk74lwotaLfnVV/KTfsOGln/Sj42Vn75dXclvvjGfxm++MV8Y+G7f/cUX5o8snDhBhobKIdIpU0wbIr0blgovnjol3+vG9JStLVlZch1n7shCdTiEQ9TLDCgB/AXgX9XlsweHWNqd3s1NnrnEWt3pt2+Xe8+pVOTq1aY7b2lXfGu/CzJneLF8d3prvgu6cUMO0QLkc8+ZtiWVmSmf09xh4LthznfPK1fKY879/cnffjPtuWuKucOLq1eX9ZTdvt20564ppbM0mePdc01wGIcIwAnAEQDZAD6tIs8IAPEA4hs1amTK39GkaDTkjBmkJBXTx+d9+vnVp1qtZuvWrZmRkWEVm1JTya4lM4i9+mrte31mZ5NPPXWaQD+6uPiybl1vPv7440ws15Pn+PHjfPzxx1mvXj3CzGsUmiO8+NtvN+jm1pmAD93dvdixY0f+cUc/83PnzrFPnz5Uq9WsV68e33nHfPOTajRyqLa0d7LeBA5GEh/PksnQlXR1VVGlUnHYsGG69J07d7Jbt2709PS0yGTppu6dnJ1NvvxyMYH36epanypVxfvQkmVImj68mJND9uq1g0AbOjl5sFGjJrpVJ0jyypUr7Nu3L+vXr08AvHDhQu2+sAYcOSK/ylAo5LrQFCHULVu2MDQ0lCqVip06deKJEyf00s+dO0cAmQBuA0gD8BltwAHeuRnaQqwLYBeAltXls9UW4tWrZR0+QkPfZ9eu3ZmcnEytVsvjx49bdXWCoqKycYGhoXIIyRgSE+XjgYPs128pr19PZ2FhIadMmcKQkJBy+RK5dOlS/vjjj2Z3iKWYIryo1ZLz5pHOznmsXz+R+/ZpqNVquXnzZnp7e7OoJA5VUFDApk2bcs6cOczOzmZeXh6PWmA8SPnxq199ZbzG0jAwAH7/feUT4x48eJAxMTH89ttvLbZ6SHEx+cEHtR+/mpBAtmhBAu+zcePuPHeu4n1orTI0VcelEyfIhx4qJODJ3r0XsbBQy0OHDlGlUukWz7569Sq//vpr7t+/32IOkTTd+FWSPHPmDD08PBgbG8uioiLOmjWLzZo1q3AvArgEQFXSLyWMNuAA79wMPwCYCmBidXls0SGWzqri7k7Om3eTKpWKSUlJ1jarAr/+KveuUyrJVasMO/aHH6qecSQ9PZ0AKixlY+lV7G/cKBvaYmh48ebNsk4e5Wcc0Wg03LJlCwHo1iT89ttv2aVLFzMouDtpaWUzHBnaiSkzU39IAACevctM8b/99pvFl9Patk3uIenhQa5fX/PjtFpy+XJ5diM/v5t0d6/6PrRmGdZ2aMuqVfI9XK/eVQJgTrnmdLt27bh27Vq9/EVFRRZ1iGTFGY7KrUZnEF999RWfeOIJ3WeNRkN3d3f+/vvvJMvK0R5Cpoq7LSAsSZKfJEl1S/6vA+AxAIl3O85W0GiAjz4CHn0U8PICDh4E2rQ5DmdnZ2zYsAGBgYEIDg7G119/bW1TAQCPPQYcOQJ06AAMGQK88gqQk1P9MYWFwLhxwAsvAA8/DPz1F/D44/p59u7di8DAQNSrV89sttcEX19g61bg00+BTZuAtm1le+/GoUNAeLh87Ny5wH//C/j4AGFhYXB3d0e/fv0wfPhw+Pv7AwAOHDiAxo0bo3fv3vD19UW3bt1w/PhxM6uTqVcP2LIF+Pxz2c7wcCA+/u7HxcfLef/7X/nYLVvk/V27dkVgYCAGDBiA5ORks9peU3r1ksvtoYeA554D3nxTvg6rIztbvqZffRXo1An49tvjcHOr+j60ZhlKEjBypFxfqNVA9+7AzJnyQvXVkZMj37NDhsj38LFjAYiOjsaKFSug0WgQFxeHlJQUdOnSxSI6qkOSgNdekzV6egI9egAffyzXmYZCubGk+58kEhISAJSVI4AHJUlKkyRptyRJD5tEhKm5m8cEEAbgbwDHACQAmHq3Y6zWQiyd/DY8nBw4kP9sjde983jppbJpxdasWUMAfPXVV5mbm8ujR4/S19eXv/76q3XsroTiYnmCe0kiH3pIDjGRrKAxZfPhyifmLselS5fYoEGDCk+lpOVbiOWpNLx4hz7t/jjOnStPuXX//eSBAxXPk5eXx7Vr13LlypW6fY899hidnZ35888/s6CggJ999hmbNGnCAgsv61C6SoqLCzl/ftUa58+vfFqxPXv2sKCggBkZGRw9ejRDQ0N1oahSrNFCLKXSCcLv0Me4OB47Jk8EL0nkhx/K1/fd7kNbKcNKw4uVaExIkO9VSZLv3dLp77Zs2UJ/f386OTnRycmJixcvrvAd1mghluf2bbmOBOT3xFevslKNlXHq1CkqlUru2rWLBQUF/OijjyhJEmfNmkWyrBwBnAHgCuAdAOcBuNIGWoXlN7Oc1CoOsXR5FEkiAe6Qeshr9zkXcNky/Xc5mzZtIgAmJyfr9o0ZM4YTJkywvN134bff5N53deqQK/pt0tP4s/SEvK6da16VE3Nfv36dLVq04IwZMypNt6ZDJO8IL7ZIYGadQJ2+dKke+zn9RIDs318OmVZH8+bNde9m+vXrx27duunStFotPT09demWpPw6mk83P8GMOvV1GjMkbz7t9GONJp4uLi6mUqnksWPH9PZb0yGWUjpBeL062dzu1k+nTyspuNR1FN2dCxkYKL+6KOVu96EtlaFeeFGdxV1uPXUaqVBwhesI1nEuqNBTttRZbN++nRqNhomJiXzggQe49Y4JS63tEElZ47JlJetoqm9xh1tvPY1UKuV6thLWr1/P0NBQ+vj4cNy4cQwNDWVMTAzJsnJEScgU8lC+LACtaANOsPx215CpXXDgAPDFF0BuLjSUMB3T8Ch/hQ/Sccg5Aq8+dACSVJY9LCwMACCV21n+f1vi0UflEGrHh7LwypanMST3G9yiCh/gIzzB/+E+pOKwogOeCTpQ4diMjAw8/vjj6NevH95//33LG18DdOHFMSn476lghOf9gXiG4wD+hTY8jG2axzHP5R1snnwA3t7Vn6uoqAjnz58HIJexrZSpj48cBp0zLhk/JT6INnn7cIjtcAjt0YaH8ZPmCcxx+Tf+++4B+PhUfy5JkkojNzbFc88B8UuPoH5+MnoXbMZ0TkUWPPAyV2F44f+hizYWR5YdRvfuZcfc7T60pTLUhReXHINnzj/oUfA/fMz3cQtqDNEuxyuF36KjNg5Hlh3Go4+WHZeQkIDg4GD07NkTCoUCISEh6NOnD7Zt22Y9MVUgSXI4+8+lR1E35zIeLdiKD/kBNFDIseLcXLmePVCxrnn22WeRkJCA9PR0fPjhh0hOTkb79u0B2FY53hVzeFmLtxAHDiQliefQmH64RoAcghXMRsmCmgMHVjgkMjKSI0aMYH5+Pk+ePEk/Pz/dS2BbpPj5aE7HNAIaKpEtD9HAUubCvVKNWVlZbN++PUePHl3p+bRaLfPy8njixAkCYF5eHvPz8y0hpXIGDuR+dOJ9SKECRVSgmI1xnofQrlJ9cXFxjI2NZUFBAXNzczl79myq1WpeLpneJDExkXXq1OFvv/3G4uJizp07l02bNrV4uE2PgQN5AP9iI1ygAkV0QhHvxwUeQIdKNSYkJPDvv/9mcXExb9++zfHjxzM4OJiFJZNeajQa5uXl8eeff2ajRo2Yl5dndX05UHIIVhAglcimAsX8GO+zWHI2+D601TK8DTVfQkyJxtuUoOF0TK1UY1JSElUqFXfs2EGtVsukpCQ2a9ZMb+hFXl4es7OzCYCJiYlW7e1OUqdxMFYSIB/B7/wHAWUtxUrKMT4+nsXFxbx+/Tqfe+45RkdH69JKyxHAachD+N4EcA4iZGomwsNJgB/jPXkWCMyUpZVuldiTmprKnj17UqVSsUmTJly0aJFlbTaUEo2r8SIVKObb+KxajStXriQAKpVKqlQq3ZZSsuLohQsXSsa4lW1WDbuV6EuDN+vjMhsihTfhVaW+3bt3MywsjGq1mt7e3uzatSv33NEVcOPGjWzWrBk9PDwYFRXFBN2LWCtRojEddRmESwzCJaajbpUad+zYweDgYCqVSvr5+bF///48U26cw65duyqUYVRUlIVFlaNEnxbgm5hDBYq5Ds/X6j601TLUAnwbn1GBYn6H6Go1/vDDDwwNDaVarWZQUBAnTZpETbnBf3eWIaz4CoOkTiMBrsAQ1sdlJqFptRojIiJ09+KIESOYnZ2tl75x40YCyAdwC8BuAKG0AQd45+YYDnHgQGokJzbHSbZBPLXlHYVCIb8Rt3cGDpS1lFSodDSN5fTlwo25cHMsfaTjayynr8J16gj6yHtSYy7cTaIRjjDswi4YPx6/uj6JRLTAW/gSetFqd3d5TIK9M368rAWADzL10xxBYzl9dVCAOigoS3MEfYDjayynD7jjOnUEfcA9qbEO8svSHEVjFTiGQ+zYEfPu+xyBuIrnpQ3yPoUCUCqBiROBjh2ta58p6NhR1qJUytoAx9Lo6PoAx9fo6PoAodFRNFaBJLdkTUu7du0YX5ORyCbi5EkgNBT4eMQlTLk1CTh7FnjwQflJx9EK78ABYP58x9Xo6PoAx9fo6PoAodEIJEk6TLKdCS00OQ7hEEeNAlatAi5eBPz8LPa1AoFAIKgh9uAQ7T5kmp4OxMQAL70knKFAIBAIjMfuHeLixUBentyaFwgEAoHAWOzaIRYVAQsXyrO5tGxpbWsEAoFAYM84W9uA2rBhA3DlitxKFAgEAoGgNthtC5EEvvwSCA4Geve2tjUCgUAgsHfstoUYFwf8+Sfw9ddlQ2UEAoFAIDAWu3Ul8+YBdesCgwdb2xKBQCAQOAJ26RBTUoCNG+XlWNRqa1sjEAgEAkfALh3i11/La3eNGWNtSwQCgUDgKNidQ8zOlnuVPvMM0KiRta0RCAQCgaNgdw5x1SogKwuYMMHalggEAoHAkbArh6jVynPNdujgePPoCgQCgcC62NWwi23b5InX162T3yEKBAKBQGAq7KqFOG8eEBQkvz8UCAQCgcCU2I1DPH4c+P13uWepi4u1rREIBAKBo2E3DnH+fKBOHXnsoUAgEAgEpsYuHOKNG8B338mz0tSrZ21rBAKBQOCI2IVD/PZboKBArHkoEAgEAvNh8w6xoECemaZXL6BFC2tbIxAIBAJHxeYd4n/+A1y9WvlA/CNHjqBt27ZQKpVo27Ytjhw5YmnzasyIESMQEhIChUKBlStXVkj/8ssvERgYCE9PT7z66qsoKCiwvJFGcubMGfTv3x9+fn7w8fFBz549cfr0aV36ypUr4eTkBLVardt2795tPYNrSUxMDCRJwtKlS3X7Pv/8c7Rs2RIeHh5o0qQJPv/8cytaWDskSYJKpdKV1fDhw3VpvXv31itHV1dXPPzww1a01jBiY2P17Fer1ZAkCRs3bgQArFq1Cm3btoWnpyfuu+8+TJo0CcXFxVa22nB27tyJ8PBweHp6omnTplhcbtHYWbNm6emvU6cOFAoF0tLSrGixjUDS5Fvbtm1pCrRask0bskUL+f/yFBQUsFGjRpw7dy7z8/M5f/58NmrUiAUFBSb5blOzcOFC/v7772zbti1XrFihl7Z9+3b6+/szISGBN2/eZFRUFCdPnmwdQ43g4MGDXLp0KdPT01lYWMgpU6YwJCREl75ixQpGRERY0ULTcfPmTYaEhDA0NJRLlizR7f/00095+PBhFhUVMTExkY0aNeK6deusaKnxAODZs2drlDcqKooffvihmS0yH7t27aJarWZ2djZJ8ptvvuHevXtZUFDA1NRUhoeH85NPPrGylYZRWFhIT09PLlq0iFqtlocOHaJKpeKRI0cqzT9t2jR2797d7HYBiKcZ/I0pN5t2iHv3yhZ++23FtF9++YUNGjSgtpynbNiwIbdt22aS7zYXERERFRxidHQ03333Xd3n33//nQEBARa2zHSkp6cTANPS0kg6lkMcOXIkv/76a0ZFRek5xDsZO3Ysx4wZY0HLTEdNHeKFCxeoUCh44cIF8xtlJoYOHcqhQ4dWmT5nzhw++eSTFrSo9ly9epUAmJOTo9vXrl07rl27tkJerVbLJk2acOXKlWa3yx4cok2HTL/8EvDxAV56qWLaiRMnEBYWBqnclDVhYWE4ceKEBS00DSdOnECrVq10n1u1aoVr164hPT3dilYZz969exEYGIh65boE//333/D19UVwcDA+/vhjuwxDHTp0CPHx8Rg1alS1+UgiNjYWoaGhFrLM9HTt2hWBgYEYMGAAkpOTK80TExODyMhING7c2KK2mYqcnBxs2LABQ4YMqTLP3r177a4cAwICEB0djRUrVkCj0SAuLg4pKSno0qVLhbyxsbG4fv06nhGznQCwxXeIBw4A0dE437IfftysxcgnL0OprJgtOzsbXl5eevu8vLxw+/ZtCxkKna1o21b+e+CAUae5U0vp/xbVUhlG6EtNTcXo0aMxd+5c3b6uXbsiISEB169fx8aNG7Fu3TrbecdWQ40ajQZvvPEGFi5cCIWi+ttm+vTp0Gq1eOWVV8xhsXEYUJZ79uxBcnIyEhMT0aBBAzz55JOVPsDExMRg6NChZjTaAIy4Vjdt2gRfX19ERUVVmr58+XLEx8dj4sSJprbWOAzQGB0djY8++ghubm6IjIzEzJkz0bBhwwr5Vq1ahWeffRZqsbCsjDmanUaHTKdOJZVKUpL4JubQGYW85P6AvP8O5s6dy969e+vte/LJJ/nFF18Y9921sJUAqVDInyuxtTyVhUzDwsL4ww8/6D6npaXphRytghH6rl+/zhYtWnDGjBnVnnrdunUMDw83tcWGY4DGBQsW8JVXXtF9ripk+tVXX7Fx48a8dOmSWU03CCOvVZIsLi6mUqnksWPH9PbHxsZSpVLx9u3b5rK65hipr0ePHpxaRZ7NmzfT39+/gm6rYYDGU6dOUalUcvv27dRoNExMTOQDDzzArVu36uXLycmhh4cHd+7caREJsIOQqe04xLg4uYABZsGDHshiNNbIJiqVcno5fvnlFwYFBem9Q2zUqJFl3iGWs7XCVomt5anqHeJ7772n+7xjxw7rvkM0Qt/NmzfZunXrGnUG+v7779mmTRtzWF5zDNTYv39/1q1blwEBAQwICKCLiws9PT05evRoXZ5ly5YxKCiI586ds7SaqqnFtUrKDlGlUvHo0aN6+4cPH86XX37ZnJbXDCP1Xbx4kU5OTkxKSqqQtm3bNvr6+vLgwYPmtr5mGKhx/fr1bN26td6+8ePH612rJPndd9/x/vvv16tDzYk9OETbWe1i/nwgLw8A0A9bcBueOI0QdMMuIBdAP0/gobLsWm03pKU54cEHF6BBg1H4558luHYNmDXrEcyebWZbT3oCuf8DACThAfjhBv5GuJyWny9ruWN9qsLCQmi1WpBEUVER8vPz4erqCoVCgcGDB2Po0KEYNGgQGjRogBkzZlg3FFWuLCbgSwDAPLwpp1Wi79atW+jZsyciIiIwu5Iff9u2bQgPD0dAQAASExPx8ccf47nnnjO/juowUOPKlSuRn5+v+zxgwAA8++yzGDZsGABgzZo1eO+997Br1y40bdrUQiJqgIE6T5w4gaKiIjz88MPIy8vDlClTEBQUhBblBgHn5eXhP//5DzZv3mw5HVVhoL5SVq9ejc6dO6NZs2Z6+3fu3IlBgwZh8+bN6NChg3ltrykGamzTpg3Onj2LnTt3onv37jh//jy2bt2KSZMm6Z121apVGDx4sF4/jHsd23mHeOaM/MwDoBmS8ADOwgPl3qGVXBClKBSuCA39EdeuxWDfvrq4enU5QkN/hELhan5b83J1/2ZDjRvwK0vTauU1qu7g8ccfR506dbB//36MGDECderUwd69ewEAvXr1wqRJk9C9e3c0atQI999/Pz788EOzy6iScmVxBK1xBK3L0irRt3nzZvz5559YsWKF3vimixcvAgB27NiBsLAwqFQqPPHEExgwYADee+89S6mpHAM11q1bF4GBgbrN1dUVnp6euve9U6ZMQXp6Otq3b6/Tf7fONxbBQJ3Xrl3DCy+8oBu/lpycjK1bt8Kl3Iz6P/74I+rWrYvu3btbQkH1GKivlJiYmEo703z88cfIysrCE088oSvH3r17m8PymmOgxmbNmmH58uUYN24cPD09ERUVhWeeeUZvPOnly5exc+dODB482BIK7AdzNDuNCpkOHCjHxSsLCygUZHS04ec0F+VsjcIuRmGX7dpqDI6uj7w3NJKOr9PR9ZEOoxF2EDK1nRbi+PGAu3vlae7uwLhxlrWnOuzJVmNwdH3AvaERcHydjq4PuDc02gi24xA7dgQmTgSUSqC0W7tCIX+eOLHS9wBWo7ytpdiqrcbg6PqAe0Mj4Pg6HV0fcG9otBXM0eys1Uw1cXFyiKBtW/nvXXrBWZW4OEb5nWCUOt72bTUGR9dH3hsaScfX6ej6SLvXCDsImUqynaalXbt2jI+PN/l5bZFu3eS/djxXdbU4uj7g3tAIOL5OR9cH2LdGSZIOk2xnbTuqw3ZCpgKBQCAQWBHhEAUCgUAggHCIAoFAIBAAqIFDlCSpoSRJuyRJOilJ0glJksZbwjCBQCAQCCxJTaZuKwbwNsm/JEnyAHBYkqTfSJ40s20CgUAgEFiMu7YQSf5D8q+S/28DOAUgyNyGCQQCgUBgSQx6hyhJUmMAbQAcrCRthCRJ8ZIkxd+4ccNE5gkEAoFAYBlq7BAlSVID2AhgAslbd6aTXEyyHcl2fn5+FU9wjzNixAiEhIRAoVBg5cqVemkrV66Ek5OT3sTYu+1ooFFaWhoiIiJQr1491K1bF506dcK+ffv08nz55ZcIDAyEp6cnXn31VRQUFFjJ2toTExMDSZKwdOlS3b5du3ahe/fu8PLystsV5EuRJAkqlUp3LZafFBoA/vrrL3Tt2hVqtRoBAQGYP3++lSw1nNjYWL37TK1WQ5IkbNy4EQCQkJCAnj17wtfX165Xgdi5cyfCw8N1k7QvXrxYL/3GjRt48cUX4eXlBW9vbwwaNMhKltoWNXKIkiS5QHaGa0huMq9JjkmrVq3wzTffIDw8vNL0Tp06ITs7W7d1Kx2Baweo1WosX74cN27cQEZGBiZPnoy+ffvqVln/5ZdfMHv2bOzYsQMpKSk4f/48pk2bZmWrjSMjIwOzZs1CaGio3n6VSoVXX30Vn3/+uZUsMy1Hjx7VXYvlHX9aWhp69eqFkSNHIj09HUlJSXj88cetaKlhREZG6t1nW7duhVqtRq9evQAALi4ueP7557Fs2TIrW2o8RUVFePrppzFy5EhkZWXhhx9+wFtvvYWjR4/q8gwYMACBgYG4ePEirl+/jokTJ1rRYtuhJr1MJQDLAJwiOdf8Jjkmo0ePRo8ePeBe1SS9doy7u7uu9UsSTk5OyMjIwM2bNwHI664NGzYMoaGh8Pb2xgcffFChlWwvvPvuuxg3bhx8fX319nfo0AEvv/yyba2FaAbmzp2Lnj17YtCgQXBzc4OHh4feWon2xqpVq/Dss89CpVIBAEJCQnTXqr1y8+ZN3Lp1Cy+//DIkSUL79u3RokULnDwp94P89ddfcenSJXz++efw8vKCi4sL2rRpY2WrbYOatBAjALwM4BFJko6UbE+Y2a57jr///hu+vr4IDg7Gxx9/rGtd2RNhYWFwd3dHv379MHz4cPj7+wOQF51t1aqVLl+rVq1w7do1pKenW8tUozh06BDi4+NtY51DM9O1a1cEBgZiwIABSE5O1u0/cOAAfHx80LlzZ/j7+6Nv3766dS/tjZycHGzYsKHSdRHtmYCAAERHR2PFihXQaDSIi4tDSkoKunTpAkAuw5CQEAwZMgT16tVD+/btsWfPHitbbRvUpJfpHyQlkmEkW5dsP1vCOJvnwAHg5EngcDwQHS1/NoKuXbsiISEB169fx8aNG7Fu3TrbCL0ZqO/YsWO4desW1q5dq7v5ACA7O1u3kC4A3f+3b9+ucA6LU0ONGo0Gb7zxBhYuXAiFwg7nszCgLPfs2YPk5GQkJiaiQYMGePLJJ3UPaKmpqVi1ahXmz5+PixcvokmTJoiOjraUiqox4l7ctGkTfH19ERUVZQEDTYABGqOjo/HRRx/Bzc0NkZGRmDlzJho2bAhALsNff/0V3bt3x9WrV/H222+jf//+SEtLs5QS28UcM4bXarULe2HqVFKpLFuwU6EglUp5fzVERERwxYoV1eZZt24dw8PDTWerMRipr5TmzZvzyJEjJMmwsDD+8MMPurS0tDQCYFpamjksrzkGaFywYAFfeeUV3eeoqCguWbKkQr7ffvuN999/vxmNNoJalGVxcTGVSiWPHTtGUi7LoUOH6tJLyzIzM9Nc1t8dI/X16NGDU6vIc/bsWcrVo41ggMZTp05RqVRy+/bt1Gg0TExM5AMPPMCtW7eSJMeNG8fGjRvrHdOyZUv++OOPZpUAO1jtwg4fdW2AAweAL74AcnPL9mm18ucvvjC6pViKJEmgGVYhqTEm0FdUVITz588DAEJDQ/Ve6B89ehQBAQGoV6+eyU2vMQZq3LFjBzZv3ozAwEAEBgZi//79ePvttzFmzBgLG24gJijL8tdjWFiYXu9Lq/fENFLfpUuXsHv3bgwePNhChtYCAzUmJCQgODgYPXv2hEKhQEhICPr06YNt27YBqFiGgA2Uo40gHKIxzJ8P5OUBALLgiavwL0vLz5fT76CwsBD5+fkgiaKiIuTn50Or1QIAtm3bhmvXrgEAEhMT8fHHH6N///7m11EV5fQRwHk0gbY0rRJ9Bw4cwB9//IHCwkLk5eXh008/xbVr1/Cvf/0LADB48GAsW7YMJ0+eRGZmJmbMmIGhQ4daTE6lGKhx5cqVOHXqFI4cOYIjR46gXbt2mDZtGmbOnAkA0Gq1yM/PR1FREUgiPz8fhYWFltNTFSU6tZA16j1mVaLzxIkTOHLkCDQaDbKzs/H2228jKOj/2zvz8CartI3fpwu0SVpaShcKKFAoYJWlLLIzyjeiqHTAZVoZFdRBEVnGBRRUHAYZZr7PBRUFBmQTRgRBERWVHbEIRSi2FEqhIEWgQMtSuia5vz9OmiZd6JbkTcP5XVeu9l3z3Dnve55znrO1sHacGT16NNatW4cDBw6gpKQE//jHP9C/f3+7kLhLsUnHswjHFQSUHaviXQSA5cuXo2/fvoiKirLbXz7tCgsLtR8iVE7jJQSWHatEY7du3XD06FFs2bIFJHHs2DFs2LABnTt3BgAMHz4cubm5WLp0KUwmE9asWYOsrCz069fPZZLcFmdUOz0+ZBobSwL8AYPphRICZs7DX2kGSEAublyOQYMGETLvtX62bt1KknzhhRcYFhZGnU7HNm3a8LXXXmNxcbGLRdlg0ZeDIIbhLAGyD3YxB0GV6tu2bRs7d+5Mg8HA4OBgDhw4kNu3b7c756233mJYWBgDAgI4atQoFhYWulJRRSwaLyKYYThDgOyFRF5EcJVpaEv5kOnWrVsrpO+gQYOcLKIGxMbyIoLZC4kEyHCcYS6aSI2V6Ny8eTOjo6Op0+kYGhrKuLg4pqen253z4YcfMjIykkFBQbzvvvv422+/uVBQOWJjaQY4F88QMNMLJdyMO6rUV0qHDh24cOHCCvszMzMrpKPmIXCLxnn4q0WjkT9g8HU1rlq1ijExMTQYDGzRogUnT55Mk8lkPb5jxw7eeuut1Ov17N69O3fs2OF0GWgAIVPlEOuA8eEEvoYZFDAxGmnsg10EyJFYzqsigExI0NrE+hEfz72iJ1vjOH1QxOH4nD4oZmsc58/i9oavjyTj4/mT6MtWOElfFHIEVtMXRbwJJ5go+niGRpKJ//Mqb8IJu3RsiwzuQzfZDtXAdV5+YDTj8V9Loe1HtscRCpg4HdNpFD4NXh9JXn3gcY7EJwTI3tjFaKRRwMTX8PcGpVE5RA/k9GlyULfLBMjRWMQ86GiEF2fgVXrByA7iMJOXJ2ttZp0xm8kPXzrORihkK5zkbvQiAe5GL96MTPqiiO9MzKTZrLWldcdkIv897oTVOSRB1hb3oIelEFDMtyY0bI1mM/nWW6SPt4mtRSb3oAcJ8Cf0Zkv8xsYo4PxG42j+KVFrU+vM/v1k+1b59IKRb+IVmiCYBx0fx2IC5B1e23hmQ5LWZtaL5GSyw01S4wy8SiO8mAcdR2MRAXKQ13aeXt8wNCqH6GF89x0ZGio7dy2N+1z+4+Ulf0YvL25rfBebGy7Tz49csIANLkO9epV85BEp5+6odF7wb2mnL8c/knEdDhEg4+LInBytLa4958+T994rJT3YKYWX/CPsNOb6N+eIjqkEyPvvJy9e1Nri2nPxorQdIEeMIHMnz7J7Vs+LUN7l9QMB8tFHybw8rS2uHWYz+dFHZOPGZIsW5I7HF1Z4Fxc3GkN/nyKGhZE//KC1xbXHbJZ5iJ8f2bw5ue2xRRU0Lm30FHW+RQwNlXmTu6McoodQUkJOm0YKQcbEkIcOWQ4kJpLx8TKGHx9PJiby3Dnyj3+Uv2xCAnnliqam15jUVLJTJ/m+zZwpa1GV6TObyXffJX19yZtvJnfv1trymvPjj2TLlmSjRuQHH1gKLFVofO89qbFVK/Knn7S2vOb89JO02ddXarAWysrpNP6YyL//veyZTkvT1Owac/ky+fDDlkLb3WR2tuVAJemYkkLecovU+NprpNGoqek15soVmXcAMi85d85yoBKNhw7J9BNC5lElJZqafl2UQ/QAsrLIAQPkL/Xkk+S1a9VfYzKRb74pnUv79qRlOJ7bsmKFLHyGhpKbNtXsmj17yNatSR8fGZpz59qwyUTOnk16e5NRUeS+fTW7bu9esm1bqfHf/7YUEtwUk0na6OMjbd67t2bXff892awZaTCQn37qXBvryy+/yPTz9pbpWZP0yMsjR4+W7++gQbLJw505cEDmGV5eMg+picZr12TeBMi8KivL+XbWBeUQGzjffiszC72eXL689tdv305GRsrQzrx57uc0CgvJsWPlU9C/f+1fpNxcGZJz5/BidjZ5zz3SxocfljWM2nDpEvngg/L6e+8ltZ5LoDIuXLAJAz8oba4Np06RffvK6597Tj4X7oTZTM6dK2v2LVvKmn5tWbq0rNDnjuFFs1nmEY0byzyjXCftGrF8ucyrmjUjN250vI31RTnEBkpJCfnyy/LXue22+oWTsrPJIUPkvf7859pnyM4iM5PsIftZ8MUXybqO8nDn8OKOHbKNqXFj2eZU1wKJ2SxDrPXJkJ1FpWHgOlBcTD7/vHweevUiT5xwrJ11xbZAMnSobAOuK+4aXrx8WeYNgMwrrGHgOpCWJvMsQOZh7qKRVA6xQXLqlKwtAeRf/0rm59f/niYT+c9/ylBPu3Yy9KMlX31FBgeTTZqQ69Y55p5795Jt2rhHeNFkImfNkr93+/ayN6Ij2Lev9iE7Z1HXMHB1fP45GRhINm1KfvONY+5ZV5KSZPjX29txz5S7hRd/+UXmCd7eMo9whMb8fJl3lUZ+Tp2q/z0dgXKIDYyvvyZDQmR7ysqVjr//zp2yxtKoEfnhh64PodrWfLt1IzMyHHv/3FzygQeoaXjx3LmyGnl8vONr5JculXXquOee+tVY6sr58/ZhYEdPI3r0KNmli7z/tGmu74xiNpPvvy/fk1atyF27HP8dWocXzWaZBzRqJPOEnTsd/x0rVsi8LCRE+8INqRxig6G4mJw8Wf4aXbqQR44477vOn5ehH4B86CHHZ2ZV8fvvslMBQI4ZQxYUOOd7yocXnZGZVcW2bbKLeuPG5Pz5zitwlO/274zMrCpKC1X1DQNXR35+WU3qzjvJs2ed8z3lsW2Xvu8+5xaqbMOLr7ziuvDipUvy3XdEGLg6jhwpK9xMmVL3phFHoBxiA+C338o6FDzzjGNCpNVhMpH/+ldZuCvJyeNqt24lw8NJf3/ZucAVuDK8aDLJoSJeXmR0tOt69dqGu2bNcr7G0jCwK8PuixfL56Z587p19KgNe/aUhd3/7/9cE0FxdXgxKansvfjXv1wTds/PJ59+Wmrs21fmeVqgHKKb89VXsq0kIECbLue2HSLef9/xGUBp22Wpo/j1V8fevzpcEV48e7Zs3Ocjj7h+3OflyzI064gOEVVh2zHLGWHg6khOlm2xpW15jn5Obce23nSTHG7napwdXrQNA2vVMeu//5V5XdOmMu9zNcohuinFxbJnJUB27UqWm7vYpdh2mX/gAceFUC9elCGn0nYmrSYIcGZ4ccsWMiJCzubxn/9oN6zFbJYh2vp0ma8K26E7zgwDV8fly2W9PePiZGjTEeTkkH/6k7zvsGHaDt1xVnjx0iXt29ZLSU+XeR5AvvSSa0OoyiG6ISdOkL17kwDo46OjXq+nXq/nk08+qZlNJhP5v/8rQ0Vt2tR8UHVV7N1LRkYeoRDDaDA0Y3BwMO+66y4ePnzY7ry3336b4eHhDAgI4OjRo526AoUjw4tGIzl58nkCfenl1ZQBAU3Yu3dv/mhT7F68eDG9vLys6avX662riziLAwdkTdxutp86UhoGBkAhdPT3r/icms1mTp48mU2bNmXTpk05efJkmp3oMc1mcs6csue0vj1bf/6ZvPlmI4WYxsDA5jQYDOzatStzLd5WizR0dHhx714yImIzgW5s3DiAbdq04fz58+3OWbFiBW+66SbqdDrGxcXxopNLBQUF5LPPSo19+pAnT9b/nuvXr2dMTAz1ej379OnD1NRU67HSdARgApBn+fyBbuAAy39uKIf45ZdyuEFAgMxojh49qrVJdthOuzVnTu1rA7Y918LDf+bUqQt58eJFFhcX89VXX2WHDh2s527cuJFhYWFMSUlhTk4OBw0axClTpjhYkT2OGG915gw5eDAJFPD++w/z8mUTzWYz161bx+DgYJZYekYsXryY/fr1c7CC6qly2q1aYDv9HwDu31/5czpv3jxGR0fz1KlTzMrKYqdOnfjRRx/VU0H1/PSTDPvVtdZqNpNvvy0da2DgNHbvfgdPnDhBs9nMX3/9lQWWHl9apSEpw4sGQ93Di2WFh2IKEcjJk+fRbDZzz5491Ov1PGBp6E5JSaHBYOD27dt59epVJiQk8M9//rOD1VTOqlUyLwwOJtevr/t90tPTGRAQwJ07d7KkpISzZs1iVFRUhXdR1RDdhKKiskHHsbGyW7k7OkTSfmLm4cNrHpq6erUsI77nnophmYsXLxIAL1gOJCQk8JVXXrEe37RpE8PDwx2komrqMyPH5s1lnYMWLSrLiE0mE9evX08APGfxQFpmpuUnZq5NpWbrVnlN6QTx13tO+/TpY1fbWLhwIW+//fb6GV9Dzp8va9f8y19qPkH4xYsyNCp7WOZQr9czo4rxP1qmIVn38GJurnx3AfKuu84SAK/ZzPnYo0cPrrSM63rllVeYYLN8U0ZGBn19fXnFRW0cR49alwbl88/LvLK2vP/++xw6dKh122Qy0c/Pj5ss80Aqh+hGDjEzU868UX5aKgBs3rw5w8PDOXz4cGZmZmppph22JejWrWVo6XpUOjF3OdatW8eIiAjrdufOnfmpTU+i8+fP2zlMZ1Ob8KLRSE6fLmcY6dTJvnPQbbfdRl9fXwLgU089Zd2/ePFi6nQ6hoSEsH379pwxY4a1xOoqkpPJDh2kxhkzrj+ez2iU53h5yWuSLSuIXe85DQwM5G6b2dX37t1Lg8HgJDUVMZmkzTWdIDwxUXaaKY2AbNu2nU2aNOHs2bMZHh7O9u3b84MPPrCe7w5pWNvw4s8/l83x+/bb8l1OSEjgBx98QKPRyJ9++omhoaHWRZWHDRvG2bNn291Dr9czydldz20oLJR5I0DefnvtZyl6//33ec8991i3jUYjGzduzHfffZdkWToCKAGQDuA1AD50AwdY/uNZDrF0NvjYWDI+nutmH2ZQkJx5Y80a+1O3b9/OoqIi5ubmcty4cYyJiXH5y1Ydu3fLFSV8fcl33im3OoNF44o30qnTkWFhsgZVGadOnWJkZKS1VEqSbdu25bfffmvdLi4uJgCXFgwqDS+W0/f7V0m8w7IA+uOPV14TKSgo4MqVK7lkyRLrvmPHjvH48eM0mUw8ePAgO3XqxFmzZrlMWylXr8oaFCBDvWfPsoLGs18nWcLA8tyrV8uuv95z6uXlxTQbL5Senk4ATm1HrIwffpBzhOr1MtRYXp/5p0T+3/+VFfD27JHXrVixggD4xBNPMD8/n8nJyWzWrBm///57ku6ThmQl4cVKNL7zTuWrwKxfv55hYWH09vamt7c3FyxYYD125513VghzR0ZGOr2ttDJWr5Z5ZVAQ+cUXrKCxqu6/aWlp1Ol03Lp1K4uKijhjxgwKIaxpVZqOAJIA3AbgEIBX6AYOsPzHcxzi66/L2XuFYBF8ORHvEiB7RGbx2LHrX2o0GqnT6Xjw4EHX2FoLcnJkrz6AjOtwiDn+kaQQLEQjjsWHcvxUqxNVzuKfnZ3NTp06cebMmXb7O3fuzFWrVlm3L1y44NIaYil24UXDZW5tPERWOQD+IP7IMJyjv08RFy+u/l4dO3a0ts2U57///S9jY2Mda3wNMZtliNfPj4wwXOHmxvdYNW4WgxmBM/TzKbYLA1dG+ec0MDCQP9uED5KSklxaQ7QlK4vs188SifH5kIVoTAK8IJrxPq+vaV2bMbfsmrVr1xIAT9hUSZ577jlOmjSp0u/QMg1JGV7s1k1qfN5nDovQiASYI5oyznu9tQeu7Tqhpc5i48aNNJlMPHz4MNu1a8cNGzaQlDXEf/3rX3bfYzAYXFpDtCUjQ64uBZCTfN63aqSXl8xfX3+90utWr17NmJgYNm3alBMmTGBMTAyXLVtmd05pyBRAPIB9dAMHWP7jGQ4xMVEmFsAUdGJP/EyAnIB3WegfVO3AJqPRSL1ez+TSOJWbYTaT70yUq9XfjEyuRRy7Y69s28C/WOwfWKnGnJwcdu3atdLOMgkJCZw6dap1e/PmzS5pQ6yK5OXJ7CAO0wtGvoHXOA0zKGDiLUhhql9sjQanRUVFce3atZUe+/TTT9mtWzdHm10rfv3kADuKNAqY+Dqm83VMp4CJHXGIv/r1qPVz2qdPH7vaxqJFi1zWhlgZxTt38wUfWRDtiZ/5Of7EVjjJRijke77P0/yTvb6MjAwC4EmbOOT48eOrdIjukIYF23ZznM9HMryIRK7DMN4M+W6+4/tSBY2rV69m165d7fZNnDiR48aNIynbEB955BHrsWPHjrm0DbEyCrfv5nifudZ0PI7WtPTwkvlsNc9pbm4u9Xq9XfSCtHOIfwbwC93AAZb/eIZDjI8nheBXGErATB3yuBZ/KivZxMfbnZ6SksL9+/fTaDTy6tWrnDhxIqOjo1ms5bxG1REfzz3oyebIsmr8AsOq1Hj58mX27NnT+uKV59tvv2V4eDhTU1OZm5vLO+64w+m9TK9LfDyvwsCRWGZ990ZhEfOgq1RfYmIid+7cyaKiIubn53P27Nk0GAw8bakqf/PNNzxrmW8sLS2NMTExfOONN1wuyw6LxkexxKrxMSzhVejr9Jx+9NFH7NixI7Oysnj69GnecsstLullWiWW9/BzDKc/rhEwsyV+YxJiK9VHkgMGDOCYMWNYWFjIQ4cOMTQ01NoZw13TkEJwNR6gP/IImBmJLO5Bj0o1ZmRkUK/Xc/PmzTSbzczIyGBUVJS1M1RKSgoDAgK4Y8cO5uXlceTIkS7rZVolNunYBLlsglyZhlXkNaSMThiNRmZnZ/Ohhx6y6yhUmo6WkGlHACkAptMNHGD5j2c4REs3qUl4iwIm7kTfshINIGMANmzevJnR0dHU6XQMDQ1lXFwc07UcnV8TLBrPIIztcYQ/4fbralyyZAkBUKfT2Y3jsi2Nv/XWWwwLC2NAQABHjRrl1HGI1WLRZwY4Ess4Gouuq2/btm3s3LkzDQYDg4ODOXDgQG636bL6wgsvMCwsjDqdjm3atOFrr72mfYGntDsfwMewmI9hcb2eU7PZzJdeeonBwcEMDg7mSy+95PL2Qzts9O1Af7bHYZ5Dsyr1kWRWVhaHDBlCvV7PNm3acN68edZj7p6Gu9Cb7XGEZxB2XY2rVq1iTEwMDQYDW7RowcmTJ9Nk04tsxYoVbNWqFXU6HYcNG+b0cYjVYqPxOFpzNBaxwBICr0pjv379rO/imDFjmGfT2F+ajpZxiMcBzADgSzdwgOU/nuEQ4+N5VQQwCDl8GJ/aZzJeXrLnRkMnPl5qsdXmSRo9XR/p+Ro9XR+pNNZDY0MYduEFT2DiRCz1eRKXEIxJeNf+mJ8fMGGCJmY5lIkTpZbK8ASNnq4P8HyNnq4PUBo9RWMVeIRDNPfqjTkB09DLay96iz1yp5cXoNMBL74I9O6trYGOoHdvqUWnk9oAz9Lo6foAz9fo6foApdFTNFaBkDVZx9KjRw8mJSU5/L5V8fXXwH33ASv/fhQJaa8DR48C7dvLko6nJd7u3cCcOZ6r0dP1AZ6v0dP1AUpjHRBC7CPZw4EWOhyPcIh//COQlgZkZgK+vi77WoVCoVDUkIbgEBt8yPTXX4FNm4DnnlPOUKFQKBR1p8E7xDlzAH9/4K9/1doShUKhUDRkGrRDPH8e+OQT4LHHgJAQra1RKBQKRUOmQTvE+fOBoiLZ1qtQKBQKRX1osA6xqAiYOxe4+26gUyetrVEoFApFQ6fBOsTPPgPOngUmTdLaEoVCoVB4Ag3SIZLAO+/ImuFdd2ltjUKhUCg8AR+tDagLP/4I7N8PzJsHCKG1NQqFQqHwBBpkDfHdd4GmTYFHH9XaEoVCoVB4Cg3OIWZmAl98ATz9tJxaT6FQKBQKR9DgHOL778t5Zp99VmtLFAqFQuFJNCiHeOUKsHAh8NBDQMuWWlujUCgUCk+iQTnEJUuAq1fVUAuFQqFQOJ5qHaIQ4mMhRLYQIsUVBlWFySTnLe3bF+jVS0tLFAqFQuGJ1KSGuATA3U62o1o2bACOH1e1Q4VCoVA4h2odIskdAHJcYMt1efddoFUrYPhwrS1RKBQKhSfisDZEIcQYIUSSECLp/PnzjrotAODAAWDbNmD8eMCnQU4loFAoFAp3x2EOkeQCkj1I9ggNDXXUbQHItkO9HnjqKYfeVqFQKBQKK27fy/TsWWDlSmDUKCA4uGz/hQsX0K9fP4SEhCAoKAh9+vTBrl27NLOzOr766ivceuutMBgM6Nu3Lw4dOqS1SQ4jPT0dcXFxCA0NRdOmTTFkyBAcOXKk0nMHDx4MIQSMRqOLrXQcy5YtgxACCxcutO4jiSlTpiAkJAQhISGYMmUKSGpoZd0RQkCv18NgMMBgMOApm5LoG2+8AV9fX+sxg8GA48ePa2ht7di5c6ed7QaDAUIIfP7559Zz3nnnHURERCAwMBBPPPEEioqKNLS4bmzZsgWxsbEIDAxE27ZtsWDBAuuxbdu2wcvLy+43WLp0qYbWuhEkq/0AaA0gpSbnkkT37t3pKKZPJwHyyBH7/QUFBTx8+DBNJhPNZjPXrVvH4OBglpSUOOy7HUV6ejoDAgK4c+dOlpSUcNasWYyKinJLW+vCzz//zIULF/LixYssLi7mq6++yg4dOlQ475NPPuGAAQMIoMFqz8nJYYcOHRgTE8P//Oc/1v3z5s1jdHQ0T506xaysLHbq1IkfffSRhpbWHQA8evRopcemT5/OkSNHutgi57F161YaDAbm5eWRJDdu3MiwsDCmpKQwJyeHgwYN4pQpUzS2snYUFxczMDCQ8+bNo9ls5p49e6jX63ngwAGSUnOLFi1cbheAJNbQh2j1qYkz/C+AMwBKAGQBeLK6axzlEAsKyLAw8t57r3+eyWTi+vXrCYDnzp1zyHc7kvfff59Dhw61bptMJvr5+XHTpk0aWuU8Ll68SAC8cOGCdd+lS5fYvn17JiYmNmiH+PTTT3Pu3LkcNGiQnUPs06cP58+fb91euHAhb7/9di1MrDc3kkMcNWoUR40aZd1OSEjgK6+8Yt3etGkTw8PDtTCtzpw9e5YAeO3aNeu+Hj16cOXKlSSVQ7zepya9TBNINifpS7IlyUUOr6ZWwaefAtnZwN/+VvU5nTt3hp+fH4YNG4annnoKYWFhrjKvVtAmfFb646ekaDq002ns2LEDERERCAkJse6bOnUqxo4di4iICA0tqx979uxBUlISnnnmmQrHUlNT0aVLF+t2ly5dkJqa6krzHMrAgQMRERGBESNG4MSJE3bHvvrqKzRt2hQxMTH46KOPtDHQAVy7dg1r1qzB448/bt1XWTqeO3cOFy9e1MLEOhEeHo6EhAQsXrwYJpMJiYmJOHnyJPr37289Jzs7G+Hh4WjTpg3+9re/4dq1axpa7EY4w8vWq4aYmEjGx9PcLZadg07w1rbXaDZf/5KCggKuXLmSS5Ysqfv31gWLrYyNlX8TEys9LS0tjTqdjlu3bmVRURFnzJhBIQRnzZrlWntrSw312XLq1ClGRkZaS6MkuXfvXnbp0oUlJSXMzMx0rxpiDTUajUZ2796diZbj5WuIXl5eTEtLs26np6cTAM3VPbyuohZpuX37dhYVFTE3N5fjxo1jTEyMNb1SU1N5+vRpGo1G7tq1ixEREXZprRl1eFaXLVvG1q1b26VR27Zt+e2331q3i4uLCYCZmZnOsLp21ELj+vXrGRYWRm9vb3p7e3PBggXWY2fOnGFqaipNJhOPHz/OAQMGcMyYMU43Hw2ghuheDvH110mdjhSCW/AHAuTCRs/I/TWgY8eO1ji507GxlQDp5SW3q7B19erVjImJYdOmTTlhwgTGxMRw2bJlrrG1LtRSH0lmZ2ezU6dOnDlzpnWfyWRiz549uW3bNpJ0L4dYC43vvfceR48ebd0u7xADAwP5888/W7eTkpJoMBica39NqUNalmI0GqnT6Xjw4MFKj//zn//kiBEjHG1x7aijvsGDB/P1cud07tyZq1atsm5fuHChQvhfE2qhsbQAvnHjRppMJh4+fJjt2rXjhg0bKr11YmIiQ0JCnK1AOcRakZgoExggAQ7DF2yGbObDT+6vQYkvKiqKa9eurf1319NWu08NbM3NzaVer7erUbgVddCXk5PDrl27VuiAkJubSyEEw8PDGR4ezmbNmhEAw8PDuWPHDlcpqkgtNcbFxTEoKMiqw9fXl4GBgRw3bhxJ2YZoWwpftGiRe7Qh1vNZNRqN1Ov1TE5OrvT47NmzOXz4cGdYXjPqqO+3336jt7c3MzIy7PYnJCRw6tSp1u3Nmzdr34ZYS42rV69m165d7fZNnDjR+qyWZ/fu3QwODnaa+aU0BIfoPsPc58wBCgoAAKPwMdZjGG7GSdyDb4F8AMMCgVvKTr9yZTdIIwICeoE04fTp9/Dbb+fw73/fjjlznGzroUAg/2sAQAbaIRTnsR+x8lhhodTSu7fdJfv27UPXrl2Rk5ODcePGYdiwYejYsaOTDa0jNmkxCe8AAN6FpSG3En1XrlzBkCFD0K9fP8yePdvuVk2aNMHvv/9u3T516hR69eqFffv2wdHjVWtFLTUuWbIEhYWF1u0RI0bgwQcfxJNPPgkAeOyxx/D2229j6NChEELgrbfewvjx410k5jrUUmdqaipKSkpw2223oaCgAK+++ipatGiBTp06AQC+/PJLDBw4EEFBQdi7dy/ee+89zJo1y7WabKmlvlKWL1+Ovn37Iioqym7/Y489hlGjRmHkyJGIjIzEzJkzMWrUKKdKqJZaauzWrRuOHj2KLVu24I477sDx48exYcMGTJ48GQCwdetWtG3bFjfddBOysrLw8ssvIy4uzrWa3BT3cYjp6bLMA+AY2kGAiERZRlr6QJRiNhchI2MCCguPQwhf6PW34dZbv0bjxpHOt7Ug3/pvHgz2x8xm4OjRCpdMnDgRycnJ8PX1xUMPPYS3337b2VbWHZu0OICu9scq0bdu3Trs3bsXqampWLJkiXX/oUOHcNNNN9l1pCl1KuHh4fDRctqhWmoMCgqy227UqBECAwPRpEkTAMDTTz+N48eP47bbbgMAPPXUU3j66aedYnqtqKXOc+fOYezYscjKyoJer0ffvn2xYcMG+Pr6AgA+/fRT69i8li1bYsqUKXadUlxOLfWVsmzZMrz00ksV9t99992YPHky7rjjDhQUFOCBBx7A3//+d0dbXTtqqTEqKgoff/wxJkyYgJMnT6JJkyYYOXKkdTzp/v378Ze//AW5ubkICQnB8OHD8eabb7pCifvjjGpnnUKm8fEyLg7QDDADbcvCAl5eZEJC7e/pLGxsHYStHISt7mtrXfB0feSNoZH0fJ2ero/0GI1oACFT95mpZuJEwM8PACAARMFm9gs/P2DCBG3sqgwbWyvgbrbWBU/XB9wYGgHP1+np+oAbQ6Ob4D4OsXdv4MUXAZ0O8LKY5eUlt198sdJ2AM2wtbUUd7W1Lni6PuDG0Ah4vk5P1wfcGBrdBWdUOx0xDpHdu9d4PJFmJCZyUGgqBxmS3N/WuuDp+sgbQyPp+To9XR/Z4DWiAYRMhbTTsfTo0YNJSUkOv6878oc/yL/btmlphfPwdH3AjaER8Hydnq4PaNgahRD7SPbQ2o7r4T4hU4VCoVAoNEQ5RIVCoVAooByiQqFQKBQAlENUKBQKhQKAcogKhUKhUABQDlGhUCgUCgDKISoUCoVCAUA5RIVCoVAoACiH6DLGjBmDDh06wMvLy25FiPIMHjwYQggYjUbXGVdP0tPTERcXh9DQUDRt2hRDhgzBkSNHrMeLiorwt7/9DZGRkQgODsazzz6LkpISDS2uPRcuXEC/fv0QEhKCoKAg9OnTB7t27bIe9wSNpQghoNfrYTAYYDAYrKsk2FJcXIxOnTqhZcuWGlhYP0wmE1599VVERkYiICAA3bp1w6VLlwB4Tjpu2bIFsbGxCAwMRNu2bbFgwYJKz3viiScghEBGRoaLLXRPlEN0EV26dMGHH36I2NjYKs9ZsWJFg3z5Ll26hGHDhuHIkSM4d+4cevXqZbe+2uzZs5GUlISUlBSkp6fjl19+wcyZMzW0uPYYDAZ8/PHHOH/+PHJzczFlyhTcf//91oKLJ2i0JTk5GXl5ecjLy8PChQsrHP/f//1fbdezrAfTp0/HTz/9hMTERFy5cgXLly+Hn2XybE9Ix5KSEgwfPhxPP/00Ll++jFWrVuH5559HcnKy3Xk//vgjjh07ppGVbooz5oOr11ymDYxBg+SnpvTr14+LFy+usP/SpUts3749ExMTCYAlJSWOMrFe1FYfSV68eJEAeOHCBZJk9+7d+dlnn1mPr1ixgi1btnSckfWkthpNJhPXr19PADx37hxJ99dI1lwnAB49erTK48ePH2fHjh35zTffsEWLFg6zr77URF9OTg71ej0zMjIqPe7u6VgTjWfPniUAXrt2zbqvR48eXLlypXW7pKSEXbt2ZXJycrXp7SjQAOYyVTVEN2Hq1KkYO3as3WK6DZUdO3YgIiICISEh1n20mTOXJLKysnD58mUtzKsXnTt3hp+fH4YNG4annnoKYWFh1mOeohEABg4ciIiICIwYMQInTpywOzZ+/HjMmjUL/v7+2hhXD3799Vf4+PhgzZo1iIiIQHR0NObOnWt3TkNPx/DwcCQkJGDx4sUwmUxITEzEyZMn0b9/f+s577zzDgYOHIjOnTtraKn7oRxifdi9Gzh0CNiXBCQkyO06kJSUhF27dmH8+PEONrCe1EFfVlYWxo0bh7ffftu67+6778acOXNw/vx5nD17Fu+99x4AID8/32mm15haajx48CCuXLmClStX2mUwbq0RqJXO7du348SJEzh8+DAiIyNx3333WUPD69atg8lkwvDhw11lec2oob5S55aeno7MzEysWbMGb7zxBn744QcAbp6OtUjDhIQEzJgxA40bN8aAAQPw5ptvolWrVgCAU6dOYf78+ZgxY4arLG84OKPaeUOETF9/ndTpylaw9vIidTq5/zqUD5maTCb27NmT27ZtI0lmZma6R8i0Dvqys7PZqVMnzpw5025/fn4+x40bx8jISLZp04azZs2ir68vTSaTk0VUQx3TsJSOHTvywIEDJN1YI1kvnUajkTqdjgcPHmReXh7btWvH9PR0kuTWrVvdI2RaC31r164lAJ44ccK677nnnuOkSZNIunE61kJjWloadTodN27cSJPJxMOHD7Ndu3bcsGEDSXLEiBFcunSp9XyokKn1oxxiXUhMlA8jUPaAAvKj0113nbLyDjE3N5dCCIaHhzM8PJzNmjUjAIaHh3PHjh3O11IZddCXk5PDrl27csqUKdXefv78+ezdu7cTDK8F9UjDUqKiorh27dpKj7mFRrLeOo1GI/V6PZOTk7l//376+PhYn9Xg4GB6eXkxPDycmZmZLpFTgVrqy8jIIACePHnSum/8+PFWh1get0jHWmpcvXo1u3btardv4sSJHDduHEmySZMmDAsLs6YjADZr1owrVqxwqgzlED2V+HhSCBJgS5xkU1ygufQB9fKSx8tRVFTEgoIC9u3blwsWLGBBQQFNJhPNZjPPnDlj/ezZs4cAmJWVxaKiIg3E0U5fD/xMP+TzKNpWqe/y5cvs2bOn9YUrT1ZWFk+fPk2z2czExES2bNmS3333nSuUVI2Nxp7YTT/k8wjaVakxMTGRO3fuZFFREfPz8zl79mwaDAaePn2apJtqJK06j6Ad/ZDPnthdlplWojMlJYX79++n0Wjk1atXOXHiREZHR7O4uJglJSV2z+rnn3/O5s2b88yZMzQajZrqM0EwGBfYCieuq48kBwwYwDFjxrCwsJCHDh1iaGgoN23aRNJN09Gi0QywKc6zJU5eV2NGRgb1ej03b95Ms9nMjIwMRkVFcf78+STJc+fO2aUjACYmJjI/P9+pMpRD9FRiY1mIRhyPOdbn8l58xYsIlhuV6B80aBAB2H22bt1a4Ty3CJnGxpIAN+FONkIBATOb4gI3445K9S1ZsoQAqNPpqNfrrZ/SUvj27dt5880309/fn9HR0fzkk0+0UGWPReN3+KNVYzAu8gcMrlTjtm3b2LlzZxoMBgYHB3PgwIHcvn279bhbaiTJ2Fj+gMEMwkUCZjZGAbfgD2UZajmdmzdvZnR0NHU6HUNDQxkXF2cNkZbHLUKmsbE8jxDeja+tkibiHRbBt8p3MSsri0OGDKFer2ebNm04b9486zG3TMfYWF5EMO/FeqvG8ZjDQjSqUuOqVasYExNDg8HAFi1acPLkyVWGfVXIVDnEenHsvgnsjr2Wl+9tvoVJ9EURW+EkfxJ9yYQErU2sF6Y/J/Af4lUKmNgJqfwC97MjDlHAxOl4g8Y/P6K1ifWm5OFHOA0zKWBiDH7ll7ifnZBKARNfwwyP0Gg0kq/FrKmQjl4wchZepkl4N/hndefg6WyBU2yEQr6DCXzOUkjtiZ95XLRt8PpI8qf/eY2tcJK+KOJbmMSJeFv6QezlMRHVYDQqh+iBrF5NBupLGIQcrkMcS4tse9CDbXCMPijmv8edoNZt8HXlwgXy7t65BMiRWM6r0JMAr0LPR7GUAHlH90s8c0ZrS+tOVhY5oOtlAuQTWMhr8CcB5kHHUfiYADmo22VaoqENktOn5Xg1gBzlvYx50FnTMR4rZVTD6xte3LhHa1PrhMlE/vOfpLe3mVEig/vQzfoufo7hbIJcNkEu1/7zsNam1hmTifz3v0kfbxPbiOPcgx5WjesQxyDkMBCXuPrNI1qbWiOUQ/QgCgrIcePkL9arF5k54W3ZoO3lxdJYfq5/cz7QKUVmNvdK59KQ2L2bbNWKbNSI/Gjoepr97fWZ/XX8eNha+vuTYWHkDz9obXHt+fZbslkzUq8nl/1pTYU0pE7HJXGfU6cjQ0NJrZuP6sJ330nbdTpyyRJaeyiW6jQLL871nUhfrxLefDO5p4H5xOxs8u67ZZI9/DB5afKbFdLxmN8t7Bl5igA5YQJZWKi11bXjwgWZhwDkAw+QuZNnVdCY6deRvSwan3vO/TUqh+ghHD1KdrMUQJ9/nrT2dUlMlA3a3bvLv4mJNJvJDz6QTqVlS/LHHzU1vUaYzeR775G+vmTr1uTevZYDlegjyZQUslMn2SfltddkaM7dKSkhX35ZpuGtt5JpaZYDVWhMTSVjYqTGadPk9e5OSYm0VQhpe2qqzcFKdP78M3nTTfJZnTtXPgfuzo4dZGQk2bgx+dFHNjZXoq+oiJw0idZmtmPHNDW9xvz4o8w7GjWSeUl1Gp9/XmqMjZV5lbuiHKIHsGoVGRBABgeTX35Z8+uSksi2bUlvb3L2bLptCPXyZfKhh+STcN99ZE5Oza7LyyNHjZLXDRpEtw4vnjpF9u8vbX3qKdJmRqvrcu0a+cQT8roBA2So1V3JypI2AtLmmmq8cIEcOlReFx9PXr3qXDvrislEvvmmrCC1a0f+8kvNr123jgwKIgMDZZOHu2IyybzC21vmHUlJNb/2yy9lHhUQIPMsd0Q5xAZMQQE5dqz8hXr3Jm3G8daYS5fKnM0995Dnzzvezvpw8CAZHS0zmbo67SVL6Nbhxa+/JkNCSIOBrOswq2XLpMZmzciNGx1rnyPYuFHaptNJW2uLyUTOmiWfg44dZQTAnTh3jrzrLvke/fnPshBXWzIzZVOHu4YXz5+XeQQg84xLl2p/jxMnyNtvl/cYO1bmYe6EcogNlPR0smtX+eu8+CJZXFz3e5nNMhzVqBHZooUM+bgDS5aQ/v5kRARpmSSnzrhjeLG4mJw8WaZh587k4Xr2rUhLk6FWQIZe3UFjlWHgOrJlCxkeLh3r8uWOsbG+bNtGNm8uQ6Tz5tUvrFtURP7tb3S78OKOHTJvcETouqiIfOEFqbFrV5mXuQvKITZA/vtfWZto2pT86ivH3feXX2Sox9tblsa1CqHm58uwIUD+4Q90WG9Rdwov/vYb2bevtOXpp6VmR3DtWtlv17+/DMVqRV3DwNXx++/kwIFlv51WtQyjkfzHP2StNTqatMyQ5xDcJbxYWjP39q59GLg6vvpK5mEGg8zT3AHlEBsQ+fkyAwBkZmozs5PDuHxZhnwAcsgQ2VvOlWRklNV8X3nFObUcrcOLrsgIPvlE9lINCSG/+cY533E9vvlGfrdeL21xNCUl5JQptNakjh93/Hdcj7Nnyf/5H/n9CQnklSuO/w6tw4vZ2TIPqE8YuDpOniT79HF8wbCuKIfYQDh8WIbVABlmq0+ItDrMZtk7rnFj2VvOZrITp7JuHdmkiSwZO7LmWxm24UVnOd7yFBfL8DZAduni/FCR7TMzZYpzn5lSiovLHJUjwsDV8eWXsjNKUFDtOpTVhy1bZBjfz49csMC5PV+1Ci9u315FT1knYNt00KULeUTDIYvKITYAVqyQtYmQENkBw1Xs30+2by9DQjNnOi+EWlxc9tL36CE7F7gCV4YXT5yQHZ9cXdovH1X47TfnfZezwsDVcfy4dZY7Tp7svMKN0Uj+/e/yfejQgUxOds73VEZpVCEgwLnhRZNJvuteXvLd37/fed9VHkd0LqsvyiG6MbZtaf36adMedOWKDAkB5B//KHvTOZKsLKkNIJ99Vpuedc4OL7pDe9DKlc5pdy7FNgxss+i5yygoIJ95Rj5HAwfKdkZHcuYMeeed8v5/+Ys2Qz+cHV48d06+484MA1fHb7+V5Qd//avrQ6jKIbopaWnkbbfRMvZuKQHwP//5jya2mM0yNNS4sexNV8l833Xihx9IP7+/UohoCiHslpwiycLCQk6aNInNmzdnUFAQx44dy2Inxf0OHy77vR0VXjx9+jwjI/sSaEpv7ybs2rU3f6xiFoQ777yTzp4w/cgRGZICyJdecozG4mJ5L4Bs1aric5qbm8vHHnuMoaGhDA0N5fTp0+v/pdfhk09k+3B4uAxtOoLvvzdSr59GoDkbNzawa9euzM3NrXCeK9LQGeHFHTt20M9PTyH0BPRs3FhPAFyzZg1J176HpNRY2jP5ttvq3zO5lPXr1zMmJoZ6vZ59+vRhqt2sEBIASQA2WxY38KEbOMDynxvOIS5fLmsszZqRn32Www4dOjAmJkYzh1hKcnLZmMAZM+o++4vJJK8XgoyI+ICLFm1i9+7dKzjEN954g/379+fFixeZnZ3N22+/na/XcGHcupCfT44ZQ4eEFzMzyR49Cggc5rPPmpifb+a6desYHBxcIcP85JNPOGDAAKdnpqR9TapPn/p1zLKtsYwencPo6IrP6ahRo/jggw/y2rVrzMzMZNu2bfnxxx87QEnVpKbKsYpeXnKgfF1D/UYjOX06CUyjTncHv/vuBM1mM3/99VcWlIt5uzINSXLDhrLwYn1q5EajfBdLe8omJ8sVQgwGA/Py8ki6/j0s5ZtvyqYwrG/HrPT0dAYEBHDnzp0sKSnhrFmzGBUVVSGtABwHsEM5RDegsmEBTz/9NOfOnctBgwZp7hBJGUYZOVLaOHiw7G1XG86fL+u5NnKknE2GrLgoMUl2796dn332mXV7xYoVbNmyZT0VVI9teNGygHetqGzWEZPJxPXr1xMAz9nEnS9dusT27dszMTHRZZkpaT+70fr1tb9+/Xr7MHBVz2lISAj32ExE+uabb7J///6OkHBdrl4tC/UPHVr7OXt//5284w4SyKGPj57JyRlVnqtVGtY3vHj2rHyHS9/F0hDpqFGjOGrUKOt5Wr2HpP3sRk8+WfehO++//z6HDh1q3TaZTPTz87OuMUnKdARQCKC3OztEL9wAHDoE9OoFLF4MTJsGbNkCnD69B0lJSXjmmWe0Ns9KQACwfDmwcCGwaxfQtau0tSbs3g106wZs3QrMmyfvo9df/xqSdv9nZWXh8uXLdRdQAxISgH37gFatgPvuAyZPBkpKqr+uuBiYNAkYPhyIigJ++QV48EGgc+fO8PPzw7Bhw/DUU08hLCzMes3UqVMxduxYREREOE9QJTz8sLSvdWtg2DDghRek/dVRXCzPHTZMXivvcf3ntHwapqSkOEbEdTAYgBUrgA8/BDZtAmJjgT17anbtpk3yud69G3j55V+h1/vg22/XICIiAtHR0Zg7d67d+VqlYatW8l16+WXgP/8Bbr8dOHy4Ztdu2SI17tol3+Xly+W7fe3aNaxZswaPP/643flavIcA0KKFtHXqVGDRIqkxLa1u9yqvofyzOHXqVADIBnC2XkY7G2d4WXeqIS5dWnFqMaPRyO7duzPRMpGzu9QQbTl4UIamhCDfeKPqEKrZTM6ZUzYxd2XzH1ZWQ5w2bRr79u3L7Oxsnjlzhr169SIA/u7oHhNVUJvw4vHjZM+e8tzx4yt2DiooKODKlSu5ZMkS6769e/eyS5cuLCkp0WzRZdsVUm6//frT/9mOixs3Tl5b3XM6cuRIDh8+nFeuXOHRo0fZtm1bNmrUyNmy7Nizh7z5Zvn82U1EXQ6jUU4ELwR5yy1yergVK1YQAJ944gnm5+czOTmZzZo14/fff0/SPdKQrHl40WiU76oQ8t09eND++LJly9i6dWuabX4krd/DUjZuLFshZenS2l2blpZGnU7HrVu3sqioiDNmzKAQgrNmzSJZlo6QbYit4cY1xJqdBNwN4AiADAAvV3e+Zg6xdDb42FjmPfg4R917jpVNPv3ee+9x9OjR1m13dIikDE09+qhMpTvvtMwqY6Px8gOj+dCdFwiQ999f9cTclTnE/Px8jhs3jpGRkWzTpg1nzZpFX1/fKlfVdhYVwos2+hgfz8//eZhNmsgxlJ9/fv17dezYkQcOHKDJZGLPnj25zTInnZaZKWlZQzNQhnq/+IIVNH7xr8OVTj5d3XN68eJFPvLIIwwPD+ctt9zCadOmsW3bti5UVmpH2VJF8fHklU0/2+k7vT7Jujbj6NFlofy1a9cSAE/YlBSee+45Tpo0ye3SsEJ4cau9xjMbkqw9ZR99tPKesoMHD67QPugu7yFpv4bm6NFk3hZ7jaUrwVTG6tWrGRMTw6ZNm3LChAmMiYnhsmXL7NLRIxwiAG8AxwC0BdAIQDKAW653jSYOsXTNNyGYglt4C1Lk6ucDtlYYOxUXF8egoCCGh4czPDycvr6+DAwM5Lhx41xvdzWYzeTHH8t5R8P0V/lD43tJIXgQt7I9jtAbJfzX4O+u27mhModYnvnz57N3796ONb6G2C2v5TOHRWjEQjTieLxHgOwZeapGs6VERUVx7dq1zM3NpRDCmr7NmjUjAIaHh3OHRpPJZmSUjeeb5PM+i9CIRfDlJLwjZ4RpfpoZ5ZrSavucvvLKK4yPj3eBmoqULtjrJUzsIA4zBTEkwO/EEIYimzrfItpU4EmSGRkZBMCTNuGB8ePHc9KkSW6ZhiUl5NSpMg1vFSk8hE4kwB/EHxmGc/T3KeLHH1deS/7tt9/o7e3NjPKJXA4t30NSanz1VVLAxFtEKlNxixRsWSuUNejwk5ubS71ez7S0NLt0BFAC4LzFIZ4FMIBu4ARtPzVxiH0AfGez/QqAV653jcsdYmKiTCyAi/E4/XGNYTjLHzBY7i9XssnNzeWZM2esnz59+vCtt97ipbpMMe8iUlYcYCdxiAImxmEd/XGNEfid2zGgUo0kWVRUxIKCAvbt25cLFixgQUGBteSZlZXF06dP02w2MzExkS1btuR3Gi5XUbBtN5/1mSe7vOMX3oZk6TzwNov8m1TQl5iYyJ07d7KoqIj5+fmcPXs2DQaDVZNt+u7Zs4cAmJWVxSLrYpaup3D7bo73mStnmsF+dsYBGQbGHBb6B9X6Oc3IyOCFCxdoNBr5zTffMCQkhClaLlWRmMitjYcwHGfojzwOwxcUMDEGvzLVL7bSZ3TAgAEcM2YMCwsLeejQIYaGhnLTpk1um4ZMTOTGxsPYDNn0Rx7jsJYCJnZCKlP8uldZi3rzzTc5YMCACvvd7T0kSSYm8vvG9zEU56hDHhfjcekqgCrzmqSkJBqNRmZnZ/Ohhx5iQkICSdqlI4ADAHpaHGILAI3oBk7Q9lMTh/gggIU2248C+OB617jcIcbHk0LwR/QlQN6BzfwdEWUlm2pKze4aMrUjPp550HMoNhAgo5HGMwi/rsZBgwbR8vBZP1stAx23b9/Om2++mf7+/oyOjuYnzpgUszZY0vBTPEQvGOmNEq5FXJX6tm3bxs6dO9NgMDA4OJgDBw7k9irmwdM63GbFonE1RtALJfRCCVdjRJ2f01WrVrF58+b09/dnly5duFHrtaks+n5HBNshXYby8QWvwb9KfVlZWRwyZAj1ej3btGnDefPmVXprd0vDLESyHY7InrbYwDzorpuGHTp04MKFCyvsd7v3kLRLxz9gCwHyR/S97nPar18/67s4ZswY67ASWzwlZFojhwhgjEVw0k033VTrNKgXpbEogOsQRyO8yko0gFxhuqFjo3EqZjIfjT1Lo42+LzCMX+Mez9JH2mlcj3u5Hvd6lkYbfdfgx2mY4Vn6SDuN+WjMqZjp0RqN8OK60oJpPTWiAcxUU5NhF6cBtLLZbmnZZwfJBSR7kOwRGhpag9s6kOhowEtK+RO+hDfMZce8vOTxho6NxjfxKvxRVHbMEzTa6IvDegzFt2XHPEEfYKfxfnyN+/F12TFP0GijT4dCzMTrZcc8QR9gp9EfRXgTr5Yd80CN3jDjT/iy7JinaKyCmjjEvQDaCyHaCCEaAYgHsN65ZtWSiRMBP7/Kj/n5ARMmuNYeZ+DpGj1dH+D5Gj1dH6A0eorGKqjWIZI0AngOwHcA0gB8RjLV2YbVit69gRdfBHQ6a8kGXl5y+8UX5fGGjqdr9HR9gOdr9HR9gNLoKRqrQMjQrmPp0aMHk5KSHH7fatm9G5gzBzh6FGjfXpZ0PC3xPF2jp+sDPF+jp+sDlMY6IITYR7KHAy10OJ7lEBUKhULhljQEh3hDzGWqUCgUCkV1KIeoUCgUCgWUQ1QoFAqFAoByiAqFQqFQAFAOUaFQKBQKAMohKhQKhUIBQDlEhUKhUCgAKIeoUCgUCgUA5RAVCoVCoQCgHKJCoVAoFACUQ1QoFAqFAoCT5jIVQpwHcLKet2kG4IIDzGloKN03Fkr3jcWNrFtP0sWL5dYOpzhERyCESHL3iWCdgdJ9Y6F031go3e6NCpkqFAqFQgHlEBUKhUKhAODeDnGB1gZohNJ9Y6F031go3W6M27YhKhQKhULhSty5hqhQKBQKhctQDlGhUCgUCripQxRC3C2EOCKEyBBCvKy1Pa5ACPGxECJbCJGitS2uRAjRSgixVQhxSAiRKoSYqLVNrkAI4SeE2COESLbo/rvWNrkSIYS3EGK/EGKD1ra4CiHECSHEr0KIA0KIJK3tcRVCiCAhxBohxGEhRJoQoo/WNlWF27UhCiG8AaQD+COALAB7ASSQPKSpYU5GCDEQQB6AZSRv1doeVyGEaA6gOclfhBABAPYB+NMNkN4CcqBynhDCF8CPACaS3K2xaS5BCPE8gB4AAknep7U9rkAIcQJAD5I31MB8IcRSADtJLhRCNAKgI3lJY7MqxR1riL0AZJA8TrIYwKcA4jS2yemQ3AEgR2s7XA3JMyR/sfx/FUAagBbaWuV8KMmzbPpaPu5VOnUSQoiWAO4FsFBrWxTORQjRBMBAAIsAgGSxuzpDwD0dYgsAp2y2s3ADZJAKQAjRGkA3AD9rbIpLsIQNDwDIBvADyRtCN4B3AUwGYNbYDldDAN8LIfYJIcZobYyLaAPgPIDFlhD5QiGEXmujqsIdHaLiBkQIYQDwOYBJJK9obY8rIGki2RVASwC9hBAeHyoXQtwHIJvkPq1t0YD+JGMB3ANgnKWZxNPxARAL4COS3QBcA+C2/ULc0SGeBtDKZrulZZ/CQ7G0oX0OYAXJtVrb42osIaStAO7W2BRX0A/AMEt72qcA7hRCfKKtSa6B5GnL32wA6yCbhzydLABZNtGPNZAO0i1xR4e4F0B7IUQbSwNsPID1GtukcBKWziWLAKSRfFtre1yFECJUCBFk+d8fshPZYU2NcgEkXyHZkmRryHd7C8m/aGyW0xFC6C2dxmAJGd4FwON7lJM8C+CUEKKDZddgAG7bYc5HawPKQ9IohHgOwHcAvAF8TDJVY7OcjhDivwD+AKCZECILwHSSi7S1yiX0A/AogF8t7WkAMJXkN9qZ5BKaA1hq6VXtBeAzkjfMEIQbkHAA62T5Dz4AVpLcqK1JLmM8gBWWCs5xAKM1tqdK3G7YhUKhUCgUWuCOIVOFQqFQKFyOcogKhUKhUEA5RIVCoVAoACiHqFAoFAoFAOUQFQqF4obG0QsLCCFMlgnMDwghGtSQOdXLVKFQKG5gHL2wgBAij6Sh/pa5HlVDVCgUihuYyhYWEEJECSE2WuZd3SmE6KiReS5FOUSFQqFQlGcBgPEkuwN4EcCHtbjWTwiRJITYLYT4k1OscxJuN1ONQqFQKLTDMtF+XwCrLTPrAEBjy7ERAGZUctlpkkMs/99M8rQQoi2ALUKIX0kec7bdjkA5RIVCoVDY4gXgkmUlFjssk+9fdwJ+m0nMjwshtkEu6dYgHKIKmSoUCoXCimX5tUwhxEOAnIBfCNGlJtcKIYKFEKW1yWaQcxW77WTe5VEOUaFQKG5gLAsLJALoIITIEkI8CWAkgCeFEMkAUgHE1fB2nQAkWa7bCmA2yQbjENWwC4VCoVAooGqICoVCoVAAUA5RoVAoFAoAyiEqFAqFQgFAOUSFQqFQKAAoh6hQKBQKBQDlEBUKhUKhAKAcokKhUCgUAID/B0F2d3SB7HDfAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# detuning_final = 20e6 # rad/sec\n", + "detuning_final = 35e6 # rad/sec\n", + "# unitdisk_radius = np.sqrt(np.sqrt(2)) # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "# print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "# Quackbone is already properly scaled!\n", + "a = blockade_radius/8\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -20e6 # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "if points.size > 12:\n", + " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[15], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOnly run this cell when you are ready to submit your job.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m# DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"quackbone v4_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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BQ9dg9YJL6cnNJZaW5UPUufFZLTmzsfJwh7knZsSovbFatlUMLC2m9RjXTxiF7XXtiK4Tqhdb05fwh5vAp7eo7RcdXbhn+gVYefskPHvnVEwNVWFcoJ6yN11m4phMXJw71PTz8jxCMHJv7ILSsShfXKprVkbLMaimr7txk9zCutXQ5Zdfjp07d+Jb3/oWq0sknJgzYRT2HTmhu/KHGjx3/TB6b6yabRWJqD0G1fR1Ny4CnxGthsZPnIoXdv0dy8p300ZVl5Fv5GYGPqBvhJBs64AdmbU3NtW2CiWUHsOMmr60Gd6+uAh8LKclSsdl4emtddi6vwuBc6/ql61GG1XdQe+NXCueRwhO2xtrZE1f2gxvf1ys8bGalnjz06bejNCesATBl37G16QqsEucYWlZPvxej+nn5bU2JIssTDsxat1STdY53WOsw8WIj9W0ROUXxxV11qaNqs4n38jVFjnQi+euH/LvQbIqJzK772FksW4ZCAYx4azO3v/fl3WufDP8z96ownsHWnFWmld1T0OaRtWOiw3srDbQakEbVZ1tXUUDHnu9CoFgGBCNnQDxe0Xcf20Bd2t8A1Ue7lBc3NrOvzeLX9ilfd0SwHne46hZ80NMnToV3/zuj/DEji5NU8EDxRbhGDgdqrR4B02jJsdF4Fu9rR4rN9fqnO6UoGXPjiAAs4tz+mWEEv7FPjHvPvA5jnR0I5I+GF5RiHszueKCLLxf14ZgWPuvS7pXxAcPXeOYJ3I5g3LVS69izPmFuPC8XMu6y2vBonrMhVnpWLt2LZ78x5dA7sWAwO7haeCoOVVN0UTfR87EReAzu9TUQE67YblZsifmdE+02v+IIX7kZWYg75yz+t3IdY0QHPwANWfOHNx3332YM2eO1ZeimprpSVl03bJvI73R96cMn4hZRTnYXN2i6zpZ43m6lYs1Pquy8GS8pqGT/lI9MQdOj+aaT3Sj41QQN08a3e+m4bTMRlYikQhEg6eJjcJi3dLoBsddwQj+Xtmk6ftieyEmoyaIOSFrlYsRH6BvWoKF2AK7hD8snuxZHscJ5Jvl0+v+inGFxTh/zChunvgH0rNuaWUOQiqpZhrUrhk6ZbqVm8AHaLvpiAIUZXKmMnP8CDx751T9ByKmY7GWE3uzc8ovv1ZOTrDQUj1m0dqPsKXGPl3lB0q0VKP2czyraITtplu14irwAerfrAtzBqHy8HHd56URH7+MWJuLHSGEw2GEpL7EKZ4yG9Vye9CPx84jPiB+NrGWQYRWdsyM52KNL9aC0rEoyctUPC3xQX079jef1LXwnKjALrE/I8rdAf1rQ973q5fx+fEQCiZMVFVfkjda9qm5YS8sywbHRhhYMUhrwX/t5z+zVrLVuAt8gLqCtKMzMwwtsEvsjWW5u3jJTVmD0jG26wCKhmbgkTv/Tfe57EpvdxQlCRa8YrEZ3mixFYP0FPzXwo4F2rkMfDIlBWnNKrBL7MmMKvxtbW2YPHmyrnPYHevuKE5idda5EoGTx3Dq1Cmcinh0zYBoZbfMeD5zkFXSU5fRyWnobmBGFf729nYMHz6cyXnsiOV0sVNZVftVCVEK4eN3X8fw4cNx5YIHEAz2mH4NdivQ7orA57QCu0Q5I6vwy9ra2pCVlcXkPHZETVtT03qPMYPPl4bta3+OY8eO4bLrvoGIYM1En50KtNvvXTLIgtKxWD63CBk+D4QUlcsESMjweWyZhkvUMbJ7uKytrc3RIz5q2qqMmnuMWWKXatLT0+E7e6hl12KnAu2uCXxA9INZvrgUs4tzkO4V4R9wQ/R7RXhFQDyyFy//2+UU9Bxg3iX6k5JSJTc5farTjOlip0h1jzHbwKUaVjMg6q/DXpnxXCe3aJEqI/S2ybm4/upH8dmuAkw691arL5foZHRykyRJaG9vd/RUpxnTxU6S7B5zqieEbQda0a1yE7j2Wp39l2qs2npht8x41wU+WbKM0EceeQSPPfYYbrnlFgh2mbMgmhlZY/PEiRPw+/1IS0vTc4m2xuJmabcnfjMkusdoLQLAoniAFVsv7JgZ76qpTqVuuukmBAIBvP3221ZfCmHAiOSmts4AVm+rxwPrKzHsGw9jWflurN5W78jMRTOmi91EyZJLulfE7OIclC8u7Q1eWr8vljwDYubzfLpHtF1mPHcly8zy0ksv4ZlnnsH27dutvhTCCIsnZifXqUyGWjIZQ0ttUD3fB5hf8H92cQ5+96/2eu8p8CUQCoUwfvx4PPfcc5g+fbrVl0MYkWtsbtzXBAESwujbe5Wqxqab61SyLvRNrGVmrU471jmmwJfE73//e/z5z3/GS6/8nduGiyS+q+fchInfuAdCZq6iJ2ZqR0SvgdMofZDTy46dbSjwJbHrYCtue+R3SBs7GaIoumJai+euykpFIhEMGzYMBw4cQHZ2dsqfmUY7fdw86nWiZH0IWbV0oxEfR+Rf8K5gCNG6E/E55RfcTWtX1dXVuOGGG/DK1n8q+pk7TgWxs+FLWt86TU/TVmJP8dYMj3X14MP6dt3ZvANbItkBBb443Dal47an+D/84Q944cODaBp5heHTPEDiRqC8k2+Wa/78BrJzz8P4889zbEsmN2rrDODKFVt0BT67fvZdu48vEbe1X3FDj7WBU5m79vnQmXUZIiZltdmtMj0r8j61basr8PVpWfi2zaaziD5O7mxDgW8AN7VfcXqQTzh96zvH1Otwep1Kr9eLcNi8/m7EPEYWf7ASBb4YRnXrtisnB3mzMtaUcnKdSo/Hg1BIXT1PNyRROYFc/EHb0o99O9tQ4IthdLduO3FykDdzj5JSTq5TqWbElzyJqhkrN9c6JonKKeQlDSflAVDgi+Gm9itODfJap2+N5NQ6lfKobe/gS/HZkUzsK9+ddNSWahQuZ4durGrBe7Vttr95usmC0rEoyct0TDYvBb4Y1U0nmBzHzGktrVNGrIL8CxWHIEmwzRSVnulbozitTuUZo7b0PKAbqP/kSMJRmxuSqJwuVWcbnrJ5aTvDaesqGvDoa/sQ5mTDpt59d4vWfoQtNUeZXItd9vmxSL9mzWn7+LRsfbk4N5MKABBboe4M6JseYxH0zJjWWlfRgPlrKrCpugWBUOSMG3336b/bWNWC+WsqsK6i4YxjsGxIqeR8ZmAxfcuanTPb1OobtaVOGIodtT30SqXuJCpCWKKpTrCdHpMAXFM4Aqu31RuSscZqysiIhpRWT1GxmL5lye6ZbWro2fpS06x9zdvOSVSEX64PfHqzG2MJAIZm+HDDb98HwD5jjeW+OyMbUlq1z+9Et7qUeq0ERB9wEv47J5ltali5dmrHJCrCN9cHPpbTYxKAoyfjNyJlkbHGct+d3qoMas/HSrJkHpbTt/EIAlA6bhiGZvgckdmmFMuHQy14yZQm/HB94DN7ekzrdKAR++70VGXQcj49lOz/OnfYWfB5BARZLNbG4fd68OM5RSjJy0R7ZwDlHx3Coyv/BzfddjuXmW1K2WHt1MkFAIj5XJ/cYtb02EDydGDl4Q5FX89y351MrsqQ4TPmYzDwfFopTeapO9ppWNAbuF6XNSgdd16Wi1PvPINn75yKlbdPwj3TL3Bc0APssXbq5AIAxHyuH/EZPT2WjJrpQFb77rb8swZju+ogCAIEQcAoUcS8C0SU10YQjCRfu9JyPr1TVKqSeXSdKb5k63U9PT1IS0tTdByeS3RZ9XAoc2oBAGId1wc+I7IblRo4HShJEjo6OnD06FG0tLT0++8/Os8F0kbqPufe2oP4f2++BkmSev9EIhFknTUCHbmXo+ucC6IX5mHzhK1nisrKKixK1uuUBD4nlOiy8uEQcF4BAGI91wc+I7MblejpCeCqhQ/i5M5X0NraCr/fj5ycHIwYMaLff7MzB6H1lP7zXVd2FVY+872E/y5XZXih4hAOH+vSfb5tm97Cba89icLCQhQUFKCwsBCFhYUYNmxYyu81M5PQKwITRg9F1qB0xet1qQKfU0p0WflwaOfWNoRfrg98Rmc3piKJPky99mb87Fc/wogRI+D3++N+3ept9ajfXKu7G3KqKSO5x5okASt1ni/dK2L+18tQLBagtrYWmzdvxqpVq7B//374fL7eICgHxIKCAuTn5yM9Pd20TEItWw/kacuPDhyB95rvYVmcGpVOKtFl5cOhkwoAEPugkmWITkdpLanEwszxI/DsnVOTfo3Z3ZCNPJ8kSWhpaUFtbS3279/f+9/9+/fj0KFDGD16NLKumo/20aWICB7N50/zCBg3/GzUNh+HRxQQkvqSeLRsPVBaJu7a8Tn4yWv7HFWia/ELu3Q1JC0aORgH277S0NqmyHYPAoR/rh/xAX3ZjT/bUI1uFb+YHgFMypwpyVgzuxuykecTBAEjR47EyJEjMX369H7/FgwGcfDgQSx/vRatrYL6E8foCUsoHjUElb/6N3x/5Yto7UnTXFRXzbTlpirtswd27XOotyHpk7eWoPJwh6Na2xB+UeBD9En+vQNtCCoc3ci/mF+7cDi21bYaPv0oM7sbshXdl30+HwoKCjA46zjQqr+I9hetx5AhhvHwLZdpPobaaUs9z0J2LdHFoiGp/McprW0Iv1wf+NR26vaKAmYVjcCSsnyI3cexad8RQMd0nJqMNbO7IVvZfZlVJuH2LRvh6enBD37wAxQXF6O4uBhFRUUYPny4ou+3IrPUriW6WDQkdVJrG8IvVwc+LZ26vSIwbdw52FT+LJ544gmM/84v8QWyND3la8lYM7sbslXdl1lkEvq9IrIyJFy7YAGys7Oxc+dOPP/886iurkZaWlpvEIwNiKNGjYIg9E2xWlGj0s4lumIbkm7a1wRJiiAi9N1GlI7a5CQqQqzg2uQWXQktoR6cV/dXrFnxCLoyRuBffvchAmH1N2g9iQyVhztMnTIy+3yskmuOrlmM2k8/RnZ2du/fS5KEpqYmVFVVobq6GlVVVb3/u6enpzcQnlc4AWuPXYiQBb8hShKerPaN2xcgZ9rNOGvUhTRqI1xx7YhPz5O84PVh/G33oaCgAOsqGhDRMN7TOx1o9pSR2edjsc1kkFcCSm+GmDGk398LgoDRo0dj9OjRmDVrVr9/a21t7Q2Grx04hbA3CIjml8uye4kuSZKw47138OGKn2Hs2LFWXw4hqjhmxKemJBSr0cT9sy7Er985oHr9xysK+L83FlPGWgostpl4pDC8Pp/i6iixn6MPP2tHy4n43TaM5PeKuP/agn5TgXYreVZfX48ZM2agsbGx39QwITzgPvAp3VsVe9Nbva1e9+ZsrwgAAkIR9S9fulfEX+6ZRllrCmhZh40n1fpjss+R2WL3P2r5fJth7dq1ePPNN/GnP/3JtHMSwgrXU51aS0KxKPgc/XZtzww94Ygt92rZkZrkmmSSVUdRm9lrpNiEJzuXPNu+fTuuuuoqU85FCGvctiXqGwmkvlnF3vTWVTRYXm0+dq8WSW1B6ViULy7F7OIcpHtF+L3aP7YD20Gp+RyZQd7/qOfzbYb333+fAh/hFpdTnXrWfjJ8Hlw2bljv1JFV4q3jkNTk5JrnP2hA0/FuTccQBGB2cQ7unZFvaam6geQSXRfnZur6fBtd8qy1tRUXXngh2tvb4fFo38NKiFW4HPHpycjsDoXR1NGFdB2jBhbsvFfLzrIGpeO2KXn48qsezceQR9wr36k1fY9e3OuJRCBKIdw4JoRbS0bo/nyv2lrH+Ar7+8c//oFp06ZR0CPc4m6NT2/VfkkCGtq/QrQ+hrX09KpzMxbd6CFJ2H6gzZTpzdFD/Wj/qifh/sdLc89G3vF92PnSeox65F4Mu+tpSKK2X00jSp4NzCitq2rHyMtusV1ZNUKU4i7wsbjpiYKAc4edhQOtnZau69h9r5ZdsUhOCoQliCY9+xSNGoKnbitJsf+xDHhoKVa+tRdPv9ega9M8q5JnCTNKxZFoCgFXrNhi+ya6hMTDXeBjcdPrDkUwOjMDjce6LFvfUVOcmvTHKjlJw04UTYb4fYpLdB06HkRI0heR9Uyjy6O7N/c24dMvjid8jYIRAJGI7ZvoEhIPd4GP1U3PIwpYPnc8/uO1fabdAGOpKU5N+mNVwNoMah9wWH2+1U6jx47uwhFJ8f7UeNtE7LbZnpCB+LmDnMbqplfbchISok/jHV3mrrVpKU5N+rAoYC0K5oz41D7gsPp8q5lGZ7GPsSsYwWOvV+P1yibsbuwAMHCzfTNWbq6lqVFiC9xldUZvevovu/FYF7bUHI0GPZMX+rT2qiNR8y7RP1IWAMMze7U84LD4fAuRII5/XoWjR1P3M2S5jzEQjqDi4JcIhCJnPJR0n/67jVUtmL+mwrT9hoTEw13gY3HTO4OJtQZZ9KpzO7mAtda3TRCA6QXZqb9QJy0POCw+3x6PF8d3v42CggKUlZXhv//7v3H48JlJYVb0GrRisz0hA3EX+PTe9FgTEJ02S3U9ghDdXLx8bhElATCwtCwffq+2fWR+rwf3zyow9HOk9QGHRVCfVTwS//vSWjQ3N+OBBx7Axx9/jIkTJ6K0tBRPPfUU6uvrAVjTa1A2sIIOIWbiLvAB+m56rPl9Hvx8XknCclp+rwiEgyg5R0L54lIKeozI3eEzfOo+wrEByYjPEYsHHL1BXR5l+v1+3HjjjXj++efR3NyMxx57DJ999hmuvPJKlFx2Jd6parJ0O48Zm+0JiYfLkmUAu6r9esglpuQbXKJedd7GXfjDM7/B+++/b9m1OpXSxIxE3Rm0fo68AvrttUv3CgAEZs14tVzXwM9jIuFwGA+/8C7+UnMKEcHaB8jYThSEmIXbwAdYV1U/VYubgUKhEAoLC7F27Voq7GuA2O7wXV1dEH19N1El3eHVBs8fzMyHIAi9DzgfbnsHN3xtCh765gymN3C9QT2ZZeW78bdPjrC5UB2oZi2xAnfbGWItKB2LkrzM3pvewJJQrCm5icbj9Xrx4IMPYsWKFRT4DCB3h//w40/x7Z/8BjcvXKKqO3yqz1Gq9/27Hz6L804NRtag65j+XHqvKxmrO5TIqGYtsQLXgQ/ou+kNnGasbTmJxmNduo8/5pwMFOQMVnwTTeSuu+7CT3/6U+zduxcTJkzQfV3kTIdq92Gyvx0rb5+k+nsTfY6UvO8TJkzA3r17dV49++tKxk5FAKhmLTGbfT79Og0sCbVo7UdMAl9BzmA8e+dU3cfx+/2477778NRTT+GPf/yj7uORM3366acoKSnRdQylpcViTZgwAeXl5brOm4qW60qGRREAVqhmLTEbl1mdSlhRASOVe++9F2+88QYOHTrE7JikT2Vlpe7Ap8VFF12EvXv3gqflckP2w2pANWuJFRwb+FhUwGD9S5mZmYm7774bv/zlL5kd083aOgNYva0ey8p3Y9Haj1B59mRUSbmmd7bPzs5Geno6jhyxPllEKbvsh6WatcQKXGd1JtPWGcCVK7bomsoxItX6yJEjmDBhAio+2YctB09RIV8NErbLQV/Ch9k1IWfNmoUHH3wQs2fPNuV8LOxp7LC0A70AYPZFOVi94FJLzk/cyzFrfAPJT7Sbqls0bXUwqpB0a/gsXHDXCsx5Zhe8Xi8V8lUpVYq/nPVodrscOcGFp8AnFwGwaj+sRxSoZi2xhGOnOgF2FTBYWVfRgPlrKtCWPhphiFTIVyU1BZXNrglpZGankRaUjsXyuUXI8HkUTXuKApCZwWbd+6LRQ6hmLbGEowMfi7JWrPS7aaf4WirkeyatBZXNqgk55sJi7DgxpHe9cVn5bqzeVm/6eqMWC0rHonxxacKyewj1IN0r4vqLcvC3JVdiynnnMDnvcJrSJxZx7BpfLMUVMBCtvcl6ekzPWkqGz4PyxaWufzJe/MIuXdPWs4uNWUuS1xu37j+KQHc3hDhVY3iauh64X/BIQz1C7Yfwp/9a1jvtz6rqyy2TcjXtuSREL8eu8cVSUgGjJxhErtCBpxffxDzI6KmCLxfydXMCQFtnANtqWzWXpZMk4N39rWjvDBhaUiw26AHWrTfqMXC/4K23PoF58+b1e91Y7AGkbQzESq4Y8cVKVAHj8mwJM6+6HDv3VGFTfSezbEu7ZpfyoK0zgPX/PIy/7/kC1c0ndXVMZ10T0sgi0nYRiUSQnZ2NyspK5Obm9v49faYJ71wx4ouVqALGnsYOjFv4BK57eifTbMv1/zyzAahaAoD1Hx92TSHfZNsVtGJZE1LvemNJXiYXU9d79+5FVlZWv6AH2DdjmhClHJ3copScbdnuz2WebVnTfEL3jdtNhXzl92JTdQsCp193VljVhGQxdc2DrVu34uqrr477b3bLmCZEDdcHPqOzLVlVwXdDIV812xW0YFF+juV6o91t3boVZWVlcf/NThnThKjl6sBnRoq8HWuG2pHW90IpVskULKeu7SwSiWDbtm2YMWNGwq9RsweQRWd6Qlhx3RpfLDOyLSkDThk974USrGpCOnXqWk4kkpO6wl0nkTntm0gfkpX0+4zsGUiIUVwb+MxKkZ93SR5Wbq7VeJWnzwVnF/LV+16kwjKZwmlT18kSicQJc3DFii0pk7qM6hlIiFFcG/jMyrakDLjUWLwXybBMpnDS1HWqwg4Rwdub1KVkHyLrnoGEGMW1a3xmTllRBlxyLN6LRFgnU9ix3ZUWdq57SojRXBv4zJyyogy45Fi9F7GMSqZg0cDV6qlru9c9JcRorg18Zk9ZUQZcYqzeCyA6mkr3iphdnIPyxaXMXz+9DVztMHXtln2IhCTi2jU+K7ItU2XApXkEBAIBzC4Zg6VXuycDjsV7gUgYE/LOwY0TRxueTLG0LB/bD7RpKjpu9dS1XeueEmIm1474rJqykjPgPnjoGtx/bQFumZSLmeNH4JZJuXjgukJkbvsF5ueddE3QA9i8F4CAzLPSUN10An/552FDN4jzPHXtln2IhCTj2hGf1dmWiTLgjs+7GS+//HLCUlFOpPe9AACIIt6vawNgTid7eQpVUbsrITrSs0N3BqfuQyREDdeO+AB7ZlvOnz8fr7zyCnp6epgf2870vBcDmdXJPlUD13SvYOh6oxZO24dIiBauDnx2nLI699xzUVRUhLfffpv5se1M63uRjBlp+Immrge3VWNObgQfPHQNVi+41DZT107ah0iIVq4OfIC6bEtAMiXb8o477sDLL79s2PHtSt17oZwZafjy1PXK2yfh2Tun4uacDgz+YoftEkCcsg+RED1cH/iA1FNWfq8Irwh4m/fhT9+53PApq3nz5mHDhg346quvDD2PHaV6L7QyOw3/8ssvx44dO0w7n1JO2IdIiF6u68CeSqJ6g7dNzsXXLpuMZ555JmGrFpbmzJmDW++4E+FzpzLrBs+b2PeirTOAf9S36erCbmbX76NHj6KwsBDt7e0QRfOfLwcWnY797Pz4r5/qSuqaXZyTsjg7IXZGgU+FVatWYfPmzXjllVcMPc+exg78+wvvoua4iLS0tAHd4KPV7o3MWLSj1dvqsXJzre59l/dfW2BaPclx48bhrbfeQmFhoSnnA5IXnZY/O5PPzcTuzzs0vZYZPg/KF5faZs2SEC1cu51Bi4ULF+InP/kJdlfXYcdRwZCRWG/h4GAaJBFxu8EDUFw42Cl4TMO/7LLLsGPHDtMCX6qi0/JnZ8fBLyFFwtE5S1F5Jq0d9iESwgIFPhXqj4VQePcvcNvaKvh8vgFP0/r3jvUVDk59g4/NWATg+ODHYxq+vM63cOFCw8+l9rMDwQOvCAiigFBE4mYfIiEsUHKLQusqGjB/TQWaPCMQETxxR2J69o5R4eDkeEzDNyvBRetnJyQBIgSUjhsGDyLwSP1LsBld95QQq9CITwEzRmIsCgf/7BsXJ0xo4D0ZhsdO9lOmTEFVVRW6urqQkZFh2Hn0fHZ6IhEMzfBh5I7fovRbP0BkyGhqIkscj5JbUtjT2IH5ayo0FSRWmgjQ1hnAlSu26LqpiwLgFUUIQvyEBt6TYVi8RmZmdcomT5uO6+99FF3pwwx5GGHxuqR5RDStXoTmQ3U4++yzdV8TIXZHI74UWIzEUqV+sygcHJGAnvCZNz+nJMNYXVtVLTm78viMH+HP1acQRnfvv7GsJcrisyNJEZw/6w4KesQ1KPAlYVYLFyM7kMdeC+/JMLy0A+qXXSmcmTUZ72Hk+gmjNE1Ts/jsBCNA1gUX6zoGITyhwJcEyxYuyfaOGdGBPBE5GaYkL5O7tHS5nqfS9VaZmWn4WtaD/+O1fXj0tX3wekTVmcKsPjtDskYyOQ4hPKCsziTM2jvGsgO5Ejx30bZzJ3ut2ZURCQhL8fdspsoUZvXZGZmdxeQ4hPCAAl8SZu0dY1E4WI3YKVgeDaznOfC1EwXAIwooK8g2NQ1fz3pwMsm6TIwZLMIDndPkkoRN1Udxz7pd2NPYoe9YhHCAAl8SZu0dm3dJHsJ6ilBqwHsX7ZK8TNw7Ix/Tzs9CKByBgL7XLyIBXgH4oL4dT2+tY3Izb+sMYPW2eiwr341Faz/CsvLdWL2tvvfhQe96sBKxezY/+eQTLFq0CI/ffRN0J2YLAsISDO9fSIhd0BpfEiz2jiEcxJcHP0V7+xhkZcWfTnprbxMiJu8q4b2L9pnlufrPewbCEgBJdzZr8tqXfWtwOYP92n8YFbqDIdz+n8/h5IZfYsmSJaj99Ck8/GaDvu71pzkhAYoQJSjwJTHvkjys3Fyr6xherw+n9m7BBRd8H1dffTUWLlyIuXPnIj09mqknrwuZPOADwG8XbbNKuymtfbmxqgUiout0RpMgIDi8ALv27sfIzOj2g6VlXs3ZrvHwnABFiBI01ZmEvHdMa09UQQBmFefgL+v+gM8//xw33ngjfv3rXyM3NxdLlixBRUWFYetCSvDYRdus0m59wTV+0IslSeYEPZnX48Grlc29/9+I7vU8J0ARkoprR3zJ+pXF7puantWFt0MBCF71G59j944NGTIEixYtwqJFi9DQ0IAXX3wRCxcvRc/1PwE85gegdK+IY109WFa+29DyZkpfZ6XMKCigNbiaJd40tTySTTZCVUPpHlRCeOS6kmVK+pXJ+6Y+/2Q77r77btz95PP4W4OgYe9Y8jT61dvq8P827odV99c0j4CemKEKy/Jmal5npecxq2zZ4hd2MVkzM9LM8SPw7J1Tz/j7ysMdWLW1Dpuqj+pOmDK7fyEhZnHVVKfcYWFTdQsCp/dIxYrdN3XbM9vx3V+8iDfeeANPLJpryN6xmuaTlgU9AP2CHqC/w4RMzeus5jwsCwokYkZ2JguJpqlL8jKxesGluK54hO5z8J4ARUgirgl8atdsQpKIQV9biP3hbABn7h3zD9g7pqWFi5kVW9RItm8sFbWvs5rzsCoosKuuCceOHUM4fOaUKYvgajQlXSYCITaRm9cEKEKSccUan9Y1m0BY6pfdJj9Nt3cGsP7jw6hpOqmrhYvZFVvUUpvdpzfxJNV5TnSxeVDY+O52/OWHN+DkyZPIyMjA0KFDe/90XjwPgazxTM5jFAnAvCl5Sb+Gx/6FhJjF3ndeRlgnRGQNSmey7sFkn2AkBEkCBEEERPYDeKUJIQD71/nkyZPYuXMnKioqUFFRgd3pJfBeeIWm48e69YY5WPnCjxGJRNDZ2YkTJ07g+PHjOH78OJ74xzF8+qXuUxhGaZcJHvsXEmIWx091suywwNq8S5I/tSuRnpaGtYsuR+mYs+CBBDHSf1QkSmEA2qe9lP78LF7nd6qP4jf/8wcsXrwYJSUlGDVqFB599FF0dHTgrrvuwvcX3qa7tFvszVwURQwZMgR5eXm46KKLcMUVV+CCc0frOr7RlHaZYPHZUjKyJIRHjh/xmdVhQQt5n+DGqhZt13X66b9s/EiUjR/Zbwq2vfMUejqP44ujx9EYOhsQtb/VSn5+Fq9zsCeA/939BeaVlPQGv7S0tN5/b+sM4LmPtL1WslQ3cyajcIOo6TLBW/9CQszk+MBnVocFLfY0duB4l/bkgYFP//GmYJeV70bjJ0c0nwOI/vx/2fQBjlf8L3w+H7xeb78/Pp8Pb30xCIGQzvUgbxoml92A790+Ke4/m3EzZ1GthzVBiL7Xasuu8dK/kBCzOT7wmdVhQa3YclhaKH36Z/Xzd4WA1tZWhEKh3j/BYLD3fzcMuwo4e4zu86R6nY2+mesNrizJ+x2vLszGkrJ81eXDeOhfSIgVHB/47JjdpqbW5EBqn/5Z/fyXTboYP7/9XxP++7Ly3fibzpElkPp1NuNmrie4igKY1F0dOcSP/3PlWNWZwgPJn5HH3qhCd08YQpIEKK0jS0J44/jkFha97lhmt+kth1U6bpiqHnNm/fxmvs5GN6PVWvsywyfi4tyhqr4nkWnnZ+Ge6RcwWWNbUDoWE1u34FzPMWZ7UAnhmeNHfCzWbFhmt+lJ+RcADM3wqZqCMuvnN/t1XlA6FiV5mVi1tQ7v7m+FgL5uCYD+aUI1tS9jR0qdgTBqmk/aahtBXV0dtqx/HgcOHEDEdxaTPaiE8MyRgW9gYeRhZ6eh6Xi3pmOxzG7TnfIP9YWDzcrusyKLkHVBgYG0BNe2zoCtHrQA4LHHHsN9992Hc845BwCo9iZxPUcFvmSFkbVimd1m1dYKs7L7rMoiZFVQIB61wVX3AwC0PWgl6oIxOTOADRs2oK6OWgwRInNM4EvVNFQL1tltVm2tMCu7z8lZhGqCq54HAAlAR1cQexo7FHWtSNUhPtATxEX3/AoNJyRMZLP8SAj3HJHcoqYwshJaEiKUsHJrhdEJIWafx870NobdcfBLRV0rlHTBkEQPDoUzdXXbIMRpuB/xsWwaqjchIhWrt1YYnRBi9nnsTE9j2NiuFbHHiqVmS4yE1McjxE24b0Srt2no6KF+FI0aYkp22+pt9Vi5uVZ3xh+L5qBGJYRYdR67qjzcgf96sxoVn2mrfJ3h86B8cWm/h4M9jR2Yv6ZC01RqvOMR4jZcBz6zOnKzwtv1EjYWv7BLVz3W2cU5/bpW6HnYi3c8QtyG6zU+MzpysyRn/KVa+0qECgfzR97CotXA7hh27jZCCC+4Dnx2LkCdyNKyfPi9Hk3fS4WD+cP64Yy3hz1C7IjrwGfXAtTJ6CmHZfeUf3Im1g9nPD7sEWI3XAc+q7MktZJT/tM9AqRI8puYU1P+3YL1wxmPD3uE2A3Xgc9uBajVWFA6FhPbtmCs9zgVDnYw1g9nvD7sEWInXO/js1sBajWampqwqfxZHDhwAIJ/sKtT/p2MRUf32Icz1scjxI24DnxWFEZm5be//S3uuOMODB8+HAAVDnYq1g9nPD/sEWIXXAc+wLrCyErFKx58/rB0/G7tS9ixbbOh5ybWY/1wxvPDHiF2wX3gmzgmE3dOOw//s/0zVZ2vjc6STFY82IsIBn/7V3jqw2NYkqasGDHhF+uHM7s/7BFid1wntwDRmoVrPzyk6unX6CzJVMWDQxAhiV5srGqh4sEuwHoLy8QxmfjxnEIIEXWZmbQlhpAorgNfv64MCr9HFIC7rjjP0KCntFNEbDFiCn7OxrprxYENz+Gcg1vg94mu7YJBiFbc1uq0Y6FeO14TsZfKwx0Ju1akiUBPMIjZJXlYmqRrxfr16/HAAw/go48+QnNPmqu7YBCiBbeBz46Feu14TcSe4nWtKBw5GE9+/9tY+OOf44Q4qF8n9W9eEt3aUllZiZkzZ+Ltt9/GlClTkh6PtsQQEh+Xgc+OXQ7seE2EH3Iy1OaqJgiShLDQV89VHrlNGzsU2555GE/86LuYP3++dRdLCOe4XOOzY6FeO14T4UNsMlQEYr+gB0SnLwOhCLYeaIc464cIjS216EoJcQYutzPYsVCvHa+J2J+aTuoQRIQB6qROiE5cjvjsWKjXjtdE7G1PYwce31CjLOjF6ApG8PiGGlQe7jDmwghxOC5HfGYW6o1XeSU22cCKayLO8PTWOnSH1GcAA9FtMKu21lEyFCEacBn4zCjUm6zyit/bjJWba1FWmI0lM/IxcUwmFQ8mqujtpA4Am6pa0N4ZoGQoQlTicqpz3iX6C+wGwxHMLBwR999SVV6Rkw1iK6+wuCYqHuweLJKhwhLw8F8/ZXA1hLgLl4FPLtSbqmJFMhKAr//2fdyzbhf2NHb0/r3WyivPb/4EYksNkKKxbCJUPNhdWCRDAcDm6qO01keISlwGPiBaqNfv9aT+wgQiEs4YtelJNvjN+19gxvlD4U/XNntMxYPdhVUyVFiSsGprHZNjEeIW3AY+rYV/B4odtf37Xys1JxuIvnQgrwSPzC1S3RWeige7D6tkKAB4d38r2jsDzI5HiNNxG/gAdYV/U+kKRlDddFJzsoGE6A2oMxBCWEV/JJ9HoOLBLhRNhmLz60eFDwhRh+vAB0SDX/niUswuzkG6V4SoMwDqEQ5H8IuNtQipCHzcvwFEExbJUDIqfECIOo6475bkZWL1gkvx+veugqB36KdDSIKqoAcAgbBEm5FdSE7QYoUKHxCinCMCn+ydmqPwWjnk06g7FKYEBRdaWpYPD6OPKxU+IEQ5RwU+ViniZpMkSlBwo4ljMjGzaASguI1yfFT4gBB1uKzckgirFHEryAkK90y/wOpLIYwlK3v3jdxuvL03AkHUvjUnGJHwSeMxLFr7UcKSeoSQPlz244unrTOAhc/tRFXTCasvRbNbJuVi5e2TrL4MwkjysnciIpKEniP7cfboC/FVWPucpyhE96XGHlsC+pXUI4T04X7EF3tzCYX5m+aMRQkKzhGtAFSD7lD8CkDdchAcoS/oAf2DXuyxN1a14L3aNiyfO562yxASg+vAl+rmwhtKUHAGdT32jEvGii3OAFD/PkJk3Ca3qKmpqZQgAMWjBquuBuMVoTublBIUnEFr2TsjUf8+QvrjMvAZdXPxez148tYSxdVgBAHI8Hnwo+sK4dEZ+KgzgzPo6bFnJNoyQ0gfLqc6jbi5xNbLlP+s2lqHd/e3QkDMmgz6kgeuLszGkrJ8lORl4uPPO7CpukXT6JM6MzgDix57RondMkOfM+J23AU+1jcXQYiO9AYmAMjVYNo7A1j/8WHUNJ3Eie4ghvh9GD9qMOZN6Z8uvrQsH9sPtKErqD4gU2cGZ2DRY89ItGWGkCjuAh+rm4tXFOARhX6jtniyBqUrulHI3SIUJzWcRp0ZnMPuBRSopichUdwFPlY3l8KcwfjjosuYTvvII0YlmaaJRpqEXzwUUKAtM4RwGPhY3VxGDvUbstaxoHSs6vVBwo9kVVhY9tgzCm2ZIYTDwMfq5mLkDUDt+iCxv+RVWJqxcnMtzht2FtI8AnrCNsxuAW2ZIUTGXeCLNvBs1jXdadYNQOn6ILE3pVVYao92mnxl6tCWGUKiuNvHx6KBJ90AiFJaCiXYsfwtbZkhpA93gU9u4Km10hPdAIhSWgslWNkMORHaMkNIH+4CHxDdM+f3amvjQjcAopTdqrBk+ETcWDJKdUk92jJDSH9cBj55zxzdAIhRWBVKYDH2k0vjLZ9bhN98a4rqknrL5xbRlhlCYnCX3CKjPXPESCwKJaR5BIwdfjYOtZ9KuK1lyrmZAICPP+9QvPWFtswQog/3jWgrD3fQDYAwt6x8N/72yRHdx7llUi4e+XpRym0tWre+0JYZQtTjPvDJ6AZAWFq09iNsqTmq+zgzx4/As3dOZXBFhBBWuJ3qHIj2zBGWeCiUQAjRhsvkFkKMFi2UoO/XgyqlEGJPFPgIiYMKJRDiXBT4CImDCiUQ4lwU+AhJgAolEOJMFPgISYAKJRDiTI7J6iTECFQogRDnccw+PkKMRIUSCHEOCnyEqECFEgjhHwU+QgghrkLJLYQQQlyFAh8hhBBXocBHCCHEVSjwEUIIcRUKfIQQQlyFAh8hhBBXocBHCCHEVSjwEUIIcRUKfIQQQlyFAh8hhBBXocBHCCHEVSjwEUIIcRUKfIQQQlyFAh8hhBBXocBHCCHEVSjwEUIIcRUKfIQQQlyFAh8hhBBXocBHCCHEVSjwEUIIcRUKfIQQQlzl/wNXURTJl0NDowAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"quackbone v4_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 39.0900\n", + "Average post-processed IS size: 38.2593\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# filename = \"lieb_lattice_4x5_mis.json\"\n", + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "07b936ee-f851-4ddc-8cf4-af5268abf523", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/quackbone.npy b/work/quackbone.npy new file mode 100644 index 0000000000000000000000000000000000000000..b244e8c07350ad464360cc5c62e23afb9792e4b8 GIT binary patch literal 1712 zcmbW%KTE?v7{~E*b#io)+fpGQ)WNoho{Ikv+gfmNl3-ID#7ZJABIG^zhOPShK5)8ZV7kZC>VhPgD3={Ju0^ zwRvg0G+r97+PpMg?#D~xz0mo7PZ Date: Sun, 29 Jan 2023 13:06:28 +0000 Subject: [PATCH 08/14] SAUCCESS --- .../.ipynb_checkpoints/jawn-checkpoint.ipynb | 1055 + tutorial/jawn.ipynb | 1055 + .../distance-checkpoint.ipynb | 834 + .../honeycomb_lattice-checkpoint.ipynb | 554 + .../horiz_graph_mis-checkpoint.json | 3004 +++ work/.ipynb_checkpoints/jawn-checkpoint.ipynb | 834 + .../lieb_lattice-checkpoint.ipynb | 455 + .../vert_graph_mis-checkpoint.json | 3004 +++ work/2x1_square_lattice_mis.json | 22004 ++++++++++++++++ work/distance.ipynb | 1716 ++ work/honeycomb_lattice.ipynb | 553 + work/honeycomb_mis.json | 3004 +++ work/jawn.ipynb | 834 + .../lieb_lattice-checkpoint.ipynb | 695 + work/lieb/lieb_lattice.ipynb | 259 +- work/lieb/r=1.01, df=100e6.json | 20604 +++++++++++++++ work/lieb/r=1.02, df=85e6.json | 20604 +++++++++++++++ work/lieb/r=1.025, df=80e6.json | 20604 +++++++++++++++ .../r=1.03, df=80e6, a=15.8, nshots=50.json | 10304 ++++++++ work/lieb/r=1.03, df=80e6, a=15.8.json | 20604 +++++++++++++++ work/lieb/r=1.03, df=80e6.json | 20604 +++++++++++++++ work/lieb/r=1.03, df=90e6.json | 20604 +++++++++++++++ work/lieb/r=1.035, df=80e6.json | 20604 +++++++++++++++ work/lieb/r=1.06, df=70e6.json | 20604 +++++++++++++++ work/lieb/r=1.1, df=60e6.json | 20604 +++++++++++++++ work/lieb/r=1.2, df=33e6.json | 20604 +++++++++++++++ work/lieb/r=1.3, df=20e6.json | 20604 +++++++++++++++ work/lieb/r=1.4, df=20e6.json | 20604 +++++++++++++++ work/lieb/r=sqrt(sqrt(2)), df=33e6.json | 20604 +++++++++++++++ work/lieb/r=sqrt(sqrt(2)), df=50e6.json | 20604 +++++++++++++++ work/lieb/r=sqrt(sqrt(2)), df=55e6.json | 20604 +++++++++++++++ work/lieb/r=sqrt(sqrt(2)), df=60e6.json | 20604 +++++++++++++++ work/lieb/r=sqrt(sqrt(2)), df=70e6.json | 20604 +++++++++++++++ work/lieb/r=sqrt(sqrt(2)), df=80e6.json | 20604 +++++++++++++++ work/lieb/rab15.8_r1.4_df20e6.json | 20604 +++++++++++++++ work/lieb_mis.json | 18604 +++++++++++++ 36 files changed, 460158 insertions(+), 86 deletions(-) create mode 100644 tutorial/.ipynb_checkpoints/jawn-checkpoint.ipynb create mode 100644 tutorial/jawn.ipynb create mode 100644 work/.ipynb_checkpoints/distance-checkpoint.ipynb create mode 100644 work/.ipynb_checkpoints/honeycomb_lattice-checkpoint.ipynb create mode 100644 work/.ipynb_checkpoints/horiz_graph_mis-checkpoint.json create mode 100644 work/.ipynb_checkpoints/jawn-checkpoint.ipynb create mode 100644 work/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb create mode 100644 work/.ipynb_checkpoints/vert_graph_mis-checkpoint.json create mode 100644 work/2x1_square_lattice_mis.json create mode 100644 work/distance.ipynb create mode 100644 work/honeycomb_lattice.ipynb create mode 100644 work/honeycomb_mis.json create mode 100644 work/jawn.ipynb create mode 100644 work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb create mode 100644 work/lieb/r=1.01, df=100e6.json create mode 100644 work/lieb/r=1.02, df=85e6.json create mode 100644 work/lieb/r=1.025, df=80e6.json create mode 100644 work/lieb/r=1.03, df=80e6, a=15.8, nshots=50.json create mode 100644 work/lieb/r=1.03, df=80e6, a=15.8.json create mode 100644 work/lieb/r=1.03, df=80e6.json create mode 100644 work/lieb/r=1.03, df=90e6.json create mode 100644 work/lieb/r=1.035, df=80e6.json create mode 100644 work/lieb/r=1.06, df=70e6.json create mode 100644 work/lieb/r=1.1, df=60e6.json create mode 100644 work/lieb/r=1.2, df=33e6.json create mode 100644 work/lieb/r=1.3, df=20e6.json create mode 100644 work/lieb/r=1.4, df=20e6.json create mode 100644 work/lieb/r=sqrt(sqrt(2)), df=33e6.json create mode 100644 work/lieb/r=sqrt(sqrt(2)), df=50e6.json create mode 100644 work/lieb/r=sqrt(sqrt(2)), df=55e6.json create mode 100644 work/lieb/r=sqrt(sqrt(2)), df=60e6.json create mode 100644 work/lieb/r=sqrt(sqrt(2)), df=70e6.json create mode 100644 work/lieb/r=sqrt(sqrt(2)), df=80e6.json create mode 100644 work/lieb/rab15.8_r1.4_df20e6.json create mode 100644 work/lieb_mis.json diff --git a/tutorial/.ipynb_checkpoints/jawn-checkpoint.ipynb b/tutorial/.ipynb_checkpoints/jawn-checkpoint.ipynb new file mode 100644 index 00000000..ebea22d8 --- /dev/null +++ b/tutorial/.ipynb_checkpoints/jawn-checkpoint.ipynb @@ -0,0 +1,1055 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Interfacing with Aquila\n", + "Import AwsDevice and use it to obtain a handle to the Aquila resource by ARN identifier. Get device properties, such as parameter constraints and the C6 coeffiecient quantifying the Rydberg interaction." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "from braket.aws import AwsDevice\n", + "\n", + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "\n", + "# Capabilities, constraints and performance metrics are stored as 'paradigm' attribute of AwsDevice.\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "# get C6 coefficient in rad m^6/sec Pull from capabilities attribute\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Combinatorial optimization of maximum independent set\n", + "\n", + "This notebook will outline how to do some optimization tasks using QuEra's analog Hamiltonian simulator Aquila. It closely follows the recent paper [Quantum optimization of maximum independent set using Rydberg atom arrays. S. Ebadi et. al. 2022](https://www.science.org/doi/10.1126/science.abo6587)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Maximum independent set (MIS) is a prototypical optimization problem on graphs. Given a graph $G=(V,E)$ of vertices $V$ and edges $E$, the challenge is to find the largest set of vertices $I\\subseteq V$ such that no two vertices in $I$ share an edge. This task is usually hard for a broad class of graph instances using classical computers, as they have to resort to \"educated guess and check\" of every solution in a space of solutions that is exponentially large in the number of vertices.\n", + "\n", + "## Encoding MIS with Rydberg atoms\n", + "\n", + "The basic idea of this quantum optimization is to **encode the maximum independent set solution into the ground state of a Hamiltonian**, then use the quantum adiabatic algorithm (QAA) to anneal from some simple-to-prepare initial state to that ground state. The Rydberg Hamiltonian naturally implements the MIS in its ground state using the Rydberg blockade\n", + "\n", + "$$\\hat H/\\hbar = \\frac{1}{2}\\sum_i\\Omega(t)|g_i\\rangle\\langle r_i| + \\Omega^*(t)|r_i\\rangle\\langle g_i| \\;-\\;\\sum_i\\Delta_i(t)\\hat n_i + \\sum_{ij} V_{ij}\\hat n_i\\hat n_j\\qquad\\text{where}\\qquad n=|r_i\\rangle\\langle r_i|\\qquad\\text{and}\\qquad V_{ij}=\\frac{C_6}{|\\vec x_i - \\vec x_j|^6}$$.\n", + "\n", + "where each atom is set at a position $\\vec x_i$. For $\\Delta<0$, the ground state prefers to have no atoms in the Rydberg state, while for $\\Delta>0$ the ground state prefers to have many atoms in the ground state. The interaction term $V_{ij}$ is an energy penalty if two close by atoms are both in the Rydberg state and forms the basis for the Rydberg Blockade. The **Blockade radius** is the distance at which the single-body detuning term $\\Delta$ equals the interaction term $V_{ij}$.\n", + "\n", + "$$V_{ij}=\\Delta \\quad\\Rightarrow\\quad R_b = |\\vec x_i - \\vec x_j| = \\bigg(\\frac{C_6}{\\Delta}\\bigg)^{1/6}$$\n", + "\n", + "If two atoms are closer than this radius, they are blockaded and it is energetically favorable to only have one atom in the Rydberg state. If two atoms are further than this radius, they are not blockaded and it is energetically favorable to have both atoms in the Rydberg state.\n", + "\n", + "## Unit disk graphs\n", + "\n", + "Analagously, this blockade can be seen as an independent set condition on a **unit disk graph** (UDG). A UDG is a geometric graph where each vertex $i$ has a position $\\vec r_i$, and vertices $i$ and $j$ are connected by an edge if and only if they are closer than the unit disk radius $R_u>|\\vec r_i - \\vec r_j|$. Let us prepare a small example unit disk graph" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from iquhack_utils import visualize_graph\n", + "\n", + "def kings_graph(numx,numy,filling=0.7,seed=None):\n", + " '''\n", + " Generate a next nearest neighbor graph with a lattice constant 1, with some number of nodes removed\n", + " numx - number of grid points in the X direction\n", + " numy - number of grid points in the Y direction\n", + " filling - Fraction of vertices to be kept. Total number of vertices is int(numx*numy*filling)\n", + " \n", + " Returns\n", + " pos - [N x 2] array of points on a square grid\n", + " graph - networkx connectivity graph\n", + " '''\n", + " xx,yy = np.meshgrid(range(numx),range(numy))\n", + " num_points = int(numx*numy*filling)\n", + " rand = np.random.default_rng(seed=seed)\n", + " # Generate points\n", + " points = np.array([xx.flatten(),yy.flatten()]).T\n", + " points = points[rand.permutation(numx*numy)[0:num_points],:]\n", + " # Generate a unit disk graph by thresholding distances between points.\n", + " distances = np.sqrt((points[:,0] - points[:,0,None])**2 + (points[:,1] - points[:,1,None])**2)\n", + " graph = nx.Graph(distances" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def find_UDG_radius(position, graph):\n", + " '''\n", + " Computes the optimal unit disk radius for a particular set of positions and graph.\n", + " position - [N x 2] array of points\n", + " graph - network connectivity graph. This should be a unit disk graph.\n", + " \n", + " returns\n", + " radius - Optimal unit disk radius of the graph\n", + " rmin - Minimum distance\n", + " rmax - Maximum distance\n", + " '''\n", + " \n", + " dists = np.sqrt((position[:,0,None] - position[:,0])**2\n", + " + (position[:,1,None] - position[:,1])**2)\n", + " rmin = 0\n", + " rmax = np.inf\n", + " for i in range(position.shape[0]):\n", + " for j in range(i+1,position.shape[0]):\n", + " if (i,j) in graph.edges:\n", + " if rmindists[i,j]:\n", + " rmax = dists[i,j]\n", + " \n", + " if rmin>rmax:\n", + " print(rmin,rmax)\n", + " raise BaseException(\"Graph is not a unit disk graph!\")\n", + " \n", + " return np.sqrt(rmin*rmax),rmin,rmax\n", + "\n", + "# Find unit disk radius\n", + "unitdisk_radius,min_radius,max_radius = find_UDG_radius(pos,small_G)\n", + "\n", + "\n", + "\n", + "\n", + "# Visualize using networkx\n", + "fig = plt.figure()\n", + "ax = plt.subplot(1,1,1)\n", + "visualize_graph(ax,small_G,pos)\n", + "\n", + "\n", + "# Draw the minimum and maximum unit disk radius of the graph\n", + "x0,y0 = (2,0)\n", + "angles = np.linspace(np.pi/2,np.pi,1001)\n", + "ax.plot(min_radius*np.cos(angles)+x0,min_radius*np.sin(angles)+y0,\n", + " linestyle=\":\",color=\"red\",label=\"$R_{min}$\")\n", + "ax.plot(unitdisk_radius*np.cos(angles)+x0,unitdisk_radius*np.sin(angles)+y0,\n", + " linestyle=\"--\",color=\"red\",label=\"$\\sqrt{R_{max}R_{min}}$\")\n", + "ax.plot(max_radius*np.cos(angles)+x0,max_radius*np.sin(angles)+y0,\n", + " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", + "\n", + "ax.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", + "ax.set_xlim((-0.25,3))\n", + "plt.legend(loc=\"upper right\",)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Encoding the graph onto the quantum register\n", + "\n", + "The next step is to take the logical unit disk graph and encode it onto the physical atoms. This is set by the characteristic scale of the final detuning, which we take to be $\\Delta = 20\\times 10^6$rad/sec. Note that while this scaling is a good first guess, it may not be an optimal value." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade radius of Rydberg system is 8.044e-06m\n", + "Unit disk radius of logical graph is 1.682\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from iquhack_utils import get_blockade_radius,C6\n", + "Delta_final = 20e6 # rad/sec\n", + "\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(Delta_final, 0) # no rabi amplitude at the end\n", + "print('Blockade radius of Rydberg system is {:0.3e}m'.format(blockade_radius))\n", + "print('Unit disk radius of logical graph is {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "# Generate the atom register\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "small_register = AtomArrangement()\n", + "for x in pos:\n", + " small_register.add((a * x).round(7))\n", + " \n", + " \n", + "from quera_ahs_utils.plotting import show_register\n", + "show_register(small_register,blockade_radius = a*1.5)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adiabatic Evolution\n", + "\n", + "One canonical algorithm to prepare the ground state of a Hamiltonian is adiabatic annealing. Here, the system is initialized into an easy-to-prepare ground state of a Hamiltonian. In this case, we choose the initial Hamiltonian with $\\Delta<0$, whose ground state corresponds to every atom in the ground state $|g\\rangle$. Then, the Hamiltonian is slowly changed (\"annealed\") from one set of parameters to another. First, the transverse field $\\Omega$ is slowly turned on, which lets different states mix. Then, the field $\\Delta$ is slowly turned from negative to positive. Finally, the transverse field $\\Omega$ is slowly turned off. If this protocol is slow enough, the final state will be the ground state of the Hamiltonian by the **adiabatic theorem**, which states\n", + " >A physical system remains in its *instantaneous* eigenstate if a given perturbation is acting on it slowly enough and if there is a gap between the eigenvalue and the rest of the Hamiltonian's spectrum. (Born & Fock, 1928)\n", + " \n", + "Lets define a protocol that does exactly this:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "Delta_initial = -20e6 # rad / sec\n", + "Delta_final = Delta_final # Defined above\n", + "\n", + "# Define the total drive\n", + "from quera_ahs_utils.plotting import show_global_drive\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [Delta_initial, Delta_initial, Delta_final, Delta_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Packaging the AHS program\n", + "Finally, we construct our AHS program from the atomic registers, and the Hamiltonian defined above." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "small_ahs_program = AnalogHamiltonianSimulation(\n", + " register=small_register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simulating with the local emulator\n", + "\n", + "The program can be run one of two ways. For small systems, it may be run on a classical simulator, locally." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from braket.devices import LocalSimulator\n", + "device = LocalSimulator(\"braket_ahs\")\n", + "small_ahs_run = device.run(small_ahs_program, shots=1000)\n", + "\n", + "\n", + "def save_result_json(json_file,result):\n", + " '''\n", + " Helper function to save results locally\n", + " '''\n", + " result_dict = {\"measurements\":[]}\n", + " for measurement in result.measurements:\n", + " shot_result = {\n", + " \"pre_sequence\":[int(qubit) for qubit in measurement.pre_sequence],\n", + " \"post_sequence\":[int(qubit) for qubit in measurement.post_sequence]\n", + " } \n", + " result_dict[\"measurements\"].append(shot_result)\n", + " \n", + " with open(json_file,\"w\") as io:\n", + " json.dump(result_dict,io,indent=2)\n", + " \n", + "def open_json(json_file):\n", + " '''\n", + " Helper function to load and open json data\n", + " '''\n", + " with open(json_file,\"r\") as io:\n", + " return json.load(io) \n", + "\n", + " \n", + "# Results are loaded and saved to file\n", + "result = small_ahs_run.result()\n", + "save_result_json(\"small_kings_graph_mis.json\",result)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets see how some of these results look on the logical graph..." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"small_kings_graph_mis.json\")\n", + "nmeas = len(result_json[\"measurements\"]) \n", + "seqs = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,1,nmeas-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[seqs[i][j]] for j in range(len(seqs[i]))]\n", + " visualize_graph(ax,small_G,pos,node_colors = seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Minimal post-processing\n", + "\n", + "Let us do some minimal post-processing on these results. While the independent set constraint is a hard logical constraint, it is a soft constraint in the Rydberg blockade. Sometimes each bit string may spurriously violate the independent set constraint. The simplest way to fix this is to post-process the state by randomly removing adjacent vertices." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def postprocess_MIS(G,results):\n", + " '''\n", + " Removes vertices that violate the independent set condition\n", + " G - networkx graph\n", + " results - an AWS AnalogHamiltonianSimulationQuantumTaskResult\n", + " \n", + " returns\n", + " data_out - a list of bitstrings which are valid independent sets of G\n", + " '''\n", + " data_out = []\n", + " for measurement in results[\"measurements\"]: # For each measurement...\n", + " pre_sequence = np.array(measurement[\"pre_sequence\"])\n", + " post_sequence = np.array(measurement[\"post_sequence\"])\n", + " if np.any(pre_sequence==0): continue # skip anyshots with defects\n", + " \n", + " bitstring = post_sequence\n", + " inds = np.nonzero(bitstring==0)[0] # Find indices of IS vertices\n", + " subgraph = nx.subgraph(G,inds) # Generate a subgraph from those vertices. If the bitstring is an independent set, this subgraph has no edges.\n", + " inds2 = nx.maximal_independent_set(subgraph,seed=0) # Find the mIS of this subgraph. If there are no edges, it is the original bitstring. Else, it randomly chooses within each graph.\n", + " payload = np.ones(len(bitstring)) # Forge into the correct data structure (a list of 1s and 0s)\n", + " payload[inds2] = 0\n", + " data_out.append(payload)\n", + " \n", + " if len(data_out) == 0: \n", + " raise ValueError(\"no independent sets found! increase number of shots.\")\n", + " \n", + " return np.asarray(data_out)\n", + "\n", + "def analysis_MIS(graph,result_json):\n", + " '''\n", + " Helper function to analyze a MIS result and plot data\n", + " '''\n", + "\n", + " post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + " pp_bitstrings = postprocess_MIS(graph, result_json)\n", + "\n", + "\n", + " IS_sizes = np.sum(1-pp_bitstrings,axis=1)\n", + " unique_IS_sizes,counts = np.unique(IS_sizes,return_counts=True)\n", + "\n", + "\n", + " avg_no_pp = 'Average pre-processed size: {:0.4f}'.format( (1-post_bitstrings).sum(axis=1).mean() )\n", + " avg_pp = 'Average post-processed IS size: {:0.4f}'.format(IS_sizes.mean())\n", + " print(avg_no_pp)\n", + " print(avg_pp)\n", + " plt.bar(unique_IS_sizes,counts/counts.sum())\n", + " plt.xticks(unique_IS_sizes)\n", + " plt.xlabel(\"IS sizes\",fontsize=14)\n", + " plt.ylabel(\"probability\",fontsize=14)\n", + " plt.show()\n", + " \n", + " return IS_sizes,pp_bitstrings\n", + " \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 2.9790\n", + "Average post-processed IS size: 2.9790\n" + ] + }, + { + "data": { + "image/png": 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\n", 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QpYHGEqYBAEiZMA0AQKqEaWCyRGmg0YRpAABSJkwDAJAqYRqYDFEaaDxhGgCAlAnTAACkSpgGJkqUBghhGgCAtAnTAACkSpgGJkKUBvgbYRoAgJQJ0wAApEqYBpZFlAZYjDANAEDKhGkAAFIlTANLI0oDPIUwDQBAyoRpAABSJUwDSyJKA4xDmAYAIGXCNAAAqRKmgfGI0gBLIEwDAJAyYRoAgFQJ08BTidIASyFMAwCQMmEaAIBUCdPA4kRpgGUQpgEASJkwDQBAqoRpYECUBpgAYRoAgJQJ0wAApEqYBiJEaYAJE6YBAEiZMA0AQKqEaUCUBpgEYRoAgJQJ0wAApEqYhmYTpQEmSZgGACBlwjQAAKkSpqG5RGmAKRCmAQBImTANAECqhGloJlEaYIqEaQAAUiZMAwCQKmEamkeUBpgGYRoAgJQJ0wAApEqYhmYRpQGmSZgGACBlwjQAAKkSpqE5RGmAIRCmAQBImTANAECqhGloBlEaYEiEaQAAUiZMAwCQKmEa6k+UBhgiYRoAgJQJ0wAApEqYhnoTpQGGTJgGACBlwjQAAKkSpqG+RGmAAgjTAACkTJgGACBVwjTUkygNUBBhGgCAlAnTAACkSpiG+hGlAQokTAMAkDJhGgCAVAnTUC+iNEDBhGkAAFImTAMAkCphGupDlAYogTANAEDKhGkAAFIlTEM9iNIAJRGmAQBImTANAECqhGnInygNUCJhGgCAlAnTAACkSpiGvInSACUTpgEASJkwDQBAqoRpyJcoDVABYRoAgJQJ0wAApEqYhjyJ0gAVEaYBAEiZMA0AQKqEaciPKA1QIWEaAICUCdMAAKRKmIa8iNIAFROmAQBImTANAECqhGnIhygNkABhGgCAlAnTAACkSpiGPIjSAIkQpgEASJkwDQBAqoRpSJ8oDZAQYRoAgJQJ0wAApEqYhrSJ0gCJEaYBAEiZMA0AQKqEaUiXKA2QIGEaAICUCdMAAKRKmIY0idIAiRKmAQBImTANAECqhGlIjygNkDBhGgCAlAnTAACkSpiGtIjSAIkTpgEASJkwDQBAqoRpSIcoDZABYRoAgJQJ0wAApEqYhjSI0gCZEKYBAEiZMA0AQKqEaaieKA2QEWEaAICUCdMAAKRKmIZqidIAmRGmAQBImTANAECqhGmojigNkCFhGgCAlAnTAACkSpiGaojSAJkSpgEASJkwDQBAqoRpKJ8oDZAxYRoAgJQJ0wAApEqYhnKJ0gCZE6YBAEiZMA0AQKqEaSiPKA1QA8I0AAApE6YBAEiVMA3lEKUBakKYBgAgZcI0AACpEqaheKI0QI0I0wAApEyYBgAgVcI0FEuUBqgZYRoAgJQJ0wAApEqYhuKI0gA1JEwDAJAyYRoAgFQJ01AMURqgpoRpAABSJkwDAJAqYRqGT5QGqDFhGgCAlAnTAACkSpiG4RKlAWpOmAYAIGXCNAAAqRKmYXhEaYAGEKYBAEiZMA0AQKqEaRgOURqgIYRpAABSJkwDAJAqYRqmT5QGaBBhGgCAlAnTAACkSpiG6RGlARpGmAYAIGXCNAAAqRKmYepEaYAGEqYBAEiZMA0AQKqEaZgaURqgoYRpAABSJkwDAJAqYRomT5QGaDBhGgCAlAnTAACkSpiGyRGlARpOmAYAIGXCNAAAqRKmYeJEaQCEaQAAkiZMAwCQKmEaJkaUBiAihGkAANImTAMAkCphGpZNlAbgccI0AAApE6YBAEiVMA1LJ0oD8CTCNAAAKROmAQBIlTANSyZKA/A0wjQAACkTpgEASJUwDeMTpQEYlzANAEDKhGkAAFIlTMPTidIALJEwDQBAyoRpAABSJUzDk4nSACyVMA0AQMqEaQAAUiVMwxNEaQCWSZgGACBlwjQAAKkSpqFPlAZgQoRpAABSJkwDAJAqYRpEaQAmQZgGACBlwjQAAKkSpmk6URqASRGmAQBImTANAECqhGmaTJQGYNKEaQAAUiZMAwCQKmGaphKlAZgSYRoAgJQJ0wAApEqYpolEaQCmTJgGACBlwjQAAKkSpmkaURqAaRGmAQBImTANAECqhGmaRJQGYNqEaQAAUiZMAwCQKmGaphClARgKYRoAgJQJ0wAApEqYpglEaQCGRpgGACBlwjQAAKkSpqk7URqAoRKmAQBImTANAECqhGnqTJQGYOiEaQAAUiZMAwCQKmGauhKlASiEMA0AQMqEaQAAUiVMU0eiNACFEaYBAEiZMA0AQKqEaepGlAagUMI0AAApE6YBAEiVME2diNIAFE6YBgAgZcI0AACpEqapC1EagFII0wAApEyYBgAgVcI0dSBKA1AaYRoAgJQJ0wAApEqYJneiNAClEqYBAEiZMA0AQKqEaXImSgNQOmEaAICUCdMAAKRKmCZXojQAlRCmAQBImTANAECqhGlyJEoDUBlhGgCAlAnTAACkSpgmN6I0AJUSpgEASJkwDQBAqoRpciJKA1A5YRoAgJQJ0wAApEqYJheiNABJEKYBAEiZMA0AQKqEaXIgSgOQDGEaAICUCdMAAKRKmCZ1ojQASRGmAQBImTANAECqhGlSJkoDkBxhGgCAlAnTAACkSpgmVaI0AEkSpgEASJkwDQBAqoRpUiRKA5AsYRoAgJQJ0wAApEqYJjWiNABJE6YBAEiZMA0AQKqEaVIiSgOQPGEaAICUCdMAAKRKmCYVojQAWRCmAQBImTANAECqhGlSIEoDkA1hGgCAlAnTAACkSpimaqI0AFkRpgEASJkwDQBAqoRpqiRKA5AdYRoAgJQJ0wAApEqYpiqiNABZEqYBAEiZMA0AQKqEaaogSgOQLWEaAICUCdMAAKRKmKZsojQAWROmAQBImTANAECqhGnKJEoDkD1hGgCAlAnTAACkSpimLKI0ALUgTAMAkDJhGgCAVAnTlEGUBqA2hGkAAFImTAMAkCphmqKJ0gDUijANAEDKhGkAAFIlTFMkURqA2hGmAQBImTANAECqhGmKIkoDUEvCNAAAKROmAQBIlTBNEURpAGpLmAYAIGXCNAAAqRKmGTZRGoBaE6YBAEiZMA0AQKqEaYZJlAag9oRpAABSJkwDAJAqYZphEaUBaARhGgCAlAnTAACkSphmGERpABpDmAYAIGXCNAAAqRKmmS5RGoBGEaYBAEiZMA0AQKqEaaZDlAagcYRpAABSJkwDAJAqYZqpEqUBaCRhGgCAlAnTAACkSphmKkRpABpLmAYAIGXCNAAAqRKmmSxRGoBGE6YBAEiZMA0AQKqEaSZDlAag8YRpAABSJkwDAJAqYZqJEqUBIIRpAADSJkwDAJAqYZqJEKUB4G+EaQAAUiZMAwCQKmGaZRGlAWAxwjQAACkTpgEASJUwzdKI0gDwFMI0AAApE6YBAEiVMM2SiNIAMA5hGgCAlAnTAACkSphmPKI0ACyBMA0AQMqEaQAAUiVM81SiNAAshTANAEDKhGkAAFIlTLM4URoAlkGYBgAgZcI0AACpEqYZEKUBYAKEaQAAUiZMAwCQKmGaCFEaACZMmAYAIGXCNAAAqRKmEaUBYBKEaQAAUiZMAwCQKmG62URpAJgkYRoAgJQJ0wAApEqYbi5RGgCmQJgGACBlwjQAAKkSpptJlAaAKRKmAQBImTANAECqhOnmEaUBYBqEaQAAUiZMAwCQKmG6WURpAJgmYRoAgJQJ0wAApEqYbg5RGgCGQJgGACBlwjQAAKkSpptBlAaAIRGmAQBImTANAECqhOn6E6UBYIiEaQAAUiZMAwCQKmG63kRpABgyYRoAgJQJ0wAApEqYri9RGgAKIEwDAJAyYRoAgFQJ0/UkSgNAQYRpAABSJkwDAJAqYbp+RGkAKJAwDQBAyoRpAABSJUzXiygNAAUTpgEASJkwDQBAqoTp+hClAaAEwjQAACkTpgEASJUwXQ+iNACURJgGACBlwjQAAKkSpvMnSgNAiYRpAABSJkwDAJAqYTpvojQAlEyYBgAgZcI0AACpEqbzJUoDQAWEaQAAUiZMAwCQKmE6T6I0AFREmAYAIGXCNAAAqRKm8yNKA0CFhGkAAFImTAMAkCphOi+iNABUTJgGACBlwjQAAKkSpvMhSgNAAoRpAABSJkwDAJAqYToPojQAJEKYBgAgZcI0AACpEqbTJ0oDQEKEaQAAUiZMAwCQKmE6baI0ACRGmAYAIGXCNAAAqRKm0yVKA0CChGkAAFImTAMAkCphOk2iNAAkSpgGACBlwjQAAKkSptMjSgNAwoRpAABSJkwDAJAqYTotojQAJE6YBgAgZcI0AACpEqbTIUoDQAaEaQAAUiZMAwCQKmE6DaI0AGRCmAYAIGXCNAAAqRKmqydKA0BGhGkAAFImTAMAkCphulqiNABkRpgGACBlwjQAAKkSpqsjSgNAhoRpAABSJkwDAJAqYboaojQAZEqYBgAgZcI0AACpEqbLJ0oDQMaEaQAAUiZMAwCQKmG6XKI0AGROmAYAIGXCNAAAqRKmyyNKA0ANCNMAAKRMmAYAIFXCdDlEaQCoCWEaAICUCdMAAKRKmC6eKA0ANSJMAwCQMmEaAIBUCdPFEqUBoGaEaQAAUiZMAwCQKmG6OKI0ANSQMA0AQMqEaQAAUiVMF0OUBoCaEqYBAEiZMA0AQKqE6eETpQGgxoRpAABSJkwDAJAqYXq4RGkAqDlhGgCAlAnTAACkSpgeHlEaSEav15vQx4DJG3aYfvDBB+O2226L+fPnx+233x6PPvroMJ8uACTJ2hSKM+wwfc8998RvfvObmD9/fvz+97+P0dHRYT5dAEjS2NhY1U8BamnYYbrX68Wdd94Zt956a/z617+OP/3pT434fbPVa8JPCSTrmmuuibPPPjsuu+yyuPTSS5+2cGq32/GqV70qdthhh9hvv/1iww03rOiZQj3MnTs3Xv3qV8eDDz447ue33377uPDCC2O11VZ70scfeOCBOPvss+OSSy6Jyy67LH7zm988aaHU7XZj0003jR122CF233332HPPPWPGjBmF/iwAULRerxc/+tGP4rvf/W5cfvnlceWVVz7tQEG3240999wzdtppp3jb294Wa6+9dkXPFurh9NNPj3e84x1LPCi3zz77xOmnnx7dbvdJH//zn/8cZ555ZsydOzcuv/zy+OMf//ikzy+//PKx5ZZbxg477BBvfOMb4+Uvf/kSAzgA5GLRokXx3e9+Ny688MK47LLL4le/+tXTvmbGjBnxlre8JXbeeefYe++9Y6WVVqrgmUI99Hq9+Nd//df4zGc+s8SvOfroo+OII4542sfnz58fX//61+PnP/95XHHFFXHPPfc86fOrrLJKbLvttrH99tvHPvvsE1tuueXQn3/VRGmgdGNjY3H22WfHf/7nf8YVV1wR3W53qWe7t1qtaLfbMTY2Fq961avisMMOi912263EZwz1MpkwvWDBgjj22GPjlFNOiYULF0a73V7qVSaD1/M666wTBx10UHzgAx+INddcs6gfBQAK8cgjj8SXv/zlOP744+PWW29d5nq13W4//s+3vOUt8eEPfzi23nrrsp4u1M5kwvSVV14ZxxxzTHzrW996/CTnpV0lNng9b7TRRnHooYfGgQceGMstt1whPwcAFOWvf/1rHH/88fHFL34x/vrXvy5zvdrpdGJ0dDRWXnnlOOCAA+Kwww6L5z3veeU9YaiRyYbp8847L4477ri46KKLotPpxNjY2FKvih68nnfcccf44Ac/GG9+85trczKlKA2UasGCBfGOd7wjLr300sdD82QMFlBvectb4oQTToi11lqroGcK9basMP2Sl7wk3vjGN8aRRx4Zo6OjU7p/X6fTiTXWWCNOPvnk2HPPPaf7lAGgFJdffnm87W1vi1tvvTUiJr9ld7fbjdHR0fjIRz4SRx11VCy//PJFPE2ovWWF6Te96U3xnOc8Jz7/+c9Hp9OZ9Hp1cGBv4403jjPPPDO23XbbaT9nACjDd77znTjwwAPjvvvum9LtKbrdbnS73fjc5z4X73//+x8/wRKYuImE6cMPPzx+/etfx3e+853Hu8ZkDPrJ7Nmz45RTTokNNthguk+7cqI0UJrTTz893vve98bIyMiUAtfiOp1OrLbaavF//+//jVe84hVDeobQLMsK08MwWDy9/e1vj6985SuuQgEgWb1eLz75yU/Gpz/96WXuDDIR7XY7Ntxww/j+978fm2222ZCeJTTLssL0MHQ6nej1enHkkUfGxz/+8dpchQJA/TzyyCNxwAEHxDe+8Y1otVpDeX982cteFt/+9rdd+ANTMJEwPYzXarfbjRkzZsScOXNi3333ndZjVU2UBkrx+c9/Pj70oQ8N9THb7Xa02+341re+Fa9//euH+tjQFGWE6Yj+63WXXXaJ73//+7HCCisUOgsAJmtsbCze+973xpw5c4b6uJ1OJ1ZdddX40Y9+FC9+8YuH+tjQFGWE6YGDDjooTjjhBGEagOQ89NBD8ZrXvCbmzp076Z0nl6bb7casWbPiJz/5Say77rpDe1xoiomE6WE68cQT46CDDiplVhFEaaBwJ598crz73e8u5LFbrVZ0Op04//zzY9dddy1kBtRdmWF69913j+9973vR7XYLnQUAk3HYYYfFf/7nfxby2IMwffnll8dGG21UyAyouzLD9OGHH17aQUUAmIhFixbFa17zmrj44ounvZvPeLrdbmy00Ubxs5/9LFZfffWhPz7UXdlh+vTTT4/99tuvlFnDJkoDhbrhhhviRS960bS3616adrsdq6++etx88822moEpmjt3buy8886F/HLzVJ/5zGfi8MMPL3wOAEzE9773vXjDG95Q6IxOpxNbbrll/OIXv3BiFkzR1772tXjXu95VyqzzzjsvXv3qV5cyCwCW5VOf+lR88pOfLPx2Fvvuu2+cfvrphc2AOuv1enHooYfGCSecUPis5ZZbLq6//vosT3p2B3ugMCMjI6WcsTM2Nhb33XdfHHLIIYXPgrr685//XEqQjoj4+Mc/HjfeeGMpswBgae66665417veVfhWvaOjo3HNNdfEf/zHfxQ6B+rs9ttvL2Vb7Xa7He985zvj3nvvLXwWACzLddddF0cffXThu4WMjo7GGWecEeeee26hc6DOfve735WyXh0dHY23v/3tpR3LHSZXSgOFOf744+ODH/xgKVusDVx44YXxqle9qrR5UAcPP/xwPPe5z4177rmnlNdrp9OJHXfcMS699NLCZwHA0hx44IFxyimnlPbLfLfbjfnz58fznve8UuZBXcyfPz8222yz0l6rnU4n3v/+98fxxx9fyjwAGE+v14uXvOQlcc011xS6C+VAu92OtdZaK26//fZYbrnlCp8HdXLuuefGnnvuWerML3/5y/Ge97yn1JnT5UppoBBjY2Nx7LHHlhqkO51OHHfccaXNg7o4++yz4+677y7t9To6Ohpz586Na665ppR5ADCeu+66K04//fRSzy7v9XrxpS99qbR5UBdf/OIXS7nqZGB0dDTmzJkT9913X2kzAeCprrjiirjyyitLCdIR/eO5d955Z3zrW98qZR7UybHHHhudTqe0ea1WK4455phS+8swiNJAIS666KK47bbbSp05OjoaF154YSxYsKDUuZCzXq8Xn//856PdLndJ0O1246STTip1JgAs7tRTTy3tAN/A6OhofPnLX45HHnmk1LmQs4ceeijmzJlT+uv10UcfjTPOOKPUmQCwuBNPPDG63W6pM9vttp1CYJJuuummuOSSS0o/4fmWW26Jn/zkJ6XNHAZRGijEaaedVvqiKaK/cDrzzDNLnwu5uuGGG+K6666LsbGxUueOjIzEGWecEYsWLSp1LgAMnHzyyaW//0VE3HvvvXH++eeXPhdyde6558aDDz5YyeyTTz65krkA8Mgjj8TZZ59d+klZY2Njcfnll8f8+fNLnQs5O+OMMyppId1uN0477bTS506HKA0UYu7cuaUvmiL6C6ef//znpc+FXF1++eWVzV64cGHccMMNlc0HoLkefPDBuOmmmyqZ3e12K33/hdxcfvnlMWPGjNLn9nq9uP766+1sAEAlrrvuunjssccqm/+LX/yistmQm5/97GeVtJCRkZGYO3du6XOno9XLbcNxIHn33ntvrLHGGpXNb7fbsfHGG5d6zzHI1Z/+9Ke45557Kpt/8sknxwEHHFDZfACaae7cufHSl760svkrrrhibLDBBpXNh5zcdtttsXDhwsrm/+IXv4jtttuusvkANNNJJ50UBx98cGX3i11zzTXjmc98ZiWzISeDbbSr2IUrot9C7r///lhppZUqmT9Z5V9PDtTer371q0rnj42NVXblCzBxM2bMiOuvv77qpwFAA/3yl7+MVqtV2UG+hx9+OG688cZKZgOTc/3114vSAJTul7/8ZXS73cpue3b33XfH3XffXclsYOLGxsbihhtuyGa9avtuYOgeeOCBqp8CkIFer+fvCwAqcf/990e77ddhYOna7XZl97MGoNnuv//+yq68BPKS03rVb+HA0LkrADBR/r4AoAq9Xs+tXoAJEQQAqILjJcBE5bReFaWBoVtxxRWrfgpABlqtlr8vAKjESiutFKOjo1U/DSBxY2Nj1qsAVGKllVZyEiUwITmtV91TGhi6TTfdtNL57XY7Nt54Yws3mIA//OEPcd9991Uye2RkJDbffPNKZgPQbJtttlmlV5+ssMIK8bznPa+y+ZCTBQsWxKOPPlrZfOtVAKqw2WabVXr14xprrBHrrrtuZfMhF71eL26++eZKf7+susdMhigNDN0zn/nMeOYznxl//vOfK5n/spe9LC6++OJKZkNuTjrppDj44IMrWTj1er3YZpttSp8LAFtvvXVls2fMmBHvfe9747jjjqvsOUBODjrooJgzZ04sWrSo9NmtVite/OIXlz4XALbZZptKo/TnPve5OOCAAyqbDzn5+7//+/j5z39eyez1118/1lhjjUpmT4Xtu4FC7LjjjtHpdEqf2+12Y/vtty99LuRqu+22q+xMvm63G1tuuWUlswFotjXWWCM22GCDSmYvWrQott1220pmQ4622267GBkZqWT2C17wglh55ZUrmQ1As2211VbRbleXb6xXYeJ22GGH6HbLvwa40+nEjjvuWPrc6RClgULss88+ldynb2RkJPbee+/S50Kutt5660q2D+12u/HGN74xll9++dJnA0BExH777VfJSZTLL798vPa1ry19LuRqzz33jBkzZpQ+t91ux9vf/vbS5wJARMTKK68ce+yxR+mhq9VqxcYbbxxbbLFFqXMhZ3vvvXclJ1GOjo7GPvvsU/rc6RClgUK84Q1viLXWWqvUme12O7bffnvbq8EktNvt+MAHPlD6PdhHRkbi4IMPLnUmACzuPe95T+lbIna73dh///1jtdVWK3Uu5OwZz3hG7LvvvpUclH/3u99d6kwAWNwhhxxSSeg69NBDSz9OBDnbbrvt4kUvelHpuxs861nPij322KPUmdMlSgOFmDlzZhx88MGl/kU8NjYWH/zgB0ubB3Xxjne8o9QrljudTmy66abxspe9rLSZAPBUz33uc+P1r399qaFrZGQkDjrooNLmQV0cfPDBpR6U73a78aY3vSnWXXfd0mYCwFPtuuuu8fznP7/U46srrrhi7LfffqXNgzpotVrxoQ99qNSTngcXGlWxbfh0iNJAYT7ykY/Ec5/73FLOrGu32/Gyl70s3vKWtxQ+C+pmzTXXjM9+9rOlzRsbG4uvfvWrzroFoHLHHXdcadsCDw4abLnllqXMgzrZdttt48ADDyztoPzyyy8f//Ef/1HKLABYkna7HV/5yldKDV3HHXdcrLrqqqXNg7rYb7/9YocddihlvdrpdGLDDTeMww47rPBZwyZKA4VZccUVY+edd45er1f4rLGxsXjd615X+hYZUBevfOUrY+bMmYXPabfb8cEPfjB22mmnwmcBwLI85znPiU033bSUWb1eL173uteVMgvq6PWvf31pB+W/8IUvxHrrrVfKLABYmq222qq0WyQut9xyscsuu5QyC+qm0+nEHnvsUcp6dWxsLM4444xSd74cFvUGKESv14tPfvKTcdppp5U28/DDDy91HtTF/Pnz4xWveEU89thjhc7pdDqxxRZbxL/9278VOgcAJmLRokWx7777xtVXX13KvF6vF2984xtj7ty5pcyDOrnkkkviTW96U+Fz2u127LXXXvGOd7yj8FkAsCz33HNPvPKVr4y//vWvpcx79NFHY5dddokFCxaUMg/qZM6cOXHEEUeUMuvoo4+OHXbYoZRZw9bqlXEJI9AogyD9qU99qvTZrVYrTjnllNh///1Lnw05mj9/fsyePTvuuOOOQud0Op3YaKON4ic/+Umsvfbahc4CgGUZBOlvfetbpc9eaaWV4oILLrBrCEzQJZdcEq95zWti4cKFhc5pt9vxqle9Kr73ve+VsoMQACzNIEjPmzev9Nnrr79+XHzxxbHhhhuWPhtyNGfOnDjwwANLmfXhD384Pve5z2V7W0RXSgNDNZEgPYy/MJf0GL1eL975zne6YhomoKwgHRGx/fbbx09/+lNBGoDKTSRIF/kL/kMPPRS77767K6ZhAsoI0oPX+z777CNIA5CEKoN0RMTtt98es2fPdsU0TMCygvQwfrfsdDrRarXi6KOPzjpIR4jSwBBNJEjvv//+sf7660/53s+tVitarVZstdVWscceeyzxeQjTsHTLCtIbbLBB7LfffhHRX/hMRbfbjZkzZ8YxxxwTP/nJT2LNNdec8vMFgGFYVpButVpxyCGHxKqrrjrl97/BOnePPfaIrbfeetyvEaZh2ZYVpF/ykpfEbrvtFhEx5d8vO51OrL766vHNb34zzjzzTEEagMotK0ivssoqcdBBB0W3241utzulGYPA9c53vjPWW2+9cb9GmIZlW1aQ3nPPPWPLLbecVkRut9uxwQYbxE9/+tM44ogjsg7SEaI0MCQTCdJHHHFEnHLKKXHDDTfEJz7xiVhrrbUiYmLBa7DI2mCDDeILX/hCXH755fHd73439t133yU+H2EaxresID1r1qz48Y9/HKeffnr8+Mc/jtmzZ0fExON0u92Obrcbb3rTm+K6666LD3/4w1M+sA8Aw7KsIN1ut+PrX/96HH/88XHTTTfF+973vlhxxRUfPylyWQbr1Re/+MXxzW9+M84999z40Y9+tMR7fQnTsGTLCtI77bRTXHTRRXH++efH2WefHVtssUVExIQOzg9e0yuttFIcfPDBcdNNN8Vee+011OcPAFOxrCC96qqrxg9/+MM48cQT49prr4299torut3uhE/OGsToXXfdNS699NL42te+Fj/+8Y9j/fXXH/frhWlYsmUF6f333z++853vxBVXXBHHHnvs46+ziRwjHXzNOuusE0cddVT88pe/jB133HE4T7xi7ikNTNtEg/RRRx31pAN6ixYtiu9+97tx1llnxWWXXRZ/+tOfxv3eDTbYIHbaaafYf//94xWveMWTFlojIyOx//77x1lnnTXu97rHNDzZRIL0xRdfHBtssMHTvu+rX/1qXHTRRXH11VeP+70rrrhibL311rHHHnvEAQccEOuss87Qnz8ATMVEgvSZZ54Z++yzz5M+/sADD8SZZ54Z55xzTlxxxRVx7733jvv9m266aey8887x7ne/O7bZZpsnfe6+++6L3XffPS677LJxv9c9puHJJhKkzzvvvFhllVWe9PErrrgi5syZEz/+8Y/j5ptvHvd711hjjdhuu+3in/7pn+Ktb31rrLTSSkN//gAwFRMJ0hdeeOHTTnj885//HCeffHKcd955cdVVVy3x/XPrrbeOV77ylXHggQfG85///Cd9bsGCBTF79uy4/fbbx/1e95iGJ5tIkD755JOfFKDHxsbihz/8YZx++unx05/+dImvt2c961mxww47xFvf+tbYc889Y8aMGUN//lUSpYFpmWqQHs/GG28c8+fPf9rHlnRAYUCYhomZapB+qs022yxuuummJ31sww03jPnz509560QAKMpUg/RT9Xq92HjjjePXv/71kz6+ySabPO198amEaZiYqQbpp9p0002f9nvkC17wgrjllluy3/IQgPqZapB+qrGxsdhoo42edmXzpptuGjfeeONSv1eYhomZSpAezyabbBK33HLLkz620UYbPe1jdePIMTBlwwzSEeNvtTbRrb1PO+00W3nDUgwrSEfEuK/n5ZZbTpAGIDnDCtIR/fe/8c5Sn8j732qrrRYXXHCBrbxhKYYVpCPGf13OmDFDkAYgOcMK0hH997/lllvuaR+fyPvfhhtuGBdffLGtvGEphhWkI8bvHlO9T3xOHD0GpmTYQXq6hGlYsmEGaQDIxTCD9DAI07BkwwzSAJCLYQbpYRCmYcmGGaSbTJQGJi21ID0gTMPTCdIANFFqQXpAmIanE6QBaKLUgvSAMA1PJ0gPjygNTEqqQXpAmIYnCNIANFGqQXpAmIYnCNIANFGqQXpAmIYnCNLDJUoDE5Z6kB4QpkGQBqCZUg/SA8I0CNIANFPqQXpAmAZBugiiNDAhuQTpAWGaJhOkAWiiXIL0gDBNkwnSADRRLkF6QJimyQTpYojSwDLlFqQHhGmaSJAGoIlyC9IDwjRNJEgD0ES5BekBYZomEqSLI0oDS5VrkB4QpmkSQRqAJso1SA8I0zSJIA1AE+UapAeEaZpEkC6WKA0sUe5BekCYpgkEaQCaKPcgPSBM0wSCNABNlHuQHhCmaQJBuniiNDCuugTpAWGaOhOkAWiiugTpAWGaOhOkAWiiugTpAWGaOhOkyyFKA09TtyA9IExTR4I0AE1UtyA9IExTR4I0AE1UtyA9IExTR4J0eURp4EnqGqQHhGnqRJAGoInqGqQHhGnqRJAGoInqGqQHhGnqRJAulygNPK7uQXpAmKYOBGkAmqjuQXpAmKYOBGkAmqjuQXpAmKYOBOnyidJARDQnSA8I0+RMkAagiZoSpAeEaXImSAPQRE0J0gPCNDkTpKshSgONC9IDwjQ5EqQBaKKmBekBYZocCdIANFHTgvSAME2OBOnqiNLQcE0N0gPCNDkRpAFooqYG6QFhmpwI0gA0UVOD9IAwTU4E6WqJ0tBgTQ/SA8I0ORCkAWiipgfpAWGaHAjSADRR04P0gDBNDgTp6onS0FCC9JMJ06RMkAagiQTpJxOmSZkgDUATCdJPJkyTMkE6DaI0NJAgPT5hmhQJ0gA0kSA9PmGaFAnSADSRID0+YZoUCdLpEKWhYQTppROmSYkgDUATCdJLJ0yTEkEagCYSpJdOmCYlgnRaRGloEEF6YoRpUiBIA9BEgvTECNOkQJAGoIkE6YkRpkmBIJ0eURoaQpCeHGGaKgnSADSRID05wjRVEqQBaCJBenKEaaokSKdJlIYGEKSnRpimCoI0AE0kSE+NME0VBGkAmkiQnhphmioI0ukSpaHmBOnpEaYpkyANQBMJ0tMjTFMmQRqAJhKkp0eYpkyCdNpEaagxQXo4hGnKIEgD0ESC9HAI05RBkAagiQTp4RCmKYMgnT5RGmpKkB4uYZoiCdIANJEgPVzCNEUSpAFoIkF6uIRpiiRI50GUhhoSpIshTFMEQRqAJhKkiyFMUwRBGoAmEqSLIUxTBEE6H6I01IwgXSxhmmESpAFoIkG6WMI0wyRIA9BEgnSxhGmGSZDOiygNNSJIl0OYZhgEaQCaSJAuhzDNMAjSADSRIF0OYZphEKTzI0pDTQjS5RKmmQ5BGoAmEqTLJUwzHYI0AE0kSJdLmGY6BOk8idJQA4J0NYRppkKQBqCJBOlqCNNMhSANQBMJ0tUQppkKQTpfojRkTpCuljDNZAjSADSRIF0tYZrJEKQBaCJBulrCNJMhSOdNlIaMCdJpEKaZCEEagCYSpNMgTDMRgjQATSRIp0GYZiIE6fyJ0pApQTotwjRLI0gD0ESCdFqEaZZGkAagiQTptAjTLI0gXQ+iNGRIkE6TMM14BGkAmkiQTpMwzXgEaQCaSJBOkzDNeATp+hClITOCdNqEaRYnSAPQRIJ02oRpFidIA9BEgnTahGkWJ0jXiygNGRGk8yBMEyFIA9BMgnQehGkiBGkAmkmQzoMwTYQgXUeiNGRCkM6LMN1sgjQATSRI50WYbjZBGoAmEqTzIkw3myBdT6I0ZECQzpMw3UyCNABNJEjnSZhuJkEagCYSpPMkTDeTIF1fojQkTpDOmzDdLII0AE0kSOdNmG4WQRqAJhKk8yZMN4sgXW+iNCRMkK4HYboZBGkAmkiQrgdhuhkEaQCaSJCuB2G6GQTp+hOlIVGCdL0I0/UmSAPQRIJ0vQjT9SZIA9BEgnS9CNP1Jkg3gygNCRKk60mYridBGoAmEqTrSZiuJ0EagCYSpOtJmK4nQbo5RGlIjCBdb8J0vQjSADSRIF1vwnS9CNIANJEgXW/CdL0I0s0iSkNCBOlmEKbrQZAGoIkE6WYQputBkAagiQTpZhCm60GQbh5RGhIhSDeLMJ03QRqAJhKkm0WYzpsgDUATCdLNIkznTZBuJlEaEiBIN5MwnSdBGoAmEqSbSZjOkyANQBMJ0s0kTOdJkG4uURoqJkg3mzCdF0EagCYSpJtNmM6LIA1AEwnSzSZM50WQbjZRGiokSBMhTOdCkAagiQRpIoTpXAjSADSRIE2EMJ0LQRpRGioiSLM4YTptgjQATSRIszhhOm2CNABNJEizOGE6bYI0EaI0VEKQZjzCdJoEaQCaSJBmPMJ0mgRpAJpIkGY8wnSaBGkGRGkomSDN0gjTaRGkAWgiQZqlEabTIkgD0ESCNEsjTKdFkGZxojSUSJBmIoTpNAjSADSRIM1ECNNpEKQBaCJBmokQptMgSPNUojSURJBmMoTpagnSADSRIM1kCNPVEqQBaCJBmskQpqslSDMeURpKIEgzFcJ0NQRpAJpIkGYqhOlqCNIANJEgzVQI09UQpFkSURoKJkgzHcJ0uQRpAJpIkGY6hOlyCdIANJEgzXQI0+USpFkaURoKJEgzDMJ0OQRpAJpIkGYYhOlyCNIANJEgzTAI0+UQpFkWURoKIkgzTMJ0sQRpAJpIkGaYhOliCdIANJEgzTAJ08USpJkIURoKIEhTBGG6GII0AE0kSFMEYboYgjQATSRIUwRhuhiCNBMlSsOQCdIUSZgeLkEagCYSpCmSMD1cgjQATSRIUyRhergEaSZDlIYhEqQpgzA9HII0AE0kSFMGYXo4BGkAmkiQpgzC9HAI0kyWKA1DIkhTJmF6egRpAJpIkKZMwvT0CNIANJEgTZmE6ekRpJkKURqGQJCmCsL01AjSADSRIE0VhOmpEaQBaCJBmioI01MjSDNVojRMkyBNlYTpyRGkAWgiQZoqCdOTI0gD0ESCNFUSpidHkGY6RGmYBkGaFAjTEyNIA9BEgjQpEKYnRpAGoIkEaVIgTE+MIM10idIwRYI0KRGml06QBqCJBGlSIkwvnSANQBMJ0qREmF46QZphEKVhCgRpUiRMj0+QBqCJBGlSJEyPT5AGoIkEaVIkTI9PkGZYRGmYJEGalAnTTyZIA9BEgjQpE6afTJAGoIkEaVImTD+ZIM0widIwCYI0ORCm+wRpAJpIkCYHwnSfIA1AEwnS5ECY7hOkGTZRGiZIkCYnTQ/TgjQATSRIk5Omh2lBGoAmEqTJSdPDtCBNEURpmABBmhw1NUwL0gA0kSBNjpoapgVpAJpIkCZHTQ3TgjRFEaVhGQRpcta0MC1IA9BEgjQ5a1qYFqQBaCJBmpw1LUwL0hRJlIalEKSpg6aEaUEagCYSpKmDpoRpQRqAJhKkqYOmhGlBmqKJ0rAEgjR1UvcwLUgD0ESCNHVS9zAtSAPQRII0dVL3MC1IUwZRGsYhSFNHdQ3TgjQATSRIU0d1DdOCNABNJEhTR3UN04I0ZRGl4SkEaeqsbmFakAagiQRp6qxuYVqQBqCJBGnqrG5hWpCmTKI0LEaQpgnqEqYFaQCaSJCmCeoSpgVpAJpIkKYJ6hKmBWnKJkrD3wjSNEnuYVqQBqCJBGmaJPcwLUgD0ESCNE2Se5gWpKmCKA0hSNNMuYZpQRqAJhKkaaJcw7QgDUATCdI0Ua5hWpCmKqI0jSdI02S5hWlBGoAmEqRpstzCtCANQBMJ0jRZbmFakKZKojSNJkhDPmFakAagiQRpyCdMC9IANJEgDfmEaUGaqonSNJYgDU9IPUwL0gA0kSANT0g9TAvSADSRIA1PSD1MC9KkQJSmkQRpeLpUw7QgDUATCdLwdKmGaUEagCYSpOHpUg3TgjSpEKVpHEEaliy1MC1IA9BEgjQsWWphWpAGoIkEaViy1MK0IE1KRGkaRZCGZUslTAvSADSRIA3LlkqYFqQBaCJBGpYtlTAtSJMaUZrGEKRh4qoO04I0AE0kSMPEVR2mBWkAmkiQhomrOkwL0qRIlKYRBGmYvKrCtCANQBMJ0jB5VYVpQRqAJhKkYfKqCtOCNKkSpak9QRqmruwwLUgD0ESCNExd2WFakAagiQRpmLqyw7QgTcpEaWpNkIbpKytMC9IANJEgDdNXVpgWpAFoIkEapq+sMC1IkzpRmtoSpGF4ig7TgjQATSRIw/AUHaYFaQCaSJCG4Sk6TAvS5ECUppYEaRi+osK0IA1AEwnSMHxFhWlBGoAmEqRh+IoK04I0uRClqR1BGooz7DAtSAPQRII0FGfYYVqQBqCJBGkozrDDtCBNTkRpakWQhuINK0wL0gA0kSANxRtWmBakAWgiQRqKN6wwLUiTG1Ga2hCkoTzTDdOCNABNJEhDeaYbpgVpAJpIkIbyTDdMC9LkSJSmFgRpKN9Uw7QgDUATCdJQvqmGaUEagCYSpKF8Uw3TgjS5EqXJniAN1ZlsmBakAWgiQRqqM9kwLUgD0ESCNFRnsmFakCZnojRZE6ShehMN05/5zGcEaQAaR5CG6k00TB9//PGCNACNI0hD9SYapv/93/9dkCZrojTZEqQhHRMJ0x/96EcFaQAaRZCGdEwkTB966KGCNACNIkhDOiYSpj/2sY8t8fsFaXIgSpMlQRrSs6wwvSSCNAB1JEhDepYVppdEkAagjgRpSM+ywvSSCNLkQpQmO4I0pGuyYVqQBqCOBGlI12TDtCANQB0J0pCuyYZpQZqciNJkRZCG9A3C9Ote97qlft1aa60lSANQO4I0pG8QpjfffPOlft0WW2whSANQO4I0pG8Qptdcc82lft0//uM/CtJkRZQmG4I05OM3v/nNEn+5GbjrrrvikksuKecJAUAJBGnIx9VXXx0LFixY6tcsWLAgrr322pKeEQAUT5CGfPzoRz+Ku+++e6lfc+WVV8Zvf/vbkp4RTJ8oTRYEacjH/PnzY/bs2fGHP/xhqV/X6/Xine98Z5x22mklPTMAKI4gDfm45JJL4jWveU088sgjS/26hx56KHbfffeYO3duSc8MAIojSEM+5syZEwceeOAyv+7222+P2bNnL/NkS0iFKE3yBGnIxyBI33HHHRP6emEagDoQpCEfgyC9cOHCCX29MA1AHQjSkI+JBukBYZqciNIkTZCGfCwrSK+00krjflyYBiBngjTkY1lBekn3jhamAciZIA35WFaQXtLxVWGaXIjSJEuQhnwsK0jPmjUrrr322th3333H/bwwDUCOBGnIx7KC9E477RQ33HDDEg/IC9MA5EiQhnwsK0jvv//+cfXVV8f6668/7ueFaXIgSpMkQRryMZEgffHFF8fzn//8OO2004RpAGpBkIZ8TCRIn3feebHeeuvFBRdcIEwDUAuCNORjIkH65JNPjo022iguvvhiYZpsidIkR5CGfEw0SG+wwQYREdHtdoVpALInSEM+JhqkB1t3r7baasI0ANkTpCEfEw3SnU4nIiI23HBDYZpsidIkRZCGfEw2SA8I0wDkTJCGfEw2SA8I0wDkTJCGfEw2SA8I0+RKlCYZgjTkY6pBekCYBiBHgjTkY6pBekCYBiBHgjTkY6pBekCYJkeiNEkQpCEf0w3SA8I0ADkRpCEf0w3SA8I0ADkRpCEf0w3SA8I0uRGlqZwgDfkYVpAeEKYByIEgDfkYVpAeEKYByIEgDfkYVpAeEKbJiShNpQRpyMewg/SAMA1AygRpyMewg/SAMA1AygRpyMewg/SAME0uRGkqI0hDPooK0gPCNAApEqQhH0UF6QFhGoAUCdKQj6KC9IAwTQ5EaSohSEM+ig7SA8I0ACkRpCEfRQfpAWEagJQI0pCPooP0gDBN6kRpSidIQz7KCtIDwjQAKRCkIR9lBekBYRqAFAjSkI+ygvSAME3KRGlKJUhDPsoO0gPCNABVEqQhH2UH6QFhGoAqCdKQj7KD9IAwTapEaUojSEM+qgrSA8I0AFUQpCEfVQXpAWEagCoI0pCPqoL0gDBNikRpSiFIQz6qDtIDwjQAZRKkIR9VB+kBYRqAMgnSkI+qg/SAME1qRGkKJ0hDPlIJ0gPCNABlEKQhH6kE6QFhGoAyCNKQj1SC9IAwTUpEaQolSEM+UgvSA8I0AEUSpCEfqQXpAWEagCIJ0pCP1IL0gDBNKkRpCiNIQz5SDdIDwjQARRCkIR+pBukBYRqAIgjSkI9Ug/SAME0KRGkKIUhDPlIP0gPCNADDJEhDPlIP0gPCNADDJEhDPlIP0gPCNFUTpRk6QRrykUuQHhCmARgGQRrykUuQHhCmARgGQRrykUuQHhCmqZIozVAJ0pCP3IL0gDANwHQI0pCP3IL0gDANwHQI0pCP3IL0gDBNVURphkaQhnzkGqQHhGkApkKQhnzkGqQHhGkApkKQhnzkGqQHhGmqIEozFII05CP3ID0gTAMwGYI05CP3ID0gTAMwGYI05CP3ID0gTFM2UZppE6QhH3UJ0gPCNAATIUhDPuoSpAeEaQAmQpCGfNQlSA8I05RJlGZaBGnIR92C9IAwDcDSCNKQj7oF6QFhGoClEaQhH3UL0gPCNGURpZkyQRryUdcgPSBMAzAeQRryUdcgPSBMAzAeQRryUdcgPSBMUwZRmikRpCEfdQ/SA8I0AIsTpCEfdQ/SA8I0AIsTpCEfdQ/SA8I0RROlmTRBGvLRlCA9IEwDECFIQ06aEqQHhGkAIgRpyElTgvSAME2RRGkmRZCGfDQtSA8I0wDNJkhDPpoWpAeEaYBmE6QhH00L0gPCNEURpZkwQRry0dQgPSBMAzSTIA35aGqQHhCmAZpJkIZ8NDVIDwjTFEGUZkIEachH04P0gDAN0CyCNOSj6UF6QJgGaBZBGvLR9CA9IEwzbKI0yyRIQz4E6ScTpgGaQZCGfAjSTyZMAzSDIA35EKSfTJhmmERplkqQhnwI0uMTpgHqTZCGfAjS4xOmAepNkIZ8CNLjE6YZFlGaJRKkIR+C9NIJ0wD1JEhDPgTppROmAepJkIZ8CNJLJ0wzDKI04xKkIR+C9MQI0wD1IkhDPgTpiRGmAepFkIZ8CNITI0wzXaI0TyNIQz4E6ckRpgHqQZCGfAjSkyNMA9SDIA35EKQnR5hmOkRpnkSQhnwI0lMjTAPkTZCGfAjSUyNMA+RNkIZ8CNJTI0wzVaI0jxOkIR+C9PQI0wB5EqQhH4L09AjTAHkSpCEfgvT0CNNMhShNRAjSkBNBejiEaYC8CNKQD0F6OIRpgLwI0pAPQXo4hGkmS5RGkIaMCNLDJUwD5EGQhnwI0sMlTAPkQZCGfAjSwyVMMxmidMMJ0pAPQboYwjRA2gRpyIcgXQxhGiBtgjTkQ5AuhjDNRInSDSZIQz4E6WIJ0wBpEqQhH4J0sYRpgDQJ0pAPQbpYwjQTIUo3lCAN+RCkyyFMA6RFkIZ8CNLlEKYB0iJIQz4E6XII0yyLKN1AgjTkQ5AulzANkAZBGvIhSJdLmAZIgyAN+RCkyyVMszSidMMI0pAPQboawjRAtQRpyIcgXQ1hGqBagjTkQ5CuhjDNkojSDSJIQz4E6WoJ0wDVEKQhH4J0tYRpgGoI0pAPQbpawjTjEaUbQpCGfAjSaRCmAcolSEM+BOk0CNMA5RKkIR+CdBqEaZ5KlG4AQRryIUinRZgGKIcgDfkQpNMiTAOUQ5CGfAjSaRGmWZwoXXOCNORDkE6TMA1QLEEa8iFIp0mYBiiWIA35EKTTJEwzIErXmCAN+RCk0yZMAxRDkIZ8CNJpE6YBiiFIQz4E6bQJ00SI0rUlSEM+BOk8CNMAwyVIQz4E6TwI0wDDJUhDPgTpPAjTiNI1JEhDPgTpvAjTAMMhSEM+BOm8CNMAwyFIQz4E6bwI080mSteMIA35EKTzJEwDTI8gDfkQpPMkTANMjyAN+RCk8yRMN5coXSOCNORDkM6bMA0wNYI05EOQzpswDTA1gjTkQ5DOmzDdTKJ0TQjSkA9Buh6EaYDJEaQhH4J0PQjTAJMjSEM+BOl6EKabR5SuAUEa8iFI14swDTAxgjTkQ5CuF2EaYGIEaciHIF0vwnSziNKZE6QhH4J0PQnTAEsnSEM+BOl6EqYBlk6QhnwI0vUkTDeHKJ0xQRryIUjXmzANMD5BGvIhSNebMA0wPkEa8iFI15sw3QyidKYEaciHIN0MwjTAkwnSkA9BuhmEaYAnE6QhH4J0MwjT9SdKZ0iQhnwI0s0iTAP0CdKQD0G6WYRpgD5BGvIhSDeLMF1vonRmBGnIhyDdTMI00HSCNORDkG4mYRpoOkEa8iFIN5MwXV+idEYEaciHIN1swjTQVII05EOQbjZhGmgqQRryIUg3mzBdT6J0JgRpyIcgTYQwDTSPIA35EKSJEKaB5hGkIR+CNBHCdB2J0hkQpCEfgjSLE6aBphCkIR+CNIsTpoGmEKQhH4I0ixOm60WUTpwgDfkQpBmPMA3UnSAN+RCkGY8wDdSdIA35EKQZjzBdH6J0wgRpyIcgzdII00BdCdKQD0GapRGmgboSpCEfgjRLI0zXgyidKEEa8iFIMxHCNFA3gjTkQ5BmIoRpoG4EaciHIM1ECNP5E6UTJEhDPgRpJkOYBupCkIZ8CNJMhjAN1IUgDfkQpJkMYTpvonRiBGnIhyDNVAjTQO4EaciHIM1UCNNA7gRpyIcgzVQI0/kSpRMiSEM+BGmmQ5gGciVIQz4EaaZDmAZyJUhDPgRppkOYzpMonQhBGvIhSDMMwjSQG0Ea8iFIMwzCNJAbQRryIUgzDMJ0fkTpBAjSkA9BmmESpoFcCNKQD0GaYRKmgVwI0pAPQZphEqbzIkpXTJCGfAjSFEGYBlInSEM+BGmKIEwDqROkIR+CNEUQpvMhSldIkIZ8CNIUSZgGUiVIQz4EaYokTAOpEqQhH4I0RRKm8yBKV0SQhnwI0pRBmAZSI0hDPgRpyiBMA6kRpCEfgjRlEKbTJ0pXQJCGfAjSlEmYBlIhSEM+BGnKJEwDqRCkIR+CNGUSptMmSpdMkIZ8CNJUQZgGqiZIQz4EaaogTANVE6QhH4I0VRCm0yVKl0iQhnwI0lRJmAaqIkhDPgRpqiRMA1URpCEfgjRVEqbTJEqXRJCGfAjSpECYBsomSEM+BGlSIEwDZROkIR+CNCkQptMjSpdAkIZ8CNKkRJgGyiJIQz4EaVIiTANlEaQhH4I0KRGm0yJKF0yQhnwI0qRImAaKJkhDPgRpUiRMA0UTpCEfgjQpEqbTIUoXSJCGfAjSpEyYBooiSEM+BGlSJkwDRRGkIR+CNCkTptMgShdEkIZ8CNLkQJgGhk2QhnwI0uRAmAaGTZCGfAjS5ECYrp4oXQBBGvIhSJMTYRoYFkEa8iFIkxNhGhgWQRryIUiTE2G6WqL0kAnSkA9BmhwJ08B0CdKQD0GaHAnTwHQJ0pAPQZocCdPVEaWHSJCGfAjS5EyYBqZKkIZ8CNLkTJgGpkqQhnwI0uRMmK6GKD0kgjTkQ5CmDoRpYLIEaciHIE0dCNPAZAnSkA9BmjoQpssnSg+BIA35EKSpE2EamChBGvIhSFMnwjQwUYI05EOQpk6E6XKJ0tMkSEM+BGnqSJgGlkWQhnwI0tSRMA0siyAN+RCkqSNhujyi9DQI0pAPQZo6E6aBJRGkIR+CNHUmTANLIkhDPgRp6kyYLocoPUWCNORDkKYJhGngqQRpyIcgTRMI08BTCdKQD0GaJhCmiydKT4EgDfkQpGkSYRoYEKQhH4I0TSJMAwOCNORDkKZJhOliidKTJEhDPgRpmkiYBgRpyIcgTRMJ04AgDfkQpGkiYbo4ovQkCNKQD0GaJhOmobkEaciHIE2TCdPQXII05EOQpsmE6WKI0hMkSEM+BGkQpqGJBGnIhyANwjQ0kSAN+RCkQZgugig9AYI05EOQhicI09AcgjTkQ5CGJwjT0ByCNORDkIYnCNPDJUovgyAN+RCk4emEaag/QRryIUjD0wnTUH+CNORDkIanE6aHR5ReCkEa8iFIw5IJ01BfgjTkQ5CGJROmob4EaciHIA1LJkwPR7fqJ1CYsbGIW26JuPLKiKuuivjznyMeeyxi5syI9daL2Gab/p8NN4wYJygL0lCee+65J6666qq46667nva5u+++O+bOnRtbbbVVrLTSSuN+vyANyzYI0xERZ5111tM+PwjTEf1fMsY1Ohpx002x5733xnsiYp2ImBERj0bEwjvvjPjWt/rvrc973rjvrcBTPPZYxK9+1V+vXnNNxN13R4yMRKywQsSsWRHbbtt/TT372eN+uyAN5fnjH/8Y8+bNi7/85S9P+9w999wT8+bNiy222CJmzpw57vcL0rBsgzC9++67x2WXXfa0zw/C9AUXXBA77bTT+A/y6KMR118fb77nnnhmRKwe/QNfCyPivr/8JeK//7v/3rruusX9IFAnDz/cX6deeWXE9ddH3H9/RK8XsdJKEZts0l+vbr11xJprjvvtgjSUo9frxW9+85uYN29e3HnnnU/7/H333Rc33HBDbLLJJksMyoI0LNsgTM+ePTtuv/32p31+EKYvvvji2HDDDcd/kAcfjLj66tjv7rtj7YhYJSJaEfFgRNx9110RP/pR/7119dWL+0Gq1KubO+7o9Y48stdbZ51er79M6vVmzOj1Op1er9Xq/3PGjCc+t8EGvd5//Eev99e/Pv4QY2NjvSOOOKIXEUv8c8QRR/TGxsaq+zkhcyMjI71zzz23t9tuu/VardZSX28R0et2u7299967d+mllz7ptXfLLbf0nvOc5yzx+2bNmtW77bbbKvxJIS2LFi3q7bvvvkt8zbRard6pp5765G/67W97vf/1v3q9Zzzj8ffPRyN6iyJ6I3/752OD99WIXu/5z+/1/vM/e7177qnkZ4Tk3Xhjr3foob3eyis/eb3abj+xXu12n/jci1/c633ta73eQw89/hCPPfZYb6+99lria7ndbvfOOuusCn9IyN/DDz/cO/XUU3tbb731MteqEdFbccUVewcffHDvl7/85ZMe5+KLL+6tsMIKS/y+nXbaqXf//fdX9FNCeu69997eDjvssMTXzEorrdS79NJLn/xN113X673//b3eCiv0ehG90b+tV0cWW68uWny9ut12vd4ZZ/R6CxdW80NCysbGer2f/rTX23ffJ9akrVb/39vt/p9ut79mHbymdt211/ve93q9kZHHH+buu+/ubbPNNkt8La+66qq9n//85xX+oJC/u+++u3fsscf2Zs2aNaH16tprr937xCc+0fvd7373pMf56le/utTv23///Xsji72+oeluvfXW3vrrr7/E18z666/fu/XWW5/4hrGxXu+SS3q9N73p8ffPkb8dTx15yr8//r776lf3eued1+uNjlb3gxagPlH6/vt7vfe9r78wWnxRNJE/7Xb/QOC//mtvbOFCQRoKdsEFFzz+l3an05nQomkQpiOi96IXvag3b948QRqmaMJh+u67e713vvOJSDbR99VWq/9n+eV7vaOO6vUee6zqHxnS8Pvf93qvfW3/dbJ4dJ7IWjWi11t11V7vi1/sPfbII4I0FGhsbKz3la98pbf66qs//pqa7Hp199137/32t78VpGGKJhymf/Obfgyb6nvrGmv0T/xyjAf6rrmm19t668m/pga/L663Xq/33/8tSEPBHn300d4RRxzRmzlzZq/Vak3ogp/Bn06n02u32713v/vdvXvvvVeQhimacJj+xS96vb/7u6m/tz7veb3eRRdV/eMOTavX6/UidxddFLH//hF/+lN/2+4p6rVacdcaa8Sr7747rlzC19iyG6buvvvuiw9/+MPxta99LdrtdoxN8fXa6XSi1+vFSiutFA888MC4X2PLbli6kZGR2H///cfdyjsiYo+I+Oaqq8YKDz3U37Z7qlqtiBe+MOLMMyNe9KKpPw7krNeLOPXUiEMPjXjkkf4W3dPwy7XWitf+9a/x23E+Z8tumJ7bb7893vWud8VFF100rcfpdrvR6XRibGwsFi1aNO7X2LIblu6+++5b4lbeEREfnDkzjomIztjY1N9bW63++/Tuu0fMmRPxnOdM/QlDzhYtivjf/zticBvDqf4O2G5HjI3FD9ZcM952991x3zhfYstumJ6rrroq3va2t8VNN90U00k7nU4nVl555bjvvvFeqX227IalW7BgwRK38p4ZEceuumoc9MAD0Wq3p/3eGu95T8TnPheR+e+P+UfpE0+MOOSQJ/7DTNNI9E9j2Dcinnp3PkEapu6OO+6IXXbZJW699dYYnU7gmgBBGiZmSWH6IxHx2YgYjYih/NrR6fTfp7/znYjXvnYYjwj5GBvrr1VPOumJA9/TtCgiHoqIV0Y86URKQRqm56qrropdd901HnjggRiZ5skjyyJIw8SMF6Y7EfHViHhn9I/fDOUITbcbsdpq/Xv4bbnlMB4R8vHQQxFveEPE//t/Q1mrRvSPr94WEbMj4veLfVyQhuk555xz4s1vfnP0er3Cj68K0jAx44XpVSLivIj4+4hoD2tQux2xySb99eq66w7rUUuXd5Q+4YSID3xg6A87SNtviSfCtCANU/enP/0pdtxxx/j9739f+AE+QRom56lh+l8i4v8UMajV6i+evve9iD32KGICpKfXi3jf+yK+8pWhP/RIRDwaES+LiKtCkIbpuuaaa+KlL31pLFy4sPADfII0TM7iYboVEadH/0KCoR3gG+h0IlZeOWLu3Ii/+7thPzqk6ZFHInbbLeKnP53eDlnjWBQRf4yIHf72T0Eapuecc86JvfbaK3r9W7IWOkuQhslZPEyvFBE/ioitI6I77EGdTsSsWRE/+1nE2msP+9FLkW+UPu+8Qg9qj0X/CrG/j4hXC9IwZYsWLYrtt98+rr/+ekEaEjUI04+ddVZ8s8hBrVbEjBkR8+Y50Ecz/Md/RBx+eGEPPxIR90XEFq1WHPP1rwvSMEV/+ctfYvPNN4977rlHkIZEDcL0qy+7LI6IIV0dPZ5OJ2KttSJuvDFijTWKmgLpeOtbI84+eyi7T45nUUTcGBG7rLJK/OCHPxSkYYquueaa2G677WJ0dFSQhkQtWLAgZu+8c3zhd7+LPaKAID3Q7UZss03/hLIMX6d5Rul77ulfpn7XXYUtmiL6B/ruXXPNeMYdd0Rr+eULmwN19ulPfzo+8YlPFL5giog48cQT46CDDip8DtTRyB13xKOzZsUKixYN/6qTxXW7/SB9xRX9f4e6+tWvIl784mnfP3pZRiLiT9tsE+tdcUX/xA9g0t785jfHd77zncKDdETEz372s9hxxx0LnwN19OAll8QKs2cP5/YyS9PpROyzT8QZZxQ9Car13e9GvPGNhY8Zi4g/HHBArHfyyYXPgjp67LHHYquttoqbb7658PXqcsstF7fffnuss846hc6Burrz2GNjnX/+53KGffazER/5SDmzhijPKL3//hFf//rQt5UZT6/VitZHPxrxv/934bOgbq6//vrYeuutC79COiKi1WrF6quvHjfffHOsnenWFVCpf/zH6H3/+9Eq4b01Wq2IT3864mMfK34WVGF0NOIlL4m49tpS1qsREXHWWf0D6MCkfPvb34699tqrlFmdTic233zzmDdvXsyYMaOUmVAbjz0W8aIXRW/+/HLWqxER3/9+xOteV84sKNtdd/Uv+Ln77qHdR3qpOp3+iclbbVX8LKiZI488Mo4++uhSLvjpdDrxpje9Kb7xjW8UPgtq549/jNh00+g98EC0ynhvnTEj4rrrIjbdtPhZQ1ToxVCFuOWWiNNPL+0AX6vXizjmmP5iDZiUo48+urRZvV4v7r///vjCF75Q2kyojauvjjjnnPIO8PV6Ef/2bxEPPljOPCjb978fcdVV5QXpVqt/kkeBOwhBHfV6vfjoRz9a2m2aRkdH4/rrr49zzjmnlHlQK//1XxE33VTeerXdjvjoR8uJdVCFE0/s70RZ5v/GjzyyvFlQE/fee2985jOfKSVIR/TXq2effXbccMMNpcyDWjnuuIiHHionSEf038M//elyZg1RflH6S18qf5/0kZGIU08tdyZk7g9/+EOcc845pVwlPTA6OhonnXRSPPbYY6XNhFr44hfL30p74cL+ridQR8cfX+56tdeLuO22iIsuKm8m1MAll1wSv/71r0s7yBfRv/rk+OOPL20e1Mbxx/dDcVnGxiJuuCHi5z8vbyaUZdGifpQu84TG0dGIc8+N+N3vypsJNXD66afHo48+WurMbrcbJ510UqkzIXsLF0Z85SvlXZwQ0e+W//VfEX/5S3kzhyCvKL1wYcScOeX+h43oL9KOP94ZsjAJJ598cqkH+AbuuusuV5/AZNx3X8SZZxZ+39tx2dmAOpo/P+Lii8tfr3a7ESecUO5MyNwXv/jF6JZ8Utbo6GjMnTvX1ScwGddc09/2t+wdQbrdfriDuvnBDyLuvLP8ue12/4A9MCG9Xq+SkxlHRkbia1/7Wjz00EOlz4Zsfetb/WOsZRsbi/ja18qfOw15Rekrr4x44IFqZv/2txG/+U01syFD559/foxVsI1ot9uN//mf/yl9LmTrZz+LeOSR8uf2ev2rT6o4GAJF+p//6W+nXbaRkf6V0rbwhgnp9Xpx4YUXlrqrz0C73bZehcn44Q/L3zEvov/eesEFLlCgfn74w/J3yoron7R5/vnlz4VM/f73vy99V5+Bhx9+OC6//PLS50K2qlqvjo3116sZyStKz5tX7nZN480Hlml0dDSuvvrqSmaPjIzEZZddVslsyNK8edUsmhafD3VS5Wtq4cKIW26pZjZkZsGCBfFARSc8t9vtmOf9DyauytfL3XdH3HFHdfOhCJdfXs1OWRER11/f3z4cWKYq14vWqzBJl11W/o55A/PmZXUSZatXxak2U7XffhHf+EYl/3EXRcRpz3hGHLvOOqXPhtw8+uijsWDBgkqfwyabbBLtKk9igUwc/7vfxc4PPhiVJLROJ+KTn4w44ogqpkMxXvjC/i4AFfmXZz87zl1ttcrmQy7uv//+uKPC0DRjxox4wQteUNl8yMlF8+fHs6sKaBER55wT8YY3VDcfhmnRoogVV6wuSkfEG2fNipuXX76y+ZCLO++8M+66667K5q+yyiqx3nrrVTYfcrHi2Fj84uabq70C+Ne/jnj+86t8BhNWwV4t03D77ZWdbdCKiOXvuiturPCNAJi4m2++ueqnAFlYM6KaIB3R3/3ElSfUzR/+UNnoRX+bf2OFzwGYmEWLFsWNN95Y9dOALKxV5fBWq9L3dhi6v/610iAdEfHIb34T3gEhfQ888ID1KkzACyKBLan/8IdsonTl/7+alCruefk3rYhYrrLpAFCMSt/ber2IRx+t8hnA8D32WGWje2G9CkD9VHo1RbttvUq9VLhWHbBeBaBOZlb9BCKyWq/mFaWXq27Z0ouIfP6zAsDEVHpIotWq9L0dCjFjRmWjW2G9CkD9VHpN59hYxMwkDjXCcCTwv+fqszgADE8S72sJvL9PVF5R+tnP7t9/sgJjEXFnJZMBoDh3REQ1N8aI/pXS66xT1XQoRoX/m+6G9SoA9fPXKodbr1I3a65Z2bHVAetVAOokife1jNared1TeuutI775zUpGz4yIPz372bHZaqtVMh9y0uv14qabbqps/syZM+P5mdxDAar227/8JXp/rehQ38hIxDbbVDMbirL99hELFkSMln+6Rysi7pk1KzZbfvnSZ0NuHn300ViwYEFl81dZZZVYb731KpsPObnxd7+LZz74YFSW0axXqZPllovYZJOIG26oZPxIRCzaZJPYrJ3XdVJQhfvvvz/uuOOOyuavvfbasdZaa1U2H3Lyh/nz49kjFe3vs8IKERtvXM3sKcgrSm+7bX/rpIp89kc/is9uskll8yEn2267bcybN6/0ud1uN/bee+847bTTSp8NWfr+9yNe//rq5m+7bXWzoQjbbhtx1lnVzJ45M757yy0R3byW+FCF0dHRWGWVVWLhwoWlz2632/GJT3wi/r//7/8rfTZk6d/+LeKTn6zkhK9YZZWIWbPKnwtF2nHHiFtu6Z8kXLLullvGtddeW/pcyNGCBQsqvejmjDPOiN12262y+ZCVvfeO+Na3qlmvbr11REYne+XzTCMittsuoqorP575zIiNNqpmNmToVa96VXQq2BJqZGQkZs+eXfpcyNY//EM1AavV6h/ge/azy58NRdpll2pOoux0Il76UkEaJqjT6cTs2bMrWa+OjY1Zr8Jk7LJLNQf4ut2IV7yiv26FOtlll0qCdHQ6Ea98ZflzIVOzZs2K5zznOZXMnjlzZmy//faVzIYsVXksaNddy587DXlF6VVWidh///IPtrXbEQcfnNXZBlC1Aw88MMYq+It41VVXjTe/+c2lz4VsPeMZEW9+czUh6wMfcJCP+tlii/4W3mWvG0dHIw45pNyZkLmDDjooRksOXe12O7baaqvYxnbAMHE77BCx+eblrxtHRvrHgqBu/vEfI1Zfvfy5o6MR731v+XMhU61WKw455JBol/y7Zbfbjbe+9a2xehV/T0Cu9tmnv4122Xq9iHe/u/y505BfZX3/+8s/m6/Vyu4/LFRt1qxZsfvuu5d69Umn04l3v/vdseKKK5Y2E2rh4IPLf2+dOTPiHe8odyaU5QMfKP8M2XXXjXjta8udCZnbfffdS7+v89jYWBx66KGlzoTstVoRVbxuNtywf9UL1M3yy/fjcJm7hXQ6/Z0H7EIJk3LAAQeUHqVHRkbiYCdlweSsskrEO99Z7kU/nU7EnntGlPw77XTlF6Vf9KKI172uvP+47XbEgQdGPOtZ5cyDGvnEJz5R6tXSyy23XHzoQx8qbR7Uxo47Ruy8c7nvrYceGrHGGuXMg7LttVfEC15Q7oG+T3zC1t0wSZ1OJ4488shS582aNSve8pa3lDYTauNtb4t4znPK3YnkyCPtmEd9HXpouVd0jY727w0PTMo666wTBx98cGlhutvtxm677WZXH5iKf/7nco/L9HoRH/94efOGJM/V9Ze/HLHiisVv3dRu92P0Zz9b7ByoqR122CEOO+yw0hZOxx13XDz3uc8tZRbUSqsVccopETNmFD+r0+nfS/qoo4qfBVVZbrmIM88s52rpbjfiZS+zFSJM0QEHHBC77rprdEs4eDA2NhZnnHFGrFDFtm6Qu5VWijjttPLeW1/zmn4Ih7p69rMjvvCFcma12/2dhF760nLmQc3827/9W6y33nql7Ea5/PLLx5w5cwqfA7U0a1Z5LbHViviXf4nI8ASSVq/X61X9JKbk618v5xeEiy7qby8DTMnChQtjiy22iN/+9rcxUtD2wJ1OJ17+8pfHRRddFC33p4Wp+/KXI973vmJntFoRP/1p/+psqLuPfrT/C0lRy+12ux/Af/Wr/i8/wJTcfvvtsfnmm8fChQsL2+Wn1WrFYYcdFsccc0whjw+NcdBB/TVrUXG63Y5YeeWIG2/sRzuos16vfwLG//xP/0rmInQ6/W1Ff/Wr/sklwJT8+Mc/jtmzZ0fRKeeUU06Jd7jVGkzd2FjEy18e8fOfF/fe2u1GPP/5Edde2z8mlJk8r5SOiHjrWyP+1/8qdsaJJwrSME0rrLBCXHjhhbH66qsXckZft9uNjTfeOL75zW8K0jBd73lPxAc/WOyMU04RpGmOT3864vWvL2brz3a7/+fccwVpmKb1118/fvCDH0Sn0ylkh592ux2vec1r4v/8n/8z9MeGxvnP/4zYddfi3ltnzIg47zxBmmZotSK+8Y2IzTcv5rYznU7EaqtF/PCHgjRM08tf/vL48pe/XOiMww8/XJCG6Wq3I845J2LDDYvZyrvbjXjGMyIuvDDLIB2Rc5SOiPjUp57YM31YMWrwi80JJ/TPwAWm7fnPf35ceumlsfbaaw91a8ROpxObbbZZXHLJJbHmmmsO7XGhsVqtiGOPjRj2vdnb7f5jf+1rEfvvP9zHhpR1uxH/9V8Rb3jDcG870+n0D5r/4AdOoIQh2XnnneP888+PmTNnDnW92mq14rWvfW1861vfihll3CYD6m7mzIjvfjdit92G+97a7UYsv3z/AN8//MPwHhdSt/rqET/6UcSWWw43TA8Omv/kJxEbbzy8x4UGO/DAA+NLX/pStFqtoZ1IObjA5/DDD3cCJQzLWmv13/822mi4762dTsQznxkxd27EBhsM73FLlneUbrX6YfrMMyNWWWX6/4E7nf7/YP77vyMOPng4zxGIiIhNN9005s2bF7vuumtExLSuah4svN7xjnfE3LlzY5111hnKcwSiH5CPPTZizpz+2ezTPTDfbkc861n922G8853DeY6Qk5kzI/7v/+1fNd3tTv811WpFbLJJxGWX9Q/IA0Pzile8In7xi1/EZpttNu0deLrdbnS73TjqqKPi29/+diy//PJDepZArLBCxPe+F3HEEf215nSPBbVaEVtsEXHFFf3tFqFpBgfP3/3u/v89jNg1e3bEvHkRL3zh9B8LeNx73/veuOCCC2KdddaZ9o6U3W43VlpppTj11FPjM5/5jB0oYZjWXbe/hffgFsTTeW8dvDZf85qIK6+MeMELpv/8KpR3lB5461sjbrqp/x8lYvIH+wZ/gT/1cYChevaznx3nnXdenHrqqbHKKqtEq9Wa1IJnsNhad91144ILLog5c+bEqquuWtTTheZqtSLe9a7+vfRmz+5/bCrvra1W/8DGjTdG7LLL8J8n5KLTifjYxyKuvrp/0Dti8q+pdrv/PR//eP9xXvzioT9NIGKLLbaIefPmxZFHHhkzZsyY9FUog6usN99885g3b14cccQRQ73yGvibGTMijjqqH5I33bT/sckenB9s1/3pT0f84hf9LYyhqVZeOeJLX+rfX3qwff1kXlOtVv/Pyiv3T3C+8ML+vaSBoXvVq14VN910U+y///7RarUmHacHa9PFHwcowGqrRZx6an+Xu7XX7n9sMq/Xwe+iq63WvzD3e9/rx+7MtXq9Xq/qJzFU114bcdJJEaedFvHII0/8R178puLdbv+G42NjEauuGnHggRHvfW//cnqgFA899FCcddZZ8fnPfz5+9atfRUTEjBkzYtGiRY9/TavVim63+/jHXvrSl8YHPvCBeMMb3mD7QyjTvHkRJ54Y8fWvRzz22JLfW0dHI3q9/hZw73tf/x7V7nULT9brRfz4x/3X1Dnn9F83i69NB2bMiBgZ6X/9s54Vccgh/ZNFnvnM6p47NMydd94ZX/va1+KEE06IO+64IyKevl5tt9vRbrdjZGQk2u12vP71r49DDjkkZs+e7WoTKMvYWMT/+3/927Cde27/vXPxtenAjBkRg9fvc58b8YEP9HfyWWutap43pGrRoojvfz/i+OP769aIZb+mNtss4oMf7F/ws/LK5T9naKhbb701vvzlL8dXvvKVuO+++560Nh3odDrR6/VibGwsll9++dhvv/3i/e9/f2y11VYVPnNomMcei/jOd/rvrT/7Wf9j3W7/uM/iFn9v3XLL/nvr3ntHrLhiuc+3QPWL0gMPPtg/Y/bKK/sH0//4x4hHH+3fI+i5z43YdtuIbbbp/1lhhaqfLTRWr9eLm2++Oa688sqYN29e/PKXv4wHH3wwOp1OrLrqqrHlllvGNttsEy95yUtig4zvlQC1cP/9/atI5s2LuOqqiD/96Yn31uc974n31W22iVhuuaqfLaTvr3/tv6auvLL/mrr77v4vKiuu2N+OabBeffGLh3sfImBSRkdH49prr4158+bFvHnzYv78+fHwww/HjBkzYs0114ytttoqttlmm9h+++1j7cEZ8EA1/vznJ9arV1/df29dtKh/W5qNN35irfqiFw1ni2Kou9/97on16nXXRdx3Xz9Or7xyf3eBbbft/9l00+He5x2YlEceeeTxteq8efPit7/9bTzyyCOx3HLLxbrrrhvbbLPN48dXV1lllaqfLjTbbbc9sV69/vr+e2uv179F8Qtf2F+rbrttf+1aw/fW+kZpAAAAAAAAACrntFAAAAAAAAAACiNKAwAAAAAAAFAYURoAAAAAAACAwojSAAAAAAAAABRGlAYAAAAAAACgMKI0AAAAAAAAAIURpQEAAAAAAAAojCgNAAAAAAAAQGFEaQAAAAAAAAAKI0oDAAAAAAAAUBhRGgAAAAAAAIDCiNIAAAAAAAAAFEaUBgAAAAAAAKAwojQAAAAAAAAAhRGlAQAAAAAAACiMKA0AAAAAAABAYURpAAAAAAAAAAojSgMAAAAAAABQGFEaAAAAAAAAgMKI0gAAAAAAAAAURpQGAAAAAAAAoDCiNAAAAAAAAACFEaUBAAAAAAAAKIwoDQAAAAAAAEBhRGkAAAAAAAAACiNKAwAAAAAAAFAYURoAAAAAAACAwojSAAAAAAAAABRGlAYAAAAAAACgMKI0AAAAAAAAAIURpQEAAAAAAAAojCgNAAAAAAAAQGFEaQAAAAAAAAAKI0oDAAAAAAAAUBhRGgAAAAAAAIDCiNIAAAAAAAAAFEaUBgAAAAAAAKAwojQAAAAAAAAAhRGlAQAAAAAAACiMKA0AAAAAAABAYURpAAAAAAAAAAojSgMAAAAAAABQmP8fVIvtv3ADAVEAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"small_kings_graph_mis.json\")\n", + "IS_sizes,pp_bitstrings = analysis_MIS(small_G,result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),3)\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " ax = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(ax,small_G,pos,node_colors = seqs_color)\n", + " \n", + "plt.show()\n", + " \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Executing the analog quantum program on Aquila\n", + "\n", + "Now, we can try the same thing on QuEra's analog Hamiltonian simulator. Seeing as we can use many more qubits, let us leverage that, by constructing a Kings graph of 157 vertices." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lattice constant is 4.783um\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pos,G = kings_graph(15,15,0.7,seed = 2)\n", + "\n", + "\n", + "# Determine the scaling factor a\n", + "blockade_radius = (C6/(Delta_final))**(1/6)\n", + "unitdisk_radius,min_radius,max_radius = find_UDG_radius(pos,G)\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "\n", + "print('Lattice constant is {:0.3f}um'.format(a*1e6))\n", + "register = AtomArrangement()\n", + "for x in pos:\n", + " register.add([round(a * x[0],7), round(a*x[1],7)])\n", + "show_register(register,blockade_radius = a*1.5,show_atom_index=False)\n", + "\n", + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets run this on Aquila!" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mBaseException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Only run this cell when you are ready to submit your job.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mbraket\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maws\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mAwsDevice\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mqpu\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mAwsDevice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "\n", + "from braket.aws import AwsDevice\n", + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "\n", + "nshots = 1000\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)\n", + "\n", + "# save_result_json(\"large_kings_graph_mis.json\",task.result())" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"large_kings_graph_mis.json\")\n", + "nmeas = len(result_json[\"measurements\"])\n", + "seqs = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,nmeas-2,nmeas-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[seqs[i][j]] for j in range(len(seqs[i]))]\n", + " visualize_graph(ax,G,pos,node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 41.4100\n", + "Average post-processed IS size: 37.1719\n" + ] + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"large_kings_graph_mis.json\")\n", + "IS_sizes,pp_bitstrings = analysis_MIS(G,result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),3)\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " ax = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(ax,G,pos,node_colors = seqs_color)\n", + " \n", + "plt.show()\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Real-world example: Locations in Boston\n", + "\n", + "Finally, let us do a real-world example of computing MIS on locations in Boston. There are many examples of MIS, but one simple one is antenna placement: Given some potential locations of antennas, what is the maximum number you may choose such that no two antenna coverage areas overlap?\n", + "\n", + "### Best Practices\n", + "\n", + "In order to embed our problem onto Aquila we need to discuss how the device capabilities can be used effectively.\n", + "\n", + "It is important to consider the physical limitations of the placements of atoms. These constraints are\n", + "1. The resolution of positions must be in increments of 100nm, eg. (1.5e-6, 2.4e-6) and not (1.234567e-6, 8.901e-6)\n", + "2. Each atom belongs to a row, and as many atoms as possible should share rows (the same y-coordinate). This effectively maximizes the number of atoms that can be arranged in the bounded area, due to the mechanism by which the atoms are configured using optical tweezers.\n", + "3. All rows must be at least 4um apart.\n", + "3. No atoms can be closer than 4um apart." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'area': {'height': Decimal('0.000076'), 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}}\n" + ] + } + ], + "source": [ + "# Capabilities, constraints and performance metrics are stored as 'paradigm' attribute of AwsDevice.\n", + "capabilities = qpu.properties.paradigm\n", + "\n", + "# print out lattice capabilities\n", + "pp(capabilities.lattice.dict())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us load a map of Boston and 130 possible antenna locations" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.image as mpimg\n", + "img = mpimg.imread('Boston_downtown.png')\n", + "BOSTON_downtown = open_json(\"Boston_university_locations.json\")\n", + "boston_coordinates = np.array(BOSTON_downtown[\"lattice\"])\n", + "\n", + "boston_unitdisk_radius = 640 # meters\n", + "\n", + "# Construct a unit disk graph as no two sites within 1500 feet of each other\n", + "boston_distances = np.sqrt((boston_coordinates[:,0] - boston_coordinates[:,0,None])**2 \n", + " + (boston_coordinates[:,1] - boston_coordinates[:,1,None])**2)\n", + "boston_G = nx.Graph(boston_distances" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Find unit disk radius\n", + "boston_unitdisk_radius,min_radius,max_radius = find_UDG_radius(boston_coordinates,boston_G)\n", + "print('Unit disk radius of logical graph is {:0.3f}'.format(boston_unitdisk_radius))\n", + "print('Blockade radius is {:0.3e}'.format(blockade_radius))\n", + "a = blockade_radius / boston_unitdisk_radius\n", + "print('Scaling factor is {:0.3f}um/m'.format(1/a))\n", + "boston_register = AtomArrangement()\n", + "for x in boston_coordinates:\n", + " boston_register.add([round(a * x[0],7), round(a*x[1],7)])\n", + "show_register(boston_register,blockade_radius = blockade_radius,show_atom_index=False)\n", + "\n", + "boston_ahs_program = AnalogHamiltonianSimulation(\n", + " register=boston_register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mBaseException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Only run this cell when you are ready to submit your job.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mnshots\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1000\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mtask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mqpu\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mboston_ahs_program\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnshots\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "\n", + "nshots = 1000\n", + "task = qpu.run(boston_ahs_program, shots=nshots)\n", + "print(task)\n", + "\n", + "# save_result_json(\"boston_graph_mis.json\",task.result())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Analyze MIS results**" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"boston_graph_mis.json\")\n", + "\n", + "seqs = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(3)]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[seqs[i][j]] for j in range(len(seqs[i]))]\n", + " visualize_graph(ax,boston_G,boston_coordinates,node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 40.5960\n", + "Average post-processed IS size: 37.9480\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"boston_graph_mis.json\")\n", + "IS_sizes,pp_bitstrings = analysis_MIS(boston_G,result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = 1#min(len(ind),3)\n", + "\n", + "fig = plt.figure(figsize=(10,10))\n", + "for i in range(n_show):\n", + " ax = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(ax,boston_G,boston_coordinates,node_colors = seqs_color)\n", + " plt.imshow(img,extent=[0,6000,0,6000])\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Default]", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/tutorial/jawn.ipynb b/tutorial/jawn.ipynb new file mode 100644 index 00000000..ebea22d8 --- /dev/null +++ b/tutorial/jawn.ipynb @@ -0,0 +1,1055 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Interfacing with Aquila\n", + "Import AwsDevice and use it to obtain a handle to the Aquila resource by ARN identifier. Get device properties, such as parameter constraints and the C6 coeffiecient quantifying the Rydberg interaction." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "from braket.aws import AwsDevice\n", + "\n", + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "\n", + "# Capabilities, constraints and performance metrics are stored as 'paradigm' attribute of AwsDevice.\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "# get C6 coefficient in rad m^6/sec Pull from capabilities attribute\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Combinatorial optimization of maximum independent set\n", + "\n", + "This notebook will outline how to do some optimization tasks using QuEra's analog Hamiltonian simulator Aquila. It closely follows the recent paper [Quantum optimization of maximum independent set using Rydberg atom arrays. S. Ebadi et. al. 2022](https://www.science.org/doi/10.1126/science.abo6587)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Maximum independent set (MIS) is a prototypical optimization problem on graphs. Given a graph $G=(V,E)$ of vertices $V$ and edges $E$, the challenge is to find the largest set of vertices $I\\subseteq V$ such that no two vertices in $I$ share an edge. This task is usually hard for a broad class of graph instances using classical computers, as they have to resort to \"educated guess and check\" of every solution in a space of solutions that is exponentially large in the number of vertices.\n", + "\n", + "## Encoding MIS with Rydberg atoms\n", + "\n", + "The basic idea of this quantum optimization is to **encode the maximum independent set solution into the ground state of a Hamiltonian**, then use the quantum adiabatic algorithm (QAA) to anneal from some simple-to-prepare initial state to that ground state. The Rydberg Hamiltonian naturally implements the MIS in its ground state using the Rydberg blockade\n", + "\n", + "$$\\hat H/\\hbar = \\frac{1}{2}\\sum_i\\Omega(t)|g_i\\rangle\\langle r_i| + \\Omega^*(t)|r_i\\rangle\\langle g_i| \\;-\\;\\sum_i\\Delta_i(t)\\hat n_i + \\sum_{ij} V_{ij}\\hat n_i\\hat n_j\\qquad\\text{where}\\qquad n=|r_i\\rangle\\langle r_i|\\qquad\\text{and}\\qquad V_{ij}=\\frac{C_6}{|\\vec x_i - \\vec x_j|^6}$$.\n", + "\n", + "where each atom is set at a position $\\vec x_i$. For $\\Delta<0$, the ground state prefers to have no atoms in the Rydberg state, while for $\\Delta>0$ the ground state prefers to have many atoms in the ground state. The interaction term $V_{ij}$ is an energy penalty if two close by atoms are both in the Rydberg state and forms the basis for the Rydberg Blockade. The **Blockade radius** is the distance at which the single-body detuning term $\\Delta$ equals the interaction term $V_{ij}$.\n", + "\n", + "$$V_{ij}=\\Delta \\quad\\Rightarrow\\quad R_b = |\\vec x_i - \\vec x_j| = \\bigg(\\frac{C_6}{\\Delta}\\bigg)^{1/6}$$\n", + "\n", + "If two atoms are closer than this radius, they are blockaded and it is energetically favorable to only have one atom in the Rydberg state. If two atoms are further than this radius, they are not blockaded and it is energetically favorable to have both atoms in the Rydberg state.\n", + "\n", + "## Unit disk graphs\n", + "\n", + "Analagously, this blockade can be seen as an independent set condition on a **unit disk graph** (UDG). A UDG is a geometric graph where each vertex $i$ has a position $\\vec r_i$, and vertices $i$ and $j$ are connected by an edge if and only if they are closer than the unit disk radius $R_u>|\\vec r_i - \\vec r_j|$. Let us prepare a small example unit disk graph" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from iquhack_utils import visualize_graph\n", + "\n", + "def kings_graph(numx,numy,filling=0.7,seed=None):\n", + " '''\n", + " Generate a next nearest neighbor graph with a lattice constant 1, with some number of nodes removed\n", + " numx - number of grid points in the X direction\n", + " numy - number of grid points in the Y direction\n", + " filling - Fraction of vertices to be kept. Total number of vertices is int(numx*numy*filling)\n", + " \n", + " Returns\n", + " pos - [N x 2] array of points on a square grid\n", + " graph - networkx connectivity graph\n", + " '''\n", + " xx,yy = np.meshgrid(range(numx),range(numy))\n", + " num_points = int(numx*numy*filling)\n", + " rand = np.random.default_rng(seed=seed)\n", + " # Generate points\n", + " points = np.array([xx.flatten(),yy.flatten()]).T\n", + " points = points[rand.permutation(numx*numy)[0:num_points],:]\n", + " # Generate a unit disk graph by thresholding distances between points.\n", + " distances = np.sqrt((points[:,0] - points[:,0,None])**2 + (points[:,1] - points[:,1,None])**2)\n", + " graph = nx.Graph(distances" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def find_UDG_radius(position, graph):\n", + " '''\n", + " Computes the optimal unit disk radius for a particular set of positions and graph.\n", + " position - [N x 2] array of points\n", + " graph - network connectivity graph. This should be a unit disk graph.\n", + " \n", + " returns\n", + " radius - Optimal unit disk radius of the graph\n", + " rmin - Minimum distance\n", + " rmax - Maximum distance\n", + " '''\n", + " \n", + " dists = np.sqrt((position[:,0,None] - position[:,0])**2\n", + " + (position[:,1,None] - position[:,1])**2)\n", + " rmin = 0\n", + " rmax = np.inf\n", + " for i in range(position.shape[0]):\n", + " for j in range(i+1,position.shape[0]):\n", + " if (i,j) in graph.edges:\n", + " if rmindists[i,j]:\n", + " rmax = dists[i,j]\n", + " \n", + " if rmin>rmax:\n", + " print(rmin,rmax)\n", + " raise BaseException(\"Graph is not a unit disk graph!\")\n", + " \n", + " return np.sqrt(rmin*rmax),rmin,rmax\n", + "\n", + "# Find unit disk radius\n", + "unitdisk_radius,min_radius,max_radius = find_UDG_radius(pos,small_G)\n", + "\n", + "\n", + "\n", + "\n", + "# Visualize using networkx\n", + "fig = plt.figure()\n", + "ax = plt.subplot(1,1,1)\n", + "visualize_graph(ax,small_G,pos)\n", + "\n", + "\n", + "# Draw the minimum and maximum unit disk radius of the graph\n", + "x0,y0 = (2,0)\n", + "angles = np.linspace(np.pi/2,np.pi,1001)\n", + "ax.plot(min_radius*np.cos(angles)+x0,min_radius*np.sin(angles)+y0,\n", + " linestyle=\":\",color=\"red\",label=\"$R_{min}$\")\n", + "ax.plot(unitdisk_radius*np.cos(angles)+x0,unitdisk_radius*np.sin(angles)+y0,\n", + " linestyle=\"--\",color=\"red\",label=\"$\\sqrt{R_{max}R_{min}}$\")\n", + "ax.plot(max_radius*np.cos(angles)+x0,max_radius*np.sin(angles)+y0,\n", + " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", + "\n", + "ax.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", + "ax.set_xlim((-0.25,3))\n", + "plt.legend(loc=\"upper right\",)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Encoding the graph onto the quantum register\n", + "\n", + "The next step is to take the logical unit disk graph and encode it onto the physical atoms. This is set by the characteristic scale of the final detuning, which we take to be $\\Delta = 20\\times 10^6$rad/sec. Note that while this scaling is a good first guess, it may not be an optimal value." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade radius of Rydberg system is 8.044e-06m\n", + "Unit disk radius of logical graph is 1.682\n" + ] + }, + { + "data": { + "image/png": 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VTz4pjR9vbo8aZRaPEIIA/AkRCABX8cQT0sSJ5koio0dLzz1HCALwH0QgAFzDY4+5QnDMGLN4JCnJ7qkAIPOIQAC4jkcflSZPNiE4diwhCMA/EIEAkAbdu0tTppgQHDfOrCImBAH4MiIQANKoWzdp2jQTguPHm1XEhCAAX0UEAkA6dOkiTZ8uBQVJEyaYVcSEIABfRAQCQDo98ogrBCdNMquICUEAvoYIBIAM6NxZ+vxzE4KTJ5tVxImJdk8FAGlHBAJABj38sDRjhgnBqVMJQQC+hQgEgEzo2FGaOVMKDjaLRnr0IAQB+AYiEAAyqUMH6YsvTAh+9pk5nQwhCMDbEYEA4AYPPijNmmVC8PPPpa5dpUuX7J4KAK6OCAQAN3ngAWn2bCkkxOwiJgQBeDMiEADcqH176X//MyH4xRfmvIKEIABvRAQCgJvdd580Z44JwVmzzOlkCEEA3oYIBAAPaNdOmjtXCg01WwY7dZIuXrR7KgBwIQIBwEPatpW+/NKE4Jw5hCAA70IEAoAHtWkjzZsnZctmtgx27EgIAvAORCAAeFjr1q4QnDfPnFcwIcHuqQAEOiIQALJAq1bSggVS9uzS/PmEIAD7EYEAkEVatHCF4IIF5gTThCAAuxCBAJCFmjeXFi40IfjVV+YE0/Hxdk8FIBARgQCQxZo1MwGYI4e0aBEhCMAeRCAA2CAy0gRgjhzS119L998vXbhg91QAAgkRCAA2adLEBGDOnNKSJYQggKxFBAKAjRo3doXgN9+YS84RggCyAhEIADZr1EhavNiE4NKl5koj58/bPRUAf0cEAoAXaNjQ7BIOC5OWLycEAXgeEQgAXiIiwhWCUVHSvfdK587ZPRUAf0UEAoAXuecec2xgrlzSihWEIADPIQIBwMvcfbc5NjB3bunbb6U2bQhBAO5HBAKAF7rrLlcIfved1Lq1FBdn91QA/AkRCABe6s47pWXLpDx5pJUrpVatCEEA7kMEAoAXq1/fFYKrV0stW0pnz9o9FQB/QAQCgJerV8+cNiZvXmnNGkIQgHsQgQDgA+64wxWCa9dKLVpIsbF2TwXAlxGBAOAj6tY15w8MD5fWrSMEAWQOEQgAPuT2210huH691Ly5FBNj91QAfBERCAA+5rbbzImk8+WTNmyQmjWTzpyxeyoAvoYIBAAfVKeOOZF0/vzSxo2EIID0IwIBwEfVqmW2CObPL/3wgxQZKZ0+bfdUAHwFEQgAPqxWLbNFsEAB6ccfCUEAaUcEAoCPq1nTXFquYEHpp5+kpk2lf/6xeyoA3o4IBAA/UKOG2SJYsKC0aRMhCOD6iEAA8BM1apgtgoUKSZs3S02aSKdO2T0VAG9FBAKAH7nlFmnlSqlwYWnLFkIQwNURgQDgZ6pVM1sECxeWtm6VGjeWTp60eyoA3oYIBAA/VK2a2SJ4ww3Stm0mBE+csHsqAN6ECAQAP1W1qgnBIkWkn38mBAGkRAQCgB+7+WZXCP7yi9SokfT333ZPBcAbEIEA4OeqVJFWrZKKFpV+/dWE4PHjdk8FwG5EIAAEgMqVTQgWKyb99hshCIAIBICAUamSCcHixaXff5caNpSOHbN7KgB2IQIBIIBUrGhCsEQJaft2E4JHj9o9FQA7EIEAEGAqVDAhWLKktGOHCcHoaLunApDViEAACEA33eQKwZ07CUEgEBGBABCgypc3IViqlPTHH1JEhHTkiN1TAcgqRCAABDBnCN54o/TnnyYEDx+2eyoAWYEIBIAAV66cCcHSpaVdu0wIHjpk91QAPI0IBACobFlXCP71FyEIBAIiEAAgSSpTRlq92vxz924TggcP2jwUAI/JUAR+8sknKlu2rHLkyKHatWtr7dq113z+jBkzVKNGDYWFhalYsWLq0aOHTp48maGBAQCeU7q0CcGyZV0heOCA3VMB8IR0R+Ds2bPVp08fDRgwQFu3blWDBg3UokULHbjK/yXWrVunrl276rHHHtPvv/+uOXPm6KefftLjjz+e6eEBAO53441m13C5ctKePSYE9++3eyoA7pbuCBw+fLgee+wxPf7446pSpYpGjBihUqVKaezYsak+f+PGjSpTpoyef/55lS1bVnfddZeeeuopbdq06aqvER8fr5iYmBQfAICs4wzB8uWlvXtNCO7bZ/NQANwqXRGYkJCgzZs3KzIyMsXjkZGR2rBhQ6pfU79+fR06dEhLliyRZVk6duyY5s6dq1atWl31dYYMGaLw8PDkj1KlSqVnTACAG5QqZULwpptMABKCgH9JVwSeOHFCiYmJKlKkSIrHixQpoqNXufhk/fr1NWPGDHXo0EHZsmVT0aJFlS9fPn388cdXfZ3+/fvrzJkzyR8HOTIZAGxRsqQJwQoVzC7he+4xWwYB+L4MLQxxOBwp7luWdcVjTtu3b9fzzz+vN954Q5s3b9bSpUu1d+9e9ezZ86rfP3v27MqbN2+KDwCAPUqUkFaulCpWNItEIiLMsYIAfFtIep5cqFAhBQcHX7HV7/jx41dsHXQaMmSI7rzzTr300kuSpFtuuUW5cuVSgwYN9M4776hYsWIZHB0AkFWcIdiwoevKIitXmmMGAfimdG0JzJYtm2rXrq2oqKgUj0dFRal+/fqpfs25c+cUFJTyZYKDgyWZLYgAAN9QvLjZNVypkjl/YESEObE0AN+U7t3Bffv21cSJEzV58mTt2LFDL7zwgg4cOJC8e7d///7q2rVr8vPbtGmjefPmaezYsdqzZ4/Wr1+v559/XrfffruKFy/uvj8JAMDjihUzIVi5srmiCCEI+K507Q6WpA4dOujkyZMaNGiQoqOjVa1aNS1ZskSlS5eWJEVHR6c4Z2D37t0VGxur0aNH68UXX1S+fPnUqFEjDR061H1/CgBAlila1IRgw4bSjh1msYhz8QgA3+GwfGCfbExMjMLDw3XmzBkWiQBIk7g4KXduc/vsWSlXLnvn8UfHjkmNGknbt7u2EFasaPdUQOYFSndw7WAAQIYUKWIWh1StKkVHm13Df/xh91QA0ooIBABk2A03SN99J1Wr5grBnTvtngpAWhCBAIBMcYZg9erS0aMmBHfssHsqANdDBAIAMq1wYROCt9xijhVs2NAcKwjAexGBAAC3KFRI+vZbqUYNVwj+/rvdUwG4GiIQAOA2zhC89Vbp+HETgr/9ZvdUAFJDBAIA3KpgQROCNWtKf/9tTiPz6692TwXgv4hAAIDbFSggrVgh1arlCsFffrF7KgCXIwIBAB7hDMHataUTJ0wI/vyz3VMBcCICAQAekz+/CcE6daSTJ6XGjaVt2+yeCoBEBAIAPCxfPikqSrrtNlcIbt1q91QAiEAAgMc5Q7BuXenUKROCW7bYPRUQ2IhAAECWCA+Xli2T7rhD+ucfqUkTafNmu6cCAhcRCADIMs4QrFfPFYKbNtk9FRCYiEAAQJbKm1daulSqX186fdqE4E8/2T0VEHiIQABAlnOG4J13SmfOSE2bSj/+aPdUQGAhAgEAtsiTR/rmG+muu1wh+MMPdk8FBA4iEABgG2cINmggxcRIkZHSxo12TwUEBiIQAGCr3LmlJUuku+92heD339s9FeD/iEAAgO2cIRgRIcXGmhDcsMHuqQD/RgQCALxCrlzS119LDRtKZ89KzZpJ69fbPRXgv4hAAIDXcIZgo0auEFy71u6pAP9EBAIAvEpYmLRokbm0XFyc1KKFtGaN3VMB/ocIBAB4HWcINm1qQrBlS2n1arunAvwLEQgA8Eo5c0oLF5pFIs4QXLXK7qkA/0EEAgC8Vs6c0oIF5tjAc+dMCK5cafdUgH8gAgEAXs0Zgs2bS+fPS61aSd99Z/dUgO8jAgEAXi9HDmn+fLMl0BmCK1bYPRXg24hAAIBPyJFDmjfPBOCFC1KbNlJUlN1TAb6LCAQA+Izs2aUvv5RatzYheO+90vLldk8F+CYiEADgU7Jnl+bONVsCnSG4bJndUwG+hwgEAPgcZwi2bSvFx5t/Ll1q91SAbyECAQA+KVs26X//k9q1c4XgkiV2TwX4DiIQAOCznCF4331SQoL55+LFdk8F+AYiEADg00JDpdmzpfbtXSH49dd2TwV4PyIQAODzQkOlL76QHnhAunhRuv9+c+1hAFdHBAIA/EJoqDRzpvTggyYE27c31x4GkDoiEADgN5wh2KGDCcEHHjCXnANwJSIQAOBXQkKkzz+XOnaULl0yWwbnz7d7KsD7EIEAAL8TEiJ99pnUqZMJwYceMlcaAeBCBAIA/FJIiDRtmtS5swnBDh3MCaYBGEQgAMBvOUOwSxcpMdHsIp4zx+6pAO9ABAIA/FpwsDRlitS1qwnBhx825xUEAl2I3QMAAOBpwcHS5MmSw2G2DHbqJFmW2TIIBCq2BAIAAkJwsDRpktSjh5SUZI4VnDnT7qkA+xCBAICAERwsTZwoPfqoCcEuXaQZM+yeCrAHEQgACChBQdKECdLjj5sQ7NrVnFcQCDREIAAg4AQFSZ9+Kj3xhCsEp0+3eyogaxGBAICAFBQkjRsnPfmkWSTSvbtZNAIECiIQABCwgoKksWOlnj1NCPboYU4nAwQCIhAAENCCgqRPPpGeftqE4GOPmdPJAP6OCAQABDyHQxozRnr2WVcITpxo91SAZxGBAADIhODHH0vPPWfuP/GEWUUM+CsiEACAfzkc0siR0vPPm/tPPimNH2/vTICnEIEAAFzG4ZBGjJB69zb3n3rKrCIG/A0RCADAfzgc0kcfSS+8YO4//bRZPAL4EyIQAIBUOBzShx9KL75o7j/7rFk8AvgLIhAAgKtwOKT335f69TP3e/Uyi0cAf0AEAgBwDQ6HNGyY9PLL5v7zz0ujRtk7E+AORCAAANfhcEjvvSe9+qq537u3WTwC+DIiEACANHA4pHfflfr3N/dfeMEsHgF8FREIAEAaORzS4MHSgAHmft++ZvEI4IuIQAAA0sHhkN5+W3r9dXO/Xz/pgw/snQnICCIQAIB0cjikgQOlN94w9196ySweAXwJEQgAQAY4Q/Ctt8z9V16Rhg61dSQgXYhAAAAy4c03TQxKZvXwkCH2zgOkFREIAEAmvfGGNGiQuf1//2cWjwDejggEAMANXn9deucdc/u111y3AW9FBAIA4CYDBphzCUomCp1bBwFvRAQCAOBG/fu7jgt8803XwhHA2xCBAAC42auvulYKDxxoYtCy7J0J+C8iEAAAD3j5Zen9983tQYMIQXgfIhAAAA+5/GoizquMEILwFkQgAAAe9OKL0vDh5vbgwWblMCEIb0AEAgDgYS+8IH30kbn97rvmXIKEIOxGBAIAkAX69JFGjjS333vPLB4hBGEnIhAAgCzy/PPSxx+b28OGmesNE4KwCxEIAEAW6tVLGj3a3H7/femllwhB2IMIBAAgiz37rDRmjLn94Ydm8QghiKxGBAIAYINnnpHGjjW3P/pI6tuXEETWIgIBALBJz57Sp5+a2yNGmMUjhCCyChEIAICNnnxSGj/e3B41SurdmxBE1iACAQCw2RNPSBMnSg6HWT383HOEIDyPCAQAwAs89pgrBMeMMYtHkpLsngr+jAgEAMBLPPqoNGmSCcGxYwlBeBYRCACAF+nRQ5oyxYTguHFmFTEhCE8gAgEA8DLduklTp5oQ/PRTs4qYEIS7EYEAAHihrl2l6dOloCBpwgTpqacIQbgXEQgAgJd65BFXCE6caFYRE4JwFyIQAAAv1rmz9NlnJgQnTzariBMT7Z4K/oAIBADAy3XqJM2YYUJw6lRCEO6RoQj85JNPVLZsWeXIkUO1a9fW2rVrr/n8+Ph4DRgwQKVLl1b27NlVvnx5TZ48OUMDAwAQiDp2lGbOlIKDpWnTzOlkCEFkRkh6v2D27Nnq06ePPvnkE91555369NNP1aJFC23fvl033nhjql/z0EMP6dixY5o0aZJuuukmHT9+XJcuXcr08AAABJIOHcyK4U6dzLGCSUlmy2BwsN2TwRc5LCt9F6apW7euatWqpbFjxyY/VqVKFbVr105Dhgy54vlLly5Vx44dtWfPHhUoUCBNrxEfH6/4+Pjk+zExMSpVqpTOnDmjvHnzpmdcAAEqLk7KndvcPntWypXL3nkAd5o712wZTEw0xwxOm0YIulNMTIzCw8P9vjvStTs4ISFBmzdvVmRkZIrHIyMjtWHDhlS/5quvvlKdOnU0bNgwlShRQhUrVlS/fv10/vz5q77OkCFDFB4envxRqlSp9IwJAIBfe+ABafZsKSTEHCvYtavEDjakV7oi8MSJE0pMTFSRIkVSPF6kSBEdPXo01a/Zs2eP1q1bp99++03z58/XiBEjNHfuXD377LNXfZ3+/fvrzJkzyR8HDx5Mz5gAAPi99u1dIThzptSlCyGI9En3MYGS5HA4Uty3LOuKx5ySkpLkcDg0Y8YMhYeHS5KGDx+uBx54QGPGjFHOnDmv+Jrs2bMre/bsGRkNAICAcf/90pw50oMPSrNmSZYlff65CUPgetK1JbBQoUIKDg6+Yqvf8ePHr9g66FSsWDGVKFEiOQAlcwyhZVk6dOhQBkYGAABO7dqZYwRDQ82WwU6dpIsX7Z4KviBdEZgtWzbVrl1bUVFRKR6PiopS/fr1U/2aO++8U0eOHNHZs2eTH/vzzz8VFBSkkiVLZmBkAABwubZtXSE4Zw4hiLRJ93kC+/btq4kTJ2ry5MnasWOHXnjhBR04cEA9e/aUZI7n69q1a/LzO3XqpIIFC6pHjx7avn271qxZo5deekmPPvpoqruCAQBA+t17rzRvnpQtmwnChx8mBHFt6Y7ADh06aMSIERo0aJBuvfVWrVmzRkuWLFHp0qUlSdHR0Tpw4EDy83Pnzq2oqCidPn1aderUUefOndWmTRuNGjXKfX8KAACg1q1dIfjll+a8ggkJdk8Fb5Xu8wTaIVDO1wPAfThPIALZkiXSffeZAGzXzhwrmC2b3VP5jkDpDq4dDACAn2nZUlq4UMqeXVqwQHroIbYI4kpEIAAAfqh5c1cILlxoTjB92cW4ACIQAAB/1ayZ9NVXUo4c0qJFhCBSIgIBAPBjkZGuEPz6a3OlEUIQEhEIAIDfa9rUbAnMkUNavNhcaeTCBbungt2IQAAAAkCTJmZLYM6crtXDhGBgIwIBAAgQjRubLYE5c0pLl5rTxxCCgYsIBAAggDRsaLYEhoVJy5aZS86dP2/3VLADEQgAQICJiHCF4PLlhGCgIgIBAAhA99wjffONuZpOVJS59vC5c3ZPhaxEBAIAEKDuvtsVgitWSG3aEIKBhAgEACCANWhgFonkzi19953UurW59jb8HxEIAECAu+sus0gkTx5p5UpCMFAQgQAAQPXru0Jw1SqpZUvp7Fm7p4InEYEAAECSVK+eWS2cN6+0Zg0h6O+IQAAAkOyOO1whuHat1KKFFBtr91TwBCIQAACkULeuOW1MeLi0bh0h6K+IQAAAcIXbb3eF4Pr1UvPmUkyM3VPBnYhAAACQqttuM+cPzJdP2rCBEPQ3RCAAALiqOnVMCObPL33/vdSsmXTmjN1TwR2IQAAAcE21a7tCcONGQtBfEIEAAOC6atWSvv1WKlBA+uEHKTJSOn3a7qmQGUQgAABIk5o1XSH4449S06bSP//YPRUyiggEAABpduut5hrDBQtKmzYRgr6MCAQAAOlSo4YJwUKFpM2bpSZNpFOn7J4K6UUEAgCAdLvlFlcIbtlCCPoiIhAAAGRI9erSypVS4cLS1q1S48bSyZN2T4W0IgIBAECGVatmQvCGG6Rt20wInjhh91RICyIQAABkStWqJgSLFJF+/pkQ9BVEIAAAyLSbb3aF4C+/SI0aSX//bfdUuBYiEAAAuEWVKtKqVVLRotKvv5oQPH7c7qlwNUQgAABwm8qVTQgWKyb99hsh6M2IQAAA4FaVKpkQLF5c+v13qWFD6dgxu6fCfxGBAADA7SpWNCFYooS0fbsJwaNH7Z4KlyMCAQCAR1So4ArBHTtMCEZH2z0VnIhAAADgMTfdZEKwZElp505C0JsQgQAAwKOcIViqlPTHH1JEhHTkiN1TgQgEAAAeV768CcEbb5T+/NOE4OHDdk8V2IhAAACQJcqVMyFYurS0a5fZNUwI2ocIBAAAWaZs2ZQhGBEhHTpk91SBiQgEAABZqkwZE4Jlykh//WVC8OBBe2cKREQgAADIcs4QLFtW2r3bhOCBAzYPFWCIQAAAYIvSpU0Ilisn7dljQnD/frunChxEIABcZsCAAapZs6YKFCigHDlyqFy5cnryySe1n99MgEfceKMrBPfuNSG4b5/7XyciIkIOh+OKj+bNm7v/xXxEiN0DAIA3OX36tB5++GFVqVJFefLk0fbt2/XOO+/oq6++0u+//66CBQvaPSLgd0qVklavNgHo3DXsPGbQncqVK6cZM2akeCxfvnzufREfQgQCwGXGjBmT4n5ERITKli2rli1bauHChXr00UdtmgzwbyVLukLQuVhk5UpzzKC75MyZU3fccYf7vqGPY3cwAFxH4cKFJUkhIfy9GfCkEiXMFsAKFcyxgRER5lhBeAYRCACpuHTpks6fP6+tW7eqT58+qlixou6//367xwL8njMEK1Y0q4Wdu4jdYffu3SpQoIBCQkJUvnx5DRgwQOfPn3fPN/dB/LUWgH+KjZWUx9xeuFBq00jKkydNX3r06FEVK1Ys+X7dunW1cuVK5c6d2wODAviv4sVNCDZs6LrW8KpV5tJzio2VoqKkU6ekAgWkpk3T9N6+66671KFDB1WuXFnnz5/XN998o2HDhmndunVauXKlgoICb7uYw7Isy+4hricmJkbh4eE6c+aM8ubNa/c4ALxZXJw0YIDixs9Q7vN/S5LOKpdyhUl64glp8GApV65rfotLly5p27Ztio+P144dOzRs2DA5HA6tWrUqRRwC8KzoaKlRI2nnTqlE8SStavqubpozRDp3zvWksLA0v7f/68MPP1S/fv00b9483XfffcmPB0p3EIEA/EdcnNl0sGWL4hKzK7fiJP0bgTonBQdLtWqZo83T8cvi0KFDKlu2rJ555hmNHDnSU9MDSMXRo1KjiCTt+CNIxXVYqxShCvor5ZMy+N4+duyYihYtqpdffllDhw5NfjxQuiPwtn0C8F8DBkhbtkiJial/PjHRfH7AgHR925IlS6p48eL6888/3TAkgPQoWlRa2eAN3azfdUQlFKFV+lMVUj4pg+9tp0DcFSxxTCAAfxEbK02YkByASZd96qzCXHcSJY2fIfV/R0rjMX67d/+lQ4cOqUWLexUX576RAaRBbKxyz/hUizRDrfW1dqiqamirJquHOmiOa2tWYqL5f8A7aX9vT5s2TZIC9rQx7A4G4B/mzZPat0++O1iv6DW9l85v8oukFyQ9IKmczM6SXyV9JCle0k+SSrtlXACZ95fKqrz2pXzwyy+l/6zkX7t2rQYPHqz77rtP5cqV04ULF/TNN99o/PjxuueeexQVFZVia2CgdAdbAgH4h1Onkm8u1L16U4My8E2KSCou6UNJ0ZIuSSopqbWk/5NUKvNzAnCbPDp75YOX/b/AqVixYgoODtbbb7+tEydOyOFwqEKFCho0aJBefPFFdgcDgE8rUECStEBt9ZD+p0Rlu+Ipb+gtvaz3zZ0ZM6W2bf/zjCKSPvPsnADSZ+FCJXTupm6apkVqqxDF65KyS5LCdO7K5//7/4LL3XTTTVq8eLGnJ/U5RCAA/9C0qeZn66CHEj7TJYXqAf1Pc/WQJBN/g/79CFGiXg8bLt3bWErf2SQA2CChWSM9EjxdixLvVTbF6wt1VHvNlyQ5/vvksDApMjLLZ/RVgbn9E4Df+XJ5Hj10aYYuKVQPa6Ym6vHkz72s9/Wu+kuS3tDbGlh9bpoPHAdgn4QE6aHH8mhB4r3KrgtaqLZqpuWpPzk42JwvkPd2mhGBAHze3LlShw7SpaRgdSqwVNODeihEKU8T01/v6T2HCcG3fmiht96yYVAAaRYfLz3wgLngT/bslhZWfFnNg1ek/mTneQIHD87aIX0cEQjAp82ZI3XsaM4O8cgj0vS9DRTy3NNSzrCUTwwL0yvPn9fQtxMkSQMHSm++KXn/+RGAwOMMwEWLpBw5pK++cqjZliFSr16pvrfVq1e6TxQNThEDwIfNni117mwCsEsXacoUs0FAkuKOnVXuoma30NkZC5Xr3sbJu4k++EB66SXzvNdekwYNkhxXHFwEwA7x8eZsT4sXOwPQXB7Y6VrvbXcJlO5gYQgAnzRrltnyl5godesmTZrkCkBJKX8ptG2bYhFIv35SUJD04ovmvLKWJb39NiEI2O3CBROAS5aYAFy0SGrS5D9PusZ7G+nD7mAAPmfmTNcWwO7dUwnANOjbVxo+3NwePNhcbcr794sA/uvCBem++0wA5swpff11KgEItyICAfiUGTPMrt+kJOnRRzMWgE4vvCCNGGFuDxki9e9PCAJ2uHBBatdOWrrUBODixVLjxnZP5f+IQAA+4/PPpa5dTQA+9pi5TGhmT/Tfu7c0cqS5PXSo9OqrhCCQlc6fN3t1ly0zazyWLJEaNrR7qsBABALwCdOnuwLw8cel8eMzH4BOzz8vffyxuT1smPTyy4QgkBXOnZPuvVdavtwVgBERdk8VOIhAAF5v2jRz7J9lSU8+KX36qfsC0KlXL2n0aHP7gw/M4hFCEPAcZwCuWGHO7PLNN9I999g9VWAhAgF4talTpR49TJD17CmNHev+AHR69lnpk0/M7eHDzephQhBwv3PnpDZtpG+/dQXg3XfbPVXgIQIBeK3Jk83iD8uSnn5aGjPGcwHo9PTTJjQl6aOPzOIRQhBwn7g4qXVr6bvvzNleli6VGjSwe6rARAQC8EqTJpnFH5ZlttBlRQA69expdjlLZtFInz6EIOAOzgBcuVLKk8csBrnrLrunClxEIACvM2GCWfwhmWP1Pv4460/k/OSTZvGJJI0aZRaPEIJAxp09K7VsKa1a5QrA+vXtniqwEYEAvMr48SbAJBNeo0bZdyWPJ56QJk40rz96tPTcc4QgkBHOAFyzRsqb16wGrlfP7qlABALwGuPGSU89ZW737m1O5Gz3pdwee8wVgmPGmF3TSUn2zgT4kthYqUULae1aVwDecYfdU0EiAgF4ibFjzaIMySzG+Ogj+wPQ6dFHzSIVh8PMSQgCaeMMwHXrpPBwKSpKqlvX7qngRAQCsN2YMdIzz5jbfftKH37oPQHo1L27NGWKmWvcOBOshCBwdTExUvPm0vr1rgC8/Xa7p8LliEAAtho92iz+kMwJmj/4wPsC0KlbN3PiaofDHLvYsychCKTGGYAbNkj58pkTQt92m91T4b+IQAC2GTXKLLaQzKXahg3z3gB06tLFXMIuKMisYn7ySUIQuNyZM1KzZtL330v585sArFPH7qmQGiIQgC1GjDCLPyTplVek997z/gB0euQRVwhOmmRWEROCgCsAN250BWDt2nZPhashAgFkOeeVOCSpf39pyBDfCUCnzp2lzz83ITh5sllFnJho91SAfU6fliIjpR9+kAoUMJeEq1XL7qlwLUQggCw1fLhZ/CFJAwZIgwf7XgA6PfywNGOGCcGpUwlBBK5//pGaNpV+/NEVgDVr2j0VrocIBJBlPvhAevFFc/u116S33/bdAHTq2FGaOVMKDjaLRnr0IAQRWJwBuGmTVLCguSbwrbfaPRXSgggEkCWGDZNeesncfuMNadAg3w9Apw4dpC++MCH42WfmdDKEIALBqVNSkybS5s1SoUImAGvUsHsqpBURCMDjhg41iz8k6c03pYED/ScAnR58UJo1y4Tg559LXbtKly7ZPRXgOc4A3LLFFYC33GL3VEgPIhCARw0ZIr36qrn91lvmw1898IA0e7YUEmJ2EROC8FcnT0qNG0tbt0qFC0srV0rVq9s9FdKLCATgMYMHS//3f+b2oEFmK6C/a99e+t//TAh+8YU5ryAhCH9y4oQJwG3bpBtuMAFYrZrdUyEjiEAAHvHOO2bxh/P266/bO09Wuu8+ac4cE4KzZpnTyRCC8AfOAPz5Z6lIEROAVavaPRUyiggE4HaDBrmib/BgcyqYQNOunTR3rhQaarYMduokXbxo91RAxv39t9SokfTLL64AvPlmu6dCZhCBANxq4EDXbt8hQ1y7gwNR27bSl1+aEJwzhxCE7zp+3ATgr79KRYtKq1ZJVarYPRUyiwgE4BaWZeLPufBj6FDXgpBA1qaNNG+elC2b2TLYsSMhCN/iDMDffpOKFTMBWLmy3VPBHYhAAJnmDMBBg8z9YcOkl1+2dyZv0rq1KwTnzTPnFUxIsHsq4PqOHZMaNpR+/10qXtwEYKVKdk8FdyECAWSKZZmTP7/9trn/wQeuk0LDpVUracECKXt2af58QhDe7+hRE4Dbt0slSpgArFjR7qngThmKwE8++URly5ZVjhw5VLt2ba1duzZNX7d+/XqFhIToVq4nA/gFyzIrgN95x9wfPtx1WThcqUULVwguWGBOME0IwhtFR5sA3LHDFYAVKtg9Fdwt3RE4e/Zs9enTRwMGDNDWrVvVoEEDtWjRQgcOHLjm1505c0Zdu3ZV48aNMzwsAO9hWWbRx7vvmvsffSS98IK9M/mC5s2lhQtNCH71lTnBdHy83VMBLs4A3LlTKlnSBOBNN9k9FTzBYVmWlZ4vqFu3rmrVqqWxY8cmP1alShW1a9dOQ4YMuerXdezYURUqVFBwcLAWLFigbdu2XfW58fHxir/s/4oxMTEqVaqUzpw5o7x586ZnXAAeYFlS//5m8YckjRwpPf+8vTP9V1yclDu3uX32rJQrl73z/Nfy5Wb18IUL5pjBuXNNGAJ2OnLEBOCff0qlSpnTwJQvb/dUKWXFezsmJkbh4eF+3x3p2hKYkJCgzZs3KzIyMsXjkZGR2rBhw1W/bsqUKdq9e7feTOPlAoYMGaLw8PDkj1KlSqVnTAAeZFnmOsDOABw1yvsC0BdERkqLFkk5ckhffy3df78JQsAuhw9LEREmAG+80WwB9LYAhHulKwJPnDihxMREFSlSJMXjRYoU0dGjR1P9ml27dunVV1/VjBkzFBISkqbX6d+/v86cOZP8cfDgwfSMCcBDLMss+nj/fXN/9GjpuefsncmXNWliAjBnTmnJEkIQ9jl82GwB3LVLKl3aBGC5cnZPBU/L0MIQh8OR4r5lWVc8JkmJiYnq1KmTBg4cqIrpWFKUPXt25c2bN8UHAHtZltSvn/Thh+b+mDHSs8/aO5M/aNzYFYLffGMuOUcIIisdOmS2AF4egGXL2j0VskK6IrBQoUIKDg6+Yqvf8ePHr9g6KEmxsbHatGmTevXqpZCQEIWEhGjQoEH6+eefFRISou+++y5z0wPIEpYl9e1rVv9K0tix0jPP2DuTP2nUSFq82ITg0qXmWMHz5+2eCoHg4EETgH/9JZUpYwKwTBl7Z0LWSVcEZsuWTbVr11ZUVFSKx6OiolS/fv0rnp83b179+uuv2rZtW/JHz549ValSJW3btk1169bN3PQAPM6yzKrfESPM/XHjpJ49bR3JLzVsaHYJh4W5Fo0QgvCkAwdMAO7ebbb8EYCBJ20H6V2mb9++6tKli+rUqaN69epp/PjxOnDggHr++1uhf//+Onz4sKZPn66goCBVq1YtxdffcMMNypEjxxWPA/A+liX17i19/LG5P3689MQT9s7kzyIiTAi2bClFRUn33mtOJxMWZvdk8Df795u/eOzda479W7nSLAZBYEl3BHbo0EEnT57UoEGDFB0drWrVqmnJkiUqXbq0JCk6Ovq65wwE4P0syyz6GDPG3J8wQXr8cXtnCgT33GOODWzZUlqxwoTgV18RgnCffftMAO7bZwJw1SpzOhgEnnSfJ9AOgXK+HsBbWJbUq5f0ySeSwyFNnCg9+qjdU6WPt58n8HrWrTNXGDl71hwzuGgRIYjM27fPbHHev9+c/mXVKnNCaF/CeQLdh2sHA0ghKcms+nUG4KRJvheA/uCuu8wikdy5pe++MyeUjouzeyr4sr17XQF4003S6tW+F4BwLyIQQLKkJLPqd+xYE4BTpkg9etg9VeC6805p2TIpTx5zzFarVoQgMmbPHlcAVqhgtgCWKGH3VLAbEQhAkgnAnj2lTz81ATh1qtStm91ToX59VwiuXm2OFTx71u6p4Et27zYBeOCAVLEiAQgXIhCAkpKkp54yiz+CgqTp06WuXe2eCk716pnTxuTNK61ZQwgi7ZwBePCgVKmSCcDixe2eCt6CCAQCXFKSOe3LxImuAHzkEbunwn/dcYcrBNeuNYtGYmPtngre7K+/zGrzQ4ekypXNIQXFitk9FbwJEQgEsKQkc9qXyZNNAH72mdS5s91T4Wrq1jXnDwwPd60eJgSRml27TAAePixVqUIAInVEIBCgEhOlxx4ziz+CgqQZM6ROneyeCtdz++2uEFy/XmreXIqJsXsqeJM//zS7gI8ckW6+2QRg0aJ2TwVvRAQCASgx0Zz2ZepUKThYmjlT6tjR7qmQVrfdZk4knS+ftGGD1KyZdOaM3VPBG/zxhysAq1Y1pxcqUsTuqeCtiEAgwCQmmtO+TJ/uCsAOHeyeCulVp4707bdS/vzSxo2EIKSdO00ARkdL1aoRgLg+IhAIIImJ5rQvn31mAnDWLOmhh+yeChlVq5bZIpg/v/TDD1JkpHT6tN1TwQ47dphLwR09KlWvbgLwhhvsngrejggEAsSlS+a0LzNmSCEh0uzZ0gMP2D0VMqtWLbNFsEAB6ccfCcFAtH27KwBvucX891C4sN1TwRcQgUAAuHRJ6tLF7Pp1BmD79nZPBXepWdNs+SlYUPrpJ6lpU+mff+yeClnBGYDHjkk1ahCASB8iEPBzly6Z8/7NmmUCcM4c6f777Z4K7uYMgIIFpU2bCMFA8Ntv5hjA48elW281P/9CheyeCr6ECAT82MWL5rQvs2dLoaHS3LlSu3Z2TwVPqVHDbBEsVEjavFlq0kQ6dcruqeAJv/0mNWok/f232RK8YoX5CwCQHkQg4KecAThnjisA27a1eyp42i23mPPCFS4sbdlCCPqjX381u4D//tu1OIgAREYQgYAfunhRevhhE37Zsknz5kn33mv3VMgqztODFC4sbd0qNW4snTxp91Rwh59/NgF44oRUu7YJwAIF7J4KvooIBPxMQoI579+XX7oCsHVru6dCVqtWzWwRvOEGads2E4InTtg9FTLj559dQV+njrlyTP78dk8FX0YEAn7EGYDz55sAnD9fatXK7qlgl6pVTQgWKeIKCELQN23bZo4BPHnSXDGGAIQ7EIGAn0hIMCd+XrBAyp5dWrhQatnS7qlgN+e1Y4sUkX75xbWYAL5jyxbzczt1ynXt6Hz57J4K/oAIBPxAfLw58fPCha4AbN7c7qngLapUkVatkooWNYsKGjUypxWB93Mu7vnnH6luXWn5cik83O6p4C+IQMDHOQNw0SIpRw7pq6/MdWSBy1WubEKwWDHX6UUIQe+2ebPZhf/PP1K9egQg3I8IBHxYfLy58sfXX7sCMDLS7qngrSpVMiFYvLj0+++uK03A+/z0k9kCePq0VL++tHSplDev3VPB3xCBgI+6cMFc+WPxYhOAixaZq0QA11KxognBEiVSXnMW3uPHH817+fRp6c47CUB4DhEI+KALF6T77pOWLJFy5jRbAps0sXsq+IoKFUwIliwp7dhhQjA62u6pIEk//GAC8MwZ6a67pG++kfLksXsq+CsiEPAxFy6YS78tXWoCcPFic9wQkB433eQKwZ07CUFvsHGjOZwjJkZq0IAAhOcRgYAPOX/eXPpt2TIpLMxsCWzY0O6p4KvKlzchWKqU9McfUkSEdOSI3VMFpu+/dwXg3Xeb93bu3HZPBX9HBAI+whmAy5e7AjAiwu6p4OucIXjjjdKff5r/pg4ftnuqwLJhg1nRHxtr/v0TgMgqRCDgA86dM9f+jYqScuUyu4nuucfuqeAvypUzIVi6tLRrlwmRQ4fsniowrF/vCsCGDc3xvbly2T0VAgURCHi5c+ekNm3MheKdAXj33XZPBX9TtqwrBP/6ixDMCuvWmQA8e9act5EARFYjAgEvFhcntW4tffed2T20dKk5YBzwhDJlpNWrzT937zYhePCgzUP5qbVrzVV94uLMwq5Fi8xhHkBWIgIBL+UMwJUrzQrBZcvMKSMATypd2oRg2bKuEDxwwO6p/Mvq1VKLFuY93qQJAQj7EIGAFzp7VmrZ0uyecwZg/fp2T4VAceON5r+9cuWkPXtMCO7fb/dU/mHVKvPejosz5wP86itzqifADkQg4GWcAbhmjblKwPLl5rqhQFZyhmD58tLevSYE9+2zeSgft3Kl1KqVOc63WTNp4UICEPYiAgEvEhtrdhOtXesKwDvusHsqBKpSpUwI3nSTCUBCMOO++84VgM2bSwsWEICwHxEIeAlnAK5bJ4WHm9PB1K1r91QIdCVLmhCsUMHsEr7nHrNlEGn37bcmAM+fN+/x+fPN9b4BuxGBgBeIiTFbB9avdwXg7bfbPRVglChhdmVWrGgWiUREmGMFcX0rVpgFXhcumBAkAOFNiEDAZs4A3LBBypfP/NK47Ta7pwJSSi0Ed++2eyrvtny5OcfnhQsmBL/8Usqe3e6pABciELDRmTPmAPHvv5fy5zcBWKeO3VMBqSte3OwarlTJnD8wIsKcWBpXWrbMXOXnwgUTgnPnEoDwPkQgYBNnAG7c6ArA2rXtngq4tmLFTAhWrmyuKEIIXmnpUnOd7/h4808CEN6KCARscPq0FBkp/fCDVKCAOXC8Vi27pwLSpmhRE4JVqkiHD5vFIrt22T2Vd1iyxBWA7dpJ//uflC2b3VMBqSMCgSz2zz/mJLE//ugKwJo17Z4KSJ8iRcwxgjffLB05YkLwzz/tnspeixdL990nJSSYf86eTQDCuxGBQBZyBuCmTVLBgubcYbfeavdUQMY4Q7BqVSk62uwa/uMPu6eyx9dfS/ffbwLw/vsJQPgGIhDIIqdOmeuEbt4sFSpkArBGDbunAjLnhhvMf8vVqrlCcOdOu6fKWosWuQKwfXtp1iwpNNTuqYDrIwKBLOAMwC1bXAF4yy12TwW4hzMEq1eXjh41Ibhjh91TZY2FC034XbwoPfig9MUXBCB8BxEIeNjJk1LjxtLWrVLhwmb3WfXqdk8FuFfhwq6/3Bw7JjVsKG3fbvdUnrVggQm/ixelhx6SZs4kAOFbiEDAg06cMAG4bZvZWrJypdltBvijQoXMQqcaNVwh+Pvvdk/lGfPnuwKwY0dpxgwpJMTuqYD0IQIBD3EG4M8/pzyAHvBnzhC89Vbp+HETgr/9ZvdU7vXll2bL36VL0sMPS599RgDCNxGBgAf8/bfUqJH0yy8pT6UBBIKCBV2nPnK+F3791e6p3GPuXKlDBxOAnTpJ06cTgPBdRCDgZsePu37pXX5SXSCQFChgroJTq1bKvxT5sjlzzK7fxETpkUcIQPg+IhBwI2cA/vZbystrAYHIGYK1a5vDIxo1ModH+KLZs82u38REqUsXaepUKTjY7qmAzCECATe5/ED44sVNAFaqZPdUgL2c18WuU8e1Un7bNrunSp9Zs6TOnU0AdusmTZlCAMI/EIGAGxw96jolhjMAK1a0eyrAO+TLJ0VFSbfdlvKUSb5g5kxXAHbvLk2aRADCfxCBQCZFR5sA3LFDKlHCBGCFCnZPBXgXZwjWrWtOnt64sTl5ujebMcPs+k1Kkh59lACE/yECgUxwBuDOnVLJkgQgcC3h4dKyZdIdd5jraDsvo+iNPv9c6trVBOBjj0kTJkhB/MaEn+E/aSCDjhwxl8f64w+pVCkTgDfdZPdUgHdzhmC9eq4Q3LTJ7qlSmj7dFYCPPy6NH08Awj/xnzWQAYcPmwD880/pxhtNAJYvb/dUgG/Im1daulSqX186fdqE4E8/2T2VMW2aOfbPsqQnn5Q+/ZQAhP/iP20gnQ4fNruAd+2SSpc2AViunN1TAb7FGYJ33imdOSM1bSr9+KO9M02dKvXoYQKwZ09p7FgCEP6N/7yBdDh0yGwBvDwAy5a1eyrAN+XJI33zjXTXXa4Q/OEHe2aZPNks/rAs6emnpTFjCED4P/4TB9Lo4EETgH/9JZUpYwKwTBl7ZwJ8nTMEGzSQYmKkyEhp48asnWHSJHPsn2VJzz5LACJw8J85kAYHDpgA3L3bbPkjAAH3yZ1bWrJEuvtuVwh+/33WvPaECa4A7NVL+vhjyeHImtcG7EYEAtexf78JwD17zLF/q1aZXcEA3McZghERUmysCcENGzz7muPHm8UfkvT889KoUQQgAgsRCFzDvn3ml9Leva4AvPFGm4cC/FSuXNLXX5uFV2fPSs2aSevXe+a1Pv1Ueuopc7t3b2nECAIQgYcIBK7CGYD79pnTv6xebc4HCMBznCHYqJErBNeude9rjB1rVv9K0gsvSB99RAAiMBGBQCr27jUBuH+/OQH06tXmiiAAPC8sTFq0yFxaLi5OatFCWrPGPd97zBjpmWfM7b59pQ8/JAARuIhA4D/27HEFYIUKZhdwiRJ2TwUEFmcINm1qQrBlS/OXscwYPdos/pCkfv2kDz4gABHYiEDgMrt3mwA8cECqWJEABOyUM6e0cKFZJOIMwVWrMva9Ro2SnnvO3H75ZWnYMAIQIAKBfzkD8OBBqVIl88umeHG7pwICW86c0oIF5tjAc+dMCK5cmb7vMXKkWfwhSa+8Ir33HgEISEQgIMmcAPqee8wVQSpXNr9kihWzeyoAkisEmzeXzp+XWrWSvvsubV/70UdSnz7mdv/+0pAhBCDgRAQi4O3aZQLw8GGpShUCEPBGOXJI8+ebLYHOEFyx4tpfM3y4WfwhSQMGSIMHE4DA5YhABLQ//zS7gI8ckW6+2QRg0aJ2TwUgNTlySPPmmQC8cEFq00aKikr9uR98IL34orn92mvS228TgMB/EYEIWH/84QrAqlXN7qUiReyeCsC1ZM8uffml1Lq1CcF775WWL0/5nPffl156ydx+4w1p0CACEEgNEYiAtHOnCcDoaKlaNQIQ8CXZs0tz55otgc4QXLbMfG7oULP6V5LefFMaOJAABK6GCETA2bHDXJbq6FGpenUTgDfcYPdUANLDGYJt20rx8eafPXpIr75qPv/WW+YDwNURgQgo27e7AvCWW6Rvv5UKF7Z7KgAZkS2b9L//Se3amRCcOtU8PmiQ2QoI4NqIQASM3383AXjsmFSjBgEI+INs2aRbb3XdDw6WatWybRzApxCBCAi//WYC8Phx8wvj22+lQoXsngpAZg0a5NrtW7WqlJgo3Xef9PXXto4F+AQiEH7v11+lRo2kv/+WatY05xYrWNDuqQBk1sCBrt2+Q4ZIW7dKDzwgXbwo3X+/ufYwgKsjAuHXfvnFFYC1ahGAgD+wLBN/zi2AQ4eaBSGhodLMmdKDD5oQbN/eXHsYQOqIQPitn382AXjihFS7tgnAAgXsngpAZjgDcNAgc3/YMNcpYSRXCHboYELwgQfMJecAXIkIhF/atk1q3Fg6eVKqU8dcVSB/frunApAZlmVO/vz22+b+Bx+4Tgp9uZAQ6fPPpY4dpUuXzJbB+fOzdlbAFxCB8Dtbt7oC8LbbCEDAH1iWufzbO++Y+8OHuy4Ll5qQEOmzz6ROnUwIPvSQudIIABciEH5lyxYTgKdOSbffbgIwXz67pwKQGZYl/d//Se++a+5/9JH0wgvX/7qQEGnaNKlzZxOCHTqYE0wDMIhA+I3Nm6UmTaR//pHq1jXXEw0Pt3sqAJlhWVL//tJ775n7I0dKffqk/eudIdilizl9TMeO0pw5HhkV8Dkhdg8AuMOmTVLTptLp01K9etLSpVLevHZPBSAzLEt65RXp/ffN/VGjpOeeS//3CQ6Wpkwx1xCePl16+GEpKclsGQQCGREIn/fTT1JkpAnA+vWlb74hAAFfZ1lm0ceHH5r7o0dLzz6b8e8XHCxNnmxCcNo0c6ygZZktg0CgYncwfNqPP7q2AN55J1sAAX9gWVK/fq4AHDMmcwHoFBwsTZok9ehhtgR27mxOJwMEKrYEwmf98IPZAhgTI911l7RkiZQnj91TAcgMy5L69pVGjDD3x46VevZ03/cPDpYmTjRbBCdPNscKWpYJQiDQsCUQPmnjRlcANmhgdgETgIBvsyyz6tcZgOPGuTcAnYKCpAkTpMcfN1sEu3Y15xUEAg1bAuFzvv9eatZMio2V7r5bWrxYyp3b7qkAZIZlSb17Sx9/bO5/+qn05JOee72gIPMaDocJwq5dXUEIBAoiED5lwwapeXMTgBER0tdfS7ly2T0VgMywLLPqd8wYc9+5lc7TgoLM1kaHQxo/Xure3czSrZvnXxvwBuwOhs9Yv961BbBhQwIQ8AeWJfXqZQLQ4TALN7IiAJ2CglzHHVqWWTQyZUrWvT5gpwxF4CeffKKyZcsqR44cql27ttauXXvV586bN09NmzZV4cKFlTdvXtWrV0/Lli3L8MAITOvWmQA8e1Zq1IgABPxBUpJZ9fvJJ64AfPTRrJ8jKMjM8PTTJgQfe8wsGgH8XbojcPbs2erTp48GDBigrVu3qkGDBmrRooUOHDiQ6vPXrFmjpk2basmSJdq8ebMaNmyoNm3aaOvWrZkeHoFh7VqzCzguzlwSbtEiKSzM7qkAZEZSkvTMM2YrnHOlbo8e9s3jcLhOReMMwYkT7ZsHyAoOy7Ks9HxB3bp1VatWLY0dOzb5sSpVqqhdu3YaMmRImr5H1apV1aFDB73xxhtpen5MTIzCw8N15swZ5eUkcAFl9WqpVSsTgE2aSF99JeXMafdU8AVxca4FQ2fPsuXYmyQlmd2vEyaY+Jo61XsWZPx3gcr48dITT9g7E1LKivd2oHRHurYEJiQkaPPmzYqMjEzxeGRkpDZs2JCm75GUlKTY2FgVKFDgqs+Jj49XTExMig8EnlWrpJYtzRu+aVMCEPAHSUnSU0+5AnDaNO8JQMnMNHKk9Pzz5v6TT5oQBPxRuiLwxIkTSkxMVJEiRVI8XqRIER09ejRN3+PDDz9UXFycHnrooas+Z8iQIQoPD0/+KFWqVHrGhB9YudJsATx3zhwLuHAhAQj4uqQks1Vt4kRzHN706eZkzd7G4TDnKuzd29x/6imzihjwNxlaGOJwOFLctyzrisdS88UXX+itt97S7NmzdcMNN1z1ef3799eZM2eSPw4ePJiRMeGjvvvOFYDNm0sLFhCAgK9LSjKrfidPNgH42WfSI4/YPdXVORzSRx+Zk1dLZtHIJ5/YOxPgbuk6T2ChQoUUHBx8xVa/48ePX7F18L9mz56txx57THPmzFGTJk2u+dzs2bMre/bs6RkNfuLbb6XWraULF6QWLaR586QcOeyeCkBmJCaaAJw61QTg559LDz9s91TX53CY6xcHBZl/OheNuOM6xoA3SNeWwGzZsql27dqKiopK8XhUVJTq169/1a/74osv1L17d82cOVOtWrXK2KTweytWuAKwVStp/nwCEPB1iYnmtC9Tp5rr9s6c6RsB6ORwSO+/L/XrZ+736uVaNAL4unRfMaRv377q0qWL6tSpo3r16mn8+PE6cOCAev57gcf+/fvr8OHDmj59uiQTgF27dtXIkSN1xx13JG9FzJkzp8LDw934R4EvW75catvWBGDr1tLcuRIbgwHflphoTvvy2WeuALzG4eBey+GQhg0zWwSHDTOLRizLtXgE8FXpjsAOHTro5MmTGjRokKKjo1WtWjUtWbJEpUuXliRFR0enOGfgp59+qkuXLunZZ5/Vs5dtQ+/WrZumTp2a+T8BfN6yZSYA4+OlNm2kOXMIQMDXJSaay6/NmGEC8IsvpAcftHuqjHM4pPfeMyH43ntm0UhSktSnj92TARmX7vME2iFQztcTiJYuldq1MwHYtq30v/9J2bLZPRX8AecJtM+lSyYAZ86UQkKkWbOk9u3tnso9LEsaMEBynhZ3+HDX4hFkDc4T6D5cOxi2WbLEtQWwXTsCEPAHly6Z0744A3D2bP8JQMlsERw82ISgJPXtaxaNAL6ICIQtFi+W7rtPSkgw/5w9mwAEfN2lS+a0L7NmmQD83/+k+++3eyr3czikt9+WXn/d3O/XT/rgA3tnAjKCCESW+/pr84shIcFsISAAAd936ZLUubN5P4eGmsVd991n91Se43BIAwdKzqufvvSSWTQC+BIiEFlq0SJXAD7wgDlYPDTU7qkAZMbFi1KnTmbLnzMA27a1eyrPc4bgW2+Z+6+8Ig0dautIQLoQgcgyCxeaLX8XL5pVgjNnEoCAr7t40Zz3b84c837+8kvp3nvtniprvfmmiUFJevVV16IRwNsRgcgSCxaY8Lt4UerQgQAE/MHFi1LHjib8smUzV/hp08buqezxxhvSoEHm9v/9n1k8Ang7IhAeN3++KwA7djSXjApJ9xkqAXiThATzF7p580wAzp9vTvQeyF5/XXrnHXP7tddctwFvRQTCo7780lwh4NIls8vos88IQMDXJSSY9/X8+ebE7gsWSC1b2j2VdxgwQHr3XXP79dddWwcBb0QEwmPmzjVbCpyrBqdPJwABX5eQYLbsL1zoCsAWLeyeyrv07+86LvDNN10LRwBvQwTCI+bMMbt+ExPNecOmTSMAAV8XH29W9X/1lZQjh/ln8+Z2T+WdXn3VtVJ44EATg95/fS4EGiIQbjd7ttn1m5horhwwdaq5digA3xUfb1b3L1rkCsDISLun8m4vvyy9/765PWgQIQjvQwTCrWbNMrt+nRePnzKFAAR83YUL5vyeixebAFy0SGra1O6pfMPlVxNxXmWEEIS3IALhNjNnugKwRw9p0iQCEPB1zgBcskTKmdNc8adJE7un8i0vvigNH25uDx5sVg4TgvAGRCDcYsYMs+s3KUl69FFp4kQCEPB1Fy5I7dpJ33zjCsDGje2eyje98IL00Ufm9rvvmnMJEoKwGxGITPv8c6lrVxOAjz8uTZggBfFfFuDTzp83l35btkwKCzNbAhs1snsq39anjzRypLn93ntm8QghCDvxqxqZMn26KwCfeEL69FMCEPB1zgBcvtwVgBERdk/lH55/Xvr4Y3N72DBzvWFCEHbh1zUybNo0qXt38z+wJ5+Uxo0jAAFfd+6cufZvVJSUK5fZFXzPPXZP5V969ZJGjza3339feuklQhD24Fc2MmTqVLP4w7Kknj2lsWMJQMDXnTtnrv27YoUrAO++2+6p/NOzz0pjxpjbH35oFo8Qgshq/NpGuk2ebBZ/WJb09NPSJ58QgICvi4sz1/797jspd25p6VKpQQO7p/Jvzzxj/gItmUUjffsSgsha/OpGukyaJD32mPkflfNvsg6H3VMByAxnAK5c6QrAu+6ye6rA0LOnOZZakkaMMItHCEFkFSIQaTZhgln9K0nPPWcObiYAAd8WFye1aiWtWiXlyWNWA995p91TBZYnn5TGjze3R42SevcmBJE1iECkyfjx5n9UklndNnIkAQj4urNnpZYtpdWrpbx5zWrg+vXtniowPfGEOb+qw2H+gv3cc4QgPI8IxHWNGyc99ZS53bu32WVBAAK+LTZWatFCWrPGFYB33GH3VIHtscdcIThmjDnkJinJ7qngz4hAXNPYsWbxh+Q64z0BCPg2ZwCuWyeFh5vTwdSta/dUkMyiu0mTzP9nx44lBOFZRCCuaswYs3pNMqcv+PBDAhDwdTExUvPm0vr1rgC8/Xa7p8LlevSQpkwx/78dN878f5gQhCcQgUjV6NHmhKaS1K+fOaEpAQj4NmcAbtgg5ctnzgd42212T4XUdOtmzsfqcJjVwz17EoJwPyIQVxg1yhyULEkvv2wubUQAAr7tzBmpWTPp+++l/PlNANapY/dUuJauXc2lOYOCzNkZnnqKEIR7EYFIYcQIs/hDMhc3f+89AhDwdc4A3LjRFYC1a9s9FdLikUdcIThxollFTAjCXYhAJPvoI7P4Q5L695fefZcABHzd6dNSZKT0ww9SgQLSt99KtWrZPRXSo3Nn6bPPTAhOnmxWEScm2j0V/AERCEnS8OHmkkWSNGCANHgwAQj4OmcA/vijKwBr1rR7KmREp07SjBkmBKdOJQThHkQg9MEHZvWvJL3+uvT22wQg4Ov++Udq2lT66SepYEFzTeBbb7V7KmRGx47SzJlScLA0bZo5nQwhiMwgAgPcsGHSSy+Z22+8IQ0cSAACvu7UKalJE2nTJqlQIROANWrYPRXcoUMHVwhOny51704IIuNC7B4A9hk61Cz+kKS33pLefNPWcQC4gTMAt251BWD16nZPBXd66CGzW7hjR+nzz83l5aZNM2EIpAdbAgPUkCGuABw4kAAE/MHJk1LjxiYACxeWVq4kAP3VAw9Is2dLISHmWMGuXaVLl+yeCr6GCAxAgwdL//d/5vagQWY3MADfduKECcBt26QbbjABWK2a3VPBk9q3d4XgzJlSly6EINKHCAww77wjvfaa6/brr9s7D4DMcwbgzz9LRYqYAKxa1e6pkBXuv1+aM8eE4KxZ5ryChCDSiggMIIMGuaLv3XfNqWAA+La//5YaNZJ++cUVgDffbPdUyErt2klz50qhoWbLYKdO0sWLdk8FX0AEBojLF34MGWJOBg3Atx0/bgLw11+lokWlVaukKlXsngp2aNvWFYJz5hCCSBsi0M9Zlom/gQPN/ctXBAPwXc4A/O03qVgxE4CVK9s9Fex0773SvHlStmwmCB9+mBDEtRGBfswZgIMGmfvvvy+9/LK9MwHIvGPHpIYNpd9/NwG4cqVUqZLdU8EbtG7tCsEvvzTnFUxIsHsqeCsi0E9ZluvqH5K5Kki/fvbOBCDzjh41Abh9u1S8uNkCSADicq1aSfPnmxCcP58QxNURgX7IsswK4MGDzf3hw12XhQPgu5wBuGOHVKKECcCKFe2eCt6oZUtp4UIpe3ZpwQJzgmlCEP9FBPoZyzLnAHz3XXP/o4+kF16wdyYAmRcdbQJw506pZEkTgBUq2D0VvFnz5q4QXLjQnGA6Pt7uqeBNiEA/Yllm0cd775n7I0dKffrYOhIANzhyRIqIMAFYqpQJwJtusnsq+IJmzaSvvpJy5JAWLSIEkRIR6CcsS3rlFWnYMHP/44+l55+3dyYAmXfkiNkC+Oef0o03mgAsX97uqeBLIiNdIfj11+ZKI4QgJCLQL1iW9NJLZvWvJI0eLfXqZe9MADLv8GGzBfDyACxXzu6p4IuaNjVbAnPkkBYvNlcauXDB7qlgNyLQx1mWWfTx4Yfm/pgx0rPP2jsTgMw7dMgE4K5dUunSJgDLlrV7KviyJk3MlsCcOaUlS6T77iMEAx0R6MMsS+rb1yz+kKSxY6VnnrF3JgCZd/CgCcC//pLKlCEA4T6NG5stgTlzSkuXmkvOEYKBiwj0UZZlFn2MGGHuf/qp1LOnnRMBcIcDB0wA7t5twm/VKhOCgLs0bGi2BIaFScuWmUvOnT9v91SwAxHogyxL6t1bGjXK3B8/XnrySXtnApB5zgDcs8cVgKVL2z0V/FFEhCsEly8nBAMVEehjLEt67jmz+leSJkyQnnjC3pkAZN7+/eYX8969ZvHH6tVmMQjgKffcI33zjZQrlxQVZa49fO6c3VMhKxGBPiQpySz6GDNGcjikSZOkxx+3eyoAmbVvnysAy5c3AViqlN1TIRDcfbcrBFeskNq0IQQDCRHoI5wBOHasKwAffdTuqQBkljMA9+0zJ4BetcpcEQTIKg0amEUiuXNL330ntW4txcXZPRWyAhHoA5KSzKrfceNMAE6ZIvXoYfdUADJr716zS27/fnMJOAIQdrnrLrNIJE8eaeVKQjBQEIFeLinJrPr99FMTgFOnSt262T0VgMzas8cE4IEDUsWKJgBLlLB7KgSy+vVdIbhqldSypXT2rN1TwZOIQC+WlCQ99ZRZ/BEUJE2fLnXtavdUADJr924TgAcPSpUqmS0vxYvbPRUg1atnVgvnzSutWUMI+jsi0EslJZlVvxMnugLwkUfsngpAZv31lzkG8NAhqXJlAhDe5447XCG4dq3UooUUG2v3VPAEItALJSZKjz0mTZ5sAvCzz6TOne2eCkBm7drlCsAqVUwAFitm91TAlerWNaeNCQ+X1q0jBP0VEehlnAE4daoJwBkzpE6d7J4KQGb9+acJwMOHpZtvNgFYtKjdUwFXd/vtrhBcv15q3lyKibF7KrgTEehFEhPNaV+mTZOCg6WZM6WOHe2eCkBm/fGHCcAjR6SqVc1pOIoUsXsq4Ppuu82cPzBfPmnDBkLQ3xCBXiIxUere3Rz75wzADh3sngpAZu3caa7VGh0tVatGAML31KljQjB/fun776VmzaQzZ+yeCu5ABHqBxERz2pfPPzcBOGuW9NBDdk8FILMuD8Dq1U0A3nCD3VMB6Ve7tisEN24kBP0FEWizS5fMaV9mzJBCQqTZs6UHHrB7KgCZtWOH2QV89Kh0yy3St99KhQvbPRWQcbVqmf+OCxSQfvhBioyUTp+2eypkBhFoo0uXpC5dzK5fZwC2b2/3VAAya/t2E4DHjkk1ahCA8B81a7pC8McfpaZNpX/+sXsqZBQRaJNLl8x5/2bNMgE4Z450//12TwUgs37/3QTg8ePSrbeaX5iFCtk9FeA+t95qDm0oWFDatIkQ9GVEoA0uXjSnfZk9WwoNlebOldq1s3sqAJn122/mGMC//zZbTFasML8oAX9To4YJwUKFpM2bpSZNpFOn7J4K6UUEZjFnAM6Z4wrAtm3tngpAZv36qysAa9UiAOH/brnFFYJbthCCvogIzEIXL0oPP2zCL1s2ad486d577Z4KQGb98osJwBMnzCrKqChzzBTg76pXNyc+L1xY2rpVatxYOnnS7qmQVkRgFklIMOf9+/JLVwC2bm33VAAy6+efpUaNzC++OnUIQASeatVMCN5wg7RtmwnBEyfsngppQQRmAWcAzp9vAnD+fKlVK7unApBZ27a5AvC220wA5s9v91RA1qta1YRgkSLmL0aEoG8gAj0sIcGc+HnBAil7dmnhQqllS7unApBZW7eaADx1ylxjdflyc2ktIFA5r4ldpIg5RKJRI3OMLLwXEehB8fHmxM8LF7oCsHlzu6cCkFlbtpgtHf/8I9WtSwACTlWqSKtWSUWLmsVSjRqZ0yXBOxGBHuIMwEWLpBw5pK++MpfZAeDbNm92BeAdd5gADA+3eyrAe1SubEKwWDFz2iRC0HsRgR4QH2+u/PH1164AjIy0eyoAmbVpkzkNxunTUr160rJlUt68dk8FeJ9KlUwIFi9uTqDesKG5gg68CxHoZhcumCt/LF5sAnDRInM2dQC+7aefXAF4550EIHA9FSuaECxRwlxKsWFDcy1teA8i0I0uXJDuu09askTKmdNsCWzSxO6pAGTWDz+Y9/KZM9Jdd0nffCPlyWP3VID3q1DBFYI7dpgQjI62eyo4EYFucuGCufTb0qUmABcvNscNAfBtGzeawzliYqQGDcxf8ghAIO1uusmEYMmS0s6dhKA3IQLd4Px5c+m3ZcuksDDzS6JhQ7unApBZ33/vCsC77yYAgYxyhmCpUtIff0gREdKRI3ZPBSIwk86dM5d+W77cFYAREXZPBSCzNmwwK/pjY6V77jFb93PntnsqwHeVL29C8MYbpT//NL8rDx+2e6rARgRmgjMAV6yQcuUyxwndc4/dUwHIrPXrXQEYEUEAAu5SrpwJwdKlpV27zF4zQtA+RGAGnTsntWkjffutKwDvvtvuqQBk1rp15qTuZ8+aX1CLF5v3OAD3KFs2ZQhGREiHDtk9VWAiAjMgLk5q3Vr67juzdWDpUnPAOADftnatKwAbNTIr/MPC7J4K8D9lypgQLFNG+usvE4IHD9o7UyAiAtPJGYArV5oDxJctM6eMAODb1qyRWrQw7/EmTcw5PglAwHOcIVi2rLR7twnBAwdsHirAEIHpcPas1LKl+Y/WGYD169s9FYDMWr3aFYBNm5qr/BCAgOeVLm1+p5YrJ+3ZY0Jw/367pwocRGAaOQNwzRpzlYDly6WTJ79W165dVb16dYWGhsrhcNg9JoB0WrnSvLfPnZMaNYpR/fqD1aJFhIoWLarcuXOrevXqGjp0qC5cuGD3qIBfuvFGVwju3WtCcN8+z77m+fPnVbFiRTkcDn3wwQeefTEvRgSmQWys2Uqwdq0rAO+4Q5o/f742btyom2++WTVq1LB7TADp9N13UqtWJgCbN5eGDTugMWNGqFatWho/fry++uorPfDAA3rrrbfUunVrWZZl98iAXypVymyRL1/eBKCnQ/D1119XXFyc517AR4TYPYC3cwbg+vVSeLgJwNtvN5+bMGGCgoJMR/fq1UubN2+2cVIA6fHtt2aF//nz5j0+b56UmFhW+/btU67LlgM3atRIuXLl0ksvvaT169frLg4CBjyiZEkTghERrsUiK1eaYwbd6ccff9THH3+sGTNm6MEHH3TvN/cxbAm8hpgYs3XAGYBRUa4AlJQcgAB8y4oVZoHX+fNmV/C8eVKOHFKuXLlSBKDT7f++8Q+yfBHwqBIlzK7hChXMsYEREeZYQXdJSEjQo48+qmeffVZ16tRx3zf2UVTMVTgDcMMGKV8+80vjttvsngpAZi1fbrYAXrhgdgU7A/BavvvuO0lS1apVs2BCILA5Q7BiRbNaOCLCrB52h0GDBikuLk5vv/22e76hjyMCJbPPd948aeJEad48nTkUq2bNzHVD8+c3AchfGAAfExvrur1woRQbq2XLzFV+LlwwIfjll1L27Nf+Nr/88ouGDRum++67T7fccotnZwYgSSpe3IRgpUrm/IEpQjCV93ZabNu2TcOGDdO4ceNS3eIfiAI7AuPipD59pKJFpfbtpSee0On2jyqy9E5t3Cjlz29pxQqpdm27BwWQZs73dblyrsc6d9LSwl3UttVFxcebEJwz5/oBuG/fPrVu3VqlSpXSxIkTPTo2gJSKFTPHBFaubK4ocs/dSfqr+ztXvLdVtKh5z19jocelS5f06KOPqkOHDmrWrJnnh/cRGYrATz75RGXLllWOHDlUu3ZtrV279prPX716tWrXrq0cOXKoXLlyGjduXIaGdau4OHNNqNGjzdJASacVrkgt149Jt6mATurbYl1UqxKrhwCfcfn7+vy55IeXK1Jt42crPjFUbfOt1pypcdcNwP3796thw4YKCQnRt99+qwIFCnh4eAD/5QzBKpWSdPhIkO6Z1kN/nS+W8knnzpn3fMOGVw3BESNGaM+ePXrzzTd1+vRpnT59WjExMZKkCxcu6PTp00pMTPT0H8f7WOk0a9YsKzQ01JowYYK1fft2q3fv3lauXLms/fv3p/r8PXv2WGFhYVbv3r2t7du3WxMmTLBCQ0OtuXPnpvk1z5w5Y0myzpw5k95xr653b8sKDrYsybIk65TyWXX0oyVZVgGdsLaqhvl8795p+nbPPvuslYF/nQDc6bL39VmFOd/eVjZdsCTLuk9fWvFBOa77vt63b59VpkwZq3Tp0ta+ffuyZHQAV3f08QHWzfrNkiyrqA4nv7fPKiz59/i1fmd369bNknTNj61btyY/3yPd4YUclpW+E1/VrVtXtWrV0tixY5Mfq1Klitq1a6chQ4Zc8fxXXnlFX331lXbs2JH8WM+ePfXzzz/r+++/T9NrxsTEKDw8XGfOnFHevHnTM27qYmPN5uN/twCeUj410bfaqloqoBNarNaqrl/Nc3OGmbNX5s59zW/Zt28vjR8/RmfPch4xwBaxsWY30b9bAM8qTEX1d/Kn79UCTVM3herSNd/XBw8eUPPm9ygxMVHffLNKZcuWu+I5ALLQv+/tY+dzq7UWa4dudn1KuZRbrq3+CguTjh274r29c+dOHT16NMVjR48e1cMPP6yePXuqQ4cOqlOnjnL/+3Vu7w4vla7zBCYkJGjz5s169dVXUzweGRmpDRs2pPo133//vSIjI1M81qxZM02aNEkXL15UaGjoFV8THx+v+Pj45PvOTbZuExWVHICS9LBmaatqSZJOqZDqaaPrueclFb3aN9ov6ad/b5sjVnPnnvvv/TKSWE0CZJ080mXR919fqZ3y64y5c9X39XFJDSVFS5qk6tWP//uYU8l/PwBknau/t/9RvpQReO6cOQXA/feneF7lypVVuXLlFI/t+/ds1OXLl1dERIQb5/Ud6Tom8MSJE0pMTFSRIkVSPF6kSJErCtvp6NGjqT7/0qVLOnHiRKpfM2TIEIWHhyd/lCpVKj1jXt+pUynuvq3XMviNVkp68N+Ppf8+5rw/OqPTAbDNdkl7JMVLekRSvf98sDgE8CbZlXDlg//5HY+ry9AVQ/57jVzLsq553dzUnp/a4079+/dX3759k+/HxMS4NwT/c4D3bdqkGOVWkK6yK3fGTKlt21Q+0f3fDwC2W7jQrBT8V5KkEyqkJDl0g/6+8m+8qb6vI6Sr/X8AgD3+8962JJ1VLgXJUiGlsjEpjYu4ypQpE/CXgkxXBBYqVEjBwcFXbPU7fvz4FVv7nIoWLZrq80NCQlSwYMFUvyZ79uzKfr2le5nRtKk5buDfXcIOSXl0lVXAYWHSvY0lTikEeLc2jaQwpTjUI48OpP5c3teA70jlvZ1iF/DlwsKk/xyChqtL1+7gbNmyqXbt2oqKikrxeFRUlOrXr5/q19SrV++K5y9fvlx16tRJ9XjALJEnj/TEE1Jw8LWfFxxsnnedRSEAvADva8A/8d72mHSvDp49e7a6dOmicePGqV69eho/frwmTJig33//XaVLl1b//v11+PBhTZ8+XZK0d+9eVatWTU899ZSeeOIJff/99+rZs6e++OILtW/fPk2v6ZFVOs7ziW3ZIqV2bqDgYKlWLXOCIs4sDvgG3teAf8ri93agrA5O98miO3TooBEjRmjQoEG69dZbtWbNGi1ZskSlS5eWJEVHR+vAAdcumLJly2rJkiVatWqVbr31Vr399tsaNWpUmgPQY3LlMv+x9OplNh9fLizMPM4vCsC38L4G/BPvbY9I95ZAO3i8yM+eNUvKT50yB5RGRrI5GfB1vK8B/5QF7+1A2RJIBAIAAFwmULojQ9cOBgAAgG8jAgEAAAIQEQgAABCAiEAAAIAARAQCAAAEICIQAAAgABGBAAAAAYgIBAAACEBEIAAAQAAiAgEAAAIQEQgAABCAiEAAAIAARAQCAAAEICIQAAAgABGBAAAAASjE7gHSwrIsSVJMTIzNkwAAAH/n7A1nf/grn4jA2NhYSVKpUqVsngQAAASK2NhYhYeH2z2GxzgsH8jcpKQkHTlyRHny5JHD4fDIa8TExKhUqVI6ePCg8ubN65HXQPrxc/Fe/Gy8Fz8b78TPxXv992djWZZiY2NVvHhxBQX575FzPrElMCgoSCVLlsyS18qbNy9vTi/Ez8V78bPxXvxsvBM/F+91+c/Gn7cAOvlv3gIAAOCqiEAAAIAARAT+K3v27HrzzTeVPXt2u0fBZfi5eC9+Nt6Ln4134ufivQL1Z+MTC0MAAADgXmwJBAAACEBEIAAAQAAiAgEAAAIQEQgAABCAiEAAAIAAFDAR+Mknn6hs2bLKkSOHateurbVr117z+atXr1bt2rWVI0cOlStXTuPGjcuiSQNPen428+bNU9OmTVW4cGHlzZtX9erV07Jly7Jw2sCS3veN0/r16xUSEqJbb73VswMGsPT+bOLj4zVgwACVLl1a2bNnV/ny5TV58uQsmjZwpPfnMmPGDNWoUUNhYWEqVqyYevTooZMnT2bRtIFjzZo1atOmjYoXLy6Hw6EFCxZc92sCogOsADBr1iwrNDTUmjBhgrV9+3ard+/eVq5cuaz9+/en+vw9e/ZYYWFhVu/eva3t27dbEyZMsEJDQ625c+dm8eT+L70/m969e1tDhw61fvzxR+vPP/+0+vfvb4WGhlpbtmzJ4sn9X3p/Nk6nT5+2ypUrZ0VGRlo1atTImmEDTEZ+Nvfee69Vt25dKyoqytq7d6/1ww8/WOvXr8/Cqf1fen8ua9eutYKCgqyRI0dae/bssdauXWtVrVrVateuXRZP7v+WLFliDRgwwPryyy8tSdb8+fOv+fxA6YCAiMDbb7/d6tmzZ4rHKleubL366qupPv/ll1+2KleunOKxp556yrrjjjs8NmOgSu/PJjU333yzNXDgQHePFvAy+rPp0KGD9dprr1lvvvkmEegh6f3ZfPPNN1Z4eLh18uTJrBgvYKX35/L+++9b5cqVS/HYqFGjrJIlS3psRlhpisBA6QC/3x2ckJCgzZs3KzIyMsXjkZGR2rBhQ6pf8/3331/x/GbNmmnTpk26ePGix2YNNBn52fxXUlKSYmNjVaBAAU+MGLAy+rOZMmWKdu/erTfffNPTIwasjPxsvvrqK9WpU0fDhg1TiRIlVLFiRfXr10/nz5/PipEDQkZ+LvXr19ehQ4e0ZMkSWZalY8eOae7cuWrVqlVWjIxrCJQOCLF7AE87ceKEEhMTVaRIkRSPFylSREePHk31a44ePZrq8y9duqQTJ06oWLFiHps3kGTkZ/NfH374oeLi4vTQQw95YsSAlZGfza5du/Tqq69q7dq1Cgnx+/+12CYjP5s9e/Zo3bp1ypEjh+bPn68TJ07omWee0alTpzgu0E0y8nOpX7++ZsyYoQ4dOujChQu6dOmS7r33Xn388cdZMTKuIVA6wO+3BDo5HI4U9y3LuuKx6z0/tceReen92Th98cUXeuuttzR79mzdcMMNnhovoKX1Z5OYmKhOnTpp4MCBqlixYlaNF9DS875JSkqSw+HQjBkzdPvtt6tly5YaPny4pk6dytZAN0vPz2X79u16/vnn9cYbb2jz5s1aunSp9u7dq549e2bFqLiOQOgAv//reqFChRQcHHzF38SOHz9+ReU7FS1aNNXnh4SEqGDBgh6bNdBk5GfjNHv2bD322GOaM2eOmjRp4skxA1J6fzaxsbHatGmTtm7dql69ekky4WFZlkJCQrR8+XI1atQoS2b3dxl53xQrVkwlSpRQeHh48mNVqlSRZVk6dOiQKlSo4NGZA0FGfi5DhgzRnXfeqZdeekmSdMsttyhXrlxq0KCB3nnnHb/Z2uSLAqUD/H5LYLZs2VS7dm1FRUWleDwqKkr169dP9Wvq1at3xfOXL1+uOnXqKDQ01GOzBpqM/GwkswWwe/fumjlzJsfOeEh6fzZ58+bVr7/+qm3btiV/9OzZU5UqVdK2bdtUt27drBrd72XkfXPnnXfqyJEjOnv2bPJjf/75p4KCglSyZEmPzhsoMvJzOXfunIKCUv4aDg4OluTa6gR7BEwH2LQgJUs5l+1PmjTJ2r59u9WnTx8rV65c1r59+yzLsqxXX33V6tKlS/LznUvDX3jhBWv79u3WpEmT/HJpuDdI789m5syZVkhIiDVmzBgrOjo6+eP06dN2/RH8Vnp/Nv/F6mDPSe/PJjY21ipZsqT1wAMPWL///ru1evVqq0KFCtbjjz9u1x/BL6X35zJlyhQrJCTE+uSTT6zdu3db69ats+rUqWPdfvvtdv0R/FZsbKy1detWa+vWrZYka/jw4dbWrVuTT98TqB0QEBFoWZY1ZswYq3Tp0la2bNmsWrVqWatXr07+XLdu3ax77rknxfNXrVpl1axZ08qWLZtVpkwZa+zYsVk8ceBIz8/mnnvusSRd8dGtW7esHzwApPd9czki0LPS+7PZsWOH1aRJEytnzpxWyZIlrb59+1rnzp3L4qn9X3p/LqNGjbJuvvlmK2fOnFaxYsWszp07W4cOHcriqf3fypUrr/m7I1A7wGFZbHMGAAAINH5/TCAAAACuRAQCAAAEICIQAAAgABGBAAAAAYgIBAAACEBEIAAAQAAiAgEAAAIQEQgAAGy3Zs0atWnTRsWLF5fD4dCCBQs8+npvvfWWHA5Hio+iRYt69DW9DREIAABsFxcXpxo1amj06NFZ9ppVq1ZVdHR08sevv/6aZa/tDULsHgAAAKBFixZq0aLFVT+fkJCg1157TTNmzNDp06dVrVo1DR06VBERERl+zZCQkIDb+nc5tgQCAACv16NHD61fv16zZs3SL7/8ogcffFDNmzfXrl27Mvw9d+3apeLFi6ts2bLq2LGj9uzZ48aJvR/XDgYAAF7F4XBo/vz5ateunSRp9+7dqlChgg4dOqTixYsnP69Jkya6/fbb9e6776b7Nb755hudO3dOFStW1LFjx/TOO+9o586d+v3331WwYEF3/VG8GlsCAQCAV9uyZYssy1LFihWVO3fu5I/Vq1dr9+7dkqR9+/ZdsdDjvx+9evVK/p4tWrRQ+/btVb16dTVp0kSLFy+WJE2bNs2WP6MdOCYQAAB4taSkJAUHB2vz5s0KDg5O8bncuXNLkkqUKKEdO3Zc8/vkz5//qp/LlSuXqlevnqndy76GCAQAAF6tZs2aSkxM1PHjx9WgQYNUnxMaGqrKlStn+DXi4+O1Y8eOq35/f0QEAgAA2509e1Z//fVX8v29e/dq27ZtKlCggCpWrKjOnTura9eu+vDDD1WzZk2dOHFC3333napXr66WLVum+/X69eunNm3a6MYbb9Tx48f1zjvvKCYmRt26dXPnH8ursTAEAADYbtWqVWrYsOEVj3fr1k1Tp07VxYsX9c4772j69Ok6fPiwChYsqHr16mngwIGqXr16ul+vY8eOWrNmjU6cOKHChQvrjjvu0Ntvv62bb77ZHX8cn0AEAgAABCBWBwMAAAQgIhAAACAAEYEAAAABiAgEAAAIQEQgAABAACICAQAAAhARCAAAEICIQAAAgABEBAIAAAQgIhAAACAAEYEAAAAB6P8BAtCUp/6CZrgAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from iquhack_utils import get_blockade_radius,C6\n", + "Delta_final = 20e6 # rad/sec\n", + "\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(Delta_final, 0) # no rabi amplitude at the end\n", + "print('Blockade radius of Rydberg system is {:0.3e}m'.format(blockade_radius))\n", + "print('Unit disk radius of logical graph is {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "# Generate the atom register\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "small_register = AtomArrangement()\n", + "for x in pos:\n", + " small_register.add((a * x).round(7))\n", + " \n", + " \n", + "from quera_ahs_utils.plotting import show_register\n", + "show_register(small_register,blockade_radius = a*1.5)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Adiabatic Evolution\n", + "\n", + "One canonical algorithm to prepare the ground state of a Hamiltonian is adiabatic annealing. Here, the system is initialized into an easy-to-prepare ground state of a Hamiltonian. In this case, we choose the initial Hamiltonian with $\\Delta<0$, whose ground state corresponds to every atom in the ground state $|g\\rangle$. Then, the Hamiltonian is slowly changed (\"annealed\") from one set of parameters to another. First, the transverse field $\\Omega$ is slowly turned on, which lets different states mix. Then, the field $\\Delta$ is slowly turned from negative to positive. Finally, the transverse field $\\Omega$ is slowly turned off. If this protocol is slow enough, the final state will be the ground state of the Hamiltonian by the **adiabatic theorem**, which states\n", + " >A physical system remains in its *instantaneous* eigenstate if a given perturbation is acting on it slowly enough and if there is a gap between the eigenvalue and the rest of the Hamiltonian's spectrum. (Born & Fock, 1928)\n", + " \n", + "Lets define a protocol that does exactly this:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "Delta_initial = -20e6 # rad / sec\n", + "Delta_final = Delta_final # Defined above\n", + "\n", + "# Define the total drive\n", + "from quera_ahs_utils.plotting import show_global_drive\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [Delta_initial, Delta_initial, Delta_final, Delta_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Packaging the AHS program\n", + "Finally, we construct our AHS program from the atomic registers, and the Hamiltonian defined above." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "small_ahs_program = AnalogHamiltonianSimulation(\n", + " register=small_register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simulating with the local emulator\n", + "\n", + "The program can be run one of two ways. For small systems, it may be run on a classical simulator, locally." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from braket.devices import LocalSimulator\n", + "device = LocalSimulator(\"braket_ahs\")\n", + "small_ahs_run = device.run(small_ahs_program, shots=1000)\n", + "\n", + "\n", + "def save_result_json(json_file,result):\n", + " '''\n", + " Helper function to save results locally\n", + " '''\n", + " result_dict = {\"measurements\":[]}\n", + " for measurement in result.measurements:\n", + " shot_result = {\n", + " \"pre_sequence\":[int(qubit) for qubit in measurement.pre_sequence],\n", + " \"post_sequence\":[int(qubit) for qubit in measurement.post_sequence]\n", + " } \n", + " result_dict[\"measurements\"].append(shot_result)\n", + " \n", + " with open(json_file,\"w\") as io:\n", + " json.dump(result_dict,io,indent=2)\n", + " \n", + "def open_json(json_file):\n", + " '''\n", + " Helper function to load and open json data\n", + " '''\n", + " with open(json_file,\"r\") as io:\n", + " return json.load(io) \n", + "\n", + " \n", + "# Results are loaded and saved to file\n", + "result = small_ahs_run.result()\n", + "save_result_json(\"small_kings_graph_mis.json\",result)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets see how some of these results look on the logical graph..." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"small_kings_graph_mis.json\")\n", + "nmeas = len(result_json[\"measurements\"]) \n", + "seqs = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,1,nmeas-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[seqs[i][j]] for j in range(len(seqs[i]))]\n", + " visualize_graph(ax,small_G,pos,node_colors = seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Minimal post-processing\n", + "\n", + "Let us do some minimal post-processing on these results. While the independent set constraint is a hard logical constraint, it is a soft constraint in the Rydberg blockade. Sometimes each bit string may spurriously violate the independent set constraint. The simplest way to fix this is to post-process the state by randomly removing adjacent vertices." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def postprocess_MIS(G,results):\n", + " '''\n", + " Removes vertices that violate the independent set condition\n", + " G - networkx graph\n", + " results - an AWS AnalogHamiltonianSimulationQuantumTaskResult\n", + " \n", + " returns\n", + " data_out - a list of bitstrings which are valid independent sets of G\n", + " '''\n", + " data_out = []\n", + " for measurement in results[\"measurements\"]: # For each measurement...\n", + " pre_sequence = np.array(measurement[\"pre_sequence\"])\n", + " post_sequence = np.array(measurement[\"post_sequence\"])\n", + " if np.any(pre_sequence==0): continue # skip anyshots with defects\n", + " \n", + " bitstring = post_sequence\n", + " inds = np.nonzero(bitstring==0)[0] # Find indices of IS vertices\n", + " subgraph = nx.subgraph(G,inds) # Generate a subgraph from those vertices. If the bitstring is an independent set, this subgraph has no edges.\n", + " inds2 = nx.maximal_independent_set(subgraph,seed=0) # Find the mIS of this subgraph. If there are no edges, it is the original bitstring. Else, it randomly chooses within each graph.\n", + " payload = np.ones(len(bitstring)) # Forge into the correct data structure (a list of 1s and 0s)\n", + " payload[inds2] = 0\n", + " data_out.append(payload)\n", + " \n", + " if len(data_out) == 0: \n", + " raise ValueError(\"no independent sets found! increase number of shots.\")\n", + " \n", + " return np.asarray(data_out)\n", + "\n", + "def analysis_MIS(graph,result_json):\n", + " '''\n", + " Helper function to analyze a MIS result and plot data\n", + " '''\n", + "\n", + " post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + " pp_bitstrings = postprocess_MIS(graph, result_json)\n", + "\n", + "\n", + " IS_sizes = np.sum(1-pp_bitstrings,axis=1)\n", + " unique_IS_sizes,counts = np.unique(IS_sizes,return_counts=True)\n", + "\n", + "\n", + " avg_no_pp = 'Average pre-processed size: {:0.4f}'.format( (1-post_bitstrings).sum(axis=1).mean() )\n", + " avg_pp = 'Average post-processed IS size: {:0.4f}'.format(IS_sizes.mean())\n", + " print(avg_no_pp)\n", + " print(avg_pp)\n", + " plt.bar(unique_IS_sizes,counts/counts.sum())\n", + " plt.xticks(unique_IS_sizes)\n", + " plt.xlabel(\"IS sizes\",fontsize=14)\n", + " plt.ylabel(\"probability\",fontsize=14)\n", + " plt.show()\n", + " \n", + " return IS_sizes,pp_bitstrings\n", + " \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 2.9790\n", + "Average post-processed IS size: 2.9790\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"small_kings_graph_mis.json\")\n", + "IS_sizes,pp_bitstrings = analysis_MIS(small_G,result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),3)\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " ax = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(ax,small_G,pos,node_colors = seqs_color)\n", + " \n", + "plt.show()\n", + " \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Executing the analog quantum program on Aquila\n", + "\n", + "Now, we can try the same thing on QuEra's analog Hamiltonian simulator. Seeing as we can use many more qubits, let us leverage that, by constructing a Kings graph of 157 vertices." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lattice constant is 4.783um\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pos,G = kings_graph(15,15,0.7,seed = 2)\n", + "\n", + "\n", + "# Determine the scaling factor a\n", + "blockade_radius = (C6/(Delta_final))**(1/6)\n", + "unitdisk_radius,min_radius,max_radius = find_UDG_radius(pos,G)\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "\n", + "print('Lattice constant is {:0.3f}um'.format(a*1e6))\n", + "register = AtomArrangement()\n", + "for x in pos:\n", + " register.add([round(a * x[0],7), round(a*x[1],7)])\n", + "show_register(register,blockade_radius = a*1.5,show_atom_index=False)\n", + "\n", + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lets run this on Aquila!" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mBaseException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Only run this cell when you are ready to submit your job.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mbraket\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maws\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mAwsDevice\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mqpu\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mAwsDevice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "\n", + "from braket.aws import AwsDevice\n", + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "\n", + "nshots = 1000\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)\n", + "\n", + "# save_result_json(\"large_kings_graph_mis.json\",task.result())" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"large_kings_graph_mis.json\")\n", + "nmeas = len(result_json[\"measurements\"])\n", + "seqs = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,nmeas-2,nmeas-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[seqs[i][j]] for j in range(len(seqs[i]))]\n", + " visualize_graph(ax,G,pos,node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 41.4100\n", + "Average post-processed IS size: 37.1719\n" + ] + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"large_kings_graph_mis.json\")\n", + "IS_sizes,pp_bitstrings = analysis_MIS(G,result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),3)\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " ax = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(ax,G,pos,node_colors = seqs_color)\n", + " \n", + "plt.show()\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Real-world example: Locations in Boston\n", + "\n", + "Finally, let us do a real-world example of computing MIS on locations in Boston. There are many examples of MIS, but one simple one is antenna placement: Given some potential locations of antennas, what is the maximum number you may choose such that no two antenna coverage areas overlap?\n", + "\n", + "### Best Practices\n", + "\n", + "In order to embed our problem onto Aquila we need to discuss how the device capabilities can be used effectively.\n", + "\n", + "It is important to consider the physical limitations of the placements of atoms. These constraints are\n", + "1. The resolution of positions must be in increments of 100nm, eg. (1.5e-6, 2.4e-6) and not (1.234567e-6, 8.901e-6)\n", + "2. Each atom belongs to a row, and as many atoms as possible should share rows (the same y-coordinate). This effectively maximizes the number of atoms that can be arranged in the bounded area, due to the mechanism by which the atoms are configured using optical tweezers.\n", + "3. All rows must be at least 4um apart.\n", + "3. No atoms can be closer than 4um apart." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'area': {'height': Decimal('0.000076'), 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}}\n" + ] + } + ], + "source": [ + "# Capabilities, constraints and performance metrics are stored as 'paradigm' attribute of AwsDevice.\n", + "capabilities = qpu.properties.paradigm\n", + "\n", + "# print out lattice capabilities\n", + "pp(capabilities.lattice.dict())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us load a map of Boston and 130 possible antenna locations" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.image as mpimg\n", + "img = mpimg.imread('Boston_downtown.png')\n", + "BOSTON_downtown = open_json(\"Boston_university_locations.json\")\n", + "boston_coordinates = np.array(BOSTON_downtown[\"lattice\"])\n", + "\n", + "boston_unitdisk_radius = 640 # meters\n", + "\n", + "# Construct a unit disk graph as no two sites within 1500 feet of each other\n", + "boston_distances = np.sqrt((boston_coordinates[:,0] - boston_coordinates[:,0,None])**2 \n", + " + (boston_coordinates[:,1] - boston_coordinates[:,1,None])**2)\n", + "boston_G = nx.Graph(boston_distances" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Find unit disk radius\n", + "boston_unitdisk_radius,min_radius,max_radius = find_UDG_radius(boston_coordinates,boston_G)\n", + "print('Unit disk radius of logical graph is {:0.3f}'.format(boston_unitdisk_radius))\n", + "print('Blockade radius is {:0.3e}'.format(blockade_radius))\n", + "a = blockade_radius / boston_unitdisk_radius\n", + "print('Scaling factor is {:0.3f}um/m'.format(1/a))\n", + "boston_register = AtomArrangement()\n", + "for x in boston_coordinates:\n", + " boston_register.add([round(a * x[0],7), round(a*x[1],7)])\n", + "show_register(boston_register,blockade_radius = blockade_radius,show_atom_index=False)\n", + "\n", + "boston_ahs_program = AnalogHamiltonianSimulation(\n", + " register=boston_register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mBaseException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Only run this cell when you are ready to submit your job.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mnshots\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1000\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mtask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mqpu\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mboston_ahs_program\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnshots\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtask\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "\n", + "nshots = 1000\n", + "task = qpu.run(boston_ahs_program, shots=nshots)\n", + "print(task)\n", + "\n", + "# save_result_json(\"boston_graph_mis.json\",task.result())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Analyze MIS results**" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"boston_graph_mis.json\")\n", + "\n", + "seqs = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(3)]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[seqs[i][j]] for j in range(len(seqs[i]))]\n", + " visualize_graph(ax,boston_G,boston_coordinates,node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 40.5960\n", + "Average post-processed IS size: 37.9480\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(\"boston_graph_mis.json\")\n", + "IS_sizes,pp_bitstrings = analysis_MIS(boston_G,result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = 1#min(len(ind),3)\n", + "\n", + "fig = plt.figure(figsize=(10,10))\n", + "for i in range(n_show):\n", + " ax = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(ax,boston_G,boston_coordinates,node_colors = seqs_color)\n", + " plt.imshow(img,extent=[0,6000,0,6000])\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Default]", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/work/.ipynb_checkpoints/distance-checkpoint.ipynb b/work/.ipynb_checkpoints/distance-checkpoint.ipynb new file mode 100644 index 00000000..5ce884dd --- /dev/null +++ b/work/.ipynb_checkpoints/distance-checkpoint.ipynb @@ -0,0 +1,834 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;35mYou have already enabled qBraid Quantum Jobs in the amazon_braket environment.\u001b[0m\n" + ] + } + ], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", + "metadata": {}, + "outputs": [], + "source": [ + "def square_lattice(num_rows, num_cols):\n", + " points = []\n", + " \n", + " num_centers = num_rows * num_cols\n", + " num_corners = (num_rows + 1) * (num_cols + 1)\n", + " graph_connections = []\n", + " \n", + " # Build corners\n", + " for row in range(num_rows + 1):\n", + " for col in range(num_cols + 1):\n", + " start = np.array([col, row])\n", + " points.append(start)\n", + " \n", + " # Build centers\n", + " curr_id = num_corners\n", + " for row in range(num_rows):\n", + " for col in range(num_cols):\n", + " start = np.array([col, row])\n", + " points.append(start + np.array([1/2, 1/2])) # centers\n", + " bottomleft_corner_id = row * (num_cols + 1) + col\n", + " bottomright_corner_id = bottomleft_corner_id + 1\n", + " topleft_corner_id = bottomleft_corner_id + num_cols + 1\n", + " topright_corner_id = topleft_corner_id + 1\n", + " graph_connections.append((topleft_corner_id, curr_id))\n", + " graph_connections.append((topright_corner_id, curr_id))\n", + " graph_connections.append((bottomleft_corner_id, curr_id))\n", + " graph_connections.append((bottomright_corner_id, curr_id))\n", + " curr_id = curr_id + 1\n", + " # points.append(start + np.array([0, 1]))\n", + " # points.append(np.array([num_cells, 0]))\n", + " # points.append(np.array([num_cells, 1]))\n", + " \n", + " centers = range(num_centers)\n", + " corners = range(num_centers, num_centers + num_corners)\n", + " \n", + " graph = nx.Graph(graph_connections)\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", + "metadata": {}, + "outputs": [], + "source": [ + "def linear_chain(n_verts, direction):\n", + " points = []\n", + " for i in range(n_verts):\n", + " if direction == 'HORIZ':\n", + " points.append(np.array([i, 0]))\n", + " if direction == 'VERT':\n", + " points.append(np.array([0, i]))\n", + " if direction == 'DIAG':\n", + " points.append(np.array([i, i]) / np.sqrt(2)) \n", + " \n", + " graph = nx.Graph([(i, i+1) for i in range(n_verts - 1)])\n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Points: [[0. 0. ]\n", + " [1. 0. ]\n", + " [2. 0. ]\n", + " [3. 0. ]\n", + " [4. 0. ]\n", + " [5. 0. ]\n", + " [6. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [2. 1. ]\n", + " [3. 1. ]\n", + " [4. 1. ]\n", + " [5. 1. ]\n", + " [6. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [2. 2. ]\n", + " [3. 2. ]\n", + " [4. 2. ]\n", + " [5. 2. ]\n", + " [6. 2. ]\n", + " [0. 3. ]\n", + " [1. 3. ]\n", + " [2. 3. ]\n", + " [3. 3. ]\n", + " [4. 3. ]\n", + " [5. 3. ]\n", + " [6. 3. ]\n", + " [0. 4. ]\n", + " [1. 4. ]\n", + " [2. 4. ]\n", + " [3. 4. ]\n", + " [4. 4. ]\n", + " [5. 4. ]\n", + " [6. 4. ]\n", + " [0. 5. ]\n", + " [1. 5. ]\n", + " [2. 5. ]\n", + " [3. 5. ]\n", + " [4. 5. ]\n", + " [5. 5. ]\n", + " [6. 5. ]\n", + " [0. 6. ]\n", + " [1. 6. ]\n", + " [2. 6. ]\n", + " [3. 6. ]\n", + " [4. 6. ]\n", + " [5. 6. ]\n", + " [6. 6. ]\n", + " [0.5 0.5]\n", + " [1.5 0.5]\n", + " [2.5 0.5]\n", + " [3.5 0.5]\n", + " [4.5 0.5]\n", + " [5.5 0.5]\n", + " [0.5 1.5]\n", + " [1.5 1.5]\n", + " [2.5 1.5]\n", + " [3.5 1.5]\n", + " [4.5 1.5]\n", + " [5.5 1.5]\n", + " [0.5 2.5]\n", + " [1.5 2.5]\n", + " [2.5 2.5]\n", + " [3.5 2.5]\n", + " [4.5 2.5]\n", + " [5.5 2.5]\n", + " [0.5 3.5]\n", + " [1.5 3.5]\n", + " [2.5 3.5]\n", + " [3.5 3.5]\n", + " [4.5 3.5]\n", + " [5.5 3.5]\n", + " [0.5 4.5]\n", + " [1.5 4.5]\n", + " [2.5 4.5]\n", + " [3.5 4.5]\n", + " [4.5 4.5]\n", + " [5.5 4.5]\n", + " [0.5 5.5]\n", + " [1.5 5.5]\n", + " [2.5 5.5]\n", + " [3.5 5.5]\n", + " [4.5 5.5]\n", + " [5.5 5.5]]\n", + "# Points: 85\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# points, graph = linear_chain(18, 'DIAG')\n", + "points, graph = square_lattice(6, 6)\n", + "\n", + "print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()\n", + "\n", + "print(f\"Edges: {graph.edges}\")\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit Disk Radius: 0.8408964152537146\n", + "Minimum Radius: 0.7071067811865476\n", + "Maximum Radius: 1.0\n" + ] + }, + { + "data": { + "image/png": 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siHG/LWefPn2qnn322bZlZWURgwYNqkxLS+v08ssv/7p06dIW69evj7/55pvP8+zX+b0XX3zRsNt9ahoOp6dgIi7OuTJah8Wq4RKtw2LUcAnXYdUPjb1puAzSYXUA8G3/tjMPDe/06jUB1GExabhE67BYNFzq11TR9xgJpeFwOGOYRUYtwKUAYr09xwAdFqOGS7iWKngartaTs6/umtEhkLkT++9OS4jp+X6gdVisGi7ROiwWDReUu80JvdmSLMHAYEgJBlOZJDVcxuaaTYcVTA2XLMHAYNQHI0FTJkkNl+G5ZtNhSQ2XpAGsJWg2ZZKZcs10rsHMlYQorCVoNmWSmXLNdK7BzJWEKKwlaDZlkplyzXSuwcyVhCisJWg2ZZLUYRmbacZcSYjCWoIrNe5X6rA4kDqs0MpVkRquMIepBNUpAqlQ5k55xe6wOWy1pemB12EJ13DN3pKbWhFIDZc2HZY4DZcWHVbWsSe/C7gOS7yGq+77gkd+sTuq/K3TroQyYTrsV46YHea1w+qk0SnwocPaXjB977JdiemEEK8TqlnRoMMSreGaCyA97/SKlEBpuLTqsLbmpRUK0nBZACxg0WGdrTr0wN5Tr/WEhrXGPnLrdVgXak7c6ytXsIYrEsCnB4rfha22NNVXLgRPlA4lQvVeH8FCs0VGnWzqUV2UsYMAwOcArABuoZT6vHL0elAeZAh+cp0aLi77jEvuXADpAEY7l8L5yXVquLjsM2qmRxmCn9x4AJsAZEGjfcYl1wJgAYBroC6F85W5MBNVeuwzLrmuMoTrKaWlDLnc9hmX3EgAnwJoD+BGSulZf7laM/wRKpOlp06d2qlfv35Vs2bNKtm8eXPsxIkTe5SXl+8O9nGJIug3XyeExEBHEerQYenVcM2FWwEybset4dKpw0oCZxF6KkAN2+rRcDUqQA3b6tFwNSpA1m1FEiolOHTo0OQ5c+YU3nLLLecLCwsjBg0a1Ke4uHhPsI9LFFpLULhUlVJaRQj5HZQi/IIQwlyEOnVYHu0zjLlzwVGAaq5H+wxDpl4dVjEhZAyUImQWs+opQDW3kX2GpZD0FKCa28g+w5gbEgXYiPvu64icHN1vGzWgX79KLFp03N/TQvVeH8HCELO0tyIMgA6LR8M1G5wF6JKrScMlUIflsQi95Z6u3LMKwDxwFqBLrlYNl6sOS3MBuuRq1XDVIRQLMIi43uujqKioSa9evar+9a9/FQb7uIKJIWbp+p27DI0nX1GyMLpJ64Xqt4zWYTFquKojt+SmVuSdXpEiSIflV8NlkA6rfmjsS8NVR6ujtualFeeWfTxMkA6LScPlosPiLkC3XCYN1/cFj/xyoPhdIEQKMBSGwytWrEiYN29em8zMzEMlJSXWvn379v34449zk5OTq1nV+a+++urJwsLCCFd9/rJly45GRUWFxC00g26WdoVSWgXgd8mJaa0irHEfQ3mhuq/bjLNaIiOvu/yTyLQRtKeg3PMAxvdMvLeb1RK53HtuVOR1ly+PTRtB+wvKLQdwQ4/WU68gsHzqKZcQEme1RDcZ3X1ZQtoIOkRQbjGAMZe3mnw9pY4V3nIjLNFNRndf0jJtBB0pKPfX2/r9/M8hHZ//rWr6afQzJoTEDe/08tW/H3honogCVHPzJvT54aXBl/39Nl+5KZ1fG3bXoGPzQ6EAQwVv9xDJysqKvfPOO8uef/75onPnzllnzpxZOmnSpPLc3Nyo/Pz8Jna7Hc2bN6/LzMyMA4D27dvbO3bsWDNjxoyOGRkZx0KlAHkw/JabaSMorur6fvcIS7TPLEIs0QAWq0M5Ebn2q7t+0NGXh9CgXNs13T5q68sHaFDu+Wu7L27JkBsjKjc9BTGtmg6c58sHCAARlhiSEN1jvqhzTU9BTFL8yJcZci1xUR0XiMoNB3JycmIGDx5c/x79rbfeeuabb75J0KLOB5T7F7vq84N3RvoJxM3Xg6nDClau1HAZlxnM3Eseb/f6cGrsd+7cGe1Nnf/SSy+1HTRoUGVtbS2c+vyBAwdWrl+/Pj54Z6Qfw2656QKPukiERVjmGp9rpnMNa1auXHkUAEaNGlU1atSoKgBYu3ZtPgA888wzRe7PX7VqVQEAPPfcc42+d6kRiCtBsymTzJRrpnOVhCmBKEGzKZPMlGumc5WEKYEoQbMpk4KhwwpWrtn+bSVhSCBKUOqwApB7unLPqjqp4TI6Vy8Oh8Mh9s7hkgaoP19Nn1YbXoKsOiwDNFyMOixxGi6tOiyBGi7LZ3sHztual1ZMqcPn/gRruJh1WDuOPbk10Dos0RouAeSUlJQkyCI0BofDQUpKShIAaFpwYfSKkfq1wOpEaI83bqeUYlv+A7kHSzJOA7iZ1z7jkjsX6lI4dSK019yt+fcfP1TyYR502GfUzAZrgdWJ0N5yyXd5004dLl2yC5z2GZfcBmuB1YnQXnIdZEtu6ukjZcu+Aad9xiW3fi3wHQOPvNYsuvvbnjIBoOzC7j/+O2fQbABfAZjOY4Fxya1fC3zXoGPz46I6LvCWW3x++6x1+0Y9DR32GZHs3LkzKSIiIgPK8sFAjMLMhgNAjt1uTxsyZEgx60aGlSCHDgtQlthFQEcRcuiwdGu4OHVYIjRcHmUIAdBwucoQxlJKyzRouLiLkEeHJULDJQlzKKXCHwCehHKD634at4sB8D8o/5PGcuTOBfArgB4at4sHsBXAegBRGrclAP4Fpcw6a9y2BYAfody+IELjthYA7wHYD6Cdxm2ToAwZFgGwaNzWCmAZgJ8BtNK4bQcAhwHMh/oLWMO2kQA+A5AJIEHjtt0AHAXwotZc+Qj/h/gdchagy/ZcRchbgC7bay5CPQXosg/NRainAF32obkI9RSgyz40F6GeAnTZhyxC+fD44DVLG6bDAhrYZ+qHxkbrsNTcRmJWXzqs5T+1163DUnMbiVl96bA+2ztQtw5LzW0gZk0bQaM8ZaKxDmsspbRMR26DoXGgdFjuQ2NfufLeIuZBUwmmp2AivLzpboAOq74IJ19R8r53DZdwHZZfDRc1RofFpOEyQIeVBGBT3zYzilI6vz6cQYelqwBdcjsA+LZf25mHR3R69epA6bBYNFzq19RwvceIpCHMJagW4FIAXm24lDpshFjuEfXiIYTEJCembR/Z5a3+viw0BuTG90y8d8eVXd7p6ctCY0Buix6tp2Zf1fX9Lr5sMJQ6qgixTBaV+/uBB6bFRXVe5MvKYndU0cqawmkrfu4ubA3uxP670xJier7vJ9dhqy1N/eSnjstE5f6u7/aHWzYd9LYfC00lwvhmS5KLMJWgOjQrBtui9QoASSKGE+kpiKGKPdlMuSWEkKaByg3mv62ZciWhC+tcpaApk6SGy/Bcs+mwpIZL0gDWEuRRF4lA5hqfa6ZzDWauJERhLUGzKZPMlGumcw1mriREYS1BsymTzJRrpnMNZq4kRGEtQbMpk6QOy9hMM+ZKQhTWElypcb9Sh8WB1GGFVq5KqGi4JAbBVILqFIFUKHOnvGJ32BwXan59KNA6LJEaLm06LKEaLstnewe+xqrDEqXh0qLDyjz6RFbGDsJt2nHLZdZhZR178juBGi66Lf+BI3aHzZ84ohLKhGk5PSbMYdb5qJNGp0AZIrgPJyoopRWZR5/48ZOfLnuUENJM74E5bTB5p1ekEGK5x1fu9oLpe5ftSkwnhHidyM2YWW+DyS37ZIS/3O8LHjm0ZGfCFEKIlqs3T7kWAO8AuDa37ONhhFgm+8i9sC3/gYKPsmPvIIToulGW0wazr2h+QmVN4TRvmQAqKqqP3vdL0ZtJADLU49WTGwng0wPF78JWW5rqK/ds1aEH9p56rSeAN4nGeUsecqMBrD1YknGmtu6c15+x+pATpU0C79phb5qmOihD5yQA4yil57gOSrsOC1CW2FkB3EI5NFycOiynhusMgNspn4arvgDBrsMSoeHi0WElAdgIIBv8Gi4eHZZzrfF/AcygWl+0uFiAAKKgrEe/4C9Xa4bkEkW0kQGK8WMtgB8ANOPYfi74dFhO+8xGaNRwQZ8Oy2mf+QLaNVwWAO+CT4elR8OlR4eVBGAv+DRcenRYTvvMW9Cu4YqGUqCbATTV+pqUj/B+GLNTziLkLUCX7TUXoZ4CdNmH5iLUU4Au++DRcInQYWkuQj0F6LIPzUUoC1A+/D2MNEtHwm1oHCAdltM+Uz80DpAOy2mfOQN1aOxHh/Ua3IbAnLnMGq6T57as3rB/9HsQo8NqMDT2o+ESqcNqMDT2o+GicBsC8+ZKwhej7zFSX4R/GHzi7aaRHd5Vv2W0Dqu+CCdfUbLQk4aLGqPDqi/CqUPOLvWm4TJAh8Wo4bJFb8t/8MSR0qVD9RSgS24SgI1928wo9qXhMkCH1QHAt/3bzjw0vNOr13jL3Zb/wJGDJRlnIAtQ4gNDSxBQirBX0oNbUzq/PjTAOqxQ13AJ1WGxa7hoFSEk0Bou4TosNg2XzVFbd27ysp1Jn4jKlYQfhpegSXVYUsNlUGYwcyXhSSBu+2dGHVawcqWGy9hcSRgSiBI0mzLJTLlmOldJmBKIEjSbMslMuWY6V0mYEogSNJsyyUy5ZjpXSZgSiBKUOqzwzZU6LMklTyBKUOqwApB78tyW1XXUFh3g3JDXYQnOlYQhhpegFh2WKA2XFh2WYA2X5bO9A+ex6bCEarisG/aPfm9b/oMnKKWB1HAx67AEa7iYdFiiNVyS8MTQEtSiw8o8+sROERourTqs7QWP5QjScFkALABwDYMOS6SGq94Gc6R06TBCSKA0XMw6LFXD1QZiNFzMOiyRGi5J+GLk2uG50KbDqoMybEkEp4aLU4cFAOug/ELg1XDVFyDYdVgiNFyuOqzrKaWlDLkiNFw8OqwkAJsAZIFfw6VZhyVCwyUJc4ywMoBfhxUJZc2vZg0X9OmwYqAUA4+GywLgPfDpsPRouFxtMK01bqtHw6VHh5UEIAd8Gi5uGwx0aLjkI/wf4neoX4eluQj1FKDLPjQXoZ4CdNkHj4aLuwBd9sGj4RKhw9JchHoK0GUfsgjlw+OD1yxttA4rEm5D4wDpsGLgNjT2o8OaB7chMGcus4bLTYdVPwTmzG2g4UobQZt4yoR4HVaDobEfDZcwHZYWDZdca2weNJVgegom4uKcK6N1WPVF6E3DRY3RYdUXoS8NlwE6LEYNV70Oa5ieAnTJbQHg695JD1eP6vL2gADqsJIAbOrbZkaRLw2XaB0Wi4ZL/Zoq7zFiDphLUC3ApQC8fopqgJYqslfSg9tSOr8+JPAarvszR3aZ389PrmgdFqOGS6wO667BBVNimrT5KMIS4/VcjdBhsWm4xOuwWDRcUO42J2+2ZAKYSjCYyiRqPh1WQHPNpsOSGi6JO6xztoKmTDKhDivQuWbTYUkNl6QBrCVoNmWSmXLNdK7BzJWEKKwlaDZlkplyzXSuwcyVhCisJWg2ZZKZcs10rsHMlYQorCUodVjhm2s2HZbUcEkawFqCKzXuV+qwOJA6rNDKVZEarjCHqQTVKQKpUOZOecXuqHKct+U9GgwdlkANF7MOS7CGS4MOS5yGS4MOy/FDwaN7MnaQWr2Zai6zDkuwhsu6NT/tWJ3DVufnqZVQJkzL6TFhDrPWSJ00OgU+9FBZx576fsXu7k8QQnS9maxVhyVQw6VJhyVQw+WqwxrqR4fl1HBNFaDhYtZhVdUWTdtfvCAKwHIBGi5mHZZgDVccgA2HShYV2B02r68p9SEnSpsE3rXD3jRNtVDec+kFZV2r5jeVOXVYIjRcPDosQL+Gy1WHNZZSWsaQ69RwnQUwifJpuHh0WA3WGlM+DRePDkuEhisOwAYoBTeJUmrzl6s1Q3JpItwnqF4lcBWhtwJk3LaRdEHDth4LkHHbRtIFDdt6LEDGbZ1rjTUXoacC1LAtdxF6KkAN23IXoacCZN1WEv4IN0ur/1NMBXAAwDesQ2M9Bajm1kCZ3V8C4L+sQ2M9BajmVgGYAMAB4AvWobGeAlRzzwMYDyABwBrWobGeAlRzywHcAKAbNAyN9RSgmlsMYAyA4dAwNJYFKPGHkWbpRleEAdJhMWu4BOuwmDVcbjoszQXoltvoitBb7oHijH9vy0//CGJ0WFo0XCJ1WFo0XFbIApT4wbASBBoW4Z0Dc1+Pj+72tvoto3VYTBouA3RYjBqueh3WUD0F6JJbX4RTh5xd4kvD9X3+w3mHSxcPF6TDYtJwGaDDYtJwbc1PO3aoZFEBZAFKfGBoCQJKEfZp8+im4Z1eudKXqimIGi7ROixGDZdYHVZoa7jE67BYNFx1Dlud3WG7Z8mPzVeIypWEH4aXoJm0VGbLlTosSTgQiJuvm0lLZbZcqcOSXPIEogTNpkwyU66ZzlUSpgSiBM2mTDJTrpnOVRKmBKIEzaZMMlOumc5VEqYEogTNpKUyW67UYUkueQwvQanDCkzugeKMf0sNl+G5kjDE0BJUdVjPsemwhGq4LJ/tHfgaqw5LoIaLWYclWMMVuS0//aPv8x/OC7CGi1WHJVrDxaTDEq3hkoQnhpWguhb4FQATWXRYAjVcFgDvALiWRYclUMOlSYe1vWD6XkEarvq1wIdLFw9n1HBNEaDhYtZhCdZwMeuwVA1XEgRouCThiyGTpV0LEOw6LBEarvoCBLsOS4SGi0eHBQCfA7CCX8PlUYbAqOE6A+B2Tg0Xjw5LhIZLsw5LXWK3EUA2ODVckvDGCJWWxwJk3FaPhstjATJuq0fDpUeHFQPOItSpw3KuNT4DjUWoU4elR8PFbYORRSjxhdAhgp4CBHRpuLgLUM3l1XDp1WFVAfgdgDpo03Dp1WE5NVzNAazWoOHSq8Pi1XDp0mGpGq6xAIZBDo0lbvCapb3psJ4DZwE2OCgNGi5Vh/UaOAvQLZdZwyVYh9XoijBAOqwGV4RpI6jFUybE67C0aLiE6bDcrwh9abjkWmPzoKkE01MwERfnXBmtw2LScBmgw2LUcAnXYdUXoT8Nl2AdVjyA//RKeiD6yi7v9gqgDotJwyVah+Uswr5tZhR703CpX1PlPUbMAXMJqgW4FIDXIZsBOixWDZdoHRajhku4DismOTFt+8gub/UPZO49V5y8OzKixVJfmUbosFg0XEbosFg0XFDuNidvtmQCmEowmMoks2ipgpVrNh2W1HBJ3GF9gzhoyiQTaamClWs2HZbUcEkawFqCZlMmmSnXTOcazFxJiMJagmZTJpkp10znGsxcSYjCWoJmUyaZKddM5xrMXEmIwlqCQVMmmUhLFaxcs+mwpIZL0gDWElypcb9Sh8WB1GEFLFfLp09SwxXmMJWgOkUgFcrcKa/YHVW0vGr/jMDrsIRquDTpsARquJh1WCI1XOw6LJvj+4KHDmTsIELW3brosAKt4Yr6Lu/ek3WOap8aLiiv9VQ5PSb8YV5DqU4anQIfmqbs43/euGZPn6cIIW30HJTLWuDRLDosgRouVx3WMH9aKoEaLk06rO0Fj+UI0nAx67Bq7OVTDhS/b4OGtcY+cp06rKN2h+1uX7mCNVzNAfzvcOni3ZTa/+ArF3KitGngXTvsTdNUDeA9AFdCWT9cpPmAXApQ3QeLDkuEhstVhnA9pbSUIVeEhotHhwUA66D8EuPVcPHosLjtMy65ThnCBQATGXVYIjRczQH8D8AxAH+glNb6y9WaIbk0MUKlZQFnEXorQMZt9Wi4PBYg47Z6NFx6dFgx4CxCnTosPRquRgWoYVs9Gq7mcCtA1m0l4Y9wpZDqansQwPcANrMOjfUUoJrLq+HiLkA1l1fDpVeHVQVgAgAHtGm49OqweDVc3AWo5vJquJpDFqDEB4aYpQHPV4QMOqzR4ChAt1xmDZebDktzAbrlMmu4BOuwGl0ResvdXfjy59nHZ38KMTosLRoupw6LqwDdcrVouKIgC1DiB8NKEGhYhJMG7HulRUzvN9VvGa3DYtRw1euwhukpQJdcZg2XYB1WfRH61nBVxfxQMH3/oZJFKYJ0WEwaLlWHdRQ6C9All0XDRb7Lu/fk4dLFuyELUOIDQ0sQUIqwb9vHvxrW8cWxvtRFBuiwGDVcwnVYQdRw3Z85ssv8fqGm4apz2Bx2h+1ukTosNg1XdR2l9j98mN1UzvWTeMXwEjSTlspsuVKHJQkHAnGvBTNpqcyWK3VYkkueQJSg2ZRJZso107lKwpRAlKDZlElmyjXTuUrClECUoNmUSWbKNdO5SsKUQJSgmbRUZsuVOizJJY/hJSh1WIHJ3V348ud1tComwLkhr8MSnCsJQwwtQY06LFpe+cvjgddhCdVwadJhCdRwRWcfn/3pDwXT9wdYw+XUYfnUUqkaroMCNVxMOizRGi5JeGJYCbqsBb6WRYeVffzPG9fs7fckIaStzlxNOiyBGi5NOiyBGq76tcCHShalBFDD5dRhFdgdtnu8ZeKihqsKwBoBGq7mYNRhidRwScIXQyZLuxYggDGMOixXDdcYSukpjlweHZYIDRePDkuEhsujDCEAGi6nDKECwCRGHZZzrfFZdRseDVdzaNRhidBwScIbo1RajQpQw7ZcRahTh6VHw6VHh6VHw6VHh6VHw9WoADVsy12EemwwsgglvhA6HNZTgEAjDdcm1qGxAB0Wr4ZLrw6LV8OlV4fFq+HiLkA116nhSoCGobFeHRavhktiDnjN0r50WFwF2OCgPFwRBkiHxazhEqzDYtZwCdZhNbgiTBtBqadMNNRhcRWgW26DK0I/Gi5hOiwtGi651tg8aCrB9BRMxMU5V0brsC5quPrnvNoitu8bnnOF67CYNVyCdViMGi7hOqwYAOt6Jt7f5uquC7v60WEVQGcBuuQ6NVwxV3Z5NzlQOiwWDZf6NVXeY8QcMJegWoBLAXgdOhmgw2LUcAnXUplKwzV16Om7IiyxH1t967Dq7A7bPSJ1WGwaLvE6LBYNF5S7zcmbLZkAphIMpjLJLFqqYOWaTYclNVwSd1g/GAmaMslEWqpg5ZpNhyU1XJIGsH5KxqMuWsJ1RACgNEHnq7u+96em9vK41tX5aFZbhMi6C4hyXMCX7f+MPS1uFp97kcCeb3BzzXSuwcyVhCisJWi8ukiZBjEewK0ArgHQZmr+gwCA8xGtcbZJW9RYmqLa2hQOYhWXK2Y/l3Kumc41mLmSEIW1BI1RFylXfNcAeBjARABNABRBmRKx/dVeG+892nToMFsE88qyS13VJHVY4ZsrCVFY3xMUqy4ihICQmwD8COBbADdCmWQ9EkB7UDoVlC44mDDm7SprvFm0VMHKNZsOS2q4JA1gLcGVGvfrfToDIQMAbAWwHkALAOkAOoDSJ0BpJpRVIwC86LB8f5otdVjaMZsOayWlDi2fPkkNV5jDVILqFIFUKHOnvGJ3VNHSC7tmepxSQEgkCHkBwE4AyVCWxyWD0gx4WLs6mhDr+P2jt921O7n6r3uHOF7d1RZvZcdhWt59HnPLq/bPCLwOS6iGS5MOS5SGi1WHVeewObbmp+dn7ND28bWPXEYdls3xfcFDBwRquJpuyZtW6i8Xyms9VU6PCX+Y1w6rk0anwIemaeeJv29YmzPkaUJIxwbfJaQLlKu/P0OZcN0LlL4P1xUASklOAiEzCCHWLcDi3wC9xtYcL02wF+3Z23x87bbEtNqc5uMa5WYf//PGNXv6PEUIaaPh3BuhVYclUMOlSYclUMPFrMOyOyrvOVTywSloWGvsI7c5GHVYqobLBmC1AA1XawCbjpQu3QLgLl+5kBOlTQPv2mFvmiYbgNegLM4fTSk9DkKuBfBvAFYA00DpvxseAUmA8sHIdADtKZDbBMisA/qNBcZ/Q2khQ66rhus6SmmR5h8Enw5LhIaLR4clQsPFo8OKAfA5lH9LXg1Xc2jXYTnXGp8BcDunhqs1gE0AfgJwH6W0zl+u1gzJJQqlVOgDAAEwD0DuLuABCtgosI8C3Rs9H/gNBUqo8k7f/6qAmyKAjwH8DKC1xlwLgIUA9gFoo3HbSACfAcgEkKBx2wgAywHsAtBS47bRAP4LYDOAphzH/DmAHwA007htHIAtUEowWuO2MVBKbCOAWI3bNgeQBWA1gCYat42HMpr4AkCUxm1bA9gDpeCsPK9r+QjfhzE7BcjTwHo7QCuBH6m3cgC6UeBrCgyFcnWxrEEBAn+gytWC8/k5FPjAR67mItRTgC770FyEegrQ7dg1FaGeAnTZh+Yi1FOALvvQXISyAOXD38MQr5p6hfebw0DhFUDLC0BTCpxOT0HM5PyH5rWqPnrrG8kbTmIEdeqw9mP/6MXNgQEbgb9dcdEG8xiAcgCfqH9eBuCo11xKHYSQB6EMjTcTQq6jlBb50mEB+Ag6dViUUjshZCqUofE3hBCfGq7dhS9/DmXorUuHRSmtIYT8HsrQ+L+EEJ8aru1Hn9gAYA106rCoInD4HZQC/oIQ4k/DJUSHRSk9TwgZD2VovJoQcrsfDVdTuA2BeXIl4Y14vT4hvaH8xj9yFriuOTAHwITb+ma9dH/52vk3Fb4QeTD+WryV/AWqrfGgLjqsn0qX7ogDxgFoC0ptICQJQClcps2wHYKLhmvAvldaxPR+U/2W0TosRg2XcB0Wm4bLURWz/egTuw+WLLyStwDdcmMAfN4z8f62PjRcRuiwnBqu6Cu7vNvLc66DbMmbVqp+CCILUOIVsSWovDizoPxGHgJKTxBCyIC2f1r3mqPi5rHF72Fb4n1Y1mUB6iyRAICB5euQGzcK5yNaVY0o++Sp9Nx7sgFkQ+eBSQ1XYHLZNFzidVisGi4Ady3KilotKlcSfoguwUVQ5hNeD0o3A8qnnJOOPnlm3Kl/RX7V7kms7vgyoE41S7Tl4tk9vfBVu9lY2/F54BLXUpktV+qwJOGAuHuMEPIbAPcCeNlZgCp37Gkxwb6+/d/qC5Coo9uS6O54tfcWfNFhjuueLmUtldlypQ5LcskjpgSVSazvAjgI4BmXv48FMPVws2tiP+/4HEAI4muL8JdfRqD32W8AALnxo1BnaeLcwqkuEgGPMknmhn5mMHMlYYioK8GHAHQFMAPON9yVN813TTw2u3eDQOqAzRIHCq9XLZe6MslMuWY6V0mYon+KjPIe1N+gTEX42uU7cwEkF8QN/wlAO+dfno1sh3/12QwfXOrKJDPlmulcJWGKiCvBKVAmpM6p/0RXWSv8RwAf7mo56Q1KacVVxRlIzbsPEQ6fMzMudS2V2XKlDktyyaOvBJV34qdDMcN87/KduQDqAPzdqcNqVluEFjW/oo5E+tur1GFxsP3oExvqHEHRcIW0DktwriQM0XslmAKgN4C3Xa4CE6B8ereAACc37B/93rb8B09saP+XqjeS/wNKPEf61HBpRKMOS6SGS4MOS6iGK+6XU2+s2X70id3+c4VquJh0WAZouOJYdFiiNVyS8ERvCd4OoAZwmXirrLzodhx4GcDi7sDgBaVLUwkhkymxatdwOVFs1P1AyE0g5E71az8PT9Okw8o+9udNgjRcmnRYAjVcThvMhYMlC68MoIarORh1WKqGqwhiNFyJADay6LBEargk4Qv/ZGllKJwPYC8ovcXtW1Yo78P0OwNkJShTGtqmj6DV8K3hmgfgFjg1XMrOYqG82GcD6ADADqW8HVA+2PkVwD8BfEqU72nVYVUDeB/AKPBruHh0WCI0XPUFCGCicylcADRczaFdhxUDYB2UfzteDVciFGkDsw5LhIZLEuZw2xeALqoC6zGXvxtQB2y6WrF8/AygNQVaUuAmln1C0XC9DiAXQEcK3E6BCgqcV7O8Pc47gIpHFRMMjw7LAiADfBouPTosPRoupw3mP9Cuw9Kj4WoOfh1WDJQZBDwarkRw2mCgQ8MlH+H/4N8YmKIW0EDn39UCf6MA7QDkQKMPsP6A1CKcDZTUAVV+yq/BowqoKwNmceZqLkI9BeiyDx4NF3cBuuyDR8PFXYAu+9BchHoK0GUfsgjlw+OD1yx95/1Hpjx7RfmaDtOHnv3WQZosOXluy+q/7R99MBFofTlwGaW0FIRMA3AalK7TkuEg5HY78Ekk3zzGKgBTQanmRfOqfabB0NiXDiv7+GzdOiw1t94+A3Vo7EuH9cupN9bAbQjMmVtvnwEwLm0ErfWUCYE6LDW3wdDYj4YrDm5DYB25DYbGvjRccq2xedBUgukpmAh1ztWMA7+Na1ZbjOf77wRVtVSv/tiCRNHq1XGU3qXsnWQCOANKx/nYrdsRkVgoi+ObajgPdy4ASALf+071RehbwyVch8Wm4RKvw4oEsKpH62nJ13RbdBkhhCIwOqwYAOt6Jt7fxruGS7wOi0XDpX5NlfcYMQfMnw6rBbgUygsmro3tMIqiewBQ3qCPc9RGtKLV1mPNrq9x2exKAHdrPKa7AOhV2zivLLRvqLgLH+jb5vHC+KguH0A9X9fnEELiIiyx1qu7ZnRPG0Fv1Hmszlw7gKl92jxaERPZ7kOvudZY61Vd3+udNoKOF5Rbkzr03MdXdV1wOSGkqXsmgDhCSNOrur7XddrQihUiClDNrZoypOyDK7vM76t+wOMh19L06q4LL7t3mO0LEQWo5p6/e3DhgpTOb1zhLVd9LFVf85Iwh+lK0JO66K3seGxNSsPKzvMAAM1qTuH+3CnY1HZ61e4WE1pxDSeUX8sHAPTUvG1jDoLSXjwbSh2WsZlmzJWELqxXgg3URYTWIdpRgSprQv3fnYtsi3m9v8buFhPqAPwehFwOQl4AIZ01HE9fKNNgRHCZp3mEjEgdlrGZZsyVhCisJdhAXRRVp7wFZrPGe3quU13UGcqtNLVMQu4MZa6fCOwAOnFuayZFlJnONZi5khCF9dPXBqsaKLFgV4vbUBTtddTaEpRuBNBC4/HEQZzeywJlWgQPZlJEmelcg5krCVFYS7DBaoZqaxwW9PT5wRmvuqgCykoQETgAnOfc1kyKKDOdazBzJSEK61VXoNRFRyHCcagQAWVOGw9mUkSZ6VyDmSsJUVhLcKXG/fKqi36BshZYBCdAaQ7ntoE631DINdO5BjNXEqIwlaA6RSAVgL/Jx5VQJpnyTSlQ5uv8E+y/qb1Roe6Hi4Cdbwjkmulcg5krCV24V4zAqFn2QV4x4kpAzjdEcs10rsHMlYQevGuHvaqLxBwVuR3KezdaTMlOKgGk8qwd9kRAzjdEcs10rsHMlYQWYm++LhJCZgB4CdqKsBLA06D0LWMOSiKRhBuhW4KA84rwIyhrgX1NcK2AouCaJuoKUCKRmIPQLkHA+R7hnQCehmez9AkoH4Ks0PseoEQiMR+hX4KuKGuBO0FZCXIewDEd02AkEonkEitBiUQiEYyodboSiURySSJLUCKRmBpZghKJxNTIEpRIJKZGlqBEIjE1sgQlEompkSUokUhMjSxBiURiamQJSiQSUyNLUCKRmBpZghKJxNTIEpRIJKZGlqBEIjE1sgQlEomp+X8E9F+8kgICjAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unitdisk_radius, min_radius, max_radius = find_UDG_radius(points, graph)\n", + "print(f\"Unit Disk Radius: {unitdisk_radius}\\nMinimum Radius: {min_radius}\\nMaximum Radius: {max_radius}\")\n", + "\n", + "figure = plt.figure()\n", + "axes = plt.subplot(1,1,1)\n", + "visualize_graph(axes, graph, points)\n", + "\n", + "x0, y0 = (1,0)\n", + "angles = np.linspace(np.pi/2,np.pi,1001)\n", + "\n", + "axes.plot(min_radius*np.cos(angles)+x0,min_radius*np.sin(angles)+y0,\n", + " linestyle=\":\",color=\"red\",label=\"$R_{min}$\")\n", + "axes.plot(unitdisk_radius*np.cos(angles)+x0,unitdisk_radius*np.sin(angles)+y0,\n", + " linestyle=\"--\",color=\"red\",label=\"$\\sqrt{R_{max}R_{min}}$\")\n", + "axes.plot(max_radius*np.cos(angles)+x0,max_radius*np.sin(angles)+y0,\n", + " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", + "\n", + "axes.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", + "axes.set_xlim((-0.25,10))\n", + "\n", + "plt.legend(loc=\"upper right\",)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 8.044e-06m\n", + "Unit Disk Radius: 0.841\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 20e6 # rad/sec\n", + "\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * x).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -20e6 # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[126], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOnly run this cell when you are ready to submit your job.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m#DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "f50681b2-542f-40e7-82ad-fb77e1f85c6c", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# save_result_json(\"4x4_square_graph_mis.json\",task44.result())\n", + "# save_result_json(\"1x1_square_graph_mis.json\",task11.result())\n", + "# save_result_json(\"2x2_square_graph_mis.json\",task22.result())\n", + "# save_result_json(\"6x6_square_graph_mis.json\",task66.result())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a67b2da-0e26-4574-a3c7-8b1fa0cb283e", + "metadata": {}, + "outputs": [], + "source": [ + "task" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "id": "9d39e006-94cc-43e4-a629-1adc25980818", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"6x6_square_graph_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"]) \n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(num_measurements)]\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "\n", + "start = 10\n", + "num_shown = 5\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1,num_shown,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " sequence_colors = [color_lookup[sequences[i+start][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(axes, graph, points, node_colors = sequence_colors)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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uYVAITv3xk+Svgc8wGJX2FPAFBn3sY3f8THy4S5Lea9K7ZSRJCzDcJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoP+H1lq/ZBTmjGyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# result_json[\"measurements\"][5]\n", + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "post_bitstrings.shape\n", + "n_occur_ground = np.sum(post_bitstrings, axis=0)\n", + "n_occur_ground.shape\n", + "# unique_n_occur, count = np.unique(n_occur_ground, return_counts = True)\n", + "\n", + "# unique_n_occur\n", + "plt.bar(list(range(0, n_occur_ground.size)), n_occur_ground)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "IS_sizes = np.sum(1-post_bitstrings,axis=1)\n", + "unique_IS_sizes, counts = np.unique(IS_sizes, return_counts=True)\n", + "\n", + "plt.bar(unique_IS_sizes, counts/counts.sum())\n", + "plt.title(\"Before\")\n", + "plt.xticks(unique_IS_sizes)\n", + "plt.xlabel(\"IS sizes\",fontsize=14)\n", + "plt.ylabel(\"probability\",fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 29.9300\n", + "Average post-processed IS size: 28.8200\n", + "FIXED\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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6FD5DCh7Xp/AZWvC4voTP0ILH9Sl8FDzdpOjpmK6Hz1CDx3U9fIYaPK4P4TPE4HF9CJ+hBo/revgMNXhcH8JHwdNdip4O6mr4DD14XFfDZ+jB47ocPkMOHtfl8Bl68Liuhs/Qg8d1OXwUPN2m6OmoroWPgmexroWPgmexLoaPgmdeF8NHwbNY18JHwbNYF8NHwdN9ip4O60r4KHiW15XwUfAsr0vho+BZqkvho+BZXlfCR8GzvC6Fj4KnHxQ9HVd6+Ch4xis9fBQ843UhfBQ8K+tC+Ch4xis9fBQ843UhfBQ8/aHo6YFSw0fBU02p4aPgqabk8FHwTFZy+Ch4qik1fBQ81ZQcPgqeflH09ERp4aPgqae08FHw1FNi+Ch4qisxfBQ89ZQWPgqeekoMHwVP/yh6eqSU8FHwTKeU8FHwTKek8FHw1FdS+Ch4plNK+Ch4plNS+Ch4+knR0zNth4+CZzZth4+CZzYlhI+CZ3olhI+CZzZth4+CZzYlhI+Cp78UPT3UVvgoeJrRVvgoeJrRZvgoeGbXZvgoeJrRVvgoeJrRZvgoePpN0dNTucNHwdOs3OGj4GlWG+Gj4GlOG+Gj4GlW7vBR8DSrjfBR8PSfoqfHcoWPgieNXOGj4EkjZ/goeJqXM3wUPGnkCh8FTxo5w0fBMwyKnp5LHT4KnrRSh4+CJ60c4aPgSSdH+Ch40kodPgqetHKEj4JnOBQ9A5AqfBQ8eaQKHwVPHinDR8GTXsrwUfDkkSp8FDx5pAwfBc+wKHoGounwUfDk1XT4KHjyShE+Cp58UoSPgievpsNHwZNXivBR8AyPomdAmgofBU87mgofBU87mgwfBU9+TYaPgqcdTYWPgqcdTYaPgmeYFD0DM2v4KHjaNWv4KHja1UT4KHja00T4KHjaNWv4KHja1UT4KHiGS9EzQNOGj4KnDNOGj4KnDLOEj4KnfbOEj4KnDNOGj4KnDLOEj4Jn2BQ9A7V7+JjZajO7n5l90cw2mNkmM/uxmT3JzPZR8JRlufAxs5uZ2TvN7M9mttnM/mBmrzOzayl4yrJc+JjZAWb2AjP79Wj/XWxmp5rZXS1S8BRiufAZ7cMHmdnXRnPoRjP7gZk9xsz2UvCUZbnwMbNbm9n7zOwvo8/g78zslWZ2NQVPWZYLHzO7spn9o5n9ZsEc+hEzu/1oDlXwDJzFuVuGysyOB44FLgGuBOy72yYbgZ3Ab4GfoeApipkdCpwOfBs4FNgDWLNgk23AHPAl4IYoeIqy4GDCLuBgwIC9F2wSgE3AT4EboOApyuiH8AnAo4jz5GVZfg7dAvwV+BoKnqIsOJjwHeA2wDpg4ZmDrcTP4VeBq6HgKcqCgwl/AW43+vNeCzaZI37+fgDcFAXPoCl6Bs7M1gO/Ag6YsOlO4BYhhB8lH5TUYmYfAB4yYbMAvDiEcEKGIUkNZnYf4FQmn3n/IXDzEMJc+lFJVWa2P3A+S2Nnd9uBG4YQfpV6TFKPmZ0O3HPCZgF4SgjhrRmGJDWY2UOJZ11twqZfAe4Y9MN3sLS8TR7H4iPLK1lFXB4lBTGzawJHV9kUON7M9pq4peT2eqrNxdcC7p52KDKFZxDPsE6yCvjHxGORmszsJsBdqmwKnGBmayZuKdmY2SrgRCYHD8Sz6YekHZGUTNEzYKOlGc+levTcy8yulHZUUtNTqPc5nnRGSDIys9sSl8xUsR54fsLhSE2jH8DPAPassPka4JjRkkYpx7OoFq0Q9+H90g1FpnAEcJmK2+4FHJdwLFI4Rc+wXRm4Qo3ttwF3SjQWmc79gLUVt90HfWGX5m7EawiqMPT5K831qL7/IC5xu22isch07s3i6yDH2Re4T8KxSH1HEg8IVbGKOOfKQCl6hm0v4rU6Ve1+kbW0r+5ytapfDpLH3lT/wQWwx+gMrZRhL+KF0nVoDi1LlbN0C+2TZBQyrX2ptrTN1TlIIT2j6Bm2i6h+lgDihZx/SDQWmU6d/TFHvOBayvEHYHON7S/RRbhF+SP15tDVaA4tzZ9qbLsTzaGl+Q3xDGpVf041ECmfomfAQgiXAl8gxkwVu4Czkw1IpvHvwIaK224B3pFwLFLfR6g+D28H3pVwLFJTCOF3xFvhVnUp8M1Ew5HpvIXqBx52AO9OOBap7wNUP9u6BTg54VikcIoeeQ1xIphkK/CGEMKOxOORej5EtQk/EJ+19NW0w5E6QggXAqcRf0xNsov4cEQpy6uo9qN5C/Ba3XK8OO+m2oG/OeCHemxDWUa3gP8ScX6s4j/SjUZKp+iRbxIfTDpuwthBXJbxiRwDklq2EX80j/vS9h9Z79HSqCK9h3hdz7jr6+aAHxOXckhZ/pd4UGjc/ttBvO7g01lGJHVcCpzF+Dl0F3H//WeOAUlt/0n8PTvud0wAvk5c1i8DpegZsAVPg/8q8Va4l7J4qdRm4pf5e4CXA581s4Nyj1OWN7qg/ZXEZ0w8GPgZsIn5yNlJPLr8rdHrzzWzx7cwVFnB6Gnw7wOeAJxO/LxtW7DJBuBC4LHE/XmKmVW9va4ktuBp8J8GXgFsHP3jNhE/g28F/g04w8yuk3ucsrzRHPom4IbE2/n/mrj/PIB2ED+TXx69/mozO6aFocoKzOwo4hLFRxHjdSvz1/gE4v68AHgYcDngnWa2uoWhSgFMB36HaUHwXAAcE0LYYWZrgQcCtyM+t+AnwPtDCH8dved44JnAESGEc9oZucCi4HkEcFgI4Rejv90OuC9xcv8D8OEQwo9H7zmE+MP6uBCCru1p2Sh4Pgk8MYRwyuhvBwIPBa5NPOhwFnB6CGFuuc9sOyMXWBQ83wUeG0LYNXr474OAWxLP3v0Q+GAI4dLR5/ME4o+vw0MIv2hn5AKLgudI4v64YPS3OxFvS70f8Dvi/jtv9J4ln1lpzyh4PgA8NIRw2uhv1yLOoVcnHsj9b+CMEEJY8Jn9DvC4EELVJXHSE4qeAZrlx5PCp33LBU+N9yp8CjDtjyeFTxmWC56K71P4FGC54KnxXoVPAZYLnorvU/gMmJa3DcysP5pCCK8C3gCcqaVu+c0SPAAhhK8B9wJO1FK3dszyoymEcAlwD+BAtNStFdMGD8DomroXAu8HztJSt/xmCR6AEMJZwP2Bk7XUrR3TBg9ACOFPxAeU3hItdRscRc+ANHWUWOHTjlmDxyl82tPEUWKFT3tmCR6n8GnPrMHjFD7tmSV4nMJnuBQ9A9H0shiFT15NBY9T+OTX5LIYhU9+TQSPU/jk11TwOIVPfk0Ej1P4DJOiZwBSXQeg8Mmj6eBxCp98UlwHoPDJp8ngcQqffJoOHqfwyafJ4HEKn+FR9PRc6gufFT5ppQoep/BJL+WFzwqf9FIEj1P4pJcqeJzCJ70UweMUPsOi6OmxXHd6UvikkTp4nMInnRx3elL4pJMyeJzCJ53UweMUPumkDB6n8BkORU9P5b61rcKnWbmCxyl8mpfz1rYKn+blCB6n8GleruBxCp/m5Qgep/AZBkVPD7X1LA+FTzNyB49T+DSnjWd5KHyakzN4nMKnObmDxyl8mpMzeJzCp/8UPT3T9sMLFT6zaSt4nMJndm0+vFDhM7s2gscpfGbXVvA4hc/s2ggep/DpN0VPj7QdPE7hM522g8cpfKbXZvA4hc/02gwep/CZXtvB4xQ+02szeJzCp78UPT1RSvA4hU89pQSPU/jUV0LwOIVPfSUEj1P41FdK8DiFT30lBI9T+PSToqcHSgsep/CpprTgcQqf6koKHqfwqa6k4HEKn+pKCx6n8KmupOBxCp/+UfR0XKnB4xQ+45UaPE7hM1mJweMUPpOVGDxO4TNZqcHjFD6TlRg8TuHTL4qeDis9eJzCZ3mlB49T+Kys5OBxCp+VlRw8TuGzstKDxyl8VlZy8DiFT38oejqqK8HjFD6LdSV4nMJnqS4Ej1P4LNWF4HEKn6W6EjxO4bNUF4LHKXz6QdHTQV0LHqfwiboWPE7hM69LweMUPvO6FDxO4TOva8HjFD7zuhQ8TuHTfYqejulq8Lihh09Xg8cpfLoZPE7h083gcQqf7gaPU/h0M3icwqfbFD0d0vXgcUMNn64Hjxty+HQ5eNyQw6fLweOGHD5dDx435PDpcvA4hU93KXo6oi/B44YWPn0JHjfE8OlD8Lghhk8fgscNMXz6EjxuiOHTh+BxCp9uUvR0QN+Cxw0lfPoWPG5I4dOn4HFDCp8+BY8bUvj0LXjckMKnT8HjFD7do+gpXF+Dx/U9fPoaPG4I4dPH4HFDCJ8+Bo8bQvj0NXjcEMKnj8HjFD7dougpWN+Dx/U1fPoePK7P4dPn4HF9Dp8+B4/rc/j0PXhcn8Onz8HjFD7doegp1FCCx/UtfIYSPK6P4TOE4HF9DJ8hBI/rY/gMJXhcH8NnCMHjFD7doOgp0NCCx/UlfIYWPK5P4TOk4HF9Cp8hBY/rU/gMLXhcn8JnSMHjFD7lU/QUZqjB47oePkMNHteH8Bli8Lg+hM8Qg8f1IXyGGjyuD+EzxOBxCp+yKXoKMvTgcV0Nn6EHj+ty+Aw5eFyXw2fIweO6HD5DDx7X5fAZcvA4hU+5FD2FUPAs1rXwUfAs1sXwUfDM62L4KHjmdTF8FDyLdTF8FDzzFD5lUvQUQMGzvK6Ej4JneV0KHwXPUl0KHwXPUl0KHwXP8roUPgqepRQ+5VH0tEzBM17p4aPgGa8L4aPgWVkXwkfBs7IuhI+CZ7wuhI+CZ2UKn7Ioelqk4Kmm1PBR8FRTcvgoeCYrOXwUPJOVHD4KnmpKDh8Fz2QKn3Ioelqi4KmntPBR8NRTYvgoeKorMXwUPNWVGD4KnnpKDB8FT3UKnzIoelqg4JlOKeGj4JlOSeGj4KmvpPBR8NRXUvgoeKZTUvgoeOpT+LRP0ZOZgmc2bYePgmc2JYSPgmd6JYSPgmd6JYSPgmc2JYSPgmd6Cp92KXoyUvA0o63wUfA0o83wUfDMrs3wUfDMrs3wUfA0o83wUfDMTuHTHkVPJgqeZuUOHwVPs9oIHwVPc9oIHwVPc9oIHwVPs9oIHwVPcxQ+7VD0ZKDgSSNX+Ch40sgZPgqe5uUMHwVP83KGj4InjZzho+BpnsInP0VPYgqetFKHj4InrRzho+BJJ0f4KHjSyRE+Cp60coSPgicdhU9eip6EFDx5pAofBU8eKcNHwZNeyvBR8KSXMnwUPHmkDB8FT3oKn3wUPYkoePJqOnwUPHmlCB8FTz4pwkfBk0+K8FHw5JUifBQ8+Sh88lD0JKDgaUdT4aPgaUeT4aPgya/J8FHw5Ndk+Ch42tFk+Ch48lP4pKfoaZiCp12zho+Cp11NhI+Cpz1NhI+Cpz1NhI+Cp11NhI+Cpz0Kn7QUPQ1S8JRh2vBR8JRhlvBR8LRvlvBR8LRvlvBR8JRhlvBR8LRP4ZOOoqcii25nZu8zsx+Y2ffM7O1mdvDodQVPQZYLHzO7qpm93My+ZWY/MrPTzex+ZrZawVOWZcPHbE/MHoXZFzA7B7OvYfYszPaPLyt4SrFc+Izm0Dub2YdHc+h3zewtZnYjUPCUZKXwMbNrmtlrzOzbozn0NDO7l5mtUvCUZbnwMbP1ZvYEM/tfMzvHzL5iZk8xs8uMXlfwFGK58BnNoXczs0+Y2Q/N7DtmdpKZXbfl4XaGxblNxhl9GX8aOAjYi/lY3AlsB74O7Aucj4KnKGZ2PPBM4DPAQ0Z/3nPBJhuATcT9ew8UPEUxs0OA018G//mP8DjAiJ81twlYdSa87W7xdQVPQRYcDPozcA3gmsDezM+hO4jz6NnA1YHvoOApxihkTgAeBnwZOJr4GVy3YLMNwF+B/wVui4KnKAsOBp0MPBkIwD4LNtlE3Kf/ATwRBU9RFhwM+hlwMHBlYD1xn0GcQ3cBHwUeF0LY3sY4u0LRM8HoCMi3iV/Ia1fYLACXAFcPIWzMNTapxsy+AhzC/CSxnADcO4Tw2TyjkqreY/b0B8G/7T1mm03A5+E/jw7hsbnGJdWY2bWBnwJrWPkzGIALgWvoS7sso/D5IXBjxu+/ANwphPCVXGOTaszsJcDLK2x6Ugjh2anHI/WY2c2IB4RWsfJncDNwFnC/EMJcrrF1jZa3TfZC4GqsHDwQ/yNcCyR9qrzUZ2a3Jh4dGRc87p8TD0fqMlv9KHjJuOCBeNjraHgIZlfMMCqp5/jRv8d9Bo149Pmh6YcjNR1OPEM3af9BtR/WkpGZ7Qk8t+LmTzazfSdvJpm9hHhQYdxncG/grsQljbICRc8YZrYW+AcWn8pfyd7AcaOjYlKO51Bt/xlwEzO7ceLxSD33YfFyxHEC8ISEY5GazGwf4nVyVW5msB54ftoRyRSeS/x+m2QVcCczu3ri8Ug9D6qxbSB+XqUQZnYAcD/imfJJ9qF64A6Some8Q2puf1ng+ikGIlO7H1D1zidrRttLOR7C4mt4xtkLeHjCsUh9dyWuOa/qOmZ25VSDkXpGB/GOpNqZcoA54G/SjUim8HCqz6HrgUcmHIvUdw/iteNV3dbMqhykGCRFz3iXIR75qGonsF+isch09qqx7R7A/onGIdO5XM3tL5NkFDKt/aj+gxnil7vm0HJUPcvq9kD7rzSXrbn9/ikGIVPbj+oHbiEeZNL34AoUPeP9lXr/G+0xeo+UY1ONbbcT7zIl5biQegceLk40DpnOX6m3/9ahObQkW6m3/7aj/Veai2pu/5cko5Bp/ZV4d7aq9iDeWEuWoegZ7+vEszdV/QH4eaKxyHQ+QvV9OAd8It1QZArvB6reEXEz8J/phiJTOJt6RynPCSFcmGgsUtPoeT2fJs6NVawBPpVuRDKF9xBvK17FRuBdCcci9Z1OtWsi3ZdCCFtSDabrFD1jhBB2Am8kHu2aZDPw2qB7gJfmJKpdUzAHfCuEcF7i8Ug9n6f6F7ahL+yijL5830m1NembgNekHZFM4USgyo+oXcDnQwh/SDweqecTVD9TYMSHk0ohQggXEw/eVvkdswl4bdIBdZyiZ7LXAucB28ZsMzd6/X1ZRiR1/JD4hPdxMeq3gtQtq0sTwty/wKs2T9hsM/B2+AAhaGlGeU4a/Xvc2YI54lHmj6cfjtT0JeBXVJtDX5VjQFLd6LlXr6+4+X+EECZNt5Lfa4mfr3Fz6GbgVOKD2GUFip4JQgibgDsBXyQe7VpY29uJZ4E+BXwf+MjonvhSgNGdh15JfM7SScR9tXBCD8QfWr8cvf6fZnZQ7nHKyszssOfBCa+ElwF/YulZn43Apv+Flz0RHmhmelZWQUa3W/0kMWa+Svz8LVxuuo34uTwFOB/4gJnVWcohCY3m0DcRn0P3FuL+WnjWZ454dPknwFuJ++86uccpKzOzo4i3MX4p8ZrH5ebQS4nPgnmimR2TdYAylpkdCHwUeC/wPeIcuvDM3dbRP+8CHqHVRuOZ/vepbvQMl6cCtyBO9l8H3hxC+KWZrSdW9nbg6BBClSVxksiC4HkEcFgI4RdmdlngscBRxLu6/Yr4Rf0/IYRgZscDzwSOCCGc087IxZnZYcQDCk8MIZyC2Rri7XAfC1yJ+EX9AeAUQthiZocQ1z8fF0J4RzujFjcKnjOJTxJ/XAhhl5kdTJxDb0o8gPQl4K0hhN+Y2X7A54ALgGNCCHVudS0NWxA8RwKHhxAuMLMrEB/CfU/iTSd+Dvw7MWghzrkPH23/i/yjloVGwfN+4GEhhNNGBxSOBh4NHEC8acH7gI+EELaZ2eHEgxRxzpVWjYLnLOIy76eNfqfcBngKcCPiQYiziWfotKy0AkVPgxQ+ZVgueGq8V+FTgCXBU/19Cp8CLBc8Fd+n8CnAcsFT430KnwLsHjw13qfwKcBywdPykHpBy9saNFoKd1/iUoBPaKlbfrMED0AI4VXAG4AztdStHdMGD0AI4WvAvYATtdStHdMGD0AI4RLiw/gOBE7RUrf8pg0e+L+7vb2IePbgLC11a8e0wQMQQjgLuD9wspa6tUPBk46ip2EKn/bMGjxO4dOeWYLHKXzaM0vwOIVPe2YJHqfwadcsweMUPu1R8KSl6ElA4ZNfU8HjFD75NRE8TuGTXxPB4xQ++TURPE7h044mgscpfPJT8KSn6ElE4ZNP08HjFD75NBk8TuGTT5PB4xQ++TQZPE7hk1eTweMUPvkoePJQ9CSk8EkvVfA4hU96KYLHKXzSSxE8TuGTXorgcQqfPFIEj1P4pKfgyUfRk5jCJ53UweMUPumkDB6n8EknZfA4hU86KYPHKXzSShk8TuGTjoInL0VPBgqf5uUKHqfwaV6O4HEKn+blCB6n8GlejuBxCp80cgSPU/g0T8GTn6InE4VPc3IHj1P4NCdn8DiFT3NyBo9T+DQnZ/A4hU+zcgaPU/g0R8HTDkVPRgqf2bUVPE7hM7s2gscpfGbXRvA4hc/s2ggep/BpRhvB4xQ+s1PwtEfRk5nCZ3ptB49T+EyvzeBxCp/ptRk8TuEzvTaDxyl8ZtNm8DiFz/QUPO1S9LRA4VNfKcHjFD71lRA8TuFTXwnB4xQ+9ZUQPE7hM50SgscpfOpT8LRP0dMShU91pQWPU/hUV1LwOIVPdSUFj1P4VFdS8DiFTz0lBY9T+FSn4CmDoqdFCp/JSg0ep/CZrMTgcQqfyUoMHqfwmazE4HEKn2pKDB6n8JlMwVMORU/LFD4rKz14nMJnZSUHj1P4rKzk4HEKn5WVHDxO4TNeycHjFD4rU/CURdFTAIXPUl0JHqfwWaoLweMUPkt1IXicwmepLgSPU/gsrwvB4xQ+Syl4yqPoKYTCZ17XgscpfOZ1KXicwmdel4LHKXzmdSl4nMJnsS4Fj1P4zFPwlEnRUxCFT3eDxyl8uhk8TuHTzeBxCp9uBo9T+ERdDB6n8FHwlEzRU5ghh0/Xg8cNOXy6HDxuyOHT5eBxQw6fLgePG3r4dDl43JDDR8FTNkVPgYYYPn0JHjfE8OlD8Lghhk8fgscNMXz6EDxuqOHTh+BxQwwfBU/5FD2FGlL49C143JDCp0/B44YUPn0KHjek8OlT8LihhU+fgscNKXwUPN2g6CnYEMKnr8HjhhA+fQweN4Tw6WPwuCGETx+Dxw0lfPoYPG4I4aPg6Q5FT+H6HD59Dx7X5/Dpc/C4PodPn4PH9Tl8+hw8ru/h0+fgcX0OHwVPtyh6OqCP4TOU4HF9DJ8hBI/rY/gMIXhcH8NnCMHj+ho+Qwge18fwUfB0j6KnI/oUPkMLHten8BlS8Lg+hc+Qgsf1KXyGFDyub+EzpOBxfQofBU83KXo6pA/hM9TgcX0InyEGj+tD+AwxeFwfwmeIweP6Ej5DDB7Xh/BR8HSXoqdjuhw+Qw8e1+XwGXLwuC6Hz5CDx3U5fIYcPK7r4TPk4HFdDh8FT7cpejqoi+Gj4Fmsi+Gj4JnXxfBR8MzrYvgoeOZ1NXwUPPO6GD4Knu5T9HRUl8JHwbO8LoWPgmepLoWPgmepLoWPgmeproWPgmepLoWPgqcfFD0d1oXwUfCM14XwUfCsrAvho+BZWRfCR8Gzsq6Ej4JnZV0IHwVPfyh6Oq7k8FHwVFNy+Ch4Jis5fBQ8k5UcPgqeyUoPHwXPZCWHj4KnXxQ9PVBi+Ch46ikxfBQ81ZUYPgqe6koMHwVPdaWGj4KnuhLDR8HTP4qenigpfBQ80ykpfBQ89ZUUPgqe+koKHwVPfaWFj4KnvpLCR8HTT4qeHikhfBQ8sykhfBQ80yshfBQ80yshfBQ80yslfBQ80yshfBQ8/aXo6Zk2w0fB04w2w0fBM7s2w0fBM7s2w0fBM7u2w0fBM7s2w0fB02+Knh5qI3wUPM1qI3wUPM1pI3wUPM1pI3wUPM1pK3wUPM1pI3wUPP2n6OmpnOGj4EkjZ/goeJqXM3wUPM3LGT4KnublDh8FT/Nyho+CZxgUPT2WI3wUPGnlCB8FTzo5wkfBk06O8FHwpJMrfBQ86eQIHwXPcCh6ei5l+Ch48kgZPgqe9FKGj4InvZTho+BJL3X4KHjSSxk+Cp5hUfQMQIrwUfDklSJ8FDz5pAgfBU8+KcJHwZNPqvBR8OSTInwUPMOj6BmIJsNHwdOOJsNHwZNfk+Gj4MmvyfBR8OTXdPgoePJrMnwUPMOk6BmQJsJHwdOuJsJHwdOeJsJHwdOeJsJHwdOepsJHwdOeJsJHwTNcip6BmSV8FDxlmCV8FDztmyV8FDztmyV8FDztmzV8FDztmyV8FDzDZtrfw2Rm64FTge3A0SGErWa2D/Aw4E7AGuAc4F0hhAsUPOUxs+OBZwJHhBDOwWwVcHfggcBlgT8Sv9i/TghBwVMWMzsEOB04LoTwjtHfbgA8BrgusBn4LPCxEMJ2BU9ZzGw/4HPABcAxIYQdZrY/8EjgdsBq4HvEOfRCBU9ZFnynPZy4P35hZquBexN/UF+GuG//XwjhO6P3KHgKYmaHA59kwXeamd0UeDRwDWAD8F/Ap0IIOxU8ougZsN3C51vAscAcsH60yVbAgNOAXwLHoOApiofPx+CFD4B/BvYl7j8j7sstwG+fB6/5l3h2SMFTkAXh83LgAcBtiAcc/OzBBiAALwGegIKnKLuFz6+Bvyd+7vYebbKF+Fn8MDFij0DBU4zdwucVwAnAnsR5FGAXsA34OTFYT0TBU5QF4XM88YDRTYjz55rRJhuAncALgWej4Bk0Rc/AjcLnXOBKxCOTy9lJ/OF18xDCj3ONTap5rtm7/gkes/cKrwcIG8GOhee9PYR/yTo4mcjM7g18mvhjeaXPYCAemDhUwVOWUfj8AtiP8XPoDuCgEMKvMg1NKhiFz0eBo4mBupwweu3JIYS3ZRqaVDRa4vYB4n5a6bKNAJwN3E3BM1y6pkfuyvgva4hHTOaAR2UZkVRntv5f4EErBQ+Age0D4e3wFOIXvJTlKcQjyuM+g0Y8gnm9LCOSOu4NrGPyHArxbLmU5XLEa+zGzY1G/NH81CwjkrqeRvyNMu43rQG3B66aZURSJEWPPJ/55WzjrAOeYmbrEo9H6nlolY0sTvgHAHdJOxypw8yuSrzGY82kbUfbPCPtiGQKx1NtDt0LePbouhEpx+OIQTOJAdczs1smHo/UYGbXJy4LrvK5MuAf0o5ISqboGbDRRbeH1nzb4QmGItN7MrBPxW3XA49NOBap72+JRyir2IN4IxEphJldDbhBjbfsRbzJgZTjicxfgzXJOvQZLM0xVAseiPvvcQnHIoVT9Azb5Yk3MajKgCskGotMp87+MOBqqQYiU7kC8YdwVfualiiW5IrUm0Pn0BxamsvV2HY1mkNLcyDzN36pYv9E45AOUPQM20bqTRYB2JRoLDKdzTW3vyTJKGRam4gXuFe1XRfhFmUj1Y8yO82hZdlSc3vNoWW5mGrLE93WROOQDlD0DNuFwG9rbL8W+EKisch0Pkr1SXzDaHspx2epHj0BOCPhWKS+86gXMXsAX000FpnOJ6n+Gdww2l7K8RmqfwZ3EZ/bIwOl6Bmw0RHj11JtwthFfMDXn9OOSmp6S41tA4qeooQQvkv84VzFJkC3HC9ICGEOeD3VzhbsAN4TQtCZnrL8G/H7rYotxOdqSTm+CFT9XbKN+HmVgVL0yHuoFj0BeGnisUhdIfzuW/ChSTtwM4QvwSsIYVuWcUkdz6Xa8ozz0JnWEr2Zydf1BOL1PCekH47UEUI4l/jAyombAi/Sc7LKMjp4W3UO/WYI4duJhyQFU/QM2OiC6JcSv7C/S1yfvvvEsQH4I/HBiP9mZnUuupbEzOzw28IDvgUfIy5z2/3H1xZg68nw0TvBcWZ2UP5RykrM7ADiU94/R/ysbdxtk13E67bOBK6F7jxUlNEc+hrikeYfs/IcegHwE+ANZlbnOkpJzMyOAg4DTiXOl7svdds8+vsngJeY2XVyjk/GM7MDgVcSH/C8iaUHcXcyf4bulqMHmcpAKXoGavRl/Urg4cQHlN4KOIo4cfwB+BPwNeLtPK8B3I24Hv0TCp8ymNnhwCcDPPEuIfwtcBDwRuB84o+wnwP/DFzzmSE8GPhX4EyFTxlGwXMm8B3gb4gPzXsO8EPgIuB3wPuBO4YQ7kZ8gOKJZvb4dkYsC43m0DcRn7N0F+CmwAOJZw3+SLxm8kvAo4FrE+fZA4FTFD5lGAXP+4GHhRDuB9wc+A/gN8Q59FzigcGrEW8v/z7gLIVPGUbBcxbxoNH9iJ+v44kHIC4iHmz4T+C2IYR7A/cHTlb4DJfpRkDDs1vwHB5C+EXF960nHg3bARwdQqh71xtpiAcP8MQQwik13vcC4FnAESGEcxINTybYLXgeV3XJjJkdQjxieVwI4R0Jhyhj7BY8h4cQLqj4vv2IP9AuAI4JIdS5c580aLfgOa3ie6b67pTm7RY8T696V8tpvzulH3SmZ2BmmbRHF+DeF53xadUsk3YI4dXojE+rpg0egBDC19AZn1ZNGzwAIYRLgHugMz6tmiZ44P+uH3kROuPTqmmDByCEcBY64zNYip4BaeIolcKnXU0cpVL4tGeW4HEKn/bMEjxO4dOuaYPHKXzaNUvwOIXPcCl6BqLJ0/IKn3Y0eVpe4ZNfE8HjFD75NRE8TuHTjlmDxyl82tFE8DiFzzApegYgxTpkhU9eKdYhK3zyaTJ4nMInnyaDxyl88moqeJzCJ68mg8cpfIZH0dNzKS+8VPjkkfLCS4VPeimCxyl80ksRPE7hk0fTweMUPnmkCB6n8BkWRU+P5bjTjMInrRx3mlH4pJMyeJzCJ52UweMUPmmlCh6n8EkrZfA4hc9wKHp6KuetNRU+aeS8tabCp3k5gscpfJqXI3icwieN1MHjFD5p5Agep/AZBkVPD7XxLAGFT7PaeJaAwqc5OYPHKXyakzN4nMKnWbmCxyl8mpUzeJzCp/8UPT3T5sPTFD7NaPPhaQqf2bURPE7hM7s2gscpfJqRO3icwqcZbQSPU/j0m6KnR9oMHqfwmU2bweMUPtNrM3icwmd6bQaPU/jMpq3gcQqf2bQZPE7h01+Knp4oIXicwmc6JQSPU/jUV0LwOIVPfSUEj1P4TKft4HEKn+mUEDxO4dNPip4eKCl4nMKnnpKCxyl8qispeJzCp7qSgscpfOopJXicwqeekoLHKXz6R9HTcSUGj1P4VFNi8DiFz2QlBo9T+ExWYvA4hU81pQWPU/hUU2LwOIVPvyh6Oqzk4HEKn/FKDh6n8FlZycHjFD4rKzl4nMJnvFKDxyl8xis5eJzCpz8UPR3VheBxCp/ldSF4nMJnqS4Ej1P4LNWF4HEKn+WVHjxO4bO8LgSPU/j0g6Kng7oUPE7hs1iXgscpfOZ1KXicwmdel4LHKXwW60rwOIXPYl0KHqfw6T5FT8d0MXicwifqYvA4hU83g8cpfLoZPE7hE3UteJzCJ+pi8DiFT7cpejqky8Hjhh4+XQ4eN+Tw6XLwuCGHT5eDxw09fLoaPG7o4dPl4HEKn+5S9HREH4LHDTV8+hA8bojh04fgcUMMnz4Ejxtq+HQ9eNxQw6cPweMUPt2k6OmAPgWPG1r49Cl43JDCp0/B44YUPn0KHje08OlL8LihhU+fgscpfLpH0VO4PgaPG0r49DF43BDCp4/B44YQPn0MHjeU8Olb8LihhE8fg8cpfLpF0VOwPgeP63v49Dl4XJ/Dp8/B4/ocPn0OHtf38Olr8Li+h0+fg8cpfLpD0VOoIQSP62v4DCF4XB/DZwjB4/oYPkMIHtfX8Ol78Li+hs8QgscpfLpB0VOgIQWP61v4DCl4XJ/CZ0jB4/oUPkMKHte38BlK8Li+hc+QgscpfMqn6CnMEIPH9SV8hhg8rg/hM8TgcX0InyEGj+tL+AwteFxfwmeIweMUPmVT9BRkyMHjuh4+Qw4e1+XwGXLwuC6Hz5CDx3U9fIYaPK7r4TPk4HEKn3Ipegqh4JnX1fBR8MzrYvgoeOZ1MXwUPPO6Gj5DDx7X1fBR8MxT+JRJ0VMABc9SXQsfBc9SXQofBc9SXQofBc9SXQsfBc9iXQsfBc9SCp/yKHpapuBZWVfCR8Gzsi6Ej4JnZV0IHwXPyroSPgqe5XUlfBQ8K1P4lEXR0yIFz2Slh4+CZ7KSw0fBM1nJ4aPgmaz08FHwjFd6+Ch4JlP4lEPR0xIFT3Wlho+Cp7oSw0fBU12J4aPgqa7U8FHwVFNq+Ch4qlP4lEHR0wIFT32lhY+Cp76SwkfBU19J4aPgqa+08FHw1FNa+Ch46lP4tE/Rk5mCZ3qlhI+CZ3olhI+CZ3olhI+CZ3qlhI+CZzqlhI+CZ3oKn3YpejJS8Myu7fBR8MyuzfBR8MyuzfBR8Myu7fBR8Mym7fBR8MxO4dMeRU8mCp7mtBU+Cp7mtBE+Cp7mtBE+Cp7mtBU+Cp5mtBU+Cp7mKHzaoejJQMHTvNzho+BpXs7wUfA0L2f4KHialzt8FDzNyh0+Cp7mKXzyU/QkpuBJJ1f4KHjSyRE+Cp50coSPgiedXOGj4EkjV/goeNJR+OSl6ElIwZNe6vBR8KSXMnwUPOmlDB8FT3qpw0fBk1bq8FHwpKfwyUfRk4iCJ59U4aPgySdF+Ch48kkRPgqefFKFj4Inj1Tho+DJR+GTh6InAQVPfk2Hj4InvybDR8GTX5Pho+DJr+nwUfDk1XT4KHjyU/ikp+hpmIKnPU2Fj4KnPU2Ej4KnPU2Ej4KnPU2Fj4KnHU2Fj4KnPQqftBQ9DVLwtG/W8FHwtG+W8FHwtG+W8FHwtG/W8FHwtGvW8FHwtE/hk47pv+cazNYQv8xvBMwBPwDOIIQ5BU9ZzGw9cCqwAzg6hLBl9MLNgbsCewK/Az5JCBtG71HwFMTMXgA8CzgihHDO6G9XIH4ZXB7YAJzunzUFT1nM7BDgdOC4EMI7Rn9bC/wNcF1gF3FffSGEEBQ8ZTGz/Yg/fC8Ajgkh7Bj9/bbAHYB1wG+AT4YQNo9eU/AUYqXfJGZ2FeKBwcsClwKfDiGcP3pNwVOQ5X6TmNmexP13LeLvm68DX9G+qkbRU0WcPI4lHj3ZgzjZA2wDNs3BC1fD9VHwFGVh+FwAr70qnET8sbUKWE3cf6uB91wPPvFz+BAKnqIsCJ8Hjf79N8Qfy+uIE74B3wCeD/wHCp6iLAif5wJXBo4jfv72BAKwHfgr8Dzgzih4irJb+LyNeAb2asAa4n7cOvr3ycAXgPeg4CnGbuHzUOCFwN2Jc+ha4udvNfBF4KXAu1HwFGVB+DwZuBnwtNFLexIPvu8E/ggcG0L4VCuD7BBFzyRx0jgZeAiwfrlNtsOON8Lm4+BWCp6ymNn6R8CXT4ab7rnCcs5dsP1HsOYoeOz5Ibwn9xhlPDN7JfAC4hf1ckttwuif/yKe1VPwFMTMDgX+h/gFvW6FzXYCFwO3UPCUZRQ+3wSuTfyBvBz/8fygEMInMg1NKlhwBvXvifPkcvtwbvTvDwCPVPCUxczuRjx45Af8lrMFeFYI4W3ZBtZBuqZnskcwJngA1sIex8LaEM/2SEEC7PseuN5KwQOwGtYeBLvOh8Nzjk0qO4L4Zb3StQVG3L+HsvKPMmnPbRn/ZQ3xzMF64JpZRiR1XJ54fc+4z9Za4j6+S5YRSV2HE+fJlfbhqtHrdx79W8pyR+KBoXFz6F7ASWZ2szxD6iZFzzjxCMmLGRM8blX8D+6FycckdT3ZKvx3vib+oH4IZpfNMCapyMxuChxMtZhZBxyddEBSi5mtIp6l27PC5nsSlylKWZ5Otc/fWuBJZrZ34vFIPbcHrs7kmDHidT5HJh+RVDa6kcixVJtD1wLPSTuiblP0jHdT4hGuqm6H2ZVTDUam8vdUmywgnuL/u4RjkfqeSJzIq9gXeEbCsUh9tyfulyoMuJeZXSbheKS+J1D9MzgH3C/hWKS+pwBVQ3Rf5q8ZkTIcSfXf6muAY5p6uHAfKXrGuzrxlGJV26gXSZLeFWpsuzdwjVQDkalcnziRV6X9V5ar19x+O3ClFAOR+kZ3iqpz5mZP6u9zSctv3lPVtVMNRKZydep9B0I8YyfLUPSMt63m9quIX9pSjjrROke8G5GUo+7+0OevLNuJ12NVtYr6866k43dIrGoOfQZLozm027Yzf6OJKvzOtLIMRc9432H8hWPLOTfFQGRq36qx7Wbgy6kGIlP5HLCp4rY7ic/pkXJ8nepLoyDegUh3byvE6E6I59R4yy7gS4mGI9P5HPFzVcW20fZSjq9Q7wY9vyc+f0mWoegZJ4S/EO+PXuUWuNuBkwlBhV2W1wIbK257CfrRXJr3UX2e2kF8jogUIoTwW+Ltqquc7dkKvEG3HC/Oa6g+h54fQvhmysFIbW+n+hwagH9POBapKYTwE+AHFTffBPyLbjm+MkXPZC8lngFY0RywJR5lfl2WEUkdp10Mv5tUolth7mI4Dk0WRQkhbCB+rqqc3v9CCKHOUWnJ4/lUP3D05sRjkfo+RHyG0iS7iHeZkoKEEP4EvIPJBx4C8PEQwvnpRyU1PYfJc+gu4CLiA2ZlBYqeSUI4F7gH8XThcqeIN8/BxbeHbQbH5B2cTGJwl+vAVTbAL1n+aOWOAFteBudeFh5rZntlHqKMYWYHAPcnLrHZzNKJPxD360+AW5rZQXlHKOOMHoz4ROAPxKOQy11fsIn4ZW3AA/ONTio6knhh9G9Zfg7dTvxu/CXxltW6c1RBzOxA4j78EfGztvsBpDD6+4+BO5rZdfKOUMYxs9XAk4DfEL8DlzuGu3H0+p1HBwplBYqeKkL4KnA94BXAhcRJIxC/BF64Bq79PTgMeKGZ6UhXIczscOCTf4UnHgA3BB5PvE5rbvTPZuBkg1u+Bm5DfFbPJxQ+ZRgFz5nEfXYL4mfsw8QfWbtG/5wFPBg4CHgDcKbCpwwLngR/JPHBsdcnLpX6M/Nz6C+B44h3jLoHcKKZPaGVAcsSZnYU8AHiA7qvB/wD8EPivpsDNhDPzt2UOIceCJyi8CnDKHjOIl6nczBwT+BTxJUpPoeeTrzN+E2B9wNnKXzKMAqedxG//24L3Ag4iXjm1efQc4FnAjcJIfymlYF2iGk1zxTM1gJzhLBz8Z/tYOAM4IQQwkmtjE2A+eABnhhCOGW3F1cBawlh627vWQ+cSrw25OgQQtWLP6VhuwXP4xZe5zH6Mb0O2Lb72mUzO574BXCElrq1Z7fgOTyEcMFur68F5sLSOfRQ4o+w40IIb881XllqQfA8NIRw2m6vrQbWhN2uYTWz/Yg/sC8Ajgkh7Mg1Xllst+B5+sK5cvT53BPYuszfTwAeRvzc/iLvqMXtFjxHhBAu2u31dcBOXQNZj6KnYQqf9o0NnsnvVfi0bFzwVHy/wqdFk4KnwvsVPi0bFzwV3qvwadm44KnwXoVPyyYFj0xPy9saFkL4PnA3tNStFbMED0AIYRNwX7TUrRWzBg9ACOFVaKlbK2YNHoAQlxPfCy11a8UswQMQQriEuFRRS91aMEvwAIy2fyFa6tYKBU9aip4EFD7tmDV4nMKnHU0Ej1P45NdE8DiFTztmDR6n8GnHrMHjFD7tUPCkp+hJROGTV1PB4xQ+eTUZPE7hk0+TweMUPnk1FTxO4ZNXU8HjFD55KXjyUPQkpPDJo+ngcQqfPFIEj1P4pJcieJzCJ4+mg8cpfPJoOnicwicPBU8+ip7EFD5ppQoep/BJK2XwOIVPOimDxyl80koVPE7hk1aq4HEKn7QUPHkpejJQ+KSROnicwieNHMHjFD7NyxE8TuGTRurgcQqfNFIHj1P4pKHgyU/Rk4nCp1m5gscpfJqVM3icwqc5OYPHKXyalSt4nMKnWbmCxyl8mqXgaYeiJyOFTzNyB49T+DSjjeBxCp/ZtRE8TuHTjNzB4xQ+zcgdPE7h0wwFT3sUPZkpfGbTVvA4hc9s2gwep/CZXpvB4xQ+s2kreJzCZzZtBY9T+MxGwdMuRU8LFD7TaTt4nMJnOiUEj1P41FdC8DiFz3TaDh6n8JlO28HjFD7TUfC0T9HTEoVPPaUEj1P41FNS8DiFT3UlBY9T+NRTSvA4hU89pQSPU/jUo+Apg6KnRQqfakoLHqfwqabE4HEKn8lKDB6n8KmmtOBxCp9qSgsep/CpRsFTDkVPyxQ+45UaPE7hM17JweMUPisrOXicwme8UoPHKXzGKzV4nMJnPAVPWRQ9BVD4LK/04HEKn+V1IXicwmepLgSPU/gsr/TgcQqf5ZUePE7hszwFT3kUPYVQ+CzWleBxCp/FuhQ8TuEzr0vB4xQ+i3UleJzCZ7GuBI9T+Cym4CmToqcgCp+oa8HjFD5RF4PHKXy6GTxO4RN1LXicwifqWvA4hU+k4CmXoqcwQw+frgaPG3r4dDl43JDDp8vB44YePl0NHjf08Olq8Lihh4+Cp2yKngINNXy6HjxuqOHTh+BxQwyfPgSPG2r4dD143FDDp+vB44YaPgqe8il6CjW08OlL8LihhU+fgscNKXz6FDxuaOHTl+BxQwufvgSPG1r4KHi6QdFTsKGET9+Cxw0lfPoYPG4I4dPH4HFDCZ++BY8bSvj0LXjcUMJHwdMdip7C9T18+ho8ru/h0+fgcX0Onz4Hj+t7+PQ1eFzfw6evweP6Hj4Knm5R9HRAX8On78Hj+ho+Qwge18fwGULwuL6GT9+Dx/U1fPoePK6v4aPg6R5FT0f0LXyGEjyub+EzpOBxfQqfIQWP61v4DCV4XN/CZyjB4/oWPgqeblL0dEhfwmdoweP6Ej5DDB7Xh/AZYvC4voTP0ILH9SV8hhY8ri/ho+DpLkVPx3Q9fIYaPK7r4TPk4HFdDp8hB4/revgMNXhc18NnqMHjuh4+Cp5uU/R0UFfDZ+jB47oaPgqeeV0MHwXPvK6Gz9CDx3U1fIYePK6r4aPg6T5FT0d1LXwUPIt1LXwUPEt1KXwUPEt1LXwUPIt1LXwUPIt1LXwUPP2g6OmwroSPgmd5XQkfBc/KuhA+Cp6VdSV8FDzL60r4KHiW15XwUfD0h6Kn40oPHwXPeKWHj4JnspLDR8EzWenho+AZr/TwUfCMV3r4KHj6RdHTA6WGj4KnmlLDR8FTXYnho+CprtTwUfBUU2r4KHiqKTV8FDz9o+jpidLCR8FTT2nho+Cpr6TwUfDUV1r4KHjqKS18FDz1lBY+Cp5+UvT0SCnho+CZTinho+CZXgnho+CZXinho+CZTinho+CZTinho+DpL0VPz7QdPgqe2bQdPgqe2bUZPgqe2bUdPgqe2bQdPgqe2bQdPgqeflP09FBb4aPgaUZb4aPgaU4b4aPgaU5b4aPgaUZb4aPgaUZb4aPg6T9FT0/lDh8FT7Nyh4+Cp3k5w0fB07zc4aPgaVbu8FHwNCt3+Ch4hkHR02O5wkfBk0au8FHwpJMjfBQ86eQKHwVPGrnCR8GTRq7wUfAMh6Kn51KHj4InrdTho+BJL2X4KHjSSx0+Cp60UoePgiet1OGj4BkWRc8ApAofBU8eqcJHwZNPivBR8OSTKnwUPHmkCh8FTx6pwkfBMzyKnoFoOnwUPHk1HT4KnvyaDB8FT35Nh4+CJ6+mw0fBk1fT4aPgGSZFz4A0FT4KnnY0FT4KnvY0ET4KnvY0FT4KnnY0FT4KnnY0FT4KnuFS9AzMrOGj4GnXrOGj4GnfLOGj4GnfrOGj4GnXrOGj4GnXrOGj4Bk20+d1mMzsYOAM4IQQwkkLXjgQOBhYDfycEH684D0KnkKY2XrgVGAHcHQIYcvo73sBtwf2Bf4MfDWEsHP0moKnIGZ2PPBM4hfvOaO/GXAr4g+yrcA3Qwh/WfCagqcQZnYocDpwXAjh7Qv+fg3gJsQ59NwQwrkLXlPwFMLM9iOGywXAMSGEHaO/7wMcAuwDXAh83edKBU85RvPhCcDDiPPhL0Z/XwXcBrgysIW4/y4ZvabgGThFz4AtCh/4IvBK4C7AttEmewC/AP7R4K8oeIqyW/g8Hnge8DhgFxCIZ3J3AG8E3g78FwqeoiwIn7sBdwaOBy5H3IcA64ifuxcDx6LgKcrC8AF+TJxDD2F+Dl07+vtLiJ9HBU9BdgufZwIvAh5JnDch7rOtwOuBD462VfAUYrfwuRtwFPBc4kG/udFma4EPAS8DXo6CZ9AUPQNnZgc/AL54Cuy1B6wBbPdtdsHWE2HVC+BRCp6yjMLns8QjW0ac4He3dfTvjxH3oYKnIGb2QuKP4gAst1xxF/EL/PfAHRQ8ZRmFzxnEg0QrLZXyCHqQgqcso/D5AnBj4hy63D7cMvr3u4GnKHjKMQqfVwPPYOU5dCdxDv0VcEcFz3Dpmp6BC7DtI7B2jzjRLwkegNWw53NAs3yZNgMHEGNnueAB2JO4fy+j4CnSOuJSqJWuz1pN3H/7AZtyDUoq20b8Lh13bci60b/nxmwj7dgEXJ7x0brX6LX1Cp6yjPbHXoyfQ9cQvx8vi+bQQVP0yHGr4oQw1pr4pf0K4lEVKccRxOs/Ju2X1cDdzeza6YckVZnZnsRla1Uupl4DPDrtiGQKL2TlAw4LrSMur5Gy3I94QGHSHLoGeLCZXTH9kKSq0Zm6J1BtDt0T+Lu0I5KSKXqGLP7gehgVomfkqsSLrKUczwLWV9x2FfDkdEORKRxdY9v1xECSQpjZ/sTrCKp+lx5kZjdINyKZwrOJ14BUEYDHJhyL1PcQqp9B3Rd4TsKxSOEUPcN2ZeIkXtUccMNEY5HpHMTkI5RuLXDzhGOR+m5IvEtUVVcznW0tyTWB7TW23w5cP9FYZDp1InQv4t1NpRw3pfqBP4CZHmoq3aboGbZdVP/BDDGQdE1IWequL9c1BWWZo94+DLqmoCjTzIeaQ8tSd07U/itL3f2h78ABU/QM2x+oN2HsAfwg0VhkOt+k+iS+FfhawrFIfd+n3oW1P081EJnKr6h2LYFbB5yTZigype9R/cDDJuAbCcci9X0b2Fhj+x9P3kT6StEzZPFhbCdTfXnGTxg9RFGKcRLzt1Ot4m2pBiJT+TTxdqpVbARem3AsUlMIYSPx2TtV9+FXQwjnJxyS1Pc6qh94WAW8J+FYpL4PU33FygY0hw6aokf+dWeFL+wd8WFtL8gwHqnn68APmXykcg74UAjhD+mHJFWFEHYSn9FT5UfzZuIDEqUsr6Ha/ttBfMislOW/gd9U2G4X8B8hhEsSj0dqCCFsIYZMlc/gX4FPpR2RlEzRM3AG1zsM2BGXPu1YZpMwB1ufDdssXjAoZTmAeCH8xcQfxcvZRJzsr2JmKz3HQFowuinBQcQjkCvtv23EszyrgGvlGZnUcAPiQYetLP/Da475+fXGGccl1VyFuOzwElY+a75p9Po1zazOckZJzMxWA9cDLmXlOXQrcY5dA1w909CkQIqeATOzw4FPfgket0f8Mj6ZOGlsIE4g24BTV8Fhb4I7Aseb2bPbG7EsZGZXID4J/tvEifyFwAXEfXgp8Qv8HOApwLWJE/4nFD5lGAXPm4AjgZsBDwL+l/gFfSnxc3gxcCJx/70eONPMDmpjvLKUmR1FXN72d8S7er2b+Lm7dPTPVuCjwB2AuwEnmtkT2hmt7M7MDgTOAk4Hrga8DPgjMXJ8/30XeDzxrl8HAqcofMowCp53Abcg3gnz4cRrrnwO3Qj8GTgBuAZxaeLZZqY7uA2U6UZAw+TBAzwxhHDKghf2Zv4H8m8I4S8L3nMw8Uf2q0IIr887YlloQfB8F3hsCGHX6O8GXJf4PII/L7x+wMzWA6cSjzgfPVoWIC3YLXgODyFcsOC1KxGPPm8Dzgvx2jt/7XjgmcARQdfXtWpB8Dw0hHDagr/vQ7yV9Wrg/BDCxQteO5T4A/u4EMLb845YFloQPJ8HnuZ3RTSzVcQzB+uBP4UQfrvgPfsBnyMeXDpm4WdT8toteI4IIVy04LWrAlciHgD8+WgZsc+7JxDj6LAQwi9yj1vapegZoBWDp9p7FT4tWyl4Kr5X4dOyccFT8f0Kn5atFDwV36vwadlKwVPxvQqflo0LngrvVfgMmJa3DcwswQMQQvg+cZmGlrq1YJbgAQghbALuS7zNrpa6ZTZr8ACEEF4FvAEtdWvFLMEDEEL4KnAvtNStFbMED8DoRgb3QEvdWjFL8EB80BlxKfj70FK3wVH0DMisweMUPu2YNXicwqcdTQSPU/i0Y9bgcQqfdswaPE7h045Zg8cpfIZL0TMQTQWPU/jk1VTwOIVPXk0Gj1P45NVU8DiFT15NBY9T+OTVVPA4hc8wKXoGoOngcQqfPJoOHqfwySNF8DiFTx5NB49T+OTRdPA4hU8eTQePU/gMj6Kn51IFj1P4pJUqeJzCJ62UweMUPmmlCh6n8EkrVfA4hU9aqYLHKXyGRdHTY6mDxyl80kgdPE7hk0aO4HEKnzRSB49T+KSROnicwieN1MHjFD7DoejpqVzB4xQ+zcoVPE7h06ycweMUPs3KFTxO4dOsXMHjFD7NyhU8TuEzDIqeHsodPE7h04zcweMUPs1oI3icwqcZuYPHKXyakTt4nMKnGbmDxyl8+k/R0zNtBY9T+MymreBxCp/ZtBk8TuEzm7aCxyl8ZtNW8DiFz2zaCh6n8Ok3RU+PtB08TuEznbaDxyl8plNC8DiFz3TaDh6n8JlO28HjFD7TaTt4nMKnvxQ9PVFK8DiFTz2lBI9T+NRTUvA4hU89pQSPU/jUU0rwOIVPPaUEj1P49JOipwdKCx6n8KmmtOBxCp9qSgwep/CpprTgcQqfakoLHqfwqaa04HEKn/5R9HRcqcHjFD7jlRo8TuEzXsnB4xQ+45UaPE7hM16pweMUPuOVGjxO4dMvip4OKz14nMJneaUHj1P4LK8LweMUPssrPXicwmd5pQePU/gsr/TgcQqf/lD0dFRXgscpfBbrSvA4hc9iXQoep/BZrCvB4xQ+i3UleJzCZ7GuBI9T+PSDoqeDuhY8TuETdS14nMIn6mLwOIVP1LXgcQqfqGvB4xQ+UdeCxyl8uk/R0zFdDR439PDpavC4oYdPl4PHDT18uho8bujh09XgcUMPn64Gj1P4dJuip0O6HjxuqOHT9eBxQw2fPgSPG2r4dD143FDDp+vB44YaPl0PHqfw6S5FT0f0JXjc0MKnL8HjhhY+fQoeN7Tw6UvwuKGFT1+Cxw0tfPoSPE7h002Kng7oW/C4oYRP34LHDSV8+hg8bijh07fgcUMJn74FjxtK+PQteJzCp3sUPYXra/C4vodPX4PH9T18+hw8ru/h09fgcX0Pn74Gj+t7+PQ1eJzCp1sUPQXre/C4voZP34PH9TV8hhA8rq/h0/fgcX0Nn74Hj+tr+PQ9eJzCpzsUPYUaSvC4voXPUILH9S18hhQ8rm/hM5TgcX0Ln6EEj+tb+AwleJzCpxsUPQUaWvC4voTP0ILH9SV8hhg8ri/hM7TgcX0Jn6EFj+tL+AwteJzCp3yKnsIMNXhc18NnqMHjuh4+Qw4e1/XwGWrwuK6Hz1CDx3U9fIYaPE7hUzZFT0GGHjyuq+Ez9OBxXQ0fBc+8robP0IPHdTV8hh48rqvhM/TgcQqfcil6CqHgWaxr4aPgWaxr4aPgWapr4aPgWaxr4aPgWaxr4aPgWUzhUyZFTwEUPMvrSvgoeJbXlfBR8KysK+Gj4FleV8JHwbO8roSPgmd5Cp/yKHpapuAZr/TwUfCMV3r4KHgmKz18FDzjlR4+Cp7xSg8fBc94Cp+yKHpapOCpptTwUfBUU2r4KHiqKzV8FDzVlBo+Cp5qSg0fBU81Cp9yKHpaouCpp7TwUfDUU1r4KHjqKy18FDz1lBY+Cp56SgsfBU89Cp8yKHpaoOCZTinho+CZTinho+CZXinho+CZTinho+CZTinho+CZjsKnfYqezBQ8s2k7fBQ8s2k7fBQ8s2s7fBQ8s2k7fBQ8s2k7fBQ8s1H4tEvRk5GCpxlthY+CpxlthY+CpzlthY+CpxlthY+CpxlthY+CpxkKn/YoejJR8DQrd/goeJqVO3wUPM3LHT4KnmblDh8FT7Nyh4+Cp1kKn3YoejJQ8KSRK3wUPGnkCh8FTzq5wkfBk0au8FHwpJErfBQ8aSh88lP0JKbgSSt1+Ch40kodPgqe9FKHj4InrdTho+BJK3X4KHjSUvjkpehJSMGTR6rwUfDkkSp8FDz5pAofBU8eqcJHwZNHqvBR8OSh8MlH0ZOIgievpsNHwZNX0+Gj4Mmv6fBR8OTVdPgoePJqOnwUPHkpfPJQ9CSg4GlHU+Gj4GlHU+Gj4GlPU+Gj4GlHU+Gj4GlHU+Gj4GmHwic9RU/DFDztmjV8FDztmjV8FDztmzV8FDztmjV8FDztmjV8FDztUvikZZqPaoo/wq4KBOACQtg2/5KCpxRmdjAxXl4VQnj9ghdWEb8M9gIuJISLF7xHwVMIM1sPnArsAI4OIWxZ8NoBwOWBDcDv/UeVgqcsZnY88EziD6dzFrywHrgKsIs4h25f8B4FTyHM7FDgdOC4EMLbF7ywGrgasBb4IyFcuuA9Cp5CmNl+wOeAC4BjQgg7Frx4ReCywCWE8IcF71HwFGL0fXYC8HDgsBDCLxa8uA9xDt0B/JYQdrYyyA7SmZ6qzG6E2TuAPxN/FH8f+DNmb8TsWgqesiw542O2H2bPB34H/BT4JvBHzD6L2WEKnrIsd8bHzB5oZl8jfol/A/g58DMze6KZrUPBU5QlZ3zMbobZe4GLgO8APwAuwuxEzA5U8JRlyRkfs8tj9lLgj8A5wLeBP2H2KczuoOApy+5nfB5rtg6zh2L2PeB84hz6K8zOwezRbzRbi4KnGMue8TG7DWYfJs6h3wZ+SPwM/vMoZGUCnempwux+xC/jtcCa3V7dsRN2HgnhbHicgqcsZnbwNeGs78Gq/WAd8QzPQiHA1n+DDc+Cz6LgKcqCMz43BvYF1i+z2SZgM3ApcFcFT1nM7PhHw/PfCetWxYhdvdsm23fAzjsDX4tHpBU8BTGzQ68Pn/suhL3jd+Ceu20S5mDrP8Gml8OHUPAUxcz2WwefPxuucQjsY8vMoQE2/Qg2HgJ/2hwPGil4CuFnfJ4BTzoJ9l4VP4O7n7DYSvwePIwQfph9kB2i6JnE7NbAF1n6Y3mRHbB1D7gZIZyXZ2BSidm6bXDearja7rW60DbYuRqesSaEt2Qbm1RiZm8G/p7xZ6YD8NUQwh3yjEoqM7vLDvjvPWLwrGgHbN4DboCitSxm+26DX6yBA3av1YW2wc494JGrQvhgtrFJJVvM3m9wzJ5j5tCt8QDg6XuFcJ+cY5PJdpndZxd8cu3Sg+4LBeAvwA0J4c+ZhtY5Wt422StYemRriT3if4zPTz8cqelB62D/cTMFwDpYswZegdmkTSUjM7s88Hgmz1UGHGxmt00/Kqnp1ZOCB/5vDn1mhvFIPY9YB3uNCx6Ic+gqeC3xyLSUwuzqe8EDxgUPwJ5ge8FhmN0o19CkmtVw4oTggfgduDfwpAxD6ixFzzhmVwGOIP7HNMka4OGjC8ykHM8Dqu6TtYCOcpXlccQL3qvYC2js4bTSALPrAbesuPVa4MnEawukHM9l+WWly7kscJeEY5H6/oFqv2Eg/o55RsKxSF1mtwKuWXHrvYBjdeBhZYqe8W5KXCtZ1Q5AtxcsS52jVvtQ/Qea5HFH4tGrKlYBt0s4FqnvFsD2SRstsJp4d0wpQTzzfa0a79gDzaGluRPxetYq9gC0RLgstyQuXatqP2D/NEPpPkXPeJPO6O8uMPkUpORV979x7b+y1N0f2n9lmWYOrfseSWc19X5wGfoMlqbu50mfv7KspvqZOoA5tA9XpOgZ7+fEJRdVrSPeClLK8bsa224CdCOKsvyQemcKzk01EJnKedT7Al4D/GHiVpJHfA7dxTXesQ3NoaX5EVD1OS5zwI8TjkXqO4/qS7wZbfvXRGPpPEXPOCH8jOoTQADOQLd6LM2/EmOmilXAR9INRabwNuIXcRUbgJMSjkXq+zbVI2YX8BHiM5qkHG+i+jLvXcCnE45F6nsz1Q8cbSY+W0vKcTZxv1SxHXgHeuzGihQ9k/0jFf6D2xWPcL0y/XCkpv+cq3CUZEe8Hust+sFVltFTqM9k8j4MxAcHfzb5oKS6+EyEf9wZ58ex5uJn8LXpByU1vbXiHLodOJEQdmQYk1QVwvcCfG/HhINHO+Pzln4FfDnPwKSSEOaAV1SZQ4ln9P4t8Yg6TdEzSXxQ3msYEz47YMezYJdV+49SMjJYczf40xbYGVaY9HfB1v+BsBf8Pvf4ZLzRg9kuIP7oWunztXP0z/lUuDWy5GVwyZvBxn1p74Adj4VtVm8Zh2RgsOoo+Ou2OIcue33PLth6Gtha+GPu8cl4Zrb6WvCbP8T9t+wZnwA7/gw7bwi/MV2TVZzV8Of3wqqd48+4bgYeQgg/zzWuLlL0VBHCy4FHAucw/+T3S4EtwLf2gKPeFJ/R83mLtxeUApjZFYAzzoYvb4dbGJxGnDQuJS6F2gBcuBpe+rdwyFZ4gZkd2+KQZYFR8LwJOAy4CXHZxQbm959/Bt8H3Jj4g/kTZjbxuVqSh5kdBXzgWfC3a+Ltx88jLjf1OXQr8OU94O7viQeXzjSzg1obsCxiZgcCZ30GPrUKbmvwOZbOob9bDc99ONxlB/yLmT2+zTHLPDNbDbzrfLjxG+HGBm9l/vPnc+hmg3d9DG54HlweOMXMdPCoEGb2kDl42xPgnmvi7cTPBzayeA49GzicEE5tb6TdYHH1gVRmdnPghsSzBj8khJ/Mv2RPBV4OHBlC+HZLIxTmgwf4LvDY4Gtcza4MHEp84OzvgC/5+lczO3j0nhNCCLo2pEULgudI4PAQwgWjv68D7kr8ct4IfCGEcOnotfXAqcSjmUeHEOrcbl4a5sEDPDTEM+aMnh9xK+C6xEj9HiGct+A9xxMfUHpECOGc7IOW/+PBA3weeFrwHwtmVwNuS7xxz2+Ar4yW4GBmhwCnA8eFEN7Rxrgl8uAh3jb+iODXG5vtRZxDLwdcAnyBEDaO3rMfMWwvAI4JWqrYKjN7CPG61vuHEM7yPxIfzXAt4pLgbxPCr1oaYucoehqm8GnfisFT7b0Kn5atFDwV36vwKcCywVP9vQqflq0YPNXeq/Bp2YrBU+29Cp8CLBs8MjMtb2tYCOHNwEvRUrdWzBI8ACGE7wN3A16opW75zRI8ACHeiOK+xFvNa6lbC2YJHoAQwquISxm11K0FswQPQAjha8C9gBO11C2/WYIHIIRwCXAP4EC01K0VCp50FD0JKHzaMWvwOIVPO2YNHqfwac+sweMUPu2YNXicwqcdswaPU/i0R8GTlqInEYVPXk0Fj1P45NVU8DiFT35NBY9T+OTVVPA4hU9eTQWPU/jkp+BJT9GTkMInj6aDxyl88mg6eJzCJ5+mg8cpfPJoOnicwiePpoPHKXzyUfDkoehJTOGTVqrgcQqftFIFj1P4pJcqeJzCJ61UweMUPmmlCh6n8ElPwZOPoicDhU8aqYPHKXzSSB08TuGTTurgcQqfNFIHj1P4pJE6eJzCJx0FT16KnkwUPs3KFTxO4dOsXMHjFD7NyxU8TuHTrFzB4xQ+zcoVPE7h0zwFT36KnowUPs3IHTxO4dOM3MHjFD7NyR08TuHTjNzB4xQ+zcgdPE7h0xwFTzsUPZkpfGbTVvA4hc9s2goep/CZXVvB4xQ+s2kreJzCZzZtBY9T+MxOwdMeRU8LFD7TaTt4nMJnOm0Hj1P4TK/t4HEKn+m0HTxO4TOdtoPHKXymp+Bpl6KnJQqfekoJHqfwqaeU4HEKn/pKCR6n8KmnlOBxCp96Sgkep/CpT8HTPkVPixQ+1ZQWPE7hU01pweMUPtWVFjxO4VNNacHjFD7VlBY8TuFTnYKnDIqelil8xis1eJzCZ7xSg8cpfCYrNXicwme8UoPHKXzGKzV4nMJnMgVPORQ9BVD4LK/04HEKn+WVHjxO4bOy0oPHKXyWV3rwOIXP8koPHqfwWZmCpyyKnkIofBbrSvA4hc9iXQkep/BZqivB4xQ+i3UleJzCZ7GuBI9T+Cyl4CmPoqcgCp+oa8HjFD5R14LHKXzmdS14nMIn6lrwOIVP1LXgcQqfeQqeMil6CjP08Olq8Lihh09Xg8cpfLobPG7o4dPV4HFDD5+uBo9T+Ch4SqboKdBQw6frweOGGj5dDx435PDpevC4oYZP14PHDTV8uh48bsjho+Apm6KnUEMLn74Ejxta+PQleNwQw6cvweOGFj59CR43tPDpS/C4IYaPgqd8ip6CDSV8+hY8bijh07fgcUMKn74FjxtK+PQteNxQwqdvweOGFD4Knm5Q9BSu7+HT1+BxfQ+fvgaPG0L49DV4XN/Dp6/B4/oePn0NHjeE8FHwdIeipwP6Gj59Dx7X1/Dpe/C4PodP34PH9TV8+h48rq/h0/fgcX0OHwVPtyh6OqJv4TOU4HF9C5+hBI/rY/gMJXhc38JnKMHj+hY+Qwke18fwUfB0j6KnQ/oSPkMLHteX8Bla8Lg+hc/Qgsf1JXyGFjyuL+EztOBxfQofBU83KXo6puvhM9TgcV0Pn6EGj+tD+Aw1eFzXw2eoweO6Hj5DDR7Xh/BR8HSXoqeDuho+Qw8e19XwGXrwuC6Hz9CDx3U1fIYePK6r4TP04HFdDh8FT7cpejqqa+Gj4Fmsa+Gj4Fmsi+Gj4Fmsa+Gj4Fmsa+Gj4Fmsi+Gj4Ok+RU+HdSV8FDzL60r4KHiW16XwUfAsryvho+BZXlfCR8GzvC6Fj4KnHxQ9HVd6+Ch4xis9fBQ843UhfBQ845UePgqe8UoPHwXPeF0IHwVPfyh6eqDU8FHwVFNq+Ch4qik5fBQ81ZQaPgqeakoNHwVPNSWHj4KnXxQ9PVFa+Ch46iktfBQ89ZQYPgqeekoLHwVPPaWFj4KnnhLDR8HTP4qeHiklfBQ80yklfBQ80ykpfBQ80yklfBQ80yklfBQ80ykpfBQ8/aTo6Zm2w0fBM5u2w0fBM5sSwkfBM5u2w0fBM5u2w0fBM5sSwkfB01+Knh5qK3wUPM1oK3wUPM1oM3wUPM1oK3wUPM1oK3wUPM1oM3wUPP2m6Omp3OGj4GlW7vBR8DSrjfBR8DQrd/goeJqVO3wUPM1qI3wUPP2n6OmxXOGj4EkjV/goeNLIGT4KnjRyhY+CJ41c4aPgSSNn+Ch4hkHR03Opw0fBk1bq8FHwpJUjfBQ8aaUOHwVPWqnDR8GTVo7wUfAMh6JnAFKFj4Inj1Tho+DJI2X4KHjySBU+Cp48UoWPgiePlOGj4BkWRc9ANB0+Cp68mg4fBU9eKcJHwZNX0+Gj4Mmr6fBR8OSVInwUPMOj6BmQpsJHwdOOpsJHwdOOJsNHwdOOpsJHwdOOpsJHwdOOJsNHwTNMip6BmTV8FDztmjV8FDztaiJ8FDztmjV8FDztmjV8FDztaiJ8FDzDpegZoCrhM/pxvPvfFDwFqBI+K+w/BU8BKoXPMvtv9GcFTwEmhY+NLPN3BU8BKoXP8vtPwVOASuGz8hyq4BkwRc9A7R4+ZranmT3SzL5vZjuAnWZ2gZk938wOUPCUZffwGf3GuqOZfdzMtgC7zGyjmb3DzG6m4CnLsuFjdg3MXo3ZRcAuzLZj9kXM7ofZagVPWXYPHzPb28web2Y/AXYAO8zs12b2LDPbX8FTliXhY2aYHY7Zf2G2lfgZvASzf8fshgqesiwbPmbXwewkzP5K3H/bMDsDs3titkrBI6Z5d9jM7KnAPwObgcsA++y2yWZgDvgj8GUUPEUxs4OJMfpr4EbAXiw+mLGT+APsh8D+KHiKYmbrgVOfCpd7I9zA4r5bt9tmGy+CC64HB16i4CmOmR0PPJs4T+7N0jl0E/FzeAlwGgqeopjZIevg9B/Ar68P1wXWAwvPEuwIsPMNcM6x8SCFgqcgZrYf8LkXw5qXw40NVhP300Ibfwu/viFcY7OCZ9AUPQM3mjB+CVx2wqY7gduEEL6XflRSh5l9FHgAi7+odxeAfw4hvDTPqKSq35nd/3LwsT3HnHnfCmyEnx4AN0EHHYpiZgcQ59DdY2d3O4CDQgjnpR+V1PF7szP3g8P3HrPNFgh/hmOvFsIbsg1MKvmd2aMvB+8cN4duATbAt64It0U/fAdL0TNwZnYc8HLiGYJxAvDZEMK9049KqjKz6wHfZ/L+g3jW7kohhI1pRyWVxWWHPweuXWHrjcDDCOHUtIOSOszsn4HjWHqGbne7gA+HEB6aflRSmdktgf8lnqWb5FLgCoSwPe2gpLK47PB3wBUrbL0R+BtC+J+0g5JS6ZqeATOzVcRlGVV+MBtw2GhdupTjacTT+VXMAQ9POBap7w7AFSpuuw/wvIRjkZpGF1A/lcnBA/FzerSZXS7tqKSmY6m2/yB+Dz4w4VikvntS7TcMxKWLz004FimcomfYrszkZW0LbSf+SJNy3Jul65dXsg9wn4RjkfruCtS5bfXtUg1EpnI9YE2N7bcBt0k0FpnO3al+4Ghf4sXzUo7DifulCgPunHAsUjhFz7DtSVxyUZVR/YiY5FE1eFzVI2KSxzrq/WjeY6VbsUor9iSeQa1Dc2hZ6j7npcoyOMlnfc3tp36gqXSfomfYLqT+BKA7f5XltzW23UW84FrKcQHxWquq/qKLcIvye+pFzGo0h5bmDzW23QH8ItVAZCq/JJ5BrepPqQYi5VP0DNjogvbPEW9SUMVWQBcAluXNwIaK224jPqNAyvERqs/D24CTE45Fagoh/AH4Ro23/Bn4TqLhyHTeRLyteBU7gf9MNxSZwgdqbLsZ+PdUA5HyKXrkNcSYmWQr8Do9o6c4HyNeazXJHHBeCOFbiccjdYTwF+DDu+IR5PGbxn2oL+zynEC1s3VbgFfpGT3FeV+osERxVzxT/k1CODfDmKSqEH4LfH5XDNLxm8YDvO9IPygplaJHfkK8Dee4CWM7cVnGmVlGJHXsID7lPbDyGbtdxOuxPplrUFLd9eFT58LqceGzFeaeDuealmaU6PvEs3Dj5tAdxM/g/2YZkVRmsOVh8OXNY8JnDnZeCKtuBx/POTap5ubw8d9UmEMfB9+3+HtHBkrRM2Cjh+qdCXwWeDLxGp8NxMk/EO9pvwn4N+A5wOlmdqt2Riu7s3hB+5uAmxPvKPQt4tFkP/OzdfTPmaPX/8HMjm1hqLICMzvqPHjn/eCY1fBB4v7ypTY7R//3L/4CD3wz/AX4hJnVudubJDS6hf9ZxCU2zyLuo4Vz6IbRP68CXgGcYWYHtTJYWcLiM17e+UG46vfinTC/Tzxr5z+etwDbVsFnngz3+Qa81Mwe39Z4ZSkzO+b78K8Phfutjgf2tjJ/5nXn6P/+ya/hvv8ZD96eMrrVvAyQHk46UAuC5zvA40IIu0ZfAPcAbkW8o9TPgY+FEDaP3vNU4oNMjwwhfLudkQssCp4jgcNDCBeM/n4Q8DfEW3j+mbj/fjN67WDgDOCEEMJJrQxc/o+ZHQW8H3hYCOG00R8vBzwIOJD5a+i+TAjBzNYDpxKj9ugQQpVlqZLIguD5PPC0EPfRGuLn72bEg4rnAh8PIWwbved44JnAESGEc9oZucB88AC3JO6Pi0Yv3Jz47Jd9iAcCP0oIvx+95xDgdOC4EIKWSbXMzI4hXud4vxDC2aM/XoE4h16ZGK1nEMI3RtvvR7yO+QLgmBDCxGXF0i+KngFaLnhqvFfh07KVgqfiexU+BVg2eKq9T+FTgOWCp8Z7FT4tWzF4qr1X4VOAZYOn2vsUPgOm5W0DM0vwAIQQ3gy8FPi8lrrlN0vwAIQQvg/cDXihlrq1Y9rgAQghbALuS3w+k5a6tWCW4AEIIbwKeANwppa65TdL8ACEEL4G3As4UUvd2jFt8ACEEC4hrmg5EC11GxxFz4DMGjxO4dOOWYPHKXzaM0vwOIVPe2YNHqfwacesweMUPu2ZJXicwme4FD0D0VTwOIVPXk0Fj1P45NdE8DiFT35NBY9T+OTVVPA4hU9+TQSPU/gMk6JnAJoOHqfwyaPp4HEKn3yaDB6n8Mmn6eBxCp88mg4ep/DJp8ngcQqf4VH09Fyq4HEKn7RSBY9T+KSXInicwie9VMHjFD5ppQoep/BJL0XwOIXPsCh6eix18DiFTxqpg8cpfNJJGTxO4ZNO6uBxCp80UgePU/ikkzJ4nMJnOBQ9PZUreJzCp1m5gscpfJqXI3icwqd5uYLHKXyalSt4nMKneTmCxyl8hkHR00O5g8cpfJqRO3icwqc5OYPHKXyakzt4nMKnGbmDxyl8mpMzeJzCp/8UPT3TVvA4hc9s2goep/CZXRvB4xQ+s2sreJzCZzZtBY9T+MyujeBxCp9+U/T0SNvB4xQ+02k7eJzCZ3ptBo9T+Eyv7eBxCp/ptB08TuEzvTaDxyl8+kvR0xOlBI9T+NRTSvA4hU99JQSPU/jUV0rwOIVPPaUEj1P41FdC8DiFTz8penqgtOBxCp9qSgsep/CprqTgcQqf6koLHqfwqaa04HEKn+pKCh6n8OkfRU/HlRo8TuEzXqnB4xQ+k5UYPE7hM1mpweMUPuOVGjxO4TNZicHjFD79oujpsNKDxyl8lld68DiFz8pKDh6n8FlZ6cHjFD7LKz14nMJnZSUHj1P49Ieip6O6EjxO4bNYV4LHKXyW6kLwOIXPUl0JHqfwWawrweMUPkt1IXicwqcfFD0d1LXgcQqfqGvB4xQ+87oUPE7hM69rweMUPlHXgscpfOZ1KXicwqf7FD0d09XgcUMPn64Gj1P4dDN4nMKnu8Hjhh4+XQ0ep/DpZvA4hU+3KXo6pOvB44YaPl0PHjfk8Oly8Lghh0/Xg8cNNXy6HjxuyOHT5eBxCp/uUvR0RF+Cxw0tfPoSPG6I4dOH4HFDDJ++BI8bWvj0JXjcEMOnD8HjFD7dpOjpgL4FjxtK+PQteNyQwqdPweOGFD59Cx43lPDpW/C4IYVPn4LHKXy6R9FTuL4Gj+t7+PQ1eNwQwqePweOGED59DR7X9/Dpa/C4IYRPH4PHKXy6RdFTsL4Hj+tr+PQ9eFyfw6fPweP6HD59Dx7X1/Dpe/C4PodPn4PHKXy6Q9FTqKEEj+tb+AwleFwfw2cIweP6GD5DCR7Xt/AZSvC4PobPEILHKXy6QdFToKEFj+tL+AwteFyfwmdIweP6FD5DCx7Xl/AZWvC4PoXPkILHKXzKp+gpzFCDx3U9fIYaPK4P4TPE4HF9CJ+hBo/revgMNXhcH8JniMHjFD5lU/QUZOjB47oaPkMPHtfl8Bly8Lguh8/Qg8d1NXyGHjyuy+Ez5OBxCp9yKXoKoeBZrGvho+BZrIvho+CZ18XwUfAs1rXwUfAs1sXwUfDMU/iUSdFTAAXP8roSPgqe5XUpfBQ8S3UpfBQ8y+tK+Ch4ltel8FHwLKXwKY+ip2UKnvFKDx8Fz3hdCB8Fz8q6ED4KnvFKDx8Fz3hdCB8Fz8oUPmVR9LRIwVNNqeGj4Kmm5PBR8ExWcvgoeKopNXwUPNWUHD4KnskUPuVQ9LREwVNPaeGj4KmnxPBR8FRXYvgoeOopLXwUPPWUGD4KnuoUPmVQ9LRAwTOdUsJHwTOdksJHwVNfSeGj4JlOKeGj4JlOSeGj4KlP4dM+RU9mCp7ZtB0+Cp7ZlBA+Cp7plRA+Cp7ZtB0+Cp7ZlBA+Cp7pKXzapejJSMHTjLbCR8HTjDbDR8EzuzbDR8HTjLbCR8HTjDbDR8EzO4VPexQ9mSh4mpU7fBQ8zWojfBQ8zWkjfBQ8zcodPgqeZrURPgqe5ih82qHoyUDBk0au8FHwpJEzfBQ8zcsZPgqeNHKFj4InjZzho+BpnsInP0VPYgqetFKHj4InrRzho+BJJ0f4KHjSSh0+Cp60coSPgicdhU9eip6EFDx5pAofBU8eKcNHwZNeyvBR8OSRKnwUPHmkDB8FT3oKn3wUPYkoePJqOnwUPHmlCB8FTz4pwkfBk1fT4aPgyStF+Ch48lH45KHoSUDB046mwkfB044mw0fBk1+T4aPgaUdT4aPgaUeT4aPgyU/hk56ip2EKnnbNGj4KnnY1ET4KnvY0ET4KnnbNGj4KnnY1ET4KnvYofNJS9DRIwVOGacNHwVOGWcJHwdO+WcJHwVOGacNHwVOGWcJHwdM+hU86ip6KzGyVmR1pZv9lZr82s1+a2cfM7E4WKXgKslz4mNkNzOxNZvYzM/uNmX3NzB5pZnsqeMqyXPiY2X5m9nQz+95o//3EzP7JzK46el3BU4jlwsfMVpvZ35jZf4/m0F+Y2QfN7HajOVTBU5Blw8fsJpidjNnPMTsfsy9hdgxmaxU8ZVk2fMwuh9lxmP0As99gdg5mL8LsivFlBU8plgsfM1tjZg80sy+Y2flm9nMze7eZ3aLd0XaH6XtlstGX8X8DVwPWAzZ6aQ7YAvyM+OX+TRQ8RTGzpwIvB74I3BNYDSw8arIR2EkM1puh4CmKmR0MnAGcBvwdEIifQbd19O+PAPdHwVMUM1sPnEr83F0TuByw74JN5oj78PvAFYDPouApipkdvw6e+Vv47gFwF+L8uWbBJhsCbLs3fPWzcR8reApiZocAp58MH3sCPJQ4h+69YJMtwKpPwAceAH+LgqcoZrYf8DngUuAmwD4snkN3AduAs4EHhxA25x5jlyh6JjCzywPfA67E4ol+oUD8D/LqIYQNucYmk43O4HwNuO2ETQNwnxDC6elHJXWY2TOIR5wneW8I4ZGpxyP1mNl1gR8T509bYbMAXEScQ7flGptUYLbqR/Cja8ON9l5hkzlgM8x9Ee587xC+nHN4MtnnzP7xTvCylfYfwCbga/CGI0J4VqZhSUWjg3/fJh48WskW4OvA3UMIO7MMrIO0vG2yFxOPQK4UPBC/yNcC/5BlRFLHoUCVNekGvCbxWKSm0Vrml1Xc/EG+1E2K8lLi52ul4GH02t7Ao7KMSOq4x03gauN+MK8C1oPdG16da1BSkdne94Dnjtt/EE+fHwFPwmz/DKOSel5RYZu9gFsTz9bJChQ9Y4wuwH0CMWgm2Qs41sz0v2lZnkPcN1Vcb3RERcpxP8YfcNjdk1MNROobLc14MNX24XrgeaOzs1KO5xGX1IxlMVxvi9m10w9JangI8UxqFQF4TLqhSF1mdmXitT3jzvK4fYifV1mBfqCPdzvimfuq9gVukGgsMp17U/2/87XA3yQci9T3IBavXx5nT+CYhGOR+u4C7Kix/dWAqyQai9QVD+LdpcY7AnHOlXIcQ4VoHdmbeN2PlOPu1JtDDx5dSynLUPSMty/Vj5BAvCC+6uQiedR5Tsgaqv/Aljz2r7m9Jvuy7Mv4ZW2724Hm0JKsq7n9GrT/SrNfze21/8qyL9XO8jjNoWMoesb7M/X+N1o7eo+Uo86NJbYRL6aWcvyBegce9Pkry0XU23/rgL8kGovUt5V4d6iqtqPPYGn+WHP7PyUZhUzrIuIB9ar2AC5JNJbOU/SM9w3mb4lbxa9DCL9MNRiZygeofmo4AB9NOBap793EGwtVsQl4e8KxSH1foN6Znu/qdscFibd3/TjVl3mvBj6ZbkAyhXdS/eDfBjSHluZ0Fj9mY5wAnBFCqPO7dVAUPWOMnrdzEvFWgJNsQnf/KtEbqHaUZBfwpRDCrxOPR+r5AvHIcZWzBQa8J+1wpI7R7affSjyLOonm0DK9LlQ4+DcXDy6dhqK1NJ+m+sHbQHzmmRRi9BiU9xHPok6yGfiXtCPqNkXPZK8HfsD48NlF/A/y41lGJHX8lPicpXE/mueIn4XXZRmRVDZ6SOVJxKCZFD4fCiFcmn5UUtPbiPtv3DKpOeJR5s9kGZFUZvDtD8IvN48527MLdl0Iqx9Z7XlaklMIO18Eb570xMrNwMvgHegsQYneRDyLOm4O3USMozOzjKijFD0TjI5UHg78F/FoycIjlltGf3sP8GXgNDPThfCFGN369k3A5YGXECeFjQs22UWc678P/CPwXjO7Ve5xysrM7CjiMwqeBZxP3H8L42cD8RqQZwJHmdmxuccoKzOzA4lz57uBzxLny4VHLDeP/vZW4gNMP2FmVW8xL4mZ2WrgXQ+HuU3wSuJ33sLlpjuBLavh6/eCV78XPmJmVZ6LJpmY2TEnwHPeDE8HfkecM3efQ//0IXj6P8FjzezxrQxUlmVm1wFOBd4IfJH4GVy4ZH/T6G//Cvz96EChrMD0v091ZnZ14EnALYg/mL8OvCOE8EczW0c8Lbw/cJ/RKUlpyYLgORI4PIRwgZntTXxmwX2It+b8JfD2EMJ3Ru95KvBy4MgQwrfbGbm4UfC8H3hYCOG00T69K/BI4m2NLwE+BJwaQtg5esbSGcAJIYST2hq3RKPgOQv4HPD0EEKw+AyXJwE3Jf5g/hLwrhDCn0e3WT2V+IV+dAihyrJiScSDh/h9d0QI4SLiQb2HEZ8bsifwM+BkQvjR6D0vIB6gOCKEcE4b45Z5ZnYMcDJwvxDC2aNbkN8deDhwReLS4Q8CnyGEXWZ2CPEakuNCCO9oa9wSjYLnbOC9wItGc+gNiHPojYkH4c8G3h1C0M0LKlD0NEjhU4blgqfGexU+Bdg9eGq8T+FTgOWCp+L7FD4FWDZ4qr9X4VOAJcFT/X0KnwIsFzztjqgftLytQaOlcA8CLgb+S0vd8psleABCCG8GXgp8Xkvd2jFt8ACEEL4P3A14oZa6tWPa4AEIIWwC7ku8W5GWurVgluABCCG8mrjU5kwtdWvHtMEDEEL4GnAv4EQtdWuHgicdRU/DFD7tmTV4nMKnPbMEj1P4tGeW4HEKn/bMGjxO4dOeWYLHKXzao+BJS9GTgMInv6aCxyl88msieJzCJ78mgscpfPJrKnicwie/JoLHKXzyU/Ckp+hJROGTT9PB4xQ++TQZPE7hk0+TweMUPvk0HTxO4ZNPk8HjFD75KHjyUPQkpPBJL1XwOIVPeimCxyl80ksRPE7hk16q4HEKn/RSBI9T+KSn4MlH0ZOYwied1MHjFD7ppAwep/BJJ2XwOIVPOqmDxyl80kkZPE7hk46CJy9FTwYKn+blCh6n8GlejuBxCp/m5Qgep/BpXq7gcQqf5uUIHqfwaZ6CJz9FTyYKn+bkDh6n8GlOzuBxCp/m5Awep/BpTu7gcQqf5uQMHqfwaY6Cpx2KnowUPrNrK3icwmd2bQSPU/jMro3gcQqf2bUVPE7hM7s2gscpfGan4GmPoiczhc/02g4ep/CZXpvB4xQ+02szeJzCZ3ptB49T+EyvzeBxCp/pKXjapehpgcKnvlKCxyl86isheJzCp74SgscpfOorJXicwqe+EoLHKXzqU/C0T9HTEoVPdaUFj1P4VFdS8DiFT3UlBY9T+FRXWvA4hU91JQWPU/hUp+Apg6KnRQqfyUoNHqfwmazE4HEKn8lKDB6n8Jms1OBxCp/JSgwep/CZTMFTDkVPyxQ+Kys9eJzCZ2UlB49T+Kys5OBxCp+VlR48TuGzspKDxyl8VqbgKYuipwAKn6W6EjxO4bNUF4LHKXyW6kLwOIXPUl0JHqfwWaoLweMUPkspeMqj6CmEwmde14LHKXzmdSl4nMJnXpeCxyl85nUteJzCZ16XgscpfOYpeMqk6CmIwqe7weMUPt0MHqfw6WbwOIVPd4PHKXy6GTxO4aPgKZmipzBDDp+uB48bcvh0OXjckMOny8Hjhhw+XQ8eN+Tw6XLwuCGHj4KnbIqeAg0xfPoSPG6I4dOH4HFDDJ8+BI8bYvj0JXjcEMOnD8Hjhhg+Cp7yKXoKNaTw6VvwuCGFT5+Cxw0pfPoUPG5I4dO34HFDCp8+BY8bUvgoeLpB0VOwIYRPX4PHDSF8+hg8bgjh08fgcUMIn74GjxtC+PQxeNwQwkfB0x2KnsL1OXz6Hjyuz+HT5+BxfQ6fPgeP63P49D14XJ/Dp8/B4/ocPgqeblH0dEAfw2coweP6GD5DCB7Xx/AZQvC4PobPUILH9TF8hhA8ro/ho+DpHkVPR/QpfIYWPK5P4TOk4HF9Cp8hBY/rU/gMLXhcn8JnSMHj+hQ+Cp5uUvR0SB/CZ6jB4/oQPkMMHteH8Bli8Lg+hM9Qg8f1IXyGGDyuD+Gj4OkuRU/HdDl8hh48rsvhM+TgcV0OnyEHj+ty+Aw9eFyXw2fIweO6HD4Knm5T9HRQF8NHwbNYF8NHwTOvi+Gj4JnXxfBR8CzWxfBR8MzrYvgoeLpP0dNRXQofBc/yuhQ+Cp6luhQ+Cp6luhQ+Cp7ldSl8FDxLdSl8FDz9oOjpsC6Ej4JnvC6Ej4JnZV0IHwXPyroQPgqe8boQPgqelXUhfBQ8/aHo6biSw0fBU03J4aPgmazk8FHwTFZy+Ch4qik5fBQ8k5UcPgqeflH09ECJ4aPgqafE8FHwVFdi+Ch4qisxfBQ89ZQYPgqe6koMHwVP/yh6eqKk8FHwTKek8FHw1FdS+Ch46ispfBQ80ykpfBQ89ZUUPgqeflL09EgJ4aPgmU0J4aPgmV4J4aPgmV4J4aPgmU0J4aPgmV4J4aPg6S9FT8+0GT4Knma0GT4Kntm1GT4Kntm1GT4Knma0GT4Kntm1GT4Knn5T9PRQG+Gj4GlWG+Gj4GlOG+Gj4GlOG+Gj4GlWG+Gj4GlOG+Gj4Ok/RU9P5QwfBU8aOcNHwdO8nOGj4GlezvBR8KSRM3wUPM3LGT4KnmFQ9PRYjvBR8KSVI3wUPOnkCB8FTzo5wkfBk1aO8FHwpJMjfBQ8w6Ho6bmU4aPgySNl+Ch40ksZPgqe9FKGj4Inj5Tho+BJL2X4KHiGRdEzACnCR8GTV4rwUfDkkyJ8FDz5pAgfBU9eKcJHwZNPivBR8AyPomcgmgwfBU87mgwfBU9+TYaPgie/JsNHwdOOJsNHwZNfk+Gj4BkmRc+ANBE+Cp52NRE+Cp72NBE+Cp72NBE+Cp52NRE+Cp72NBE+Cp7hUvQMzCzho+Apwyzho+Bp3yzho+Bp3yzho+Apwyzho+Bp3yzho+AZNtP+HiYzWwd8BNgfuE8IYQNmBwCPB+4CrAbOAd5KCOcqeMpjZk8FXg4cGUL4tpntARwN/B1wWeCPwLuB/w4hzCl4ymJmBwNnACeEEE4a/fE2wBOB6wBbgE8D7yOEjQqespjZeuBUYAdwdAhhC2ZXIe6/Q4kHFb8L/Ach/FLBUx4zewHwLOL+OIf4vfgg4G+BywAXEPfZFwghKHjKYmaHAKcDx4UQ3kH8nXJ74u+YawIbgU8CpxDCZgWPKHoGzMNnNex/Kfxwb3gMEAA/crkD2BXgS1eHX10QY0jBU5AF4fPPxLM/qwE/exeATcAlwOuBl6HgKYqHz53gLV+E+wPXA9YR9yPE/bfqN3DiNeEhQcFTFA+fPWHnJfD7tXAM8XO352iT7cDcHPz3FWDDX+CmKHiK4uHzJXjdHeDFgLF0Dr3oCfDv74CXoOApiofP0fAvH4dHAVcj/obxlUwbATsHTrgJ/D0KnkFT9AzctczWvR1+cUe48l4rLHfcAbt+A3MvgJt+KIRzc49RxjOzk4EnVNj0OSGE16cej9TzFLMjXwGf3R/C6hU+g5shfBS+8Sg4VF/WZTnUbN/XwS9vDfvvOR+ri2yHXefBjhfD9T8Wwm9zj1HGe6PZRx4PD9w7Bs8SAcImsJfD414bwrtyj0/GO9bsQS+DD+0LrFphH26G8P/gjL+He2gOHS5Fz9CZPSDA/zNYP26zOdi2Ct5CCEmfLC/1mNllgN8De1fY/ALgGiGEubSjklrMPj8Hh69a4QezC7DZ4BBC+GGuoUkFZo8O8OZJc2iArQavJoR/yjU0qcDsisCvmT87t6wAweBc4Mboh1NZzL4xB7daNeE69QBbDA4ihF9lGpkURjcykOdN+rIGWBWX3DyBBE8kl5k8krgEo4rLEC+gl1KYXQO406TgATBYS7z+QMrygipzqMUf1c/AbE2GMUl1T6LCHGrxDMLVgNsmH5FUF29EcZNJwQNgcZunpR+UlErRM2RmlwXq3P1rDjg80WhkOo+nwg+ukX2ARycci9T3wBrbriFeMyKlMLsm8YLpqvYADkk0GpnOY5m/jnWSvYCHJxyL1Pdg4ueqinXAIxKORQqn6Bm2yxEvtK1qFXD5RGOR6VyuxrYGXDnVQGQql2PCsprdrB/doUjKcHniDV+qmkNzaGn2q7HtKjSHlubKxANCVV0m1UCkfIqeYdtA9SMkEL+wNyQai0xnY83t/5pkFDKtDdQ78LBN1xMUZQP1fnAZmkNLs6nGtgHNoaX5C/G3SVVbUg1EyqfoGbIQLgR+WeMda4n3uJdyfJDqk/gG4JSEY5H6Pg3sqrjtHPCZhGOR+s6j3o/gVcBXE41FpvMRqh942AR8NOFYpL5Tqf4duBP4RLqhSOkUPfKaUOFIV4iTxYcJ4eL0Q5Ia3sYKt+hcxi7ig9qkFCGcA/woVLsZxRbgdYlHJHXEs24nBtg8cdP4w/qdhKAjzWV5E9XPFGwgPlBYyvE14HcVt90B/Gu6oUjpFD0Ddw687zzYsHXMj65dEC4GPgGvyDYwqSTEs3Xvr7j5y0MIda4/kAw+CsdP+sW8GcK34CfAl3OMSar7Apz8a9i2bcwcuhPCRRA+Ba/NOTapIIRffhE+M+nI32bg4/BidMv/soQQPgov2DzhwNEm4CvwFUL4QaaRSYEUPQNmZnYT+Ndbw8Y5+B/ivL77UpsNBr+6K3zxAfAuM9t3mf+vpCVmdhTwd8A7ga0sPc2/ibhf3w682Mzq3K1PEjOzAx8E//5w+EiAP7P0eo/twNa/wscPhWuablldFDNbfRi85TbwO4OvEz9vC38UB2CjwU8PhW/eH95puu1/UczsmLvC3X8K7yHOoVt322QjsPGl8K4HwgkWb5EshTCz6zwI/vWp8L4Al7B0Dt0GbL0APnAnuLWZVXmQt/SUHk46UBbvAPUm4Ejg8BDCBZjdAjgWuD3xuSE/I54K/pzFGx58FNgfuHcIQRfjtmwUPB8AHhpCOM3iQ/aeADwU2Jf4I/rtwHtDCBvM7KnAy4EjQwjfbmvcEpnZgcBZwOeAp4f4GXsA8TkSVyN+WZ8OvJEQfm5mBxOX1pwQQjippWHLiJmtBt4F3AI4YhSttwWeDdyaeFDxHOD1wNkWHyB8KnGJzdFBy9xaZ2bHACcD9wshnI3ZVYG/B/6W+CiAC4H/AD5ACJvN7HjgmcARIS5NlRaZ2XWI1xm/F3hRiLekfjDwFOJd3bYCnwLeTAjnm9mhxDn1uBDC29sZtbRJ0TNAywZPtfetQ+FThN2Dp8b7FD4FWBI8FSdihU8ZlgRPCBdVfN96FD5FWBI81d+n8CnAkuCpPocqfAZMy9sGZtrgAQghbCMeAbsY+IyWurVj2uABCCG8GXgp8HktdWvHtMEDEEL4PnA34IVmdmyiIcoY0wYPQAhhE3Bf4lm9T2ipWzumDR6AEMKrgDcAZ2qpWzumDR6AEMJXgXsBJ2qp2/AoegZkluBxCp92zRI8TuHTnlmCxyl82jNL8DiFT7tmCR6n8GnPLMHjFD7DpegZiCaCxyl82tFE8DiFT35NBI9T+OTXRPA4hU87mggep/DJr4ngcQqfYVL0DECTweMUPnk1GTxO4ZNPk8HjFD75NBk8TuGTV5PB4xQ++TQZPE7hMzyKnp5LETxO4ZNHiuBxCp/0UgSPU/iklyJ4nMInjxTB4xQ+6aUIHqfwGRZFT4+lDB6n8EkrZfA4hU86KYPHKXzSSRk8TuGTVsrgcQqfdFIGj1P4DIeip6dyBI9T+KSRI3icwqd5OYLHKXyalyN4nMInjRzB4xQ+zcsRPE7hMwyKnh7KGTxO4dOsnMHjFD7NyRk8TuHTnJzB4xQ+zcoZPE7h05ycweMUPv2n6OmZNoLHKXya0UbwOIXP7NoIHqfwmV0bweMUPs1oI3icwmd2bQSPU/j0m6KnR9oMHqfwmU2bweMUPtNrM3icwmd6bQaPU/jMps3gcQqf6bUZPE7h01+Knp4oIXicwmc6JQSPU/jUV0LwOIVPfSUEj1P4TKeE4HEKn/pKCB6n8OknRU8PlBQ8TuFTT0nB4xQ+1ZUUPE7hU11JweMUPvWUFDxO4VNdScHjFD79o+jpuBKDxyl8qikxeJzCZ7ISg8cpfCYrMXicwqeaEoPHKXwmKzF4nMKnXxQ9HVZy8DiFz3glB49T+Kys5OBxCp+VlRw8TuEzXsnB4xQ+Kys5eJzCpz8UPR3VheBxCp/ldSF4nMJnqS4Ej1P4LNWF4HEKn+V1IXicwmepLgSPU/j0g6Kng7oUPE7hs1iXgscpfOZ1KXicwmdel4LHKXwW61LwOIXPvC4Fj1P4dJ+ip2O6GDxO4RN1MXicwqebweMUPt0MHqfwiboYPE7h083gcQqfblP0dEiXg8cNPXy6HDxuyOHT5eBxQw6fLgePG3r4dDl43JDDp8vB4xQ+3aXo6Yg+BI8bavj0IXjcEMOnD8Hjhhg+fQgeN9Tw6UPwuCGGTx+Cxyl8uknR0wF9Ch43tPDpU/C4IYVPn4LHDSl8+hQ8bmjh06fgcUMKnz4Fj1P4dI+ip3B9DB43lPDpY/C4IYRPH4PHDSF8+hg8bijh08fgcUMInz4Gj1P4dIuip2B9Dh7X9/Dpc/C4PodPn4PH9Tl8+hw8ru/h0+fgcX0Onz4Hj1P4dIeip1BDCB7X1/AZQvC4PobPEILH9TF8hhA8rq/hM4TgcX0MnyEEj1P4dIOip0BDCh7Xt/AZUvC4PoXPkILH9Sl8hhQ8rm/hM6TgcX0KnyEFj1P4lE/RU5ghBo/rS/gMMXhcH8JniMHj+hA+Qwwe15fwGWLwuD6EzxCDxyl8yqboKciQg8d1PXyGHDyuy+Ez5OBxXQ6fIQeP63r4DDl4XJfDZ8jB4xQ+5VL0FELBM6+r4aPgmdfF8FHwzOti+Ch45nU1fBQ887oYPgqeeQqfMil6CqDgWapr4aPgWapL4aPgWapL4aPgWapr4aPgWapL4aPgWUrhUx5FT8sUPCvrSvgoeFbWhfBR8KysC+Gj4FlZV8JHwbOyLoSPgmdlCp+yKHpapOCZrPTwUfBMVnL4KHgmKzl8FDyTlR4+Cp7JSg4fBc9kCp9yKHpaouCprtTwUfBUV2L4KHiqKzF8FDzVlRo+Cp7qSgwfBU91Cp8yKHpaoOCpr7TwUfDUV1L4KHjqKyl8FDz1lRY+Cp76SgofBU99Cp/2KXoyU/BMr5TwUfBMr4TwUfBMr4TwUfBMr5TwUfBMr4TwUfBMT+HTLkVPRgqe2bUdPgqe2bUZPgqe2bUZPgqe2bUdPgqe2bUZPgqe2Sl82qPoyUTB05y2wkfB05w2wkfB05w2wkfB05y2wkfB05w2wkfB0xyFTzsUPRkoeJqXO3wUPM3LGT4KnublDB8FT/Nyh4+Cp3k5w0fB0zyFT36KnsQUPOnkCh8FTzo5wkfBk06O8FHwpJMrfBQ86eQIHwVPOgqfvBQ9CSl40ksdPgqe9FKGj4InvZTho+BJL3X4KHjSSxk+Cp70FD75KHoSUfDkkyp8FDz5pAgfBU8+KcJHwZNPqvBR8OSTInwUPPkofPJQ9CSg4Mmv6fBR8OTXZPgoePJrMnwUPPk1HT4KnvyaDB8FT34Kn/QUPQ1T8LSnqfBR8LSnifBR8LSnifBR8LSnqfBR8LSnifBR8LRH4ZOWoqdBCp72zRo+Cp72zRI+Cp72zRI+Cp72zRo+Cp72zRI+Cp72KXzSMf33XEOc/B8I3BAIwA+ATxHCdgVPWcxsHfBRYH/g3iGEDaN9dGfgLsDewAXAh0IIfxq9R8FTEDN7KvBy4MgQwrdHf7wW8TN4BeBS4L8I4Xuj7RU8BTGzg4EzgBNCCCeN/rgeeBBwfWAn8B3g04SwU8FTFov76lRgB3B0CGGLma0CjgDuAKwDzifOoX8dvUfBUxAzOx54JvHzdM7ob9cDHgBcHvgrcOqC1xQ8BTGzQ4HTgeNCCG8f/fEywIOB6wDbga8DnyOEXW2Ns0sUPVXEif6fgGcRY2ef0Ssbgbk5eMUauE5Q8BRlt/B5/eifyxODZxWwZfTvT462ewcKnqJ4+DwBHnEyHEf8sWXEH1w7iZP+eafB8+8L/4aCpygePuvh1RvhqsDfA3PA+tEmG4EdO+HFe8DtUfAUZbfweRfwOuAyxP1nwGbiHHoKcCbxwJ+CpyALwucxwEuAWxH32Vrift0J/Ah4MTFYFTwF8fC5LLzgL3Bz4NHMz6EB2ET8HD6HEN7b3ki7QdEzSQyeU4B7M/9Fvcg22Pk+2Ph4uKmCpyyj8Pky8cfUSss5dwCricHzoUxDk4oOM3vJR+GfLgtzq+J+WmIzhMfAxz4MD9aXdVmuYHbLD8JX7wK2R1wytcQ22PkW+MuxcBMFT1lG4fMt4tm5SXPofUIIn801NqnGzF4HHEv8kbzcPvQ5853AEzWHluWqZnf6GJx9a9i1R4zV5WwGXkoIr8s5tq7RNT2TPZ4xwQOwDtY8BtYGuHW2UUlVVwBuzPj/1vcAdhGXTUlhzoYHXhbCSsEDsDfYKXC3EM8ASUH+BEceBnMrBQ/EOfSZsE+Am2YcmlRzNeAaTJ5DdwJH5xiQVDda1n306P+50j600T9/M2Ybacnv4D63hZ1jggfiCpaXY6bfoWPoP+5x4mRxPGOCx62K/8G9MPmYpK6nECfzSfYA7m9mByQej9QRb2Rwg1UV5iqLUfSg9IOSyuJ1Osethj0nbgp7AS9IPyip6VnAmgrbrQUebWb7TNxScrorcEWqfQ+uB+6TdjhSS1yt8rTV1Q7orSMuA5cVKHrGuzlxsqi+fbyYWsrxRCr84BqZA/4u4VikvsdT/ezNvsDTE45F6rsT1T9/BhyO2X4JxyM1jM4SPIoxZ+l2o7M95XkyFQ7cjuwLPDXhWKS+ezK//HCS1cADMBt3RmjQFD3jXZU4iVe1DbhKorHIdC5bY9u9AUVrWa7NmGVty9DnryxXrbn9duodaJK01lFvyeie1N/nkta1qHaWx1090ThkOlel2plWF4g3b5JlKHrG21pz+1VTvEfS2lFj2zniHd2kHJtrbr8tyShkWluofpQSYuBqDi3HDur9YN6F9l9p6n6naf+VZQvxt0lVa9A+XJGiZ7xvMf7Csd3NAecmGotM56s1tt0C/E+qgchU/ot4W+MqdgC6c1RZvkq9OfQS4vOzpAAhPvvjezXeMgd8IdFwZDqnUf3g0Vbg0wnHIvX9L/XO9Pwa2JBoLJ2n6BknhEuADxOPXk2yDfh3QtiedlBS02uo/qP5T8AXE45F6vsg1Y807yI+hVxKEcIfgM+HakcqtwCvJ4Q6RzUlvTpz6Hlh9LBgKca7qP5bz4C3JhyL1BXCz4FvVNx6E/AadMvxFSl6JvtH4oS/4n9Eu4AN8dqfk3INSir7HPHIxyRzwLP1fILChLD5V/CqzROWSG0CfgufJYSf5RmYVHUJHL9tQvTsjNttBd6WZ1RSw8eAKs9OmgOenXgsUlMI4a/AvzN5mWkA3h9C+F36UUkdf4Tjtk4++L4D+A3wvgxD6ixFzyQh/Ip4y8e/EH9b7W7jHFx4W9houutJie4DXJP4xOnljlZuJR5h/i7wHDPbN9/QZBIzO/Da8Oj3wVdD3E+7X6M1B2w6F75xbbizxVtcSyHMbPX+8Px7w6/n4FKWX2azYRf89uYQLN6tT8ryt8DliUu3l5tDtxD36w+B55nZXhnHJhOY2XWABxOXmm5h6c2ZdhH339eA+5jZQXlHKOOY2dorwwv+Ds4N8fO37BwK/Ay4KyHUvQ52UBQ9VcTT9dcGngv8nDhpbAfOAZ6+B1zrp3AX4Ilm9rLWximLmNlRwAeAhwIHE5/hciYxdHYRl7O9DrgBcAfgYuAzCp8yWLz9+1nA558EdzS4FfAO4nUf/kX9MeDIW8IhO+GlwOcVPmWw+IyedwG3OBsOXRUPPryIeObV59DvAX+/Dq73azgcON7MdLagEGb2EOLZt/sDBwEPB75EXM69C/gD8GrgusQ5dA/gEwqfMoyC52zgvcAdgUOA9xAPQMwRD+SeAtwlhHB74vLgMxU+ZbB46+kPAgeeCre3+Dv05cTrHncSP4ffAB4L3IIQLmxtsB1hWs3THDO7AfFH2skhhJe1PJxBWxg8IYTTKr5nHfBR4u0e7x1C0MWALVkYPMDTqi47NLOnEr8UjgwhfDvhEGWMhcEDHBFCqLI8CjM7GDgDeFUI4fXpRiiTLAyeEMJZFd+zHjiVeEb26BCC7obZkt2C50U15tDjgWcSP7fnpBuhjLMweIB7hHiNucxIZ3oaFEI4l3i0Umd8WjRN8ACEELYRl3JcjM74tGba4AEIIbwZnfFp1bTBAxBC+D5wN3TGp1XTBA9ACGETcF90xqdV0wYPQAjhVeiMT6sUPOkoehqm8GnXtMHjFD7tmiV4nMKnPbMEj1P4tGva4HEKn3bNEjxO4dMeBU9aip4EFD7tmDV4nMKnHU0Ej1P45NdE8DiFTztmDR6n8GlHE8HjFD75KXjSU/QkovDJq6ngcQqfvJoMHqfwyafJ4HEKn7yaCh6n8MmryeBxCp98FDx5KHoSUvjk0XTwOIVPHimCxyl80ksRPE7hk0fTweMUPnmkCB6n8ElPwZOPoicxhU9aqYLHKXzSShk8TuGTTsrgcQqftFIFj1P4pJUyeJzCJx0FT16KngwUPmmkDh6n8EkjR/A4hU/zcgSPU/ikkTp4nMInjRzB4xQ+zVPw5KfoyUTh06xcweMUPs3KGTxO4dOcnMHjFD7NyhU8TuHTrJzB4xQ+zVHwtEPRk5HCpxm5g8cpfJrRRvA4hc/s2ggep/BpRu7gcQqfZrQRPE7hMzsFT3sUPZkpfGbTVvA4hc9s2gwep/CZXpvB4xQ+s2kreJzCZzZtBo9T+ExPwdMuRU8LFD7TaTt4nMJnOiUEj1P41FdC8DiFz3TaDh6n8JlOCcHjFD71KXjap+hpicKnnlKCxyl86ikpeJzCp7qSgscpfOopJXicwqeekoLHKXyqU/CUQdHTIoVPNaUFj1P4VFNi8DiFz2QlBo9T+FRTWvA4hU81JQaPU/hMpuAph6KnZQqf8UoNHqfwGa/k4HEKn5WVHDxO4TNeqcHjFD7jlRw8TuGzMgVPWRQ9BVD4LK/04HEKn+V1IXicwmepLgSPU/gsr/TgcQqf5XUheJzCZykFT3kUPYVQ+CzWleBxCp/FuhQ8TuEzr0vB4xQ+i3UleJzCZ7EuBY9T+MxT8JRJ0VMQhU/UteBxCp+oi8HjFD7dDB6n8Im6FjxO4RN1MXicwkfBUzJFT2GGHj5dDR439PDpcvC4IYdPl4PHDT18uho8bujh0+XgcUMOHwVP2RQ9BRpq+HQ9eNxQw6cPweOGGD59CB431PDpevC4oYZPH4LHDTF8FDzlU/QUamjh05fgcUMLnz4FjxtS+PQpeNzQwqcvweOGFj59Ch43pPBR8HSDoqdgQwmfvgWPG0r49DF43BDCp4/B44YSPn0LHjeU8Olj8LghhI+CpzsUPYXre/j0NXhc38Onz8Hj+hw+fQ4e1/fw6WvwuL6HT5+Dx/U5fBQ83aLo6YC+hk/fg8f1NXyGEDyuj+EzhOBxfQ2fvgeP62v4DCF4XB/DR8HTPYqejuhb+AwleFzfwmdIweP6FD5DCh7Xt/AZSvC4voXPkILH9Sl8FDzdpOjpkL6Ez9CCx/UlfIYYPK4P4TPE4HF9CZ+hBY/rS/gMMXhcH8JHwdNdip6O6Xr4DDV4XNfDZ8jB47ocPkMOHtf18Blq8Liuh8+Qg8d1OXwUPN2m6OmgrobP0IPHdTV8FDzzuhg+Cp55XQ2foQeP62r4KHjmdTF8FDzdp+jpqK6Fj4Jnsa6Fj4JnqS6Fj4Jnqa6Fj4Jnsa6Fj4JnqS6Fj4KnHxQ9HdaV8FHwLK8r4aPgWVkXwkfBs7KuhI+CZ3ldCR8Fz8q6ED4Knv5Q9HRc6eGj4Bmv9PBR8ExWcvgoeCYrPXwUPOOVHj4KnslKDh8FT78oenqg1PBR8FRTavgoeKorMXwUPNWVGj4KnmpKDR8FT3Ulho+Cp38UPT1RWvgoeOopLXwUPPWVFD4KnvpKCx8FTz2lhY+Cp76SwkfB00+Knh4pJXwUPNMpJXwUPNMrIXwUPNMrJXwUPNMpJXwUPNMrIXwUPP2l6OmZtsNHwTObtsNHwTO7NsNHwTO7tsNHwTObtsNHwTO7NsNHwdNvip4eait8FDzNaCt8FDzNaSN8FDzNaSt8FDzNaCt8FDzNaSN8FDz9p+jpqdzho+BpVu7wUfA0L2f4KHialzt8FDzNyh0+Cp7m5QwfBc8wKHp6LFf4KHjSyBU+Cp50coSPgiedXOGj4EkjV/goeNLJET4KnuFQ9PRc6vBR8KSVOnwUPOmlDB8FT3qpw0fBk1bq8FHwpJcyfBQ8w6LoGYBU4aPgySNV+Ch48kkRPgqefFKFj4Inj1Tho+DJJ0X4KHiGR9EzEE2Hj4Inr6bDR8GTX5Pho+DJr+nwUfDk1XT4KHjyazJ8FDzDpOgZkKbCR8HTjqbCR8HTnibCR8HTnqbCR8HTjqbCR8HTnibCR8EzXIqegZk1fBQ87Zo1fBQ87ZslfBQ87Zs1fBQ87Zo1fBQ87ZslfBQ8w2b6vA6Tmd2A+OP35BDCyxa8cAPgVsBq4OfA1xj9R6LgKYeZrQM+CuwP3DuEsGH09/2JUbsv8GfgzBDCltFrCp6CmNlTgZcDR4YQvj3622rgrsQv5K3Al0MIFyx4TcFTCDM7GDgDeFUI4fUL/n4T4GbEOfSnwLfC/Byq4CmEma0HTgV2AEf7PInZAcBdgH2AC4GziAebFDyFMbPjgWcS58NzRn/bAzgMuDKwBfhiCOGPo9cUPAOn6BmwReET//1a4pf1Tt+E+MP5ZWvgol0KnqLsFj6PJZ49eBCwnXgWd27073cA/w6choKnKAvC517AEcBxwFriZy+M/u8vAM8HnoOCpygLwwf4EfBq4AbArtEmq4DfAy8m7lMFT0EWhs834Rm3hlcQzwItnEMB3nIIvPvr8FkUPEVZED73BB4IPIO473z/rQU+B7yQuH8VPAOm6Bk4M7vBY+Cr/wH7roU1y22zE7a9A1Y9FR64U8FTlFH4fAa48+hPy+3DbcQvgPcAT9SXdVnM7OnA64g/lPdcZpMweu3XwKEKnrKMwudLwDrikqnlbCNGz70UPGUxs/W3gzP/G261D5jFM3SLzMG2c2DVEfCGP8HzNIeWxcxeAryElefQudE/PwHupOAZrmV/5MpwBFg3B3utGvPfwhpY93jY9mQ4IOfYpJIdwLWJX9S2wjbriF8G19KXdZGuQQyb5b6sIe7XNcCVRttJWfYm7p+VggfiZ3ArcNksI5LKAuyYg2sCa1aaQFfBuhvCzj/CtXWkuEjXHP17pTnUz/xcjfmVLDJAupGBPHfV+C9rIIYP8DLMVvpekHbcE7g8KwePWw3cYbSkUQoxWl7zFOISjElWAY9POyKZwouI8+MkewIvSzsUmcIDV8H6ST+G9ohRdBRmV80yKqnEzC4HPJwKv2OIBycennZEUjJFz5DFu9Y8mGVO56/g8sAh6QYkU3gW8aYFVawBnpxuKDKFBzJ/3cAkexPXq0shRj+4jmTyQQd3XTO7ccIhSX3HEm9aUEUgXj8p5XgY1efQfYj7WwZK0TNsV2L+gtsqAnDdRGOR6Vy/xrZ7ADdJNRCZynWA9TW2v4rpbGtJrk68XqeqHWgOLc21a2y7J5pDS3ND4gGhqq6eaiBSPkXPsO2i+hFKp/WwZakTraD9V5pd1LtOZ07XZRVFc2j3VT1L4HYkGYVMq+7nqe7+lh5R9Azb74m35qxqDfCdRGOR6XyZ6uGzBfhiwrFIfd8CNtXY/sepBiJT+QXVlwdDvPbn+4nGItP5BtUPPGwk3qlPyvE1YEON7b+XaiBSPkXPkIWwE3gL1ZdnfI8Qzk04IqnvX6m+//yZPVKOzxFjtIqNxGdpSSFCCJuBd1Pt6H8AvhBC+F3aUUlNr6P6gYfVwPsTjkXq+zjVo3UDmkMHTdEj/7a9whf29ngK+fkZxiM1hBC+A3yTyZP+HPBOPeOlLCGEXcDxVFuicQnwkbQjkim8lmpnW3cSH1IqZfnCZjhv0pGjLbBrK7yeEDZmGZVUEkLYRnzoaJXP4B+B/0o7IimZomfgDG5zKKzaHo8iLzfv75yDrU+CDRafGC8FMbMDgasSJ/OVjlZuAv4A3MzMqt7pTTIws9XAYcCfiWd8lovXLcBfiTc8OCjb4KSqQ4kHFTaz/HLhncRn9Gxh/iHCUgiDa18DDrgILgwrzKEBNn0a/rg33MbMVnoWjLTAzNYCdwAuJH4Gl5tDNwMXAfsRb3wgA6XoGTAzOwr4wHfgmLXxLmAnAhcTJ4hNxC/q96+C2747frE/0cxe1tZ4ZbFR8JxFXCJ1DeBpxGs+thMjdgfwFeARxLuEXQz8l8KnDKPgeRdwC+CmwD2A04j7zz9/vyc+afxaxLMEnzezW7UwXFmGmT0EeBtwFHAj4I3EJTQ+h25mfh/fGXihmemWuYUws+sAZ/8Z/l+Aa1q8nfHPiQcANxE/i18wePBT4AYhPk/rEwqfMoyC54PEA383Bu4LfJ7Fc+j5xFUq1wJOAs40Mx08+v/t3XuMbVdBgPFv3Zk79/a2FipQiK8ISAlGS7WmkMZHRBBBIo0iAjE+0pCIRVGLmoaKtaatjY8WY+OjREMkjUYkmoKYlCrRRBJai1QotqWglFJrQ0oft7f30Vn+sWb1npnOnNlnzn6svfb3S5omc/ZOVmbfWWd/e6+zz0T55cITlYMHeHOM8UMzL6wCzyM9tOABYjwys89ZpJPs62OMl/U6YG0yEzw3AW+ffaJXCOE5pO/ueSjG+NDMzw+Qlkc9E3htjHGRD3+qRVuC5xWzyw5DCKcBzyGdeP1vjHF95rWLgMuBV8UYb+t10NpkJnheH2P855mf7yd9HcAK8ECM8YmZ184GbgaujDFe0/OQNSMHD/B+4F1PzaHpkfBnku6sfoUYH57Z51TgRtJJ9QWzx1b92hI8r46bj9PpwLNJFx0e2PL+eAnwDtK8e0e/o9bQjJ4J2jF4mu1r+AxsXvA02NfwGdi84Gm4v+EzsJ2Cp+G+hs/AdgyeZvsaPgObFzwN9zd8JsrlbROzTPAAxPT0tu/HpW6DWCZ44KkPfb4Bl7oNYtngAYgxXge8G5e6DWKZ4AGIMd4O/AAudRvEMsEDEGM8TFpG5VK3ASwbPAAxxquA9+BSt8kxeiZk2eDJDJ9hLBs8meEzjDaCJzN8hrFs8GSGzzCWDZ7M8BlGG8GTGT7TZPRMRFvBkxk+/WoreDLDp19tBk9m+PSrreDJDJ9+tRU8meHTrzaDJzN8psfomYC2gyczfPrRdvBkhk8/ugiezPDpR9vBkxk+/Wg7eDLDpx9dBE9m+EyL0VO5roInM3y61VXwZIZPt7oMnszw6VZXwZMZPt3qKngyw6dbXQZPZvhMh9FTsa6DJzN8utF18GSGTzf6CJ7M8OlG18GTGT7d6Dp4MsOnG30ET2b4TIPRU6m+giczfNrVV/Bkhk+7+gyezPBpV1/Bkxk+7eoreDLDp119Bk9m+NTP6KlQ38GTGT7t6Dt4MsOnHUMET2b4tKPv4MkMn3b0HTyZ4dOOIYInM3zqZvRUZqjgyQyf5QwVPJnhs5whgyczfJYzVPBkhs9yhgqezPBZzpDBkxk+9TJ6KjJ08GSGz94MHTyZ4bM3JQRPZvjszdDBkxk+ezN08GSGz96UEDyZ4VMno6cSpQRPZvgsppTgyQyfxZQUPJnhs5hSgiczfBZTSvBkhs9iSgqezPCpj9FTgdKCJzN8mikteDLDp5kSgyczfJopLXgyw6eZ0oInM3yaKTF4MsOnLkbPyJUaPJnhM1+pwZMZPvOVHDyZ4TNfqcGTGT7zlRo8meEzX8nBkxk+9TB6Rqz04MkMn+2VHjyZ4bO9MQRPZvhsr/TgyQyf7ZUePJnhs70xBE9m+NTB6BmpsQRPZvhsNpbgyQyfzcYUPJnhs9lYgiczfDYbS/Bkhs9mYwqezPAZP6NnhMYWPJnhk4wteDLDJxlj8GSGTzK24MkMn2RswZMZPskYgyczfMbN6BmZsQZPNvXwGWvwZFMPnzEHTzb18Blr8GRTD5+xBk829fAZc/Bkhs94GT0jMvbgyaYaPmMPnmyq4VND8GRTDZ+xB0821fAZe/BkUw2fGoInM3zGyegZiVqCJ5ta+NQSPNnUwqem4MmmFj61BE82tfCpJXiyqYVPTcGTGT7jY/SMQG3Bk00lfGoLnmwq4VNj8GRTCZ/agiebSvjUFjzZVMKnxuDJDJ9xMXoKV2vwZLWHT63Bk9UePjUHT1Z7+NQaPFnt4VNr8GS1h0/NwZMZPuNh9BSs9uDJag2f2oMnqzV8phA8Wa3hU3vwZLWGT+3Bk9UaPlMInszwGQejp1BTCZ6stvCZSvBktYXPlIInqy18phI8WW3hM5XgyWoLnykFT2b4lM/oKdDUgierJXymFjxZLeEzxeDJagmfqQVPVkv4TC14slrCZ4rBkxk+ZTN6CjPV4MnGHj5TDZ5s7OEz5eDJxh4+Uw2ebOzhM9XgycYePlMOnszwKZfRU5CpB0821vCZevBkYw0fg+eksYbP1IMnG2v4TD14srGGj8FzkuFTJqOnEAbPZmMLH4Nns7GFj8HzdGMLH4Nns7GFj8Gz2djCx+B5OsOnPEZPAQye7Y0lfAye7Y0lfAyenY0lfAye7Y0lfAye7Y0lfAyenRk+ZTF6BmbwzFd6+Bg885UePgbP7koPH4NnvtLDx+CZr/TwMXh2Z/iUw+gZkMHTTKnhY/A0U2r4GDzNlRo+Bk8zpYaPwdNMqeFj8DRn+JTB6BmIwbOY0sLH4FlMaeFj8CyutPAxeBZTWvgYPIspLXwMnsUZPsMzegZg8OxNKeFj8OxNKeFj8OxdKeFj8OxNKeFj8OxNKeFj8Oyd4TMso6dnBs9yhg4fg2c5Q4ePwbO8ocPH4FnO0OFj8Cxn6PAxeJZn+AzH6OmRwdOOocLH4GnHUOFj8LRnqPAxeNoxVPgYPO0YKnwMnvYYPsMwenpi8LSr7/AxeNrVd/gYPO3rO3wMnnb1HT4GT7v6Dh+Dp32GT/+Mnh4YPN3oK3wMnm70FT4GT3f6Ch+Dpxt9hY/B042+wsfg6Y7h0y+jp2MGT7e6Dh+Dp1tdh4/B072uw8fg6VbX4WPwdKvr8DF4umf49Mfo6ZDB04+uwsfg6UdX4WPw9Ker8DF4+tFV+Bg8/egqfAye/hg+/TB6OmLw9Kvt8DF4+tV2+Bg8/Ws7fAyefrUdPgZPv9oOH4Onf4ZP94yeDhg8w2grfAyeYbQVPgbPcNoKH4NnGG2Fj8EzjLbCx+AZjuHTLaOnZQbPsJYNH4NnWMuGj8EzvGXDx+AZ1rLhY/AMa9nwMXiGZ/h0JzgfLSiEM4DnA+vA54nxkZMvGTylCCGcRYqX62OMl828sAacBRwE7ifG+2b2MXgKEUI4AHwAeCbw2hjjozMvvgB4FvAocBcxrm/sY/AUJIRwEXA58KoY420zLzwb+CbgSeAeYnxsZh+DpxAhhLOBm4ErY4zXzLxwEHgRcAC4jxjvn9nH4ClECOFU4EbgGHBBjPGJjZ8H4IXAGcAjwF35OBk8ZQkhXAK8g/R+dsfMC2cC3wgcBz5HjI8PM8LxMXqaCuFc4F3Aa0iTCKQrKR8ArgrwAgyeomwKH7gO+BXgbaQ7nOukN+3bgSsD3IrBU5TZ8DkHXvdJ+FHg1zk52a8AjwHX3AJ/fF46xudg8BRjU/ikv7dLgVdwcg7dD9wA/E6A78LgKcqm8IG/Bt4JvBWInJxDbwGuCHA3Bk9RtoTPG4CfBH4NeC5pDl0FHgJ+D/hz4H0YPEXZFD5wJmkO/W7g6MYmK6TjdjUxfnGYUY6H0dNECG8BrifdHdi6JPDJE3DiAlj/MLzR4ClLCOGsF8O/3AqnnZYm+ANbt1mHx98Hxy6EG6LBU5QQwoGD8LcfhfPPhwMBDm3dJsKR++DYuXDf/8H3GTxlCSFc9Ha4+lpYWUl/f2HLJieOw4kfhPWPwesMnrKEEM5+KXzs43DglDSHrm3dZh2OXAPH35kuPBg8BdkInw8DZ5P+/p42hwKPk8Loc8ArDZ6yhBAuuRQu+S1Y3ZfOQ7fOocdJx/CVxHhr/yMcj9WhB1C8EM4H3gucssMWK6uw8ndwdBXu6W9gaiLCvcch7INTd9pmHxx6C6z9NNyzzzfrosQYjx4P4cEn4fSQrmg9TYBTzoSD98Ln1+ArfY9R80W4+zisraS7OttZ3Q+rN8GRVfhCr4PTriJ88USaQ7c7WQZgH5zyC7D6y3C3c2hZYoyHQwhfBZ7Bzp/jPkQ6x3nM4ClPhLuOwcF9O8+h+0nH96OE8GJifKDH4Y2KDzLY3W+Tynqu1RSQl3Q/HC3oTfvh0LZnyzMOpCsov0EIO00qGkIIz90Pbzq4Q/BkaxDW0ucMzu9pZGruqv07v1k/ZWMObf3LMbW0n1mFtd1OFtZg/z64ghA8ryjIxuesXs3u53sBOC+E8O3dj0qNpc9gXb3WYA4l3cl7W8cjGjUnp3lC+AbSSdTWW4nbWQF+nBBO73ZQWtCvAqc13HYF+JEOx6LFXUj6/EATh4CLOxyLFhXCS4CXNNx6P3Ah6bNcKsfFzLnLs8XXkJ78pnL8PM3P9dZInx9ROc4Dntdw24PAL3rhYWf+Yub7Vk5+WKyJY6Qnu6kc37LAtqcBXuUqy8vYeWnpVvtIDzJQOb6NtN58EV/XxUC0B+nO99cvsMca6ZirHC9jm89h7WCV9EARlWPRc5JDpKeeahtGz3x7+f34Oy1Lk7t0s9t6/Mqy6PHw+JVlkb8/SHf1PIblCDS/05p5/MriHDpugcXnUY/hDvzFzHcnza+QsLHtf3czFO3RIo9wfAz4r64Goj35D5rfbY3AHbtupT7dyWIPzFkBvtzRWLSoGI8BizwN8SjpmKscn6T53dZ14D87HIsWdyfpuDR1lPQYcm3D6Jknxi+QTrqaWAf+gRj9x1aW3wcOL7D9B7saiPbkzxbY9jDwB10NRHsQ46eA/2m49QngBmI80uGItLj3AE2PyTHgHzscixZ3Helvq4kjwLXdDUV78K/AVxtuexT4U2J8srvhjJvRs7vfJD3/fDdPAFd0PBYt7i9Jx2a3JRqHgWvY+NZqFSLGe4EPsftJ1wngS8A/dT4mLepSms2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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "# ind = list(range(1,n_show+1))\n", + "n_show = min(len(ind),5)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, points, node_colors = seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "b9d1b19c-7d1b-4739-b60c-b3ee8ecde5b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", + " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 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4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "IS_sizes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cbbd33ef-1a69-42a2-b753-7f3629c4ef9a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd84d96e-3ef7-488f-9353-eaaa0665f8e3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/.ipynb_checkpoints/honeycomb_lattice-checkpoint.ipynb b/work/.ipynb_checkpoints/honeycomb_lattice-checkpoint.ipynb new file mode 100644 index 00000000..5830d04a --- /dev/null +++ b/work/.ipynb_checkpoints/honeycomb_lattice-checkpoint.ipynb @@ -0,0 +1,554 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", + "metadata": {}, + "outputs": [], + "source": [ + "def square_lattice(num_rows, num_cols):\n", + " points = []\n", + " \n", + " num_centers = num_rows * num_cols\n", + " num_corners = (num_rows + 1) * (num_cols + 1)\n", + " graph_connections = []\n", + " \n", + " # Build corners\n", + " for row in range(num_rows + 1):\n", + " for col in range(num_cols + 1):\n", + " start = np.array([col, row])\n", + " points.append(start)\n", + " \n", + " # Build centers\n", + " curr_id = num_corners\n", + " for row in range(num_rows):\n", + " for col in range(num_cols):\n", + " start = np.array([col, row])\n", + " points.append(start + np.array([1/2, 1/2]))\n", + " bottomleft_corner_id = row * (num_cols + 1) + col\n", + " bottomright_corner_id = bottomleft_corner_id + 1\n", + " topleft_corner_id = bottomleft_corner_id + num_cols + 1\n", + " topright_corner_id = topleft_corner_id + 1\n", + " graph_connections.append((topleft_corner_id, curr_id))\n", + " graph_connections.append((topright_corner_id, curr_id))\n", + " graph_connections.append((bottomleft_corner_id, curr_id))\n", + " graph_connections.append((bottomright_corner_id, curr_id))\n", + " curr_id = curr_id + 1\n", + " \n", + " centers = range(num_centers)\n", + " corners = range(num_centers, num_centers + num_corners)\n", + " \n", + " graph = nx.Graph(graph_connections)\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", + "metadata": {}, + "outputs": [], + "source": [ + "def linear_chain(n_verts, direction):\n", + " points = []\n", + " for i in range(n_verts):\n", + " if direction == 'HORIZ':\n", + " points.append(np.array([i, 0]))\n", + " if direction == 'VERT':\n", + " points.append(np.array([0, i]))\n", + " if direction == 'DIAG':\n", + " points.append(np.array([i, i]) / np.sqrt(2)) \n", + " \n", + " graph = nx.Graph([(i, i+1) for i in range(n_verts - 1)])\n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice():\n", + " points = []\n", + " points.append(np.array([0, 0]))\n", + " points.append(np.array([1, 0]))\n", + " points.append(np.array([2, 0]))\n", + " points.append(np.array([1, 1]))\n", + " points.append(np.array([1, -1]))\n", + " \n", + " graph = nx.Graph()\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [], + "source": [ + "points, graph = square_lattice(6, 7)\n", + "# points, graph = linear_chain(12, 'HORIZ')\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()\n", + "\n", + "print(f\"Edges: {graph.edges}\")\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit Disk Radius: 1.4142135623730951\n", + "Minimum Radius: 1.0\n", + "Maximum Radius: 2.0\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unitdisk_radius, min_radius, max_radius = find_UDG_radius(points, graph)\n", + "print(f\"Unit Disk Radius: {unitdisk_radius}\\nMinimum Radius: {min_radius}\\nMaximum Radius: {max_radius}\")\n", + "\n", + "figure = plt.figure()\n", + "axes = plt.subplot(1,1,1)\n", + "visualize_graph(axes, graph, points)\n", + "\n", + "x0, y0 = (1,0)\n", + "angles = np.linspace(np.pi/2,np.pi,1001)\n", + "\n", + "axes.plot(min_radius*np.cos(angles)+x0,min_radius*np.sin(angles)+y0,\n", + " linestyle=\":\",color=\"red\",label=\"$R_{min}$\")\n", + "axes.plot(unitdisk_radius*np.cos(angles)+x0,unitdisk_radius*np.sin(angles)+y0,\n", + " linestyle=\"--\",color=\"red\",label=\"$\\sqrt{R_{max}R_{min}}$\")\n", + "axes.plot(max_radius*np.cos(angles)+x0,max_radius*np.sin(angles)+y0,\n", + " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", + "\n", + "axes.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", + "axes.set_xlim((-0.25,10))\n", + "\n", + "plt.legend(loc=\"upper right\",)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 7.519e-06m\n", + "Unit Disk Radius: 2.500\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lieb=[(0.0, 0.0), (2.25, 0.0), (0.0, 2.25), (4.5, 0.0), (6.75, 0.0), (4.5, 2.25), (9.0, 0.0), (11.25, 0.0), (9.0, 2.25), (13.5, 0.0), (15.75, 0.0), (13.5, 2.25), (18.0, 0.0), (20.25, 0.0), (18.0, 2.25), (0.0, 4.5), (2.25, 4.5), (0.0, 6.75), (4.5, 4.5), (6.75, 4.5), (4.5, 6.75), (9.0, 4.5), (11.25, 4.5), (9.0, 6.75), (13.5, 4.5), (15.75, 4.5), (13.5, 6.75), (18.0, 4.5), (20.25, 4.5), (18.0, 6.75), (0.0, 9.0), (2.25, 9.0), (0.0, 11.25), (4.5, 9.0), (6.75, 9.0), (4.5, 11.25), (9.0, 9.0), (11.25, 9.0), (9.0, 11.25), (13.5, 9.0), (15.75, 9.0), (13.5, 11.25), (18.0, 9.0), (20.25, 9.0), (18.0, 11.25), (0.0, 13.5), (2.25, 13.5), (0.0, 15.75), (4.5, 13.5), (6.75, 13.5), (4.5, 15.75), (9.0, 13.5), (11.25, 13.5), (9.0, 15.75), (13.5, 13.5), (15.75, 13.5), (13.5, 15.75), (18.0, 13.5), (20.25, 13.5), (18.0, 15.75), (0.0, 18.0), (2.25, 18.0), (0.0, 20.25), (4.5, 18.0), (6.75, 18.0), (4.5, 20.25), (9.0, 18.0), (11.25, 18.0), (9.0, 20.25), (13.5, 18.0), (15.75, 18.0), (13.5, 20.25), (18.0, 18.0), (20.25, 18.0), (18.0, 20.25), (0.0, 22.5), (2.25, 22.5), (0.0, 24.75), (4.5, 22.5), (6.75, 22.5), (4.5, 24.75), (9.0, 22.5), (11.25, 22.5), (9.0, 24.75), (13.5, 22.5), (15.75, 22.5), (13.5, 24.75), (18.0, 22.5), (20.25, 22.5), (18.0, 24.75)]\n", + "plt.scatter(*zip(*lieb))\n", + "\n", + "detuning_final = 30e6 # rad/sec\n", + "unitdisk_radius = 2.5\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in lieb:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -20e6 # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "if points.size > 12:\n", + " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"lieb_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, np.array(lieb), node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 45.7500\n", + "Average post-processed IS size: 44.0000\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"lieb_mis.json\"\n", + "points = lieb\n", + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2b0f4402-d1dc-4b4b-95e4-3f7e791619d3", + "metadata": {}, + "outputs": [], + "source": [] + } 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in the amazon_braket environment.\u001b[0m\n" + ] + } + ], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", + "metadata": {}, + "outputs": [], + "source": [ + "def square_lattice(num_rows, num_cols):\n", + " points = []\n", + " \n", + " num_centers = num_rows * num_cols\n", + " num_corners = (num_rows + 1) * (num_cols + 1)\n", + " graph_connections = []\n", + " \n", + " # Build corners\n", + " for row in range(num_rows + 1):\n", + " for col in range(num_cols + 1):\n", + " start = np.array([col, row])\n", + " points.append(start)\n", + " \n", + " # Build centers\n", + " curr_id = num_corners\n", + " for row in range(num_rows):\n", + " for col in range(num_cols):\n", + " start = np.array([col, row])\n", + " points.append(start + np.array([1/2, 1/2])) # centers\n", + " bottomleft_corner_id = row * (num_cols + 1) + col\n", + " bottomright_corner_id = bottomleft_corner_id + 1\n", + " topleft_corner_id = bottomleft_corner_id + num_cols + 1\n", + " topright_corner_id = topleft_corner_id + 1\n", + " graph_connections.append((topleft_corner_id, curr_id))\n", + " graph_connections.append((topright_corner_id, curr_id))\n", + " graph_connections.append((bottomleft_corner_id, curr_id))\n", + " graph_connections.append((bottomright_corner_id, curr_id))\n", + " curr_id = curr_id + 1\n", + " # points.append(start + np.array([0, 1]))\n", + " # points.append(np.array([num_cells, 0]))\n", + " # points.append(np.array([num_cells, 1]))\n", + " \n", + " centers = range(num_centers)\n", + " corners = range(num_centers, num_centers + num_corners)\n", + " \n", + " graph = nx.Graph(graph_connections)\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", + "metadata": {}, + "outputs": [], + "source": [ + "def linear_chain(n_verts, direction):\n", + " points = []\n", + " for i in range(n_verts):\n", + " if direction == 'HORIZ':\n", + " points.append(np.array([i, 0]))\n", + " if direction == 'VERT':\n", + " points.append(np.array([0, i]))\n", + " if direction == 'DIAG':\n", + " points.append(np.array([i, i]) / np.sqrt(2)) \n", + " \n", + " graph = nx.Graph([(i, i+1) for i in range(n_verts - 1)])\n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Points: [[0. 0. ]\n", + " [1. 0. ]\n", + " [2. 0. ]\n", + " [3. 0. ]\n", + " [4. 0. ]\n", + " [5. 0. ]\n", + " [6. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [2. 1. ]\n", + " [3. 1. ]\n", + " [4. 1. ]\n", + " [5. 1. ]\n", + " [6. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [2. 2. ]\n", + " [3. 2. ]\n", + " [4. 2. ]\n", + " [5. 2. ]\n", + " [6. 2. ]\n", + " [0. 3. ]\n", + " [1. 3. ]\n", + " [2. 3. ]\n", + " [3. 3. ]\n", + " [4. 3. ]\n", + " [5. 3. ]\n", + " [6. 3. ]\n", + " [0. 4. ]\n", + " [1. 4. ]\n", + " [2. 4. ]\n", + " [3. 4. ]\n", + " [4. 4. ]\n", + " [5. 4. ]\n", + " [6. 4. ]\n", + " [0. 5. ]\n", + " [1. 5. ]\n", + " [2. 5. ]\n", + " [3. 5. ]\n", + " [4. 5. ]\n", + " [5. 5. ]\n", + " [6. 5. ]\n", + " [0. 6. ]\n", + " [1. 6. ]\n", + " [2. 6. ]\n", + " [3. 6. ]\n", + " [4. 6. ]\n", + " [5. 6. ]\n", + " [6. 6. ]\n", + " [0.5 0.5]\n", + " [1.5 0.5]\n", + " [2.5 0.5]\n", + " [3.5 0.5]\n", + " [4.5 0.5]\n", + " [5.5 0.5]\n", + " [0.5 1.5]\n", + " [1.5 1.5]\n", + " [2.5 1.5]\n", + " [3.5 1.5]\n", + " [4.5 1.5]\n", + " [5.5 1.5]\n", + " [0.5 2.5]\n", + " [1.5 2.5]\n", + " [2.5 2.5]\n", + " [3.5 2.5]\n", + " [4.5 2.5]\n", + " [5.5 2.5]\n", + " [0.5 3.5]\n", + " [1.5 3.5]\n", + " [2.5 3.5]\n", + " [3.5 3.5]\n", + " [4.5 3.5]\n", + " [5.5 3.5]\n", + " [0.5 4.5]\n", + " [1.5 4.5]\n", + " [2.5 4.5]\n", + " [3.5 4.5]\n", + " [4.5 4.5]\n", + " [5.5 4.5]\n", + " [0.5 5.5]\n", + " [1.5 5.5]\n", + " [2.5 5.5]\n", + " [3.5 5.5]\n", + " [4.5 5.5]\n", + " [5.5 5.5]]\n", + "# Points: 85\n" + ] + }, + { + "data": { + 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# points, graph = linear_chain(18, 'DIAG')\n", + "points, graph = square_lattice(6, 6)\n", + "\n", + "print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()\n", + "\n", + "print(f\"Edges: {graph.edges}\")\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit Disk Radius: 0.8408964152537146\n", + "Minimum Radius: 0.7071067811865476\n", + "Maximum Radius: 1.0\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unitdisk_radius, min_radius, max_radius = find_UDG_radius(points, graph)\n", + "print(f\"Unit Disk Radius: {unitdisk_radius}\\nMinimum Radius: {min_radius}\\nMaximum Radius: {max_radius}\")\n", + "\n", + "figure = plt.figure()\n", + "axes = plt.subplot(1,1,1)\n", + "visualize_graph(axes, graph, points)\n", + "\n", + "x0, y0 = (1,0)\n", + "angles = np.linspace(np.pi/2,np.pi,1001)\n", + "\n", + "axes.plot(min_radius*np.cos(angles)+x0,min_radius*np.sin(angles)+y0,\n", + " linestyle=\":\",color=\"red\",label=\"$R_{min}$\")\n", + "axes.plot(unitdisk_radius*np.cos(angles)+x0,unitdisk_radius*np.sin(angles)+y0,\n", + " linestyle=\"--\",color=\"red\",label=\"$\\sqrt{R_{max}R_{min}}$\")\n", + "axes.plot(max_radius*np.cos(angles)+x0,max_radius*np.sin(angles)+y0,\n", + " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", + "\n", + "axes.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", + "axes.set_xlim((-0.25,10))\n", + "\n", + "plt.legend(loc=\"upper right\",)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 8.044e-06m\n", + "Unit Disk Radius: 0.841\n" + ] + }, + { + "data": { + "image/png": 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EhzGDADkK75QOhiaT21qVJVMjP4wTEMvsNRFgDqqwN5YRIL94+YjrxzQo06eTkiSzu2kdsxBq0fsFniJA3u73K/PWb9Z7mB5jNpNP3nmWAPkCJlo+WGZIfApfECCfu/c0jXaD7C5r15KhwUVsLO1nKupYrutadGUosthIOsDUn7frPUxVuHyZ7Nj8Mv1QyDkYZNGagWpsjW0MRB5/+XCf3sNUhX37yDpR+YzCef6DFhat+9GIdZDKSKRxx4ydeg9TFQoLycG90giQY/Fmqe9je3uIzuILiK6iOJuUmaLJxLzgary90T4C5Mcfu3dYIzFlipDWsyd55fV3yun9MmAEAbJfPzIvT+/Ruk9REfnII0LWqx02UA4urVMODuFzbTcRIJ96SgTPyszvv5PBwWTTpuSZFyeUu65/BvVgeGAuGzQgjx/Xe7SecfEi2bYt6e9PLrjnh3JaM4Lr8MY6qQwIIJcu1Xu0nrF7NxkTQ0ZHk7uf/Lyc1sNVmrFe1YusVo3culXv0XpGQQF5zz1C2vs9fi+n1Z7L1Fl8AdEdkpPF8mnr1uK/ycnMzyfvvluMdvx49w+tN599JjTcdhtp2d6zoferr8Tz+vatnEGxsJB84AGhYfRoihmgDZ2yTL7yinjeo4+KIFoZ+e03MiiIbN6cPH+++Ic29G7eTFatStavTxrR+OwMFy6I7f6AAHLJkuIf2tB68SJ5443ieT//rOeI3efff8moKLJ2bTFLJGlT69GjZHw8GRFBbtqk54jdJy+P7N9ffBYnTSr+oQ2tnuALiCpSWCiuCUCOHav64TVn4kQx9gEDnAtyykyyVPCsBBQUkPfdJ8b+7rsVP1+WybfeEs9/8MHKFxSXLBFf+omJIlhUxPbtZI0aZN26ZHE6ZaXh/HkR9IOCxE1ARVy8SLZpUyZ4VhK2byerV3f+Op04QTZsSIaFkevXaz8+NcnNJfsU+6A+/1y78/gCosoUFZEPPSRG/eabrDR7T+PGiTEPHCgChrMoQbFPn8oRFPPzyTvvFGP+8EPXXvvOO+J1SUmu/Y30ZMECsWzYtq348ncW65mHUbOCynLmjFgODg4Wy8POcukSedNNIiguXqzZ8FQlOVnM5OPiyCMuWBdOnyavu06sLK5erdnwVOXKFfKWW0TG2zffaHsuX0DUALOZfOwxMfKRI40dFGWZHDNGjHXwYDHLdZVvvhGv793b2EExN1fsewKku5kBH3wgXn/XXSK4Gpk5c8S2SseOwmDiKnv2WO1N7VZ/fGqSmko2akSGhgrjkKtculSy57hokerDU5WNG8Usz9293rNnyeuvJ6tUIVesUH98apKVRXbrJoKhN1JbfQFRI8xmYcQAyOeeM2ZQlGXy9dfFGIcM8WwpcOpU8aa99VZjBsWcHLJXL6H1q688O9bHH4vj3H67cfdPhUtYfJl4UnFr/36yTh0yMpLcsUO14anK8eMiOISHi2DhLpcuke3aiaC4cKF641OTP/4Qs7vGjcVNgLukpZEtW5KBgcY1FV2+LG7m/PzEzZ038AVEDZFl8vnnhYInnzSWS1GWyZdeEmN74gl1xjZtmvgS7tVLBCCjkJ1Ndu8uxjZtmjrH/PJL8be79VZjaSXLuISveH68Q4fIa66hIV2KKSnCAFS1KrlZhSygy5fJ9u1FUPzpJ8+PpyYrV4pZXdOmYnnYU9LThanIiDcAGRliGdvfn/zxR++d1xcQNUaWyVdfFSoeecQYhgxZJp99VozpmWfUnb1+950IPD17GiNQZGaSnTuLpcPvv1f32MqsuEcPEXSNgE2XsAoY0aV48KAwlNSoIQwmanH5Mtmhg5iZePPL2BG//ipmcy1aWLmEVeDSJXED4OdH/vCDesf1BJsuYS/hC4heQJaFtV9xKbqzT6cWZrOYEQJihqjFUq6yXHfLLerMUNzFGx/2WbNEsO3SRQRfPXHVJewqRnIp/vefMPxERQkDkNpkZpYExQUL1D++KyxeLIJD69ZiVqc2mZni/Wsyifeznpw7V+ISXrbM++f3BUQvorgU77tPH5diUZHYKwTE3qGW+5ozZoigePPN+gRFZTkoIEB7k8S8eeKLs317EYT1wF2XsKucOqW/S3H3bmH0iYkRxh+tyMws2cOaP1+78zjCXZewq2Rni5UONbcVXOX06RKX8KpV+ozBFxC9zIQJQtGdd3rXpVhYKFykgHCVesPkM3NmyZKiN4OitWHgl1+8c86ffhJfXG3aiP0Pb6GGS9hV9HQp7tghDD516gjDj9ZkZpKdOumzpDh7tpi1derknkvYVXJyxJ64GsYzV/HUJawWvoCoA598QkvpM284MgsKxMwBEDMJb/L99+JD3b27d/bZzp4lmzXT58t66VIRhFu2FEFZa9R0CbuKHi7FrVuFseeaa4TRx1tkZZXsQ8+b551zKnvx3bt75hJ2FTVSk1zl2DEyIUG4hP/80zvntIcvIOqEUvpMa0dmXh55xx3iXBMnanceRyh3ut26aRsUrZfz9Grftny5CMbXXy+Cs1bIMvnii1TVJewq3nQp/vWXMPTExwuDj7fJyirZZ5s7V9tzff01VXUJu0p+vsizBcSKlpakpJD16qnnEvYUX0DUESVNQSuXYm6ucBsCwn2oJ0qSeNeu2mg9cYK89lph+NiwQf3ju8Lq1WIf5LrrxL6I2siycAdr4RJ2FW8Yl9avF9f12mvFddaLrCzx/jWZtMuLmzyZhiiHaF3e8J13tDnHwYNkbKxwCf/9tzbncBVfQNQZxaXYubO6LsUrV8QdJiDy0oyAEhS7dFF3GciIKQHr1on9kIYNyZMn1TuutUv4xReNUfDBOrVFbZfi6tVixn/ddWIFQG+ys8VKhxZpPB99RE1dwq5SWChc8YCo5avme+2//8hatbRzCbuLLyAagB9+UNelaJ2I/t13nh9PTebNK7kBUCMoGjlpXO1lPm+6hF1FC5fiihXeWX52FeXzpWZQfO89esUl7CqlWqS9qs57btcusmZN7V3C7uALiAZh4UKRInDjjZ7lGl2+LFxpJpPYuzMiyg1Ap06ezYr37SspK/bPP6oNT1UUI0i9euThw+4fRw+XsKtYuxS//NKzY3nboOQqV66U3HR6MiuWZfLtt8Xf7P779c1Rtod1Gcrnn/fsvedtl7Cr+AKigfD0S0BpimoybWBQUChDQ0seAPhTcS2qvLw8Pv/886xduzarVavGp556igVevi2dP18ExY4d3QuK1k1Rp05dw1atWjE8PJzx8fGcUmaNeM6cOaxXrx5DQkI4YMAApmuR3eyAHTvEPom7XwLWLuFHHrGv9fTp07z99ttZu3ZtAuBRHdwn1i7FTz5x7xgLFwqjzo03kosX29f766+/smPHjqxatSpjYmL46KOPMtOL1RGuXCmZFbtTeFqWyddeY3EJQPs6//jjD15//fWsWrUqa9SowTvuuIOpnhQydQNZFjWZAfLpp90zcW3ZUnJz+P33jj+zCkOHDiUAHvKSrdgXEA2Guy7F9HRRycJWC5u1a9cyLCyM2cVuljFjxrBTp05MT0/n+fPn2bZtW472oMu0uyxYIIJihw6u5VlZtybaubOAERER/PrrrynLMrdu3crQ0FD+W7wxsWfPHoaFhXH9+vXMysrioEGDeN9992mkyD7Wy0R79zr/urw8sacEkB984Fjr2bNn+cUXX3DTpk26BUSydIstV12KyupBu3ZkWppjvXPmzOHy5ct55coVZmRksHfv3hw2bJgGiuxj3Zpo+nTnX2ftEn7ssYqv66niDdS8vDyOHDmSt99+uwZqKh7zyJHKmF0Lin/9JdIq4uPJgwcd61XYuHEju3Tp4guI/58DIlnapeiMkeD8eVHjMChI1Dwsy5AhQzhkyBDLv1u3bs0FVvWo5syZw7p166owctf58ceS/VNngmLZpqhnz54lAF6x8qffeOONnFvsjX/99dc5aNAgy+8OHz7MgIAAr84kFPbuFUaCmjXJnTsrfr61S3jy5Iq1KhQWFuoaEEn3XIplDWbO6lVYuHAhr7/+ejWG7xI5OSVB0Zk9e7O5tEv4zBnndebl5fG1115jkyZN1JTgNLIs+rwCou+rM7mv69eXGMxOnHDuuhYWFrJly5bcuXOnLyD+fw+IpPNW8zNnShLRV64s//vs7GyGhYVxrVX5h9atW3O+VS2q2bNnEwAv6VR3TKnyUlFQVJqi1q9fuinqoEGD+Pnnn7OoqIibNm1izZo1eaL4j9a/f3+OHz++1HFCQ0O5Xc1q0C5w4IBzVnN7LmFHWhWMEBDFOJx3KdpLQXJGr8Jzzz2ny+yfFEGxZ8+KTUVmM/n44yxXS7gincePH2fVqlUpSRL9/f053ZXpqAaMHSs0DBrkeN/TXgpSRXonTJjAESNGkKQvIPoComDTJscuxdRU0RctJET0SbPFrFmzGBcXR9nq22jUqFHs0KEDz58/zzNnzvCmm24iAJ7WImnOSZR9o3btbDttHTVFXbp0KaOjo+nn50c/Pz9+Y9VWu0ePHvyqTB2qOnXqlLpB8DYVtSyybopadsbhSKuCUQIiWdql+MortoOio1Zazuglyd9//53VqlXjgQMHNFDhHNY9N6dOLf/7oiLy4YfF7994o/Tfwlmd6enpHD9+PJOTk7UR4QJKs+y777ZdhtLR9o8jvSdOnGCDBg0sN+i+gOgLiBZKlatasINMSiITE3n89uFsEJvLsDDHTVFvvvnmcvuDOTk5HD58OOvUqcP4+HiOGzeOAQEBNOvcsHHRopJCxpdWbbVo/aP7WIZUKWKjRuWbou7bt48hISFcsWIFzWYz9+/fz2uvvZa/Fq8d9+/fnx988EGp14SFhek2Q1SwLle18es9Fq2X7x7Kjs0v23QJV6RVwUgBkRSzoiefZEmz7E3JFr2ftJpht4yhs3qTk5MZFRXF1XpVG7ciN7fEafvt64ctOgvvHczBvdJsuoSd1alw5swZRkdHs9AAltRSzbLXb7boXdp5AgMDzDYNghXpveuuuzhz5kzL830B0RcQS7FjBxkZnM060inuR2MeQRzjcIRVcZHJj9i+kyTFnZafnx8PV+D3nzJlCtu1a6f2sN1i8WLS31TEm0xbeRHVuBI9WQU5bCrt5ZkXyzs0fvzxR7Zs2bLUz5577jkOHz6cpNhDHDx4sOV3KSkpuu0hluXkSbJRZBpDkcW16MaLqMq2SKYfCjn/7vLtFSrSqmC0gEiKADBihPg0P+U/hWaYOAEvi0L3fkuYP+p/5V7jjN4dO3awZs2aXGqgtu+5uWTvBgfFcjeeYAH8eQ9+FLWEe5Rv4+DsdVU4efIkAXjdLW2PL74Q17W3aSVzEMyfcBf9UcAbTduZPvL9cs+vSG/VqlUZHR3NmJgYxsTEEACjoqI4R6vyQFb4AmJlIDmZu6q0YTTOMgIXWR3prI50bkeiWC+1s3zy3nvvsXPnzuV+npqaylOnTlGWZSYnJ7Nu3bpcaWsDUg+Sk7kkcCADkM8onGUg8tgc//I8omxqPXz4MENDQ7lmzRrKsszDhw+zQYMGFhv3nj17GB4ezg0bNjA7O5v333+/bvtM5UhO5ungBDbFHgYhhzVxlgHI52IMcEsrSebm5jI7O5sAuH//fubqWf+rDPKmZI70n0SArIVTohUa5rEA/m7p3b17N6Ojo/mDUTrbKiQnMze4OvvgNwJkDE6LWsJ4wS2dCxcu5P79+2k2m3n+/HkOHDiQrVq10kOZbZKT+W3gU5RgZgxO0w+FbI+/eAkRbuk9d+4cz5w5Y3kAYHJyMnO80HHcFxArA0lJpCRxKfoQkAnInIfixDSTSfzeBo0bN+ZUG5sZ69evZ/369RkcHMxGjRpxtpEy+Iu1PoXPCMiUYOYhJDjUOn/+fDZr1oxhYWGMjY3lK6+8Umr5d86cObzmmmsYEhLC/v37G+bOWtG6F9dRgpmAzOfxkUdaAZR7GIakJJohMR6HCJDhuMw8BLitd8iQIZQkqVS+bdOmTb2tqjzF1/UywhiAPAJkJ6x3W+fkyZMZFxfHkJAQxsTE8L777uOxY8e8rco+xXoH4CcCMv1QyNOI8eh9bI1vydQXEEuTmMjdaMYYnGE4LjICGayBC/wbrcSfpzJpqYjERC5FPwYgn5E4R3/ksSV2MA2RV6XWM4hhM+xmAHIYiXMMRB5/xu1Xn1aScqtEvor3S82aBmEOC+F3delNTGQeAtkXvxAgo4u1foznri6dComJnIahlGBmTZylhEJ2xEZeRnil01sZAqIJ/8/ZWfMWdMdamCBjK9rhXyQiHFm4GWuwVWoLNGqk9xBVY2noINyNhWiJf3EYjfAr+mM/rkM3rMM5qdZVpfVU3bbohnU4inisxG04jEZoiX9xNxbiJ2ngVaWVBF688g4+wGt4El/hNGIxHq9iHgYjCT+gQAq6avTmNWiGu7AYv6EfvsYwnER93I2f8AI+wQfSq1eNToWvTU/jUXyHXvgdxxGHBUjCFrRFT6zCRanGVadXd7SIspVlhrhtG1k9vJB1pZM8iGvFHRfAY6jHBBxmOC7zz6936z1MVViyhAzwNxcbaqpatK5Bd4Ygm9dJ+3hqqb7uULU4fpzCJYxMbkAni9bLCGcH/Ek/FHLOmIN6D1MVzGZR7gsgR/h/QblYKwFOwvPCpej3q3ApVnJyc8k+7TOKDTWPW3QWwo9JmEuAHPu4jj2sVObTT4XEfqbfmIsgi94l6M8A5LOV9A8vrNim9zCdBpVghvj/NiAmJ4s8xLg48sizk8QGtclEZW0+tUoD4VIMFe2GKjOLF4uUi5tuIi+98l45rRuCbmFYYJ7uPfHU4MgRcU2rVqVwCZfRmhVck13rH6HJ5F6NTCNhNosyX4Ao+yW/Nbqc3i8CnhMuxd7aNsvWmtxcoQEgv+n3czmdRcFhfKj5PwREtRcjFmh3hQ8/FNLuuovCJVxG77KgOxjkV8AbbiDPndN7tM7hC4gGxWYienJx/lbr1uK/yck8c4Zs2lRUg1hV3tFdKSiVf3ip+Ic2tFZUqKAyoLSrql5dlKEjaVOrdY3Mb7/VdchuY52IXioA2ND77bdC6y236NMl3lOU/ENJskrKt6Gz3A1CJQ2K774rNCQlWbWrsqF31Srx3dS0qTbNstXGFxANyB9/iJutxo2dr2XavLmoZbpsmfbjUxPrCjXO1DLdtk0Ek2uuEcGlMrFvnyhI7mxT1Nxcsk8f8Qn4/HPtx6cmhYWirBcgynw5w8yZYoLRtau6DaS1RqlQ42wvSOsl5Oeeq1xBUZbJ0aPF2B980Ll2VUqzbFuFNYyGLyAajJUrRbmjZs1c63Zx4QKZmCjaR/38s3bjU5OffnKtsLfCP/+U9FTbt0+z4anK7t2iVZWrTVHz8sj+/cWnYNIk7canJvn5opwXQJYpI1shc+eWdEDRqbSuS1jXMHWlGbcsi96CgKjio3ORKKeQZdEkGBDl+Jwp7K3w55+iKlNCgqjSZFR8AdFA/PqrCGgtWohZn6tcvCj24Pz9RRcJI6N0uXC19ZOCdYDZbXBPkRLAa9d2L4BbB5j3yxf+MBR5eaKMlycBXCn23qYNmZGh7vjUxN3WTwqeBBhvYx3An3rKvQC+ebPYN69XT9TzNSK+gGgQFi8WvQxbtxa9Dd3l8mXRdNfPT9xtGxGlD6K7zYEVXF2C1AO1lnitlyD/V77KmSHIySkxlXzxhWfH+vlncXPYqpVY/TAaV66QN9/sfnNgBeslyAcecG4J0tuoucT799+i00tsrGjfZjR8AdEALFhQso928aLnx8vKEvswRnQpKg1gO3XyLBgqHDwoeiOWMqkYBGuXsBomIGuTyqhRxtp70sIEtHy52Bc3mkvxyhXRpkqSxL6nGigmlfvuszKpGAAtTEA7d4qeoLVqkf/95/nx1MQXEHVm9mwRuNQKEApGdCkqwVBpAKsWpdIY9O+KQ5LcsMG5fpauYt1P7+WXjREUrW/A1AoQCko/vSZNjOFSzM4mu3cXn6tZs9Q9tpLGcOedttspeRu7LmEVsG6WvWuXesf1FF9A1JHvvhMfrO7dSzdFVQsjuRTnzhVfmF26aOMgPH5cpKhU1A7LG6xZ45pL2FXMZnL4cHFdR4zQNyheuiT2gbVcoldcig0big4hepGdLfpUmkzk999rcw5LoruNdljexB2XsKsozbIjI0VHHyNw1QREAMcA7AbwrzOi9A6IX38tlPXsqW3eVV4eOWAAdXUpzpmjbTBUcKZhstasWOGeS9hVZJl84QVxXYcN08elmJEhjC/+/sIIoyV6uxStg6HWXYi++kpc11699ClUYG3iKtNKVHUOHxYmm2rVyC1btD2XM1xtATHK2YPqGRAnTxaq+vb1zl1gQQF5zz10ywbvKcqScLdu2syCy6IUKqhSRaSweJNffvHMJewqsky+9pq4rkOHeteleOGCMLx4M81nyxbxxeltl2JWlriZ80YwVJg2Tawe9ejhnc+NgnWaz8cfe+ecx46JYhvh4eRff3nnnPbwBUQv81Fxd5877vDuPkFhITl4MDVdAinL99+LLxGtloTtcf68CEpBQeRvv3nnnIsWCZfwjTd65hJ2FVkm336bXnUpnjsnjC5BQcL44k2sXYoHDmh/vqwssedtMpHz5ml/PmuUz4/ae+72yMkp2WLx1CXsKidPiiXx0FBy/XrvntuaqykgHgWwA8DfAJ6w85wnAGwHsL1evXpq/h2d4r33hJp779XHSeZNl+KsWSV3uHqU4kpPFyksAQEipUVL5s8Xe2jt2umXTO6t99bp08LgEhwsDC96sGtXiUtx717tzqMEQz8/YQjTA8WI1r69tu8tI5jwjPDeupoCYmzxf6MB7ATQxdHzvTlDtL6Lv/9+fXONvOFSnDlTfLBuvlnfupQXL4r6qP7+IrVFC5S7eLVdwu6gtUvR+i5e72Ly1i7FnTvVP35mprimfn7ihkdPtF590NIl7CrK6kOVKt5ffSCvooBY6gXAGAAvO3qOtwKi9T7PkCHGqEahpUtxxgxjFWm+fFl8sZlMYj9TTZR9Hm8vCTtCcSmqvT997JgwtISHC4OLEVBcijVqiKVUtcjMLCluodWNlKso+9MtW5Jpaeod19ol7O0lYXukpQmdgYHk0qXePfdVERABhAIIt/r/TQB6O3qNNwKiLJMvvkhdnYD2sHYpqlVLUUkj6dnTWG18srJKcsfcKbFlC8Ul3KuXMQK/NdZjU+M6pKQYywlojdouxcuXSwKE0cofKg7m669Xx8GckVFS6lFrl7CreNPBbM3VEhATipdJdwLYC2BURa/ROiCazeQzz4jRP/usMRKoy2I9e/W0lqIyW9LLKl4RV66IQA2QU6Z4dixvu4TdQa0cV61mYWpiPXv1xKV4+bLYqzNigFBQclyvu86zHFc9XMKuosfs9aoIiO48tAyIJft0aaxTpwNr1KjBqlWrsl27dvzTar1p+vTpNJlMDA0NtTzWrl2r2bhsoYZLcepU5cs3je3a2ddLkikpKezbty/DwsIYGRnJkSNHqiPECXJzRRADyM8+c+8YYp8ujTVq2Nc5bNiwUtc0MDCQYWFhKqlwHk9diso+XWRkGlu2tK9XlmWOGjWKderUYUREBLt27co9rrT0UIGTJ0V7IXf3Ny9dEqYoP780Nm5sX2teXh6ff/551q5dm9WqVeNTTz3FAi875DytgmTLJTxz5kwC4LdWjhpZlvnKK6+wRo0arFGjBl955RXKXr6zz8wsSXlRa3/TltY//viD3bp1I4AiAMdogMBn71GpAqK1k/PVV3O5b99+ms1myrLMxYsXs3r16iwsjjrTp09nx44dNRmHq7jrUvz2W1q6nV+8mMv9++3rzc/PZ0JCAidOnMjs7Gzm5uZypxaOCAfk54uUF0CkwLiCUm/ynntyuXu3fZ1lefjhhzl06FAVRu861g5YV+rkWteb3LHD8XWdP38+a9euzZSUFBYVFfG1115jq1attBHkgNOn3WuWfelSifnqhx8cax0zZgw7derE9PR0nj9/nm3btuXo0aM1UmQfd5tl23JyZmRksHHjxmzWrFmpIPH111+zUaNGPHnyJFNTU9mkSRN+9dVX6gpxguzskkLqlubLbmJP65YtWzhr1iwWp+/5AqIaWOf6le1IYDabuXTpUgLgueJKxUYKiGRJjqSzLsVvvhHP79On/NKhLb1Tpkxhp06dNBi5axQUkAMHirG/917Fz3fUkcCWTmuys7MZFhbGdTraMhWXorOdVBzl+tnSO378eA4cONDynD179jAoKEhNCU5jPftxplm2dTAsm55jS2vr1q25wMppM2fOHNatW1dFBc6zbZvYO3W2k4o9l/CwYcP4xRdfsGvXrqWCRPv27TnFan9h6tSpbNu2rZoSnEatTir2tCoAOOALiCpgXQ2mbM+6G264gQEBAQTAxx57zPLz6dOnMyQkhJGRkWzYsCHHjh1rd5bhLZzdH5syRTzvttvKP8+e3qFDh/KBBx5g7969GRkZya5du3KXTpV9CwtFCgwgloztrQQ5qgZjT6c1M2fOZHx8vNeXmspiXUXHkUvRuhrM4cOlf2dP77Fjx5iYmMgDBw6woKCAI0eO5IABAzTR4QzO7o8p/UMDAsglS0r/zp7W1q1bc75VHsbs2bMJgJd0SkC1bpa9f7/959nbZ92yZQtbt25Ns9lcLkhERERw8+bNln9v27ZNl6V/Betem+5U0XGkVcEXEN0hOZlMShIt6pOSmLd+c4X1QnNzczl37lzOsOrHlJKSwiNHjtBsNnPXrl1s0qQJx40b5/64VKKcS7GM3q9GpliCZl6e7WPY0tuzZ0/6+/tz2bJlzM/P54QJExgfH898nUr7FxWJVBiAfP11Ut5UWqe8KblCJ64tndb06NGDb7/9trZCnGTlyjJ1Vstc17+m7K6wXqgtvfn5+RwxYgQB0M/Pj3FxcTxy5Ih3RNmhnIOyjNaLv29lmzYiGNoLmra0jho1ih06dOD58+d55swZ3nTTTQTA0zq24rBulr1nD8tpTflph00nblFREVu3bs3k4hYxZYOEyWTiPquO1gcPHiQAXW/uytVZLaPVXrubirQq+AKiq4weLWxekkQCzJWCeZtpudMdJa677jr+a6eb7bx585iYmOjeuFTG4lKMS2F2cJRF75fS06Iaf8P9doOhNdZ6+/fvz27dull+J8syIyIi7P49vIHZLFJiAPJF/08pQ+g0S34c7v+V07matq7r8ePHaTKZmGKg9uAWl2LUeZ6qkmC5ruukbgxFFhtFpjnVUcJa76hRo9i+fXuePHmShYWFnD59OuPi4nhF53wUSwqFVMS5gQ9btGZINXijaTsDTIVO5blZa83JyeHw4cNZp04dxsfHc9y4cQwICKBZ55wqS7PskGz+W6WtResBqTFjpVTWCL5SziU8efLkUnvbtmaIW6wi6Pbt23WdISoUForYB5BjA/5n0UqTSby5bezpVqRVwRcQXSE5WfzBARLgFQTzFvxOCWZ+E/i0U834GjRowEWLFtn83Q8//KCLGcEe3799iCYUsTPWMxNh/AJPESBvx8/MC67mst4333yT3bt3t/zOCAGRFDPDZ/2/IEA+g8kshImP4RsC5Ej/SWLmWAG2ruu7777Lzp07azVst9nw1R6GIZPX4iBPoC5X4WYG4wqbYg9PBye4fF379u3LTz75pNTvq1atym3btmkyflfIWrOFXU3raUIRZ+AhZqAaW2MbA5HHX4Lu8vgzO2XKFLZr107tYbvFwQX/sK50ktWRzu1I5F40YS2cZk2c464qbcppHTBgAKtVq8aYmBjGxMQwICCAERERHD58OEmxh/jNN99Ynj9t2jTd9hDLUvRnMh/ym02AfBNjKRd/JxMQ39EualXwBURXSEqy3I2cQTSbYA8lmDkDD4m7k6SkUk9PTk7mxo0bmZ+fz5ycHI4fP55hYWE8VZxAtGzZMp4tzrDdt28fmzVrxjFjxrg+Lq1ISuJ83Es/FDIclwiQ/bGEeQh0S+/+/fsZHBzMVatWsaioiJMmTWJCQoJuS6YWkpIoQ+JL+JAAGVGsdRTeoSy5rlOhUaNGnDZtmjeVOEdSEpPRjhG4xDBkMgD5vAE7eQ413bquY8aMYceOHXn27FmazWbOmjWLISEhvOiKrVUrkpJ4BSG8Bb8TMDMclxmIPP6K29zSmpqaylOnTlGWZSYnJ7Nu3bpc6e22KvZISuIRxLM+jrIKrjAE2ayF09yLJja1Xrx4kWfOnLE82rdvz4kTJ1r2Q7/66ited911Fs1NmzbVxWVqk6Qkmq1uXPvgN5qVgOiGVrPZzNzcXAI4COA4gCoAAmmAAFj2YZyAmJhouQsRHzByIH4ouTMpc8x169axefPmDAsLY/Xq1dmlSxeutyrl/tJLLzE6OpohISGMj4/nW2+95fWcJocU670NSwmQfijgOUS5rZckFy5cyAYNGjA8PFyXfDWbFOssgB9r4DwBshZOsQgmt3Vu2rSJISEhzNS7wKktivWOxSgCMgGZW9Ha7euam5vLp59+mrVq1WJ4eDhbtWrF5XoUorRFsdYTiKUJhcWf2Xlua12/fj3r16/P4OBgNmrUiLPVrgfoCcVaf0Efy3Wdgfvtai1L2WVEWZY5cuRIVq9endWrV+fIkSN1N4dZKNZ6BVVYD0cJkF9imNta165dSwBlH+togABY9mGcgJiUJO4+AOYikL0g9g5HY4yYSQwa5PoxjUxSEj+QXiFAJuAQ/ZDPG7GVGagm/g5Xi96kJBZIgbwbPxIgG+E/AuRgzGahFHD16FRISuJP0j30RwHr4hgjkME6SOV+NLq6ritJJiXxrFSL12MXA5DDOKQUf3k+eVVq3SK1ZTVkMApnWBupDEE216LrVak1RwphL6wgQL6ED0uCoQdafZVqXKHMHmIRTByKaQTI1/w/dGqvqTIx9vETBMgkzGUh/PgL+jIQeWyNbcwIruPU/ktlIG/9Zvb3+0W4hPE8CfB9vCpmE34/sWDj5ooPUomYN/Yg/VDIDviTlxDB3WjGaJxlDM5wT5XWV811JclTS7fzOmkfQ5DNNejOPASyX/GKxxcBz11VWv+aspvhuMwEHOYx1OMZxLAp9jAYV/h7UL+rSmv2H1vY3bSOEsz8DkNKgqGdPURn8QVEV1FcpsUzRbPkxyf9xTr2Cy8Ys2apq8gy+eab4i//UPN/WBQcZtH7q9SPgchjYu1TXm2EqxWlmqIGPGfRSZOJkwLE7HjAAPvpJZWNmTOFxC71jjIzONqid5/UhLWl08Kl+K/eo1SHEydEebOwwDxuCLrFojVPqsLb/X512hleGVi3TiTcN4pM48kq11q0npei2ULaySC/Aq81y9aazMzips2Smd8HPlLqM2vPZeosvoDoDkruS+vWlny1ESPESIcPN1ZXC1eRZXLkSKHlsceKtZTR+9vEfQwMFMnPlTkolmuKWkYnk5P5+efib2GrAEFlQ6k5e/PNxQW/y+g9uOAf1q1LVq9Obt+u92g94+hRUdYsIkKUOSurNX/DZvbvL66tu3VtjcKqVaIUW5MmojRbWa3pK7Z6rVm21ly8qNScLe5TaeMz6wm+gKgSsiwa7pYKJJUMWSafe05oeOopxxqWLRPlsSprULRuimonp97ClCnG6vHoDl98Ia5r796Ou5EcOULWr09WrVp5V9gOHRLlzKpVI7dutf+8/HxaCmpMnuy14amK8jm84QZRts4e3miWrTXp6bQEdjtZMB7jC4gqIsvkqFFixA8/bIxmwM5iNosgCJDPP+/c0u/y5eLD2LKlKJdVWbDueTd3rnOvmT5dBMVu3UQwrUx8/LG4rrff7tzS7/HjZIMGoszXxo2aD09V9u8XZcwiI0VZs4rIzxe1ewHRXLky8fPPtKzUOPP5s26WPWeO9uNTk7Q0UXYwMFCUIdQKX0DUgLFjxagHD3avnZK3KSoiH31UjPnVV13bB12xQgTFimpkGgVPmqLOmSOCaMeO4sulMvDBB+K63n23cwXbFVJTycaNxb6UlzuSuc2ePaJ8WXS0KGfmLAUFJUHRnRqZevDTT+I9fNNN4j3tLFo0y9aas2dFucEqVUT5QS3xBUSNeP99MfJ77nGtnZK3KSwkH3xQjPWtt9wzBSk1Mps3N3ZQVIo+O6pfWRELFogvorZtXWunpAfKjVlSkns3ZmfOlLRT+v139cenJv/+S0ZFifJlVuU3naaggLzrLvH3sleP2CjMnStuzDp0EN06XEXNZtlac+qUaIYcEiLKDmqNLyBqyKRJYvT9+xvTpVhQUFIT8J13PDvW77+LoHjDDeT58+qMT01cbQvkiCVLRFBNTDTmUrG1S/jBBz1buj9/XtzoBAXRsC7F7duFEahuXfLgQfePU1BQUjh64kT1xqcmM2YUu4S7uNf0WSE3VxjFjGwqsriEw0RTZG/gC4gao7gU+/RxbGbwNvn5JXfEEyaoc8xVq4wZFK2borrSONYRv/0mgkTz5o7NDN7G2iX86KPq7GNfuCCCvxFdisnJwgBUv74wBHmKda9MVxtIa82335ZxCXtIXl6JqchoNwBHjpBxcVYuYS/hC4he4JtvjOVStO4rVqYms8esXi0Cz/XXGyNQ2GuKqga//y60Nm0qlhf1xhWXsKsY0aW4caMw/jRoIIxAamEdFNW6WfQUZ13CrmKt1QCd50iWuISrVxdNkL2JLyB6CWWpQ2+XYk4Oeeut4q+qVZ3eNWtEoGjWTN+gaN0U9c8/tTnH2rXFCdGNhBFFL9xxCbuKkVyKyt+9cWNt/u6FheS994q/5wcfqH98V1BcwlptvVg3yx4zRt/iIvv2CZdwVJRzLmG18QVEL6K3SzE7m+zRQ8xWtW7CoATFpk2Lm9F6mZQU0fW9atXSTVG14M8/tZmpOIu1S/iVV7T9QsvKEjd1eroUvTUzt+67N368dudxxPjxdMsl7CrlmmXrEBR373bPJawmvoDoZX780T27tKdYyh2ZyFmzvHPOP/7QJygeOEDGxpI1arBcU1St2Ly5ZC/Lm/2A1XAJu4qeLkXrvVtv7FMXFoo60XosKXrqEnYVs5l84glxzpde8m5Q9NQlrBa+gKgDikvR2YRaT7l0iWzfXsxOf/hB+/NZs3atsEw3aeKdfba9e8latciaNcmdO7U/nzXbt4sg7Knb0VkKCsj77qMqLmFX0cOluHixPu7ewkKRUwyQ772n/fmsC3w89JB3C3zIMvnMM+Lczz7rnaC4bZs6LmE18AVEnXC25JKnZGSQbdqIL5KFC7U7jyPWrRNB8brrimstasSuXSIQ1qolAqMeWN/p/vefdufRwiXsKt50Keqd/2kdFN99V7vz2Kwl7GVkWcwQATFj1HIMycnCSRoXp45L2FN8AVFHlKK8TZtqEyjS0kRZtcBAculS9Y/vCuvXl5ggtNC6Y4co1xUbK5ZM9cTdiinOoqVL2FW84VKcM0cs9etdIaioiHzgAWo2I7d2CT/9tL71kGVZ7CUCYm9Ri1nqxo0ix1CvvXdb+AKizmjlUjx3TqQ+VKkiao4agQ0bSrSeOqXecbdsEYWc69UjDx9W77ieYF1Tc8cO9Y5r7RL+8kv1jusJ1rMntV2KRqshW1RUsmf7v/+pd1yzmXzySWrqEnYVWRbXU4sylH/8IVaNtHIJu4svIBoAxaWYkCBSBTzFOhF99WrPj6cmyl2hWkHxr7/E3y4+Xp2/nZo423XBWaxdwlOnen48NdHCpThlijhez57GyN9VKCoSe3vKDYAax3vkEbpVS9gbjBsnxjZwoDplKJVSj0bJ37XGFxANguJSrFfPM5eikogeFiaWKY3In3+K8TVs6NndodIUtWFDoduIWPfl++sv94+jh0vYVaxdii++6NkX+2ef0dB9KIuKREcbgHz7bfePU1hYsgw7erTxgqHCxIlijHfc4Vku5K+/ii2cFi2MVc1KwRcQDcTffwuXorv7YMqXb0jIBgYHhzI0tOQBgD8Vt3eYN28eGzVqxIiICNasWZMPPfQQL3t5c0aZ2V17rXvBTNl/rVdvA0NC7Gu1pkePHgTAQi+3IFFqMoaGuneToriETaYNDAqyr3X69Ok0mUylfr/Wy60qrF2Kzzzj3j7YRx+J13fqtKGUFlvXNiUlhX379mVYWBgjIyM5cuRIFdU4pqiIHDrU/WBWUKAk/29gYKB9ncOGDSv1u8DAQIaFhWmgyDGe3qQsWiTMfY0aOb6usixz1KhRrFOnDiMiIti1a1fu2bNHZTW28QVEg6G4FGvVcs2lePiwmF3aWp5bu3Ytw8LCmF1cAPHEiRNMK25LkZWVxcGDB/PZZ59VS4LTbNpUktDuSlBU+jBef335/MayWhVmz57Nzp076xIQyZKq/a4uY2dkkDfeaLtdVVmt06dPZ8eOHVUctXvIspghuuNSVJbnbHWJKas3Pz+fCQkJnDhxIrOzs5mbm8udXs61MZtLgqIreaDWfRjLuoTtvYcVHn74YQ4dOtTDkbuHu8vY8+eLtC9bLuGyeufPn8/atWszJSWFRUVFfO2119iqVSv1RDjAFxANiOJSrFlTpBJUREUGjiFDhnDIkCE2X5uVlcUHH3yQffr08XDU7mEdFE+cqPj5S5eKJZeWLW23mrKl9dKlS2zYsCGTk5N1C4ikCN6K0WnFioqfX5FLuKxWowRE0nWXojMGjrJ6p0yZwk6dOqk8ctcxm0v2AN98s+KgmJtL9utHuy5hR5/X7OxshoWFcZ3ahXld4LvvXDM6zZ4tlvo7dbLtEi6rd/z48Rw4cKDl33v27GFQUJAaQ68QX0A0KM66FPfuLbH42wqeygeo7NLZxo0bGRERQQAMCQnhSq07bzpAyUVKSHBsv1aaorZpY7vKjz2tTz/9NCdNmsSjR4/qGhBJ51NhrIOnLZewLa3Tp09nSEgIIyMj2bBhQ44dO1ZXrc66FJ0Jnrb0Dh06lA888AB79+7NyMhIdu3albucuYPUALNZ5A0C5Btv2A+KOTlkr160W0vY3ntYYebMmYyPj6es82ZjRUFOQQme3bvbDp629B47doyJiYk8cOAACwoKOHLkSA4YMEB1DbbwBUQDY70MumULReRIShKlOpKSuPP7naxZ03ES+KxZsxgXF2f3A5Samsq3336bB3RO3tu8WQTF+PjioFhG69z/HaywKaotrdu2bWOLFi1YWFhoiIBIkunpJcugCxeynNZTS7dXuLxqS2tKSgqPHDlCs9nMXbt2sUmTJhxngBYG5VyKVnrl+5L44qBTFS6v2tLbs2dP+vv7c9myZczPz+eECRMYHx/PfC2LfjrAbCYff5wlTttNpa9r9h9bLN3q7dUSrujz2qNHD77tiYtHRcoVSyjzPv76lZQKl1dt6c3Pz+eIESMIgH5+foyLi+MRL2Xt+wKiwVGMMuGBufwrqPjTBPBvqTVr4ALrRlxyWO7o5ptv5ujRox2eIzk52Wtr9I7YskU4beOrpfNYlcYWrTOkITShiF3qHXXYFLWsVrPZzDZt2liWl4wSEEmrcnpSEecFPmTRekKqx2ulQwwNyHNowHHmus6bN4+JiYkqj9w9FKPMgMb/MS+4GilJNEPiM/hMGHDabHa41GhLb//+/dmtWzfLv2VZZkREBP/991+tZFSItdP2Nf8PKUNc10wpgp1NG2mSzPz+e/uvd3Rdjx8/TpPJxBRvFsutAKWcXuvaqUwPjrW8jydLzwoDzrUHHBpwbOkdNWoU27dvz5MnT7KwsJDTp09nXFwcr3gh98YXECsBJ5b8zYbSQYYii+vRmZtxE6viIuvjKFOqNBV3ZrZed+IE/fz8eLiCbHVl+dQIbJ22i1VxkXE4wqOoz2/xKCWY2QOrmR0c5ZLWixcvUpIkxsTEMCYmhlFRUQTAmJgYbvBWC24HZK7eIr4kUcRZeIBHUZ/xSGEELombHw+v6w8//GCIGx2FyS8eEV+S+JVXUIVP4GuRooGPKAeHuKz3zTffZPfu3S3/NkJAJEnzX8kc5v+tyCvE+7yICLbDJvqhkD8EPuj2dX333XfZuXNnLYfuFr9+tI9ByGUL/MPziOJHeFHc/GCxuPlxUW/fvn35SZnN1apVq3KbF5oj+gJiZSApiadRm9fhP/qhgAHIZwIO8xjqiYX8pCSbL3vvvfdsfoBmz57N48WbdceOHWOXLl145513airBaZKSuA03shoyGIRcAmRvLGMOqrisVZZlnjlzxvLYunUrATA1NVW3ZbVSJCUxG6HsgdUEzAxCLqshg1txo1vXddmyZTxbbLvdt28fmzVrxjFqZI6rRVISp+AJAmQQcsTSIt6jDLild//+/QwODuaqVatYVFTESZMmMSEhQf9rm5REM0x8El9atAYgnwtxp1s6FRo1asRpWvdtc4ekJK5EL1ZBjuW6DsR8FsDfLb1jxoxhx44defbsWZrNZs6aNYshISG86IUitr6AWBlITCQBzsfdBGQCMqehuFQGQNrR0rhxY061UdLkjTfeYGxsLENCQhgbG8vHH3+cF7zZPsARxVofxTcESAlm7kZTt7VaY6QlU5IWrTvQgoCZADkMX7it9aWXXmJ0dDRDQkIYHx/Pt956iwVqlBZRi8REFsCf9SFmimG4zMsI8+jaLly4kA0aNGB4eLhX89UcUnxdzyOSAcgjQN6EZJqLl0/d0blp0yaGhIQw09GegV4kJlIGeCt+I0CaUMgjqO/2dc3NzeXTTz/NWrVqMTw8nK1ateJyL9Wf9AXEykBSEn+RbmcQchmHQ7wW++iPAi7APeIObNAgvUeoHklJnCCNJEA2xw5G4hxjcIa70eyq1PqP1IpROM+aOM3m2EGAHI9Xrj6tJHMHPsj++JkA2RHr6YdC3oTNzEC1q0tvUhLPSrV4PXYxADm8CZsIkI/iWxZJ/lePzmLk+5L4PD4mQLbBZobhEuvjKA8jodJdV19ArAQsePcA/VHAG7GVF1CDlxDBTthAE4o4M/Axu2v0lZF3njhBgLwP81gAf+5DY9ZBKmvgArdX6XBVaU3+djerIYPX4DgP4loWwJ+DMVvks/m/L1yKVwlXrpA9b7pIgPwCT5EAl6A/A5HHFviH54LrXzXX9tTS7bxO2scQZHMNulMGOBpjCJCD/OazYONmvYeoGkVF5OMDzhIgn8PHlAH+jVaMRBpr4xT3VkmsVNfVFxANzvTpxfk+1xzj5eAY8Q+A2VIYbzGtoZG6HniCLItKHwD5YPN/WBgcbtGaIjVgnHSUEUG53LhR75Gqg9Ll5NoaF4SjtlhrkeTPx/y+I0C+8IJxa1u6wuXLJXVYZwxYKNocFOv9XerFYFzhdVHnDdX1wF2UMn1hgXlcH9TTopMmEz8IGCXMJgOMWZ/VVQoLyfvvF/JGdVonjFHFevdI17MWzjAqJFvVbi9a4wuIBuaL4u2knj1FpwNLnk/r1mRSEnPXbbb0xfvwQ71H6z6yLKr8A6LiR1ERy2k9+fPfbNRIfJeuWqX3iD1j2TKRcN+sWXFvyDJa5U3Jlr54jz/u3Y7pamOdczl/fvEPy+jd8NUeS8cSIzSJdRfrQu6bNrGcTiYnl/pMG6mDh6vk5ZWUnrOkupbRe2jBDtarJ1KpNm3Sc7TO4wuIBmXCBKG8f3/Hd5MFBeR994nnvv125ZtRyLLo/waQTz3luO7l2bNk8+aijqneDY/d5aefRN5WYqLt0nMKskyOGiX+Lvffr24vOm9x9ix5ww3iev3yi+PnbttWUth+3z7vjE9NHNUSLsuMGWIi1bmzvg2P3eXKFbJ3b/HenDzZ8XOPHy8pbO/lOvNu4QuIBkOWReV8QNxsOWMStK66/9JLlScoms2iMzggOoU7M+70dFG6zd+f/OEHzYeoKrNmiS9CR9V2yqJUebnzTs/a7nibEydomdE7W8x81y5RgrBmTdLLNbo9wp1m0PPni/fwjTeK93RlITOT7NrVcbWdspw+LVZDqlQhf/tN0+F5jC8gGgjrLgGWpUMnMZtL2u48+aR7bXe8iXXtx5EjXQvi1ntS332n3RjV5OuvxZdIjx6ud37/9FPxd+rdu3Issx0+TNavL5YO//zTtdceOEDWrUtWr15crtDgVFRL2BG//CJmzzfcUL5rixHJyCBvukl0rZg3z7XXpqWJVZGAgPJdW4yELyAaBLOZHDZMqB0xwr2AJsvka6+JYzz4oHGX2aw7jjvTHcAWV66UFEn+/HP1x6gmSnPVvn3dN1NMmyYCateudFi+Tm/++69ktrR9u3vHOHpUFHo3cpNrUsxiK6olXBGrV4tZdKNGznV70Ytz50RT38BAcskS945x6ZJYHTFyk2tfQDQAhYUigFmKAnu45Pnuu+JYd98t+q4ZicJCsRQMkGPHenasvDzh2API8eNVGZ6qyDL5v//RUtja02sxb15JTzlb3T705p9/Snp57t7t2bFOnSKbNBEFzp1pleVtlGbedevSYS1hZ/jzTzGbrl9fzK6NRmpqSS/P33/37FjZ2eTNN4ubu6+/Vmd8auILiDqTn0/edZdQ+d576h3344/FMW+7TbScMQL5+SJIA+QHH6hzzIICkffryWxTC2RZLAUD5MMPqzdbX7JE3KW3aCHu2o1CcrIwlFxzjecBQuH8+ZJWWYsXq3NMNdi8WTgn69dXzxW7fbuYVdep4/5sUwuOHCluLhBOqlX+NzdXrJYAYvXESPgCoo7k5JB9+giFthqFeso335T0ItN7mS0vj5YUkY8/VvfYRUUl+5FGyN2zNgs9/bT6+7m//y7u1q+7jobI3bPkVF5LHjum7rEvXiTbtRMz4zlz1D22O2zcKIJDQoL6WnfvFrPrqCgx29abffuE67dGjYqds66Sny9WTQCxiqL3Z1bBFxB1IjNTdJyWJPLbb7U7z+zZ4sukXbvinmU6kJNTYtP+4gttziHLNETuXmGhmBG6YxZyhQ0baIjcPSWnsmnT4pxKDfDWZ6UilMDfqJF2NyIHD4pZdrVq+hZ4UfZH3TELOUtRkWgIrfVnxRV8AVEHMjK8e9e7aJFwd7VsKZahvIn1noHWX2ayLLqV65W7Z33XO3as9h/wrVuFGzM2Vlj/vc3CheJ91aqV45xKNbBeTVF7hcEZVq0Ss/KmTckzZ7Q917Fj+ububdki3ld16wrXr5ZovZriKr6A6GX02hdZvlzcyTdpIgwL3iAzk+zSRbjKZs70zjlJfXL39NoX2blT3MVHR3s3d+/778UNXYcO3lt5sN6Dfvdd75yTFLlzQUGiKIS3bihPnxbBt0oVMQv3FuvXC3dvQoJw+3oDWSZfeYWq77e7w1UVEAH4AfgHwK8VPVePgGjt1tLDObdunffe7IrF2p2cJTXwZu5eVpbIL9TLOeft3D1Pcio9xdqR/dpr2s/ClywpqSzk7Q5p3s7dW7FCfDd586ZZQZbFqopajmx3udoC4osA5hoxIBolt2rz5hI3oFbLIRkZJdVk9EzCnTpV+9y9ixdLcqu+/16bcziD8v4KD9f2/TVpEi05lXq5l81mUXwCIJ99Vrtlth9/FO/hm27Sb//dW7l7ixeLVSs9tlWsUSNn1xOumoAIoC6ANQB6GC0g7t9vrOob//4rNsxjYtTfME9LE3tKgYHGqDc6d652uXtGq76h5QqEUe7grcfjblUnZ5gzR7xvOnbUv96o1isQitZ27YyR36rnCsTVFBB/AtAaQDd7ARHAEwC2A9her149Nf+OdtFrj6ci9u0TOU81aojCympw7lxJMWcvNbh2Ci1y9/Ta46kILfaojbTHY40si4L2gChw70zdX2eYMUN8IXfr5v0vZHtotUf97bclWvVOzbLm++9L6v56c3Z+VQREAP0AfFn8/3YDovXDGzNEaxegESv4p6SQcXFimc3TPoOnT5dUFnG2mLM3WblSvdy9Y8fIBg2MW8E/I0PMiP38xAzZE8xmcvhwOtWNRC+UzjC33+75MpuSu3vLLcarG6t27t4nn4hj9eljnOId1jjbGUZNrpaA+D6AVADHAJwFkANgtqPXaB0QjZInVhEnT5KNG3vWZ/DkSbJhQxEg1q1Td3xqosY1UfLEqlY1diNwNXL3CguNlydmD6XP4C23FPcOdYPPPy8JEEZt4KtWnut774lj3HWXsbuoeCPP1ZqrIiCWerIBZohKJZGEhAPs1as/o6KiWL16dfbq1Yv7rRLGZFnmqFGjWKdOHUZERLBr167cs2ePZuOyh9Jn0J19v2PHhJkjIoKcN+8A+/e3rzcvL4/PP/88a9euzWrVqvGpp55igVrrXE7iSe7e7t1i37VGjTS2aNGBNWrUYNWqVdmuXTv+Waatw6RJkxgTE8Pw8HAOHTqUeTp863hSCcl6NvLKK2ns0MG+3t27d7NXr16MjIwkAJVVOI/SZ7BjR+fbaykoZqHevdPYrp19rTNmzGBiYiLDw8MZGxvLkSNHstDLa8ie5O7JsqiXDJD33JPG9u3ta503bx4bNWrEiIgI1qxZkw899BAv67ChqhREaNDA/epAaWmO38MKxVtqawAQgD8NEADLPipVQFT2q5o3J5cv38KpU6cyPT2dBQUFfPPNN9m4cWPLc+fPn8/atWszJSWFRUVFfO2119iqVStNxlUR7vQZLNsUdcsWx3rHjBnDTp06MT09nefPn2fbtm05evRojRTZx519XaXWZO3a5D//5HL//v00m82UZZmLFy9m9erVLV+MK1asYHR0NPfs2cOMjAx27dqVr776qoaK7JOX53qt3Nxcsl8/8ZqPPiJzcx3r3b9/P6dOncolS5boGhBJcsGCkj6DzqZJvP++EiDIzEzHWr/88ktu2LCB+fn5TE1NZWJiIt9//30NFdnGnVq5ZrNw5QKis86VK461njhxgmnFa5VZWVkcPHgwn332WQ1V2Sc5WazKuFsrt6L3sAKAIwA2XDUB0dmHFgFRcTTedJPtpp/p6ekEwAvFn9Tx48dz4MCBlt/v2bOHQUFBqo/LWS5fFon0zjT/3L+/pM6hvaaoZfW2bt2aCxYssPx+zpw5rFu3rlrDdwlXnL+OuhGYzWYuXbqUAHiu2LEzaNAgvv7665bnrF69mjExMSorcJ7CQvKBB+hUNxVrR+NXX5X/vS29CocOHdI9IJIlfQavv95xVRnrbiSDB5cPKo60KkycOJH9+vVTcfTO40o3laIi4cYFhDu37HugIq1ZWVl88MEH2adPH5VVOM+OHaLOa0yMZ91U7Gm9dOkSAeQBaOcLiB6i9Kvr0sW+W2vx4sWsVauW5d/Hjh1jYmIiDxw4wIKCAo4cOZIDBgxQdVyuYt1n8LPPbD9n715RhLhmTcdpG2X1tm7dmvPnz7f8e/bs2QTAS66ub6mEM7l7jvrV3XDDDQwICCAAPvbYY5afN2/enD9YTbPT0tJK3RjogTP9NivKebOnV8EoAZEU1y00VOxt2+ozaF3m7+GHy6dtVKRVYcCAAbrN/hU++ogOc/cKCkparo0eXT4YOtK6ceNGRkREEABDQkK4cuVKDZVUzH//iVUad/ttOtL69NNPE8AJAHG+gOgKycniHZaYSCYl8dMXjhIgb73VvjPt5MmTrFOnDuda2f7y8/M5YsQIAqCfnx/j4uJ4xAAOHOs+g++/z1J6d/Z+hTWrF7BWLREY7WFL76hRo9ihQweeP3+eZ86c4U033UQAPO2N3XI7lMrd+/i/Utd16YR9lpmGvY7mubm5nDt3LmfMmGH5WUJCApdb5Z0UFBQQAI96qxaWHWRZdAOx5O79WXJd0+58nImNsyrMqbSlV8FIAZEk//qrZGZ/aMEOi1b5viS+PPiUpRC8vT04R1pJctq0aYyNjbUsK+pJqdy9NVssWnMHPsj+ndNZUcu1irSmpqby7bff5gGti5s6weHD4ppGRJB/fr271GfWGaebLa3btm1jixYtlD1EX0B0mtGjxZRBkkiA46TXRd3M6/badWudP3+eTZo04btlCjCOGjWK7du358mTJ1lYWMjp06czLi6OVwzg9y4oEMtIADnKfzxlSPwbrVgDFxgrpfLA8E/tvtae3pycHA4fPpx16tRhfHw8x40bx4CAAJp19vKfO0e2rHWagcjjYtxBApwv3Ud/FPDGOqlO7UVdd911/Pfff0mKGaL1TPjChQu6zxAVZFm8hQEyyW8BCxDA06jFZtjNKsjhb4OcK7djrVfBaAGRFI18I4OzWVs6zb1oShngCHxKgBzeZrNThhRbWhcvXszo6Gju0qoVhBvMmkWaJDM7mDbxIqoxGyHsid8JkF/0+cWpY9jSqpCcnKybx6EsJ06QjSLTGIJsrsbN4g1tMonvZid9CYpWs9nMNm3acN26db6A6BLJyeIPDtAM8Cl8QYC8H9+zMDjc5t1JRkYGW7ZsaXNZpW/fvvykjP2vatWq3KZWpryHFP2ZzMf8viNAdscqVkMG6+MoUxAv/g4u6i3LlClT2K5dOy2G7hrJycwIrsO2SKYfCtkPP9OEInbCBl4OjnHqrrNBgwZctGgRSbGH+MYbb1h+t2bNGl33EMuRnMwPAkYRINsgmfFIYSiy+Ae62b2uZbHWq2DEgMjkZO6p0pq1cJqROM/OWCf20fAR5WD3tC5fvpxRUVHcYoSyU9YkJ/OnwEEMQD6bYA+b4x+aUMQZeMij66qgLJ8aguRkng2O4/XYxSDkcgqKG6ICLmu9ePEiJUliTEwMARQCSCsOiGcBdKYBgqD1wzgBMSnJMjPsh58JkLfhFxbBJO5OkpJKPf3y5cts06YNhw8fbvNwY8aMYceOHXn27FmazWbOmjWLISEhvKhX4cSyJCVRhsTuWE2A9EMhj6B+yd2Yi3pTU1N56tQpyrLM5ORk1q1bV/c9CZKW65qJMNbABQJkNM4yGyE2dSYnJ3Pjxo3Mz89nTk4Ox48fz7CwMJ4qroi8fPlyxsTEcO/evbx48SK7d++u+z5TKYr1voJxxd8hMv9AV7vXtSK9siwzNzeXe/fuJQDm5ubqkmZik2Kt+9GQJhSJvTYspeym1jVr1rBGjRpcr2dBYnsUa52HgQRkAjK/wDC3r+vs2bN5/PhxksLv0KVLF955551el2WTYq0XUIOxOElA5rd4xC2tsizzzJkzPHPmDAH8C6BNcUCMBRBIAwRB64dxAmJiouUuZDeaMQZnGIQcrkCxC6XMMWfMmGHZjA4NDbU8lDdZbm4un376adaqVYvh4eFs1apVqb0n3UlM5Fp0ZRVk0R95wq6Nr2iG5Jbe9evXs379+gwODmajRo04e/ZsPVSVp/i6foIRBMiAYq1fKV8mZXSuW7eOzZs3Z1hYGKtXr84uXbqU+4KcOHEio6OjGR4eziFDhhgnQJBkYiL3oxFjcZJ+yCdgZnesETcAbug9evQoi79ALI/69et7WZQdEhNZCD/ej+8JkP7IZwQucgvauKW1W7du9PPzK/X+7t27t7dV2SYxkWmIZEvsoIRCmlDAxtjHVNRxS+sbb7zB2NhYhoSEMDY2lo8//rghlv1Jir1ggGMwmgB5A/5lLgIt38/ufGZJ+pZMXSIpSdx9FP/RlTdfIPL4i3Q7OWiQ68c0MKu6vctgXGFT7OEp1OLreE8YETCFZsnv6tGblMQJ0kgC5F34iZcRxr74hQD5qTTi6tFZzN4+L7EWTrMmznEXruf3uN+yRJwpRVxVegvuvZ/3Yr7Iw8TrPI5rmIDDjMAlbpbaXVVaz93xBK/HLlZBDpfjVm5AJ4Yhkw1wiMel+leVVvm+JL5R/H00BN+JVTolGJpMbmu96irVOPvwdA9ReaSjOm/EVgYgn4ve16FtuUYsW0YGBZp5g7Sb51CTBCgDHIV3CJCP+X1H818Grl3mAu88cUKYTDCXBfAnAeYjgHdiIQHyw2eO6T1E1di5k8IljDPciyaW9/F8DKQfCtnOtJkXf9+q9zBVIT+fvLOrcFh+hBctWk+gLhvgECNwicnfepDQZiBOnyabxF1hMK5wNXpYtCajLaviIuOkozyy0E7CcCVDlsmXBgmX8BP4umTFysU9RFv4AqKrKC5TZaZoMvFScC22r3ucfn7OV3kxMj//LKrtJCaSF15+v5ReWTLxTf/3CZCPPmrMYs/OIsvkW2+Jy/hg839YFBxW6roWBEfwvma7CHi3Q7tW/P23KKQQG0vhEi7zPl4ceC8DTIVs3dp2YYnKhHV3iMm9fyun9WSVa9mg+gWG2/bCVSqUWsJhYeT6h6eV07q9SgdWr3KF11xDHjqk92g9Q5ZLqu0802azMEZZaXXFZWoLX0B0ByUvr3VrS+5LZqZIyte6kafW2GyKWkavvCnZEkgeeaRyBkXrlkaPPlqcmG3julp3aLeV1FxZ2LJFlNirX190OSFpU++vv4oqLy1a6Nso1hOsi0tMmVL8QxtaT54kr71WFGbYtEnXIbvN0aOiWH1EhJUGG1r//VdUeald25idd5zBbCafeEJc15deKv4s2tDqCb6AqCLZ2SVlryoqfWZElNJzHTo41xRV6UU3dGjlCoqyTD73nBi7My2NrMtevfpq5QuKf/4pvvQTEpwrjrxypegw0KyZ49JnRiQ7m+zeXXwGv/uu4uenppbMrv76S/vxqUnZWsIVsWePKHsWHe1Z6TM9KCoq6bxSUflBT/AFRJXJyREVawDyyy81OYUmKJ0CunZ1rSmqEhSHDFG/a7kWmM0iCAIiKDr7wTKbySefFK97/vnKExSVTgGNGomlNWdZs0asPjVu7Hn/SG9x+TLZqZN4H3/vXH0BkqWDoo0GCIZk/37R4Dsy0n4tYVvs2ydmiVFRpJ38e8NRWFhSJGTMGG0/e76AqAHW3QJcbbujB0rXbHeboo4ZI7Q+9JCxg6LZLJZHAbFc6uoHS5ZFHVDA9bY7erBqlShJ524vuQ0bRJBo0IAszpwxLBcvku3aiRUOqyJBTnPqlLhpCAvzvFm21uzdWzLTc6dQzqFDomtE9eqkQWqA2KWgoKQN2bhx2p/PFxA1Ij+/pO3OhAmansoj1GqKOnasOM6DDxozKBYViYANCCONu3eZ1m13HnvMuEFx2TKxF3jDDaI0nbsobXfi4ozb6Do9XWwhBQSQixe7f5xTp8SMODRU3AwYkZ07RVH92rVFoWt3OXpUXNOICOOaivLyyDvuEJ+1iRO9c05fQNQQ6yrz77yj+elcRmmKOmCAOl2z33lHHO+BB4wVFNW+DrJMvvmmOJ6tTgl6U8olrEIe9fbtYjZhRJfi+fPCABQURP76q+fHO31aFHsPDbXfAUUvFJdw3bru9QQsy4kTwlQUFma8G4DcXPK228RnzF7XHS3wBUSNsXYpejIzUZvx48WY7rlHBAy1ePddcdz77zdGoLCeqTuq9u8Oyqx40CDnGrR6A5suYRUwokvxzBlh/KlSRRiB1DyuEhTXrVPvuJ6webOYqdevr+5MXZkVh4SQf/yh3nE94coVsmdPlnYJewlfQPQC1i5Fd/au1EbrL/Jx48TxbTVd9SZ5eeTtt4uxfPyxNudQbizuvttxg1ZvMGeOay5hV9m92zguxdTUki/yNWvUP/6ZM2STJuL4a9eqf3xX2LjRNZewq5w9q82NhTtkZZHdujnvElYbX0D0EtbuRr1cirJMjhpFryz1vf++tkG3InJyyN696RW3r7L03L+/OkvP7uCuS9hVFJdiZCT5zz/anccRx48Lo4/WS31nzwpDkp5B0dolrKXbV1l6DgxUZ+nZHS5fJjt2FO9jvcoc+wKiF7HOf/O2S1GWyZdfFud21BRVTZTZU1KSd4NidjZ5883iLnPqVO+c84svaDEn5eR455wKnrqEXUVPl+KRI8IMUrWqd8wgSlAMDvb+kqK1S9gb+aDp6eSNNwpzkp0OUJpx8SLZtq1Y7l+wwLvntsYXEL2MdYUUb7kUrdMFhg/3biCeMEGc9777vBMU9awY5O3ARKrnEnYVPVyK1oF4+3bvnJMULt1mzURw0mJ51ha//SaMQs2be7di0KVLnqWvuIO1S3jJEu+c0x6+gKgD1i5FrXP3rBPKX3hBn6XaDz8U5x84UF0DT1kuXSLbtxcf5nnztDuPI2bO9M7SJan/Uu2JE95ZuiT1Tyg/d468/nqxz7Z6tbbnWrJEBAe1XMKukplZUuBA66XL8+dF0A8KEjcBeuMLiDqimFuSkrQJFNZmntde09fM89FH1MTVqpCRQbZpI5ZcfvpJ/eO7gnUJvEuXtDmHskert5nH2qWo1exp925h5ImJ0dfMc/68yOusUkUsZ2rBggXauIRdxdUSeO5w5oxYDjaCmUfBFxB15oMPtPliKywU+YCAKK+mt7OVLJnR3H23ukExLY1s2VIYApYuVe+4nvDTTyVfbBkZ6h77f/+jodI9tHQp/vOPMPAYJd3DOij+/ru6x54zR8zKOnbUxiXsKtZF0r/+Wt1jp6YKo5CR0j1IX0A0BB9/LFTefrs6S18FBWLPDiDfe8/z46mJEhTvukudoHjuXMkX1PLlnh9PTZQE+Vat1Fn68qZL2FW0cClu22bMggBpaSXLfGrdAMyYIWZj3bppv9TuCqXaaE1W55iKSzg83Hhl8nwB0SB8+aVQ2ru3Zy7F/HzyzjvFsT76SL3xqcknn4jx3XmnZ7Pi06dFrlhwsPb7Ou6yfLk6JdT0cAm7ipouxeRkYdiJixMGHqNx4UJJhZwVKzw71jffiGDYs6f3zFiuoOZ3irVLePNmVYanKr6AaCCmThUfjJtvFmv4rmJdVFytuzmt+PRTMc477nAvKCpNUY1YYqssin2+SRP3imzr6RJ2FTVcitZFxU+cUHd8anLhgliqDwpyf3VCcQnfdpt3XcKuUlBA3nsvPVp1OnhQlJ3ztkvYFXwB0WAoLsUuXYTby1lyckqv9xcVFXHUqFGsXbs2w8LC2LJlS14s3qUfNmwYQ0NDLY/AwECGhYVpI8gBkyfTUkvVlaBo3RT1r78ca5VlmaNGjWKdOnUYERHBrl27cs+ePVrIcci6dSJ4N2zoWhsms5kcNowWl3BhoX2teXl5fP7551m7dm1Wq1aNTz31FAu0tPXawdql6EobJrJ026lFizaUep+GhoYSAH+yck1NmjSJMTExDA8P59ChQ5nnZbvthQtiSTwwUBRUd4WJE8V17dTJsc7du3ezV69ejIyMJAANVDiHJ76E//4rcQl/951jvTNmzGBiYiLDw8MZGxvLkSNHstBLm+W+gGhA5s0Td9jt2zvnUrTlCBs1ahS7d+/OY8eOUZZl7t69m7l2bkEffvhhDh06VEUFzqPcIffv71xQtNUU1ZHW+fPns3bt2kxJSWFRURFfe+01tmrVSkNF9nG1UW9RkWi+bO0SdqR1zJgx7NSpE9PT03n+/Hm2bduWo0eP1liVbdxxKVo3Jj57tvzv165dy7CwMGYXL5+sWLGC0dHR3LNnDzMyMti1a1e++uqrKqpwjvR0kSIRGOh86oDiErblui6rc//+/Zw6dSqXLFmia0Akbb8nK8LaJWzrXrSs3i+//JIbNmxgfn4+U1NTmZiYyPfff19lJbbxBUSDorgU27Rx7FLMzCQ7dy59N56RkcHQ0FAePny4wvNkZ2czLCyM63SsYqxUeanIVLR/PxkbW7opakVax48fz4EDB1r+vWfPHgYFBak5fJfYskUE83r1yJQU+8+zdTdekdbWrVtzgVWZjzlz5rBu3boqK3AeV1yKv/4qAkqLFvYT0YcMGcIhQ4ZY/j1o0CC+/vrrln+vXr2aMTExKozcdayDoiNTkSyXuITt1fotq1Ph0KFDugdEsnRu84svOg6Kiku4Th3x+bWFPb0KEydOZL9+/TwbtJP4AqKBWbq0xKWYllb+99aJ6Nb7NevXr2fVqlU5fvx4xsTEsGHDhvz8889tnmPmzJmMj4+nrHNehmIq6tfPdlC01xS1Iq3Hjh1jYmIiDxw4wIKCAo4cOZIDBgzQXpADlDY+sbHkgQPlf29vv6Yira1bt+Z8qzfC7NmzCYCXtEqGdAJnXIqLFgkjzo03isBiC+XGba1VUdHmzZvzhx9+sPw7LS2NAHhBj2x2ihtXpeLKL7+U/70sk2+8If4WQ4bYdgnb0qlglIBIlt7XfuYZ2/vazriEHelVGDBggNdm/r6AaHCWLxfLSDfcQJ77bZvI4k9MZPqdj/LGJlk2m6LOmTOHAPjII48wJyeHO3fuZFRUFH+3kTjVo0cPvv32217RUhFffSWudt++ZN76zRatO3u/wprVC2w2Ra1Ia35+PkeMGEEA9PPzY1xcHI8YoNPtrl2i0WutWuTeuf9atOYPvJ93dk236eirSOuoUaPYoUMHnj9/nmfOnOFNN91EADztjpNHRaxdih9+SGEhLdY7v8Mn9POT2a6d4+2BWbNmMS4urtSNW0JCApdbuVkKCgoIgEd1tKVmZJQ4bZdO2GfRKd+XxJcGnSJAPvGEfWOULZ0KRgqIZOlm2Y8/Tpr/Krmum255ixGhhYyPd+wSdqSXJKdNm8bY2Fim2ZoRaIAvIFYCVq8mg/3z2UT6j6dRm2mIZEvsYCDy+GtSedfCokWLCIDHrDaqnnnmGT7//POlnnf8+HGaTCamOFq78zJTpogrfptpOXNRhX+jFWvgAutKJ3lw+Cflnl+R1lGjRrF9+/Y8efIkCwsLOX36dMbFxfGKAfzte/eStcIyWRPnuRPNmYsg9sWvYjbVu/xmVEVac3JyOHz4cNapU4fx8fEcN24cAwICaDaALdV61vtuwNukJPF73E8TitjJ9CczX33X4etvvvnmcvuhzZs3LzUjvnDhgq4zRIWLF8k2dU4yAPn8Gf0pA3wWk8Vsqs1mh0uMtnQqGC0gkmVyY/2+ZxH8uB6dGYZMXisd4onnHOdpONK7ePFiRkdHc5f1kpDG+AJiZSA5meuCejEUWYzFcdbHUVZBDleip7DklamufPjwYQLg8ePHLT979tlnywXEd999l507d/aKBKdJTuaUwOEEyEb4jxG4xPo4yhTEu6W1b9++/OST0oG0atWq3ObtNg22SE7mgSrNGYuTrIZ0NsI+sd+GJzy6rgpTpkxhu3btNJXgCoUbk/mA31wCZEtspwQzu2MNsxFiU6/CiRMn6OfnV27vdNCgQXzjjTcs/16zZo1ue4ilSE7mxeDavAmb6Y983oB/xX4bPqIc7LpOBSMGRJJkcjLHBvyPANkMuxiCbF6H/3gKtd26riS5fPlyRkVFccuWLVqPvhS+gFgZSEoiJYmLcTsBmYDM7zFI/GlMJvH7MnTu3JlPPPEE8/Ly+N9//7FmzZpcXSZ7vVGjRpw2bZq3VDhHsdYn8AUBUoKZ+9HIba1jxoxhx44defbsWZrNZs6aNYshISGWVAVdKda6C80ImAnIfBYfu601NTWVp06doizLTE5OZt26dbnSKEUiSTIpiUXwYxwOEyDDcJnZCHaolyTfe+89mzduy5cvZ0xMDPfu3cuLFy+ye/fuurhMy1F8XTNQlQHII0C2x5+U3dQpyzJzc3O5d+9eAmBubq7X00scUqz3diwhQPqhkCdRx+3rumbNGtaoUYPrdUgw9gXEykBiIk+gLq/FQQYgl4HIZT0cE7MmQOzklyE1NZW33norQ0NDGR8fz6/L2Pw2bdrEkJAQZrqS7OgNEhO5Ce0YjssMRjYBM3tgtZhFuKE1NzeXTz/9NGvVqsXw8HC2atWq1L6TriQmMhNh7Iz1BIoYjGyG4zL/Qnu3tK5fv57169dncHAwGzVqxNl6dVm1R2IiJ+MZAmQwskRuJSaKQGFHL0k2btyYU+00tpw4cSKjo6MZHh7OIUOGGCNQJCbSDIlDMc2iVUIh5+E+t3QePXqUAEo96tevr7EIF0hM5K+4jYHIs1zXAVjMPAS6pbdbt2708/MrlafYu3dvrVWQ9AXESsHRfs8wHimMwCVuQjvuQEtGIo2xOMkDUmNR5fkq4a9b3mIYMtkQB5iKOpZ9ps5Yz0wp4qrSevGuR9gOm+iHQs7HQJ5ELBthP0ORxXVSt6tKK0l+2PJ7UbIPC5mHAI7AJ6L6Dj6jWfK7avQW3TuIQzBdpMzgbWYijF2wjiYUcab08FWjU2FRp48YgHzeiK1MR3V+jqeFDwC/MlcKrlR6fQHR4Bw6RF4Tk8dqyOA2tBZ/DoC7cD1r4hxr4YxwKV4F/PknGRZSxIbSQaYqSy4Af8C99EMh25uSeWnVVr2HqQrp6WTr67IYgHwuwh0WradRi02wl8G4wlWf7tV7mKrx7rtC4r1+P7IA/iRAGeDLmECAfMzvO+FSrOQUFZEP33aeADkGoy3XNRshvBmrKMHMqa9XnB9cWZg/n/Tzk8VnExEWvd/gMUow8xbTGl5Z6919QE/wBUQDs3+/SGiNjCT/eeJLsUFtMlFZm99bJVG4FGuWzs2rjGzcKOpXNmpEnnrhw3JaFwYmMcBUyBtvVL+dkrdJSyvpDPFL0uxyWs8F1+cN0Wc8qpFpFGSZHF0cFx54gCx8c0wpvbJk4ij/8cKl+LCxOni4SlGRaPgNkP/ruqbcdc0JrsHeDQ4SEHm3lZ3vvxfyOnemcAmX0Ts98AlKMBuug4cjfAHRoOzZU5KIbmmKquRvtW4t/puczAMHyldvqWxs2CDqfDZuLBrOkrSp9ZdfRBBp2dJ2oYLKgM3egTa0WtfINEqPR1eRZVHeCxDlvizBzoZepVm2veotRqeoiHzwQaFh7NjiH9rQmZcnKjIBoutLZeW770RZvh49rBoR2NA7Z44oHGKUHo8V4QuIBuTff0URXGeboqaklNT39LJL2WPWrxfB8LrrnOsEsWKFCCbXX2+73qWROXVK6HS2u3xGhmgw7O8vSvlVJmRZFCMHRJkvZ1Ihx48Xz7dV39PIFBWVlNl7552Kn5+fL5pkA6JBeGXj66/F2Hv1cq5V3Y8/ivdw27YiR9PI+AKiwdi+XZQ7qltXtEtxlmPHRNHo8HDRAaIyYB0Mz5xx/nVKR4TrrrOaURqcEyfIa68Vy8IbNjj/ukuXyA4dxF323LnajU9NzGbRpgoQ5b1cqQqoNJDu31+dZtlaU1RE3n+/GLMrbZEKC8UkqtSMshKgdKjp29e1dlVLlojqPYmJ6jTL1gpfQDQQmzeLxpn164tGmq5y8qTYg6sMPQLXrRNBrUkT14Khwvr1Irhce62xe+aRonRVXJxoV7Vpk+uvz8wU7cBMJtEezMiYzaKMFyAaGrtTIlfpgNKnj7F7BBYWiiVegBw3zvXXWy+zvvmme38rb/LRR2Ks7jb2/u030TuyeXP7Bdz1xhcQDcLGjWJ216ABaVWIxGVOnyabNjV2F/m1a0UwbNrUs2XPTZtEkKmoXqKeHDokihtXry6KHbtLdrZoHC1JopG0ESkqEsYYQJTz8uQLXukif8stxuwiX1gosgkA0crJXYqKyEcfFcd55RXjBsX33hNjvO8+z5azf/9dfDc1berejbDW+AKiAVi7tsRUkprq+fHOnRPFwKtUMZ5L8Y8/Sj4QauwBbt1a0k7JiW5XXmXfPuESjooSbXA8JSeH7N1bfCK++MLz46mJ9WxJrSXAGTPErNhoLkXr5c7x4z0/ntlMPvWUON5zzxkrKMqyaD9mcQmrYHhSvu8aNVLn+05NfAFRZ7S6YzKiS3HNGqG1WTMRtNXCmZ5r3mb3buESjomxcgmrQF6e2F8DyI8/Vu+4nlBQIIwwagUIa+bONZZLsbBQzJIAcsIE9Y4ry+Tzz4vjPvWUcyYkrbHrElYBpVm2pytiauMLiDqi9Zq6kVyKq1eXuEPVDIYKFXXl9iauuoRdxdqlqHYAchXrAD1pkjbnUFyKN92kbw5qQQE5cKDQ+uGH6h9flsWyKSCWUfXMyXTHJewq1p4JozTc8QVEnfCW6+ry5RKX4rx52p3HEatWlfR01HIz/b//RBCKihJBSQ/cdQm7ihFcirm5wvgCCCOMlujtUrSeBZftU6kmsky+9ZY4z4MP6hMUPXEJu8r27aJZttafF2fxBUQdWLDAu3k5WVn6uRR//907wVDh4EHx4apRQ3Sm9ybJyeKONy7OPZewq1hXRvG2S/HKFWF4kSRhgPEGy5aVrKhoscpgj4KCkhn5xIneOec774jzJSV5NydTDZewq1ivqJRtAO5tfAHRy8yZIwJTp07e3RPRw6W4cmXJF5g3K8scOSKWYapWFcsy3kApPeftPRGzmXzsMfEpGTnSO19gWVnC6GIyCeOLN1m1qmTP3ZlCDp5iHQy1WhK2x4QJ4rx33eVemoOrqOkSdhWblbl0wBcQvcj06SIg6eWa86ZLccUKEQxbtNBniev48ZJCBRs3anuuP/4QaSRquYRdxWwmn36aXnEpXr4sDC5+fuLmTg/WrfOOSzE/X+Tc6Wlg+uQTcf7bb9e2UIEWLmFXsa7drFcZSl9A9BJTpgglPXvqm1flDZfi8uUiGLZsqW9VitTUkkIFa9dqc46VK8WSsN55Vd5wKV68WGLS+vFH9Y/vCopLMSFBVGlSm/x88o47xN/z00/VP74rfPmlGEfv3s6VSnMVLV3CrqLk7VarJlKqvI0vIHoBpfLGbbcZo/KGlrUUlX2eVq2MUaLpzJmSQgWrVql7bMUl3KKFMSpvyDL56qvUxKV44YIwtAQECIOLEdDKpZifTw4YIP6Okyerd1xPmDpVrC7dfLNVMW0VyMsr0ertJWF7HD0qim24W9nJE66KgAigCoCtAHYC2AvgfxW9xlsBceJEoWDAAGPVZtTCpfjbbyLvsVUr0e/PKJw/L/Yxg4LEGNVg8WIRHFq3NpZW63ZLDz6oTiL1uXMlf79lyzw/npr8/be6LkXrYPjZZ54fT01mzRL7tl26iHJ+npKbK27SveESdpUTJ8iGDcW+vDfLUF4tAVECEFb8/wEAtgBo5+g13giI48aJ0Q8caMzq/Wq6FH/9VQTDxERjBQgFNWc43nYJu4PiUvS01JZ1KUC1Z9hqsXOncCnWquWZS9G6NZPRAoTCvHli/7Z9e1H43V30cAm7inV3GG+VobwqAmKpJwMhAHYAaOvoeVoGRFkmx4whgQOMje3PqKgoVq9enb169eJ+q1Iqu3fvZq9evRgZGUkAmo3HEWq4FJU+hc2aHWCfPvb1zpgxg4mJiQwPD2dsbCxHjhzJQi82v7PeA1uwwL1jzJ5NStIB1qjRn5GRtnXOmzePjRo1YkREBGvWrMmHHnqIl3Uos6K4FN0txqzswQYHH2CHDvavqzU9evQgAK9eV7LEpehus+y8PLJfP/GZveEG+1qnT59Ok8nE0NBQy2OtVhvUdvjpJ/EebtPGvUIFiktYkg6wVSvH1zUlJYV9+/ZlWFgYIyMjOXLkSJVUOMfZs6KYR5UqwqjnLgcOHGD//va1Dhs2jKGhoQRgBpANIB9AFg0QAMs+nA2EfgD+LRbzgZ3nPAFgO4Dt9erVc/+v6wBZJt94g8UtUrbwm2+mMj09nQUFBXzzzTfZuHFjy3P379/PqVOncsmSJboFRNIzl+LSpWLWdeON5KpVWzh1qn29X375JTds2MD8/HympqYyMTGR73tSGdkNFJekyeS6S1JxCbduvYWff25f54kTJ5hWnGeSlZXFwYMH89lnn1VRhfMoLsV+/VxbsrduJ/bNN46vq8Ls2bPZuXNnXQIi6b5LMS9PtDMCyFdfdax1+vTp7Nixowajd42lS91rlm3tEh471rHW/Px8JiQkcOLEiczOzmZubi537typgRrHpKUJnYGB4ubbHbZsce49rMwQAcwA8B0NEADLPlydIVYDsBbA9Y6ep8UMUZbJl14SI37iifJOv/T0dALghTJuk0OHDukaEEn3XIo//yyCYZs2tpcO7elVmDhxIvv16+fZwN2g5A7Z+Tw6Ry5hRzqzsrL44IMPsk+fPiqM3D2++kqM/dZbnXMppqQ4zuO0pffSpUts2LAhk5OTdQuIpCjwrjTLdsalaB0Mv/66/O/LajVKQCSFm1speuFMoYKLF8Uyvz2XcFmtU6ZMYadOndQdtJukp4ub7oAActEiNY5n+zNbPGEKBZAFoCsNEADLPlx/ATAawMuOnqN2QJRl8tlnxWifecb2LGvx4sWsVatWuZ8bISCSrrkUlVJaN91kfx/Nnl6FAQMG8NVXX/Vs0G5y5YoIbs7soXz2mTLjt+0StqVz48aNjIiIIACGhIRw5cqVKo7edaZNE1p79HDsUnSm0o8tvU8//TQnTZrEo0eP6hoQSTG7VVyKjpplW5tKpkyx/ZyyWqdPn86QkBBGRkayYcOGHDt2rK5aV68W+7tNmjguVODMHnpZrUOHDuUDDzzA3r17MzIykl27duUud9ajVeLSJbF36udH/vCDZ8ey991UHBAfAnAEgEQDBMCyD2cCYE0A1Yr/PxjARgD9HL1GzYBoNosZIUC++KLtYHjy5EnWqVOHc220PTdKQCTL11K09VlfvLjEVGJvY9+RXpKcNm0aY2NjLUuLeuCMy05pinrHHbb34SrSmZqayrfffpsHDhxQceTu8f33Yqm4c2fbLsX//hPGlKgoYVSxhS2927ZtY4sWLVhYWGiIgEiKZtkNG9pvlp2bW1Kkwt4NkS2tKSkpPHLkCM1mM3ft2sUmTZpwnDvdgVVk/Xqhs2FDobss1i5hey5rW1p79uxJf39/Llu2jPn5+ZwwYQLj4+OZ742yOXbIzBTvX5NJuG7dwdFntjggrgEwhgYIfrYezgTE5gD+AbALwB4Aoyt6jUcBMTlZ5CwkJrLo3kEc0vccAfL1120Hw/Pnz7NJkyZ89913bR7OSAFRoVQtxY2bLXoXdfqI/n5mtmtnPxhWpHfx4sWMjo7W9W5ToVQe1oijFp1MSuK4J487dAlXpFMhOTmZrVq10mT8rvLDD1YuxVVbLXp39R7JmtULHHYLsaXXbDazTZs2XLduHUkaJiCSYsZ03XXFzbIn77VozR34IHu3u0iA/PZb26919trOmzePiYmJGozeNf76y6pZ9qIdFq1nBgxj0/grDA4WdYVtYU9r//792a1bN8u/ZVlmREQE/9Wrcn4x2dlipUOSyGlvHC71mWVyssPXVnRdi2OIGUACDRD8bD00OajbAXH0aOEDliQWwo/3YzYBckzXP2wGw4yMDLZs2dLh0qARAyJpVUvRbzHzEciFuJP+KGA702ZefvU9m6+pSO/y5csZFRXFLVu2aDl0lygoIO9psocA+T5eowxwjPQ2AfL+G/61OUt25roqKMunRmHhQjLAVMg2pm3MQHXuQEtGIo11pFPc/7Ttsiz29F68eJGSJDEmJoYxMTGMiooiAMbExHDDhg3ekOOQs2fJ66PPsgpyuAK3MgdV2AsrKcHMqbcvsfkaV67tDz/8YJibna1byWpVclhPOs7DaMBU1GEj7Gcosrj2oe9svsaR1jfffJPdu3e3/NsoAZEUe+G3NjhIgPwKT4ovKpNJfDePHm3zNc5cVwCpADbQAIHP3sM4ATE5WfzBAV5BFXbFWgLkOLwmfl7m7uTy5cts06YNhw8fbvNwsiwzNzeXe/fuJQDm5uYyz0jZ+8nJ/CTgZQLkNThGfxSwPf7iZYS7pXfNmjWsUaMG13sz09YZkpNZGBzOwcU3N/VxhAA5BN+xKDjMZZ2zZ8/m8eIK38eOHWOXLl145513ai7DaZKT+UvQXQxEHmvhFMNxmfVwjIeR4PJ1lWWZZ86csTy2bt1KAExNTdV1ac1CcjLTgq9hS+xgAPIYixOUYOY0DHXrPbxs2TKePXuWJLlv3z42a9aMY8aM0VyGUyQnc0eV9oxEGmsgjTVxjuG4zD/RwS2t+/fvZ3BwMFetWsWioiJOmjSJCQkJhrmuucHV2Q9LCZBPo3ijH3BLqwKAPACP0ACBz97DOAExKUnM0wHegt9F4jPmldydJCWVevqMGTMspgrrvCXly1JZXrJ+1K9f3/VxaUWx3r74mQDph0KeQ5Tbert160Y/P79Sv+vdu7ceykpTrLMQJtbAeQJkDE6zCJJbOt944w3GxsYyJCSEsbGxfPzxx+06bXWhWO+7eI2ATEDmNiS6fV2tMdKSKUmL1pOoQxMKCci8F3Pd1vrSSy8xOjqaISEhjI+P51tvvcUCo1TdKNb6K3pbrussDPboui5cuJANGjRgeHg4u3btyj16d99WKNaagyDWx1EC5BfWM0U3tG7atEnJQwynAQKfvYdxAmJi8ZcGwDTUYHP8KxxqKG4gpnPTYdVJTOQsPEATilgNFwiQvbGMuQi6uvQmJtIMic9gMgGyerHWl/Ah5atJp0JiItejM8OQyQhcZCBy2QR7eRq1rq7rSpKJicxEGLtgHYEiVkM6/VHARbjjqtR6ENeyLk4wGFkMw2XWxDnuxA1XpdZC+PFBzCRA3omfaFZmiB5orQyVakwwCo0aASYxnChkYAva4jb8hmH4Bp9Lz4jfX0V85/8EHsZMdMM6pKIepuJRrMStuANLkCcFXzV65YaN8RS+xud4Fi/hI6ShJobjc0zEy3gOk8GGV4dOhT+q3ok+WI66SMU+NMXvuBUnUA9dsR6p0jVXzXUFgMtxLXArVuIvdMQ83I9jiMeN2I57sQCLpLuvKq37YrqhK9YjD1WQjI74GzciEAXojrXYIbW+qrQWXtsED2I2vsdDeAdvYhHuKQkUJtNVpbUcWkRZT/cQlUceAjkAiwmQE0ccdf2YBsWSzG36nTmoYtE7DUMpwcxeplXMWeul7rsaUlREi0v4DbwrZoQAZYAv4iMC5LA7zmrSTkkPVqwgqwSaeb20h2cRbbmuf6E9I3CJCVIKjy2yk4BYycjIINs0yaI/CvgT7rJovYxwtsdf4ufj9E+HUYPdu8no6vmMwVnuQVOL1hTEsz6OshoyuGWq/q5uNcjPJ+/qJlZxJuDlUt/H9vYQnQWVYIZonIBIlrhMTSYq69UFwREc2HS3MNjom5KkCp9+KqT160fmvjG2nN7vAodRgpk9e2rTn81bWDdF/V/XNZSDS+uUg0P4esf1BMihQ9Vtp6QHSs3Zli3JtJfHl7uuW4M6CZdiPVHxpTKTlia6rgQGkkvvm11O6+XgGHaoe5x+fvr3dvSUHTtEubo6dShcwmW0HqvSmAnV0xkeLvpIVmasC7B/cuuycloduUydwRcQ3UHJQ2zd2pL7UlhI3n+/GO2YMdp2LdcSS6rFXVaJ6Db0KnU9b7lF34bH7lJQIPILAdJSTtWGzpJC7eL6GsUr4iqLFpXUnLV0I7GhV/lyjY0VtUErI+fOiXJmVaqI8mYkbWrNzCyp6+lusXe92bpVlKkrdRNjQ6s3mmVrTU6OKD8IiBUskja1eoIvIKpIURE5ZAgdJukbmXffFWN3tmXQjBklTUsrU1C0TsafONG517z3Hh0m6RuZUsn4lyp+/q5domtETAy5d6/241OT06dFGbPgYOdaBmVmkp06ib/P/Pnaj09NSiXjH634+Vo2y9aaUsn407Q7jy8gqox1GbeXXqocQdGTprIzZ5bUyKwMQdG6XJurDWArKuNmRCoq12aPvXtFGbeaNe2XcTMa1uXaigvnOIV1UPS0Rqa3WL9eNM9t2FA003UWZfZsxGbP9lCjXJuz+AKiBsiyKPANiILfRg6K1gW9H3nEvX0y5Uu3e3fHhaP1xrqgt71izhUxebL4W9kr9G0knC3obY8DB8TSqaNC30ZBaVdVUUFve2RllXzpzpun/vjUZPVqsVV23XWOC3rbQyn0HRgoOtYYGTULejuDLyBqREWtoIyAOy2f7DF7tvgy6dbNmEHRuuXT9OmeHUtpBdWrl3Fnxa62fLKH0gqqWjXSQNX2SuFqyyd7ZGWRXbqI97GdWu26s2KF2Bu9/npRls5drJtlG9VUlJEhWssFBIhyg97AFxA1xLpZ8JAhxnIpetIU2B5z5ogvk65djRUUrZuiutoU2B7ffSeCqxFnxaVcwirMYq2bBRvNpbh/v5jFutoU2B7Z2eL9604Daa1xtymwPbT4XKiFGk2B3cEXEDXG2qU4eLAxXIpmM/nYY2JMI0equ6Q7d674MunSRdxx6411U1S1nYTKrLhTJ/HlYgQUl/Cdd6q7z2lEl+LevcL4U7OmMAKpRXa2WE0wmcQ1NgILF4r3cJs2YuakFllZJTcAzjbL1pqzZ8UMuEoVMSP2Jr6A6CXGjaMhXIpFReTDD4uxvPmmNvub8+aVGDn0DIrONEX1lPnzxR1227b2GyV7C6Vll7MuYVc5fdo4LsWdO0UgrFVLGydsdraY/ZtMYo9cT+bNc80l7CpXroj0KUmy3w7LW5w6ZdWyywmXsNr4AqIXmThRqBkwQFj/vU1hITlokBjD2LHankux+nfq5Jq7US3On6+4KapaLF4sgm7r1lY5fl7EmabOamEEl+LffwujT2ysMP5oxZUrJVZ/rd2N9pg1q2TFRcvPUW4u2aePeA/Za5atNSdOkNdeK9yzejXE8QVEL/NZcZeS227zrksxP5+8+25x7g8+8M45ldlTx47eDYrW+Vb2mqKqza+/iiDRooUIxt5CDZewq+jpUtyyRZhn6tcXhh+tuXJF5NlKkveXFD11CbtKqWbZk7Q/nzVHj4p8yogIctMm757bGl9A1IEpU8QbvWdP77gU8/LI/v3FX/Ljj7U/nzULFoig2KGDd/bZ9NzrWrlS7Hs0ayaCstao6RJ2FT1cin/+KYw9CQnC6OMtrJcUPXUoO8uXX4rr2ru3d8sjFhSQ99wjzj1+vHfOqZZLWA18AVEnlNJn3bppu8+Wk1OyFPLFF9qdxxE//liyB6JlUDx+nGzQQF835B9/iByxxo1FcNYKLVzCrnL5srjR8YZLce1acZPTqJG2f1d75OSU5LB+Z7v5vGp88om4rrffrt/WilLjV+utlf37RQ1WtVzCnuILiDqiuBQ7dtQmUBhps/ynn8RsQqugqOTLVa1Kbta5CceGDWIfpEEDEaTVRkuXsKsoLkUtlxRXrRLL302bupeIrhY5OSL3VMvyYR98wPK1hHXA2nw3apQ277E9e4RLODpaXZewJ/gCos4sWCAChdouRWs79cyZ6h3XExYtElrbtVPXLXfwIFm3rjBabN+u3nE9ITlZBOe4OPLIEfWOW1REPvQQNXUJu4r1jdc336h77GXLxN7sDTcIQ4/eWBeYnjpV3WMrLuGkJGPUyzWbyceLe5+//LK677V//yWjosjatcn//lPvuJ7iC4gGYMkSdV2K1ktZRitDpQTFtm3VCYr//Sc+VFFR4kNmJLZvJ6tXJ6+5hjx0yPPjedMl7CpauBR//lkYdxIThZHHKOTmir09QJ2Vl7IuYaMV8Bg+XIxtxAh1gqLiEq5bV9zMGglfQDQIv/0m7oSbN/fMpZiRUWJ2+Okn9canJsoNwE03eTYr3r1bLLfExIjlFyNifSe8b5/7x9HDJewqaroUf/xRvIc9fY9ohfUNgCezYlkmX3lFHOfRR40VDBVkmXzxRTHGJ5/0zLy1ebNYOalfX92VE7XwBUQD8fvvwqXYtKl7LsULF0qaoi5eXMRRo0axdu3aDAsLY8uWLXmx+Jtl9+7d7NWrFyMjIwlAXRFO8vPPIii2aePeF551U9S9e+1rnTFjBhMTExkeHs7Y2FiOHDmShV4uF2S9V7J7t+uvt26KOnGifa3z5s1jo0aNGBERwZo1a/Khhx7iZS+X0LF2KVr6TLrInDklzuSMDPt6renRowcBePXaWndOcadYvCwLQxRADhtWxDfesK1z+vTpNJlMDA0NtTzWetlCLcvka6/Ro/SejRtLXMJHjji+rikpKezbty/DwsIYGRnJkSNHqifGAb6AaDAUl6KrbjrrhOnly8lRo0axe/fuPHbsGGVZ5u7du5lbnPi4f/9+Tp06lUuWLNEtIJKiNqPStNaVclRKU1RlKdKR1i+//JIbNmxgfn4+U1NTmZiYyPfd/ab2gH37xCwxMpL85x/nX5eTU7I898UXjrWeOHGCacVFLrOysjh48GA+++yzGqhxjPXS7v/+59oym9Jjs2tXsQ/uSK/C7Nmz2blzZ68HRFLcrPTty9JNa53AbBapMopL+I037OucPn06O3bsqI0AF5Bl8u23xZgfeMC1AhBlXcKOrmt+fj4TEhI4ceJEZmdnMzc3lzu91IPMFxANiHIn5axLsWxT1IyMDIaGhvKwpYW2bQ4dOqRrQCRF4d7AQLF/6kxQ3LSpdFNUZ7UqTJw4kf369fNs0G5y6JAI4tWrk9u2Vfx866Twb791TWtWVhYffPBB9unTR4WRu447LsVvvhFab7lFaHdG76VLl9iwYUMmJyfrEhBJERT79RNav/yy4uebzWJ5FBDLpenpjnUaJSAqKM2y773XOfPP77+XuITPnKn4uk6ZMoWdOnVSedTO4QuIBkVZa6/IpWirKer69etZtWpVjh8/njExMWzYsCE/t+F0MEJAJEWVF8U84chUZKspqrNaFQYMGMBXX31VZQXOc/SouKYREcKJag9bLmFntG7cuJEREREEwJCQEK5cuVIzLRXhikvx88/F8/r0Kang5Izep59+mpMmTeLRo0d1C4hk6WVtR/m+1i7ht94Sf5OKdE6fPp0hISGMjIxkw4YNOXbsWN10KijNsisqIm/LG1GR3qFDh/KBBx5g7969GRkZya5du3KXl/IyfAHRwGzfXsaNlZwsPNmJiWRSEo8t+ttmU9Q5c+YQAB955BHm5ORw586djIqK4u9l6pgZJSCS4oMTGCj2QNPTWU7r6sl7bTZFdVYrSU6bNo2xsbGWZUW9sK7ZuGEDy2m9tGqrTZewK1pTU1P59ttv84CWxT6dwKZLsYzeSSOO2qzxW5Hebdu2sUWLFiwsLNQ9IJKlK0J9/jnL6SzYuJlJSeL377xT8rqKdKakpPDIkSM0m83ctWsXmzRpwnHjxukj0gqlWbalzVgZvUs+2M+AgPIu4Yr09uzZk/7+/ly2bBnz8/M5YcIExsfHM98LiZm+gGhwLC7FsMv8r0orsaYEMEVqwHrScVarklOuceuiRYsIgMes6ls988wzfP7550s9z0gBkSzJOWtV6xTTg2MtWldIvVkFObw++my5pqjOal28eDGjo6O9dqdZEadOiWo2IQH5XBPUx6I1Q6rBNqZt9DcVlXMJO6tVITk5ma1atdJShlPIMvnCC+KTPKz1VpqDQy1635deI0De02RPueU3R3rNZjPbtGnDdcXLIkYIiKSYLSlO288CXrDozJeCeJffYpsuYVev67x585iYmKihCuf5+muhtVfCIeYE17DoXSDdS38UsG3siXKmuYr09u/fn926dbP8TpZlRkRE8F8v5FVVhoBowv9jWrQA1n26E3J2LrrlLcceNsVBNEQXrkM2Q7EGt+AmeXOp1zRv3hwAIEmS5WfW/29U+vQBlry/D/+drYGbc39BOqvjF/RDfy7BddiPtVltEHPUda0rVqzA448/jl9++QU33HCD9kKcoE4dYP2kvxFfdBh98xdiJXviAiJxM1dhp3wDFvon4e5Yz65rUVERUlJStBHgApIETJwIvPbgKUz5uw0ey52MIkoYi7fwOt/HIMzFvGPtEfC383ozMzOxfft23HfffahVqxbatGkDAKhbty42btzoJWXlCQwEFry0BXf4LcWzhZMwmc8gH4G4hwuwyHwHPg54Ba908ey6SpIkZgoGYNgw4LtRKVh1JAF9c3/EFQZjLgYhiXPRFlvwe0YbVNvvmt7mzZtXiu8r3dAiylaWGSJJMimJ+9GYdZDKEGQxHJdZE+e4C9eLTaakpHIv6dy5M5944gnm5eXxv//+Y82aNbm6uMGYLMvMzc3l3r17CYC5ubnM06Nooi2SkrgCtzIIuayGDPqhkDdiK9NR3S2ta9asYY0aNbher34yjkhK4nnUZAv8Q3/ksxrSGYRcLsetbmmdPXs2jxe7sI4dO8YuXbrwzjvv9KokR8j3JfFtjCFA1kAaAfJhTGcRTC7rlWWZZ86csTy2bt1KAExNTfXK0ppDkpKYj0DeiYWltH6JJ926rsuWLePZ4qWRffv2sVmzZhwzZoxXJTkkKYnf4wGaUMQauEAJZnbDH8xCqFt69+/fz+DgYK5atYpFRUWcNGkSExISfEum9C2ZChITSYBL0YeATEDmXNwr/jSAsGiWITU1lbfeeitDQ0MZHx/Pr7/+2vI7ZXnJ+lG/fn0vCnJAsdanMJmATAlmHkKC21q7detGPz+/UjlcvXv39qYi+xRr3YvrKMFMQObz+MhtrW+88QZjY2MZEhLC2NhYPv7447xgpBIviYmUASbgEAEyDJeZhwC39VpjlCVTkpbregnhDEAeAbIT1rut86WXXmJ0dDRDQkIYHx/Pt956iwVGqO2mUKy3PxYRkOmHQp5GjEfXdeHChWzQoAHDw8PZtWtX7vFS5Q1fQKwMJCVxh5TISKSxOtIYiXOMwCUmo624Axs0SO8RqkdSEhdI99IPhayFVAbhCptiD0+j1lWp9aR0DRviAKsgi7WQSj8Ucj4GXn1aKWaII/ApAbIejgqXIhYyHwFXl96kJF6RQnkzVhEwsy6OESDfw+tXl06FpCR+Lg0nQMbiOP2QX3pVpxLp9QXESsCWqbtYDRmsh2M8jASeQF1ei4MMQyY3BN3i2L9fyZj/zgH6oZAdsZGZCOM6dGEostgI+5lapcFVpfXYor+ZIKUwApf4F9ozE2HsjPU0oYjfBz5yVWk1m8lhd5wlQL6IjygDnIxnCJB98Qtzg6tfNXqvrN3CHqa1lGDmTDzIQvjxAcwiQL7t/y7lTVeHTgWLSxiLmYdA/oK+DEQeW2IH04KvqVTX1RcQDc5ff4kk/fhq6TxWpbG44wJ4SorlddI+4VJco/co1eGHH0SqQadrjjEzONqi9U+pE8NxmQnV073aGFZLLE1Rq+RwS1Bni9ZsKYzdTesowaxZiyFvU1REDh0qPsmvddxAOTjEovdr6UmLS9EbzbK15soV0eFegpmzAh+16CyS/DnUb6b4G7xmjC4lavD++yxxCQdHWPQqzvBmNcs7w42MLyAamPXrRcJ9w4YiAd+S59O6NZmUxLO/bef114v6pzrmX6vCvHkiGHbuXNwwuYzWzVN3W4oCp6ToPFgPOXCAjI0VOaZ//81yWq+s3cJevcQ7386WWaWhsJC8/36h5e23y+QhFuv9btRhShLZvTuZna33iN0nO1toMJnI779nOZ3mv5I5bJj4W7z4YuUPiv/7n9AyeHBxGbcyetd8VpI7fOqU3qN1Dl9ANCirV4tyR02aOG6KmpZGtmwpktp//dV741OTuXPFl0iXLsXB0A5GbhvjLHv3krVqkTVrOm6KmptbUiNz8mTvjU9NCgpEeS9AlPtyxPffi/dA585kZqZ3xqcm2dlkt25Cw+zZ9p8ny+Szz4q/yTPPeNY5Qi9kWZTjA8ghQxwX+laaZV97bUl1KSPjC4gGZPlyMetztilqerookB0QIPoNVibmzBFfIl27Ojc72LlTBJNatYzVWNQZrMe+d2/Fz8/PF6WxAPLDD7Ufn5pYj/2jj5x7zfz5YpWgXTtjtnyyR3Z2SZm9OXMqfr4si1J2gChtV5mCojtjL1t/2Mj4AqLBWLq0pISZK475S5fEF4mfn/hiqQzMni2+RLp1c22pbO9e0U6polmWkVBmt7GxYsnUWaxnWe++q9341MST2e2iReo2y9aarCyxsmEyiZUOZ5Fl8o03xN/o4YeN2QexLLIsyu8BohyfK4F827bSHWqMii8gGoiffhJNUdu0ca0dkkJmplhysuxhGBhliczdfaP9+0UvxMhI0RvRyGzZIr4M6tUTZhpXKSwU7XYAcvRoY+895eTQ4/1PpQNKixZiS8CoZGWVfN6sa846iyzb2IczKGazaA7syf7nP/+U9DDdv1/1IaqCLyAaBMVU0qGDmO25S3Z2sctNIr/7Tr3xqcmsWWJ8PXrQI2ehxalZTfRINCKKSzghgR45ZEs5NQ3qUlRMJWq891auFNsGzZrRkC7FzEyyUyfxmf3hB8+OpTg1Bw50rp2StykqEk2BAfL11z177+3eLRplx8SIxtlGwxcQDcDMmSWmEjUMBWrcpWuF0gD25ps9C4YKx46JvYmyHT+MwLp1JU1RT570/HjWd+kvvGCsoKjF6sSaNTSkSzEzk+zYUQTDBQvUOeakSeK6lu34oTfWqxMWl7CHKM2yo6JE8wIj4QuIOjN1akmAUNNybkSX4vTppRvAqoV1T0ijlCxdtaqkKaojl7CreLKPoxUXL2q3f200l6IWwVBB6Ql5220lPSH1xBWXsKscPCjc4tWrizZ3RsEXEHXkiy+Eut69xaxObYzkUvzuOxEMe/bURuvp02ImERwsUlb0RGlj5axL2FWsnX6PPaZvUExPFwYYLR3OycliBaCiZtlac/kyLX0qf/xRm3N88402N42u4o5L2FWOHBF5xVWrGqeYjS8g6sTHHwtlt9+u7RJJQQF5333U5C7PWaZNEx/yXr20CYYKZ8/SUqhg+XLtzuOIn392zyXsKta5YHq5FNPShPElMFAYYbRk2zYxm9DLpXj5Mtm+vTC9le1TqTbKSkq3bo7zcrXCm6tLx4+TDRqIffaNG7U9lzP4AqIOfPCBUHX33eJOTGu02AdwFmVJ+NZbtQ2GCtaFCpYu1f581igu4Ztucs8l7A5jx1IXl+LZs8Lw4s0qSf/8I/ad6tQR+1DeQklp8vf3Xp7vnDliJtqxowjG3kIP/0FqqmiWHRpKrl3rnXPawxcQvYzyBZaU5N0vMD1cit9+S8uSsDf3RDIyROqKvz+5cKF3zjl3bolL2JtfYCQ5frz4O99zj3dciqdOieXpkBB6vY7u7t3CoRgTI/5fay5dItu29W4wVPjxR3Hetm29U6hATZewq5w5I/bbg4PJ33/37rmt8QVELyHL5JtvCjUPPqjPEpc3XYrffCPO06ePPgaBS5fEEpefn3s5Yq4wY4Zzpee0RHEp9u+v7RL8iRPC4BIWJgwveuAtl+LFi2K27+9PLl6s3XkcsWSJ2J9NTNR2Cd4IOcznz5PNm4v9999+02cMvoDoBWSZfOUVoeTRR/WtSuENl+KUKTSEWy4zs6SKyKxZ2pzj22+1cQm7g+JS1Oom5OhRYWyJiBDluPREa5fixYtilSEgQAQlPfntNxEkmjcXQUNtjFTl6sIFEfz1+rv7AqLGyDL53HNCxVNPGcMmr2Utxa++Esft29cY+VTWhQrUbqektUvYHbRyKR46JAwt1asLg4sROHJEBGi1XYrWwdDb+9D2+P33kjSeM2fUO64R6yBfvFiyTK12aktF+AKihpjNIggC5PPPGyuRWguX4pdfiuP162eMYKiQkyOCFiDGqAaKS1jrJUp3UJZw1XIp7tsnjCxRUcLYYiQUl2JYmDouxYyMkgBhlGCosHZtSaGH1FTPj2dtQNPaJewqly+LSkDOFkxXC19A1IiiIrE8CojlUiMFQ2vUcikqsyWt00jcJS9PjA0gP/nEs2MpJhZvuYTdQS2XomJiiY72jonFHRSXYkgI+ccf7h8nI0PkVBoxQCj8+adIUWjQQNwMuIseLmFXycoSN3WSJFJRvMFVERABXANgLYD/AOwF8FxFr9EyIBYWCuMMQLZq9TgbNWpESZI43cFV7dGjBwGwUIcKv566FJW9q/79yUcesa93+vTpNJlMDA0NtTzWetFnnZ9P3nWXGOsHH7h3DOUGIiHB8XVNSUlh3759GRYWxsjISI4cOdKzwbuB4lJ0Nw3k33/FrLB2bXLgQPt6hw0bVuqaBgYGMiwsTB0RTqK4FN39gk9PF3tXgYHkrbfa1yrLMkeNGsU6deowIiKCXbt25R4vF+XcvJkeNcu2dgn37Wtfa15eHp9//nnWrl2b1apV41NPPcUCLxdbvXJFFPMAhDfBXQ4cOMD+/fszKiqK1atXZ69evbi/TIXxSZMmEUAhgEwA3wEIogECYNmHMwGxNoDE4v8PB3AQQFNHr9EqIBYUiJQKgHznHfLzzz/n6tWr2bp1a7sBcfbs2ezcubNuAZF0v5biZ5+VvC4/37He6dOns2PHjmoO22XKXh9nsXYJP/QQOXmyfZ35+flMSEjgxIkTmZ2dzdzcXO7cuVNdIU7irktx+3axX6g0Y3bmfazw8MMPc+jQoZ4N3A3Ony8pFOBKs+z0dFFIITBQGFgcaZ0/fz5r167NlJQUFhUV8bXXXmOrVq1U1eEM27e71yy7rEvYkdYxY8awU6dOTE9P5/nz59m2bVuOHj1aXSFOkJsrDHqA+L5xhy1btnDq1KlMT09nQUEB33zzTTZu3Njy+xUrVjA6OpoA9gCoDmAdgPE0QAAs+3D9BcDPAHo6eo4WAdF6BjJhQunfdezY0eYXyaVLl9iwYUMmJyfrGhBJ12spTp4snn/HHeWXDm3pNUJAJMVytjKDf+utipezZZkcOZI2S6XZ0jllyhR26tRJ/YG7iVJKrnlz50rJJSeLGYitUmn23scK2dnZDAsL47p16zwas7tYl5JzJlXiwgWxjxYUJP5O1tjSOn78eA4cONDy7z179jAoKMjzgbuB9QzemWbZR4+WFMIv6xK2pbV169ZcYOVqmTNnDuvWrev5wN0gL0/cdAPkxImeHy89PZ0AeKH4LnHQoEF8/fXXLUumAG4GcJYGCIBlHya4gCRJcQBaAdhi43dPSJK0XZKk7Wlpaa4ctkLy84F77gEWLQI++QQYOdK5173xxht46qmnUKtWLVXH4w7DhwPffAMsXw7cfjuQk2P/uZ9+CowYAdx5JzB/PhAY6Nw5/vnnH0RFRaFRo0Z45513UFRUpM7gXcDPD5g+HXj0UeCdd4DXXgPEZ6A8JPDCC8CHHwJPPw1MmQKYKnhHbt68GXFxcejTpw+ioqLQrVs37N69W30hTtKnD/Drr8ChQ0D37sCZM/af++efQM+eQFQUsH49EB/v2rkWLlyImjVrokuXLp4N2k1q1ABWrwZatwYGDgR+/NH+c9PTgVtuAfbtA5YsEX+nikhKSkJKSgoOHjyIwsJCzJw5E71791Zt/K7QogWwbh0gy0C3bsCePfafe/gw0KULcOkSsGYN0L69c+eg1QeDJFJTU3H58mVPhu0WQUHiWg4cCLz0EvD++54db8OGDahVqxYiIyMBAHv37kWLFi2sn7ITQIwkSZGenUkDnI2cAMIA/A3groqe69EMMTlZrLslJpJJScxZu5m33kqHLkZbd2Dbtm1jixYtWFhYyKNHj+o+Q1RQWjRZXIpl9H783FECYjZsb0vBlt6UlBQeOXKEZrOZu3btYpMmTThu3DjN9djD2gX83HOkvKm0TvNfyZZCBvZcwrZ09uzZk/7+/ly2bBnz8/M5YcIExsfHM19nB451O6rUVJa7rn98vpchIcKgYs/FWNEMsUePHnz77be1GL5LWLsUZ89mOa1py7exRQsxM1yxwvYxbGnNz8/niBEjCIB+fn6Mi4vjET0rjtNGs+wyWvfN+8fye3suYVtaR40axQ4dOvD8+fM8c+YMb7rpJgLgaTXbt7hIYaEwAALkmDHlP7PO5N+cPHmSderU4dy5cy0/S0hI4PLly61niAEACCCOBpgVWj+cDYYBAFYCeNGZ57sdEEePFrvRkkQCzJbC2MO0lhLMnDrV/svKvuHMZjPbtGljWVoyUkAkrVyK1xzj5eAYi95J0gvCYdlkj0MDTkVfnCQ5b948JiYmqjtwFymVJ+o/hWaYSIBFkj8f8ZtBgHz1VfvLqrZ09u/fn926dbM6h8yIiAj+a4Dmb4pLMaF6Oo9VaWy5riulW1kFOWxa85zDPDdH1/X48eM0mUxMccfpoQFZWcWlyGDm9MAnLFrTpJpsLu1iFf8ChwYce0Giffv2PHnyJAsLCzl9+nTGxcXxip6tKViSJ1qtSg63BnWyaN0jXc8YnGV0aJZDl7AtrTk5ORw+fDjr1KnD+Ph4jhs3jgEBATTrnExdVEQOGSI+s2/4f0AZQitNJvHd7GCf8/z582zSpAnffffdUj9v3rw558+fbx0QI4sDYiQNEAStHxUumUqSJAGYBmAfyUlqzk5LsXkz8NFHYi2RRBbCcBt/xTq5M2YGPoFHm212+lCZmZnYvn077rvvPtSqVQtt2rQBANStWxcbN27USoHTDB4M/DD2ILacrINeuUvwf+2deVxUZfvGrzOAAgMoKhLuoqKJqWGbmqktZmWZvvWK2aIt+paZ7aWW2p790ja1Mi01zSzTMlNLzVAL9y23lNzCcAFxY5+Z6/fHM8sBhmGWc+Yc8Hw/Hz6FzJzz3BzmXOd5nuu+7zOMwSQ8hac5CXfhW8w73AVhW7yP1x2SJJVaktECSQLeG7Aez4dOwseWoRiGT1CMUAzhDHxufQBjQ9/EW33XQ5K8P2b79u0h+fKGINK1K7DivV3IyTWhe+FyHGQzLMUtuIPfozX+wm8XrsQlh/27rl9++SW6du2KxMREhUftH1FRwJKxG3GjaTWGFH+KaXwYp1AP13Ml9rMlFof0R68Y32Ldvn07BgwYgEaNGiE0NBSDBw9Gbm4u9uzZo1IU3tGyJbDmg22ILTqOG4uWIJ1XYwfaowd/hQlWpFm7od0F32KNiIjA5MmTcezYMRw8eBB169ZFp06dYKpsz0BlQkKAGY+sx9DQGXjT8jyewzsgINaO8/PFPXp9+Vhzc3PRq1cv3HHHHRgzZkypnyUnJ2PHjh3yf+oA4ATJHBVD8Y/KFBPAtRBqvhPAdvvXrZ7e49cMMTXV+eR1BI3YAgcYghJ+jf+Kp5PU1HJvKSoqYkFBAbt06cJp06axoKCAVquVNpuNWVlZzq+NGzcSADMzMzVfWnOSmsrv0ZdhKGIkzhMg78Z8FiPU53hJcunSpTx+/DhJcu/evUxOTub48eODGpJbUlNpg8SX8QoBOmN9HaP9inPfvn2MiIjgihUraLFYOGnSJCYmJurqum5BCusgmxG4wBCUsBM2MQexfsXrICkpiTOULgcUKKmpLEA4b8OP9mt7geHI5wrc4Fes48ePZ9euXXn8+HFarVbOnj2bkZGRzA1G9e3KSE3lUTRmK/zFGihgTRSwEY5yP1r6FWtmZiaPHTtGm83G9PR0NmrUiD/rJWnR/pl9HB8SIHvgV1rFlr/bWM+ePcsrr7ySw4cPd3u4ZcuWMT4+3uEyrQ3gV1QXl6k3X34JYkqKGA7AXlgmcvfwDW2OC+HmmN27d6ddrJ1f7nLv9LZkStIZb28sIUCGoJhZqO/8Hfga7zPPPMP69eszMjKSzZs358svvxz0vCa32OMsQhjr4hQBMh7/CuH387p+9913bNGiBaOjozXJVfOIPd7xeImAjYCN63Gl39eVJP/44w9GRkby3LlzQQzEC+yxHkEjmlBi/8zO9zvWgoICPvbYY7zkkksYHR3Nyy+/nMu0ar5ZFnus3+M253X9HPf5HWtaWhqbNm3KiIgIJiUlcc6cOUEOyAP2WC8ggk1wmAD5MYZWGOvMmTMJgJGRkaVyZo/IqhtMnDiRcOUhfoGqmofoz5ffM0ST2GMqRgj7YiEB8jlMoE0ykQMH+n5MHWMbkMrx0jgC5KX4kzWQz/bYzlOoK34P1SXe1FQWSBHsg8UEyI7YIkxDWMAiqWb1idNBairnSoNogoWJ2M86OMn6OM4/kVy9ritJpqYyU2rEJOxjOM6zDXYTICfhyWoZ61qpG6Nwjgk4yiY4zHDkczl6VctYz0vR7IFfCVg5FuNdYhhArKgOlWr8+fJLENPTxaat/RdvhcRHMUW4FEMnC8dTNcFmI0c/kEmAHIzPaYGJv+BGhjtEMaKxshWVNSR/9XrebPrF/pQ5jAT4HkYSIG8PWcLCtPVaD1FRZr50gBKs7IFfeR5m7kMSGyCTdXGK28KvqTbXlSSPLNrCFlIGo3GWa9GVxQjlXfiGADkx7IVqFevqKbsZiQtsjb3MRAOeQl12xFbWQCF/rNm/WsV6duVGdjX9zhCUcC4GusQQEPdoP2M1BNFXHC5T+0zRJpn4ZOhHwqWok24WgWKzkc88I37zQ1M20Rphdsa7QrqJ4cjnZfWzVGlFE2yc3TBg5Ywa/3PGSZOJU8OeIKCvbhaB4uiGcVPiAeZF1HXGe0BqxcbSUcaG5+mmm0WgOLth1Mzn+prXuVZ3pBq8O2QBAfLdd7UepTI4u2HEnWBWRHNnrDlSXV5h2swwU4luulkEirMbhsnCb2vcU+ozW5nLtDIMQfQHR55Pp05ic/ePdL7wghip1v0OA8VmI0eMELE8/rg93aBMvCs/3M2ICLJdO+8qn+iVck1Ry8TJ9HROn66ffoeBUq4SUZl4Dy3cWmElk6qGo19inTr2follYi1eu5533y1+H2WrSlU1HP0SO3Sw90ssE+uZFRudzbK//lrr0QZGuX6Jbj6zgWAIokLYbOLBBBBlwfTkjfEWq5Ucat+XfuYZzyXNVq0ST6TJyVVTFM+codc3idmzhWhed50Q0arIxIniulZWq/boUbJVK1HrMi0taMNTlD17RDmzevVEebOKKCkhBwwQvxd/i71rzaJFQhw6dRJl6yoiGM2y1ebECVF+0F2ZPaUwBFFhXntNjHjAAP86R2iFPNl11Cjv2lU5RLFtW9FOpqrgT1PUefOEeHbuLMS0KvHmm+K63n23d3+T8m4IK1eqPz4l+fNP0aoqPp70xthbUuIq9v722+qPT0m++UZ0M7n6arGMWBlqNstWm3//FfeZiAhyxQr1zmMIogq8844Ydf/++u2XJ6ekhBw0SIx5/HjfejeuXi1unFVFFANpirpggbgBXXmlf+2Ugo3NJq4n4Hu/y+PHxZJ4eHjFpc30xrZtojxZgwainJm3lJQIUyJAvvWWasNTlDlzxGzv2mt963eZn09nmcmPP1ZvfEqSmSnKDZrN4n6jJoYgqsT774uR67VhroPiYjr3UvwtK/rbb0IUL72UHst+aY0SN/nFi4WYXn65EFe9YrORo0eL6zp4sH/72nruqF6WTZtEu6rGjUUZM1+R18h84w3lx6ckX3whZnk9e9prDftIQQHZp4+I9YMPFB+eohw5IpohR0eLsoNqYwiiinz8sRj9zTfr06VYWChaNwGBt1RxiGKbNmJ5Q2/IlwFXrQrsWMuWCVG97DJ97p+WcgkPDcz57M/ycrD54w9hBGreXLQ48heLxbVSUqbUpW749FMxvptuEs1z/cVTqzq98PffoglyrVqiKXIwMARRZWbMEE9z11+vL5diQQF5223it+tv082ypKWJZY3WrfUlimWboirBypViP+PSS/UVq1uXcID4YkAKNmlp4rq2aiWuc6BYLOS994rfny8NpIOBoxn3bbd516+0MuTNsvX2ACB3CW/ZErzzGoIYBL78Uqz3d+umD5diXh7Zq5f4zX76qbLHXrNGX6LoqSlqoDgeAFq1Iv/5R9lj+4PcJfz008qIoQN5iopeXIorV7pWJY4dU+648gbSr7yi3HED4d13xXjcNeMOhJISV6xjxyr7N+Mve/aQl1wiXMI7dgT33IYgBomvv9aHS/HCBXtLHIn8/HN1zrF2rXhqT0pS9kblK86WOLXJjRvVOcfvvyuzXBco/riEfUVPLsXly8Wydbt26pi5LBbygQfoNJppyRtv0CeXsK9YLOSDD4pzeGp1Fgx27iTj4rx3CSuNIYhB5LvvxF7MFVdo41Is1zRVRdatcy1lVdRsVk3kTVMraoqqFBs3CtFt0oTMyFD3XO4o1zRVxRuaHlyKP/4ojD4dO6prbJI/ZGjR89hmE+cFxN6mmrnN8mbZFTXDVputW/1zCSuJIYhBJlgf5rI4yx2FivylYPD778IdFmxR3LVLPGHWr0+PTVGVxPFhbtgwuB9mJVzCvqKlS3HhQtdDpadEdKWwWMghQxj0JUWbTcz0A3EJ+3NOR7Psxx4LbhlKrR8qHRiCqAFqL/eUJSdHVLJwljsKIn/8IUSxZcvg7LNt3y72HhISyL171T+fnJ07XUnhu3erfz4lXcK+ooVLUattB6vVtaT48svqi6LNJvaAAXLYsOAKk81GPv+8OPfDDwfn3PJth8OH1T+fJwxB1IhVq9QxBJTl5ElR47BmTVHzUAvS08UffIsWyjgBK2LzZpGL1qiRcKlpgcMQEBenriGgoEDUJFXSJewrxcWu0mdqOzId5fO0MqZZraJOMUC+9JJ6omi1CncwINzCWixd2mwiRkDso6o5O9WbMc0QRA1xWMZbtlRHKLKyRK3R8HBS60bX69cLUUxMVCfW9HSRr9S0qehyoCV//SWWTtWyjOfliTw0NVzCviJ3Kao1e9JL6pLVKmZNADlmjPKxWq3kI4/Qq1rCweDVV8VYBg5UZ//Skbqkp9xlQxA1Rqmk4rJkZorUh8hI8tdflTtuIMhFUdaoOmDWrhXLsi1aKHvcQFArqfj8ebJHD3Vdwr6ipktRb8Ut5KKlpJtXbuAZPVp7MXQwYYIY03/+o2y6h6O4RbC2jbzFEEQdoPSGsrzc0dq1gR9PSTZsECKh1H7B6tWuvEct3KyeOHxYiL9SZaeC6RL2FTVcih98II7Xp48yiehKYbWKvT2AfPHFwGOVu4RfeUU/YujgvffE2O64Q5kylI7yh8E2FnqDIYg6wd/CxGVxNkWtFbxyR76ycaMYX7NmgYmisylqW/3WUFWqMLEWLmFfUdKlqPcC+VYr+b//MeBZsdwlrOfC4lOnijHecktgM/XvvtN3gXxDEHWEr61ryuJIRI+NJQEwMjKSZrOZZrOZDz30kPN148aNY2hoqPNnZrOZf//9t4KRVM6mTWJW3KyZf0vFjqao7dt7jpUkt2zZwm7dutFsNrN+/fp8//33lQnCS7KyAmtdI3cJe4q1d+/epa5pWFgY27Vrp2AklWOzkc89x4BcivIWap7iLSws5LBhw1i/fn3GxsayT58+zAziMoF8Vvzcc76LYmGh6E8JeI4zNzeX999/P+Pi4hgXF8dxWiRFks5m2Tfe6F8dVXkLtZwcC8eMGcOEhARGRUWxY8eOzJX1sJo0aRLj4+MZHR3NIUOGsDBIHRIMQdQZ3jY3LcvevaXfB4AHKij7P27cOA4aNEihEfuPwxXatKlvouhoipqSIjpoe4r11KlTjIuL45w5c1hYWMhz585xz549SgzfJ06cEMXAfXX7njzpaoq6ZInnWMvSvXt3vqJB7TG5S/H++713Kdpswpgjb7LtKd4JEyawffv2PH78OAsKCnjfffexX79+Ckbi3Zgfe0yM+dlnvRfFsi5hT3EOHjyYd911F/Py8njo0CEmJibyc402kGfNEkv23bv71mnD8T5Hk+0xY8awZ8+ePHz4MG02G//8808W2NfFly9fzvr163PXrl08ffo0u3fvzhdeeEGdgMpgCKIOcRS2jY0VolEZ7maWVUEQSeHCjI0V+6feuEPdNUX1FOuoUaN47733KjfgAMjOFiLubT6oY2Ypdwl7K4iHDh2iyWTiIQ3ryTlciqmplbsUbTax9AgIg45DRD3F+7///Y/PPfec8/slS5YwKSlJqeF7jc1GDh9Or92hDpewJLlcwp7irFu3LjfKag++8cYbvPbaa5Uavs84ZnpduniXD+qYWTpcwqdPn6bZbGZGBYaJgQMHctSoUc7vV65cyfj4eKWG7xFDEHXKwYPeuRQr2nsEwISEBMbHx7Nfv36lbozjxo1jTEwMY2Nj2bZtW06dOlWlKLxDLoqeVm7nznXfFNVTrD179uQTTzzBzp07My4ujn369OERDa2oubnkVVcJUf/224pfV5FL2FOscl555RV2795dyaH7hTcuRZtNGHEAsQQpX2b1FO+mTZvYpUsXHjt2jHl5eRw4cCBHjhypajwVYbO58gefeqpiUZS7hL/4wvXvnuKsW7cuN2zY4Pz+9ddfZ+3atdUJxEsczbKvusrzXqBj77F3b9feY1paGmvVqsW3336b8fHxbNWqFSdPnux8T/v27fm1rK3KqVOnCIDZ2dlqhePEEEQdU84tmp4uHrdTUsjUVG76fGeFTVHT0tJYVFTE3NxcDh8+nMnJySyxP6bv3r2bx44do8Vi4e+//85LLrmEX331VfADlLF1q8jba9zY7rQtE+sXL2VU2BTVU6ytWrVirVq1uHHjRhYUFHDEiBHs0qVL8AOUcfYs2bWreMqeO5flYj2yaEuFLmFPscpp0aIFv5DfcTXE4VJ0NsuWxWsdMJCP9c8iIAw5ZYXEU7xnzpzhgAEDCIAhISHs2LEjc4JRz60CbDbyiSfoctr+Ufq6nl25sfR1l+EpzkGDBrFfv348d+4cDxw4wMTERNaoUUODCEsjb5adnc1yf8fvP3mo9HW3M3fuXALggw8+yPz8fO7YsYP16tXjL7/8QpJMTEzksmXLnK8vLi4mgKCsdhiCqHOcLsWwQq6uebN4tASYLnVmDM6wWe3Tle6/WSwWRkZGcufOnW5//tZbb7F///7KD95Htm0Totgo5gwzwpOdsX4qDSNA3pR4oNLN/LKxtm/fnoMHD3b+PDs7mwB4RsuWIxSi3r07KcHKmTUeccZ6UEpkM+kQa9XMZ3q652NUdF3Xrl1Ls9nM8/60U1eJKVPEJ7l3i/3Mj6hDShKtkPgwPhOmlM5rK11qLBvvoEGDeOeddzInJ4eFhYV89dVXedVVVwUhmoqRO21Hhk6mDeK65kqxvNq0gaEmS6Uu4bJx5uTk8J577mF8fDzbtm3LMWPGMDExUf1gvGDZMrG/fVn9LJ6IaOr8O54gPS9cwm12l1sZWLhwIQHwsMxi/vjjj/PJJ58kKT6z8+fPd/7M8Zk1Zojiy4SLmIYNgbRJW9DU8jduLVqIFbwBa3EtbuLPqI+TWFN4NZodX1/pcSRJEk8XPv4smHTsCPz6/k4UnCtBj8JlyGAiJmM4hvET3IqfsDjrKkTu9C3W9u3bQ5KkUj/TA1FRwNLxG3GD6TcMKf4En/EhHEBLXMffcJYxWCXdiGvg33WdNWsW+vfvj6ioKLWG7zOPPQZ8Nupv/Px3C9xeMB/naMYQfIHpeBgv4TVM2H4zpA2+xbt9+3YMHjwYderUQc2aNTFixAhs3LgR2dnZaofjYXzAewPW48nQyfjAMhxP4j1kow5u4ApstXXEgtCBuLuxb3HWqVMHc+fOxfHjx7F7927YbDZcddVVaofiFb17Az/93x5knIxBj4KlyGI8XsNLeIETkIp5+PpIZ9TYWjre9u3bA0CFn8vk5GTs2LHD+f2OHTsQHx+PunXrqhxNFUENla0qM0SSZGoqTyKO7bGdJpQwBCVsgz08hgSxqZaaWurlu3bt4rZt22ixWHj+/HmOHDmSSUlJLLY3U/v+++95+vRp2mw2btiwgQ0aNODMmTO1iKw8qancgfash5MMRREBsi8WsRA1/Ip11apVrF27Nrdt28bi4mI++eSTmhoSSpGaygKE8xb8RIAMQxHr4SS3o71fsZJkfn4+Y2JiuGrVqmBHUzmpqZyF+ynBwjD7tX0VdjuqH/EOHjyY/fv355kzZ1hcXMw33niDDRo00CKy0qSm0gaJT2Gi87rWRAF/wi1+xZmRkcHs7GxaLBYuXbqUdevW5S4tmgVWRGoqf0N3RuK887reh1m0wOQ2XpLs1q0bhw4dysLCQu7Zs4dxcXFcuXIlSXLZsmWMj4/n7t27mZuby549exouU9mXIYgpKSTAORhAwEbAxk9grzQMiCQ1GatWrWJSUhIjIyMZFxfHvn37cr+s2nVqairr1KlDs9nM1q1b84Ng9/DxhD3W+/E5AbGkuA3t/Y6VJKdOncoGDRqwdu3a7NOnD4+qWWHcF+yxbkQnAlYC5CP4OKBYv/rqKzZp0oQ2vZU7IcmUFBaiBhvjIAEyCmd5GrX9jjc7O5v33HMP4+LiWKtWLXbt2rWU+UQz7Nf1X8QzDIUiNGwQAuFHnPPnz2dCQgIjIiLYoUMHLl++PNgReSYlhTaAN2G5eLZBCfejRYXXlSQzMzN5880302w2s3nz5vzkk09K/XzixImsX78+o6OjOXjwYCMP0RBEGamp/Fa6m2EoYhvs4mXYRhMsnI17xRPYwIFaj1AxbANS+Yo0lgB5DdYxHsdYF6e4BZdXu1iZmsr10jWsjdNMwFFejd8JkGMxnjapmsVKMu+u+3mz/abZGz+xBgrZEVt5EvWq17VNTWWm1IhJ2MdwnOf1+IUAeQ/msEQKqz5x2rEOGMhh+IQAeR1+ZW1kswEyuRetq9x1NQSxCjDr5QM0wcIuWMcziOF5mHk9VlKClZ+EPc5K3RdVBJuNHP1AJgFyMD6nBSZmIJFNcYgxOMPfa/asNrGS5G9TdjEK55iIDB5CU1pg4hDMIEA+HfqBcClWE86eJa/reJYSrJwB0XF3OXoxHPm8FLuZGd6i2lzbI4u2sIWUwWic5Tp0IQG+iRcJkHeG/MDCNJ3WVPSDkhLyvt4nCZAv4k3aAO5EO8Yji3E4wW3h11Sp62oIos5x5PHc0DyDFyLsT9IAC6QI3mZaSiD4zWHVwGYTSc0A+UjKJlojzM5Yj0pN2Eraz8iwItq3Gao8jmr/l9Y7wWPhic5YrVIIR4ROIRD85rBqkZPjyr2c1/8bkVxpj/c3qYd4KIjNUbTbi1Y4u5zUzOf6mtc546TJxA/DniYgOnf4U/pMb8ibRL/Rc0Wp6/qX1JqNpaOsHZ6v25rK7jAEUce8+66I3lnt35Hn06kTmZrKojXrnYWB9Vgl31tsNtEMFRAVP6xWlos1a8lmtmvnKmFWlVm4UFSr6dhRlGYrG6vtj3S++CJLlTCrqpw4IUrP1ahB/vCD/R/LxLth+k7Wri2qM/31l6bDDQhHhak6dewVpsrEyfR0Z29HRwmzqkp+vij0DYg8U5Ll4j28UOTTRkWRv/2m5Wi9xxBEHWKzkePHi8j/+19REb8iSkpEV2t/CwxrjbyVztNPex5/drb4rOm540NlzJkjErOvucZVeq4iXn+dlVZ50TP//COq7UREiM4knti+nYyLE+UHK0iX1TW+1CCeN89V5UXDOgJ+c+6cq9rOtGmeX3vsGHnppWI1RJZrr1sMQdQZNpsoEgyIhqHeFEa2Wl0FhgNtuxNMLBZyiNhO8rrZ6pkzrp6AeskU8ZZp01hhtZ2KcFR5CbTtTrD5+2/RySQ6mlyzxrv37N1LNmwoyvjJSnfqHn+61Pzwg5g1t28vZtFVhdOnxcOcu2o7FXHypKhmExYmVkf0jCGIOkLeTsa5dOgl8rY7Dzyg/2W2khJy0CAx3vHjfZvZXrggWtAAogJKVcAhbLfe6ruwOYS0R4+qsczmELY6dUSbL184eFA0j/ZFSLVk61b/+5g6+nm2bi1m03rn5EmxzF+jhug44wu5uaLtU0iI/ppbyzEEUSeUlIhWOQD5/PP+LX3abGIvERBNR/W6zCZvivrGG/4do6BA1EgERDNZvWKzufr7BbL0KV9q1WNjVQeOpc/69f1f+vRlqVVLNm4UPT3d1RL2ljVrhPg3a+a5sL3WZGa6lj79TYM8f16sjsi7fOgNQxB1QFERedddItLXXgt8H9BhxrntNrsZR0cUFpJ33inG9+67gR2ruNjRRJYcO1Z/+6c2GxU1xyxcKJ7OnWYcnbF+PRUzx7g14+iIP/4gY2LEbDZQd+ymTWI23bChmF3rjUOHyMREZcwx+fmuPpCTJikyPEUxBFFj1PoD+eQTVw8yvdR4LigQIg2QH36ozDHl+5De9KILFlarqx3Q//6n3L7u8uX2dI1LhWFBL6SliRtmYmLgAuHAka4REiKMKHrBEWurVqRSRY927hR7kHFxvjUGV5u//hIPOLVrk0oVASoqEqslSk0AlMQQRA1Rewlh9mxhPunSpXJHo9rk5ZG9eomrqXSsVqsrbUNJ8fEXtUX6t9+UF59AWL5cLG+qIdLnzokUBUkiZ8xQ9tj+sHKlSLdr04b8919ljy0XHz3k7qkp0vItohde0I8oGoKoEfJN5i+/VO88CxYId1dKCnnqlHrn8cSFCy7h//xzdc6h9PKkv8iXcceNU++DvmGDcsuTgVAup1IF8vJEMruSKwv+4Jidt2tHHj+uzjnky5Npaeqcwxs2bhRuXzWXca1W8QALiNUUrR9kSUMQNeHUKZcN+bvv1D/fTz+JD3JysvJPtZVx9qwrTSIY7jItc/fkRp//+z/1z6d17t7cud7nVAZKYSHZr5/43b75prrncsePP7r2b9V+sHTk7kVE+G9gCYS1a4XRp3lz4fpVE3mFqiFDvEszUxNDEIPMsWNk27bBT1T99VfSbCZbtiRlfTlVJTeXvPpqcdMMZiK9Frl78lSQqVODc04ysBSHQNAiFUSeqjN6dPCW2Ryz4CuuCF4ivSPFIdi5e1qkgsgLkQwY4LkQidoYghhEDh+mpqWM0tPJWrWETbxM1yDFyckRVWXCwnzPWVKCYN6wz5whu3bVrliAPHdv7Vr1zxdITmWgWCzkI4+I848cqb4ofv21eKDr3Flc52CSm+t7EnwgaF0s4P/+T1zX22/Xzh1vCGKQ2L9fCFHt2toWf9+6VZSXuuQS76tq+MrJk2SHDtrXHfWlTJq/yMvJffutOufwhmDl7umhnJzNRj75pBjHww+rt8zmMKV166ZdQQS58a6yMmmBMG+e+KxoXU7O0czgxhvFqkuwMQQxCPz5p8uttW1b0E5bIbt3i7qLdevaixArSFaW2KsMDyd//lnZY/uDmrl7WVnUVcFxNXP39GJako/npZfEeO65R/llNkcR7uuv1+bGLEeemuUspK0geis4PnOmeBDp2jX4s3JDEFVm82axv9OggSgArBcyMkSbmpgYct06ZY6ZmSlmKZGRYs9SL6iRu3fkiMhDM5vJVauUOaYSqJG7p7e0Fjlvvy3G1bevMN4owccf09mmSS/1Y+W5e6+/rtxS8YcfumLVU0uqb78Vqy6dOolVmGBhCKKKrFsnBEevZZmOHhU39chIBtxn8MgR1/5oMPaxfEXJ3L0DB8gmTcR+7O+/KzE6ZTl7VrncPYuFfPBBetWNRCs++kiMr1evwG/qH3zA0i3XdERJiZidA2K2Hui1eOstcaw771TuYUJJliwRqy/t2onVmGBgCKJKOBJ4k5KUq2ahBkos+x08KES/Vi19N8d2lBZr3Nj/3D35cvOWLcqOT0nkuXsffeTfMYqLRXs7tXMqleDzz137fWfP+neMd94Rsfbvr986wPLcvREj/Jut22zkmDFUbblZSVatEqswSlYF8oQhiCqweLEQmMTENYyMNNNsdn0B4IIFC1Q7tz9kZwtLuT99Bg8cEMnhsbFieXjVqlW8/PLLGR0dzebNm/NTnVXxDSR3b8sWYUhKSCAnT17M5ORkms1mdu7cmbt371ZnwAEgrxv71lu+vbeggLzjDjqLpz/yyCNMSkqiJEn84osvyr1+0qRJjI+PZ3R0NIcMGcJCDaYcX38t/oavvNJ3Y4ijAPuAAeRDD1Uc659//slevXqxbt26BKDc4H0gkNw9uSHpkUfIhx+uONaZM2cyJSWF0dHRbNiwIZ977jmWaLB5/Pvv4mG7aVP/i6iTnv+G582bx6SkJAKwADgJYBaAGOpAAMt+VSlBnD+/4g/l6tWrGRUVxQta79K7QZ5A723qwN69pZuiFhcXMyYmhp988gltNhs3btxIs9nM7Xoqzkj/cvf++EN8KJs0IVes2M/o6GiuXbuWJSUlfPPNN9miRQtNbhaVUVwsZgGAmBV4M8u7cIG86SaWaq81efJkrly5kp06dSp3M1m+fDnr16/PXbt28fTp0+zevTtfeOEF5YPxgsWLhanossu8qyZjs5Evv8xSZiFPse7bt4/Tp0/n999/r5kgkmLc48a5RNybWZ7FIly5gBBFm81zrFOnTuWaNWtYVFTEzMxMpqSk8C1fn6wUYssWsSqTkCBWafzBU6xHjx7lqVOnCGAzgCgAcwF8SB0IYNmvyl8AfG5X9V3eHlQNQfziC8/LNoMHD+bgwYMVP69SuLsRVoS7pqjHjx8nAObJNnKuuOIKfvXVVyqO2j98yd1zFDVo1UrslX700Ue89dZbnT+3Wq0MDw/nykA3YlVCnrvnuBFWRGUPRl27di13Mxk4cCBHjRrl/H7lypWMj49XaPS+s2KF2K6oLLncZhN1NAGxT1p2puUuVgcHDhzQVBAdeJu7V1LiejB66aXyfwOeYnUwceJE9unTJ/BB+4lju6JePZE+5i+eYpUJ4mwAS6kDASz7ZULlzATQ24vXqcaUKcCQIcCNNwLLlwMxMaV/npeXhwULFuCBBx7QZoBeYDYDixcDd9wBDB8O/N//uX/d9u1Ajx5AaCiQlgYkJ4t/j4+Px8CBA/HFF1/AarUiPT0dR44cwbXXXhusELymeXNgzRqgQQPg5puBlSvdv27pUuDWW12vb9JE/Lv47Lj+nyR27doVhJH7TkgI8OmnwMiRwPvvA8OGAVZr+dfl5AA33ACsXw98/TXg7Z/q7t270aFDB+f3HTp0wIkTJ5CTk6NMAD5y443Azz8DWVlAt27AwYPlX0MCTz8NTJgAPPoo8Nln4vdU1Xj2WWDqVODHH4Hbbwfy8sq/pqgIuPtu4KuvgLfeAl57DZAk38+1Zs0aJDs+7BrQtq34DEZGAj17Aunpyh5/3bp1ANARwHkA/wHwvrJnUAhvVBNAMwRrhpieLtwGKSlkaionDD9cqfV79uzZbNasGW16dibYkZspxo4lbX+44t3UazRjo0sqbIq6ePFi1q9fnyEhIQwJCeE0NbOJFUCeu7f4nb2lruu3b/zFsLDy1u+9e/cyMjKSq1evZlFREV999VVKksQ3tSiy6QNlc/dK1rqua1bfYWyXmFepucrd03ViYiKXyeoQFhcXEwAPadyKQ57ytHfeNmes1gED+Vj/rEqr3VSFGaKDUrl7KzY6Y827637efHVupeaqymaIM2bMYMOGDXlKqw4BMuQpT79O3l3qM+uNq8+LGWJDAOMBJFEHM8KyX4oJIoCh9oA3N2nSpNJfnFvGjhXrMZJEG8CX8SoBcmC7HR7X8W+44QaOHTvWv3NqgNxu/0zo+7RB4h+4hjE4w2bSIR56onzzRodQLF++nFarlfv27WPLli25RA9Z6x7IySGvavAPQ1HMryFaVcySHqAJFnZtfNhtcvC3337L5ORk1qlTh0888QSTk5M5e/bs4A/eDxx2+34h37MQNXkUjZiEfTTjPFfd94XH97q7mbRv357z5893fp+dnU0AzA5mAlkF/PknGW8+xzic5HZ0oBUSH8ZnBMjnOq/1uHxclQSRtOfumSy8wrSZ2ajLc4jidfiNJlj4+R2eC6J6inXRokWsX78+d2pRQb4CsrLIdvWPMxz5/An2qgUmk7g3V3KfrUwQxX9wDYCt1IEAlv3SzwwxPV38wgFaIPF+zCRAPoTPaImIqvDp5OjRowwJCWFGRobv59QQ6+/pHBE6hQB5Ff5gFM6xJfbzKBqJ30OZeL/99lt27Nix1L+NHDmSw4cPD+awfSc9nWcj4p03j+5YJcpH4RdeiKhX6VNnbm4uzWYz9+qx3bk70tP5YdjTBMjLsI0NcZQxOMPf0dntdZVT0R7i6NGjnd+vWrVK0z3EUqSnc3/4ZWyMI6yF0+yEDWIfDa/SFuF7rA70KIhMT+eSmv1YEwVsgf1sjT32h7z/+nVdSXLZsmWsV68eNyjVHVgp0tOZHdGInbCJYSjiJIwUUgH4HStZShCvBXCWOhDAsl/6EcTUVJHtDPAWLCFA3oHvaYUknk5SU92+7Y033mC3bt18P5/WpKbSBok3YjkBMgQlPIqGrqexMvFmZGTQbDZz1apVtNlszMjIYIsWLXSXelEO+3XNQwTr4BQBMh5ZLEDNCq/r5s2babFYePLkSd59990cOHCgBgP3E3u8o/EqARsBG9eiS4XXlSSLiopYUFDALl26cNq0aSwoKKDVngS3bNkyxsfHc/fu3czNzWXPnj01c5mWwx5rBprThBKxtYGFfsdqs9lYUFDA3bt3EwALCgo0STFxiz3Wb3Gn87p+iof8jnXVqlWsU6cO07RszFgR9lhzEcPGOGKP9RG/Y50zZw6PHDniWDJtCiANwELqQADLfulHEFNSnE8h+9GCjXCEoSji97AnbFVwzNatW3P69Om+n09rUlK4HL0YjnzWRD4B8n7MpAWmCuOdP38+k5OTGRUVxYYNG/L55593/tHpFvt1fRMvEqAz1kl4ssI4u3btyqioKMbGxnLo0KG6TKWpkJQU/olk1sdx1kABJZSwC9bxDGIqjLd79+4EUOpr9erVzp9PnDiR9evXZ3R0NAcPHqwfkUhJYRHC+B98S4CsgQKacZ5rcK1fsR46dKjcz5o2bRrcmCoiJYVZiGdb7GIIihiGIiYig4fRxK9Ye/TowZCQkFJ51L179w5yUBWQkkIbwOfxtn0Faz2LEeK8P/sa6+jRo9mwYUMCsALIBDANQF3qQADLfnkjhvMAZAEosQfzUGXv8XuGaDI5f+m5qMWrkc5QFPMb6b9kVZoleMGP3SawBgrZEVt5CnX5Cl4W+VqYRYsUWm3itQ1I5XhpnDCbYA7zUZN34RsC5FvSi9UmTgfbbn6BdXGKDZDJfUjiAvRnKIp5JTbwtFSnWsVbePe9vB2LCZDvYSSPIYGtsZdmnGea1L1axZp5x6POveDV6M4NuJK1cZpNcJgZUstqFattQCpH4n0C5KOYIlbpHGJoMvkdK4xKNT4g20N0fJ1FNLtiLU2wcO54lZsMBpGFC8mwUCuvMG1mDmKd8b6GMQTIe0O+omWdjuu0eYnNRo5+IJMAORifO2e/JQjhQMwlQL7ysI5r7/nIpk0ULmHpKA+ghfO6/oDbWQOFvFzaxuzlQew0rCL5+WTva3IJkFPwqDPWf3EJ22CPEMWpKvVACzJHjpAtGhYwGme5Fl2dsW7B5ayDbDaUMvnX/G1aD1MRrFbyUYdLGO/RJrsfe7OH6AlDEH3F4TJ1zBRNJp6PiGOPpgcpSdo0iFWa+fNdfQTPPP9GuXhfDxvnsu7rrziL18hLYA1N2URrhLlUnJaIKD7QYSsB76u86Jn0dFex+UNPTCp3XZfV7MuaIcW87DJtGsQqSV6e6KknSeRnfb4vF2tWRHO2qXeSkZHaNOtWEnkt4fUPflou1p3hVzIu8jwvucT/Ki96wWp1Vdt5vstaYYySxeqNy9QThiD6gyMPsVMnZ+5LXp6o8qJ2I0+1+fJLN01R3cT7xhviygwcWDVF0WZztTR6/HG72LmJ02p1VXl59tmqK4pr1ohuHy1byooku4l35UrRZPjSS8l//9V0yH5z/jzZvbv4O541y/6PbmLNyhJxRkaSsu3QKsX+/aKWcJ06st6mbmLdvVs0BY+LI3fs0HTIfmOxkPffLz6LL79c8Wc2EAxBVJCCAlcjz8mTFT+86nz+uRD0nj29a4rqyGdLTa1aomi1kkOHirF709LIaiWHDxevf+KJqieKq1a5Spl50w/yt99cpeo8lT7TI2fOkF26iBUObyoGHj9Otm0rHgL01MPTG/bsKV1LuDL++stVw1fPnVrcIS8W8uqr6p3HEESFKSwUFWsAclL53HXd8sknYsy+9pRzNGitKqJosZCDB4sxjxrlvbjZbORTT4n36a1Jrid+/lk0R05O9q7YtYN160Sd18RE8vBh9canJKdPi+bIoaGkLw1l5KKop2bPnnBXS9gbMjJEgfratUm9pRZWhLw58oQJ6p7LEEQVKC4m77pLjFyj4vA+4eiafdtt/jVFnTBBvP+//9W3KJaUkIMGibGOH+/7TM9mE41ZAffFoPXGkiWiJF2HDuTJk76/f8MGceNs0kSfDa7lZGeTl18u4v3hB9/ff+KEeGiIiAi8WbbabNsmOj80aEDu2+f7+w8fFg860dH6bHAtp7BQFC4HyPfeU/98hiCqhLy6/Cuv6HeZzVEtv1+/wJqiOo5z9936bDhaXCzGBpCBlByVt9259179PgAsXEiGhYk+l772BpSzZYtYYmvY0P+mympz4oRo91SzJikrqerXcdq1EzPqFSuUG5+SbNokeo9WVEvYW/75RzQvN5v1ayrKzyd79xaftalTg3NOQxBVRL48N3q0/kTRYYzxtp9aZbz7rjjeXXfpSxTljXInTlTmmI7f3X//q69YyTIu4TOBH2/nTmHG0KNL8d9/hTFGqZndyZNCXMPDyV9+Cfx4SvLHH8Il3Lw5qUTd9H//dS0V621WfOECecMNwtMQzJomhiCqjNyl+Mwz+hBFNWc5EyeK4/7nP/oQCrnRyVO1f39QanatJA6X8LXXylzCCqBHl+I//7i6Hig5y5GL4s8/K3fcQEhLc+MSVgDH7Do8PLDZtZKcO0ded534Ow52vXxDEIOA3KU4YoS2oijfBxsyRJ19sEmTxPH799dWFB2pMACpVjnVDz5gQPuvSuKrS9hX9ORSlO+DrVun/PFPnRJtwWrW1F4UHS7hNm28cwn7inz/dfFi5Y/vC2fOkJ07ixWOefOCf35DEIOEzSYs/gA5bJg2LsVgOiXfe4+azp4uXBDCIElCKNRE7tDNz1f3XN6MwReXsK/owaX499/BGUN2tjAk1axJLl+u3nk8sXy5mL21a+ebS9hX/HXoKj2GK6/UdgyGIAYRm01Y/dWcnVWEFrl0jtnTnXcGVxTPnhVLhiYTOWdOcM6p9uzME4G6hH1FS5disGep2dlkx46BG3b84ccfxaytY0cxY1Wbs2ddOZzBnp2dOqWPWaohiEFGvn83aFBwXIpaVltx3Kz79g2OKObmkldfLT7U33yj/vnkuK3yozJa7WOqtX/nCa32MeVLikuXBuecSrmEfeX8edf+nbPKj8oo5RJWAkMQNSJYLkWLhXzgAWpaj/Ojj8T577hD3Zt2To6o4BQWRi5apN55PPH118o6PD2htdNVaYenJ7R2uubkuETxp5/UPVcw/4bcEUyHZzD/hrzBEEQNcaQpqPV0L8+FVLPckTdMnizGcfvtIg1CaU6edO33LFmi/PF9Qe2nez3lQgbDpbh1q0hE1zoXMidHtM6sUUMsZ6qBFqsM7pDnAE6Zos45tFhlqAxDEDVGrf0febWct99W7riBMHWqGE+fPsqKYlaWqDKiJ5u8Wvs/wXAJ+4qaLkV5tZyMDGWP7Q+nT7tWIZQWxRkzxKzs+uuDvw/tjsJCsaqjRpUYxz50TIy+quUYgqgDlHYI6rme6scfux4AlBDFzExRtDoyUn/FmR0OQV/riFaE3CWslVO5ItRwCP7+uzDuNG+ur3qqp0+L2X9YmHIPAI7PhZZOZXeoUUdUD07lijAEUSco5VKsCh03HA8At94a2Kz4yBGyRQuRsLxmjXLjUxKlcsj0lMtaEb52mvCE3jtu5OaKB4CwMP9qp8rRUy6rO0pKlOs0sW+ffnJZ3WEIoo4ItMqIvCmq3nsyfvqpuLK33OLfTUDeFDXAFmiq47YXoQ9UpZ6M8ioj/roUq0pPxtxckbsXFkZ+/71/x9BjtSN3yHsRvvSSf3+Dcpfwzp3Kj1EJDEHUGfI6lLm53r/v/HmyRw9xI5o50/Xvs2bNIgB+9tlnzn/Lzc3l/fffz7i4OMbFxXHcuHGKjd8Xpk0TV7d3b99E8cABUdw4NlY0RQXAyMhIms1mms1mPvTQQ87X2mw2Pv/886xTpw7r1KnD559/njYNFMXfOpRlXcKeYv3111/Zo0cPxsTEsGnTpkqH4DWBuBSXLRPLzJddJgw7nuJ95513mJyczKioKDZr1ozvvPOOwpFUzpkzIs0nNNR3Z/Prr9NZS9hTnJMmTWLz5s0ZHR3NhIQEPvnkkyzRwElVqlv9876J4o4dpV3CnuJ1UFRUxDZt2rBhw4YKRuEZQxB1yKJF4qmzUyfvXIpnz5Jdu5Zfqjp9+jRbt27N5OTkUoI4ePBg3nXXXczLy+OhQ4eYmJjIz9Uu51IB06eLG+fNN3sninv3lm+KCoAHKij9/8knnzApKYn//PMPMzMzeemll/Ljjz9WMALv8bVTgTuXsKdYN2zYwNmzZ/PTTz/VVBBJ/1yKixcLY87llwujDuk53gkTJnDLli0sKSnhvn372KRJE87ToN7XmTPiATY0VDiMK8NmI8eOFb+b++4T19lTnBkZGcy1Px3n5OSwZ8+enKhUlXofsVrJxx4TYx850jtRdNcxxVO8Dl5//XV269bNEMSLXRBJ73vZORLRQ0PJb78t/bNhw4ZxypQp7N69eylBrFu3Ljdu3Oj8/o033uC1116rbAA+4HDXVWYoqKgpqqcPV+fOnfmprJDp9OnTefXVVys1dJ+R97Lbu7fi11XUU9ObG8mKFSs0F0TSt152CxaIv+ErrxSmFQfexOtgxIgRfPzxx/0fcACcPesSxe++q/h1Nhv5wgss11PT2zizs7N5ww038NFHH1Vo5L5js5FPPiliePRRz+auinpqVhbvwYMH2aZNGy5dutQQREMQBZV1O3fkRbnbw9iwYQM7depEq9XqVhA3yOxdr7/+OmvXrq1WGF7hMBXddJN7UXQISUJCeSEBwISEBMbHx7Nfv348JFuTjImJ4fr1653fb9q0iVFRUeoE4SWVdTv35BL2FKsDvQgi6Z1Lcd48sbrRpUv5RHRv4iXF0njHjh01m/2TQhQdhandOW091RKuLM65c+cyOjqaAFivXj1udyyPaIRc2B96yL0orlsnXMKJieVdwpXFe9ttt3HhwoVcvXq1IYiGILoo5VJcvFnYvVJSePLOR9i+5QXWrFm+nJTFYmGnTp2YbneblBXEQYMGsV+/fjx37hwPHDjAxMRE1qhRI5hhueWLL4Qo3ngjmbd6gzPWTb1GMza6pMKlxrS0NBYVFTE3N5fDhw9ncnKyc4/FZDJxr0xB9+/fTwCa7CPKKbX0O3uHM9aCu+/jrV1OV+gS9hSrAz0JIunGpZie7ox31tVTaDLZeN117o1k3sRLkmPHjmX79u1ZqEbVBx+Q1wP99o2/nHFaBwzk8P9kVVhL2Ns49+/fz5deeolZWVlBiqhi5Eu/999PWta5rutv179Cc4SFSUnuXcKe4l24cCF79+5NkoYgGoJYnjVryKgahWwpHeBRNGYW4tkWuxiBPK64d2a513/44YccMmSI8/uygpiTk8N77rmH8fHxbNu2LceMGcPExMSgxFIZM2eSEqy8wfQr8xDJdFzNGJxhM+kQDz1ReVKlxWJhZGQkd9ptbDExMaVmw5s3b9Z8huhg/36yUcwZxiKHm9GJeYjgjVhBCVZO61O5l79srA70JohkGZdi6Fu0QeJ0POi81hdefM2LY7iP96OPPmKzZs34j07yM86dI7s2PswQlPAb3E0rJD6MzwiQz3VeW+m+W0VxOpg3bx779eunwsj9w2EOSg35hsUI4wrcwAjksa20m/8+VbnRSR7vhQsX2LJlS+7fv5+kIYjuvi56QWR6OtNrdmcMzrA+/mUCjtGM8/wN14npY5m8g759+7J27dqMj49nfHw8w8LCGBMTw+HDh7s9/KhRo5iamhqMSConPZ2zajxMCVY2xd804zxb4ACPopHbWMtisVhoNpu5w179uXPnzpwmy0GZMWOGpnuIpUhP58HwS9kUhxiNM2yGvynBypm4369YHehREEnS+ns6Hw75nADZGnuEwxhLmY9wv+OdMWMGGzZsyL/lG1Rak57OcxH1eS3W0IQStsI+4RLGa7RF+H9dHXz55Zds3769GiP3j/R0vhM2mgDZAn+xJgp4GXbwBOJ8vq7btm1jaGio894VGxtLk8nE+Pj4CpfLlcQQxKpAaiopSfwBtxGwEbBxLgaIX43JJH4uIzc3l1lZWc6vzp07c+LEiTxj36DJyMhgdnY2LRYLly5dyrp163KXu80sLbDH+j98RMBGCVbuR4sKY921axe3bdtGi8XC8+fPc+TIkUxKSmKxvdr1xx9/zDZt2jAzM5PHjh1j27ZtNd1nKoU91l24lBKsBGx8ApP8jtVqtbKgoIBLly5lkyZNWFBQwCI9JbelptIKE5sjgwAZjbMsQA2/450zZw7j4+O5Z88eLaKpGPt1zUUMw1BIgOyCNX7H+dlnn/HEiRMkyd27d7Nt27Z86qmngh5WhdjjvR2LCJAhKOExXOJXvCUlJaXuXd999x0TEhKYlZVFSxDqFBqCWBVISeFBNGNTHGJN5DMCF9gAmdyHJPHrqSSWskum8+fPZ0JCAiMiItihQwcu16r7qTtSUvgbrmMkLtCMswQs7Iq1PItot7GuWrWKSUlJjIyMZFxcHPv27etcbiGF2eK5555jbGwsY2Nj+dxzz2m+f+gkJYW5qMWrsJ4SihmFs4zEBa5Gd79iXb16NQGU+urevXtwY/JESgon4Dm7GJ4RLkVMoRWSX/E2a9aMoaGhzlw2s9nMYcOGBTuq8qSksAQhvAdzCJBROOOa+fsR5+DBg1m/fn1GRkayadOmfPbZZ1mgp5I2KSlcgP4MRbHzujpn/n7EK8dYMjUEsRz7b3uSjXCUdZDNzUjhn0hmPLIYjyzuktqRAwdqPUTFWN3zFUbiAttiF4+jPr/BXQxFMa9GOnOl2GoVa3a/h5mCzQxDEb/HHaX2hn+RelWrWEny1XbzxV4TvmIxQvgC3hIuRXxGixRabeIt+e89TMU8kTKDF5iHCN6En8XesDS02sTpYF7nDxiCEnbBOp5FtGtvGCt4QYqqUvEagqhz9uwhE+oVsR5Ocjvai18HwL1ozQQcE/8+O4jdUlXk11/JiJoWtpV28zjqO2P9HncwDEXsZNrCnOUbKz9QFeDECQqXMAq4FL2dsZ5EPXbANtZEAX+a6CFRsQphs4lyXwB5f8gcWmAiAdoAjsV4kaAeMpcla3Veg88LSkrI1JtOiTQTPOe8rgWoyVuxRLiHnzmo9TAVY9Ys0mSysbspjedhdsY7G/fSBAuvM63huZU6q+DtAUMQdUypfLX/fSQ2qE3iZkKTiQfC27FxTK6zhFlVZtUqUb8yOZk88cyEcrH+VLMfa4YUs317z4UKqgL//ku2bSviXXHvzHKx5kQ0ZKeETE0bHSuFzUY+Z9eFhx8mrS+PKxfv62HjnCXMtGh0rBQlJaJZM0C+c+PP5eIsjKjNvq2FmUijQjOK4qgydeONZN6o18rF+3WN+xgiWdi5szaNjv3BEESd4miK2qCBqBBP0pW/1amT+G96epUqcl0RK1eKAgTt2omZE0m3sf7yi3hd27aiB2JVJDOTTEoq0xTVTazyCkTffKPliP3HZhPlvQBR7suZvO0m3nfeEa/Te5HriiguJu++W8Twf/9n/0c3ccpf9+abmg45IKZMETH07i0rpOEm3u++c1+BSK8YgqhDNm4U5Y68rXnpaIMUHU2uXav++JRkxQpXMWdvZn6//ioeRJOShLhUJRxNUaOjRRWPyjh7VnQ+MZnIOXPUH5+SWK2irBcgynx542N6/33xeqUbSKuNvMyeNzM/eY3a8eP13b3EHe+9J8Z+xx3eXSdHjVqlm2WrgSGIOsPfrgjHjolGuWYzuXq1WqNTFseMz1sxdLB2rRCVFi3Ew0BV4O+/yaZNxUxeVkmuUs6fFz0yJUlU8qkKWCyinBcgynv5csN3NMq9+WZ9NcqtiOJiV2k6X5pxWyzk4MHifaNHVx1RnDBBjPk///FtJl+2i4leMQRRR6Slib55rVr51zfv+HGxBxcRIcRGz/z8M1mzJtm+vX9PjevXC3Fp1kz0RtQz+/eTjRr53xQ1L0/UeAVEH0k9U1IiOjgAoqyXPzd6R7H3668PrFm22hQXk/37+y6GDqxWcuhQ8f5nntG/KL76qhjrwIHiOvtKVehzaQiiTli50lWzNJA/lpMnRYeMmjXJn35SbHiKsny5GF+HDq42P/6webMQmUaNhOjokT17XE1RKyg84hUFBaKjOkB+9JFy41OS4mJHbz9RzisQHM2yu3Xzr1m22hQVif1OQCz1+ovNRj7+uDjOiBH6FMVSLuH7XR06/EH+0K+TSnulMARRByxf7jKVuOtq4Ss5OWJfW48uxWXLhBh27BiYGDrYvl0UyE5IEOKjJ3buFEIYHy+aogZKURF5553iE/Huu4EfT0nkAqFUn96vvxZFsvXmUpRfhw8+CPx4Nhv59NPieEOHem6nFGzKuYQVGNvvv/u3LRQMDEHUmB9/VGfDOTfX1Z9NLy7FpUvLN4BVgl27hOjUry9SVfSAW5ewAujRpVhYKIwwgc6W3PHdd+LB7oor9OFSLCpyteb68EPljmuzkaNGieMOHhzYLEzJMbl1CSuAwzjYpAmZkaHccQPFEEQNWbjQ9WHPyVH++OfOuVyKc+cqf3xf+OknIYYpKerEum+fEJ+6dUXvRC1R+8NeUkIOGkRduBTz84UBBhCGGDVQ66HRV4qKhLOyotZcgWKziesJiOvrzz6dUshdwk89pc7fmOOhsWFDZR8aA8EQRI0I1nLQhQvauxSXLFFXDB0cOCBSVWJjyU2b1DuPJ+TLQWWboiqJ3KU4apQ2onjhgjC+SJIwwqiJ0tsKvlJYSN5+u/h9T5mi7rnefFOc5+67tSlUEIhL2Fd27nQVH1FiWyFQDEHUgNmzxaytoqaoSqOlS/HHH8UsuFOn4Cx5HTokxCgmRqSwBJO0NJH2EizDgNVKDhsmruvTTwdXFM+dE4YXk0kYYIJBqWbZx4JzTrL0kvDUqcE558SJ4nx33hncnEwlXMK+smeP8AAEajxTAkMQg4xWlnItXIqLF7uWhHNzg3NOUqSstGwp3GxpacE5p8NSHqhL2FdsNuFOBIRbMRiGjDNnxMpGSIhY6Qgma9aI69qypX+pSb5SWOj63AS7a9hHH4nz3nqr+PyqjZIuYV8JNDVJKQxBDCJTp1LTpONguhR/+EGI4ZVXBlcMHRw7JsQpMlKIlZo4ko61Ws6z2UQeG0A+8oi6opiTIx5wwsKE4UUL/C1e4SsFBUKMtMz//PRTcf6bbhIrPWohdwk7S88FGX+LVyiJIYhBQl6WSstWZsFwKX7/vbhhXnWVNmLo4PhxIVLh4WIPSg30UpbKZhMVT9R0KZ46JeKsUUMshWuJvLyhGsalggLyllu0FUMHn38uVpV69BCVi5RGviSsRBpJIPha3lBpDEEMAo7Cxf3766NwsZouxUWLRKrH1VfrI3dMzZu43goX22zkK6+I63rPPcq6FIPxcOEr27apk9pSUCCKVgPktGnKHTcQ5swR+7XXXitq3CpFMFzCviIvgB/sMpSGIKrMa6+JCFJT9dXaRg2X4sKFQiCuuUYfYuhAvsy3cKEyx5w3T+yhdemir1hJ8q23qKhLUb78vGpV4MdTklIt0nYFfryCAiEQkiTaG+mJb75xPWwqsfISTJewr2RlyVqkrQjeeQ1BVAmbjXz5ZTH6++7TNqeoIpR0KS5YID6snTsr+wSrFEoaQURT1OC5hP3B4VLs2zcwl6LcoLRmjWLDU5S9e4VLsV49UbnIX/LzyV699CkQDhYtcrm2A0lh0sIl7CsnT4pax8EsQ2kIogrYbOTzzztuSNuYkpLCiIgIpqSkcJvWWeNlUMKluGCBa7b0wAOPMCkpiZIk8QudtWeQ3wRmz/bvGNOnk8BfrFfvDtatW4+xsbHs1asX9+kls1hGoC5FRwpLVNQpXnZZF9apU4e1atXiNddcw3VabPB4wOFS9LdZdn6+MK5IktizI8lZs2YRAD/77DNlBxsgS5a4CuP70yxb/nAIgJGRkTSbzTSbzXzooYeUH3AAZGeL/OWwMOFNCASLxcIxY8YwISGBUVFR7NixI3PLTLUNQVQYm030fxN1CYvYpEkTTpo0iYWFhfzggw/YpEkTFulhI1GG3KXoay3Fb75xieG5c+TkyZO5cuVKdurUSXeCSAa2TORwCV9zzQZOnTqdOTk5LC4u5ksvvcTWrVurM+AA+fRTEauvLsWMDGFYqV2bXLu2gPv27aPVaqXNZuOiRYsYGxvLEp0texw86J9LMS9PdH2XF684ffo0W7duzeTkZN0JIim6xfjTLPv06dLbBwB4wJumqxqSmysMeqGh5Lff+n+cMWPGsGfPnjx8+DBtNhv//PNPFpR5UjQEUUGsVlHzDxA1AJcv/5kNGjSgTbYW2bhxYy5btkzxcweKPy7F+fOFGHbtWn7psGvXrroURNI/I4HDJXz77eWXIHNycgiA2UoWaFWQL77wzaXoqQye1Wrl4sWLCYAndNjYztdm2Xl55A03iN/PzJmufx82bBinTJnC7t2761IQSVez7NatvWuW7c5gVhUEkRTbMF27ivuNP2UoT58+TbPZzIxKLMmGICqE1SqqwQNiudRmIydNmsTevXuXet1tt93Gd/XWqsCOLy5FR+m5a691v4+mZ0EkxRKit1bzypqiLlq0iJdccok6A1WIuXNdDy+e9ng9FUq/7LLLGBYWRgB8+OGH1R1wAGRmetcsOy/PtVowa5br3zds2MBOnTrRarXqWhBJ75tlV+QSBsCEhATGx8ezX79+PKS39hMyzp8XD3VlH168IS0tjbVq1eLbb7/N+Ph4tmrVipPdFKQ1BFEBLBbRJwwQfcMcE8JXX32VAwYMKPXae+65h+PGjVPs3GpQmUvR4bDs1q3iGYfeBZH0rmWRoylqaqr7B4R//vmHDRo04FdffaXuYBWgMpeivJXW3r3uj1FQUMCvvvqKM329IwUZuUvRXbNsR43fsqYSi8XCTp06MT09nSR1L4gkmZ7uuVm2J5dwWloai4qKmJuby+HDhzM5OVl3S+Fy5MvbvqTEzJ07lwD44IMPMj8/nzt27GC9evX4S5k/jmojiAB6A/gLQAaAFyt7fUCCmJ4u7pApKSz+7yCm3nSKgLh5ypk0aRJvueWWUv/Wp08f3c4Q5ZRyKaatd8b7VecPaTLZeN11npffqoIgkqXLVb029KgzTtuAVL40+B+nS9jdEvLJkyd56aWX8vVg17kKAEfRhJQUMnv5Jme8m3uNYmx0idfNltu0acPtgVg6g0Apl+LEvc5YL9z1AHuknKHJJPL75Hz44YccMmSI8/uqIIikMBLFxtqbZX+zzRnr0dsfY8tG+V65hC0WCyMjI7lz586gjNlf5EUTJj9z0BkrU1PFvdkNCxcuJAAellXcf/zxx/nkk0+Wel21EEQAIQD+BpAIoAaAHQDaenqP34I4dqx41JIkFiGM/8ECAuSEG34u99Kff/6ZDRs2LLWH2KRJE13uIbrD6VI0LWMBwjkXA2mChd1Nabzw4mse31tVBJG0FzRuv40A+TJepRXg85hAgHzo8s1uxfD06dPs2LEjX3jhheAPOEB++omsGVLM9tJOnkQc1+Mq1kIum0qHeXDEJK+O0aJFCy5UKqlTRbKzyZSEYwxDEb9HX15AJLtjNU2wcG6/8g6Nvn37snbt2oyPj2d8fDzDwsIYExPD4cOHazB639i+nawXeYEJ0r/cizY8hKZsjr8ZgzP8Y0jl0ymLxUKz2cwdWlfY9oLCQrJv6z0EyEl4StyoTCZxbx47ttzrMzIyCIBHZOvKI0aMqLaC2BnAz7LvRwEY5ek9fglierr4hQMsRA3ejh8IkO9hpPj3Mk8nRUXCZfr++++zsLCQH330kS5dphWSns5PawynBCvbYQdNsLAHfuUFRLqNlxQxFxQUsEuXLpw2bRoLCgpo1VMLcHekp9MSEcUHMZ0A2QkbCZCPYgqtEeZycZ49e5ZXXnlllbhJuiU9nb/U7MMI5LEZDjIK59gCB3gEjd1e1/T0dK5du5ZFRUXMz8/n22+/zaioKB4LZssJf0lPZ25EAq9GOkNQzEuxW4ghBrqNNTc3l1lZWc6vzp07c+LEiTyjt+oL7khP567wToxHFuvgFBNwjLVxmhtxhdtYd+3axW3bttFisfD8+fMcOXIkk5KSWKynCiIVkZ7O4ogY3oVvCJBv4QUhFUCF96Zu3bpx6NChLCws5J49exgXF8eVZQodVxdBvAvAdNn39wGY7Ok9fgliaqpYvAb4GsaIdjD4n+vpJDW13Fu2bt3KlJQUhoeH8/LLL+fWrVt9P69W2OP9PzxNwMYmOCTE0EO83bt3J4BSX6uDXX/JV+xxWiGxF5YRIO/AItoqiHPmzJnl8rfMZnOpp09dY493OW6iBCujcI6ZaFDhdf3tt9/Yvn17RkVFMTY2ltdddx3TgtVGJFDssZ5FNBvgHwI2TqnkMyunqiyZknTGuhdJDEMRQ1DCzbi8wlhXrVrFpKQkRkZGMi4ujn379uV+b9bL9YA91hKE8B7MIUCuQxeP1zUzM5M333wzzWYzmzdvzk8++aTcay4qQQQwFMBmAJubNGni2wUgxTq1/SmkADX5E25xPZUAonxEdUIW7+sYzZOoWz3jlcVpBfgi3qS1OsbpQBbvp3iY29C+el5XslSsWajPN/HiRRHrClzPBeh/UcRqgYnf4w5FYq0KgmhC5RwD0Fj2fSP7v5WC5DSSV5C8Ii4uzovDliEpCTCJ4YSjCLdimetnJpP4eXVCFu8YvIk45Lh+Vp3ilcVpAvAWRrv+6KpTnA5k8Q7FdHTETtfPqlu8slgvwUmMwtuun1XjWG/Er/gPFrp+Vo1jDYENfbHY9bPqFmsZvBHETQBaSZLUXJKkGgBSAflvSCFGjgTCw93/LDwceOIJxU+pKRdLvBdLnA4upniNWAVGrNWGSgWRpAXA4wB+BrAXwDckdys+kmuuAZ59FoiMdD6dwGQS3z/7rPh5deJiifdiidPBxRSvEasRazVDEku7ynLFFVdw8+bN/r15/Xrggw+AAweAVq3E00o1vgAXTbwXS5wOLqZ4jVi1HpU6KByrJElbSF6h4AgVR3+CaGBgYGBQ7agKgujNHqKBgYGBgUG1xxBEAwMDAwMDGIJoYGBgYGAAwBBEAwMDAwMDAIYgGhgYGBgYADAE0cDAwMDAAIAhiAYGBgYGBgAMQTQwMDAwMABgCKKBgYGBgQEAQxANDAwMDAwAGIJoYGBgYGAAQKVappIknQJwJMDD1AOQrcBwqhpG3BcXRtwXFxdz3GaSfjTLDR6qCKISSJK0We+FYNXAiPviwoj74sKIW98YS6YGBgYGBgYwBNHAwMDAwACAvgVxmtYD0Agj7osLI+6LCyNuHaPbPUQDAwMDA4NgoucZooGBgYGBQdAwBNHAwMDAwAA6FURJknpLkvSXJEkZkiS9qPV4goEkSZ9LknRSkqRdWo8lmEiS1FiSpNWSJO2RJGm3JEkjtR5TMJAkKVySpI2SJO2wx/2K1mMKFpIkhUiStE2SpCVajyVYSJJ0WJKkPyVJ2i5J0matxxMsJEmqLUnSAkmS9kmStFeSpM5aj8kTuttDlCQpBMB+ADcByASwCcBAkns0HZjKSJJ0HYALAGaTbKf1eIKFJEkJABJIbpUkKRrAFgB3XgTXW4JIVL4gSVIYgHUARpJcr/HQVEeSpKcBXAEghmQfrccTDCRJOgzgCpIXVVK+JEmzAKwlOV2SpBoAIkme0XhYFaLHGeJVADJIHiRZDOBrAH01HpPqkFwD4LTW4wg2JLNIbrX//3kAewE01HZU6kPBBfu3YfYvfT2dqoAkSY0A3AZgutZjMVAXSZJqAbgOwAwAIFmsZzEE9CmIDQH8I/s+ExfBDdIAkCSpGYDLAWzQeChBwb50uB3ASQArSF4Mcb8P4HkANo3HEWwI4BdJkrZIkjRU68EEieYATgH4wr5EPl2SJLPWg/KEHgXR4CJEkqQoAN8BeJLkOa3HEwxIWkl2BNAIwFWSJFXrpXJJkvoAOElyi9Zj0YBrSaYAuAXAcPsWSXUnFEAKgI9JXg4gD4CuPSF6FMRjABrLvm9k/zeDaop9D+07AHNJLtR6PMHGvoy0GkBvjYeiNl0B3GHfT/sawPWSJM3RdkjBgeQx+39PAlgEsTVU3ckEkClb+VgAIZC6RY+CuAlAK0mSmts3YVMBLNZ4TAYqYTeXzACwl+QkrccTLCRJipMkqbb9/yMgTGT7NB2UypAcRbIRyWYQn+tfSd6r8bBUR5Iks90wBvuSYS8A1d5NTvI4gH8kSWpt/6cbAOjaLBeq9QDKQtIiSdLjAH4GEALgc5K7NR6W6kiSNA9ADwD1JEnKBDCO5AxtRxUUugK4D8Cf9v00ABhNcql2QwoKCQBm2V3VJgDfkLxo0hAuMuIBLBLPfggF8BXJ5doOKWiMADDXPrk5CGCIxuPxiO7SLgwMDAwMDLRAj0umBgYGBgYGQccQRAMDAwMDAxiCaGBgYGBgAMAQRAMDAwMDAwCGIBoYGBhc1CjdWECSJKu9iPl2SZKqVMqc4TI1MDAwuIhRurGAJEkXSEYFPrLgY8wQDQwMDC5i3DUWkCSphSRJy+21V9dKktRGo+EFFUMQDQwMDAzKMg3ACJKdADwLYKoP7w2XJGmzJEnrJUm6U5XRqYTuKtUYGBgYGGiHvdB+FwDf2qvrAEBN+8/6A3jVzduOkbzZ/v9NSR6TJCkRwK+SJP1J8m+1x60EhiAaGBgYGMgxAThj78RSCnvxfY8F+GWFzA9KkvQbREu3KiGIxpKpgYGBgYETe/u1Q5Ik3Q2IAvySJHXw5r2SJMVKkuSYTdaDqFWs64LecgxBNDAwMLiIsTcWSAfQWpKkTEmSHgIwCMBDkiTtALAbQF8vD3cpgM32960G8DbJKiOIRtqFgYGBgYEBjBmigYGBgYEBAEMQDQwMDAwMABiCaGBgYGBgAMAQRAMDAwMDAwCGIBoYGBgYGAAwBNHAwMDAwACAIYgGBgYGBgYAgP8HzEsPjMzwBRAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 20e6 # rad/sec\n", + "\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * x).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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q941j6vrg3x+++4P/GczfLb77wxszTBydy5Ur87htbTlbdu5l8YzxDs3SI6xtEFSP+l2p2zUkL5v6YOr2C+DqgOoMld27d7tWGJDb1pYxbdzIXk8g88G/P3z3B/8zmL9bfPeHN2e4emU+Y0cM86ZXHdY2CGoI0atU9SogF1iqqu9X1feTHOzE7wlIU4waNcq1Qr8UVjfxZFkD152Zz+gRb56hJur+A+G7P/ifwfzd4rs/vDnD5LEj+PCpefztxR1UvBb9aTzD2gZBH6Oeq6p1Pe7vBOz6oBC4bU0Zk8fk8sFT5rtWMQzDSJtrz8hn5PAc7ljnR686DIJuqNeIyMMicqWIXAn8neRZ397T1tbmWqFPXqzZzbpXXuPaM45g7MjeT0OIsn86+O4P/mcwf7f47g+9Z5g2biQfOmU+f920g227oj0bcljbINCGOjXk50+BZanbz1S11zG5fWPSpEmuFfrktrXlTBydyxWn9t2bjrJ/OvjuD/5nMH+3+O4PfWe47swjGJYj/GhdRbhCgySsbRDG5Vl/UtXPpG5/Drq+sNi5c6drhV4p2dHMIyU7uXplPuNH9X06QFT908V3f/A/g/m7xXd/6DvDYRNGcfnJ8/hjYQ3bG1tCtkqfsLZBoA21iKwQkedFJCYiHSLSJSLNQdYZFvPmRfNQ++3ryhg/cjhXrszrd7mo+qeL7/7gfwbzd4vv/tB/ho+ddQQ5Ivzk8ej2qsPaBkH3qG8HLgPKgNEkBzq5I+A6Q2HLli2uFd7Elp17+Ufxq1y5Mo+Jo/s/uT6K/oPBd3/wP4P5u8V3f+g/w8yJo7nkxDn8fmMNdXtaQ7RKn7C2QdDTXG5U1RNF5EVVPTb12AuqenxglfbDwT4px033vcCal3fy1OdXMXnsCNc6hmEYGVHT1MLZ33mMD62Yz63vPsq1TqC4HEK0RURGAJtE5Nsi8pkQ6gyFqE0xV/FajL+9uIMPn5qXViMdNf/B4rs/+J/B/N3iuz8MnGHO5DG8/4Q5/Oa5auqbo3eWu9fTXO4vXGQ+yWunRwCfASYCP1JVJxfIHcw96pvv38Q/iut46vOrmDbO74H6DcMwutm2ax+rvvs4V52WxxcvXOpaJzCc9KhFZBjwdVVtU9VmVf1vVb3ZVSOdbaL0a3bbrn38ddMOPnTK/LQb6Sj5DwXf/cH/DObvFt/9Ib0M86eO5aLjZvHrZ7fREGsPwSp9DpYe9VPAKlXtGOTrzgd+QHJazF+o6jd7WeYDwK2AAkWqevlA5R6sPerP/+FF/ryplqc+dw6HTfB/WEHDMIyeVLwW47zvPc7HzlzALRcsca0TCC6PUW8F1ovIl0Tk5u5bfy9I9cTvAC4AlgKXicjSA5ZZBHwBWKmqRwGfDsS+H4qKisKusle2N7bwx8IaLj953qAa6aj4DxXf/cH/DObvFt/9If0MC6aP413HzuKeZ6po2jeofl+ghLUNgm6oK4AHU/WM73Hrj5OBclXdmuqJ/xa46IBlPgrcoapNAKpan1XrNDjqqGicgfiTxyvIEeFjZx0xqNdFxX+o+O4P/mcwf7f47g+Dy3DDqoW0dHSxen1lgEaDI6xtEPQQov/d222Al80Gtve4X5N6rCeLgcUisl5ENqR2lYdKebn7Q+11e1r5/cYaLjlxDjMnjh7Ua6Pgnwm++4P/GczfLb77w+AyLJ4xnnccczh3ra9iT2tngFbpE9Y2CKShFpFbs7FMPwwHFgFnkxxQ5eciMqmPeq4TkY0isrGuro6Ghgbq6uqora2lqamJiooKWltbKSkpIZFIUFhYCLx+kkBhYSGJRIKSkhJaW1upqKigqamJ3NxcusurqqoiFotRWlpKPB7fvzuku4zuv8XFxbS3t1NWVkZzczPV1dXU19dTX19PdXU1zc3NlJWV0d7eTnFxca9lFBUVEY/HKS0t5bZHX6FLE1x67JRBZ5o1a9abMtXW1jrPFIvFqKqqGnA7NTc3p7WdopxJVYf03otKJhHJ2ufJRaY5c+YM6b0XlUwtLS1Z+zy5yjRs2LBBvfcuzB/O3vY4//f3FyKRqaurK2ufp/4I5GQyEakBvtffIsBHVfVNZwWIyKnArar69tT9LwCo6jd6LPMT4FlVvTN1fw1wi6o+359XNk8mq6qqIi8vLytlDYX65jbO+PY6LjpuFt++eNmgX+/aP1N89wf/M5i/W3z3h6FluPbujTxf1chTnz+n3/kMwiCb28DFyWQ/543HpA+8jUst0xvPA4tEJD81WMqlwAMHLPMXkr1pRGQayV3hW7OaYADGjRsXZnVv4mdPbCWeUK4/Z+GQXu/aP1N89wf/M5i/W3z3h6FluOnchexp7eSeZ7YFYDQ4wtoGvU9WnCFpHIfu77VxEbkBeJjk5VmrVXWziHwF2KiqD6See5uIlABdwL+r6q5suKdLZ6e7YyQNsXbufbaai5bNYv7UsUMqw6V/NvDdH/zPYP5u8d0fhpbh2DmTOPst0/nlU5VceVoeY0cG0oylRVjbIJLDearqP1R1saouUNWvpR77cqqRRpPcrKpLVfUYVf1t2I6JRCLsKvfziycraYt3cf2qofWmwa1/NvDdH/zPYP5u8d0fhp7hxlWLaNzXwb3Puu1Vh7UNItlQ+8CYMWOc1Nu0r4NfPVPFhcfOYsH0oe92ceWfLXz3B/8zmL9bfPeHoWdYPn8ypy+cxs+eqKS1oyvLVukT1jawhnqINDY2Oql39fpK9nV0cWMGvWlw558tfPcH/zOYv1t894fMMtx07iIaYu3c91x1Fo0GR1jbINCGWkQWi8gaEXkpdf9YEflikHWGxaxZs0Kvc09rJ3etr+KCow9n8YyBxo3pHxf+2cR3f/A/g/m7xXd/yCzDyflTOCV/Cj99ooK2Tje96rC2QdA96p+THOqzE0BVXyR5Frf3VFaGPzrOXeur2Nse54YMe9Pgxj+b+O4P/mcwf7f47g+ZZ/jUuYvY2dzO7zduH3jhAAhrGwTdUI9R1ecOeCwecJ2hsGRJuAPD723rZPX6Ss47cgZHzZqYcXlh+2cb3/3B/wzm7xbf/SHzDKcumMry+ZP58WMVdMTDP7kurG0QdEPdICILSM5whYhcDNQFXGcobNq0KdT67nlmG3taO7np3Mx70xC+f7bx3R/8z2D+bvHdHzLPICLcdO4iduxp44+FNdmRGgRhbYOgp7k8AvgZcBrQBFQCH1LVqsAq7Qdfp7nc1x7njG+v49g5E7nrqpNd6xiGYUQGVeU9d6ynsaWDtf/vbHKH+XmOtLNpLlMzYJ0HTAeWqOrprhrpbBPmpO33PruNxn0d3LhqUdbK9H3Sed/9wf8M5u8W3/0hOxm6e9XbG1v5ywu1WbBKn7C2QVBjffc757Sq9jcOeGD42KNu7ejijG+vY8nh4/n1tae41jEMw4gcqsqFtz1FS0cXj3zmTIZ72Kt20aPuHtP7ROATJKepnA18HDghoDpDpXtmlqC577lqGmLt3HRu9nrTEJ5/UPjuD/5nMH+3+O4P2csgIty4ahGVDft48MXwToMKaxsEfYz6CeCdqro3dX888HdVPTOwSvshmz3qRCJBTk6wv9raOrs46zvryJs6lt997NSslh2Gf5D47g/+ZzB/t/juD9nNkEgoF/zgSbpUefjTZzIsR7JSbv91Zs/f2TFqYAbQ0eN+R+ox7yktLQ28jt9v3M7O5uz3piEc/yDx3R/8z2D+bvHdH7KbISdHuGHVQsrrYzz0Uji96rC2QdAN9T3AcyJyq4jcCjwL3B1wnaGQn58faPkd8QQ/fqyC5fMnc9qCqVkvP2j/oPHdH/zPYP5u8d0fsp/hHcfMZMH0sdy+tpxEIri9xd2EtQ2CPuv7a8BVJC/NagKuUtWvB1lnWOzYsSPQ8v9UWMOOPW3cuGohItnfhRO0f9D47g/+ZzB/t/juD9nPMCzVqy59dS+PvLwzq2X3RljbIOixvucBDcCfU7ddqce8Z8qUKYGV3dmV4I7Hylk2ZyJnLZ4eSB1B+oeB7/7gfwbzd4vv/hBMhncdO4u8qWP44ZoygjwHC8LbBkHv+v478GDqtgbYCjyUzgtF5HwReUVEykXkln6We7+IqIj0ehA+KFpaWgIr+6+bdrC9sZUbVy0KpDcNwfqHge/+4H8G83eL7/4QTIbhw3L45DkL2byjmXWv1Ge9/J6EtQ2C3vV9jKoem7otAk4GnhnodSIyDLgDuABYClwmIkt7WW488CmSx75DJaizLbsSyh3rylk6cwLnHnlYIHVAcP5h4bs/+J/B/N3iuz8El+G9x89mzuTR/GBNeaC96rC2QahbWlULgXRG7TgZKE+NbNYB/Ba4qJflvgp8C2jLnmV65ObmBlLugy/uoLJhHzedG8yx6W6C8g8L3/3B/wzm7xbf/SG4DLnDcvjk2Qsp2r6bJ8saAqkDwtsGQR+jvrnH7bMi8hsgnaPvs4Ge85bVpB7rWfYJwFxV/fsADteJyEYR2VhXV0dDQwN1dXXU1tbS1NRERUUFra2tlJSUkEgk9l/A3j00XGFhIYlEgpKSElpbW6moqKCpqYnt27fTXV5VVRWxWIzS0lLi8ThFRUVvKKP7b3FxMe3t7ZSVldHc3Ex1dTX19fXU19dTXV3N7j17+O4/S1h82FhmJl7rtYyioiLi8TilpaXEYjGqqqqGlGnv3r1vylRbW5v1TM3NzZSVldHe3k5xcXHWMpWUlKS1naKcqbKyckjvvahk2rZtW9Y+Ty4yxWKxrH2eXGR65ZVXAv2OiMp2GmqmBTmvMWviKL7+1xdQ1UAybd26NWuZ+iPoAU/+q8fdOFAF/FFV++0Bp2bZOl9Vr03d/zBwiqrekLqfA6wFrlTVKhF5DPisqvY7mkk2BzyJxWKMGzcuK2V18/cX67j+N4XcdtnxvGtZsBOSB+EfJr77g/8ZzN8tvvtD8BnueaaKL/91M7/56CmctmBa1svPpr/LAU9KVPW/U7evqeq9wLvSeF0tMLfH/Tmpx7oZDxwNPCYiVcAK4IEwTyirqcnulGqJhHLb2jIWTB/LO46ZmdWyeyPb/mHjuz/4n8H83eK7PwSf4QMnzuWw8SP54ZqyQMoPaxsE3VB/Ic3HDuR5YJGI5IvICOBS4IHuJ1V1j6pOU9U8Vc0DNgDvHqhHnU0WLszOvNDdPPLyTkpf3csNqxaGMvRdtv3Dxnd/8D+D+bvFd38IPsOo3GF87KwFbNjayHOVjVkvP6xtEEhDLSIXiMhtwGwR+WGP210kd4H3i6rGgRuAh4GXgftVdbOIfEVE3h2E82DZvHlz1spSVX64poy8qWN417HB7vLuJpv+LvDdH/zPYP5u8d0fwslw+cnzmDZuBLetzX6vOqxtENQ0l8uA44CvAF/u8dReYJ2qNmW90jSI6jSXa0t3cvVdG/n2xcfygRPnDvwCwzAMI21++ngF33iolD998jROmDfZtU6vhH6MWlWLVPVuYIGq3t3j9idXjXS2ydaE4arKD9aUM2fyaN57/OyBX5AlfJ903nd/8D+D+bvFd38IL8OHVsxn8phcbsvyseqw/IPqUd+vqh8QkWLgTRWo6rFZrzQNotijfmLLa1yx+jm+/t5juPyUg2J0VcMwjMhxx7pyvvPwK/zthtM5Zs5E1zpvwsVZ359K/b2Q5FneB968Jxu/pLqPTc+cOIr3Lw+vNw3+/xr33R/8z2D+bvHdH8LNcMWp85kwajg/zOKxaq971FElaj3qpysauPznz/KVi47iilPzXOsYhmEc1Pzfo1v4v0fL+MdNZ7B01gTXOm8g9B61iOwVkeYet709/wZRZ9h0jzaTCT9cU8Zh40c6OYEsG/4u8d0f/M9g/m7x3R/Cz3DVafmMGzmc29dlp1cdln9QJ5ONV9UJPW7je/4Nos6wWbx4cUavf76qkQ1bG/nYWQsYlTssS1bpk6m/a3z3B/8zmL9bfPeH8DNMHJPLlafl8dBLr1K2c2/G5YXlH/ikHCJygojcJCI3isjxQdcXFtXV1Rm9/odrypg2bgSXn+zmBLJM/V3juz/4n8H83eK7P7jJcPXp+YzOHcbt68ozLiss/6An5fgycDcwFZgG3CUiXwyyzrCYMWPGkF/7QnUTT5Y18NEzjmD0iPB705CZfxTw3R/8z2D+bvHdH9xkmDJ2BB8+dT5/K9rB1tf6nwxjIMLyD7pH/UHgJFX9L1X9L5Jjcn844DpDYffu3UN+7W1ry5k8JpcPrZifPaFBkol/FPDdH/zPYP5u8d0f3GX46BlHMGJ4Dnesq8ionLD8g26odwCjetwfyRsn1/CWUaNGDbxQLxTX7GFtaT3XnnEEY0cOz7JV+gzVPyr47g/+ZzB/t/juD+4yTBs3kg+eMp+/bKqlelfLkMsJyz/ohnoPsFlE7hKRO4GXgN3dY38HXHckuW1tGRNGDeeKU931pg3DMA51PnbmEQzLEX70WObHqoMm6C7dn1O3bh4LuL7QaGvrd0rtXnm5rpl/lezk0+ctYvyo3ACs0mco/lHCd3/wP4P5u8V3f3Cb4bAJo7jspLnc+2w1N6xayJzJYwZdRlj+gTbUqfG+D0omTZo06NfcvraccSOHc9Vp+dkXGiRD8Y8SvvuD/xnM3y2++4P7DB87awG/ea6anzxewf+855hBvz4s/6DP+r5QRF4QkcaDbcCTnTt3Dmr5sp17+cdLdVx5Wh4Tx7jtTcPg/aOG7/7gfwbzd4vv/uA+w6xJo7nkxLnc/3wNr+4ZfO84LP+gj1H/H/ARYOrBNuDJvHmDu/759nXljM4dxtWnu+9Nw+D9o4bv/uB/BvN3i+/+EI0MnzhrAQlVfvL44M8AD8s/6IZ6O/CSDnJAcRE5X0ReEZFyEbmll+dvFpESEXlRRNaISOhnZm3ZsiXtZbe+FuNvRTv48Ir5TBk7IkCr9BmMfxTx3R/8z2D+bvHdH6KRYe6UMbz3+Nnc91w19XsH16sOyz/QSTlE5CTgq8DjQHv346r6vX5eMwzYArwVqAGeBy5T1ZIey5wDPKuqLSLyCeBsVf23gXxcTcrx/+4v4u/FO3jyc6uYPn5k6PUbhmEYfVPVsI9V332Ma07P5z/fudSJg4tpLrv5GtBC8lrq8T1u/XEyUK6qW1W1A/gtcFHPBVR1nap2X/y2AZiTVes0SHd6s+pdLfxlUy2Xnzw/Uo2071Pk+e4P/mcwf7f47g/RyZA3bSwXHTebX2+oZlesfeAXpAjLP+iGepaqvi81Mtl/d98GeM1skrvMu6lJPdYX1wAP9fWkiFwnIhtFZGNdXR0NDQ3U1dVRW1tLU1MTFRUVtLa2UlJSQiKRoLCwEHh9AxQWFpJIJCgpKaG1tZWKigqampo4/PDD6S6vqqqKWCxGaWkp8XicoqKi/WX86LFyclA+dtYRFBcX097eTllZGc3NzVRXV1NfX099fT3V1dU0NzdTVlZGe3v7/llZuj26/xYVFRGPxyktLSUWi1FVVTWkTMcff/ybMtXW1qaVqedfV5lEJK3tFOVMkyZNGtJ7LyqZpk6dmrXPk4tMy5cvz9rnyUWmESNGBPodEUam6dOnh/q911+mDx43lbbOLn609pW0M02YMCFrn6d+UdXAbsC3gbcN8jUXA7/ocf/DwO19LPshkj3qkemUvXz5cs0WGzduHHCZ7Y37dMEX/q5f+ktx1urNFun4Rxnf/VX9z2D+bvHdXzV6Ga6/t0CXfukhbYy1p7V8Nv2BjdpH2xX0Meq9wFiSx6c7AUn+Nuj7zG8RORW4VVXfnrr/BZIv+sYBy50H3Aacpar16fiEfYz6i38p5nfPb+fxfz+HWZNGh1avYRiGMXheeXUvb/+/J7hp1UJufttbQq3b2TFqTV6OlaOqozX9y7OeBxaJSL6IjAAuBR7ouUBqusyfAu9Ot5HONt27RPri1T1t3P98DRcvnxvJRnog/6jjuz/4n8H83eK7P0Qvw1sOH8/5Rx3Oneur2NPaOeDyYfmHMR/1ZBE5WUTO7L71t7yqxoEbgIeBl4H7VXWziHxFRN6dWuw7wDjg9yKySUQe6KO4wDjqqKP6ff4nj1eQUOWTZy8IyWhwDOQfdXz3B/8zmL9bfPeHaGa48dyF7G2Pc/fTVQMuG5Z/0COTXQs8QbLR/e/U31sHep2q/kNVF6vqAlX9WuqxL6vqA6n/z1PVGap6XOr27v5LzD7l5X0P5F6/t437nqvmvcfPZu6UwY8fGwb9+fuA7/7gfwbzd4vv/hDNDEfNmsh5Rx7GL5+qJNYe73fZsPyD7lF/CjgJ2Kaq5wDHA7sDrjMU5szp+4qwnz+xlc6uBNefszBEo8HRn78P+O4P/mcwf7f47g/RzXDjqkXsae3knmeq+l0uLP+gG+o2VW0DEJGRqloKhHuEPiAaGhp6fXxXrJ1fb6jmouNmkzdtbMhW6dOXvy/47g/+ZzB/t/juD9HNsGzuJM5aPJ1fPFlJS0ffveqw/INuqGtEZBLwF+AREfkrsC3gOkNh3LhxvT7+i6cqaYt3Rbo3DX37+4Lv/uB/BvN3i+/+EO0MN527iMZ9Hdy7obrPZcLyD/qs7/eq6m5VvRX4EvBL4D1B1hkWnZ1vPiNwd0sH9zxdxTuPmcnCw6L7BoTe/X3Cd3/wP4P5u8V3f4h2huXzJ7Ny4VR++sRW2jq7el0mLP/Az/ruRlUfV9UHNDksqPckEok3Pbb6qUr2dXRx46pFDowGR2/+PuG7P/ifwfzd4rs/RD/DTasW0RBr577neu9Vh+UfWkN9sDFmzBvP5t7T2smdT1dx/lGH85bDBxrO3D0H+vuG7/7gfwbzd4vv/hD9DKccMZWT86fwk8creu1Vh+VvDfUQaWxsfMP9u5+uYm9bnBtWRfvYdDcH+vuG7/7gfwbzd4vv/uBHhptWLWJnczu/L6h503Nh+VtDPURmzZq1//9Ye5xfPlXJeUcextGzJzq0Sp+e/j7iuz/4n8H83eK7P/iRYeXCqZwwbxI/eayCjvgbd3WH5W8N9RCprKzc//89zySHm/Ph2HQ3Pf19xHd/8D+D+bvFd3/wI4OIcOO5i6jd3cqfCt/Yqw7LP9BJOaJGNiflSCQS5OTk0NIR5/RvreOY2RO5++qTs1J2GHT7+4rv/uB/BvN3i+/+4E8GVeWiO9bT1NLB2v93NrnDks7Z9Hc2KcfBzKZNmwC4d0M1jfs6uOlcP45Nd9Pt7yu++4P/GczfLb77gz8ZRIQbVy1ie2Mrf920Y//jYflbjzoD2jq7OP1b63jL4eO499oVWSvXMAzDiBaqyjt++BRtnV08evNZDMuRrJZvPeoAKCgo4L7nqmmItXt1bLqbgoIC1woZ4bs/+J/B/N3iuz/4lUFEuGnVQiob9vHgi8ledVj+1qMeIm2dXZz1nXXMnzqW+z92albKNAzDMKJLIqGc/4MnSCj869NnkpPFXrWXPWoROV9EXhGRchG5pZfnR4rI71LPPysieWH6fe/PT7OzuZ2bPOxNAxQWFrpWyAjf/cH/DObvFt/9wb8MOTnCDasWUV4f46GXXg3NP5I9ahEZBmwB3grUAM8Dl6lqSY9lPgkcq6ofF5FLgfeq6r/1V262etTPbt3FtfdsZObEUTz86TMRye6xijDw5WzLvvDdH/zPYP5u8d0f/MzQlVDe+v3H6epSLl4+m9MWTmf5/MkZl+tjj/pkoFxVt6bGBv8tcNEBy1wE3J36/w/AuRJCi1mwrYkP/fJZ9rbFqWrYR2H17qCrDITS0lLXChnhuz/4n8H83eK7P/iZYViOcOExM9nW2ML3Hinjg7/YQMG2pkDrjGpDPRvY3uN+TeqxXpdR1TiwB5h6YEEicp2IbBSRjXV1dTQ0NFBXV0dtbS1NTU1UVFTQ2tpKSUkJiURi/66M7pMECgsLSSQSlJSU0Nrayt+f30JnV3IvRDyhrH2pmqqqKmKxGKWlpcTjcYqKit5QRvff4uJi2tvbKSsro7m5merqaurr66mvr6e6uprm5mbKyspob2+nuLi41zKKioqIx+OUlpYSi8WoqqoaUqb58+fvz1RRUUFTUxO1tbV0r6OoZ9q3b1+/28mHTDk5OYN670UtU25ubsafJ5eZ8vPzs/Z5cpGpvb090O+IMDKNGDEi1O+9bGVqbHgNAAU64wkeLqzI+PPUH1Hd9X0xcL6qXpu6/2HgFFW9occyL6WWqUndr0gt0+dM3tnY9V2wrYnLf76BzniCEbk53Hvtiqzs9gibiooKFixY4FpjyPjuD/5nMH+3+O4P/mYo2NbEZT/fQLwrwYjh2WkH+tv1PTyjkoOjFpjb4/6c1GO9LVMjIsOBicCuoMWWz5/Mbz66gnWbazjnqDleNtIAU6ZMca2QEb77g/8ZzN8tvvuDvxmWz5/MfSG2A1Hd9f08sEhE8kVkBHAp8MAByzwAfCT1/8XAWg1p98Dy+ZO5bNkUbxtpgJaWFtcKGeG7P/ifwfzd4rs/+J0hzHYgkj1qVY2LyA3Aw8AwYLWqbhaRrwAbVfUB4JfAr0SkHGgk2ZiHhm9nKh6I+bvH9wzm7xbf/cH/DGH5R7KhBlDVfwD/OOCxL/f4vw24JGyvbnJzc11VnRXM3z2+ZzB/t/juD/5nCMs/kieTBYWIvAZsy1Jx04A+T1zzAPN3j+8ZzN8tvvuD/xmy6T9fVaf39sQh1VBnExHZ2NcZej5g/u7xPYP5u8V3f/A/Q1j+fh8gMAzDMIyDHGuoDcMwDCPCWEM9dH7mWiBDzN89vmcwf7f47g/+ZwjF345RG4ZhGEaEsR61YRiGYUQYa6gNwzAMI8JYQ20YhmEYEcYaasMwDMOIMNZQG4ZhGEaEsYbaMAzDMCKMNdSGYRiGEWGsoTYMwzCMCGMNtWEYhmFEmEOuoRaR1SJSLyIvpbHs90VkU+q2RUR2h6BoGIZhGPs55IYQFZEzgRhwj6oePYjX3Qgcr6pXByZnGIZhGAdwyPWoVfUJoLHnYyKyQET+KSIFIvKkiCzp5aWXAfeFImkYhmEYKYa7FogIPwM+rqplInIK8CNgVfeTIjIfyAfWOvIzDMMwDlEO+YZaRMYBpwG/F5Huh0cesNilwB9UtStMN8MwDMM45Btqkrv/d6vqcf0scylwfTg6hmEYhvE6h9wx6gNR1WagUkQuAZAky7qfTx2vngw840jRMAzDOIQ55BpqEbmPZKP7FhGpEZFrgA8C14hIEbAZuKjHSy4FfquH2unxhmEYRiQ45C7PMgzDMAyfOOR61IZhGIbhE9ZQG4ZhGEaEOaTO+p42bZrm5eVlpayOjg5GjBiRlbJcYP7u8T2D+bvFd3/wP0M2/QsKChpUdXpvzx1SDXVeXh4bN27MSlmxWIxx48ZlpSwXmL97fM9g/m7x3R/8z5BNfxHZ1tdz3u76FpG5IrJOREpEZLOIfCrM+hsaGsKsLuuYv3t8z2D+bvHdH/zPEJa/zz3qOPD/VLVQRMYDBSLyiKqWhFG5z78CwfyjgO8ZzN8tvvuD/xnC8ve2oVbVOqAu9f9eEXkZmA2E0lB3dnaGUU1gmL97fM9g/m6Jqv9jr9Tz6Mv1HD17AksOn9Dvsg0Nu5nW6mczVPpqM0Vbd3LximEsnz850Lr8XEMHICJ5wPHAs2HVmUgkwqoqEMzfPb5nMH+3RM2/9NVmvvPPV1hTWj/IV74SiE9Y/PmlBu69dkWgjbX3DXVqUo0/Ap9ODQd64PPXAdcBzJo1i4aGBjo7O0kkEowZM4bGxkZmzZpFZWUlS5YsYdOmTZxwwgkUFBSwfPlyCgsLOe644ygtLSU/P58dO3YwZcoUYrEYdXV15ObmEovFmDZtGjU1NSxcuJDNmzezbNmy/WV0/y0uLmbx4sVUV1czY8YMdu/ezahRowBoa2tj0qRJ7Ny5k3nz5rFlyxaOOeaYN5VRVFTEUUcdRXl5OXPmzKGhoYFx48YNOlNeXh4lJSVvyNTS0kJOTo4XmbZv387s2bMH3E5RztTU1MSUKVMG/d6LSqY9e/YwcuTIrHyeXGQ64ogjsvZ5cpGprq7uDZ+BbH9HpJNpytSp/HnDFh6u7ODprY0Mz5HXv3uB950wm6MndDB79mzqX6tn8qTJxPbFGJGbPFO6ee9epk2dStPuJg6bfhi1tbXk5eVRVl7OooUL9//dWrmV+fPms6NuB9OmTaN5TzOjRo+mKx4nocrIkSOJ7d3LlKlT2PnqTubMncPWrVtZuOD1MsoryjniiCOo2V7DjMNn0LirkXHjx9Pe3k6OCMOGD6ettZUJEyfQ0NDArJmz2Fa9jSPyj3iTz68eL2Fd5T4U6IwneLiwgrmj52X0eeq3nfN5ZDIRyQUeBB5W1e8NtPyJJ56o2Trru6KiggULFmSlLBeYv3t8z2D+bnHpH2uP88eCGu5cX0nVrhZmThzFFafmsXTmeD726wI64wlyh+cM2NP0dRsUbGvig7/YQEc8wYg0cqaDiBSo6om9PudrQy3JOSnvBhpV9dPpvCabDXVrayujR4/OSlkuMH/3+J7B/N3iwn97Ywt3P13F757fzt72OMfPm8TVK/M5/+jDyR2WvIioYFsTG7buYsURUwdsvHzeBgXbmnjqlVc5/S2HZ2W3d38NtbeXZwErgQ8Dq0RkU+r2jrAqr6ysDKuqQDB/9/iewfzdEpa/qvJcZSMf/1UBZ31nHXc+XcXZSw7jT588jT9/ciXvWjZrfyMNsHz+ZK4/Z2FajZfP22D5/Mm8dY4GfiIZeNyjHgrZ7FEnEglycvz9nWP+7vE9g/m7JWj/jniCB1/cwer1lbxU28ykMblcdvI8rjh1PjMnZqcXbNvgdQ7WHrVTNm3a5FohI8zfPb5nMH+3BOXfEGvnh2vKWPmttdx8fxFtnQm+/t5jeOaWc/n8+Uuy1kiDbYN0sR61YRiGwct1zdy5vpK/bNpBRzzB2W+ZztUr8zlj0TSSpwQZQWI96gAoKChwrZAR5u8e3zOYv1uy4Z9IKI+W7OTyn2/ggh88yd+K6vjAiXN49OazuOuqkzlz8fRAG2nbBulhPWrDMIxDjFh7nD9s3M6dT1exLXV51UdOy+PSk+YyaYy/s1n5jPWoA6CwsNC1QkaYv3t8z2D+bhmK//bGFr76YAmnfn0Nt/6thKljR3D75cfzxOfO4eNnLQi9kT4Ut8FQsB71ELGzFd3iuz/4n8H83ZKuf/flVavXV/JIyU5yRHjHMTO5amUex88L/tKi/jhUtkE6WI86AEpLS10rZIT5u8f3DObvloH82+Nd/LGghgtve4p/+9kGnq1s5BNnL+Cpz6/ih5cd77yRhoN/G2QL61EPEZ9H1AHzjwK+ZzB/t/Tl3xBr594N1fxqwzYaYu0sOmwcV5+ez3uOm83oEcMcmPbNwboNhoL1qANgx44drhUywvzd43sG83fLgf4lO5r5998Xcdo31vL9R7dwzOwJ/Oqak/nXZ87kspPnRa6RhoNvGwSF97NnuWLKlCmuFTLC/N3jewbzd8uUKVPoSihrS+tZ/VQlz2zdxejcYfzbSXO5cmUeC6aPc604IAfDNggDa6iHSEtLC5Mnuz/GM1TM3z2+ZzB/d+xt6+Sup7fx582bqG5sYdbEUXzhgiVcetI8Jo7Jda2XNj5vAwjP3xrqIeLzmYpg/lHA9wzmHz7Vu1q46+kq7t+4nVh7nOXzJ/P585fw9qNmMHyYf3l83AY9CcvfGuohkpvrz6/W3jB/9/iewfzDQVV5trKR1U9V8sjLOxkmwoXHzuS9R03mrGPyXOtlhC/boC/C8reGeojEYjGmTZvmWmPImL97fM9g/sHSHu/ib0V1rH6qkpK6ZiaPyeX6sxfyoRXzOXziKKqqqlwrZkzUt8FAhOVvDfUQ8fnNBeYfBXzPYP7B8Nredu59dhu/3rCNhlgHi2eM45vvO4b3HD+bUbmvn7kdVf/B4HuGsPwDa6hF5IQ0FutU1eKgHIKkpqaGJUuWuNYYMubvHt8zmH922bxjD3eur+KBTTvo6EqwaslhXL0yn5ULp/Y6MUbU/IeC7xnC8g9swBMR2Qs8D/Q39Uq+quYFItAL2RzwJB6PM3y4vzskzN89vmcw/8zpSiiPvryTO9dXsmFrI6Nzh3HJiXO48rQ8jhjg8qoo+GeK7xmy6e9qwJPnVXWVqp7T1w3YGmD9gbJ582bXChlh/u7xPYP5D529bZ388qlKzv7fdXzsVwVsb2zlP96xhA1fOJevXHT0gI00+L/+wf8MYfnbEKKGYRghsW3XPu56uorfb6wh1h7nxPmTufr0fN621M/Lq4zs4XQIURFZKSJjU/9/SES+JyLzg643aGzCc7f47g/+ZzD/9FBVnqnYxUfv2cjZ//sYv3pmG+cdeRh/vX4lf/jEabzjmJlDaqR9X//gf4aw/APvUYvIi8Ay4FjgLuAXwAdU9axAK+4F61EbhhEWbZ1d/K1oB6vXV/FyXTNTxo7g8pPn8eFT5zNjwijXekbEcD0pR1yTvwYuAm5X1TuA8ZkWKiKrRaReRF7K2HAI2C9Bt/juD/5nMP/eqd/bxvcf2cLp31rLv//hRRIJ5VvvP4anb1nFZ9/+lqw10r6vf/A/w8HUo34c+CdwFXAmUA8UqeoxGZZ7JhAD7lHVo9N5jfWoDcMIipdqk5dX/a0oeXnVuUsO4+rT8zltQe+XVxlGT1z3qP8NaAeuUdVXgTnAdzItVFWfABozLWeoFBd7efn3fszfPb5nMP/k5VX/fOlVPvDTZ7jwtqd46KU6Ljt5Lmv/31n88sqTWLlwWmCNtO/rH/zPEJZ/YA21iDwsIp8BJqnq91T1SQBVrVbVe4KqtxeP60Rko4hsrKuro6Ghgbq6Ompra2lqaqKiooLW1lZKSkpIJBIUFhYCr+/SKCwsJJFIUFJSQmtrKxUVFTQ1NTF+/Hi6y6uqqiIWi1FaWko8HqeoqOgNZXT/LS4upr29nbKyMpqbm6murqa+vp76+nqqq6tpbm6mrKyM9vb2/W+AA8soKioiHo9TWlpKLBajqqpqSJkWLlz4pky1tbXeZGpra0trO0U504gRI4b03otKptGjR2ft8+Qi0+LFi4f8eWpu6+TW+57g7P9dx8d/XUBtUyvXLp/Cus+cxhVHj2by8M7AM3V1dQX6HRHGdho7dmyo33vZzjR8+PCsfZ76I8gBTw4Hzk/dFgPPktwF/qiq7stSHXnAgy52fZeVlbFo0aKslOUC83eP7xkORf+qhu7Lq7azr6OLk/Imc/XKfN7q4PIq39c/+J8hm/797foObEiY1G7uu4C7RCQHOAW4APiciLQC/1LVbwdVf9DMmDHDtUJGmL97fM9wqPirKs9s3cXqp6pYU7qT4TnChcfO4qqVeRw7Z1Kwkv3g+/oH/zOE5R/K2G2qmgCeSd2+LCLTgLeHUXdQ7N69mwkTJrjWGDLm7x7fMxzs/m2dXTxQtIPVT1VS+upepowdwY3nJGevOiwCl1f5vv7B/wxh+Qc5KcdtQJ/71VX1pgzLvw84G5gmIjXAf6nqLzMpczCMGuX+g5oJ5u8e3zMcrP71e9v49YZq7t2wjV37Olhy+Hi+/f5jefdxs94we5VrfF//4H+GsPyD7FF3HwxeCSwFfpe6fwlQkmnhqnpZpmUYhmF081LtHlY/VcnfXtxBPKHJy6tW5nOqXV5lOCbIY9R3A4jIJ4DTVTWeuv8T4Mmg6g2L7rOOfcX83eN7hoPBvyuhPFKyk9XrK3muspExI4bxwVPm85HT8sifNta1Yr/4vv7B/wxh+YdxjHoyMIHXr3kel3rMayZNmuRaISPM3z2+Z/DZv7mtkwdeifHb+9ZR09TK7Emj+eI7j+SSE+cycXSua7208Hn9d+N7hrD8w2iovwm8ICLrSM5NfSZwawj1BsrOnTu9PgnC/N3jewYf/Q+8vOrkvCl88Z1Hct6R/s1e5eP6PxDfM4TlH8o0l6lrqk9J3X02delW6GTzOur29nZGjhyZlbJcYP7u8T2DL/7ds1etXl/JmtJ6hucI71o2iw+dNJsT8qe71hsyvqz//vA9Qzb9XQ8hCskhROuAJmBxapxur9myZYtrhYwwf/f4niHq/m2dXdz//HYu+MGTXP6LZ3mhejc3rlrE+s+v4nsfOI7cmJP+QtaI+vpPB98zhOUfxqQc1wKfIjnG9yZgBfCMqq4KtOJesEk5DOPgp765jV9v2Ma9z1bvv7zq6tPzefeyaF1eZRg9cd2j/hRwErBNVc8Bjgd2h1BvoNj0bG7x3R/8zxA1/+KaPdz8u02s/NZabltXzvHzJvObj57CQ586gw+cOPdNjXTU/AeL7/7gf4aDaZrL51X1JBHZBJyiqu0isllVjwq04l6wHrVhHFzEuxL7L696vqqJsSOGccmJc7nytDzyIn55lWH0xHWPukZEJgF/AR4Rkb8C20KoN1Dsl6BbfPcH/zO49N/T2snPn9jKWd95jE/cW0jdnja++M4jeeY/zuXWdx+VViNt6989vmc4aHrUb6hM5CxgIvBPVe0IreIU1qM2DL+pbNjHXesr+X1BDS0dXZySP4WrT8/nvCNnMCzHRg8z/MVZj1pEholIafd9VX1cVR9w0Uhnm+55Sn3F/N3je4aw/FWV9eUNXHPX86z67mPc99x2Ljh6Jg/eeDq/+9ipvP2ow4fUSNv6d4/vGcLyD+MY9V+BG1W1OtCK0iCbPep4PM7w4aFMPhYI5u8e3zME7d/W2cVfN9Wy+qkqXtm5l6ljR/ChFfP54Ip5HDY+88kQbP27x/cM2fR3fYx6MrBZRNaIyAPdtxDqDZTy8nLXChlh/u7xPUNQ/jub2/juv17htG+u5fN/LCYnR/jOxcey/pZVfOati7PSSIOt/yjge4aw/MP4KfOlEOoInTlz5rhWyAjzd4/vGbLt/2LNblY/Vcnfi+uIJ5TzjpzB1SvzWXHElEBmr7L17x7fM4TlH3hDraqPB12HCxoaGhg3bpxrjSFj/u7xPUM2/ONdCf5VspPVT1WycVsT40YO50Mr5nPlaXnMnxrs5VW2/t3je4aw/ANrqEXkQVW9MNNloorPby4w/yjge4ZM/Pe0dvK756u5++lt1O5uZe6U0XzpwqV84MQ5jB8VzuxVh/L6jwq+ZwjLP8ge9ekDHIsWYGmA9QdKZ2ena4WMMH/3+J5hKP5bX4tx19NV/CF1edWKI6bw5XctdXJ51aG4/qOG7xnC8g+yob4ojWW8vUwrkUi4VsgI83eP7xnS9U9eXpWcvWptaT0jhuXw7uNmcdXKPI6aNTFgy745VNZ/lPE9Q1j+gTXUB+ux6W7GjBnjWiEjzN89vmcYyL+ts4u/vFDL6vWVbNkZY9q4EXz6vEV88JT5TB/vfmrDg339+4DvGcLy9/cCNsc0NjYyefJk1xpDxvzd43uGvvxf3dPGrzZU8Ztnq2lq6WTpzAn87yXLeNeymYwcHp3Zqw7W9e8TvmcIy9/rhlpEzgd+AAwDfqGq3wyr7lmzZoVVVSCYv3t8z3Cgf9H23axeX8nfX6yjS5W3HjmDq0/P55T8YC6vypSDbf37iO8ZwvIPY8CTQBCRYcAdwAUkT0q7TERCOzmtsrIyrKoCwfzd43uGyspK4l0J/v5iHe//8dNcdMd61rxczxWn5vH4Z8/hZ1ecyIojpkaykYaDY/37ju8ZwvIPYwjRYuDASvYAG4H/UdVdQyz3VOBWVX176v4XAFT1G329JptDiCYSCXJyvP2dY/4RwOcMe1o6ue+5bdzzzDZ27Glj3pQxXHlaHpeEeHlVpvi8/sF/f/A/Qzb9XQ8h+hDwd+CDqdvfSDbSrwJ3ZVDubGB7j/s1qcdCYdOmTWFVFQjm7x4fM1S8FuNLf3mJFd9Ywzf/+Qrzp47l51ecyLrPns3Vp+d700iDn+u/J777g/8ZwvIPo6E+T1W/oKrFqdt/Amep6reAvKArF5HrRGSjiGysq6ujoaGBuro6amtraWpqoqKigtbWVkpKSkgkEhQWFgKvzzNaWFhIIpGgpKSE1tZWKioqaGpqYsaMGXSXV1VVRSwWo7S0lHg8vn9Gle4yuv8WFxfT3t5OWVkZzc3NVFdXU19fT319PdXV1TQ3N1NWVkZ7ezvFxcW9llFUVEQ8Hqe0tJRYLEZVVdWQMh133HFvylRbW+tNpm4G2k5RzjRx4sQhvffCzrRx40aeLHuN9/9wDed+93F++9w23r50Or+4eAG3vW8hR09O8Grdjow+Ty620wknnJC1z5OLTLm5uYF+R4SRadq0aaF+72U70/jx47P2HdEfYez6LgI+qqrPpe6fRPLEr2Ui8oKqHj/Ecp3u+i4oKGD58uVZKcsF5u+eqGdo7ejiL5tqWf1UJWX1MaaNG8mHV8zn8lPmMX38yMj7D4T5u8f3DNn072/XdxgN9UnAamAcydHImoFrgc3AO1X1/iGWOxzYApwL1ALPA5er6ua+XpPNhtowDlZe3dPGPc9U8Zvnqtnd0slRsyZw9cp8LozY5VWGcTDh9Bi1qj6vqscAxwHLVPVYVX1OVfcNtZFOlRsHbgAeBl4G7u+vkc423btVfMX83RO1DJu27+am+17g9G+t5cePV3BK/hR+d90KHrzxdN6/fM6bGumo+Q8W83eP7xnC8g+jRz0SeD/J49H7r9tW1a8EWnEv2Fnfr2P+7olChnhXgn9ufpXVT1VSWL2b8SOH84GT5vKRU/OYN7X/UZei4J8J5u8e3zMcTGd9/5XkuN9xYF+Pm9eUlpa6VsgI83ePywy7Wzr4yeMVnPntddzwmxfYta+DW9+1lGf+41y+dOHSARtp8H8bmL97fM8Qln8YPeqXVPXoQCtJk2z2qFtbWxk9enRWynKB+bvHRYby+hh3PV3JHwtqae3s4rQFU7l6ZT7nLDls0LNX+b4NzN89vmfIpr/rHvXTInJMCPWEyo4dO1wrZIT5uyesDKrKE1te48o7n+O87z3O/RtreNeymTz0qTP4zUdXcN7SoU0x6fs2MH/3+J4hLP8wxvo+HbhSRCqBdpJnfquqHhtC3YExZcoU1woZYf7uCTpDa0cXf07NXlVeH2P6+JHc/NbFXH7KPKaNy3z2Kt+3gfm7x/cMYfmH0VBfEEIdodPS0uL1rC/m756gMtTtaeWeZ7ZxX4/Lq773gWW889jsXl7l+zYwf/f4niEs/8AaahGZoKrNwN6g6nCJz2cqgvlHgWxneKG6idXrq/hHcR2qytuWHs7Vp+dzUt7kQCbG8H0bmL97fM8Qln+QPerfABcCBSQn5ej5TaHAEQHWHTjdw/f5ivm7JxsZOrsS/POlV1m9vpIXUpdXXXVaHh85LY+5U4Kd1N73bWD+7vE9Q1j+gTXUqnph6m9+UHW4JBaLMW3aNNcaQ8b83ZNJht0tHdz33HbueaaKuj1t5E0dw3+/+yjev3wO40aGM82879vA/N3je4aw/EP5RIvIbGA+bxzw5Ikw6g4Kn99cYP5RYCgZyuv3cuf6Kv5YWENbZ4KVC6fyP+85mnPechg5QzhzOxN83wbm7x7fM4TlH/gOdhH5FrAe+CLw76nbZ4OuN2hqampcK2SE+bsn3QyqyuNbXuMjq5/jvO89we8Larho2Wz++ekzuPfaFZx75IzQG2nwfxuYv3t8zxCWfxgDnrwCHKuq7YFWlAbZHPAkHo8zfHg4uxiDwPzdM1CGlo44fyqs5c71lVS8to/p40dyRWr2qqlZuLwqU3zfBubvHt8zZNPf9YAnWwG/zxjohc2bQ5v/IxDM3z19Zdixu5VvPlTKqd9Yyxf/8hKjRwzj+/+2jPWfX8WN5y6KRCMN/m8D83eP7xnC8g+jR/1HYBmwhuSAJwCo6k2BVtwLNs2lEWUKq5tY/VQlD730KqrK249KXl514vxgLq8yDCM6uO5RPwB8FXia5KVa3TevKSjwO4L5u6egoIDOrgQPFO3gPXes530/eprHt7zG1SvzePzfz+HHH1rOSXlTIttI+74NzN89vmcIyz/wHnWUsB61ERWa9nVw3/PV3PP0Nl5tbiN/2liuWpnH+0+Yw9iQLq8yDCM6OO1Ri0iliGw98BZ0vUFjvwTd4qt/2c69/Mefizn1m2v49j9fYeFh41h95Ymsufksrjg1z6tG2tdt0I35u8f3DAdNj1pEpva4Owq4BJiiql8OtOJesB614YJEQnm87DXuXF/FE1teY8TwHN53/GyuXJnHksMnuNYzDCMCOO1Rq+quHrdaVf0/4J1B1xs0xcXFrhUywvyDp6Ujzq82bOO87z/OVXc+T2ldM59922KeuWUV33z/sXS+ts21Ykb4sA36w/zd43uGsPzD6FGf0ONuDnAi8AlVXRZoxb2QzR51e3s7I0dG4zKZoWD+wbFjdyt3P1PFfc9W09wW59g5E7l6ZT7vOGYmI4a//ts4yhnSwfzd4rs/+J8hm/799ajDOCD23R7/x4FK4AMh1Bso1dXVLFq0yLXGkDH/7KKqFFbvZvX6Sv6Zurzq/KMP5+qV+Szv4/KqqGUYLObvFt/9wf8MYfmH0VBfo6pvOHlMRLyfqGPGjBmuFTLC/LNDZ1eCfxTXsXp9FUXbdzN+1HCuOT2fK06dz5zJ/c9eFZUMQ8X83eK7P/ifISz/MK6j/kOaj6WNiFwiIptFJCEive4qCJrdu3e7qDZrmH9mNO3r4I515ZzxrXV86reb2NvayVcvOooNXziX/3jHkQM20uA+Q6aYv1t89wf/M4TlH1iPWkSWAEcBE0XkfT2emkDy7O9MeAl4H/DTDMsZMqNGZRrBLeY/NMp27mX1+ir+VFhDezzBGYum8Y33HcNZi6cPemIM2wZuMX/3+J4hLP8gd32/BbgQmAS8q8fje4GPZlKwqr4MRHbEJuPgIpFIzl61en0lT5Y1MHJ4Du87YTZXnpbPWw4f71rPMIyDnMB2favqX1X1KuBCVb2qx+0mVX06qHoPRESuE5GNIrKxrq6OhoYG6urqqK2tpampiYqKClpbWykpKSGRSFBYWAi8fiF7YWEhiUSCkpISWltbqaiooKmpibq6OrrLq6qqIhaLUVpaSjwep6io6A1ldP8tLi6mvb2dsrIympubqa6upr6+nvr6eqqrq2lubqasrIz29vb9p/0fWEZRURHxeJzS0lJisRhVVVVDytT9fM9MtbW13mR65ZVX0tpOmWR6seQVfraulLO+/ShX3fU8pTv28NFTZvCvG07m6mNGkzd5REaZqqurh/Tei8p2qqmpydrnyUWmtra2rH2eXGQqLy8P9DsijEy1tbWhfu9lO9O2bduy9nnqjzAuz1oM/BiYoapHi8ixwLtV9X8GeN2jwOG9PPWfqvrX1DKPAZ9V1bSuucrm5VnNzc1MmODvYBXm3ze1u1u55+kq7nvu9currjk9nwuOfuPlVZli28At5u8e3zNk09/15Vk/B/6d1PFkVX1RRH4D9NtQq+p5IbgNmZ07d3r9BjP/N5K8vKqJ1U9V8c/NrwJw/lGHc/XpeZwwL5jZq2wbuMX83eN7hrD8w2iox6jqcwd80cVDqDdQ5s2b51ohI8w/SUc8wUMv1bH6qUqKavYwYdRwrj0jnytOzWP2pNFZqaMvbBu4xfzd43uGsPzDuDyrQUQWAAogIhcDdZkUKCLvFZEa4FTg7yLycOaag2PLli1hV5lVDnX/xu7Lq769Nnl5VXucr77naDb8x7l84YIjA2+kwbaBa8zfPb5nCMs/jGPURwA/A04DmkiOTPYhVa0KtOJesEk5jC0793Ln+kr+VFi7//Kqq0/P56xFg7+8yjAMI1u4npRja+p483Rgiaqe7qKRzjY2PZtbBuOfSCjrSuv58C+f5W3ff4I/FdbyvhPm8K/PnMmvrjmFc95ymJNG+lDaBlHE/N3jewbvp7kUkZv7e15VvxdIxf1gPepDi33tcf5YWMNd66vY2rCPGRNGcsWpeVx+8jwmjx3hWs8wDGM/rnrU41O3E4FPALNTt48DJ/TzOi+wX4Ju6c+/pqmFr//jZVZ8Yw1f/utmxo/O5QeXHsdTn1/F9ecsjEwjfTBvAx8wf/f4nsH7HvX+CkSeAN6pqntT98cDf1fVMwOtuBesR33woqoUbGvaP3uViHDB0Ydz9en5nDBvsms9wzCMfnF6jBqYAXT0uN+Resxrukes8ZWDxb8jnuAvL9Ry0R3rufgnz7C+fBfXnbmAJz93DrdffkKkG+mDZRv4ivm7x/cMYfmH0aP+T5LzT/859dB7gN+p6jcCrbgXstmjjsfjDB8exmXoweC7/849Lfy+oJZ7ntlG/d52jpg+lqtX5vO+E2YzZoQfuXzfBubvFt/9wf8M2fR3fdb314CrSF6a1QRc5aKRzjbd4+z6iq/+r7y6l1v++CJnfPsx/vdfW1gycwJ3XXUSj37mLD60Yr43jTT4uw26MX+3+O4P/mcIyz+UbzVVLQQKw6grLObMmeNaISN88k8klHWv1LN6fSXry3cxKjeHi5YdznVnLWLRDH9nr/JpG/SG+bvFd3/wP0NY/v50PyJGQ0MD48aNc60xZHzw39ce5w8FNdz1dBWVDfs4fMIoPnf+W7jspHnseW0HeR430uDHNugP83eL7/7gf4aw/K2hHiI+v7kg2v7bG1u455kqfvv8dva2xTlu7iRuu+x4zj/6cHKHJY/WdLVG1z9dorwN0sH83eK7P/ifISx/a6iHSGdnp2uFjIiav6qycVsTq5+q5OHNycur3nHMTK5amdfrmdtR8x8Kvmcwf7f47g/+ZwjL3xrqIZJIJFwrZERU/DviCf5evIPVT1VRXLuHiaNz+dhZC/jwivnM6mdijKj4Z4LvGczfLb77g/8ZwvK3hnqIjBkzxrVCRrj23xVr5zfPVnPPhm28tredBdPH8rX3Hs17j0/v8irX/tnA9wzm7xbf/cH/DGH5W0M9RBobG5k8ObqDaQyEK/+X65q5c30lf9m0g454grMWT+fqS/I5Y+G0QU2M4fv6B/8zmL9bfPcH/zOE5W8N9RCZNWuWa4WMCNM/kVDWliYvr3q6Inl51SXL53DVyjwWHja0M7d9X//gfwbzd4vv/uB/hrD8wxhC9KCksrLStUJGhOEfa49z1/pKVn33Ma69ZyOVDfv4/PlL2PCFc/nae48ZciMN/q9/8D+D+bvFd3/wP0NY/oEPIRolsjmEaCKRICfH3985Qfpvb2zh7qer+N3z29nbHueEeZO4amX+Gy6vyhTf1z/4n8H83eK7P/ifIZv+riflOCjZtGmTa4WMyLa/qvJcZSMf/1UBZ31nHXc9XcU5Sw7jz588jT99ciXvWjYra400+L/+wf8M5u8W3/3B/wxh+VuP2siI9ngXf3+xjtXrK3mptplJY3K5/OR5fPjU+cyc2PflVYZhGMbrWI86AA71Cc8bYu384NEyTv/WOm6+v4i2zgRff+8xPHPLuXzu/CWBN9K+r3/wP4P5u8V3f/A/Q1j+XvaoReQ7wLtIzm1dQXJGrt0Dvc561JlTsiN5edVfi5KXV539lulcvTKfMxZNQyT9y6sMwzCM1zkYe9SPAEer6rHAFuALYQsUFvo9Gdhg/LsSyiMlO7nsZxt4xw+f5MEX6/jAiXN49OazuOuqkzlz8fTQG2nf1z/4n8H83eK7P/ifISx/L3vUPRGR9wIXq+oHB1o2Wz3qx1+pZ8PWXZyYN4Vj50zKuDwXpHO24gvVTfz2+e2U7NjDq83tzJw4io+clselJ81l0pgRIZn2ju9ni4L/GczfLb77g/8Zwjrr+2AY8ORq4HdhVVawrYmr7nqehAKPbw2rWqeIwM1vXcwnzl6Q1TO3M6G0tJSlS5e61sgI3zOYv1t89wf/M4TlH9mGWkQeBQ7v5an/VNW/ppb5TyAO3NtPOdcB10FyFJmGhgY6OztJJBKMGTOGxsZGZs2aRWVlJUuWLGHTpk2ccMIJFBQUsHz5cgoLCznuuOMoLS0lPz+ff2wso3snhABnLpjECbNGM3bcOHY3NTF9+nTq6uqYPWcO1dXVzJs3b//fHbW1HHbYDJqaGhk/fjytra0Mz80FIN7ZyejRo9m7dy+TJ0+hvn4ns2bPflMZtTU1zJw5k9dee41JkyezLxZj5MiRdHV1oarkjhhBy759TJw4kV27djFjxgxqamqY26OM7dXVzJgxg8bGRqZOncqePXsYM3YsnR0diAjDhg3jyfJdPF21FyV5fOS1na+SO2zR/vXS/be4uJjFixdTnSpz9+7djBo1CoC2tjYmTZrEzp07mTdvHlu2bOGYY455UxlFRUUcddRRlJeXM2fOnP1zvPa3nfbt2wfQ53basWMHU6ZMoaWlhZycHHJzc4nFYkybNo2amhoWLlzI5s2bWbZsmbNMOTk5tLa2pv3ei1qm3NzcjD9PLjMtXbp0SO+9qGRqb29/w2cgk8+Tq0wjRoygubk5kO+IMDIBNDc3Z+Xz1G976OuubxG5EvgYcK6qtqTzmmzs+i7Y1sQHf7GBjniCEcNzuPfaFSyf799YtRUVFSxYsKDP57tzdsYT5EYw50D+PuB7BvN3i+/+4H+GbPofdLu+ReR84HPAWek20tli+fzJ3HvtCtZtruGco+ZEqvEaDFOmTOn3+e6cG7buYsURUyOXcyB/H/A9g/m7xXd/8D9DWP7ROOA4eG4HxgOPiMgmEflJmJUvnz+Zy5ZNiVzjNRhaWgb+fbN8/mSuP2dhJHOm4x91fM9g/m7x3R/8zxCWv5c9alVd6NrB5zMVwfyjgO8ZzN8tvvuD/xnC8vd7LTkkN3USmK+Yv3t8z2D+bvHdH/zPEJa/tyeTDQUReQ3YlqXipgENWSrLBebvHt8zmL9bfPcH/zNk03++qk7v7YlDqqHOJiKysa8z9HzA/N3jewbzd4vv/uB/hrD8bde3YRiGYUQYa6gNwzAMI8JYQz10fuZaIEPM3z2+ZzB/t/juD/5nCMXfjlEbhmEYRoSxHrVhGIZhRBhrqA3DMAwjwlhDbRiGYRgRxhpqwzAMw4gw1lAbhmEYRoSxhtowDMMwIow11IZhGIYRYayhNgzDMIwIYw21YRiGYUQYa6gNwzAMI8JYQ20YhmEYEcYaasMwDMOIMNZQG4ZhGEaEsYbaMAzDMCKMNdSGYRiGEWGsoTYMwzCMCGMNtWEYhmFEGGuoDcMwDCPCWENtGIZhGBFmuGuBMJk2bZrm5eVlpayOjg5GjBiRlbJcYP7u8T2D+bvFd3/wP0M2/QsKChpUdXpvzx1SDXVeXh4bN27MSlmxWIxx48ZlpSwXmL97fM9g/m7x3R/8z5BNfxHZ1tdztut7iDQ0NLhWyAjzd4/vGczfLb77g/8ZwvK3hnqI+PwrEMw/Cviewfzd4rs/+J8hLH9rqIdIZ2ena4WMMH/3+J7B/N3iuz/4nyEsf2uoh0gikXCtkBHm7x7fM5i/W3z3B/8zhOVvDfUQGTNmjGuFjDB/9/iewfzd4rs/+J8hLH9rqIdIY2Oja4WMMH/3+J7B/N3iuz/4nyEsf2uoh8isWbNcK2SE+bvH9wzm7xbf/cH/DGH5W0M9RCorK10rZIT5u8f3DObvFt/9wf8MYfmLqoZSURQ48cQTNVsDniQSCXJy/P2dY/7u8T2D+bvFd3/wP0M2/UWkQFVP7O05f9eQYzZt2uRaISPM3z2+ZzB/t/juD/5nCMvfetSGYRiG4RjrUQdAQUGBa4WMMH/3+J7B/N3iuz/4nyEsf6c9ahE5H/gBMAz4hap+84DnRwL3AMuBXcC/qWpVj+fnASXArar6vwPVZz1qwzAMI4pEskctIsOAO4ALgKXAZSKy9IDFrgGaVHUh8H3gWwc8/z3goaBde6OwsNBFtVnD/N3jewbzd4vv/uB/hrD8nfWoReRUkj3ht6fufwFAVb/RY5mHU8s8IyLDgVeB6aqqIvIeYCWwD4iF3aO2sxXd4rs/+J/B/N3iuz/4n+FQOOt7NrC9x/2a1GO9LqOqcWAPMFVExgGfB/47BM9eKS0tdVV1VjB/9/iewfzd4rs/+J8hLH9ff8rcCnxfVWMDLSgi14nIRhHZWFdXR0NDA3V1ddTW1tLU1ERFRQWtra2UlJSQSCT278roPkmgsLCQRCJBSUkJra2tVFRU0NTUxOjRo+kur6qqilgsRmlpKfF4nKKiojeU0f23uLiY9vZ2ysrKaG5uprq6mvr6eurr66murqa5uZmysjLa29spLi7utYyioiLi8TilpaXEYjGqqqqGlGn+/PlvylRbW+tNpn379qW1naKcKScnZ0jvvahkys3NzdrnyUWm/Pz8rH2eXGRqb28P9DsijEwjRowI9Xsv25mArH2e+sPLXd/AE8Dc1GKTgATwZVW9vb86s7nru6KiggULFmSlLBeYv3t8z2D+bvHdH/zPkE3//nZ9D89KDUPjeWCRiOQDtcClwOUHLPMA8BHgGeBiYK0mf1mc0b2AiNxK8hh1v410tpkyZUqY1WUd83eP7xnM3y2++4P/GcLyd7brO3XM+QbgYeBl4H5V3SwiXxGRd6cW+yXJY9LlwM3ALW5s30xLS4trhYwwf/f4nsH83eK7P/ifISx/lz1qVPUfwD8OeOzLPf5vAy4ZoIxbA5EbAJ/PVATzjwK+ZzB/t/juD/5nCMvf77XkkNzcXNcKGWH+7vE9g/m7xXd/8D9DWP7WUA+Rgc7Sizrm7x7fM5i/W3z3B/8zhOVvDfUQmTZtmmuFjDB/9/iewfzd4rs/+J8hLH9rqIdITU2Na4WMMH/3+J7B/N3iuz/4nyEsf5vmcojE43GGD3d6Ll5GmL97fM9g/m7x3R/8z5BN/6gOIeo1mzdvdq2QEebvHt8zmL9bfPcH/zOE5W89asMwDMNwjPWoA8AmPHeL7/7gfwbzd4vv/uB/hrD8rUdtGIZhGI6xHnUA2C9Bt/juD/5nMH+3+O4P/mewHnUAWI/aMAzDiCLWow6A7jlGfcX83eN7BvN3i+/+4H+GsPytRz1E2tvbGTlyZFbKcoH5u8f3DObvFt/9wf8M2fS3HnUAVFdXu1bICPN3j+8ZzN8tvvuD/xnC8reGeojMmDHDtUJGmL97fM9g/m7x3R/8zxCWv9OGWkTOF5FXRKRcRG7p5fmRIvK71PPPikhe6vG3ikiBiBSn/q4K23337t1hV5lVzN89vmcwf7f47g/+ZwjLv89BSkWkeYDXClCnqouHUrGIDAPuAN4K1ADPi8gDqlrSY7FrgCZVXSgilwLfAv4NaADepao7RORo4GFg9lA8hsqoUaPCrC7rmL97fM9g/m7x3R/8zxCWf3896gpVndDPbTywL4O6TwbKVXWrqnYAvwUuOmCZi4C7U///AThXRERVX1DVHanHNwOjRcTfMxIMwzAMow/6a6jfn8br01mmL2YD23vcr+HNveL9y6hqHNgDTO3FoVBV23urRESuE5GNIrKxrq6OhoYG6urqqK2tpampiYqKClpbWykpKSGRSFBYWAi8fiF7YWEhiUSCkpISWltbqaiooKmpibq6OrrLq6qqIhaLUVpaSjwep6io6A1ldP8tLi6mvb2dsrIympubqa6upr6+nvr6eqqrq2lubqasrIz29vb9p/0fWEZRURHxeJzS0lJisRhVVVVDytT9fM9MtbW13mR65ZVX0tpOUc5UXV09pPdeVDLV1NRk7fPkIlNbW1vWPk8uMpWXlwf6HRFGptra2lC/97Kdadu2bVn7PPWHs8uzRORi4HxVvTZ1/8PAKap6Q49lXkotU5O6X5FapiF1/yjgAeBtqloxUJ3ZvDyrubmZCRMmZKUsF5i/e3zPYP5u8d0f/M+QTf8hXZ4lIntFpLmvWxa8aoG5Pe7PST3W6zIiMhyYCOxK3Z8D/Bm4Ip1GOtvs3Lkz7Cqzivm7x/cM5u8W3/3B/wxh+fd5MlnqGDQi8lWgDvgVyRPIPgjMzELdzwOLRCSfZIN8KXD5Acs8AHwEeAa4GFirqioik4C/A7eo6vosuAyaefPmuag2a5i/e3zPYP5u8d0f/M8Qln86l2e9W1V/pKp7VbVZVX/Mm0/6GjSpY843kDxj+2XgflXdLCJfEZF3pxb7JTBVRMqBm4HuS7huABYCXxaRTanbYZk6DYYtW7aEWV3WMX/3+J7B/N3iuz/4nyEs/wGPUYvI0yQvo/otoMBlwPWqelrwetnFJuUwDMMwokimQ4heDnwA2Jm6XcKbd1Efctj0bG7x3R/8z2D+bvHdH/zPYNNcBoD1qA3DMIwoklGPWkRGicj1IvIjEVndfcu+pl/YL0G3+O4P/mcwf7f47g/+Z4hMj1pEfg+Uktzd/RWSZ32/rKqfCl4vu1iP2jAMw4gimR6jXqiqXwL2qerdwDuBU7Ip6CPdI9b4ivm7x/cM5u8W3/3B/wxh+afTo35OVU8WkSeATwKvAs+p6hFhCGaTbPao4/E4w4f3eRl65DF/9/iewfzd4rs/+J8hm/6Z9qh/JiKTgS+SHICkhOQsVoc03ePs+or5u8f3DObvFt/9wf8MYfn3+1NARHKAZlVtAp4AvOtFB8WcOXNcK2SE+bvH9wzm7xbf/cH/DGH599ujVtUE8LlQTDyjoaHBtUJGmL97fM9g/m7x3R/8zxCWfzq7vh8Vkc+KyFwRmdJ9C9ws4owbN861QkaYv3t8z2D+bvHdH/zPEJZ/OkfB/y319/oejymH+G7wzs5O1woZYf7u8T2D+bvFd3/wP0NY/gM21KqaH4aIbyQSCdcKGWH+7vE9g/m7xXd/8D9DWP79zUd9wkAvTmeZg5UxY8a4VsgI83eP7xnM3y2++4P/GcLy7+8Y9Z0iMrnncekDbySnoTwkaWxsdK2QEebvHt8zmL9bfPcH/zOE5d/fru+JQAEg/SzzWnZ1/GHWrFmuFTLC/N3jewbzd4vv/uB/hrD8++xRq2qeqh6hqvn93E7OpHIROV9EXhGRchG5pZfnR4rI71LPPysieT2e+0Lq8VdE5O2ZeAyFysrKsKvMKubvHt8zmL9bfPcH/zOE5Z/O5VmBICLDgDuAC4ClwGUisvSAxa4BmlR1IfB9UiOipZa7FDgKOB/4Uaq8UCjY1sTaV3Mp2NYUVpVZZ8mSJQMuU7CtiTvWlUcyZzr+Ucf3DObvlqj6D+Z7I6oZ0iHMdsDlIKsnA+WquhVARH4LXERyiNJuLgJuTf3/B+B2EZHU479V1XagUkTKU+U9E7R0wbYmPvDTZ+hKKDmyhSWHj2f8qNygq806sVis32sA97Z1UvrqXhIKOULkcg7k7wO+ZzB/t0TRf7DfG1HMkA49c47KLefea1ewfP7kwOpz1qMGZgPbe9yvST3W6zKqGgf2AFPTfC0AInKdiGwUkY11dXU0NDRQV1dHbW0tTU1NVFRU0NraSklJCYlEgsLCQuD1eUYLCwtJJBKUlJTQ2trKPzaW0ZVITmSSUNi9r522tja6urpoaWlBVdm3LwZALLb3DX/37duHaoLW1la6urpob2+ns7OTzs5O2tvb6erqorW1FdUE+/bt66OMGKpKS0sLXV1dtLW10dnZSUdHBx0d7cTjcdraWkkkErS0tKRee6BP8sPR0tJCIpGgra2VeDxOR0c7HR0ddHZ20hhrIxWThMKu5pZIZeqmZyag30xR207Dhw8bcDtFOdPw4cOH9N6LSqZx48Zl7fPkIlOyzxLcd8RQMjW3xd/wvdHcFu83U25ubqjfe9naTruaW/bn7IwneLiwgvr6eurr66murqa5uZmysjLa29spLi4GXm9Tuv8WFRURj8cpLS3d79YX6cyeJSTnoD5CVb8iIvOAw1X1uX5fOAAicjFwvqpem7r/YeAUVb2hxzIvpZapSd2vIDnF5q3ABlX9derxXwIPqeof+qszG7NnFWxr4oO/2EBHZ4IRuTmB/5IKioKCApYvX97386mcnfEEucOjl3Mgfx/wPYP5uyWK/oP93ohihnQIoh3ob/asdBrqHwMJYJWqHpmaSetfqnpShlKnAreq6ttT978AoKrf6LHMw6llnhGR4SSn2JwO3NJz2Z7L9Vdntqa5LNjWxIatu1hxxNRINV7Z5lDJaRhG9jhUvjeynTPTaS5PUdXrgTaA1ExaIzK2gueBRSKSLyIjSJ4c9sAByzwAfCT1/8XAWk3+sngAuDR1Vng+sAjIqIc/GJbPn8ypE5u9fhN27+Lvj+XzJ3P9OQsjmTMd/6jjewbzd0tU/QfzvRHVDOkQZjuQTo/6WeA04HlVPUFEppPsUR+fceUi7wD+DxgGrFbVr4nIV4CNqvqAiIwCfgUcDzQCl/Y4+ew/gauBOPBpVX1ooPqy1aOG5NBxOTkuD/Fnhvm7x/cM5u8W3/3B/wzZ9M+0R/1D4M/AYSLyNeAp4OvZEFPVf6jqYlVdoKpfSz32ZVV9IPV/m6peoqoLVfXk7kY69dzXUq97SzqNdLYpLS0Nu8qsYv7u8T2D+bvFd3/wP0NY/gP2qAFEZAlwLslRytao6stBiwVBNnvUra2tjB49OitlucD83eN7BvN3i+/+4H+GbPpn1KMWkQVApareAbwEvFVEJmXFzGN27NjhWiEjzN89vmcwf7f47g/+ZwjLP51d338EukRkIfBTYC7wm0CtPGDKlCmuFTLC/N3jewbzd4vv/uB/hrD802moE6nBRt4H3K6q/w7MDFYr+hw48IZvmL97fM9g/m7x3R/8zxCWfzoNdaeIXAZcATyYeiw6Y0k6wuczFcH8o4DvGczfLb77g/8ZwvJPp5argFOBr6lqZeq65V8FqxV9cnP9/q1i/u7xPYP5u8V3f/A/Q1j+AzbUqlqiqjep6n2p+5Wq+q3g1aLNQGOzRh3zd4/vGczfLb77g/8ZwvIfcPYsEVkEfIPkVJSjuh9X1SMC9Io806ZNc62QEebvHt8zmL9bfPcH/zOE5Z/Oru87gR+THAHsHOAe4NdBSvlATU2Na4WMMH/3+J7B/N3iuz/4nyEs/3SGEC1Q1eUiUqyqx/R8LBTDLJLNAU+S0xS6nM47M8zfPb5nMH+3+O4P/mfIpn+mQ4i2i0gOUCYiN4jIewH/ZvrOMps3b3atkBHm7x7fM5i/W3z3B/8zhOWfTo/6JOBlYBLwVWAi8G1V3RC4XZbJZo/aMAzDMLJFRj1qVX1eVWOqWqOqV6nq+3xspLNNQUGBa4WMMH/3+J7B/N3iuz/4nyEs/3R61IuBfwfm0+MscVVdFaxa9rEetWEYhhFFMj1G/XugEPgiyQa7+5aJ0BQReUREylJ/e515W0Q+klqmTEQ+knpsjIj8XURKRWSziHwzE5ehYr8E3eK7P/ifwfzd4rs/+J8hSj3qrJ/hLSLfBhpV9ZsicgswWVU/f8AyU4CNwImAAgXAcqAdOEVV14nICGAN8PV05qS2HrVhGIYRRYbUo071eqcAfxORT4rIzO7HUo9nwkXA3an/7wbe08sybwceUdVGVW0CHgHOV9UWVV0HoKodJHv7czL0GTTFxcVhV5lVzN89vmcwf7f47g/+ZwjLv79d3wUke7QfIbmr++nUY92PZ8IMVa1L/f8qMKOXZWYD23vcr0k9tp/UvNjvItmr7hURuU5ENorIxrq6OhoaGqirq6O2tpampiYqKipobW2lpKSERCJBYWEh8PoujcLCQhKJBCUlJbS2tlJRUUFTUxPjx4+nu7yqqipisRilpaXE43GKioreUEb33+LiYtrb2ykrK6O5uZnq6mrq6+upr6+nurqa5uZmysrKaG9v3/8GOLCMoqIi4vE4paWlxGIxqqqqhpRp4cKFb8pUW1vrTaa2tra0tlOUM40YMWJI772oZBo9enTWPk8uMi1evDhrnycXmbq6ugL9jggj09ixY0P93st2puHDh2ft89QfA+76Hioi8ihweC9P/Sdwt6pO6rFsk6q+4Ti1iHwWGKWq/5O6/yWgVVX/N3V/OPA34GFV/b90nLK567usrIxFixZlpSwXmL97fM9g/m7x3R/8z5BN//52facz1vco4JPA6SSPFT8J/ERV2/p7naqe10+ZO0VkpqrWichMoL6XxWqBs3vcnwM81uP+z4CydBvpbDNjRm87AfzB/N3jewbzd4vv/uB/hrD80znr+x7gKOA24PbU/5lOc/kAyV3qpP7+tZdlHgbeJiKTU2eFvy31GCLyPyQHXvl0hh5DZvfu3a6qzgrm7x7fM5i/W3z3B/8zhOWfziClR6vq0h7314lISYb1fhO4X0SuAbYBHwAQkROBj6vqtaraKCJfBZ5PveYrqcfmkNx9XgoUigjA7ar6iwydBsWoUaMGXijCmL97fM9g/m7x3R/8zxCWfzoNdaGIrOgejUxETiHDk8lUdRdwbi+PbwSu7XF/NbD6gGVqAMmkfsMwDMPwhXQa6uXA0yJSnbo/D3hFRIoBVdVjA7OLMN1nHfuK+bvH9wzm7xbf/cH/DGH5p9NQnx+4hYdMmjTJtUJGmL97fM9g/m7x3R/8zxCWfzqTcmzr7xaGZBTZuXOna4WMMH/3+J7B/N3iuz/4nyEs/8Cuo44i2byOur29nZEjR2alLBeYv3t8z2D+bvHdH/zPkE3/TCflMHphy5YtrhUywvzd43sG83eL7/7gf4aw/K1HbRiGYRiOsR51ANj0bG7x3R/8z2D+bvHdH/zPEJlpLg8mrEdtGIZhRBHrUQeA/RJ0i+/+4H8G83eL7/7gfwbrUQeA9agNwzCMKGI96gDonqfUV8zfPb5nMH+3+O4P/mcIy9961EMkHo8zfHg6A7tFE/N3j+8ZzN8tvvuD/xmy6W896gAoLy93rZAR5u8e3zOYv1t89wf/M4Tlbw31EJkzZ45rhYwwf/f4nsH83eK7P/ifISx/a6iHSENDg2uFjDB/9/iewfzd4rs/+J8hLH8nDbWITBGRR0SkLPV3ch/LfSS1TJmIfKSX5x8QkZeCN34z48aNc1Ft1jB/9/iewfzd4rs/+J8hLH9XPepbgDWqughYk7r/BkRkCvBfwCnAycB/9WzQReR9QCwc3TfT2dnpquqsYP7u8T2D+bvFd3/wP0NY/q4a6ouAu1P/3w28p5dl3g48oqqNqtoEPEJqbmwRGQfcDPxP8Kq9k0gkXFWdFczfPb5nMH+3+O4P/mcIy99VQz1DVetS/78KzOhlmdnA9h73a1KPAXwV+C7QMlBFInKdiGwUkY11dXU0NDRQV1dHbW0tTU1NVFRU0NraSklJCYlEgsLCQuD1EWcKCwtJJBKUlJTQ2tpKRUUFTU1NxGIxusurqqoiFotRWlpKPB7ff21ddxndf4uLi2lvb6esrIzm5maqq6upr6+nvr6e6upqmpubKSsro729neLi4l7LKCoqIh6PU1paSiwWo6qqakiZRo8e/aZMtbW13mTavn17WtspypmampqG9N6LSqY9e/Zk7fPkItOYMWOy9nlykamuri7Q74gwMjU3N4f6vZftTLt27cra56k/AruOWkQeBQ7v5an/BO5W1Uk9lm1S1TccpxaRzwKjVPV/Uve/BLQCjwJfUdV3i0ge8KCqHp2OUzavo66oqGDBggVZKcsF5u8e3zOYv1t89wf/M2TTv7/rqAO70lxVz+tHaKeIzFTVOhGZCdT3slgtcHaP+3OAx4BTgRNFpIqk/2Ei8piqnk2IzJo1K8zqso75u8f3DObvFt/9wf8MYfm72vX9ANB9FvdHgL/2sszDwNtEZHLqJLK3AQ+r6o9VdZaq5gGnA1vCbqQBKisrw64yq5i/e3zPYP5u8d0f/M8Qlr+TIURFZCpwPzAP2AZ8QFUbReRE4OOqem1quauB/0i97GuqeucB5eThaNd3IpEgJ8ffy9DN3z2+ZzB/t/juD/5nyKZ/5IYQVdVdqnquqi5S1fNUtTH1+MbuRjp1f7WqLkzd7uylnKp0G+lss2nTJhfVZg3zd4/vGczfLb77g/8ZwvK3STkMwzAMwzGR61EfDNiE527x3R/8z2D+bvHdH/zPEJa/9agNwzAMwzHWow6A7ovpfcX83eN7BvN3i+/+4H+GsPytRz1E7GxFt/juD/5nMH+3+O4P/mc4qM/6PhgoLS11rZAR5u8e3zOYv1t89wf/M4Tlbw31EMnPz3etkBHm7x7fM5i/W3z3B/8zhOVvDfUQ2bFjh2uFjDB/9/iewfzd4rs/+J8hLH9rqIfIlClTXCtkhPm7x/cM5u8W3/3B/wxh+VtDPURaWgacYTPSmL97fM9g/m7x3R/8zxCWvzXUQ8TnMxXB/KOA7xnM3y2++4P/GcLy93stOSQ3N9e1QkaYv3t8z2D+bvHdH/zPEJb/IXUdtYi8RnK2rmwwDWjIUlkuMH/3+J7B/N3iuz/4nyGb/vNVdXpvTxxSDXU2EZGNfV2c7gPm7x7fM5i/W3z3B/8zhOVvu74NwzAMI8JYQ20YhmEYEcYa6qHzM9cCGWL+7vE9g/m7xXd/8D9DKP52jNowDMMwIoz1qA3DMAwjwlhDbRiGYRgRxhrqARCR80XkFREpF5Fbenl+pIj8LvX8syKS50CzT9Lwv1JEXhORTanbtS48+0JEVotIvYi81MfzIiI/TOV7UUROCNuxP9LwP1tE9vRY/18O27E/RGSuiKwTkRIR2Swin+plmchugzT9I7sNRGSUiDwnIkUp///uZZnIfgel6R/p7yAAERkmIi+IyIO9PBf8+ldVu/VxA4YBFcARwAigCFh6wDKfBH6S+v9S4HeuvQfpfyVwu2vXfjKcCZwAvNTH8+8AHgIEWAE869p5kP5nAw+69uzHfyZwQur/8cCWXt5Dkd0GafpHdhuk1um41P+5wLPAigOWifJ3UDr+kf4OSjneDPymt/dJGOvfetT9czJQrqpbVbUD+C1w0QHLXATcnfr/D8C5IiIhOvZHOv6RRlWfABr7WeQi4B5NsgGYJCIzw7EbmDT8I42q1qlqYer/vcDLwOwDFovsNkjTP7Kk1mksdTc3dTvwDODIfgel6R9pRGQO8E7gF30sEvj6t4a6f2YD23vcr+HNH/L9y6hqHNgDTA3FbmDS8Qd4f2qX5R9EZG44alkj3YxR5tTUrsGHROQo1zJ9kdqldzzJXlFPvNgG/fhDhLdBarfrJqAeeERV+1z/EfwOSscfov0d9H/A54BEH88Hvv6toTb+BuSp6rHAI7z+y9AIh0KSY/wuA24D/uJWp3dEZBzwR+DTqtrs2mewDOAf6W2gql2qehwwBzhZRI52rDQo0vCP7HeQiFwI1KtqgUsPa6j7pxbo+etuTuqxXpcRkeHARGBXKHYDM6C/qu5S1fbU3V8Ay0NyyxbpbKPIoqrN3bsGVfUfQK6ITHOs9QZEJJdkI3evqv6pl0UivQ0G8vdhGwCo6m5gHXD+AU9F+TtoP335R/w7aCXwbhGpInnocJWI/PqAZQJf/9ZQ98/zwCIRyReRESRPFHjggGUeAD6S+v9iYK2mziqIAAP6H3As8d0kj+H5xAPAFakzj1cAe1S1zrVUuojI4d3Hs0TkZJKfych8yabcfgm8rKrf62OxyG6DdPyjvA1EZLqITEr9Pxp4K1B6wGKR/Q5Kxz/K30Gq+gVVnaOqeSS/P9eq6ocOWCzw9T88m4UdbKhqXERuAB4meQb1alXdLCJfATaq6gMkvwR+JSLlJE8autSd8RtJ0/8mEXk3ECfpf6Uz4V4QkftInpU7TURqgP8ieUIKqvoT4B8kzzouB1qAq9yY9k4a/hcDnxCRONAKXBqVL9kUK4EPA8Wp44wA/wHMAy+2QTr+Ud4GM4G7RWQYyR8Q96vqg758B5Gef6S/g3oj7PVvQ4gahmEYRoSxXd+GYRiGEWGsoTYMwzCMCGMNtWEYhmFEGGuoDcMwDCPCWENtGIZhGH0gA0ysM4Ty5onIv0TkZUlOFpM30GusoTYMwzCMvrmLNw8ykwn3AN9R1SNJzsdQP9ALrKE2jEMIEZkkIp/scX+WiPwhgHpuFZHa1PWmfS2zQJLTGsb6WsYwXNPbxDqp9+4/RaRARJ4UkSXplCUiS4HhqvpIquyYqrYM9DprqA3j0GISyWn5AFDVHap6cUB1fV9V+5zbWVUrUmNAG4Zv/Ay4UVWXA58FfpTm6xYDu0XkT5Kc3/o7qcFg+sVGJjOMQ4tvAgtSo3Q9AtxBco7do0XkSuA9wFhgEfC/JOcx/zDQDrxDVRtFZEHqddNJjkT2UVU9cFjLNyAiZwE/SN1V4MzUtJOG4RWpCV5OA37fYzbLkann3gf0thepVlXfTrLNPYPkLG7VwO9IjsT2y/7qtIbaMA4tbgGO7u7J9nIiy9Ekv0RGkRwS9POqeryIfB+4guSUfz8DPq6qZSJyCsnexKoB6v0scL2qrk990bVlJ45hhE4OsLu3vUGpSV96m7immxpgk6puBRCRvwArGKChtl3fhmH0ZJ2q7lXV10jOq/u31OPFQN4BvYlNwE9Jjuc8EOuB74nITcCk1Ly9huEdqWlSK0XkEkhO/CIiy9J8+fPAJBGZnrq/CigZ6EXWUBuG0ZP2Hv8netxPkNwDt7830eN25ECFquo3gWuB0cD6dE++MQzXpCbWeQZ4i4jUiMg1wAeBa0SkCNgMXJROWaraRXLv0hoRKQYE+PlAr7Nd34ZxaLEXGD/UF6tqs4hUisglqvr71PSQx6pqUX+vE5EFqlpMchark4AlvHm6RsOIHKp6WR9PDemSrdQZ38cO5jXWozaMQwhV3UWyR/uSiHxniMUMpTfx6VSdLwKdwENDrNswDjlsmkvDMLKOiNwKxFT1f9NYNqaq44K3Mgw/sR61YRhBEAOuS2fAE2BnaFaG4SHWozYMwzCMCGM9asMwDMOIMNZQG4ZhGEaEsYbaMAzDMCKMNdSGYRiGEWH+P+jgbKvPcJy+AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -20e6 # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[126], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOnly run this cell when you are ready to submit your job.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m#DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "f50681b2-542f-40e7-82ad-fb77e1f85c6c", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# save_result_json(\"4x4_square_graph_mis.json\",task44.result())\n", + "# save_result_json(\"1x1_square_graph_mis.json\",task11.result())\n", + "# save_result_json(\"2x2_square_graph_mis.json\",task22.result())\n", + "# save_result_json(\"6x6_square_graph_mis.json\",task66.result())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a67b2da-0e26-4574-a3c7-8b1fa0cb283e", + "metadata": {}, + "outputs": [], + "source": [ + "task" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "id": "9d39e006-94cc-43e4-a629-1adc25980818", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YjlyLUD14B9k8URtnEK4HFtlEQRunEK4HAH9LwGEo6MFIwO8Jv84GGbNScAhtb7OBPyfgcAbhSf9M0ozFFxKuB+2JONxCuB50Aedaa2MS6Lqw1j5D+I0BC9xlrX1PmcMM4AbCV+O8h+zanhGHxwlPNC1wq7VWdcGBq+82wrX/dWvtE8ocLHAm4drfg7RPbZxCnB5ckIDDqYTrwSzg9AQcziAuF0wxFl/M4OvBSMDphOe7raTJuS8gfBVuG7KRpTZi9G42cKYbt9TgxtXQG7oWuM1a+6Eyh6nArYTrwZuIjmlyaMQbvF6Tg8MpDL4eJFsJDPBLwtz2TuCn2g3e4TTCxGYWcIq1NuZOTSguIOxOWDdwpfaE2+FW4H3qd7xe4H/W2ke1CVhrnwPuJexazASuScBhGmKqhCSkPcA5CTj0IH0jRBhnA7/T5jAS4MTrYsLGoB4SmG3W2i7gN4TFuod0E82fEvYuqFnACYk4hLb5lHrwR8LGn1nAqdba2PcphuAfhGlSN3C1tfbdBBz+BbxLfT3oAp6y1j6cgMNIwN8Ii3UXcKn2hNvhJuRJkhDtf9Ra+z9tAu5G1IPUT4JKuyCrGzDOjLqQMO3vBs5LwKEbOJGwcbCbNDfCIU4Pjk/E4ZeEJWFtwM8S6cFcDXfNfkpYojkL+EUiKicQrv0/S8ThVMK1/2Q3d9PG+YTrweXW2g8ScLgZ+IAwPXjcWqtqwMDHN6Lup348LPJknPriLGdGXUC4HqjngiMBrv08Rv3rbIEPkfapzeED4LIADuAWXiXg0IXk8qG54GnaHBxitD+VHvyCCD1I6A2G6kFKbzBEDzpJ5w2mM4Gttf8BjqL2IxezHIdXE9FoRwaWWsHuRFaHpngMEmRwe8FxqNaYSx1CXXAdmoAnEGGvdi263PePa+9IDeDqfAy5BtU6VI8rT5GubT6B3FWpNQj1AK8R9+hmDJ5H2lwtDh3AAW7ClNEYDgKepLoRbJFYv0zcO4Ji8CwS61rC24MYNTGPp8Xgdeq3+S5XVFcBe/jQ/X6tPpVaDzqQVWUhevBUIg5DTQ+qxaMLuVY7JeIw18OteNweWeFSK9YlbUwBA/yPwdf+x91v1NL+XmS8TqX9j1N7HCzpwauk04NnCNODqcQ9MRCD0iOetRKbLmRsSKUHHyHXoFZi3oYk5CmehhgpuBA4l9pGcBfSJ1LchAIxHWdTO9Yl7X8tEYdSLlhr/pE6F+xFVuHX0/6UetBEuB48kVgP6uWCQ0EP2oAd3QKijMawK/J0X71Y/490sX6MMO1/mfh31oaipP218rBuZJxKlQu+RlguOBsZt1PgA/f7IXqQ0hv8gKHvDXYi7eYbiTiAtTZpQZLIp5EJbanMQCaiBwBfRd579mnl310EEZCzkd1F70MCPxMZ2Kcjne1oYGvHaU9lDhOA24EbkR0Ob0KMiBkeh5nAb5HdB98HDlfm0ILccXgEWB15JYLPYYa7Lue6719A7pobRQ4GWfnxKrLz71/cb073OHQAVwFrICuGrwBGK1+Lg5DkYyPkbtR0j8NMx+F2YD3H5b/AvMocdnS/tRNwOGK0zPA4tAMPA5tr/u5ILcjL1E9y17g81rciO8FeB9wFzKP827u539oWOBIRnellsX4A+CzyiNzTwOLKHDZCVtd9HdgPmQTMoP94/CwyUTsamaytqsxhReSxnuNc+3+KOfXgTUTo9nbXaFNlDosgxuc5iB78lzn14CPg/4CtHKe9lDmMRx6NvRnRgxtdO/Q5zEQeR1vPjQ1HKHNoRoyVR5HxvrRavpIeLKT52yO1IJp2S4VYz3Bj0wZubDhE+XdbXHwfcrG+jDnnH+3AWY7jS8hqFW3tPwlJrtZEHsMr1/5ORO/XcOPhpcAo5WtxMDLf2xD4NZX14F/Ijs3XAHcDE5U57OJ+azvgCGS+V64HDyI7qp+OjMvaerAhYjDvD+yD6MFM+o/HzyHadRTyxMBqyhxWQOb/PwN2QObplfTgQM22OFKL64MHuGterv1PAzsDxyCv5VtZ+bdXBt4GfuLa/zMVYv261x6nA5soc1gUmXOcCXwGWYXqa/8MNzYcBXzO/Xt3ZQ4TgDuRpxzWRuYA5WPxDOTJsZIeHKrMoQW5KfAwogeXVuDQjsyR1kDexXuKZh90bfHXyCvKqulBB3Cl+/4+4HL09eDbyHxvQ+BXVNaD24C1NH93pBZgAdeuKsX6UtceHwIuAlqUf/t7rj9t4PrXjAocbkZywetdP9XOBXd3v7WtG2c+ZE7tvx/Y1PWJp4DFlDlsjOSC+yL54OvMqQfPIOP0j5FxexVlDishOnMs2RsM9QbHaf72HFxSVl72R6+LmBAHIKaH8b5TDXZZkJu8z1dxHeCbrjO2eN9tqRnssiCP9T5f2v29B7rONs77bk0UjWD6G8ALep8vBHwJMUW/AMznfbcUikYw/Q3g5b3P5wH2cNfhK8Ci3nfzoWwE02cAr+d9NsYNRN8EvgYs5303GmUjmD4DeEfvs2Y30HzDtc3VNX4rlzmu/Vgk2TnQ9b9ly9qBqhFMnwH8Oe+zFmAb1972xTNbkbueqkYwngHsfWaQROgAZCKwPv3HYlUjGM8ALvt8HfrrgT9OqxrB9DeAm73PV0YSz0p6sAWKRjD9DWB/zF+KPj3Ytey71VE0gulvAC/kfb4gVfQgF70CLEN/7ffnBVNQNILpbwDP732+sIv1gcCeeNrm+KkZwfQ3gCd7n0+kT/u/DCzifTcJZSOYPgN4He+zMfTpwdeYUw9UjWD6DOBtvc+a6a8Hq3nfNaFsBOMZwGUx+jTV9UDVCKa/Aez/jq8Hm+HpQS46xcX6s+4a7wesW/a9qhGMZwCXfb6eF+tNy9qBqhFMfwO4Wi74OfprfynxVzGC6W8A+2N+LT1YC0UjmP4G8ALe56VcsJIeLI2iEUx/A3iy93k9PVA1gukzgNf1PivlgiU9mKzxW7nMce3nde3sQNfu/HnoAigbwfQZwGt5n411/a2UCy5T9p2qEUyfAbyN91mLG3eq5YKqRjCeAex95ueC++F5I+57VSMYzwAu+9z3Bsv1IHuDiUvyH4i4MCrBrhbkwHNVgl0tyIHnqhjBVDGAA89VMYKpYgAHnqtmBFPBAA48T80IpoIBnMvQKSgawVQwgAPPUzOCqWAAR5yrYgRTxQAOPFfFCKaKARx4rooRTBUDOPBcFSOYKgZwLkOnoGQEU8UADjxXxQimigEceO4klIxgKhjAgeepGcFUMIADz1MzgqlgAEecq2IEU8UAzmXoFJSMYKoYwIHnqhjBVDGAA89VMYKpYgAHnqtiBFPFAA48V8UIpooBHHjuJJSMYCoYwLkMnYKiEUwFAzjwPDUjmAoGcOB5akYwFQzgiHNVjGCqGMCB52ZvMGEZdAKawS4SZK1gawSZgkYwBQxgr45CRjAFDGCvjsJGMA0awN75hY1gsgE8LAoKRjANGsDe+YWNYAoYwF4dhYxgChjAXh2FjGAKGMBeHYWMYAoYwF4dhYxgsgE8bAoFjWAKGMBeHYWMYAoYwF4dkyhoBNOgAeydX9gIpkED2Du/sBFMAQPYq6OQEUw2gIdNoaARTAED2KujkBFMAQPYq6OQEUwBA9iro5ARTAED2KujkBFMAQPYq2MSBY1gsgE8LAoKRjANGsDe+YWNYBo0gL3zCxvBFDCAvToKGcEUMIC9OrI3mKgMOgGtYGsEuWiwNYNMg0YwCgawV1dDRjAKBrBXV8NGMAUNYK+eho1gsgE8rAoFjGAKGsBePQ0bwSgYwF5dDRnBKBjAXl0NGcEoGMBeXQ0ZwSgYwF5dDRnBZAN42BUaNIJRMIC9uhoyglEwgL26JtGgEUxBA9irp2EjmIIGsFdPw0YwCgawV1dDRjDZAB52hQaNYBQMYK+uhoxgFAxgr66GjGAUDGCvroaMYBQMYK+uhoxgFAxgr65JNGgEkw3gYVUoYART0AD26mnYCKagAezV07ARjIIB7NXVkBGMggHs1ZW9wQTFOIJDCsaYrwJ/AHaw1t7tPlsaeZfMYsjE+ibgAWutNcYsglzg+4ADrLWFd3Y2xmyJvJx+f2vtpe6zhYC9kASpA0kM/uU4TACuRXY13NVaW2v351AOayKblfzSWvs799lE5DqsgOwk+TBwrbW22xjTApwHrAZsZa0tvNuvMWYp4A5kMPye+1vHIIbXGu6wp4HLrbUdbufXXyDvdtrcWvuSAof5kHi/BXzRWjvbGNOMbLCyAWLSvghcYq2d7s45yPHYxlr7oAKH0cimeosiJt8M97duirzDbjxifF1srX3XnbMjMgn7krX22qIcMgYGrn1fgby/ajtrbauL9WbIO/XGIS/Vv9ha+747ZzdkF/M9rLU3KXAoJf6bAltYa992n6+HtPuJSEJ+mbX2VffdRkjScbi19uyiHFydRwOHIH35affZykj/XxCZWF9trX3KfbciMl781Vp7nBKHvYE/AjtZa//tPlsKeX9tSQ9uBu739OBfyCZLB1hra+0AG8phC+RG0DestRe7zyrpwW3W2l5jzHhED7qBXay1HQocVkdM5ROttb9xn82DXIeSHjwCXOP0oBnRg9URPUi122+GMowxU5CNK39mrT3VfVZ6n94KyM7KDwHXedp/gftuK2vtVAUOyyB9+Srg+65vjUX6/urusCeBK6y1nW6MPBF5v+Pm1tpXFDhMQjbVewX4srW2y7Xr7ZH3146iT/tnuHMORgzHra21DytwGINsqjc/ogczK+jBG4gevOfO2QW5+bKntfZGBQ5NyBi4BbCZpwfrInowL3KT6FJPDzZE9OAIa+1ZRTm4Oo8CDkPiWxrzV0beZ74Qogf/tNY+6b5bAWlDZyOJ4NBLODIqwhhzDLKQYnNr7bPus1WRWC+A3GS5ylr7jPtuZSTWf7LW/lyJwz7IIpTtrbX3uM+WQcbBRRHtv9Fa+4D7blEkF/wP8E2lXHBrxHjcz1p7ufusXPvvQrS/lAtej2w2tJtSLrgWMqc53lp7ivtsIqL9n0C0v1wP/o6Y8ltZaz9S4LA0Et9rgMOq5IJPIblgSQ9+hVynzRT14CZkvP1iBT2olAt+Gzge0YOHinLIGBgYYxZAtP95YG+vXe+AvEd2FLJI7RJr7Ux3zveQTSi3tNY+psBhLJILTkD8qFIuuDmSm1XKBXdHFp/sYa29WYFDaVHQJkgu+I77fH3k/bWlXPBSa+1r7ruNkTHoUGvtuUU5uDp/jNxc39wb81dB9KCUC17l5YkrIePFGdbanypxyN6gNlK7zI0W+lz/XZCgdrpiEcEr7Wq/I0oufwUOJdf/q8A/kOC2OQ69SIN7Awl+EpefvhXBRwC/p28XwxKH0s6230ZpBXAFDv6K4B+535zhft86PjORxEtlBXAFDv6K4APcNfE5tLprcwbwHRRWAFfg4K8I3t39nTOBHseh3bWRy12byCuAh2mh/4rgPRGhn+m1t1KsL0Y2Niy8ArgCB39F8I7uv21u/LNuPOxAJko7obQCuAKP0org7VwfbAdmOw5d7t8PuO9VVgBX4FBaEbyrG2c7XCnXg51QWgFcgUNpRfA+bqytpAdvAl9EaQVwBQ6lFcE/BE6msh585MbAvAJ4GBf6VgQfhkx82107t66UtP9AlFYAV+Dgrwj+CX3a73OYiez2rLICuAKHSfStCP4Gfdpf4lDS/j8hq4AKrwCuwMFfEbwn8BqV9eBSZMObwiuAK3DwVwTvgBgulfTgVjcOqqwArsCjtCJ4O2QuVEkPHnTf5xXAw7jQtyJ4O2T3ej/Ws92/70PMCJUVwBU4lFYE7+I0tYP+uWAbsqv9jiitAK7AobQieG9kYUen+9vLc8EvoLQCuAKH0org7yO5WDU9+BZKK4ArcPBXBP8f1fXgOJRWAFfgMIm+FcG19OB0ZAFDXgE8TAv9VwQf5Np3pVifBhyOwgrgChz8FcFfcP28XPs7Hce9UVgBXIGDvyK4lAu2UjkX3BmlFcAVeJRWBG/n+mAlPbgf0QOVFcAVOGRvUPNvGWwCdS70d90FLTX0SqXXXeAkuwm7htTjNfRKpQcxHpIEGVjb/X4tDt2IUaNqAHsclnIdr6sGh9muI6gawB6H+ZDkq1Z7mO04bpSIw2gkIe2pw6GXghtK5TK4BUn8HwmIdQ+y4iMFhybEfOitwaHbff/9hNfiFPcb1a5Fryt/TsjhO+43ao1BvcjEQNUA9jhsH6gHT5Jod1ckGZxVh0MXYtRkA3gYF2A9wrT/LZQNYI/DMsikthaH2e6YyYk4TEIm1bW0f5Zr9xsk4jAGMVZC9ODziTg0AVfX0YMu9/0PErbL3wXqwV/IBvCwLsgK9N4aba703R8ScvgeYbng9aTLBXcmTPsfJ10uuG6gHryNsgHscVgaMUDq6UFrYj14PVAPPpWqXeaSviBG8Ft1Yl3qE0nMfsQIfqyG3vnav2siDk3IwqSQXPDQhPE4NVAP/pSQQ/YGlUoTQxtfQALZXOMYgyyTnycRh92RhjaqxjFNyCM5SyXisC3SmGpxaEYeC1ijxjFFsBHyjqmWGseMQuLx2UQcVkIeOazVHkYh8dopEYeFgU9Czb5T4vCFRBwyBgaLI4/T1Yt1D7I6LAXGI/3J1DimGRGcJO3NPY60q/tntWthXNnZPZ6XAnsielBrDBoqerAc6fTgc9TXgxbkGqyZiEPGwGA7wrR/PkSXUmATpE3X4jDKHfOZRBxWRV7HUGtsGY30zR0TcVgUWIUwPUil/WOR11DU0oMW0uqBQR4Bh/p6sFONYzKGOJz271L6Z7XD3H93dsenwF6E5YKfQR7dToHdqT8WNyGv5FkiEYfQXHBe+l7Zo42N3W/U04OUueAqyCPoIXqQKhfMGBisjsxv6uX9Pch8KQUWR/Y6CdH+3RNxmICMb/VywV4GJhccTD3I3qAShuzkzL1fal1qB/njw5Fl2docJiGP9o4OOLwZWammzaEZecxhbMDh44AjtTk4HI0YUiEcjnaJgjZ+iKzGqYexwMHuPb7a+BZh/WYUsL17J03G8MR3CI/1bsaYBRNw+DK1Rb+EJmANY0wKI2gL5G58CI95kERFFe5dw+sTpgcAX0vAYT7kUe+QcaUFeRRRm0Mz8mqgcQGHp9SDjMQwxoxCXgUx2Nr/f4Rp/3jkdVEpcCRh12Es8F137bRxMOF6sIt7T5w2vhTIoQlYzRiTYlHA5sjN+BA9mIA8PZExPPE5xFCsF2uDrM7cWpuAew/xFMJzwa8k4DA/YjyEjCupcsEWhkYuOBT0ICYX/E6iXDBjYHAkYfPdscBhrp9o47uEjT+jgD3ceKGNrxCm/c3AFDduamNrZJwP0YN5Ef1QhXsP8Yj3BrUwZE1g5D1QoZ15AjJB18bnkTs7IRgN7JeAw6aENTSQBr+FMyvUYIyZjKyIDMXiyOZ0mhzGII9jxbTZbTQ5OHyDsMkHyGqcvRJwyBgYfJ3wWPciGyJp42DC72SOQjhr46AIDhOR95Nr42sMvh7sRrgejAL2TcDh04QlgeBW4rgJS8bww2aE3/QwwDZuEwo1uI29lo84ZVl3A1+Tw3hkhU+o9jch72zTxv7E6UGKp0O+Q/hYPIZ0ehDazlLpQcbA4CAkhiGYB1kkoY19CTNfQdplioS7tAo4BKNJ0+8+S/gcyABbuc3j1GCMWR5Z6RyKpbXNKLdZ1w6E64EBttLkkDEwcBsfb0XYDUeQ/rFZAir7Ee7D9JAuFwzV3VGk8aNic8EUejAUcsGh4A2qYCibwJMJF36QR/W0sThhd6BKmJjgUejFCR8AQd5PsnACDrMjju9G/3Go+QnvdCCDRIpHshaIOHYcQ/gxgIzqcCvZJ0WcMh7pJ9qIGddagGUTcFiGuDFo6QQcliNOD1KswI/VgwkJViTGtrEu0lyLjPRYgrg5WheyQlObQ4z2d6E/Di6AzClC0ZyAA8gcJBSp9GCxiGObkXFTG0NBDzIGBstEHGtIp/0xq/tS5IJLELb6tYR5EzwKPRT0IDYXTKUHMblgKj3ISI+FkTYUiiaUY+36cczCuqGg/S2Ih6aNoaD9QyEXXILB9wZVMJRN4LbI42cl4NBJXPJReiG2NgcbcXwzslOhNofY1zuk4BAzEexNwAHiBKmX+HacMQRg5c3vMbHuRtqoNmIm3CC7s2ojth+l6HetkccPBT0obdSgzWGw9SBjYNBB3HyiBf0xqIN47dfm0En4imiQa5ZiLI7Rg55EHGLHtdhxMwRDQQ8yBgaxsUvR5oeC9ncQp+U91lrtXDBWD5pJMxZnPcgYKHQwyLF2/TjmpkOqXDC2zhTeQ2x+ORT0IDaHDkGsHqTwBlUwlE3gm5DdpkPQDdySgMMdxAX6fmceaeI/hD+GADAV2RlWE08RJ/yjgEeVOUwHXos4vgW4S5kDwN2EmzDtSBvKGJ64N+LYWaSJ9U2Ej0EzgRsScLiGcPHvAK5NwOFmwvWgB7g1AYc7iJsMPjgE9GA68KYyh4yBwT3Exfo9VzTxP+LmiS3A48ocPgTeiTh+FKLT2vhvxLGdpNGDGwk3o4eCHnSSRg8yBgbXEG4Et7vjtXEjcbngzQk43EGcmXBfAg7/Ifx1NBA/bobgSeJzwceUOUwlbk6TSg8y0uNdpB2HYgwyb9JGTC44mzTafzNxueCNCThcS1wumEIPsjeoiKFsAl9N+EWeDZysTcBa+xDwauDhrcCJCTi8gzTikAbUAfxW+w60tXYW8BfCJkHdwPnWWtUVKK4DnUj43a17rbWvaHJwOCmCw4ekMaIzBgYnEn7X8S3STPxPITzpt8AVCTicQ9z7OP+SgMM/CdeDWaTRg0eAlwMPbwV+nYDDe8gkKGSMT6IHGQMDa+2byGQzRPvbgZO0J5rW2g7gLMK0vws411qr+jSCp/0h9VrgLmvt65ocHGL04B3iTONQ/J645OOyBBxi9ADgjAQcMgYGZxJu+jW547VxFeGrqFLlgg8AbwQenkr73wL+Rbge/CaBHnQiMQ7Vg/OstaorEhvQg3ustaF5fMYQgov1bwiP9b9cP9FGjPa/Ya29PwGHUwi/EdULXJmAw1nEvYv7rwk4xHqDv9MmMBS8QS0MWRPYWtuF7EIaImL/tdY+mojKYYRNQN4m3YqHowlbgVYS6BQ4ibCO1wP8PBGHvxM2EPcAP0jE4V/ASwHH9QLfH6p3fzKCcCMQYib0AoeniLW19kngzpBDgWPdDRttDh8iiXy9v88ik/53E3DoRsbBkGt8v7X2YW0ODqF68A5iXKfAjwI5dJLGkM8YOBxJmPa3I+ZcCvw6kEMP8ItEHM4j7OZrL3BUIg43EfY0Uko9eBq4LeRQ4LhEejAVOJ0wPbjALWTIGIaw1r4PnE1YrM+y1n6QgMNs4McBHEAMvye0OTiEav9bwPWJOBxFeC54ViIOJwZy6AFOSMThb4Tlgr2IhmYMX5xF2NMIPaTT/usJW33eCxyegoAb10JWOVvgJ27c1ObwAWLshujBuU4/tDnEeoPaTyKUMBS8wcIYsiawMWYRZJfXe5EBoLxBl963+gCwvjHm0wk4TEAGlUeRJKvS+01akdclLIbsHq/NoQVJ+l8CZlD5jlgrYlZZ4IAEHAxwKDANedy0kvi2Iitf3wN+6M7Rxj7I4x4vVeHQ7j5/FjjaGBPzKG0otkd2S3/c/Vb5QNSJtNeHgSOMMfMm4JAxMNgZebH9k1Rub6VYPwoc6XayVYUxZiNgI2Sca2NO0ZntePwXONAYo74hgTFmRWSn+3uo/C6kbqTv/RfYRXs3aMdhEWSX13uRv7eaHjwIrGOM2TQBh/HIWPwYtfXgaWRzmt0TcGhGJkAvI3pQyRgr6UEv8E1tDhkDA6f9/we8iDz+Vkn7ZyIrEppIsCO90/HDgY+A96mu/R+4ckQi7d8XedXEK1U4tCPX4nngRwk2ZATYCdkY5Qnqa/8PjTETtQkYYzYENkGeOqmkB12k14MVgC8gj6dX0oMe+vRgJ2PMatocMgYGxpiVkZ3Qq8W6233+H+Dz7nhtDosC30baU71c8FPGmE0ScPBzwQ6qa/+TyKZQuybg0ILcCH+J6nrQiuiBAfZPwMEg5kc9PfjQff+DhHowGpkH1dKD55BcMIUeZAwMvo7Mb16ldqxfBP7P9RNt7IpsBjaYueDGwAbUzgU7kHHyW8aYmI3kQjmsBOxBnx6U3wzy9WBXY8wqCThkb1AT1tohV5Dd/J5E7kA3IbsB/hZJMrqQi3slMhk2wFeRdx9+WpHDBOB2ZDXgWCSQxyCu/mwk8LcD2zmOWyJJ+Z6KHFqAC4BHgAWRHSoPQYRvFtIBHkIm5KOBNRHhPVyRgwF+iQzAyyM7Iu6DvCuw0/F4BjGfJwBLAS8ApwJGkcdByMRjPXdddqP/IPAq8H1k59j53HdXAKMVOeyIiM2OLuZbIauD2ly7fAdZBb2ki8dVyIA872D3qVyiY72bi/XnXKw/h6wCb3exfhs4DpnwjwGuQ179MY8ih42QGy9fd/1wI+ByN/51IRPtk4FPOI5nIAbk4oocVkTugB/n/r068rTBNMdhOnAusJb7/mjXD1ZV5LAIYrycQ9+O9+V6cBXwaXed9na8NlXkMB5ZgXezGwMXBX6CrPop6cEdyE2iZmALRA/2UuTQDJyPTDwWcuPcd5GksKQHDwN7ufFndeSm3BGD3Z9yiY51C3Axou/zA5OQG7GveLF+ALk5MwqY4vrDIYocDPIE0MvITtPjgf2QiW2nK0+78Wk8YpC+hDx+p6n9B7uxbh33t+4O3E9/7T/Mu04PAJcCoxQ57ILowbbIWLsN8pqukh68A/wUSRTHIO/CuxuYqMhhQ+R9mPu72GyIvO7B14NTgBUcx9ORG+KaerAC8lj8zxyH1ZGVQdMchxnIqu0p7vijkPc6rjbYfSqX6FivjMxzfuL+vSaiwdPp0/6zgTXc98cgeriyIodF3XhzpmvTy7vxxdf+K4CNXXvcx/HaRJHDBORprBvoywWPpX8ueJs3Nmzt+sHuihxagAsRfV/AjXPfo38u+CB9ueBa7hodqsjBIE+FvILowTjEjH2SvlzwaTc+TUAWULzoxiRNPfg2kguuS58e3Ed/PTjcu073IfNmNT3IZWCKa+MfuPY8CpnvPOhiPcu1xe+5OC+AzJcuAloUOezu+vM29OWCt7l+P9uNA8e6cWEssmr4TnRzwY0Rjd3X9cON3bhXLRf8K86AVOSwEjK+H+v+vQYy/vt6cA6wpvv+x+7arKLIIXuDymXQCdQLcsR5asEuD3LEeWrBpswAjjhPzQimzACOOE/VCMYzgCPOUTWC8QzgiHOyETwMC54BHHGOqhGMZwBHnKNqBFNmAEecp2YEU2YAR5ynZgRTZgBHnKdmBFNmAEecl43gYVYoM4AjzpuCkhFMmQEccZ6qEYxnAEecMwlFIxjPAI44R9UIxjOAI85RNYIpM4AjzstG8DArlBnAEeepGcGUGcAR56kZwZQZwBHnqRnBlBnAEeepGcGUGcAR56kawXgGcMQ5k8hG8LAreAZwxDmqRjCeARxxjqoRjGcAR5yjagRTZgBHnKdmBJO9wSRl0AloBFkz2I0GWTPYNGgAe+cXNoJp0AD2zlcxgmnAAPbOVTGCacAA9s7NRvAwKjRgAHvnqhjBNGAAe+eqGME0aAB75xc2gmnQAPbOL2wE06AB7J1f2AimQQPYOz8bwcOk0KAB7J0/hYJGMA0awN75KkYwDRjA3rmTUDCCacAA9s5VMYJpwAD2zlUxgmnQAPbOz0bwMCk0aAB75xc2gmnQAPbOL2wE06AB7J1f2AimQQPYO7+wEUyDBrB3vooRTAMGsHfuJLIRPGwKDRjA3rkqRjANGMDeuSpGMA0YwN65KkYwDRrA3vmFjWCyN5isDDoBrSBrBLtokDWCTUED2KunYSOYggawV08hI5gCBrBXRyEjmAIGsFdHNoKHQaGAAezVUcgIpoAB7NVRyAimoAHs1dOwEUxBA9irp2EjmIIGsFdPw0YwBQ1gr55sBA/xQkED2KtnCg0awRQ0gL16ChnBFDCAvTomUcAIpoAB7NVRyAimgAHs1VHICKagAezVk43gIV4oaAB79TRsBFPQAPbqadgIpqAB7NXTsBFMQQPYq6dhI5iCBrBXTyEjmAIGsFfHJLIRPOQLBQxgr45CRjAFDGCvjkJGMAUMYK+OQkYwBQ1gr56GjWCyN5i0DDoBzSAXCbZWkIsEGyUD2Ksv2ghGyQD26mvICEbBAPbqasgIRsEA9urKRvAQLigYwF5dDRnBKBjAXl0NGcEoGcBefdFGMEoGsFdftBGMkgHs1RdtBKNkAHv1ZSN4iBaUDGCvvilEGsEoGcBefQ0ZwSgYwF5dk2jACEbBAPbqasgIRsEA9upqyAhGyQD26stG8BAtKBnAXn3RRjBKBrBXX7QRjJIB7NUXbQSjZAB79UUbwSgZwF59DRnBKBjAXl2TyEbwkC0oGMBeXQ0ZwSgYwF5dDRnBKBjAXl0NGcEoGcBefdFGMNkbTF7S/4BMgL+CJLKll8e/4Ab2idpBrhRsJJneCTFlSi/zfgMxKBbWDnKlYDtB/SxwLX0v837fiewyKBvAHod+RjCwNmIszHAcpgJ/AVZD2QD2OPQzghGj6Q+IsHchydYlwAbueDUD2OPQ3wiGJS0cb+FdC10W2izcZGErK4OmmgHscehnBCMi9QPgNfp29rwP2Y1Z7cX2I70gk89fIgZYF7KR3w2IMWdQNIC93+xnBCMbeR0JvO7F+h7EbGhB0QD2OPQzgh2PA5Edk2ch4/Hjbqwci7IB7PH42Ah21+XL9NeDF5HdXudF2QD2OHxsBCN6sCPwb/r04E369EDVAPY4fGwEu3a3KWIO+XpwErAsygawx6GfEYzowd/p04NpyITxk5ptYCQXF+vNkWSgtInoe8Cv3NikagB7vzsFzwhGNtL5B/21/3RgFZQNYI9DfyMYVrZwuoWpTndnWrjIwvrueDUD2OMwCd8IhqUs/KJM+2+0sIWV66BmAHsc+hnByEa/P6S/9v8H2YW8BUUD2OPQzwimsh48AXwN0QNVA9jj8bERjMyJvoTMe309+C75ZrlacW3uW8g8vBTrR5HcbAzKBrD3ux8bwfTlgo95sX7e8ZqIsgHscfjYCEZ0dWfXD/1c8EfIHE3VAPY4fGwEu7F2M2R+WC0XVDOAPQ79jGBko80L6K8HZyDzNFUD2OPQzwhGjKY/ut8u5YIX05cLqhnAHodJeEYwspH3CW5MKuUHNyH5u9q4N9ILMs84w4v1DGQ+sq77Xs0A9n6znxHs+tev6J8LXuf6o0HRAPY49DOC3ThzFH25YLsbj3Z245OaAexx6GcEI+PtQcj4W9KDx5A8aQzKBrDH42MjmOwNBnmDmte/IpeklUsy+7L7Y21ZaXWDwYvaQa4Q7GcQcSnn0O54PKYd5ArBftBx6C3j0Ol4/BdlA9jjUDKC70YGve4yDl2Ow10oG8Aeh5IR7E++fA49jtt/UTaAPQ7zAfd+F+7rhXYLnRasV3otzHwLHp2gbAB7HEpG8JOuXbRVaJczgf8Bi2j//kgriKi1u37mX+Ned50fRtkA9n67ZAQ/7n6jWqyfc+OUmgHscSgZwS8h5kprBQ4zEMF/B2UD2ONxNDLxer2OHjyPsgFc1hamI6Z4NT1oQyYlqgawx6FkBD/o/uZaevAoigawx6FkBNfTg5+Tk6Ci13ocYijU0v57UTaAvd+fgiRW91SJdSkJuQtlA9jjsAzw0tlwt9Pd2WW6222h7X74T7OyAexxmAQ88H2413HoqKT9b8Aj45UNYI9DyQh+oo4ePI8kgWoGsMehZAS/7PSg0jg4E0nU3kbZAPZ4HIXMSV+vwqGVRPPAkVaQG321tP9NpweqBrD3+8cgBttbdWL9EsoGsMdhH/e3PluFQykXfBxlA9jjUDKCH6qjB/9F2QD2OKxVRw9K2n83ygawx6FkBNfLBf+DsgHscZiEGMH3OQ4dZRxK+cGtwPgU/WKkFMTkOsZd566y69ztYn0Pygaw9/slI/he6ueCqgawx6FkBD/mxpn2CmOQnwvum4BDyQh+0fWrSnowExmn30XZAPZ4/BjRmzfJ3mCIN7hfijh8zCNZxTA/4qiXi0x5mQ2skIjDaMTUrPX7pYGo8C7yVTgYRMzqcegB9kkYj78FcOgFfpWQw48qNPRK5cpUHF6C3Tugx/ZPAPuVdrBvwaM2kQECrBfYL54mgRE1UgqyoqtSol1eHiBdrDcOiLV1Y+WYRByWQ+6y1uMwkwQ3oRyHSYjo1uMwG1gpEYdRiPkRMhZvloiDQZKfkLFY/aaAx+OcgLG4FTgqFYe5vbhYX0/lCX95e/tyQh4XBra3n6fi8AIc0yZGq61WWsG+Apek4vASfDFQ+x9KqP0bBurBmyRIPByHyYF60EqCm1COwyTE6K7HYQawYqo2MbcXYPlA3Z1BAtPRcViAysl+Je3/RCIOo5FV9/U4dAOfScTBIEZUyFj81YRt4oJADick5PBj6s8/eoHLEnL4AqK9tTh0ALeQb4YXuc6HU9lwLC8XJOSwd0CsLXJTIJX2f5ow7X+ddLng8sx502Wg9WB+wnPB7A2Kh9Hw5qJ1eSSrWO78lN9dq3aRL0zE4ctUdvkrlQcTcdgocAC0yN2XFCvglgqMhUUSVvXH8JAVUaHXoT1J55fHUV+1YAPKTAtbJmoTdwReh1bggBQc5vaC3PV8K+I6p5r4/zeCw9cScfgbYZOPThIZQcD/BY5BPcDFiTh8MUIPHk7E4VMR4+B7ifRgiUg9mC/FtZjbC/CZiFi/RZoVD5MjY93wTtZVC0yw8soFG1A6LCyXgEOThTcjtP+zidrEPRF6sG8iDucy54qsanpwfCIOP6L+zZGSHlyagsNIKMgNoBDt7wCOScThuMAxqBs4PxGHvSPG4vsTcdgkgsM7ifRgmUg9iN7MMoDDBMIWZ5TapfqNAcSAeT2Qw0xg8xRtYm4vyGP9IeN8Kdbqj78jueA7gRxaaWAjyUAe90Vw2DsRh/MJzwWPS8Qhe4PCYdC9QWstTSSAMaYZOARZAl8PzcCuxpgFElA5EnkHSwhWM8Z8MgGH7yMGaAjGAdsm4PDtiGN7kUentLEX0phDUGo/2tgUWZUQggnIO/tUYYxZDjGCQjkcZYwx2jxGALZCJiAhGA8coU3AGLMS8vhdCCYg45U2h/mQ9w41Bxw+BjjYGDNKmUMzcChhetAE7GyMWUiTg0OMHqxsjFkjAYcYPRgLbJ+Aw7ciju0F9k3AYSTgCGRsCcE8yJiljW9D8DyvB3lHmza+jLSjEDQh7wfXxhbIO8dDMIE0erAi8h7OUA5HJeAwL7ICriXg8JIejFbm0AwcRtg42ATsaIxZWJPDSIDLqXYlTPvHAocYY0LaRQyHFuT9zqG54O7GmPk1OTgcifSpEKxujFklAYcjCNf+8cA2CTh8GzFAQ9CLmOfa+CKDrwebI08jhCBJLjhCsDfhsTbEeRWh2Ibwedg40mj/KkBoPpEqF5wfeedxaC6YQg+Gqze4WgIOsd7g5xJwSGMCI48fhwS5hFnABpoEnJGxeuRpm2pycNic8Os8kTSJ4PaEx2MCsmmSNnYgvNONBrZLwGEzwieCBnl8QxufQe5whWIZwpPXjD5sQVysP5uAw2cJv/EBYjyGikIo1kPG11CMQjYE0sSyhIsdpNGDZsINeZAxO0WbGAp6sANxerBTAg4jAZ8lPOGeBxmztLEDoqehHFLEekfitD/FjY/NIzik0oPPIEZ7KD5hjAlNXkOxLvKYZSiakQ1DNbE04doMogcbKnMYCdiAOO0fi+RumvgE4eMPCN/1NQm4mxgxSbwlTf/fjDjt3zIBhx0QgycEqbQ/NhdMoQefZfBzwZGAnQi/zmOQtqGNLQlfENSE9FNtxOaCqxljQvtpKNYnPhf8hDKH5Rme3uDcmgsmM4HHETfZNcSZBCEYE8mhOQEHiJsAQdzkOBSxf5d24gHxf1fMQBGKeQhPykEGQW2MI67fdZPmWsztmEBcrFVXOzmMJS7WPejHOrbv9zZwTgiH4agHKfpd7MQuNFmKQey1TaGLIwExY4ohTaxj23AK7Y+tM0W/i51/pNCDWO3vIc1YHIOhogd5DhSP2GuWor2NJXwlYAkpOAzHXDDrgSBF35/I4OcHIwFDIdax/ShVLhiyAreEFLlgbH0ptD92LCYBh+HqDabQg2Qm8DvEJbsG2YlYE23EBXpWAg4gOyCHYjbysmptvBFxrE3E4WXi4pEiFq8j77oJxUcJOLxF3ErgZmSnzIw4vEbcXc8PE3B4G3n3Yigs8kJ+TbxF3ORjNDJ+a+JdBl8POoiLRWcCDpD1YCQhZkyZRZrr/GbEsb3IjvDaeIU4IyiGcyheJ04PPkjAIVb7QTZQ0eYQ84jnGOZOPRgJeJs47U8R69hcsBlpo5poJW78mZ2AA8SNKXOzHrxKXC6YIhavMfi54EjAKwy+9r/K4Gv/28Q9gdOLvLNWm8Ng60Gs9pf29tFEI97gYOvBbNKMxWlMYGvt+8ADEafMBO5X5mCBfxA+6W4G/qnJweEM5MXoIehFXtytjdMJH1DaEM7aOIvwgXgm8IcEHC6JOLYT+GsCDjcT906uq6y1MeKRIbiQ8MdvOoA/J+BwPXHv47zEWht7l7QeHiHuJsKj1lpVwbPWfoBsihCKVmQXbU0OFtkVO1QPWoCrNTk4nE6cHvw9AYc/Mfh6MBLwZ2RsCYFFxixtxMS6gzSadybh12EmwlkbF0Uc2wH8JQGHGwnX/h7gMmttrGlcD48Rl3w8bq2NuWlUF9baj5BdsUPRHnl8huAB4m4qP2CtfU+TgLX2XeChiFOmAw8qc+hF+n9MLnitJgeHWD34RwIOQ0UPQg3YmcAfE3C4hPCxuJM8B2oUf2Xwtf8fDH4ueC3hBmw3cJEbtzTxIHE3lR+y1qqawE5fYr3BmONDODTiDV6jycHhz8Tlghck4JBsJTDAL5EEsh46gF8naPAAJxO2+msWcK61NoRvLM4KPK4buMtam+Lu79WEGbAWufNztzYBa+3DwPOE3RXsIc6wDSXxDnBDT0CbsHItTtenYGchk5qQeHQCv9HmMBLgEtfbCLv7akkw2bXWtiMT3pBYzwZ+m4CDBX5F2ESsHRm3U+CXhAleB3DiIOvBbOA8a21rAg5nBx7XA9xjrX05AYdrCGsPvcB7wL8TcBgJ+CthyUc3cJu22eZwBWFt3iKrZVVvvjjcD7zSG3AtrFyLy9UZWPsmcEtPwMTfab+6CWytLZnLg60Hv2T46EE7cFIiPZir4a7Zrwm/zqli/YtADh3Ar1wb1cZvCc8Fz3JzN22cSbge3GmtfS0Bh6sInxO/SYKbL9baB5AnQ0P6dDdwWQIObwE3EWYEWbIJ3Cj+gzx5FhLr2Uj7VIXrR3cSHuszE3BoJ3whXBfwuwQchmMumL1B4ZnKG0xnAltrr0eSoFoXr8txuDURjZepPwB1Ie9+vSIRh2nInYxa4t+N3G24OBGHbuROlK3Bo3SNLks0CQO4FLn7Wmu1o0XaQ8zjG8FYBy5+DVpqGcGd0Ps9eMKkeSwExIRpofYg1A783E2YMhrDPshNjVqT3l7gUdI97nUl9WPdgzyq82IiDrci/a4Wh26kz6Vqbw8jbbrWRKykB7ck4vAKYnTV04MW0unBdGRVdD09aCKdHvQQpgczge0T6sFcDbfqYW9qT7pL2q9/01PQBdxAmPZfmiTW1tqt4ZLp8kNV+1472C/CTSbusclgrA8XvwnNtYzgTuj9Ljxm0rweCOSGfIgevAO8kIjDbe6/9fRgNnFPcMTgESQ3qKUH7cBdwCmJOIwE/BGJd62kuxtZcBCzYjcGD7r662m/IV0u+BLySG+I9l+ZiMNU5BoPZi7YhTyhNnh6ICitxK2XC95ColwQucbN1B+Dvmatza+jaQCu/eyEPJFQLdaltng9ca9si0Ep1rXqt0iekur1i1cQpv1vIeNVCtxCWC7YifITGR5C9SB7gzIHK+URaWCtTVaQxvY9pFPNQC64RZLLNuBE4BjEAFlF+bcnALcjj+B9xf2Gz6ENSc7OBQ5AkvNPK3NoQZZwPwLsgkzqW5GObt3vdyCm4Ocdvz0TxOCXyHtxtkMGuTakgVukkXUA9yC7sL4PHJ6gLRyEGG07uLh0IOJukcGgDXjCff8CcCpglDnsCMxcG/aycLmFDgvtFqyFXgszLbzyosTiXqTzj1bmsL7rDwfT96qQVvqEcAbS6ffRjsFILMCCSOLd6dqcdf1vJiK0uyGidAnQovzbGyED/YHIXb8O1879WL+LmNXXIQnvPMocVkRWdPwUWZHT6v52n8M04AjXHp8GFlfmsIjr2+dQWw9OAn6MGCCrKnMYjyTDNyN68BaV9eBvwP6IHmyqzKEZed3Po4gePE9/Peh05Tr69GAvZQ4GOAF5J952SFJaTQ9W0PztkVqQXX1fcu3c1/5ONzbt4WL9+QSxPgmZ8G7v2l2lWN/lvv8AOCTB338w8OHBsIOFO53uznK6222hzcJjlwqHl5BVMNravwswcwPYw8KVjkOH49DjtP/l50QPHkBuWI9S5rChG/sOou8x2Up6sC8yJ7wbmKjMYQUk+fm5Gwcq6cF04IfIk1DPoq8HCwOPA+cBhyDzwkp68DuUNXkkFiQPOdFd01Kse901nwochsxPngQWVf7tRYGnkNV1h1NZ+1uRFcvHIrq8sjKHCchKwBuAryLzi0rafzbwDdf+N0kQgwuR/GtX5IZ/eS7Y6fr97o7f7socjLvOr7jx/hEk/yjXg7vp04NDE7THb9OXC95B5Vzwcff9i8hNIG092Nm1vS8geV4pFy/1jZnuOn1O++8fiQVY3rWrDtfOrGt3ba4dbu+u94kJYl3qT3sgr/wszwVbXTvbFZkPX4R+Lrgxkmd9040zlbT/HTc+Xe/GK+1ccCU3vh6HrAj2td/Xg+8j85OngMWUOSyC6MzZiO5kb1DaXS1vcGHN3y4vxhFKCmPMKGQSvpb7459F7jK2ue9/jCQKm1trn1H4vQnISqdZwK7W2k5jTBOwNdIZxyIDzsVW3k+GMearyHtod7DWFn4dgjGmBZnkrgZsZa390BhjEGNoK2Snv7eQ6/CmO2dL5C70/tbaSxU4GMT4+TJybV9yn6+B3J1bADF9r7DWPu++WxP4F/BLa63KIwnGmIMcj22stQ+6z5ZDBuVFkE52vZVXRmCMWQqZHFwPfM8qNFJjzI7IJOxL1tpr3YeLAnsBSyKToTuAf2OtNcbMhzwu9BbwRavwXl5jzPqICXWUtfYM99l8jsPy9K3EvMHqvxt2RMMYszgy4VsSGWxvB+62Euv5kTukLwFftgrvYTTGbIQkHYdba892n83vOCyPTETuA2601vYaY8Ygk9F5ge2swqsIjDErIm36r9ba49xn45F+twoieo/j3jvtxsjTgU2BLazC6gdjzCLIePIgcIC1tsfpwc7AFCrrwdGIObC5tfZpBQ7jET3oBnax1nYE6MHeyCqqnay1hV+HYIxpRvRgdUQPPnDj84aOx0RkrLnE04MtkMfjvmGtLbwyyP3e8chEc3Nr7Yvu89WReJT04Epr7XNFfy+jD+7abwJsQZ/2X1zqY8aYbZDHXve11hZeeeB+70Skr29urX3Ffb4mcjN0fvq0/wX33RRk5cXPrLWnFuXg6jwY+BmwdUnfMeYTyE2ORZDE6DqsfdQdvwwyZl0FfF9J+3dBbr7saa290X24GH3a34bcILrbaf8kRA9eQfSg8OokY8yGiB4cYa09y302iT7tL+nBTW6MHIO0h/kRPSi8SYwxZgXk2p4NHOu0bzySJK9KZT34I9JmN1PSg4URPXgE+LqnBzsBayN68ByiBylexzNi4fKikvZ3I++Hvtpa2+Vi/VdEj7aw8i7for+3KDLP+g/wTTfPGY3kgmsiN0VL2t/uzjkGuUmyubX2WQUOE5A8oh3YzcsFt0FysbHITbKLrbVT3Tn7IItQtrfW3qPAoQV5t//KiPZ/5MbnjYEt6dODS6zbj8EYszXyWpz9rLWFX4/jfu9XyHizWaAerIX01eOttacU5eDq/DYyB9naWvuQ+2x5ZAwq6cH11tpH3HdLI2PWNcBhSnqwM2LA7GXliWWM6MEXgKXpyw/u0vi9jD44Dfo8ciNwKnCttfZx991kJNaXAEcqxXp3ZPHJHtbam91nSyCxXgKJ9b+A/zg9XADR/ueBvZVywY2RMehQa+257rP5kb64HKL99yLa32uMGYvkghMQP0ojF1wJubZnWGt/6j7zc8EeRPuv9rT/DNyc1Sq8G9jlgrcj85wD3N9a7g0+gzyNnr1BzxtMihTOciMFWQFW2PWnv8s/NvLcr6Lg+tPf5V8w8twtUVgRTP8VwMtHnrsmSiuC6VsBvF7keUuhtCIYtwIY2DHyvPlQWhFM3wrgA4te01z0CzIJVlkRTN8K4K9HnjcGpRXB9K0APi7yvJL4F14RTP8VwM2R5x6Nwopg+q8AHhd57t4orAim/wrghSLP3QKFFcH0XwH8iSJ15ZKmIMZE4RXB9F8BPDny3CkorQjGrQAG1ok8bxmUVgTjVgAD20aeNwmlFcH0rQDeP/K8MSitCKZvBfDPYq6p0wOVFcH0XwEcpQe5pC8u1iorgum/Argp8txjUFgRTP8VwLG54D4orAim/wrgBSLP3RqFFcH0XwE8OfLctVBaEUzfCuB1I89bGqUVwfStAN6+6N+Ti34BJqO0Ipi+FcDbRJ63AEorgulbAbxv5HljUVoRTN8K4GMjzyvdGCy8Ipj+K4Bj9SB7gwnLoBPQDHaRIGsFWyPIFDSCKWAAe3UUNoJp0AD2zi9sBNOgAeydX9gIJhvAw6KgYATToAHsnV/YCKZBA9g7v7ARTAED2KujkBFMAQPYq6OQEUwBA9iro5ARTDaAh02hoBFMAQPYq2MKBY1gGjSAvfMLG8E0aAB750+ioBFMgwawd35hI5gGDWDv/MJGMNkAHhYFBSOYAgawV0chI5gCBrBXRyEjmAIGsFdHISOYAgawV0dhI5gGDWDv/MJGMNkAHhYFBSOYBg1g7/zCRjANGsDe+YWNYBo0gL3zCxvBFDCAvTqyN5ioDDoBrWBrBLlosDWDTINGMAoGsFdXw0YwBQ1gr56GjWAKGsBePQ0bwWQDeFgVChjBFDSAvXoaNoIpaAB79TRsBKNgAHt1NWQEo2AAe3U1ZASjYAB7dTVkBJMN4GFXaNAIRsEA9uqaQoNGMAUNYK+eho1gChrAXj2TaNAIpqAB7NXTsBFMQQPYq6dhI5hsAA+rQgEjGAUD2KurISMYBQPYq6shIxgFA9irqyEjGAUD2KurYSOYggawV0/DRjDZAB5WhQJGMAUNYK+eho1gChrAXj0NG8EUNIC9eho2glEwgL26sjeYoAw6gdBgI0n9bsgmS3sDS6QIcq1gIzsFbo+83HsfvI1zUgSZSkYwNFnY3MIBFvazsJZ3vJoB7NU5hxHsfudTyAZK+yPvjTHe9yoGsFdfRSMY+CSwH7KZw1Z4CQZKBrBXX0UjGBGrr7k2sRMwxvsuG8DDsFDFCAY+4fr9N5FNK/x2oGIAe/VVNIKBxd34dyDybq0J3ncqBrBXX0UjGDFG9nIcvoiX5KBoAHt1zmEEM6ceLFn2nYoB7NU5hxHMnHqwovedmgHs1TmHEexitDmygcF+wBTvu2wAD9NCBSPYxXoLp3f7AWuWxVrFAPbqnEKZEex+Z0P6tH8j+muyigHs1VfZCIY13PznGxa2tP21X8UA9uqbRAUjGHmXb0kPdqS/HqgYwF59FY1gYDFkc5MDkeTX1wMVA7is/c1hBLvr8wUq60E2gIdhoYoRjMyNvuhivRcwv/edmgHs1TmnEQzjLXzewoEW9rb926KaAezVOacRDKOtbHT5TQv7WE9fUTSAvTrnMII9PShpf7keqBjAXp1zGMHMmQtuXKYHKgawV19FIxjZa6FaLpgN4GFYqGIEI55EKdZb+GMNSgawV19FI5jauaCKAezVV9EIZs5ccLz3nYoB7NVX0QhG9MDPBX09UDOAvTqzN6hcBp1AQLDXAU5DXuA9HdnEYwayc971iDCpBrlCsD+L7Kg41eMwk75d1DdKFWScEdwEe1o42MLbFmZYaHWlzcIT3bAtygawx+FjIxjYk76dDEultJPq3igbwB4H3wjewl3rUhxaXZt4z3HcCUUD2OPgG8Hr07ezbWlHy+mu/AIRgmwAD9NCfyP4U4gZWx7racgu659G0QD2OPhG8JqICdDp2nqJQxvwJ8SwUTOAPQ6+Ebw6ssFJh8ehNBZf6L5XNYA9HiUjeB03BlTSgxsQPVA1gD0OJSN4c2Qn83I9aEc2wdkIZQPY4/CxEQx8C5nozfDG4jbgf8B2ZAN4WBc8IxjZKPGdCrF+3B2nagB7HKbgjGDX5l6iT3NL2v8S8CWUDWCPw8dGcDdsZeExN+8pzYFmWHjXwvealQ1gj8Mk+ozgTwH/prIeHI/ogZoB7HHwjeBaenC6i5uaAexx8I3gT9KnB+Vj8UWIHmQDeJgW+hvBqwP/oLL2n+/agqoB7PE4BnhrU1jbwh9c35/u/jvDQqeF6x6QPqFqAHsc9gGmLwSbWviphakeh5kW2i3cPU1u/qgawB6Hj41g4Ds19OBzKBvAHoePjWDkxs+LFfTgZWQzclUD2OPgG8FbIvOsSrngoWQDeFgX+hvB27j23ea1txmuH3wXZQPY4+AbwRsi+ttOf+2f6rT2MygawB4H3wheC8kLK2n/H5ENVtUMYI+DbwSv7sb9SnrwD6cHqgawxyN7g5p/y2ATqHOhfw50ITv52QqlB9nl9h7tIHsc9nUcOqpwsI7DC6mC3Axbnguzu2SyYyuVWdD1HRFnVQPYuw5rus42u8Z1mOWuk6oB7HFYyg34XTU4dLrvd0rEYT43CHbX4NDhvj84Zf/IJW1BjOBn68S6033/jUQcxiCGQ7cb76r1uy7gV4k4NCHJfleNvtflOF5CooTfiW2Xu+a19OC/KBvAHod96nAo6cGLKBvAHoct3Dhci0MXYshlA3gYFyTxCYn1+ygn/B6HKcjktto8rDQGtaNsAHsclvkGvDcLuqrNgbqg80LoalY2gD0Ok5Ddq+vpQReJbv46PbgjUA8Kb65ThUMTYuyG6MFlqfQgl/TFxfoiF89qc/9SrP+BcsJfKkvBCc9CVw/MqtT3e6FnJnR/RgyaJLngPPD1O6G7u0Ye1gndu8HzKBvAXjy2DtSDDxLqwVoReqBqAHsclgberTH++GPxDin7SC5pC2IEfxAQ69koG8AehwWA5wK1X/Xmr8dhLLIgKET7f5GIQ5Mb57trxGO2+/7iVHpA9gbVShNDG2u4/46u8n0T8tjtygk5fBLoRTpgNTQjS/Or8SyEblj+K9DTIglARYyGlt/DBCuJSgosgvydo2ocU/r7l0zEYSIwL7K8vhrGIB1vxUQcmpEJSHONY8YibWbNRBwyBgajkLZcK9ZjEMFZPREHi4xvzVB1vB6NPJaXqr1ZZCxuonrfa3Hfr4G0/RQo/X3VxsGSHqyU6PcBVkX+vqpjseOwWJ1jimAy0uZq1d+CPCY1KRGHjIHBJwiL9TyINqbAYkjfqjW/KX23eAoCFub9M8wzuob2t8CYPcSkSaX9oXrQS9/cVRsWWIVAPbAuW1ElYG3p7xtsPchID4vMbZqoPvdvQdrbGu54dbwOaywnJCqOQQaaxkPznbCyTcRhJnxyY+hprjEWj4Hmy2FxmygXRF5BE6IHE0in/YsSpgcGWCIRh4muDGYumDEwmIS053qx7kH6RwqMQtpyiPZ/MhGHUO2HtPOP1ZG+XS0eo9z3q5NoLCZ7g2oYsiawMWYp5LGWWh2/hNHIawq0OYxDHrkNCWAT8ioEdRLAT1pqN7QSgVHAD9U5CH5CAAd3zDGJOBxObRPa53CUMabWgN0o9ies34wCvmqMmS8Bh4yBwTcIi/Vo4ABjzDwJOHweGBdwXDOwuTFmcgIOGyDvl6x3LQyyWv8z2gSMMUsirzgI1YMvJOAwDnnkPVQPvpWAg0HG15CxeDRwpDaHjIGBMaYJefQtJNajgCMSUQnV/nGk0/4jmgK0382TjkaunTYOoHYSWMJo4OvGmIkJOOyK3Nyph2bgs8YY9aTYGLM+cqMtRA+WQB6ZzBie2BhYlvqxbgKWQx6X1oUxywBbj6qj/U2Akf6/ewIOE4CDWgK030jf+6Y+BckFCdeDH2hzcBgKueD3Cc8Ff2TS6EHGwOAHhMf6x66faONAwrX/QCPjhTZ2J6zftQBbGRk3tbEhYrSH6MEyiH6oogFvcI8EHMYz2N6gEobywLgvMokMwUTgsAQcdiV8FcNY5B1I2vgU8lh6CJqBXVEegIwxSyBGUChWNcasoMxhFLIBSkjHB4nH5pocHL5LWBIG0nbUzaiMAcN3CDNgQWKtn3zIe81CzYQm5CaFNr5N+HWYgPQRbewTcew8pNGDnQm/sz2WBCYw8i7yBQOPbQJ2TnRzIiM9NiG87zcDe7obFWowxiyNvHstFGuo34gyZgzyPuJQ7Z8AbKrKQfBdwsfBHhIkH8D3GBp6EJKMQjo9yBgYfIfw+e44d7w2vk54LphK+3dD+nQIxiI3i7WxMfI6uhA0A7s7s0INzoBZL+KUTxpjllPmMBp553CoHowDNtPkkDEwcPOZ3QkzYEGehlI3HpH+HKp5Pch4oY3DkPEtBAYZN7URkxOPJ40e7Ef2BtUwlE3gVYl7nDbFXY/lCJ8AASyYYPXpcsQtqe9CHt/UxDLIu1dCMRt5ZFkTCxDe8aFvZYI2Yq7tBNI9npKREO5u8iIRp0xAv80TWedo5HEhbaxCuFYY0ryOYRXCJ2Egr2zRxnKET4AA5jfGhCYqMRxi9SDJI/oZybEccZrXAyyszGEy8dq/rDKHhYhr84Y0Y3GMHsyTiEPMnGY0Mo/WRumR1BCk0oOMgcHKhGt/E2kev12FuFxQe/wB6Xcxi2sWTvA0Qqz2dxM3ZoVgKOSCCxJ3HZoScMgYGCyKtOMYaN90aCJuXjVBm4NDzLg2hjTaPxT0IHuDihjKJvDsyONjB4rQOmPeZ2Yjjw/lECt4XQk4xD5ikYJDTHstbZCgjdj2ENuOM4YA3LsUY2LdS5r2FjuupWhvsRxSXIfYvyt01U4MhqMeGNLEIyM9ShtvhCKF9jdS32DPP4aC9s/NehD7d+XxZ/hiKMR6KOSCXcT3f+33YQ4FPWjk2s6tuWBGenQR71Npx3q45oIxN2tCMRT0IPbvSpELxupBilxQBUPZBP430Bp4bC9wbwIO9xPX4J5OsBHHg8S9VHoW8JYyh2cIeydPCWOAJ5Q5fORKKJqBB5Q5ADwWcWwr0oYyhieejDi2gzTt7b+Ei0crcGcCDrcjO9+GYBaye7027iJcDyxwXwIO9xOXkD7rNlHSRKwedAFvKnPIGBg8SPgjryC7sb+nzOEp4trbGHeOJt4HZkYc34JcO238L+LYNtLowX8I14M20ozFMXowOxGHjIHBHYTnQKm0fyjkgg8Q3uYBniJNLhiTh3UA7yhzeJp4PYiZR4fgQ2B6xPHNpNGDjPR4B2nHoWgBHtIk4DydmDlNJ2m0/17icsF/J+BwB4OvBzG5YEo9GGxvUAVD2QS+mPDVH+3AbxJwuBOYGnhsK/BrdQbWvky4kTgLOA1rVe+EW2tbgQsIuxPVC1xtrY0xbEM4WOB3hAvC09Za7ckHSIxDB6BO4MYEHDIGBjGxngH8KwGH3xLe5puAfyTgcHrEsRb4QwIOl0Qc2waclIDDXUgCEoIkemCtfZXwSc0s4I/W2rwKZhjCWvs88Gjg4R3A7621qqserLUzgEsJ0/4e4DJr7TRNDsiNlFMIHwefwNpnVTkIfk24Gd0G3JKAQ6weXJCAwxkRx/aSRg8yBgZ/Inz1qXXHa+NCwnPVVLngbYQbj6m0/0Xg4cDDO4FTE+jBTOAiwvXgCmttaA4dyqEXOJnwcfB/1tqnNTlkDAxc+z2V8BswD1trX0hAJSYXnI6MF9r4DXHaf2ECDkNBDy5i8L3BO4Bpgcem8QaVMGRNYGttO/Arwu58PAvck4CDRXYhDRHS6UiypI5uOHJ2HdHtBWbJqq8/puAA/JKw69AN/DQRhzMJu/vSTbqd0v9J2GqrHuBH2pOwjAHF5YTdBOoBfphg1SfIitbHqS+8vcDv3A0bVVhr30TGtnocLHCttfaVBBw6kDEo5Bo/hxi22hwsMq6E9OmZxBnXMTiKsCSsCzgtEYeMgcEPCIt1N3E3a2Lwc8LafA9wfCIOZ3TC7HqdfzZ0d8s1S4ErCXsaKZkeWGsfQJ5GCtGDU5xpo83hLWSRRr2/zwLXW2tf0uaQMTBwNx2vJkz7r7TWvp6ARFsrnNhRp711gp0pK1X/m4CDnQVHzKozDnYB7WIOXKbOQfBDwrU/hQEDcALhevDzRBz+QthTWd3INcsYvvgTYa8VSBnrywgz/XqAHyRa9flfZFV9iPafZK1t0ybgxvfLAzhY4J9OP7Q5DBVv8HAG2RvUwJA1gY0xE4AtgdcQN79So2tDHnVdigQvoHab+uwKvI3cgakU8HbkccV5ids1NZSDGQW7fBWm9gqHSoNhRzfMWB+Mgc9qc3DYBhHdNiobsbORa9EBbJeIwybI41DTqHxHrNt9/iGwm9vcSxtrIxsTvINci3L0Og5vAju4nWwzhifWRXZjfg9p2+XoQWL9FrBLgk3AAFZANrV4k8rtzTpurwGbGWNCd48NhjFmEaTdv1aFA+7z14DVjTHqG5G5Xa63Al4nTA/UN8hzL/bflfp68AGyMdT6CTgYYGf6xsCKeoCsTDfkXbGHLVysd0WMx1qxno7M5TZNROVziOa3U1n7S991uGPVYeDT68CoLvlbK2p/L3QcAB+Ngl0Taf86wCTC9GBnmbrpwhgTogelsXhTY8zEBBwWRq7F61U4QGI9yBgYGGMWBdYkTPvXcsdrc5gwL2xxBbxma2j/u/Dm0rC0SbARoTGmZSzscjy8bWtofzu8txLMZxLlgsAuyMKEwdaDUr5XTw+2TcTh08ij/9Oonwum0oOMgcGmSHuupv1d7vOppIv1uojH8z61tf9t0uWCKyKbnL1F/Vxw8yGQC65hjFksAYfsDWrCWjvkCrK74u3Io/RjEWPzWvqEZzbyztm9kfcT/RgJxiqKHFqQR+keQUy/tYHzkccSSuL3CvBtJOH/KjJIfVqRg0FWv70KLG9hBQt/sNBqocNCp4X3LPzICsctkeR/T+V4HIQkoushO80fT99EpDTp+DWwNDJhfB84XJnDjsjquh2RROwIZDCc5Ti0I3eHV0E6/gvIYyRGkcP67u8+EBgHfMP9jj8hutgdNx/y2PYVwOjB7lO5RMd6I2SC+XU3Hh0EvOTFuhN53GZdYH7knWOXAC2KHFZEhOw45ObHl5FVYF3eOHg9sDny7rXrkBWw8yhyWMSNtecg71bbCXnXVIlDF/Keyl3d92cgq3EWV+QwHnm86mbX7zYFrqG/HvzPjcGjgaORmzSrKnJoRsb/R4GFgClU1oPvIHqwtxsXN1XkYJBVOK8Bn3DlNORxow7H5T339y8EbIHowV6D3Z9yaSjWJwEvI6bfSshK3zYX61nAu8iq8AWQm7QzgM8r8zgYSaTXAZYEfkFf4t3h/v+XiOZOQW6AHKLMYRdE+7e1sICFH1p4x8IsNw9qs3C6lcn+Msg4/Tt0tX9DRPv3d+PRgcCL9Nf+i5A50iTknXGXAqMUOawAvAH8DNGDL7nxyNeDG1y/H+PGyLuBiYocFkaeTDnPjYk7Iq9NK9eD3dz3pyOrcdT0IJeBKcCiyLswz3Sx3MW1Jz/WdyE3JZuBs5CVaosqcpjg2tcNwFgLm1m4zsJsC+3uv49b+IqVPnEMkhesrMihBZnrPYyMP2tb+IfLv0ocXrbwLSt890G0fxNFDgbJsV5xerAi8tRnSQ9K2v8jJBfc2unB7spt4ttILrgusAQyHynPBX/l9GAtpweHKnPY2enB9sjc+4dI/u/ngmcgerC0G6dPQVEPchmYAuzu2vE2rl0f5dp5p4t1m+sHK7p+8QpwomasgY2Rec6+9OWCL9M/F/wHMkdaAHkn8UXo5oIruXHtWGSc+wqiw34OdD2y6GOs+/870c8FnwTOduP9zsj47+vB3YhONAN/RfRjMUUO2RvU7mODTaBekMu+GwssBsxb4Ty1YJcHuey70cjkaFL5QKMZbMoNYP97aLGwiEuImsrOUzWC8Qzgss+bEaNhYaC57DtVIxjPAK5wjRZw8RhV9p2qEYxnAFfgMJ9rl2PKvstG8DAseAZwhVhPqhJrVSMYzwCu8N1E5GbMuLLPVY1gygzgsu/GOw4Tyj5vQtEIpswALvuulh6oGcGUGcBl39XSAzUjmDIDuOy7FherBZhTD7IRPMwKZQZwRKxVjWA8A7js85L2L1RhXJiCohGMbwD734Fx859F7Zzar2oE4xnAFeJUTQ8moWgE098ALh9nJjoOlfRAzQimzAAu+66WHmQjeJgV+hvA5ePMhBqxVjOCKTeA/e/FEF7cVtZ+NSOYcgO4P4fRbvyZZOfsk2pGMGUGcAV+1fRA1QjGM4DLPq+VC6oawXgGcIVrVC0XzEbwMCx4BnDZ500u1otQlmuhbATjGcBln5e0f1HKcnuUjWA8A7jCd9VyQVUjmP4GcIweqBnBZG8wSRl0AqFBDjy/cLBrBTnw/MLBppYBHHa+ihFMFQM48FwVI5gqBnDguSpGMFUM4MBzsxE8jApVDODAc1WMYGoYwAHnqhjB1DCAA85VMYKpYQAHnl/YCKaGARx4fmEjmBoGcOD52QgeJoUaBnDg+SpGMFUM4MBzp6BgBFPNAA47V8UIpooBHHjuJBSMYGoYwAHnqhjB1DCAA87NRvAwKtQwgANjXdgIppYBHHZ+YSOYWgZw2PmFjWBqGMCB56sYwVQxgAPPVTGCqWIAB56bjeBhVKhiAAeeOxkFI5gqBnDguSpGMDUM4IBzVYxgahjAAeeqGMFkbzBZGXQCWkHWCHbRIGsEm4IGsFdPISOYAgawV0chI5gCBrBXRyEjmAIGsFdHNoKHQaGAAezVUcgIpoAB7NVRyAimgAHs1VHICKagAezV07ARTEED2KunYSOYggawV082god4oaAB7NVTyAimgAHs1TGFAkYwBQxgr45CRjAFDGCvjkkUMIIpYAB7dRQygilgAHt1ZCN4GBQKGMBlsW7YCKagAezV07ARTEED2KunYSOYggawV08hI5gCBrBXRyEjmAIGsFdHNoKHQaGAAezVMZkCRjAFDGCvjkJGMAUMYK+OQkYwBQxgr45CRjDZG0xaBp2AZpCLBFsryEWCjZIB7NXXkBGMggHs1dWQEYyCAezV1ZARjIIB7NWVjeAhXFAwgL26GjKCUTCAvboaMoJRMIC9uhoyglEygL36oo1glAxgr75oIxglA9irLxvBQ7SgZAB79TVkBKNgAHt1TaEBIxgFA9irqyEjGAUD2KtrEg0YwSgYwF5dDRnBKBjAXl3ZCB7CBQUDuCzW0UYwSgawV1+0EYySAezVF20Eo2QAe/U1ZASjYAB7dTVkBKNgAHt1ZSN4CBcUDGCvrsk0YASjYAB7dTVkBKNgAHt1NWQEo2AAe3U1ZASTvcHkJf2PyLvbNrZwqZWX579m4WYL21lpGKpBrhpsWN3CWRZetPC6hbst7GXlPR6qQa4WbGA54LfA88jOyg8BB7hroGoAexz6GcHIRO8Y1xnfQAyf7wPzu+/VDGCPQz8jGDFED0E2uXoDeAbZbG4J972aAexx6GcEIxtM7QPc72LxPLLJ0orueDUD2OPQzwh27e7zbnB+DUlW/w6srfWbuXxsKn4dMWZLsT6l1M9QNIC93+xvBMMoC3tYuMuNgS9aONfCmu54NQPY49DPCEbG222QBOtVZIJ0BbLTskHRAPY49DOC3e9shBgiL7t2fwuyyUcTygawx6OfEQysjiS7L7o2cQ+wl+uXqgawx6GfEYxMUn8LPEefHnyDPj1QM4A9Dv2MYEQPfkKfHvwP2XSzcPKbi1dkY9eTLTzv5h8PWtjfSntXNYC9WPc3gmExC8daeNrCGxaesHCY7dN+NQPY4zAFzwhGDNFDEWOxpP0/xZmCKBrAHod+RjCi/fshxmxJD35f6mcoGsAeh0l4RrAruyObbL7mxqHzgLXc8WoGsMehnxFMZT24EviMu05qBrDHoZ8R7H5nQ0Qny/VA5TdzsVhocjnXzW7+8bKFy1xuZlA0gMti3WcE9+WCl3u54I1WNnws5YJqBrDHo58RDKyBGBsl7b8b+ILrk6oGsMehnxGM5IK/oy8XfJC+TSdVDWCPQz8j2MX8WGRuVsoFD6dPD9QMYI/DWnhGsBsXv0d/PfgZfXqgZgB7HPoZwYge7Et/PTgVWEHrN3P5OCc63LWzN1y7OxZ3kwhFA9j7zcn4RjCMd/OuB9087Hk3L1vOHa9mAHsc+hnBbpzZE8nLXndt8WxgDXe8mgHscehnBCPj7ecQ3+01RHsvBzahLxdUMYA9Dv2MYPc7G9M/F7wZ2JYB9AaRXPAs+utBKRccdG9Q6zerckn6A/LC/HsstFrosWC9MrMHXlxZdhJWDbIf7DHw9odwk5UdpLvKOMzohfe2lM6hGuQKwb6Yvl29rVdmuoHvQpQNYI9DyQg+l77dU30Obe6zc1A2gD0OJSP4XPd7rWUcSrvL/h1lA9jjUDKCL0OSvJllHGa563Alygawx2E+xAi+BTH9ZpRx6HbX53pgvPbvj7QCbO76X6VYd7i2MA1FA9j77fmBBz8DN/XKbvYzysafLgttU+HWccoGsMehZATfh5iNM4Be7zr0uGvzECLO56CcfNNnBD/reLS63y0fB19C9EDVAPZ4lIzgG10f6yrjMAPZefg6lA1gj0PJCK6lBzOR3YZVDWCPQ8kIPpfaerCP9m+PuALNFv5gocPCrPI5UC9M31/awssoJvxerLcxMOMmOM9x6Cjj0Gqh/RTp96oGsMdhCpL4n+PaVTXt/xvKBrDHoWQEX+LG+3I9mO04XIGyAexxmIQYDTchSUi59ne5vvcvlA1gj0PJCL7fjcczK+hBKzIffhJFA9jjUDKCn0fmQtX04EVccp5LgQLLWDE7Zpb1/R4LrZ3wwIJivqkZwGWxPmsheLpTjJdKueCMHnh+JWkLqgawx6NkBN9Mde1/1/2+qgHscdgH0f5LqJ0LXoSyAexxKBnB5xKWC6oZwB6HtTw9qJULlvRAzQD2OJSM4Eur6EEpF/yz9vg3Egsy72138favc7uL9XkoG8Deb08GXtkfLuqF6RXGwVkWOp6DS5uUDWCPQ8kIvsGNM9W0/xaUDWCPQ8kIvtdpbzmHkvY/iOiBmgHscSgZwc8gc6FK2j/D9c2k3iAyB7uJ2rngQHiD9fRga+3f7scjWeUwzsLjFjrLOtzHpQt6P4RZt8PSiTg0PQnPtVf5fQu2B+xM6LkeNkx2kaVj2zqlF/hCQg5/DOBggaMTcjgkkMPfE3LYgf5JT7Xyn4Qc1kTM3lq/34HctSu8u+hILchdxvJJR6VyRyoO18E6M6C7p8YY1A69z8jK4CSTTWAJoLNOu+9FJkCFd5GvwmE8MvGvx2EWsGwiDk3I5KNee+gBNkrYLm8K1IMvJeRwWgCHNuArqTiMiAJnWLkBbauVNui9RmkH90rlDvhLa43fdxzsjfDDhO3t8EDtPzshh10Ctf/fCTlMCdD+XuSmQCo9WNzNLwZTD8YhiwJqcehGErHCO4uP2AKLWHjbQne1vj8Lel+Fjx5LtOjgSZjwGnzUCb3VOHRB7wfQeSsslai9NSHGR4j2r58qHsgNnhDt3yMhhz8HjsVHJeRwaCCHcxNy2ClAD9pSatJIKMgq+5A87M+pOFwDu7fVGH8s2Faw98NtCa/D+sxpeFYqL6BsvnocliIsF5xKolWoSC74YQCHWSTyBp0ePBeoB4PtDbYBn0nGIVXFFg6xdZIfC7YXZls4PRGHHe2cd30qceix8K9EQV6dOe+2Visvk+A9RcCCyKQ/hMNM0tx5aXEdP4RDB+7VEAl4PBHIoQ3YIBGHq6ifCJZikd/f2dg1NoGDfCnWU5JwgRt751z5UqnMtLBbomvxe+a8y1iptAPfT8ThO4RNBGcDf0nEYXvmXPFRqfSS6MYAsFqEHrySSA/mj9QD9VXZI6LAFAvtAX3fWlmpp/+OQjGBqt6ILyvTLYxJ0N5GI4ZiqPZHbyYVwMEQdgOopAfqK6Idj+sISwRnkujGAHByhB4kuTEAfCtQD7qAM1NwGBEFTreSY9lapVfGqe8l4nBob8A46HLBPyZqb6XXCtRrbz3ALYk4rBmh/S8m0v6FIrR/Bmn0YBRiMoXqQZKbQMiTb6F6oP507EgoyJMn0yNivbA6D3kNxAv1xh9X2q17RV+Ca3FzhPbvkojDH5AcK0T7D0vE4ZBA7Z9NIm8QeeVo+RMI1fRgrvUGrbU0kQLGGOAHiONf+1ARhK9hzIQETH6IvP+kHocmYGOMWTYBh0ORvzEECyHv59TG/oixEYovJOCwC+HXASRJUIUxZh1g+cDDxyLvStbmsCjyLp7mgMPnAY7U5jBC8ClkBWwIxgCHqTMwZings258qYd5kPFKmYIZh/T/0QGHjwO+b4xR1QUToQfIGLG3MabuuN0AgvQAMYw+ZYxZLgGHQwkfBxcENk3A4evE6cFeCTiMBBxGWL8DWZ35qQQcDiA81gZ5R702diNM70AmvN9MwGF9ZBVMCMYgK5dVYYxZAnk1V6geqGu/04MDCNeDwxLpwQ8J04MW4MvGmImaHEYEJKf6GgF6YyTWR7jcTZODAX7g6q/HYRSwD8aEtItYhGp/E/BpY8zSCTgcRrj2L4rsnaCNA5AxNhR7JOCwK+F6AHCgNgFjzPpAaL4/hgS54AjBHsi8IgQWyVW0sRHyDtoQjCJBLujGk88Qrv0/SMBhPPLu65AxaBxwhFHWgwZywa+ZdN5gSL1NwMZmaHiDmyTgkMgElnewLBhxfBfy6LYejGkm7qL1IuacNnZGJrIhmOCO18ZehHU6kAEoRdK/B7IZSQjGIi9O18b2iKCHoMkdr42tkPYeijUSGWJzO3YgIPFwaEYeDdPG1sidxFCsjzGh7TMUn4rkMC+yKZEmlkE2GQpFF8qC54yMz0Sc0otsUKCNXRh8Pfgig68HIwE7Ep7sjnfHa2MvwsfBiaS5AbwnYQYMCNcU7S1WD1LEYmvitH8dY8xYZQ7rE3cDaCKyUY0mlkJMrlB0ETd2Zwg2Iq69LYBsUKOJ5ZF3YYeiB2Xz0xgzCtl8MIZDilxwJ8K1fzxp5qSxejAUcsEUHLYjPBdsJk0uOBLwBcJjPQ6Zm2pjR8Lnuy2kmXNvQ1wetpEbtzSxIfIEcijmAz6hzGEyojOhUPcGTfYG+yGVCTyRuMmHITxJCMV44ia7LQk4lHiEwiCP6mojdhXFfAk4TIo8PsXdn0nE3YHWTsBAYhHDoYs07XJuxwLEjW+hE+MYxMa6h7jxIpRDzMqPHvTb20TiJh8k4DCOOD0YlYADZD0YSYgZU1LFOrYNT0rAIbbOFNo/P3F6kEr7Qyf9IGOm9rWI1YNu5k49GAmYSPgqPBgasbYJOIwnzoBJlQsOBT0YCtof+3el0oPBzgVHAmLbT4p+Nz9x4+BQ0f4UuWAMhkIumMobHAp6MBRywWQm8AeEPwZZwkfKHNoij5+dgAPI+3BC0Y3sDKmN9yOPfycBh7eJSz5SxOJdJM6hmJmAwwfEDYKjiGtDGYJ3iLsRNSMBhw8jOTSh3+Y+IG6cH4V+3/uQwdeD0ruXQjEL4a2NaRHHdiPjpjZi9eDdBBxGAmL6cjdpdDemDVvStLd3iOt7KfrdUNCDDyI5NDP4ejCaoaEHKdrE3I7Yaza6gXNCOMTE2iTg0Epcm+9KwAHixpRU2v9B5PFDIRccCnqQIhccCYhtP7HtM5RDTM49VHLB1gQcYrV/sPWgdI4m2oi7KTA7AQeI9wZT6EEiE9jat5BNmULRA9yjzKEX+Cfhq79agGtUOQjOQ3ZjDEEXcHECDmcSPqDMBM5JwOFvhBvzbQhnbVxOeHuYDVyQgMNNhL8HxiK7lXYk4DG34xLChX8W0j61cR1xsb4ea2NXSNXD/cjfF4pXrLWvaBKw1r4NPB1xSi9wtzIHi2zIGKMH/9Tk4BCjB7OBixJwOJPwpGYmcHYCDiMBfyO873UhY5Y2/kq49rcC5ybgcC5x2v/XBBwuJXz1x2zg7wk43ED4aiAL3GytjblpHYIHCR9/AF6z1r6kScBa+y7wZMwpwF2aHEYI/kOc+fEc1r6pysDa15Hd7kPRBdyrS8H2ANcSp/3XanJwOI84PUiRC8boQapc8DwGXw8uI04Pzk/AYSTgXMLnmq2kifXFhBuws5D2qY1rCdf+XuBaN25p4l7iFsG9YGX8VoMVfYnxBrsRHdPkMJS8wRg9SJELJlsJDPBrAgb6XpmQnpbA/AD4jQ2Y8PZKQ7saa1O4/X8KPK4XeMpaGzM5DkXMZKIduDEBhzuRu3whd4ANCUw5l8zcS5j49wCnJuAwE5lQhAzG7cBJ2hxGAqy1zwKPERbrXuCPCUhMAy7tDZiAWIn1b/Qp2B7gFGTn3XpoQ8btFAjSA2S8/qO1NuaueSh+S5gB0g1cY61NsSrh9MDjeoFnrbVPJOAQYzZ2Atcn4DAS8AcC9K5XYv0YMmZp4x+Er3qYCdyagMNtxK2AV7/5aq19HniIsIl/DxI7bQ7Tkb4XMrYl0X6nByczvPTgTwnM8LkfklOdRkCsbeJY2/Bc8NRUuSBh2t8FXG6tnZqAw58Iy396gSestc8k4HBhxLGtwM0JONwOhF5fQwID1lr7IvAA4bngadocRghuJvymgyGF0SX96IneAO230j9DPZsICnYqsggtRPs7SZMLdiOeRsg4OFS0/zQ7+HpwlbU2xZPpMXrwpLX2qQQckprAFyEJRXu1A2ZDz9PAFolWGhl44GJ4tb1G5++B3neg6ctilKTAm4gBWivYFolFEsPPWttO+Aqf0xLcgSqtxDsFGejrNfxLXcKUAr9FrnUtQbDAw8StYIjBHx2HWte5DUmG/5WIw0jAl5FHe+rF+r/AqykIfBFOfROaumvEugN6L4O3jfBIgdKd7VrtrQe5MXFFIg7XIFpQKxY9yPhwViIODwKv1OHQi/TNUxJxeAtJgkL0QH0iCOCeLAhZ4dMO7JpCD0YErH0V2YW46hyoF3qngzlQdCkFh7afw/lVCTi0AT+A37snqJQp2F7EeAzBhdZa7ccgS/gtMr7U04P7kHEiBU6lvvb3Io+w6j4d14e/IX/nYOrBtUizqxWLTuB54PhEHEYCfoU8hVM14e2Enjuhc5U0T76wClz1b+jsrNHeZkPPU8BWaZ5EAOnTr1N//tFEOsPvdWRFey3t70XGqFTa3074Uw6n2jR6YAnXg4vcwpkU+A31c8F24MfONM6IhGs/uxFm+v3dWhv7Gs8gfAt+MwNMLSO4Hewf4W4j/TQFQrX/DWS8SoHSvL+e9ncCVyfi8E/kxmQ9DpDmSQSQG0CvUj8XbAZ+n4hDiDfYiyzO+FIiDmCtTVegxcKfLHRYaLdgXem00NELVy0oQX4KWEzzt5El3BcYeOQDON79fqvHoct9dvcn4ZfI+zZWUeZgkLpfBY5ADKmZSNBLk/BW9/f/AHlHyKe14wAchLzX7WDkfZAzPA6lRvYG8F333Z4JOOzofud7wMvu/3s9HjOQ965813E8PAGH9ZE70EcDjyLC1O1xmOnKUYgBfCpglDksD7yGTIL+hQyGsz0OrcjE4wTt3x6JBdnd9Al3XctjPQMxaV5GJoTasV4ReHMlONHCnW68me2NQa0W2qfCL40YlJcALcocFnF//9+RO9EdiMCXrkO7++xMZMXnXcA8yhzGI6sBb0FWwna4vlfiMMt9djViAD8NLK7MoRlZUfIo8HP3d7d6HLrcZ/cAv0BMmFWVORjXr18Dvu/Ge38sLunB04heTAc2TdAnvunGwe8A71FdDzbW/u0RWeDrFma4Yl3pdv3/fzvCkchKWfXrjWj+h5fBdy18UMah18JMC68d06f9n0/AYRfXpr6LzIUqaf8H7vsPgEMScNjQtfkjgceprP0lPXgJ+F0CPVjB9auTgDvceFNJ+3+NJCmXAqOUOSzs/v7zXf3V9OBsxKi9G5iozGE8skDkFmQ1TDU9+Kf2b4/IAvNYuNLlYZ1e/2+30DEL/jJKXlN2BzBBOdYTgDtHw42z4C81csEr5peb1U8CiypzaEFWwD7s9Lea9t/l+t5bwMrKHIyr+xUk16uWCz7pxqDpwCbabQH4NpILfofqueDr9OnB7gk47Ox+5xB3PWrlgh8AhybgsIHTg6OQJwar5YIHav/2SCzAp1y7qhTr9117/BA4OMFvbwxM2wWOtPA/N+/q8cagmRZm/E/65SvAiehr/0puXDkR+Lcbb7qYU/t/gTyxdBFpcsEnkZvAV1Bd+/+KvLrqTvRzwQnIIpibgDPc77V7HDrdZ1eS2BsEHqG2HtzN0PAGV9LuE/24pKz84wILWemAV1q4xoopu6y7GE2u0akFuyzICzoOEy0cZOFyC9dZONnCat45P9YMdlmQl3efjQG+grye4XrEENmgNOAAX0XZCKbPAF7P/bsZ2AlJAm5A7rxv5XHYEmUjmD4DeEfv2nwWMXyuRyZony8NesCaKBvB9BnAB3qfrYOsyr0OSYj2Bca575ZC2QimzwD+hXe9V0IMyGuRgfkQYD6tvzuXfvE/3bW3i11fG+u+WxZlIxhnAAPHffw5rGLht278ucLCdyzM646fH2UjmD4D+Byg2X22NGKCXoO8I/dHwCLuuzGuL6gZwfQZwDd7fWshJNG50vE4gf56cAaKRjD9DeCF3GfzuLHxMvc3n0x/PTgaRSOY/gbwJ7zr/WX69OAMZLJcGhv2RtkIps8A3sC7NjvSXw+2Bpq0fjMXi4WxFr5q4WIL11s43cL6Xlz2Q9kIxhnAwDqOQ4uFnS2c7zicY2EL29fetkHZCKbPAN7W/dsAmyMm4/XIPG1X+rR/CspGMH0G8P7eZ+vRpweXAl+jTw+WQdkIps8A/pnXv1dGVidfh2j/d+jTg0koG8H0GcDn0acHSzlO1fTgGhSNYPobwOPdZwsiCXhJD34BTNaKfy6uwDIu97rG5WJH2j49HIu8Bu4OlIxgnAHsdGWs47BwhVxwGXd8E5ITqBnB9DeAF3CfTQS+hdwUv87181W9c45B0QimvwE82X02BtF3Pxf09WAflI1g+gzgdd2/mxFD9nzH4Rwk/yuNT1ujbATTZwBv712bzeivB7vRpwdroWwE02cAf8P7bF0kFyzpwT64+WouatfduPZ1jrvO57v2UNKidVA2gnEGMLDvx5/D+m7+db2bj+1tYYw7fjLKRjB9BvCx3merunHnOjcOfRunscACKBvB9BnAZ+Pm9vTPBa9Ebogs7L4b62KkZgTTZwDfSN9cayHkxnxJ+4+nvx4k9wYRPTiIPj0ozwUH3RtMWZJWHnFR1IJdKcgR56oEu1KQI85VM4IpM4AjzlMzgikzgCPOUzOCqWAAB56nZgRTwQDOZegUFI1gKhnAYeepGcFUMIADz1MzgqlgAAeep2YEU8EAjjhXxQimggEcca6aEUyZAZzL0CooGsGUG8Dh56kZwZQZwBHnTUHJCKaCARx4npoRTAUDOPC8SSgZwVQwgAPPUzOCqWAA5zJ0CopGMJUM4LDz1IxgKhjAEeeqGMFUMIAjzlUzgikzgCPOUzOCKTOAI85TM4KpYADnMnQKikYwlQzgsPMmo2QEU8EADjxPzQimggEceJ6aEUwFAzjwvOwNJi6DTkAz2EWCrBVsjSCjYATToAHsnV/YCKZBA9g7v7ARTIMGsHd+YSOYbAAPi4KCEUyDBrB3fmEjmAYNYO/8wkYwDRrA3vmFjWAKGMBeHYWMYAoYwF4dhY1gsgE8LAoKRjANGsDe+YWNYBo0gL3zp1DQCKZBA9g7v7ARTIMGsHf+JAoawTRoAHvnFzaCyQbwsCgoGME0aAB75xc2gilgAHt1FDKCKWAAe3UUNoJp0AD2zi9sBNOgAeydX9gIJhvAw6KgYATToAHsnT+ZgkYwDRrA3vmFjWAaNIC98wsbwTRoAHvnZ28wYRl0AlrB1ghy0WBrBpkCRjAFDWCvnoaNYAoawF49DRvBFDSAvXoaNoLJBvCwKhQwgiloAHv1NGwEU9AA9upp2AimoAHs1dOwEYyCAezV1ZARjIIB7NXVsBFMNoCHVaGAEUxBA9irp2EjmIIGsFfPFBo0giloAHv1NGwEU9AA9uqZRINGMAUNYK+eho1gsgE8rAoFjGAKGsBePQ0bwSgYwF5dDRnBKBjAXl0NG8EUNIC9eho2giloAHv1NGwEkw3gYVUoYART0AD26plMg0YwBQ1gr56GjWAKGsBePQ0bwRQ0gL16sjeYqAw6geBgg7EwxcI2FjaxXoPSDHK9YCPvctka2BT3/rZUQaaKEQwshxi0m+He4eJ9p2IAe/VVNIKBJYAtXFmq7DsVA9irr6IR7AbIzZB3Gq9Q9p2KAezVV9kIlk03PmNhawurW+87sgE8LAvVjGB5r/imLtarlZ2jYgB79VU2guXdopu4cXDtsvamYgB79VU0ghGDdQPEKPqUzw8lA9irr6IR7MbbKY7DJv5voWgAe3VWNIKBVWrogYoB7NVZ0QiuowfZAB6GhSpGsNOUrVysFyr7TsUA9uqraAQDS9Kn/UuWfadiAHv1TaGCEYy8R3Yzdy0+UfadigHs1VfRCEbeJbep6/+fLPtOxQD26ptEBSPYjdEbu1itg5fsoWQAl/3WHEawG2/Xp7oeZAN4mBWqGMFIrvUpF+sNymKtYgB79VU0ghFtXZs+7S/PBVUMYK/OikYwtXNBFQPYq7OiEYzoQUn7y/VAxQD26qtoBFM7F1QxgL36KhrB1NaDbAAPw0I1I1j2mNrMwla2zGtByQD26ptMBSMYmJc+7S/PCVQMYK++ikawG6M3cePg2syZCxY2gMt+aw4j2I231XJBFQPYq6+iN8icueBc7w1qlkEnUC/YK8CSVna2ft3KLo7TLEx3/3/ys7CYdpArBRt5afPTyC6i01xpRzbSWS5VkPGMYGA74D73uyUOpZ0U10LZAPY4fGwEIwnWze53fQ63u8avagB7HD42goHVkBdo+xzakYnfLigbwB6Hj43gDljaym7H7a5NTrOy6+jzFvYbkw3gYV3wjOAOWNbCWRVi/ayFr41WNoA9Dh8bwU/CIlY2lZvhxr9pbgx8w8L31pKJuJoB7HHwjeCFgZ/Qt6v0NDc2fQgc575XM4A9Dr4RvBSygdJrbpwp9f+ZwCmIHqgawB6Pj41gZEO3pyrowXlI31c1gD0OHxvBwLbAvRXG4qucHmQDeBgXPCMY2AExAcu1/wpgDZQNYI/Dx0aw43FLhfb2L2R+omoAexym4IxgxGy9DNlF2u93DyIb3qoawB4H3wheBjizLBatwHOIWaNqAHscJtFnBC+K3KSc4caD0hj4JnAosDiKBrDHwTeCK+nBDGQO+lP3fTaAh2mhvxG8MHCsG2NK7W2665fHuO/VDGCPg28EL+HGgDfo0/7p7v9/5/qEqgHs8fjYCEY0+Bnm1P6zEdNI1QD2OHxsBAPbA/dTXQ9UDWCPw8dGMLARlfXgNuAzKBvAHoePjWBEDy5lzlzwIff72QAexgXfCIY1rGyo3eHlYe0W7rfSH1QNYI/DZPqM4MluPPL7XZsbD76KsgHscfCN4EXdeFeu/W8A30O0X80A9jj4RvDCbkz8gDlzwWPd92oGsMfBN4KXBL4LvM6cenAyc7k3qPa3DDaBWsEeB2fdDa090tFteemFWR9Bx0rS4FWDXBbsdldshdINzHINIkmQ3eDS4UolDj2Ow0yUDWCPw5buGswCeqvw6HRF1QD2OKzpOtgs9zdX4lC6TqoGsMdhqbXhtVbo7IWuSu2yB9qvgrbmbAAP6wIsux682V4n1hdBezP8NBGH+T8Bj30AHb0wq8o42H4vtE5QTvg9DmOAm5zIVRuDOtz3t5FgV2VP/FtrjMWzHI+nUDaAPR5HB+rBOygbwB6HvSP0IBvAw7ggRnBIrGegbAB7HLZxv19P+ztQNoA9DlOQCX6I9qsawB6HZZBEqxPoqsKh3Y2Dqgawx2EScoOrNBerxqEV+HtCPbghUA9uJxvAw7Ygif+tgbG+BcWE3+PQhNzcDtH+J1A2gD0ex1Bf+zsRE2hyIg77eGNtPT1QNYA9DltTPxcsxUPVAPY4rBWhB9kAHsYFWGd7mDFb8p+eSjlQN3T8VGK9byIOk12/rqf97SgbwB6HBZAbu6W5WC3tPxdFA9jjMBZZ5BOiB7cm1IOzAvVgrvYGNUoLQxTW2t5eY3q7YEwTlXkaGD0R7FMwT7MIQgp0Ir8/qsr3za6MQ+44psBMpOGPrvJ96bte0l2H6XU4gCQHpQlICkxF4lCLw1hgNjIIqcPC1B4Yb2CMqXJME4zbFrq6oNu40SJj+MHFely9WO8GXd3S7lNwmNEjrxwZY+SxkjlgYNwU6JkBtsnaHnUO1s4yxrQgfaupymFjkfFnjLW2IwGHXmNMDzLGVNOt0Yj4zoPcLEqBTmS8rzYGDTU9mJaIQ8bAIDTWPaSL9Qxk7AnR/pmJOExjkLUf6c/jkb+1GsYhSeJsm0b7ZyCPWY6lih44Dj0AdvD1YKy1tl2bQ8bAwFrbaYwZTVisR1trOxNw6DXG9BKu/alyoFmE5YLjSav9hupj0EDoQUguOJr0uWBLHQ4lPWhNxCFjAGBheg+0NNeIdTOM/RHMPibd/GMqoqsh2p8kF0T63UTHoZb2dwO91tpebQJOD0YRngvOzXowFLzBwqgWxMGHMQs2wd5jqgcZgBYwzfLY9A76FMwo4P+oHmQfo4B9tTk4nEBtsSuhBXldQgr8JJDDGOTR8BQ4hDrtwWE08HNjTLWBsgi+3Cw3JmpiDIwycBjGjEvAIWNgsE8zjK4X69HS949EkiVtbNsMC7dUF30AxkBzE+yFMYtoEzDGrIY8+lfvUjQBU4wxayfgsACyCqZe/zfIarmdEnBoQe7+ho7FX9fm4HB8BIcjEnHISAynX78gLNbNwGGJqBwbyGE0slouBQ5F/sYQDscn0v6vEnYdRgE/NMbUShgbxTbI46D1/r5mYA9jzGLaBIwxqyKPpIfowZrGmHW1OWQMDIwxawLrEhbr9YwxayTgsDDy+qUQ7V8QeTRcm8No4CgGPxcM1YOUuWCMHhybiMOhhOeCqfQgY2BweHNArEdJrE9IxGFfwrX/SJMmF9weGd/qteUW4Etu3FSFG983IEwP1nH6oc1hIeRpyBA9mNu9wcIYuiawJPyhdzImkibZ3YGwxAPk7q+66Bpj1kIeRQhBC/A1Y8xYZQ4LIclHqJBuZIxZSplDM/KOy9DBdSHEuNLGEcjdpRBY5F2KGcMThyOrrkJgkHdipuAwMfBYSxrj8buEiR3ITaBDEnD4GoOvB9sTlniA6IG6KecmYcsHHt4CfMXkG1HDFesg78EMwWhgP+3kwxizKLA5YdpvgE2NMYsrcxgF7E+49i+G7Augje8TrgcAuybiMNh6cDDh42AqPcgYGBxCeL8bjcwVtLEP0pZDMBHpI9rYkcHPBddG9kQIwShgX+0bUUYWGWxBuB582hgTqmGhHFqAAwhvl4sgm1ZlDDfIfGZfwvOPpTBmnQRMDkP6dQiaSbAIhfhccN8EHL5DnB7MrbngoHuDWhjKJvAUwjsdyAv7tbEKspQ7FEsaY7Sv6SrI8v5QWOTF4JpYnrhHHGYhL0jXxAKEDz4gE5BVlTlAuCEPYhavloBDRmrIyoGlI86YgPRVbcS04XHILrHamEJ40t/sjk/BYSjoQcwNtsXdzSttDjF60Eu4kZgxtLAq4ZNdEM3TfhJgBeSxt1DMcudoYiHCJ9wgc6AUY/EyEcfOk4hDrB6kSIjXJjwpT6UHGQODKYRrfwtpYr0OcXlYqn4XM/9YKsHq01g9sMhTA5poJBdcUZnDgoS3yRJStImM9Ih9kqUX5Vib+FxwvDYHh6GQC67N4OvB2gx+LrgqcZq0RAJvUAVDktQwRqr3v8ZOJgb7PbSlF2OPdA4QN2nLyCiKodDm52YOw/GxwqEQj4x4DIW4DQUOGY1jKMRvKHDIaAxDIXaZgyCWw3Ccq4Ribv7bMvowFPpdRh+GQjwyB0UMZRP4QWTXvVD8LwGH/yE7DIbi9QQv4/4f8atg3lbm8AK1X4hejrHAs8ocPiJuRZIhTZt4IeLY1kQcMlJDNvV5JeKMNtLE+gnCBacdeCABhweQDQ9C0I2M3dp4kLgNn55MwKERPdDemOl/xK2CMciuxhnDD7Ha3wO8q8zheQZf+98nfPyBdNr/csSxqbT/ccL1oIM0enA/suFSCFLpQcbA4CHCnzzpIk17Gwq54JORHF5NsDHkk8TpQS/wjjKH54l7GmoM+nrwAeHjD6TTg4z0eJe4hVTNKMfa9eNXI05p1+bgEFNnqlzwQQY/F3yIoaEHg+0NqmAom8B/I5zfTOA3CTjcQPijL20pOFhrn0SENwRdwDnWWtXdKa21HwHXEjYYW+BOa62q8eDMlD8RHo+3STMInkT4brMWuCoBh4yBQUysu5E+oo3fEm5+NgHnJuDwB8ITwdnAqQk4/J3wBCiVHtxE+PjTjsROFdbapwlPqrqAc1Ps0JuRHtbaxwi/ETUb+Ku1NsYsDeHwPnAzYcajBW6x1r6nzKEbOIPwxP91a+3DmhwcYvSgB/hnAg4xemCAsxNw+CPhiXkqPcgYGJxKXNJ/WgIO5zH4ueB1hF+HNmSsUIW19nHgpcDDZwNnWmtjzNIQDh8ieXFoLni7tVbViHa54OmEz8XeRIyjjOEGab9nEq79LyH9RBsnEa67Xch4oY3fIONbCJqQcVMbpxF3UzCF9g8VbzC0TSbxBrUwdE1ga6f1wF87ZTJdFV1gu+Ru0U36FGwPcBxh4j8baZwpcDRhDa4bODkRh+MJuw5dyDVLgT8SNgB1AT9KcCce4OJuaK+3vG8WdPfCr1A25DMGFBd0w6x6s91Z0NULx6NswDjc2gVv1Kt4FvT0wN+QSboqrLXPAXdQf+Jvgfustep3Xq210xEjqF7/t8jKwRsScOgBjiFcD1JMwiBOD36XiEPGwOAowtpbN/D7RBx+GsihC/hZIg6nEqH9iTj8g7CnkbqBE7QNeYfbgNcCjusBzrfWfqBNwFr7AvAv6utBL/CgTZOUZwwArLVPAfcQFuu7rLXPJODwEXIzo9602yIrX29OwKGb8HFwFnC+NgeHHwVy6AFOScThZ4EcUuaCp1G/PZQ4pMoFMwYGp/QExLorrfafT9hNhy7gZ2680MbNyOK2em25B1kM+JE2ATe+/5swPfiP0w9tDlOBvxKmB6m8wW7gWAbfGyyMIWsCG2NaxsNCd0OrrbL020LndGhbAayBhRNwMMhurJ1UX37ehSwL7yHdBjzLIIlFJ5UHgG5kgOoFlkzEYWn326XfKUfpux7iXqIegyXdb3dSPSHsRDpdzCYuwTCw+BrQ0wHttooR0wvtl0F7i2wMld9dNUxhYPG1JdYd1Ij1+dDZIi9+V4+1gYWWB6bKOFjRgLDQfi+0ToAF3M7JuhyMGY+8iL+V6uNgO3LXdawxZp4EHJqRMb6tBodO930v+htkletBtUeBhoIe9NA3TofuJp4xNLEM0qaqmY8DEeulXf3VtL/0XUrtX4q+v3VQtB/ZcLeHGnqAjE0dJNIDZJM8g4y11dpEOzJWz2+MCd3ALRiBetDhvh9tjAnd0TxjiMEYMwHZAKeV6ppXivV4d7w2hxZkM7Ba7a2k/ZZ0ueCSyN9a7TrMZmC0v6QH9XLBlHpQKxccCD1Y0tU/aLlgxsDAwJJbQU9Xde23PdD5Y+gysGwiGqHa3wksmVD7Qca5etq/YKJccAJ92l9PD1Llgi3ItRhsPRgKuWBxWGuHXEHeeXgB8MhisJCFfSw8Y6HNwjQLMyx8ZOG4N2B+5K7AU8BiihwM8EvkXTDLA7sg70LrAKYB05GJ+ClIgH+M3KVZRflaHIS8D3c9YFPgFo/DNKQTnAusBHzV8fq0Mocd3d+6I7AWcGkZhw7ktQfrAVsCM4A9lTmsD0wFDnTx+Iv726d7HO4AtgLWRFYDHq7MYXlkFc4v2mBRCye5tjjDtct2Cw9b2HOsDBAvICuYzGD3qVyiY70i8hjZcRYWt/A7F+fpXqwftLAbMvF4GXnkQy3WiJH5BHDOUzC/hWMsfOC1tzYLz1n4+pKwAPL+pUuAFkUO45HVZzcD8wHfA15HBHia+++bwOHAvMhjUHcB8yhyaEbuxD+KCPo+wNOIyE9z481HyEqdBZAVw08DiytyMMAJrv9/AtgZuK+CHvweSVCORlYlrarcLr/pxsENgM8gd7nL9eA8ZEfcvR2vTQe7P+XSUKwPBj4E1gE2Q1Zf+u2tHTjHjVX7uc83Vuawi2vX2yK7Ml/OnNp/heO4jeuLn1fmsKFr8/u7vncmc2r/bcDmyG7UHwCHKHNYAXgDWQW3GPJahhkeh3bkkePPI6bDS8gqfE09WBh5J/B5wCTgJ+5vnek4tCGvDtvfjYMPIHO1UYocxgO3IvPQ+YBD6K8HM5F3kH/ffX8NcDcwcbD7Uy7RsZ4A3Ik8VTMfcBii9b72vwEcimj/jcgcfIIihxbgQuBhxAjeF3kdkq/9HyKrsiYBZyHva1xUkYMBfo28mmcysKvrW+301/6TkVzwGNcHVlaOx7eRec66wGddPyzX/pIe7ON4baLMYWf3t26PjLWXMaceXOk4bu3is7syhw0QPfgG1fXgdmALJF/9ADh0sPtTLg3FemMX030trGjhHJd7TXOlw8KtVvrDOm4sOFiZw0quPx+LmMEnuz7ga/8DblyY7MaJE9HPBZ9EnoiY5Lh86PrXNDcePovMAxdE5iIXoZsLTnD96kZkvD8UGf/Lc8HDEL24HtEPzVzwY28QMYL3AZ5hzlzwOOZyb1Dt7xlsAnWCvGC/72EFCxtZWMt6jRtZ0awW7PIgl323DJKUrA2MK/tONdh4BnDZ54sBn0KEdt6y71SNYDwDuOzzBRBjdgNgobLvVI1gPAO47PN53DXYEFii7DtVIxjPAMYf3GGMhSmuXU4uOycbwcOw4BvA/ncw1sLaLtbLlp2jagTjGcBAs8ehxcKaFjZ2kyLjnTM/ikYw/Q3gcd7nBlgVmaB9EmjyvhuDohFMfwO4fJxZAdgImeiX64GaEUyZAVz23dI19EDVCMYzgMs+X7SGHmQjeBgWPAO47HNf+yeWfadqBOMZwGWfl7R/fcrmaCgbwXgGcNnnEz3tX7zsuykoGsH0N4D98Xas6/cbMaceqBrB9DeAm73PW5C5zkaIbvn8JqFoBNPfAB7vfV5PD7IRPMwK/Q3gsWWxXs3FerUK/UHNCKa/AbxA2XcrOA5rMqf2qxnBlBnAZd/5ueDYsu9UjWA8A7js81q5oKoRjGcAl33u54LleqBqBOMZwGWf+7lguR5kI3gYFnwD2P8OJlpY18KnbJnfg7IRjGcAl31e0v4NgWXKvpuMohFMfwPY19aS9m8MrFh2zgIoGsH0N4Bj9EDNCKaGN0jtXHCu8wY1y6ATCA1ywLkqwa4V5MDzVYJNFQM48FwVI5gqBnDguSpGMFUM4MBzVYxgqhnAYedmI3gYFaoZwGHnqhjBVDOAw85VMYKpYgAHnqtiBFPDAA44V8UIpoYBHHi+ihFMFQM48NxsBA+jQhUDOPBcFSOYKgZw4LkqRjBVDODAc6egYARTxQAOPFfFCKaKARx47iQUjGCqGMCB52YjeBgVqhjAgeeqGMHUMIADzlUxgqlhAAeer2IEU8UADjxXxQimigEceK6KEUwVAzjw3GwED6NCNQM47FwVI5gqBnDguZNRMIKpYgAHnqtiBFPFAA48V8UIJnuDycqgE9AIslawiwZZK9gUMIC9OgoZwRQwgL06ChnBFDCAvToKGcEUMIC9OrIRPAwKBQxgr45CRjAFDGCvjkJGMAUMYK+OQkYwBQxgr45CRjAFDWCvnkJGMAUMYK+ObAQPg0IBA9iro5ARTAED2KujkBFMAQPYq2MKBYxgChjAXh2FjGAKGMBeHZMoYARTwAD26shG8DAoFDCAvToKGcEUMIC9OgoZwRQ0gL16ChnBFDCAvToKGcEUMIC9OgoZwRQwgL06shE8DAoFDGCvjkJGMAUMYK+OyRQwgilgAHt1FDKCKWAAe3UUMoLJ3mDSMugEtIJcNNhaQS4abBQMYK+uhoxgFAxgr66GjGAUDGCvroaMYBQMYK+ubAQP4YKCAezV1ZARjIIB7NXVkBGMggHs1dWQEYyCAezV1ZARjJIB7NXXkBGMggHs1ZWN4CFcUDCAvboaMoJRMIC9uhoyglEwgL26ptCAEYyCAezV1ZARjIIB7NU1iQaMYBQMYK+ubAQP4YKCAezV1ZARjIIB7NXVkBGMkgHs1deQEYyCAezV1ZARjIIB7NXVkBGMggHs1ZWN4CFcUDCAvboaMoJRMIC9uibTgBGMggHs1dWQEYyCAezV1ZARTPYGk5eB+RF5b+IJiLlwJ3AaLhnWDHKtYCMvkT4SmdDe5TrXBimCXDXYMI+FAy3caOFuCxda2NK6wQFFA9jj0M8IRibiX0Ym4/cgL/HfrTQ4oGgAexz6G8HQbGFHC5dZuMfCdVY2/xvrjlczgD0O/Y1gMBY2tXC+i8VNFr5rYT53vJoB7HGY0wiWd8z+xcK/LfzLwo+t4qYWuXwc680t/MOL9betS0RRNIC9WM9hBCPvLDsT+Lcbh34ELOy+UzOAPQ5zGMHIhmGnIMnZ7W7cW8Z9p2YAexzmNIJhKQvHW7jNwp0W/mBhNXe8mgHscZjTCIYFLfzQyqYSd1nZcGIDK1qgagB7PPobwZX1YCtPD9QMYI9DfyMYRlv4koVr3Fh8lYXPW8UNJXKxIO+w/Raykd/dwD+QjWtKsVYzgL3f7G8Ey/vrv2LhWhfrKyzsYvvGhl1QMoA9Dv2MYNe/d0Y2mLvHjQ1fpU/71Qxgj8MUPCPY9e/NkHnn3S4mB+PeqYmiAexxmNMIhnUs/NVp/60WjrZ9eqBmAHscJlFmBCMJr68Hv8K93xhFA9jjMKcRXEMPctErwCpI7nUnovMnAEu779QMYO/35jCCkVzwF/Tlgqfi8iMUDWCPwxxGMJILHkVfLngWsL77TtUA9nj0M4IRPTjIXZ9KeqBmAHsc9sE3gufUgyst7OrpgZoB7HHoZwQjerAT/fXga/TpgZoB7HFYC98IlvzgsxYusP1zwXm1fjMXW9rPZFfXzu5x7e4rFsa4uKgZwF6s+xvBEustbF8ueKOFb9m+XFDNAPY4TKbcCIb1LJzpco9bLRxlXb6DogHscZjDCEZywVM9PfgFfbmgmgHscZjTCIalLZzgaf9ptr8eJPcGLSxk4UjblwuebQfYG0TeaX6gpwcXIr5Z8gWDaSuH0cDfkV3zOgHrymxkR8XbEINCLchVgn2a49DmcehGdjN8FPiDdpDLg/0Y/MxCm4WZFqwrve7fr+wlCYeqAexxKBnBP3L/neFdB+v+/b77XtUA9jhsCcw4Ev7PwjsWZnjXwbrrMOMGMUqmomgAexzWBN7fDn5p4Xn3m70eh1YL7S/Ar4yyAexxWAp4YWU4sxfuc22i2+PQbmXH01OtUvI3ogusZuGlarF+WhIhVQPYi/WyiBF8uhPgNjfulPpduxuX/oSyAexxKBnBVyDmbrsbf0scOh2HS5FkTc0A9jiMAa4bA3d3ykS7w5VSLLostPfA7YuLHjyKkgHscWgCzjDw9Hvwe/f7bR6HHgutvfDYOjIxUjWAPR5HA+88Aj+toQevfhl+irIB7HHYG5h+PvzIwvQKY/EMCx9Y2EL7t0diAQ5x/a7V63e9TmtfAo5H2QD2fns/YNoVYjBWi/X7P+3TfjUD2ONQMoKPBt6rMv8ofT8VRQPY4zAFSfxPAF50f2uvx6HVxegElA1gj8MywEufhDN64cFq2j8VTm9SNoA9DpMQI/hKxPyupQe3oWgAexzGANeMgXs65CZ8RT2wcLuF+bXbwkgrLua31oj1RciNaTUD2PvtkhF8p/udarngrcBlKBrAHgffCP4D1XPBR5C52CsoGsAej5IR/PMaevCK+17VAPY47ANMv6S29r9/gozFqgawx6FkBB8NvFtBD2aW6YGaAexxWAv4YAf4hYUXquUHFr5v85ObxYuY7O9XaW/TL5f5xzQUDWAv1usAH+4hNxpfrhbrJ6XfqRrAHofJwCtrwZ964WH3m772t1no+Aj+0KRsAHscSkbw5U7Xa+nBHSgawB6HscD14+DfnbLopcNCp3cdZlvJBf+1aGJvsAmeel9M5/JcsNtKLvjo2gPgDSJzzTY37lXSgzW0f7sfj2QVyx2+kulgq5Ru1/CWScShCVn91VODQ48rn0p1Lc6DG9r6Dzr9Si/0zgD7k4KbqNW5Fr+vcQ388qNUHE6A77ZWuQal0gb2T3BOKg4/gh2mQW9PjXi0Qe+FskIgifh/D9Z4C7q6xHiqdi3arBhmeQLSaIGV3US3ZqzPh3+l4uAmIN0BY9DzJDL9gSXcOFyPw0co7OJaqewE4/4L73XUaPOzoedF6Py6W4mW4Do0XQtP1hqLu6Hnfej5PmyUqk2cC9eF6MEx8MVUHE6Gk9vqjMVuDNoyFYeRUJAVZ601+l2vK4U2UatVToU/1Yt1K9hfwhEJr8NhgfOPMxJy2Nm73rXicVsq7T8M1n4bumtpfxv03AwvfDadHiweoQdJXtuwE4z7D7zbXnsO1GnhWZtfHVEk1vMgC2E668T6A5TNfo/DBFd/vfbWASyViEMT8EwAh27cquBEPG4OGH8sBTdRq1V+D6fV04M2sL+CIxNeh+8F6sGZqTgcDTtNq5MLWjHrjknFYUQUMYDb6rW3U+GPqTj8BD4/IyDv/zvckorDobDeu9DdXUf7b4Bn91Q2gEsFWYTWETAOfkiBjT1rlW1g/H3wfq1ccBZ0vwCd30jkDe4JTdfB0201OHRDz3vQc3hCbxC58VpPD2aQ8MmoJJW6P24faic/pdIJ/DIRh00DOXQBVyS5FjDZ9l/lULH0yuD0WKLrME/gdbDIimD9R4GhycIb9a6DK+021QoQuKe3duJRike7bXAjpwAO5/bKHa9616HVwnZJOIyEIqut6sbatbcVUnBA7qp2BfS7VhKtvERWlXYEcGgDDkgUi6/2SnuuGYteSfx/nYjDpwM5dFu4KhGHZSP04IlEHCbYgOvgyoc2vxqioQJ8IrDf9QAPJor1vLZOAuaVd20C4xExYN4OnH+0417JlIDH/XWSH5/DionicUGvrHStGQs3Tm2d6DocG6EH30x0Hb4SMhZb0YPfJOEwAgryNFtIrFuBfRJx2I/+K2+rlQ7g+EQcNgvMgbqASxNxWD4wFr3Aw0naBEyM0IP3E+rBWxF6MCnRtbg3JBe0kh8Mifd3Drsir358L7C9tdlUN/zg4d7aZn+pdNgEqz4dh0sjtH+zFByQp85C9WC/RNdhn4hc8BeJOGwayKHLwuWJYjE5Qg8eTXIdrKWJdDgSuQNcD2OAbxljRifg8APkvWb10AJsb4xZJAGH7yDvFakJI8esgDFTEnD4csSxY5D3AmtjS2C+wGMtMnHUhTErAesY6rd7A6OAQxNwmA/4gqu/HiYAP1TnMBJgzCeB1QiINdL/v6NPwSyIvGezJeDw8ch4pc1hFPBd5DGcEA5HGmPqjlcN4EgToAdGxp+DMGZMAg5HGBgXwKEZ2BZjFk3A4duE68HyGLNOAg5fQsbYEIxCVlBmxOO7SFuqhyZgNSNjlja+SnisxwHbJuDwOcLmgiAT3q9pEzDGrAqsTrgeHKLNAWPmBz5vAvTApNOD0t82LPQA0YNvJtKDuRoup/o2YbGegORsKXAkYXnYWOBgN2fRRkwuuKMxZqEEHL5D2PhjgFWMMWsk4PAVwvVgDLB9Ag5bIwuTQmCRBWW6MGYVYM2QXJBUejAysD1h4w9IrL+izkD60SomYN6NtAf1XBAZT3YcZO0fhex9MOh6EJELfptE3qAJ0AMXr+0xZuEEHGL0YEVjzFoJOKQxgY0xSwHLxZwCbKLMoQlJaEInsF2kMT+/jDTmEIwB9kzAYT/Ck7CJpBBdGdxDOYwnhQksG+CFJOUgnf8LCTh8DnnkLBSfxpiQyWtGf+xBmNGOOy7mRkkotic81gbYKkECtAFhJnQJSxI3dteHMUsgqyJj8GllDgbYgXDN60Y2LNHG3gwNPQhNwlLpwUjAl4kbg/ZIwCFW+9UNWMSInhh47ATg6wk47E5cLL6UgMN2yDwzBAbYPEECtD7h1wFgMeLH7towZnFkA55QWOSpvow4bEx4/gOwnDFmaU0CxphlkXdhh6IJ2EiZQzPyXvLQa9GNzBW08RVkn5wQjCaN9n+d4aUH40mjB7sRPi8eBXwxAYeRgK8x+NofkwuOJoURLeNJTC74OeSGrSY2Is7zW8aN33oQfYn1BjdW5hDrDXaTxhuM0YNUuWCylcALIC+cjsH8yhwmEH7HEyQY2hwA5o04thlIsfpswcjjU6yIXpS4CWmKWCxMXAIUapTEYAHCjWiQpDF0BXVGHxYmzvwMnajEYP5IDr0JeCzg6g1FF/p9byjoQeyNlNEIb23ExLcZMWG0MRT0YCQgRj9aSKP9sf0oRaxj60yl/TFjcSrtj+HQQ9z8MZTDYOvB/MTrQYqxeG7H/MTlQLPRv87zE37jA4SvNod5iLsOoxJwKPEIRapcMLYvp+AQu6ouhR4sQlwuGGqcZ/RHbKxT9LtFGBq5YEx760F/DhKrB12k0YPB1v5GvMG5NRdMZgJPJ67Bg7z8WBPtxP19XQk4gLwLKxS9yAYK2pgeefxHCTh8GHl8ilh8RNwq3I4EHKYjA3woRpHmWszt+Ii4ZLc9AYcZxLW3ZuRdTJqYTtzNlxb021usHtgEHDqIuw5dxI+bIYjRA8vcqwcjATH6kUr7Z0YenyLWsXWm0LupxOluCj2I1f4W4uMXwmG46UHpnIw4xMatBf3rPIM4A8Yk4NBGXC7YnYADxI0pqfQgtk3E5m0hGAp68CFxY3GKXHAkYGrk8aliHZMLxszRQzGDuJthKXLBGcRrfwo9GGztb8QbHOxcsBfZr0sdqUzg14B3Innco0nAWtsD3EG4498MXK/JweFywjt/B3BVAg4XEN7gZgL/SMDhEsITmg7gwgQcriH8LlQPcHUCDrcQNwg+jLUpRGlux9XIppMh6AauSMDhRuISoHustbF3SevhPuKE/0PgBWUObyAbgYSiBbhblYG1vcBthOtBE4OvB23AlQk4DAU9GAm4gvCbQB2k0ZsLCDcfZpJGdy8iTvsvSMDhn8CswGO7SdPvbiZOD+7F2lDOoXgg8vhpwHPKHN5CNCEUzcBdyhxGAv5D3FNn7wKvKnN4mbjktQn4ryYBa203ce2nGZm7aSNWD65KwGEo6MHFDL4eXEucHqTQ5pGACwmPdTtwfgIOVxNu4g+VXPAuZNzSxH+J8/zeR8ZvTbxKvDf4H1UG4g3eGXFGM3CDKgfBFQy+N5jGBLay9d2JhCWas4GzrbUp7rSdFMihB7jTWvtmAg6/J1z430JMG22cS3isLWJUaOM6wk05A5yhzsDaJ4BnbZgRNAv4XQIOHwDX2rC70K3Ar9U5jARY+xDwSuDRXcAp+hTsO4jpHxrrkxJwmAX8hbAJbzuyE3vMozJBJIATbcBYbEUPzsXaFCvxTrIBCZCVu653Ye3rCTicSrgevItyQuxwHnF6cFkCDiMBpxA+yXvNypiljbMJj3WqG5//JO5duGdpE7DWPgy8RJj2J9EDrH0XuClE+63owYn6FOws4M8Mvh78OkQPED34W74RHg+XU51F2MKHduAk7Vi7+k4izHicBZxprQ3NE2IQmo/2ALdba2NuWofiFMLHwTestbE3bEJwDuF60Esa4+FawhfjGOBMdQbWPgq8EJgLziZFLjgycBXhK66bkPapC+lHoXP5VNr/FnBbhPanyAU7gb8y+Np/YmAeNhs4mzTeYGg+KoZxGm/wFOK8wfsTcEi2EhikMz9JbePPuvKbRBxuBt6k9kBvEaE5JgkDa5/9F/y7XmtrB3se/B/anQ6w1k4jXEh/mWA1IljbcwH8rF7PbwOuhYux9j11DsA58H8BHOy/4RGsfSQFh7PguGlAT+122YGshsx3oBvHV6kz0LcBd8iKqycTcTjO/bfeGPQuaVaeAvyWvrG2FofZJDBgAC6Dvz0HHZ01OHSBfQ84L4H5AXAc3PogvNZeg0Mv2JnA2en04Llb4Y4QPfg7/DiFHmDt9CvgLwFZeQewb4LViCMCVsaUP1N/smmB/0tE4sN/wrkB7Y1/wAlYG/PIYiAF2w0cH3j4+VZulKZAyDW2wP1Wbhir42w4zr0Tomq/bgf7KLx3qZglKXAyYvCE6IG+AQNcBuc/C+219ABJkN4n1Vg8MvAzZOVVrX5tkTztvEQcznH114p16XHtVLngjUgiPWi5oLX2acKeeE2pB1OvhrPraX87cBH8kgS5oNODnwUe/g9rbZLHoM8LyAUR7T4bax9LwWGuh7Sfr1FnJW47cDWcg7Wxr48Iwt8k1jXn0m1gb4f/IP1UHefCMTPA9NbR/kfg7ePSrDyF8FxwFrKAQB3nw9+eD8sF7dmJ9OA4uPkheCMgFzTnpNODZwl7QqUd2FvdkPeIJCvIi61vQgbSLvoaXy/yiMATwL+QpdnzKP+2AX6JLD+/DBmEZnkcSu+dfB15VcFTwGIJrsFBBj56Cv5qocMV65UZFj7aT1brvQ2skoDDju56n+oaVGvZdZjpPvs98u6TTyfgsD4w9Tg4zcJMV/zr0Gah4zb4g4vLngk4LA+8tjuc3Qvvu2vvc+i00PESnNckycfhCTgsCDw6Ba7uhZfcdej1OMy20G7hYgtjtH9/xBXY0MKHFWLdYaHzOTjbyCsQvpMg1ou4Me5yZFXyjLJ+N9uNS1cij938BjDKHMYjr0G4A3jU9fUej0O3G5//DTzsxsIWZQ7NwPnzwuMdcje8zUKXF4teCzN74H+fgFsRYUyhBye0wGvvw6Uu/rPKx+JeeP0z8rji08DiCdrENw1MfaJPD9or6cH+8iTEO8CqCTjsAMy8DE51v99WxqHVfbaH9m+PtOLNQzpdXy+ff3yIGG1vAisl+P1dgJnXVY/1TAutv5a5wTRg4wQcNkTeDXiqG39mll2HNndtTnPX5PMJOKyAvILgLORdm+VjcYeL0Tnu+0MScFgYeHw9uKIXXqmgSbMstE+Fq0bLquXfJdKDW50ePOLmfdX04CHgUmCUModm4G8T4YkOuLWaHlj4n4UltOMw0gqwOPCY63e9Xqy7XKxvd3ODfyTQ/hbkkfBHXZsrzwV7HK/H6JunTFDmYJAn6l5B5mLVcsFSrvgksGiCOHwbeR/uWY5DNT34K2JYr5yAw87AzH9KHlZVD37blwtukoDDBoF6UMoFd0/A4RPA63vCWVVywQ4r+eBJFpq0f3/EFdjVzSsr5f3t1/S1hV0SxHol4K2vwZm2ei7Y8Qyc5XLBgxNwWAR4ciP4f/bOO8ySourDb89smA3AkpOwSxYlLFGQJCI5iYokEUEEBDMGUD5ERQExg4KCYCCoCKJIkJwkhwXJYWHJaePkdM/3x6nL1Nzte2/17VMTdvs8Tz2wM7fr/qaru3513q6u+nsJZlXx/s7ZcMVY7ad+HMH7J7m+/mbX31Z6f9kPymODv0Tyg4uXhEe60nPBftFc8H9rRGaDY2HWO3C51MgFt4nMBp0fnFfDD+bE6IMH6YhZuffHboQ+VfifO6F/B7Z1jdGCzoAza2wGA+A13c/WRAfVjwJPoU9a9kAHpE2uIUwb22vkzUUEgZUEvivwsOiyBLcKHCgwzn3+JIxBMAMAeC/37ynAl9G14Z5BXzf+XPnco7MnTUEwDgADR7vzMFHgcIH/uvPwoMA3BJZ1n98JYxDs2v8l4EdAIjBW4OMCNwk8JTBD4FSB93jXrCkIxgFgdI2rZoEmgZ0FrhJ4UuBRgbMlAgxYrAuME/ikqOk87e6/74tLMIFNMAbBDADgC70+Zjd0WZSnXD/0S2Bt9/mpGINgBgDw9cAE1y9+kAFjewxdKma6+/zSwAMYgmD3t1/krvvlXHtsKDog+5/AEwJ/F9hOVN94d47MQLD7u3/o7v+1nIY1BX4m8Ii7/68V2FMG2uq3GINg4CjXD27pNKwkcHINP/g2xiAYB4CBvZ2GKQJfErhP4BmBuwWOEuOB1+JegFWA76GD66fRwfgnGWjrUzAGwTgADOzm2nppga8K3O+ut7sEjhQHXYDDMQbBDADgz7p/TwSOQGfEPe36m68By7jf74IxCGYAAH/f9QVjgf1d3/i065tOBVZ1n5+OMQjGAWB0tmXZ+3cVXRrqKef9Zwms4z6/OsYgmAEAfIP7/wTYGn3o5fvBJu7zU9BxohkIdn7wJ3cuqvnB5QLbi3ESvDgX19bbornXE+jY5AJgI/f7ZdCHwGYgmAEA/JB3f2+MjonKueBlwDYM5ILXYQiCGQyAp7mfrYXOhi/ngtcAu6O+34RCWlMQzAAA3sz9e2W0z/f94AAG/OBkjEEwDgADe4hI2Q++UsMPDsMYBDMAgD/n/j0R9R3fD473rpedMQbBrv1fRvv8ci74CdFc8GkZyAVXtfrOoggCk9z1dZc7z/e7629p1y67YwyCcQAY+K7TME7gAIFbZCAX/J64cT6wKcYgGAeAXX/b5Lx/d4FrPO//hbjcBJiGMQhmAABf5/rZxPW7l3l+cCGwsfv8MuhDYDMQ7PzgYtfnLevaYyOBC2RwLritDCEblIFc8FEZyAX3kCFkg8BKwHc9P7gVOLDsBzFL1MoznBCzxk5t5LDjTBu7spEzHGcGgqkAwBmOMwPBVALg8OPMQDCVADj8ODMQTCUAzllfUWwLhiCYCgCc4bipGIFgKgBwhuPMQDBpADjsODMQTBoADjvOFARTCYDDjzMDwVQC4KKMqIIhCKYSAIcfZwaCqQDAGY4zA8FUAOAMx03HCARTCYDDjzMDwVQA4AzHTcEIBJMGgIsyYgqGIJgUABx4nBkIJgUABx5nCoKpAMAZjjMDwVQC4PDjzEAwFQA4w3FmIJhKAJyzvqLYFgxBMJUAOPw4MxBMJQAOP24aRiCYCgCc4TgzEEwaAA47rmCDkcuwC7Bs7EYb2bqx8zYyBiCYBgGwd3xuEEyDANg7PjcIpkEA7B2fGwRTAOBRUTAAwTQIgL3jc4NgGgTA3vG5QTANAmDv+NwgmAYBsHe8CQimQQDsHZ8bBFMA4FFRMADBNAiAveNzg2AaBMDe8blBMA0CYO/46eQEwTQIgL3jc4NgGgTA3vFTyAmCKQDwqCgYgGAaBMDe8blBMA0CYO94ExBMgwDYOz43CKZBAOwdnxsE0yAA9o7PDYIpAPCoKBiAYBoEwN7xuUEwDQJg7/hp5ATBNAiAveNzg2AaBMDe8QUbjFiGXYBVY+dtZKvGtmpkcoBgcgJgr56GQTA5AbBXT8MgmJwA2KunYRBMAYBHVSEHCCYnAPbqaRgEkxMAe/U0DILJCYC9ehoGweQEwF49uUAwOQGwV0/DIJgCAI+qQg4QTE4A7NXTMAgmJwD26mkYBJMTAHv1TKdBEExOAOzV0zAIJicA9uqZQoMgmAIAj6pCDhBMTgDs1dMwCCYnAPbqyQWCyQmAvXoaBsHkBMBePQ2DYHICYK+ehkEwBQAeVYUcIJicANirp2EQTE4A7NUzjQZBMDkBsFdPwyCYnADYq6dgg5HKsAvI0tgomFgHXV8v8X5u0shBjQ1LCqwtsJpU3NzWjUw1EKxr6q4pMFUqBuQYAWCvvlQQjAKaNVxpqfidCQD26ksHwTDGnYO1pGKgiBEA9upLBcHuWnkPmnQuVfG7AgCPwkIVEOzaejXX1ktW/M4EAHv1pYJg19et4vrBZSqOMQHAXn1VQTAKONYBVqj4uQkA9uqrCoLr+EFuAFzR7ukgGJbw/KC54jgTAOzVlw6Ca/tBAYBHYaEaCNZ19daq0tYmANirLx0Ew3iBNVyp9H4TAOzVlw6Ca3u/CQD26ptOGgjWtf1Wc/d/pR+YAGCvvnQQrGtariywjqT7QW4A7NU3hWogGJZ3GtL8oADAo6xQAwSjY5007zcBwF591UEwLOOut1VkYe/PDYC9+qqD4Nq5oAkA9upLB8G1vd8EAHv1HUYaCK7tByYA2KsvHQTX9oMCAI/CQjUQrGs4l9t6YsUxJgDYqy8VBFM/F8wNgL36ppECgqmdC5oAYK++qiC4jh/kBsBefdVBsK5vXs0PhoQNAku662G1ynZnhAJgERl5EDitsdFE9nZ0R9dWdBe9F4DPoxsemTVy1caGbUQ38OoW3eGyXeBNgRNFYUSURsYHwbqBxp9FdzNsFd1tc77A6aKdgSkA9jS8C4JR6HsWurNkubSjkGQdjAGwp2EABMMKAj8QmOvaoVV0J9e/inbapgDY0/AuCHY3/PGo4XS4897tOt0PUQDgUV3wQDCwFPAtFMD5bX0NsD3GANjTMJUBENwCHA087/q/soY7gb0xBsCeBh8EjwMOctd1uS/ucn/7p9zvzQCwp2EQCEY39Kz0gxfRxGsChgDY0zAYBMMHU/zgLc8PTAGwp2MABMMGAn9K8YMzBFalAMCjuuCDYNhY4OKKtp4ncJroJkP7YgiAPQ0DIFhhw6/dtd7mSrvAOaKJtikA9jQMgGAdi/3QeX95t/FOgUtFYa0pAPY0TKcMgmEpgW8KvC7Q4TR0i24osgPGANjT8C4IfhlaRDdwfN67JrpFN9vdZ0VjAOxpmIIDwZ9R+HOg6OY65X6wS+AxgUN/pX5QAOBRWhgMgscBh7i27PK8/xHgYPd7MwDsaXgXBC+vD8D2ErjDu946BWYKHPOaer8ZAPY0DAbBunHR1Z6GDpcLniB6f5gCYE/HAAjWDZUuquEHpgDY03AYZRCsfnC25wW+H6yNMQD2NAyAYG2PU2VwLtgp8BfRMXwBgEdxwQfBOu4+zV3nvvdfJJqbmwJgT8O7INj537eANxmcC14NbIcxAPY0TGMABLegvGkm6bmgKQD2NPggeJzr9x9hcC74qPOJcRgCYE/Du2xwWZgsupn37RV+8ILA518bIjaIbrB3lXce2t31caK7XkYsABaRkQmBKxr7dXdSJaW0o1DuZctGrmzsU+HNfjX6koBUlI5WmLeGJkpRGhk46TCY268XeF+Khq4eaNtcz4cpAPY0HIoC3w6gJ6Uter0OyRQAexp22hDaugZu9srz0N8PnV/QDtsUAHsaNnKGMMedi8rzUPI6gQIAj+KCDiLnulKtrTtQKHdhjLZGQfAs4K0a/WCb6ydNAbCnYWln/q+776qm4Q03KDBP+BkAwSF+8AqGANjT0AT89vvwVi0/aIN5a2miZAqAPR3f/jTMq+MH7Vvo+SgA8CguwCmfgzm12rob2jbRtjYFwJ6Gw3eBtj7V0JOioacPOnZX7zcFwJ6GXTaBtm5N/rpSNPT1Q+fR6sumANjTMH0qzJmvwKEjRUOpBO0/0X7QFAB7GlZfGl6YBW+WFHpUapAStP0LXmsyBsCehinj4YF74fWStkeqhkfh9Qn6gLAAwKO0oIn/wwHe/7r7nBkA9jS0NMF1l9e+3tpfgbeW1Ye/0yJoaAJ+/6M6ueACmDtNc0FTAOzpOPmIOrlgN7Rtqn5gCoA9DYd9RP2go4YfdO6hfmAKgD0NO280kAtW9YNjNFcrAPAoLsDum0J7Pe8/QvO070bSsGlgLvgmxgDY0zAN7d9q5YLtKAg3BcCehvKDwRA/mIEhAPY0tCRwzWXqB9XGQO2vwlvLRWaDDDwMKKWchw7UC+YxQgGwiNDECA0R6UIHFcujsxrSYiKwHHpjvhBBQ6kPbv86LNOkTxWSlI9NaIGlntTO6QlrDQACt58Hk5oUjDenfGT8WJh0l372oRgagPvQ6f0TgLEpvx+D6hsH3B1DgMAjD0D/WJ0N2JLykaYmaPkpLNkHt4u7W43jKbSjXRo9F5WRoNflssB/RaQ/goYihiaeRDvyKVRv6wloW98Zqa1fQmegLUf1fnAS2k8+IiKd1gJEZC7wHPqUe1INDSsAs0TknQgaulEQHeoHMyNoKPXBbd+Epev5weP6ZPpxaw0AAnecDxPr+MHE/xLVD4oYghC4/WxYolZbj4NJ9yiUeDiShnv+DWObVUOa949thgn/hHEC90bSMOMeKI3RfmZ8ykeam6DlLFgilvcLPPk0dEys4QcJTPwCLNcbyQ8EXn4V3lkRlk+q9IMJTPoIrNAGj4pIh7kGkXlz4dkNYYWkih8kMGkdWGF2JD8oYmhCROagudWK1Pb+FYHn3eetNXS1w8O76zVf7XqbuBws/zLMFn1obq2h1Ae3f61OLjgBpjylgDZaLnguTA7wA4noB/deA2Oaq+eCY5uh5Ur1g3siaZhxP5RcLljVD34ZNxcsYghC4OF7QMbV8f5z9E2B2yPJeBKd6TqF2rngMuj1VoqgYRb6UKNeDrQC8LBjaKbh+veZ1M8FVwReEJHZETR0dcDDe9YeA01cFpZ/SR/YR2GD6LW2DDX8AH2LuItIfmARIxYCJ0kyGfgK6UZXGWugr+Bbi2hqhjPGK+CsGmOA8XrhH2iuQeOMselmOyjG6rn6YiQN36bOeXAxBn2NNUYcNQ7G1rtox+kA5ceRNOyHAuB60Qz8IEmSkHNWxMiMT6LLftSLMcCPkiQJ6auyxrboa05pJuNHM3BckiQhejNFkiRT0dcL6916CfCRJEnWjqBhErr8Ssg5ngZ82FoD2sBn1vODZmC8Dk4OMtegcVqgH4wBvhRJQxFDEz8eF+C77jNfiKTh5LEB95273v4vkoZjQ7x/bFzv3388LFWvMcZD8xj4IXH8YOsJsP74On4wAZonwOdJkqXMFSTJahPgoxPq+EELNE2AD5Mk65prKGJIIkmSNdFXsuuNPxJgzyRJ1oggYokW+PKEOn3QeGCCLkOwfQQNTc1wemAuOBk4wFyDxo/HBviB+8xxkTSclEHDyZE0fH4E5IJFDE18IeR6G6dj4jMiaTgAva/rxRjgtCRJYrC17dH+rV40A19OkmQJawGuf9+TsFxwN+cf1iImt8BXAv0gCht07XsGYUwsJhvMHSMWAqMJdOjTlEnANyJo+DBhNz7uc98yV5Ak6wAbB356PDrwrwsIsklIlgT2JwzANAG7J0myvKUG9Kb7CulP4dJiLZIk9LxliW8Sfk2MRddpLmJ0Rpa2ngDsGkHD8VR/4loZJeDTETR8nvpJYDmaiQMeD2T4/WBHIHRgNYk4frAW+mpaSIwDjiFJxpnrKCJ+JMn6wPsCP90CHIf1Q8ckWRr4KOHevw9JsoyxhvLD7bS3f9JiPZLk/aYaNLL4QQsKz6zjeMLHQIKu4WkdWfygeBA1uuMLhOeJTcR5EHUIw+/9OxM+DouVC64HbBD46fHE8YOlgI8T7gd7kSTLGmtoQvuUUD9YhyTZ0FRDEUMTev0eR/oM4LTYgCR5bwQlWbx/ErqPgXV8nWy54KciaDiObH4QY1LiwQy/H+zEcLNBoxjJEHgbwk9yQnhinCU2JXzADbA2SRI6OA6N6eh6u6ExBt0YwDLWRdcBDo1uwpPX0FiasFmZ5Siha7paR5bkcolIGooYmlgvw2cnEaetNyc84Z4EfDCChu0IH4SNi6Thg4wMPwhNPADWxH5GwHSy+UEzumloEaMvNgH6Mny+BX1NzzLei/p5aHQD6xtrWI5s47B+4vTFWZLLWH6wJeHj9onoONo6svjBWOL4QRFDE9uinh4S44hzvW1DOPxIgM0iaMiaC64TIRfM6gfj0I2LLGM9svuBdS64LOHXA8TLBYuIHysR3v+A3h/TLQUkeh9nyQUnsOjmgiPFD0ZCLpiJDSb2fmASIxkCZ32CGePVu2bCbzrcZ63PaVYNQvZzF6Iha8TQkGVdpySChnK9WcJ0VnYRQxOuw85yL8e63rLeezGut6waYpyHwg8a0xDDD4oYmhgJbT1SvD9LxOqLs9zLTSNAAyy6flDE0MRIaOuR4v1Zx4PWSX/Wv2tR9oORkAsWET+ytjUMf1sX3j8Qi7IfDHcuaBIjUpSLx9EFlUPDfPFn4Hl0Y6jQeBv7zUCeJ9vFNgbdndoyZhE+8wP0CZD1xkxz0Bk+oVFCz511vJbhs23ohlpFjLJwG0lkuY9itXWW+6gbeCyChicIv/dK6CYK1vE4kGXTu1h+kEXDbESyzNwJ1ZDFt8egO/UWMfoiq38l6M7RlvEC2bx/PPbe38jGYjH64iz3USw/yHJNjBQ/eCqChiKGJp4k/NXbfuJshpo1F4wx7n8e3RA6NN7EfnOorLlgM7p7vWVkzQVj+MFssoHBEkUeNlrjTbJBvATjtna5YJb7qN1ag4ss91EXI8P7Y2yIltUPzDcJJzsbfCvSxvG5YyRD4D8QbnitwM8iaPhXhs92Ar+KoOEB4O3Az/YDl2G8I7SIvAHcSbjxPioithBGYcofCX8Vug24zVSDxi8Iv/mbgb9F0FDE0MSvCG/rJuAfETT8HO3fQkKA30fQcDbhrwDG6gf/xPD7wVUZPtsFnBVBw0OEP5zoBy5HJEvyWsTIibvRh58h0QdcivWO0CKvAvdlOOIBRF421tADXEz4q9Dzgf+aatD4Jdn84PIIGrL4AcD5ETRk9YNfRtBQxNDEWYQ/+OxCrw3ruDDDZ1vRe8Q6riR8/NFJHO+/FwWgIdEH/BWRLA+t64fIa8A9GY54CJFZxhp6gT8Tngu2ovlrEaMtdDzzV8K9fzZ6n1hHln4wQfsL68jq/Vn6zdA4m3AAG6sfvJBsuWAMP/hnhs/GOg8mMWIhsIi8jt5IITd/B3BFBBFdwC97A9bDLelTj/MiaBDgu30Bg+6SmuKZ5ho0fkDYwL8L+F4kDT8vBVwP7lydGuFJPCiIDrkme4HzRKQtgoYihibOJ2wWTA/wGzF++OLin+gDjXoPYPqB60TkFWsBIvIQ+vS13rkoz77PkiSEangDhewh914nMQCMSDfw80A/6Ad+G0FDVj8odsYeraFt/b3Atu4DfhJJyff6Awb+7jPfj6ThJxm8//vu3FnHBaWAWTCufzjH+mG8i6tKsKBUxw96oF/gP4i8ZK5AZIbA/3rr+EEfSElnkt9lrqGIoYr7gGeo7/0CPC0i95srEHlV4N+9de7/kpZ2YjyMV5h6VgbvH+5csI94ueBI8IOfZfCDH0TKBYsYmjgzQ1ufEsn7zyNsBmwPcJZYP3zR+AdhbyP0AVeLPsA3Dde/P0X9fLQEPEu2CQShIl4XuLInzA+isEFxbJCwvbLisEGjGLEQ2K3J+Qp6AqsZTj+a6L5MtsXDg6MFXrsBkmqmJyDd0LcHvJNEOp9jYO5voamW+fdC7xHQlWTbNChLdKI3fq2Lvvy7LE+rgiOB0kHQXuvm74Oui6GpOXz2dNYov2LVR/WOsHyt2M6IKmKooxl9vbpeW5f7qhgxFnjJaag2COlyv3spxuLzSZI0o68B9lP9/u9xv59FhDWY3N/1MvX9oA9tiyhrcbfAa/8J8IO9YHYsP0hg3jmQ1PODI6E7oh8UMQQxBmb/Xr2/atLdC32fho4k23JJwZFAx7dBagGQXug5ST8bZdZ5Av2fgo6eGtdzH3T9AZIxjS0fEaKheVd4qwv6pIof9EPX7ZBMjOQHCYzbDF5qVQ2p7V2C7uehf6WIfrAGzHpTQXPqNSHQOwf61oMXk+Ffo7GIxiPU+3uBWUmSmLd1kiTJ8vDy01AqVffd/nbo2xJeTiLlghPhtZvqeH8X9O2uuWCMdSgZA3PPC/CDz0Bnkm0TueBIoOOEAD84WT8bZRJMAv2HqB/UzAX/BE1j4uWCRQxBJNB7GHTWegjUB13naVvPjSSjCR1XhOSCsZZfG0f9XLAbzZFejuT9Y1A/6KP6/d9L5FxwBXjlqfp+0PuBiH6ALg2aUL0vFvQ8vcMIZq2IyIgr6Ik9Db2I3gv8EJiHvua3wP23E7gUWBe4Bn31f7KxjmOAOUvClgJfE3hDYIEr8wU6Ba7tgI1R0v8EsJKxhr2A1mbYS+BQgecFWj0NHQJ3CWwPnIR2QO811rAF2rkeDewBzECTvXJ7tKHrz3wUONT9fFtjDWuiHeCPemErgdvc+Z/vzkWrwCyBzzXDTk7X/sYalnV/+8XA+9FZmp0V1+XbwAno7qBvA18b7vupKA219QrA/9BXTzYErkY7+3JbL0AfBnwd3Y16NvAFYw0TgZuB64G1gYtSrrd5rq9cF5119RMgMdTQ7L53BrAW8Gt3v/sa2oFz3e8fQJdAGWOoIXEe8BKwPnCq648q/eAv7jxcDdwRwQ+OAuZOgA8IfFXg9RQ/uK5Ddyf+Lbqe4srGGvZEH7LtLfApgedS/OBugR2Ab6NLR6w/3PdTURpq632d9+8mcJjAzJS2vlN0x+ZTgFeBdY01bOXutc+KjkEeEWj3fLdd4FGBvYHDXX/0QWMNa6NQ9fu98EGBO1K8/wWBw5thF9cnfMxYw/LAo8Af58OGAlcJdHkaFgi8JfCNpXTn6HeALxlrmAjcCNxwG6wtcFHFeZjvyuk7aj84E10Wx9oP/gQ8+g1YU+BsgbYKDe0Cv/uVjtnuBy4Dxg73/VSUzG09Bs2xHkLb8hwGj/vL3v8b9/uHgEsieP8ZwItbw3oCPxSYV3G9dQpc8hCsA1wH3ApMMj4Xx6K54BYCxwu8meL917TDRuiSXI8DKxpr2Mf5wR4Cn07xg06B/wpsB5yMQor1jDVs6fzgcwJ7Csyo8IM2gf+Jetdh7hrZxljDWuiEgFN7YWuB21P84EWBI5phZ3etfny476eiNNTW67rr+LsC27rxTmVbzxT4dDPs7sbG+xprWMHdzxegueA1DM7Dyrng8cDmaC54nLGGScAtrn9bx/Wzabngj4D1gBfRtwAtvX8Myj4edvfgb6r4wTnu9w+iOZm1H5wGzNoE3lvDDy59eAjYoOsPv4bmWQsYnI9eS0Q2aPa3DLeAWo0MrOn9fCzaoR+MwsZlvN+1WDe218ibv/tzaBLYXuAggY8JrOp9vsm6sXEAGNjL05CIDkQOFPiEwNoVx5iCYDwAXPHz9wOfBA4ANqr4nSkIxgPAgzo1WMOdg4NEwXDiHWMKghkMgJu9n68E7Oeuyw9V/G4jChA86gqDAbDfnqsAH3NtvUPF7zbBEAQzGABP8H6+NDrAPgQFHuO8303FEAQzGAAvV6FtD6dhL7yEy+kzA8EMBsBreT+v9INlvd+NxxgE4wAwsOW7P1c/2K6GH5iCYHwAPKAhEdjc84N1Ko4pQPAoLO4ebwV2q2jrLb22XqvimFMwBMH4ANj/HWwg8ElXNqw4xhQE4wHgCu9f0/P+D1R4vykIxgPAfp8vsLK77w8W2EEG+8F0DEEwHgAGJnoalhbY12nYRQb7weoYgmA8AOz7gcBEUTB1iOiDgsneMVMoQPCoKwwGwH6uNcn50CHuv773L4MhCMYDwMC0d38H4wR2dtfbvrJwLmgKgnEAGNjM01CZC67ifb4JYxCMA8DAHp6GermgKQjGB8D+7wb84ABZOBc8DEMQjAeAM/hBAYJHYcEHwP7v9AHoJ9x1v2VFW5uCYAYD4Cbv5+Vc8CB0Ap7/u00xBMEMBsAt3s+XoXouOA1DEMxgALxshbZafmAGgqnCBgXGOj84WOCjKX4QnQ26Pn97dz18jMhs0LIMu4CgRg471qyx0xo58DizxiYNAIcfawKCqQKAA481AcFUA8Bhx5qAYKoA4MBjCxA8igpVAHDgsSYgmCoAOPDYqRiAYKoA4MBjTUAwVQBw4LFmIJg0ABx2nBkIJg0Ahx9bgOBRVEgDwOHHnoIBCKYaAA471gQEUw0Ahx1rAoKpBoDDjp2OAQimGgAOO9YEBFMNAIcdO4UCBI+aQhUAHHisCQimGgAOO9YMBJMGgMOOMwPBpAHg8GNNQDDVAHDYsSYgmGoAOOzYAgSPokI1ABx2rAkIpgoADjzWBARTBQAHHjsNAxBMFQAceKwJCKZgg9HKsAuwaGTLxm60kS0bmxwA2KsjFwgmBwD26sgFgskBgL06coFgcgBgr44CBI+CQg4A7NWRCwSTAwB7deQCweQAwF4duUAwOQCwV0duEEyDANg7PjcIJgcA9uooQPAoKOQAwF4dp5ADBJMDAHt15ALB5ADAXh25QDA5ALBXx3RygGByAGCvjlwgmBwA2KtjCgUIHvGFHADYqyMXCCYHAPbqyA2CaRAAe8fnBsHkAMBeHblAMDkAsFdHLhBMDgDs1VGA4FFQyAGAvTpygWByAGCvjlwgmBwA2KtjGjlAMDkAsFdHLhBMwQajlmEXYNXIFo2dt5EtGhsDAOzV1RAIxgAAe3U1BIIxAMBeXQ2BYAwAsFdXAYJHcMEAAHt1NQSCMQDAXl0NgWAMALBXV0MgGAMA7NXVMAgmJwD26mkYBGMAgL26ChA8ggsGANir6xQaAMEYAGCvroZAMAYA2KurIRCMAQD26ppOAyAYAwDs1dUQCMYAAHt1TaEAwSO2YACAvboaAsEYAGCvroZBMDkBsFdPwyAYAwDs1dUQCMYAAHt1NQSCMQDAXl0FCB7BBQMA7NXVEAjGAAB7dTUEgjEAwF5d02gABGMAgL26GgLBFGwwekmcsKiRJMlEdP3YLdBB5WPAxSIy1+1g+CN0bccdRWSmwfe1AFfg1isRkTaSZCyaZG0HTACeAy5C5DV3zDFOxy4i8oCBhnLivw3wYRF5w/3sI8BuwJKosV0sIs+5Y/ZCB2EHici/82pwdZ4EHIee26fQ870Vei6WQxc0vwyRGe7zW6AQ6gQR+a2RhkOBs9G2uNP9cAN0PeGV0UHGVcAdiEiSJGuiA7eLgO+IwUWaJMlOwD/Q5PYy97Np6Fo2a6BmcSNwnYj0J0myLHATagafFpHcO68nSbKRq/M0EfmZ++GKwKfQxdy7gbuAyxGpuvNuEQ2EXlOHoHC0Fb3G/4NISTcb5SYUWB5p1NaboNfTd0XkbPezldCHIuugm8zdCVwpIj2uj/w3upvoviLSaaBhKnofXQ58Q0SEJJmC9rUboruXPgD8FZH2JEmaUeixAfAREXnHQMPSKMSYCRwsIn0pfvA42g/OcX5wKnqedhSR5w00jEf9YElgd88P9kHXcZoAPA/82fODo9BkdFcRuc9AQxO6YcL2qB+8XsUPLhGRZ90xe6KDpoNF5Kq8Glyd3wa+hJ7bJ935/gC6rvJywFvAZSLysMX3FeFC23oXYFdgCXRQewnu+k6SZF/U7/YXketsvjI5Bfgc2tbPOO/fGrenAvpA4DJEHnGf3wrdzOLrIvJ7Iw2HAz9HQcZd7ocbot6/Eur9/wT+67x/bbTPugDtOy28fxfg78BnROQK97M10X5wGuoHN6DeX0qSZHnUDx4GjjDyg+moH3xfRH7lfrgS6v3ron7wX+AfDPjBv9A+el8R6TDQsDp6bq8Ejq/iB5qoDfjBhSjE/rCRH0xBz/WLaL/WS5JMQP1gSzw/QGRO3u8rwgv14kNQf+9HgfzfEOlwu77/GR2HfkQMzn2SJMug1/xT6Bi67P0HoBsoNaMP3i/xcsHT3e8/JCIvGmhoQa/3FjT/aE/U+z+KbqhZzgX/LCKvu2OORccgO4vIgwYayon/Vuh99Kbzg51RP1gSfeB9CQO54D4ogDlARK7Jq8HVeTIKM3YUkadT/OBN9Hoo+8GWwH+Ab4rIeUYaDgN+hfrBf90PK/3gX8Cdzg/WQvusPwL/Z+QHO6Nj4sNF5HL3wzXQe2MaXi6IQd9fxEAkSbIx2teviEK1K4G7Rdt6XbStfysi3zP6vt3RSSifEpF/up+thXreVPSBwPXA9TKQC94C3IvmgiUDDZuinneyiPza/XBl1PvXQTcRuxO4EpHeJEkmoblgN/BREeky0DANPbd/A77lzvcU9JrfEPWDB4C/yoAf/BF4H+oHsw00LIOeh2fR9kjLBYecDSZV2KCMIDYYNWISZpTin4zuJt+KDjIF3UGw052IMzCg/Cnf/S71nwPHCswV3T1QXOkU3d35iqnwFQwof4oGn/ofgj7hWgCU3HnocefhNuDTGM0ATtFxEvD6H2B/gWdEd3Dtd+ehT3R310dO0pvRZAZwioZDgfnH6OYBD4jubN7rNJTE7fB9lWowmQGcoqE8I/izaGfUiXa05euyvMvnpzGaAZyiYSPg7RXhBIFL3DXY4V2X5R0uTTYYW+yLbt5zs7vfuyvO8xuP63VpMgM4pa3LM4KPR2c/dbriX2/zgC9iNAM4RcNU4IUW+FkJfu3OQ7t3HloF2vvg+81GM4BTNPgzgv+vhh/8Dn3qm3sGcIqGd2cEz4ZjBOZU8YN/rAlfxmAGcIoGf0bwwehMzdYUP7jd84PcM4BTdJRnBO8PPOPao99p6HPt8SjwfuvvXiwL7CPwRsX11u2uuZs/DJ/BaAZwSlufArx6qW7c85y730sV3v/w1zUJn4vBDOAUDYcD876iG7k85L7T9/42gecvV+83mQGcoqE8I/gIFPDW8n6TGcApGqYD76wCXxf4q2v/zgpPmrdA+x+TGcApGlYHZrbAL0pwlvv+thQ/+GGz0QzgFA1TgPsTuKwH/s99Z6unod3pOk9gvPX1uNgV3Ujt3Cre39YLpyRGM4BT2tqfEXxKDe//DXAmBjOAUzT4M4KPc/3cAk9DJ/oQ5nJ0p/fcM4BTNLw7I/hROFTgdXe/l/vish/cuvOAH+SeAZyi42TgtYvVD551936lH8w4cSAXzD0DOEXDYcD8L6ofPJjiB60CM69UDSYzgFM07Aws2AaOELhR0vODNwX2s/77F8cCrI/mFu1ujCnouLcNhYL7YzQDOOW7yzOCP4MCXt/7S64veB2FsiYzgFM0bArMngrHC/zd5RqV3j93HnwBoxnAKRqmuf71J66/7XTnv9wPtrp/fx+jGcApGvwZwd+t4QfnMgRssI4fXMHIYIOrWH73QlqiVawA+LyKi6yy9LqTbbKbdVpjnwlPdQwAz4VKL/Q+Df1bwPaRNDShA/pSjfPQ537/6VjtcQT8rn3A7BcqJSgtADkQvhdLw8fgG/NA+mu0RzuUjtEBo6npe+3xcXeue2u0Rwm4G+MksFw2hi0fhd7egYFPWmkXODVWWywWBVZyg+2q57kDSidoRxulrdGZFn2uU692vfWjTx9NAXC5rAZr3god3TXOQyf0Xg5zJhsn/N55WBqdZdpX4zyU/cBkN+sUDePPhCfr+cGz0L+lPnmOoaEJhf0hfvCZWPeGG2TV0lAeHG8US8NiUXQH+/Zq11s/9L0BpV307Z8oGo6EC+t5/3woHaAzraJo2B++PV+/q6b3H6XwNZb3f9Jd17X6oBK6dEwUP9gEtnoc+mp5fwf0naVvJpgC4HJZEabdDB1ddfzgCpgbyw+WgikXwVudCp5SNYg+HL9diqUjGi8wRvQheNU+qBN6/wbvLGEMgMsFTfzfqTPm7nVJr+nDX09DC/rAs7+Ohj5ybmZdQ0PTN+GWjhp9cT/0vQmlXXWmXJRr4rNwfkgueEAEIFcuH4dvzQvwg6N1YkIUP9gR9n8VSv21+6B2gcNinYfFoaBvHviAq5rv/j6ihkMCvf9WjAFwuWwG2zxZ3/v7f679lCkA9s7DWq6frdcXz8YYAHsalkGXxgzJBaOxQfQNlXp+0M/wssFedHLCqtHujWgV6ysmtQBwuXSgryrb64DppcGzLFNLvz4BPD/SeVjR/Y31zkMfcFuk8zBedOZbzfNQ0oHBixLDdCEReKK/xuDD07FAcu7qW6M9rq7TAfrX5eqR2uPn/foksOZ5cAOQXDusL9ZFn/DXAu3irrcOifS0DV0CoDvgemvH+Gmjdx6+0h/WD7YLfCLSedjH/Y31zkMn+rpSjPOwcQY/uCDSeVghgx/cHknDODfIq6ehhM7KjjIoXuSLvoUQcr31CdwYSUOLwLwADSWB5yN6/zOB3j9fIj0MQx++1Eo8fO+PM+iGs0O8v6R9sembCJ6GL2Xwg09G0rBXqQaY9Eq7wIlRNCwOBb4hAefZtcVHY2gAPhbo/R3oMiUxNGwa6Lvd6OvoMdpipcDxR5/AzZE0jBd9K7aehpLACxH94OkMuWCUh2EC1/UH5AeibbZaFA2LeEEnA86kNugql7lEevMDfdMy1PvjrNUKv+0fPNs8tbg+wvRNBO88fC2wH2ynwQ11AzR8NIMfRGGD6FtZoX4w3Gywl1hsUIQm4sWJ6Lob9WIC8HW3JoZ1HJ9owlszmvQzB5MkS0bQcFTg55qBLd16NdbxMXSR75qRaIe9LLBjBA1bAqs36XeE6DjQWkCSJKsCHybgXKBPaY611uDWvzuySV9PrxctwDfMNSwOoWsgbUP4dX+0vYRkMvp6cd0+CL0evm6twa09940m7WdrRpNuRHSiuQaNE9D660ULcLxbj9I6vpbA2Hofcn5wIEmyVAQNRwZ+rhnYIkmSdSJo+CgB5wG9L6agfWYR2eMYAvyuSdt6G9dnWcf++hV1NSToA4rtImjYBlg5g/d/0lqAWx99O/RcB8jg89Ya0LX+Dg/x/kT7wRh+kADfHAl+kIT5wUTga8Txg0U71Pu/TsB5TuK29YkhGoicCxI2DhsHHJokyRIRNBydhPvB1m4fC+v4BAFjYtdXLwfsEEHD1sCqGfzgAHMFSbIasENTWC4Yxw8Wj9gB3WS1blujbfEJawFu/f+tCfd+81wQ7U8ObQrogxyz+pq9BM0FCfB+Cj8oxzjg4GR42eAY4rHBOBA40c2uNs5wyAR00XxTEWgyETp47AP2NtWgcSRhNx1oexwcQcPR6GY0ITGJcFCRJY4g/DxMJo7pZkkux6OarWNX9KloSDQBe6IbWxWRLQ4kvH9rIc41vyf6OklINAP7uQX5LWMzdKH50HgfSfIeSwFuo6VNMxzSgg7aTEWgyUTo+e1HZy9bx+cI7web0dfYrOMYwv1gMqq5iOxxJHoth0QTER58oj6axfs/G0HDZwkb9INqjeH9B5DND2Kch90J94Mm4KNuA0vL2BTI8nBrPXRDObtIkuXQjWBCYxz6IKGIbLEV4V4DsLHbrNAsEt0AaYMMh0xCJ4xYamhC4VKWXHAvSw0usvrBQRE0HIN6ekgs6rlgCJgEbbMYueDiEEcSNhkQtK2PiaDhIIY/F9wL7VdCohn4BPbwc0vC2wJggyRJVrEU4DZHH1Y26PxgJLDBLLlgLDYYbSbwCug06tAQdGq0ZUwivJMHhX7WGkDXPwmNcejGHdaxcobPJsBqETSsRrbrLUZbrEL4IAx0HVPrWJFwEAXaAcXQsajHewh70leOWG2dNYm3noGyIuHgAXTt4hWMNYwEP5hAuOmD+oFpQuxi2QyfHcui6weLQ2TpU8ahfZZ1ZLmPFmXvX5WR4QdZvL9Etgd4oRqG2w+WJ5sfQJy+eFGPFQmfcADaJtZtvSJ6DYVGCfv7fwmy5YLjImiA7LlgDD/Ich8lkTSMFD/IMrmmyMEai/eQ7d6L0c9nzQWz3KehsWJGDQlxcsEsfjAScsEYfjBa2WCUPCwWBO4gW8It6FqQltGVUUNfBA2QHX4siKChI+Pn2yNoaM34+Rht0Ur2QbF1dGTUMJbs7VfEwG6foZElUQmNDrIl3M3YX/dZr52mSBqywI8YftBNNr/rI85915XhsyPFD9oiaFgcIkufIsQ5z1nvo5Hg/VnukSwaRoIfZPH+MQy/H8TypKz5QTEGyh6jsa2JoKEzo4b+CBogey64qPpB1r8rVi443H6wOETW6yeG9xe54ICGLLGo+sFoZYNZx9FBEQsCv0C2m38ccI+pApE+4KEMRyTATaYaNG4g/OZvB/4TQcM/Ce9c24B/RNDwL8Iv4m7gqggabiT8ZhbglggabiUbEHsOkRggaFGPGwjvg0ru89ZxM9nM5jERsR4E3U+2J9DdwLPGGmaRDWaOB+42VSDSDzyQ8agYfnA94X7QBlwXQcOVhPeD7cTxg8UhbiAc+sXy/isZfu//J+GJfzeq2Tqy+sGNETTcQjY/eBIRa/j5ANn8oAd42ljDy8D8DJ8fD9xlrGFxiHvI1tbt6CZOlvE82eCDeS4oIj3AIxkOiZkLZvGDWN4/EvwgSy74zwgabiT8uiyhY/kissc/CPf+LuJcb9eTzfuvj6DhZrLNPn0E7bcs416y+UEH8JyxhplkZ4OmuaCI9DIy2GCWXDCWH8SBwCJSAn5OWKLZD1wmIvMiSPkx4R3QDESeiaDhp4QT/wXEST5+m+GzTcDFETT8PcNnBTgrgoa7gTcCP9sOnGmuQORl4A4JezLZDpxurmHxiFuBeYGf7UTvU9MQkZkohA1p6zbgDGsNiLQCl0jAelSig7BfugdohhIy+8HfRWSupQYXWfzgf4g8FUHDzwj3g3biDEh/R/iAtAm4KIKGxSF+Sjhsn4f2WdZxbobPJsBfImj4a4bPCvCbCBpuB+YEfrYT+Im5ApEXgXsDvb+NGN4v0gZclMEPfmXtB6gf/FTCIEw/cAUioW1XRDlE5gOXEZBoil7zP3cPSw0lSD/wC8L6wT7grxJn0sMZhHv/QyJiDT8gmx/MJw54PJds3n9pBA1/y6Ahlh/cCbwd+NlOYuSCi0dcSjbOlGW8Eho3E/7QMUouiPYnD2XwfvNc0PWrfyFsbeIu4Bdi7weNsMEsD4xDIxMblJHBBmOAaBCRKAVdy2wmOpNAapRuYI0oOmDMK/B8J4jUKB3Q/zhsE/Fc3FbnHAj6BOqQWBoeh/Pb6pyHdig9At+LpWEGHN8OpVoa2kCe1IFgrLbY153reu3xAJDE0PAUbNIOfbXOg0C3wMMC42Odi0W+wC4CHXWueXke7pJIbY0uxt8XcL3NAsbG0PA6rLYAuvtqnIdeKM2G+fNgSqTzsAQwN+A89ABrRroexrwCz4X4wROwbazrEp0RGOIHh0bU8LsADe3AF2JpWOQLJAJ/F2ivc72VZsAnY+l4HP4Y4v0z4KRYGmbACSHe/wRcHEsDujlUiPffE8v7n4QtOup4fxfIq/CSwLgYGl6H9yyArgA/WDAflo6hYTYs8TbM6al9XZYE5gpMi3VNLPIFVheYIzXuvR4ovQPz5sCSMTSgGxHOC7j3uonU1uiyai8E3Pv9wFaR2iJ5Du5orz/+KM2Ag2JdE4/DhYG54HdjaZgB3wz0g0sjativo44G0fzhnxLJDxaHgm5M3x5w7/0hooYDAr3/zlje/wRsVc/7O0FegRckUi4ITHX9bK1zUEKh+VKRNCyZwQ+isEH0beyZgX4w3GywA9gjmoZYFbs/cGXgSQbWZPFLK/AW8Dj6dGJMhO8/ZgmYM1dhWmvKQKitBAv21RmitwGTI2jYy/2tt7mOsBIIdbhyI/AEsFIEDVskMPdGuM6ZWk/FeegW6PwjXAu8Drw3goY1gZd+CdeWoFO0+Bp6BTruheubtAMyhzDopkwz0BlX7SnG1I8+Hfqvu2b3j6BhAvCfj8ADJU1w2irOQ8ldq/dLpARssSqwn7vmK2Fwn0D7i3DHOL0/PxqhrSeiT6HvdabalmK2reirinOIANzQ148v2gie7IM33LUlFWVBN7ywOryEzoAzHQShsz5+CLyCvl5UzQ/eBh5DZ4rE8IOjloC5c+DBWn7wUfWDOyL5wZ7uby33QbX84Elg5QgaNnfX23Xuuyof1HahT+q/Yf3di12BcQKXiYLgygSgowQdX9In/I8BK0Ro660SmHs7/KeK93cJdJ6n3v8qsG4EDWsDr5wz4P1dad5/p3r/POCDETQsDzzq+uNa3n+n658+FkHDRODGXeG+Esyr5v0L4NGlYTbwpQgamoE/bQBPOT9YkOYHPfDiVH0w+bNIfvCDleHVLni2ioZWgbcENrQ+B4tdgfdJbe9/fjX15tMjtfUZ6BIgM6t4/wI0F3wCuCSS9x/rPG8GA3uD+BranI57nTdPiqBhn3HQOhNur+UHX1U/eBxYMYKGLROYe0v1XLBLoPP36gevAetF0LAW8PJZcE0tP7h7IBc0hzDAcsAjR8MtJW2Lyge1/a5/vlKKiTgW5/srbkzZVXHf9bgx6HXoJJEPRPjuFdz9dJM3vvY19LnxwO2ub9g3goZJwC17wT0l9btU758HM5bUfuq4CBrGoG95PwG8ycC62JV98UzXX/84kh+chvrN81X8YEjYoPODh+v4wUhgg+YcapCOmJV7F94+6OB6LtqpzwAOBVrQHfIetG5sr5E3F52R8yGBq0Wfii8QeEbgC6JPJVqAa6wb22vkvdy/N3c34Tvu5y8C33adVBNwHsYgGNjCnfejRQSB9QR+LfCm64heEzhT3BN44CSMQTAOAAM/QtviPQI/FHjFG+yfJ/B+9/lDMQbBDADgi9FEaFngm67Da0WTrsuAD7iOaieMQTAOAKOJ6CSByQJHCTzhrsk5AjcI7CzQZPW9i32B5QVOEH3C2irwjsBfBbZw7bIbxiCYAQB8vWv3JYDPA0+566oM4XZy19sm7ho0A8HuOr/IXffLCYwXOET0taT5oiDiLoGPivbTU9HZMmYgmAEA/BI6+G8G9kYha9kPHgE+7c7T0ugsfFMQDBzlvm/LFD9odX7wRdFZS+OBqzEGwQwA4L3dvzdz7VP2g1mu/13R+cFvMQbBDADgz7t/rwucjQ4K29DE7ycUs+9sC2wh8BfX97QKvChwoiicbAIuwBgEA1u5a/6zTsP6Auc4728VeFXgdIHV3edPwRgE4wAw8H3n/asJnOa+u+z9vxV4n/v84RiDYAYA8B9d/7Mc8C3X15W9/2/oWxsJsAvGINj5wY3ouqATBZYQOEbgKc/7rxPYSVTDdNcvmIFg97f/yZ2Lsh8cnOIH+zk/WB0dH5mBYHd+f4AmmWsLNAvsJXCb6EPx+QKPChwmMMHs/lvcC7QIHCoww53juQJ3Cuzj2noN5z9mIJgBAPwiMA39nn0ZnAs+DHyKgVzwIYxBMAMAeDOnaUc035vj7vOn3WfKueB1GINgNAdupTyjS/3g0go/+LYM5IK/xxgEu/5tLvA5p+G9KX5whsBU9/mTMQbBOAAMnOr5wY8q/OB3nh8chjEIdv3/I8Cf0f5nOYFvCcx0GmaLPrj9gBQzgM0Kml+c4cYYreiY8xwcawCOxBgEMwCAL3D31fLAia5PanUe+xcGcsHdMQbBOADs+pUWgSUFjhV42vP+awV2dN6/KTomMQPBDADgh1H20eL63Yfd/TXX9cv7us9Oc+fIDAQzAIBnoUxo2Nmg0/QhNN8r+8EzwBcYIWzQ6juraon9BYEnxLSx/UbOcIxpY1c2cuAxpiCYSgAcfpwZCKYSAIcfZwaCqQDAGY4zA8FUAuCc9RXFtmAIgqkAwBmOMwPBVALg8OOmYgSCqQDAGY4zBcH4ADj8GFMQTAUADjzGFARTAYCLMnIKxiCYSgAcftwpGIFgKgFw+HFmIJgKAJzhODMQTCUADj9uOkYgmEoAHH6cGQimEgDn/JuKYlswBMFUAOAMx5mCYDwAnOEYUxBMJQAOO8YUBFMJgMOPMwPBVALg8OPMQDCVADhnfUWxLRiCYCoAcIbjzEAwlQA4/DgzEEwFAM5w3DSMQDAVADjDcQUbjFyGXYB1YzfSyNaNnaeRMQLBNAiAveNzg2AaBMDe8blBMA0CYO/43CCYAgCPioIBCKZBAOwdnxsE0yAA9o7PDYJpEAB7x5uAYBoAwN6xJiCYBgCwd6wJCKYAwCO+YASCaRAAe8efQk4QTIMA2Ds+NwimQQDsHZ8bBNMgAPaOn05OEEyDANg7PjcIpgDAo6JgAIJpEAB7x5uAYBoAwN6xJiCYBgCwd6wJCKZBAOwdnxsE0yAA9o7PDYIpAPCoKBiAYBoEwN7xuUEwDQJg7/jcIJgGAbB3/DRygmAaBMDe8QUbjFiGXYBlY+dpZKvGtmhkcoJgcgJgr56GQTA5AbBXT8MgmJwA2KunYRBMAYBHVSEHCCYnAPbqaRgEkxMAe/U0DILJCYC9enKBYHIAYK+OXCCYHADYqyMXCKYAwKOmkBMEkxMAe/WcQoMgmJwA2KunYRBMTgDs1dMwCCYnAPbqmU6DIJicANirp2EQTAGAR1UhBwgmJwD26skFgskBgL06coFgcgBgr45cIJicANirp2EQTE4A7NXTMAimAMCjqpADBJMTAHv1NAyCyQmAvXoaBsHkBMBePdNoEASTEwB79RRsMFIZdgFZG9td2AtdiBaNHNrYNTSYNTJ1QDA6uF+og8MIAHv1VQfB0CTpGkwAsFdfVRDsOpmFTB0jAOzVVxUEOw1p12oBgEdhoQYIrtHWJgDYq686CNa11NI0mABgr77aIDhdgwkA9uqrDYJhjKT3xbkBsFdXbRBcXUNuAOzVVRsE69p2aX1xAYBHWaEOCHb3edr1ZgKAvfpOoQoIdhrTrjcTAOzVVxUE1/B+EwDs1VcdBFfvi00AsFffdKqA4BqeZAKAvfpqg+DqflAA4FFWqAeCq7d1bgDs1VcTBFM9D8sNgL26aoPg6t6fGwB7ddUEwVTPBU0AsFdfdRBcPRc0AcBefVVBcA0/KADwKCzUAsF6vaW1tQkA9uqrDoKre78JAPbqqwqCa3i/CQD26ptGDRBcRYMJAPbqqw2Cq/fFQ8YGa2gYkQBYZARC4LTGBjYAzkd30Cuhu+jdhMKaJstGrtbY7ib4KZqQlNDdpB8EPgmMjdHIVIBgdMOg/0MXVC9reBr4LJp0mAJgT8cACNZFzb8oupFByZVXBL4mCmxMAbCn4V0Q7Nrm066z73fn4m008VwFYwDsaXgXBLvrcj9098g+p2EB8Es0ES4A8CgueCDY3d+fAO7zrrf5wM/d9W4KgD0NAyBYBxy7iG4c2Ovuuw6BCwU2whgAexoGg2DYSnTTjG7RXW27Bf4hsM13jQGwp2EwCIb3C5wvuqNzSXSX7VsEdhftM80AsKdhMAiGaQI/Ed1MqSS6m/SDAgeIXi9mANjTMBgEwwoC3xHd2KWs4RmBI0UHogUAHqWFChDs/P+76K7JZe9/CjjC9T+mANjTcQoOBKObJn4ZHdSXXHkJ3fl7CsYA2NPwLgh2vvoZdEzke/8p7hyZAmBPwwAI1j7o4wL3unuuJLrZ1i9EoYcpAPY0TMeBYLSv3dl5Tq87Dx3AHxjwAzMA7GkYDIJ186TLBLo8P7hSYNvvFgB4VBcqQTB8UOCKCu+/XGBrjAGwp2EQCEZzwd8zkAv2orngrq7PNAPAnobBIBjWEPhZhfffL7C/834zAOxpGASCXTk5xQ/KuaApAPZ0DIBgWErgSxW54MsCXxX1A1MA7Gk4DAeCa/jB94CVKQDwqC74IFg3VD1CdDPVsu++JXCy6P1gCoA9DQMgGMYKfMLd7773/0y0vzQFwJ6Gd0Gw6wt2dWOMsve3u797Q4wBsKdhGh4IRvv9y4FuQNx/r0DHaaYA2NMwGATDBim54E0Cu8kQsUGXC/40JRf8pERig6b32HALCGjsGejgttddaH5pdTe9aSOnNPYTTkN3FQ0zYzUyAyD4RXT39o4qGt50xmgKgD0dJ20Mb/fqTpZtbhDol/Y+mL+lwmJTAOxpOBRNxMq7i1aeh07XGT6PMQD2NJRB8LNVNHS7NvofBQAe1YUBEPxcnbZ+HGMA7GnYZDzMfgoeE925uFRx3/WWoONc7SdnYJjwexqmNsEL18LDJTXb/goN/SVouxVmNBkDYE/D0sADP4NHSgq/e1P6oNbn4fEJxgDY0zAeuPooeNJp6ErTMBdeWNYYAHsamoDf7gIv9ms/3JGmoQveXFvBWQGAR2lhAAS/4Ly/s4r3v462tSkA9nSc4sYXc52/Vmpoc9//JsYA2NNwuBvfvFbD+9vQsZgpAPY07DIFFrwNz7m+WCpKdwk6vqLg3hQAexqmoyD4f+48lCrOQ6/zpBkYA2BPw+oJzLy6jh/cDjOaCwA8qguwRhPMuknbuq1KW7ffAA83GQNgT0MZBM8gPRcsuXvhMYwBsKehBbjuOHjCeX93yv3fOhueX8YYAHsayiC47AfVcsHXXV9pCoA9HSdPh7fq5ILztoA3MAbAnobDCM8FCwA8igtw5DSY3wmvV/Hdjn5o21P7H1MA7GnYfWl3f9fy/i9oLmgKgD0NZRD8WID3P4whAPY0TEPP88Pu/uqv0NDv+qaHMQbAnoZlgAd/CTNq5YLPwuMtkdngMXX8YA7MXGYEA2BRpcMvosaJ/krKRZZWbo+oYc9ADTOBsZE0bJwy8Ekr84Clo5wLWLVdO1tJudjfLR3Q1QVrRDoPk9En3/XOQx+wVSQNTehDgXoa+oEDYl2XRYlf0CeqzwS29X6xdLwJN3XUv+/6X4NvxdLwGpzTvjCAHlTaofQ6XBhLw+vwpY6Fk9DK8yBvwZ0SIfEQEWbDHp11NHSBzIUXBMbF0NAOG3WmD3zeLX0grfpkOo4fFGVIihv4h3j/HGCpSBpWIx1AV5ZOYGokDUug8DPE+7eI0h7QPAee7qzTF3dC/5vw8YjXxPWBnnRCLA2vw9mBfvDHWBqKMjTlNTg/pK1fg9/G0gB8LTAPuzWWhndg7xDvn6MPiXLvZF/lPEzP4AdTopwLeE8HdAbmgtMinYcsftDwBmNFGQEFlmqFOb11rrcu6O2ATSJpGDMHnusK8P53YJ9Y5wKdWBbi/cdH1PBbFgbQlaUE/D6WhtfhK4G5YDQ2+DbsGegHMyUSGzRpz+EWUONCG48+zax3wQv6RMJ84I9OaX82UEMrDWwcFqjjuoCbTtCnQHEG/vBLgZ5aF7yAlHQ6/oWRzsMXSJ+JlFbujKRhD9KfPKeVV4gEo4oSv6BLQYS29QtR2hqmi862koDSKhFmI4suO9AZqKFLYJUIGsaJQs0QDW0SYSaw6CuxT2doizgPgeCaUp2k3JUOgW8P5T1TFNuCvuoc6v1fi6ThN0BPgIZe4HeRNHwlg/ffGqU9YB+BBYH3/yyJMwNuowznoY04frBcBj/oFHjPUNwrRYlQYKWMbZ1587J6Bc0FFwRe8+3AphHOQyI6CzDkPLRKAxtJBp6L6zP4wTcjXRNnS1gu2CtwfqTz8KUM/WA0EFSUISjwTUl/400qrreSwPWRNHxM0mcAp5XnI3n/phmu+QXA+AgaViRsQoC4zy20n5VBW4wXXYIjpC3aJcJMYOcHz2bwgyhs0KI0MXLjYyiEDYnx6JNi6/gAuq5QSEwGvmUtIEmSVYEdCDsXE4CvJkli265JMgFde3Bs3Y/qWnQHkCRL2kpIEuAb6HpXIbFpkiRrW2pw8U20rUNiKeDDETQUMTSRpa2XQ9erto6vAuMyfH7/CBqORE09JAT4fAQN+0GwX00Ajo+gYQtg1cDPRvEDkmQVYMck3A++QpI0m+soInokSTKVgfXV6sUE4OvW3p8kyST01du63o++OfGpJElC+8xQDQnwdcK9/wNJkqxhqcHFN9EZaCGxDLB9BA1fIdwPBDgggoYsfgC6Ll8RozOOzvBZyfj50PhEhs/GygW3RtccDYnJwAnWApIkWQ3YjnA/+FqEXHAiugZvSC44BjiYJAntMwMlZM4Ft0iSZE1LDUUMUej1+1X0eq79Ub0vtiNJVo+g5FuE54IroOM26/ga2r+FRoxc8CiG3/uzssEYueCws0GrGMkQeCfCB9zNwIciaNiWsOSnHJs4g7KMrdBZOKGxBLo5mmWsjz59Do0edAkLy5iCbvwSGv3E6Yi3zPDZScQBg0UMTWye4bMTiNPWO6KD6ZCYjG4WZB27ETAIc9GCblpgHVn8oAl9cGYdWf1gY+z94ANk84NJhIPrIkZWZPX+pQkHFaHxfnSGb2j0opuTWMZyrmTRsLWxBtCHQKERyw92Ipsf7BJBQ1Y/2C2ChiKGJnZD2zAkJhCnrT9CtlxwxwgatiUbgNk0gvdn9YOlyJYzhcT70NwqNHrQtxcsYxmy+VwfcXLBIuLHimjuHxo96H1iF3ofb5rhiBbieP+H0P4tJJZA+03rGAnePxrZ4PQIfmASIxkChz7lK0eWBgmN8YQPuEGfTlif0/GEP/UANegsg5VQDVme/pSPsdaQZfDRFEEDZLvOEsI7zCJGULiHOVnu/WbiXG9ZZgFDnOstNAksR4zzkPXvynreQmI84YMw0Ps/yzUUqiGLH5SI0x5FxI8Wso0nYnh/1ntfImgYKd6f5V6OpaHwgyKGMkZCW2fNBWN4fwvZ73/rpL8lY52Lci7Yl+HzSQQNRQxNtDD83p+QbdwfKxfMWmfWfjMkRoIfTMr4+RhssBE/GJG8dUSKcvE82Z56vhFBwyvo2kqhsUBEsnRYoRqyxDh08zTLeJVsA6ux7hjLmEO267UvggbQzQhCowPdHbuIURaiCyDNznBIO9nv1ZB4LcNne9F+0zpmkm05iFkRNIwUP+jM8PlWRLLMogzVkCVi+EERQxOvkO0NnDHA2xE0ZPH+cdj3g7PJNuAuRdBQ1hEanZE0ZBnT9KF9t3Vk8QOI4wdFDE28QDbvfyGChufJ9jZCljFTaLyCjvFCYx4iWfruUA1ZIoYfNJILDrcf9EfQUMTQxFtkg3iCdVvrfTwvwxEjJRd8LoKGrH7wYgQNz5EtF3w9goasbHA+9mzQJEYyBP4D4QlQG/CrCBr+QfgToG7g/Aga7iQcPAjwHxFpNVUg8hLwWIYjZiHypK0E6QEuJ/ypYAm4wVKDi3OBrsDPNgN/jaChiKGJ88jW1n+PoOEstH8LiT7ggggaziU8AWoDfh1Bw58I94N24vjBlYT7QQ/w+wga7iK8LQS4EZH5EXQUET9uJXywWwKuFpEsA9O6ISIzgaczHPKciJgmHyLSCfyT8Pu/F7jFUoOL3xHuB03AZRE0nIVuVhoSvcQZk44EPyhiaOI3hLd1u/u8dVxI+Lg/Vi54Odlywd9F0HA74f1PCbhORELHjmEh8iKQJbd7AZFnbCVIN5qbh14T/egGq0WMthBpB64l3Pu70PvEOn6H3tch0Yz2F9bxK8JzwX6037SOrH4Qw/v/wPCzwSvI5gcxckGTGLEQWESeRxPekI6+BFwSQcMCFD6EJGIl4OwIGkrAGYSZf5f7bIz4YSkARrvP/DCShp8Q1hZdwC/FfhYewG8J64B6gStEJMvM4SJGVvyGsKeePcBfRGReBA1/lYBX3/q1n3wQkSzAJjRuE3izVOdclHQn1LnEePiiMOrO/gA/EP3MxRE0tAJ/6A/og5wGcz9wsxJO7w/wg5J+5nRzDUUMSbi3is4kzPu7gR9HknIqYQ+iY3r/jwlLwrqAn4lIlteFQ+McCfD+fvX+vyEyN4KGvxE2Ju4HHhbjh/Eu7hB4PdAP5gH/iaChiKGJmwXeCWzrt4nw8EVEngXuIfy6v9Rag3uQenFfmPeXiADDnR/8mHA/iJULnjoCcsEzCc8Ffx7JD4oYmjhDArzfjYnPjDTj8tch3u/6h0siTby4lPA+8F7Xb1rHLejs7Hp5saBvTd9srsCxwcBcMAobxLHBDH5gnwsaxYiFwC6uQddjqQXzSsD9hD8hzRrXo6+e1GrsEjrtPRbwuxN96lBLQx86QyTG6+Ak8L/zoK+nRlv0QO8lwHh4MIYG4CX0VaBaN38P2l4xZgKBJjVPUdsQetD2ujaShiKGJuagr57Ua+sxRGrrBLo/Bvd2QEmqGG8Jet+EZBO4OpIGPgT/WaCJXuq9J1BqA/kI3JhkXzMuKKbDNa9BUqrRB3VC6ZPwUJJt2YbgWA2ufwTG1ALBXVA6Dl5KIi3DMBH+ey0099bQ0A19p0NbEueVsCKGLkK9fz5xXsUGeAS972uNw3rRfvKhSBpeRL03xPtviyEggblHwXNdNfygH3qeguZp8by/B7gb1VCtn+1Du+3oflCq7wc3xfKDIuJHAvJhuLFVvT/1uhfobwXZEa6PuPPNtSqn5gPxEnAf2V4VDo6p8J/HA7z/GJiZZFs6JkuE+sEC4uWCj54P/fVywT+DRMwFZ6Hj8xA/uDWShiKGIBJ4/gewoLtGW/dCzw3QvCTcEUnDnGNgZj3vfwLGTIXrYmhAr+d7qZ2Plr3/mkgaQCf5CNXbozw2uZFI3r8RXPt6QC74Cbg/CZ/BnSneA9c/BmNqgeAuKB0LLyb2y/LYhYiMyAIcjXbyO6Gv1XWiU7v7UeDbATyA7gT7IPqUZIyxhr1QM/0Y+gpcBwpa+9ELqw14BtgTveluAyYba9jcnYdjgB84PQvQm73X/f+rwKfQ19efAFYy1rAmMCuBH/XDcQJvCywQ6HVlgcAcgeOb4CR0DZb3GmtYFngYneG3PzoIaEVvwPKgpxV9Uv4ZNCne1lhDC9rB34zuevm4uwa63TXR6q7TC901sQDYf7jvpaI01NYT0VfIrgd2R8F/ZVt3uHtuX9fW+xpraAb+DMy4BXYUuE+gQ6BLoF+gXaBT4Ir9tB+cDRxnrCFBZwK+9H3YXuAG950dTkOnK7f8CrZHQdSZQGKs43PA3F3gIwKXue9scxq6nJ4H74cPO1/4WwQ/2ANYsCp8XHRWYIdAq9PQ7fQ8O0d942p0QGrtB5sBc8bDsQLfc33vAoE+ry9+rQ8+jb618CSw8nDfT0VpqK23QmfWfw6dUeV7f4/rg14BDkKXgfkfsIKxhrXdd3wf+DL6oHuBG3uUxx+zga8Ap7ixyDrGGpYDHgX+CByIrrOf5v2nAZ9FYfHWxhomosnPDa/C7gJPuvu9293/ra4/OH8t2Ntp2s9YQ7M7B4+iO17f6zyoy3lSuxt//AP1g3eALxprSNy18PLJ6gfXV/hBh/v3rb9RP5gJ/MzaD4oSv7i2PgN48SewncBNVdr6xtNhO3RMfloE7z+WgVzw76Tngve7e+IhNEew9v59gNapsJ/A76p4/9Nv6xjhOnQSyiRjDVs6PzgKHZNVywUPRl8/fjyCH6wFvJzAqf3wBYF3quSCX2uCk9F1TNc11rAcMAMdGx9Qww/OAA53fvDB4b6fitJQW6/gruML+uBggVfdNdbjxrzl8e+p412OAGxprGGSu5+ve0u9/+kq3v+7qfBRd/3tY6xhjOvXHnbefl+F97e5fvFyNAeaDRxrrCFx/fss1NtvdN/Z4TR0uH/fhPrBi+4etPaDY4A5e8JONXLBB+6KzwZbV4WPCZxbxQ+eeXswGzT1A6uSuD9oREWSJEejF9suIvKA+9nywH7A8ujF9h8RecL9bhl0gP4McKgYvPqRJMle6DTyg0Xk3+5nS6BAeFUUBt0J3CcikiRJC7pOyCRgTzFYiylJks1RCHWiiPzW/Ww8Cp3WQg3vYeBmESklSdKEJv7bAB8WkdybIyVJsibaAV4MfEdEhCRpRiHoBmjH8CRwNe68J0lyEnAcsKOIPGWgYVm0w3kC+LSI9CdJkqAd0ZbowvEvAFeKrh9IkiSHolPw9xSROw00tKBrgo4D9hZdq4gkSTYDdkB34X4NXQJivvvdTmhC9lkRibE+YBERIkmSicBVqLHt611TW6DXXAs62L5C9LUQkiTZDQWPh4rIPw00NKNrH20IfETKy4okyfrArsBk9OniPxB5yx2zCXqfnCwiuddicvfYD1CguKPoaziQJKuhSdHS6MOWq9C14kiSZCo68+LvwDfFwGCSJPkc+nBnVxG5z/1wOdQPVkD94HpEHnefXxr1g5lo/23hB3sAfwEOEZGr3A+XcBreg/rBf4F7UT8Yj/rBksDuRn6wGfp3fUdEznE/HI+2xdqoH8wAbmLAD85Br9kPi0iMDRKKiBBJkmyFzn77uoj83v2sBfX+NdG2fhC4xY0/mtD1X7cAdhLXJ+TUsDZ6L18AfNd9zxj0odj73MeeBK6RAe8/BU3GPiQGryMmep/fjI5zjvC8/0PoA/Kx6H1+pYh0uWMOB36O3nd3G2iYiK5JDOoHHe4XC/kBA36wC9oHHiYi/zDQ0Iy2wybovfyO+/l70bHYJBT6/kMG/GA66gffE5GzDDQkwPdQsLKjlNd+ru0Hq6PX0JXA8RZ+UET8cG19OgrZPiSuPVF/3xuYgsK1f6F7hpAkyRpoW18CfNvI+49FgefOIvKg+1k5F1wBhR//EbfsicsFb0T7pcOMvH8fNP85QESucT+szAXvwI1NvFxhPLBXOVfIqWFLdFmVb4rIed737MNALvgQmguW/eA89EHijkZ+sBbavn8E/s/lgmPQ/uf9aC74BHCNlwuejEKbD4nB2sDOD25EH3h+xvODHVDvK/vBP71x+2HAL4E9ROSuvBqKGJpIkmQFlD3cCxwpIiW0rT8MbIqC0ZnAPxnw/iPRSSgDuUI+DZOAf6P3+EfLYwz0ftwOvcdfRfOwsvfvju4F9CkR+ZeBhjHoPfc+NBec7X5emQteISJvu99tiuYK/yciuZemcffYj9AHTDuKLs9X9vd9GPCDq0RklvvdNLS/24qZcAAAUeJJREFU+CtwgpEfHON0vMsGSWGDxGeDlwIHldlgih/cCdzHwmxwDws/MI3hptCVhYEZwJtnPG4ZjKg/AzOA98p4XAtGM4IZmAF8dMbjyuafe0YwbgYwetNlepqD0YxgBs8Abs547KEYzAhm8AzgTE9z0NkLxYzgUVIYPAN4QsZjd8NgRjDeDGBguYzHboLBjGC8GcDAWhmPnYrRjGAafLqPAgmTGcG4GcDow58sx43HaEYwbgYw8PmMx5UfDBYzgkdJYWAG8GcbaGuTGcEMngGc1ftPwWBGMINnAGf1/vIMsFwzgvFmAAMTMx67CwYzghk8AzirH0zHYEYw3gxgYO2Mx65OMSN41BS8GcDAtIzHroHRjGAGZgBvlvG4ZTCaEYybAYwm71mOK+cMuWcEMzAD+HMZj2vCaEYwbgYwOibM6gcmM4IZPAM4qx8cRjEjeNQUvBnAQFPGY4/EYEYw3gxgoCXjsbtjMCOYwTOAl8147KYYzAhm8AzgNTMeOw2jGcG4GcAMPxtsJR8bHFEzgoddQMWJaggAWzY2DQLgKo3dUOJPgwDYOz43CCYHAPbqyAWCyQGAvTpygWByAGCvjgIEj4JCDgDs1ZELBJMDAHt15ALB5ADAXh25QTA5X+/CAATTIAD2js8NgmkQAHvHFyB4lBQaBMAVbZ0LBJMDAHt1nEIOEEwOAOzVkQsEkwMAe3XkAsHkAMBeHdPJAYLJAYC9OgoQPAoKOQCwV0duEEyDANg7PjcIpkEA7B2fGwTTIAD2js8NgskBgL06coFgcgBgr44CBI+CQg4A7NWRCwSTAwB7deQCweQAwF4duUAwOQCwV8c0coJgGgTA3vFWbDAzAPaOH5EgeNgFeCcoFwC2aGxyAuAqjZ0p8ScnAPbqaRgEYwCAvboaAsEYAGCvroZAMAYA2KurAMEjuGAAgL26GgLBGABgr66GQDAGANirq2EQjNH6XuQAweQEwF49DYNgcgJgr54CBI/wQk4AXNHWDYFgDACwV9cpNACCMQDAXl0NgWAMALBXV0MgGAMA7NU1nQZAMAYA2KurAMEjuGAAgL26GgbB5ATAXj0Ng2ByAmCvnoZBMDkBsFdPwyAYAwDs1dUQCMYAAHt1FSB4BBcMALBXV0MgGAMA7NXVEAjGAAB7dTUEgjEAwF5d02gQBJMTAHv15GWDDQNgr54RB4KHZk3ggfVbN0YN6Vl03Y7yukELrQGc8+vS1wHRNRW3Rtd1fQn4NwNrySy0BnBODelrBCfJeuiaNhOBN9E1tcprySy0BnBODalrBCdJ8h60c1oS7ST/LQPryC28BnB+HQutEezW+d0bhb3ldb1e9H43aA1gAw0LrRGcJMlkp2FldIH122RgXdHUNYBzalhojeAkScahi4dPQzd3eAC41+K8F+GFrtmzD7ASum7QrQysI5e6BnC+r0tZI1jXb90LTYZ70fVj73efT18DOJ+GhdcI1u/ZBVgP3cX1f+i5kKprAOfTMJWKNYKThf3gOeA6GfCDhdcAzqchdY1gt27WB9F7/GV0PauyHyy8BnA+DelrBCfJuugDorIfXMXAmuILrwGcT0PqGsEpfnC1iLyZ9/uKqAhdv3VHtK3fQL2/VX+18BrA+b4qfY3gRNdv3R1YAh1Y/1sG1pFbaA1gAx2nULlGsK7ruDc6KG8FrmNgXdGF1gA20LDwGsHqB3ujftAF3FLhBwuvAZxPw0JrBLs+YU/0YVkvutnL/a6PTF0DOKeG6VSuEbywHzyGnotyP73wGsD5NCy0RrD7nu1QUL2QHxRhFLq25K7AOmhbPwLc7rX1wmsA5/q6hdcI9tZv3Qht62fQsX+/O2ahNYBzakhfI7h2LrjwGsD5NKSvETw4F3wD9f5yLrjQGsA5NaSvETzYD+Y6DWU/WHgN4Pw6Floj2PX5e6G5YCt6PczyfjdoDWADDYdRsUawywXL+UEXcKu4dUWLMAxdv3VvdHJGK3AtIi/rr1LWAM79dSlrBCfJkgx4fwfqd2Uukb4GcD4NC68RrH1C2ft7gHsY2P8qdQ3gnBoWWiPYjTF2BdZF/eBRlIGU++mF1gDOqWEaFWsEp+SCz6L3fzlHW3gN4HwaGmWDg9cAzqchfY3gGmwwakQnzXCQwEuiO+d1iu7et0B0V9Hjm4xmAFcWPOrfBrsIPCHQLrqLX7fT0Cpw+hTdbCX3DOAUDe9S/8dhG4G73ff7GjoEzt9Cb4TcM4BTNPgzgssDi/Luut1oR9yFXpQfwGgGcIqO8ozgrVC40um+u5uBXa1vdhpMZgCnaCjPCN4J+I373gVOQ4crD6JtYTIDOEVDeUbwAWiCNd/TUG6XZ1FYbX8/Lm4FJgv81t1nC9x9V74H73setsVoBnBKW+8GLJisO0r/UAZ2su2WgR1Nn+rUGacmM4BTNGwCzG6C4wS+JPC209DlSqvAK/16b5jMAE7RMJWBGcEHuj6m1V3vXe76nw18nXg7/PozgndGZxuU+51uBu8ovQ8GM4BTNLw7I/gx+KDAXe46bK/wgwu2HvCDXDOAUzT4M4K3dP2c7wflXYb/QTFj2KbAFgL3VvH+326kYHguOWcAV2nr8ozgLV0fl9bWlznfNZkBnKLjFODVI+EDAn9zfV+rOw/t7t83XqEaTWYAp2g4HJj3PthRBnZzrvSD+2cqjDSZAZyioTwj+OOur13g/N/3/qfR5NBkBnCKhunAO03wRdGS5gev9uuDQJMZwCka/BnBn6zhB9+wvhYXywKJwNdczlVu6/I9+FK/JvomM4BT2tqfEXyIu578tp6Pbmr0VYxmAKdoeHdGcBvsJvCkG3v5ffECgdOW0g2Gcs8ATtHw7ozgpzUXvKdaLriZbno5l5wzgFM0vDsj+GL1pP9449BuGcjRL/+i+oHJDOAUHeUZwR9AgVBaLniT+/0MDGYAp2g4DJ0R/GH0wXgHC+eCDwAfsPzexbbASgKXex7T7a67ToH/XKwPq01mAKe09ZHA3Omwg8B5Vbz/3mc0F7wFgxnAKRp2BxYspbngjypywQ53Lp5s05zRZAZwioZ3ZwS7/vZt1/92effgy66fNpkBnKJhGgMzgg9G881K738H+BpGM4BTNPhscFepzwZzzwBO0fAuG3xKc8GqbFBgCcvvXkhLzMoFTnQnV9JKD3RfDN1jjBvZb+yjYGYX9FXT0Atdt0HflJybOdVq7H3h7g7or6ahH7qfhv414cuRNDShiV6/K5JSet3vzrI2fU/Hae47eqtoKLnfX2Nt+p6GI913dFXRIOhOuzOINF0fhVC9dTS0YwwFFrsCSwg85gYaklY6of9jOtgzBcDlsgTscRP09urgJ1VDF/Qdq4ZrmvCXy1jY5A/Q1aPmkqqhG3p+pINiUwBcLigInlPj3hd0AN6NMQD2NCwNPO/u72oautzvc23mVEPD+H3grnp+8Az0rwFfjaShCX0Q11/jXPQCbwGrx9Cw2BT4cK0xUB90Pwn9q+fcvKNOW18R6P0/j+X9G8JPXof+EvSknYcS9C+A/g/pDNwo3r8aHPMY9PfV6Ac7of8TmiCYAmCvPXYL8P4+NDmK5QfTL4DOen5wuiaIpgDYOw+rowlpLT9oQxPiAgQ3WhQA/0EUMlRt6x8odJwWqa3XQMcWPQHebwqAPQ3LHA0v1MsFb9Vc0PThr6eh5aNwX2cd738K+qfl3Mixhoam7eDy+doXp+ooQe+b0L+JzpaNlQv+mNq5YNmvrorlB+iEg3533VW7LtvRWenm37/YFHiPwBtSw/vnQ/92Ok4xBcDlMg2+8CT099fx/v30bRxTAFwuU2CvW6GvXi54jEJSUwBcLigI7qpzzfe4/toUAHsapqF+E+IHizUbFGUXTwosFUODiNBErEiSHdDZnxOrfWQsjDsA+nv11SDzEFjmXFhpvK6tlhpjYPwHoW+uTgWPoWH8P+D9E6h+rptg3JpQel5fk4oRCToDN6G6jjHuv9uJu0IjxHYV31UZZX2bU+N85YxtUeMfX+MzzejaiFWv3ZyxRYCGicCvkiTZIJKGxSHOQ9c0a6n2gRZo+jusJzU+kycWwFbbQ/+YGm09HprPhuVFX4czjx7Y4FNQGquvuqTGOBj7LRgnatAxYnX0HFe7950MSkTyAxQCr0wNP0DbqQ9dJsI8BMZfGeAHa0BpZjw/APW7hOrnYgz6xPzf7pWtIrKGLkNyJTV8pBnGrQ39s3T2V4xoYgR4/6Ow3XIqYmza7xNomgRNN+ts4SjX20uw/XrQ31yjH2yBpr9F9AO0LULGH8sBy8cQ0APv/zRIPT/4BowVBXgxYnVgArX9YBI6E+eoSBoWh/gM8An0XKbGOBj7bRgf0fun6dek3/sDMuhHl8MyD4Flz4EV6+WC28TNBVuugPVb6nj/WtD/QiTvF0hugw9MhiSpoiOBMcsCDw5vLtjkypbEywV3QK+5qv0g6t1XuCUKi2gs/onmNlW9f7K7LmN5/wuww9rQ31TH+y+H9WN5/1zYehvoq5cL/gZWiJULov2rUPuaH+t+Py2ShqnoOQjxg8WaDaLX4hrAhTE0QLzOFeDb6CCvZjTrZ04iTqL55aR2wg9oYwPHunVarOPT1cy2QsMYYA+SZOUIGnYDlqJ+B9sErJ0kyRbWApIkeT/6FCrkmmtBX8uy1rAsugxDrc6nHE3orGFrDWPQ195rJYHlGOc+W0TW0PWl9iXA0N39+ZkIGsYBX65l+p6GscBXImhIgP9rDuiLm8p9cZz4NmGDqxbgpEjg8UsE+AHaXsckSVL3nDUQnwr0JF2/MUlWjaBhVxSI1zvHzegmoVtG0LA4xGcIa+uxwN6uz7KOPYHJhHn/+m4dcdtIko2BDcbU8f4mINGke+8IGpYHPjYmwPsTPVdH2EtIxqF9fIj3j0VfiYwRI8EPTiTMDyYB3ykeRDUQzvupAYDL0aRtcWIkJd8hrK0nEM/7v5LUfuAAvJsLfsHt32AdhwXmgmOBPUmSlSJo2COBJZvq+EEzNCWwnlsr0zSSJNmQgTWh68UEdHkuaw3LoQ9Hhi0XXCxCr5/3Uufea9KHEkugS+NZa1gJ2CvQ+5vQpUKsNYwHvhiYC44Bvmwv4V0/CM3Dvm2twUVoLhjTD76cwQ+GlQ2iGmKxwUgQWBdf3oHwpzrLo4DQUkOCrgNX64mHH4IuTm8dXyRgEOZpODSChi+gHWxItKBrsVjHkYQZLqjWL0XQ8El0pmFITEA3s7OOjxAGokA7qQOSJAk9b0UMxMHo/RQSE9H71Dp2z/DZMcBh6AYelrEBsEqGz29NkqxoKcBtzLYj4X6wLPo2gKWGBPgs2fzAHkZpvxbqBxDHD44j3A8mAJ+PoGFxiC8S/jaJoH1WDA2hbT0e3aPBOo4iDHxCPO8/iHDvn4iOmaxjF8L7wDHAIW7zFrvQh/GrZThiS2sYlSTJFHRvhNBzsTTFg6hGYhMg9MGSbthmPOPRwbZtCW/rldBNgkxFoA/kQsfRQgwYlc0PYNH2g9BxWCw/OACdaRgSE4mTCy4OcTTZvD9GHpblPoqVC2bpT8YCn4mQC26M9q8hkQDbJvrw3CzcRLysbNB2YsIAG8ziB3uaatDIygY/FUFDtJnAq6DreYRGiWwD05CYSHjnAwo/rTWAvn6cRcPaETRkeaWvGd092DrWJeDJixerR9AwjWyDsBgzs1Yn23kAfS27iGyxFgGznbyIMetidcIHu6D33pIRNGTZZb2bbNA4JFZG138KjRh+0EK262E8cfqgkeAHa2b4bBNx/GBxiCx9ygS0z7KOaRk+G8v71yH8wSfo64LWsSbZ7n/TB2EuVic88QA9Z0tF0NCb4fM9gPXbCCuR3Q9i9MWLeowE71+VbLlgH/ZtvQTZ7rtxETRANj9YlHPBdciWA8XwgzUY/lxwcYis3h9j+aG1ybbEw0jIBceib3BZaxhuP8jKBvux74snkZ0NLqq5YDQI3JOx7vJi1JbRm1FDKYKGso4s0RlBQ9a/K8Z5yHLjQ/bzFhLlzVhCI0uHGRo9hM9IAr2GY7THoh5Z76OR0NbN2Ld11vqSSBoKP9DIep11RdCQ9e/K2ncXoTES2jqrj8Zo65Hg/SPFD7KMP2J4f+EHi09kPWexrresr/PG0JAFRMW63kaCH4wE7x8JfpD13IbOGi5icGRt6xj33Ujx/uHO+0ej95ePGU4NIyUXjMEGo0HgF8jWaY5Hd2S2C5Ee4LkMR5SAu001aNxD+MC/Fbg9goabCL+IO4DrI2i4Ad1pNST6gFsiaLg7gwaAByJouIdsA9K30J06i8gWd6L3U0gIcG8EDXdl/PwsRDqMNTxMtqeekK3fDIlZZBvIt2DsByLSBzyd4ZB+srdfSNxNNj+4LYKGLH7QSRw/WBziXrK19Z0RNNxE+L3Xjvq0ddyAjitCohe4OYKG/xLuB6C7hFtH1vHlK2Qbr4TEDLL5QQI8a6zhJbL5wXjgfmMNi0M8QLa27kdzN8t4nmwPPsYDD5kqEOkCZmY5gpGRC94RQUPWXDCWHwx3LngX2fyg6H8ai+sJ9/4e4nj/HYyMXDBLP/ii67cs40Gy+YGg/bdlFGxwILLmgjH8IBIEFukFziHgKZDoSbgekTcjKDmDcLN5ERHbwYfGmRk09AH/iqDhbMKfQjUBv4+g4SLCr7ce4BcRNFxPeFu0Aj+2FiAiTwH/C/x4B3BmxB16F+W4mvCn0O1EaGtE/kd4At2O9lfWGt4B/i1h938PcB4iprM/RP3gN4S1hwA3iMjrlhpcnAG0BX72ZRGJ8RAoix/0A1dG0JDFDxLg/AgaFof4MeFt3Q38O4KGXxE+46CZOLsQ/5Fw7+8jjvdfS/jsrzbieP/jhD+Iagd+bO79IrOBf2Xwg/Otk1H3QO5swv3gFhF5zVLDYhEibwH/ISzR7AbOcQmyoQTpAc4lDDyWgGtFdVtHllzweURmRNCQxft7gasiaPgV2XLBCyJo+BPhftAL/DyChv8QPrMuih8sJnEh4W1dAn4ZQcO/yfYgPEYu+AjhQLUdON1egryNjoNCvf9cieMHQWwQ9a3/yPCzwRdGCBv8ZwQN0WYCgw7k26gzAOmBvl7dPTZGXNoGC+rd/d3Q3w5fjaTh1nnwbL1RdCeU5sJJDqCbhog8D1xD/cFgCThPNFGw1tAK/IywDuhOEXksgoYScHyghtfQDjNGHE/9p2H9wGziJOWLfoj0o7ur13wK3Q3MgxfRGRLm0Qlf667T1r1Am5rBxTE09MDJPXU0lIAuNZqfxtCADu5C+rY+4u1K+xdgQcDn+onnB7fPg6cD/eD/IvnBC+jDxnp+0AGcJfogoYjscRP6wK/mgLcLSvPhRNdnmYaIPIPOvArx/t+IyDxrDYjMfwfO6qjjux0gs+EmRLLM2A/V0D8PvtVVR0MXMF/fXIgxAw7Uk0LauR34cwwBzg9qPhhwftAP/CSGBhRGhfRtncAJkTQsDvEd6oyBSkBnvIcvoBAvpK37gZMiabikDVoDc8GvRdJw8zx4PsT758G30YcltiHy3Gy4rqOOH7i++FxE5tpLkAXoeLBeHibArSLyZAQN/cA3AjR0A0+i0LiIrKHXz0+pA7vc9XYdItZvIYJI31w4sTPM+2cSZzYy7eG5YBtwSQwNaP8aMv6I9fAF1GdC+rY+4vlBFjYYyw9unQfPBTxh7wC+EcUPiAmBld5vB7xD+iCkqwTt+8CccXCo273dNBLYaT1YohteJ30GWK9A5xfgpclweJIkWTfsCtGw2eowbbZ2Lmka+gQ6fw3PLgMHJElivRg4SZKsCWwOPIN2xpUDAHE/fwb4SGK8G7TTsCy6w+LT6PWQ1iG3oTMnN0qS5L0RNLQAh6KvAnSS3hG1oUngysDWETQ0AUcAr6LnIQ0QtLvfb+fgeRGNhMifgf9Dz3NqW8+FF6fBe5IIu48nSdI8EQ4/Gl4Wvd7Snqq298Cb74OJCXwkgoZkPByyO8wt6XWV5jkdJZi/FfQmsJ+1Bhf7ovf8XKr4AapvNvDpGH4AfBjdeO810gelPWg7vQQcEckPNl0d1nynuh/0C3SeG9cPpgEfQPvitAe1ZT+4mALANB760HF34FFqeP8v4NkpcHCSJFk2qgmKJEnWBjZDvT1NQwlt66eBXZIkMd8AJ0mS5VeA3a6Fp6WG9z8Pz64CmyZJYr4ZUZIkE5eGg38Kz0oN75+vfrBaoveHtYZmdFfqV6jhB8Cb6KZFO0fQkIyHQ3aDef36XWmz4TpKMH9r6E7gY9YaXOyDXgdzSO+Lu9DrdW8ReTSShkU/dPb5nui5TPX+fpi3JfRF9P6PoeBhHrW9fw7xcsGPrA9L9MAbVPF+gc7j4uaCW0yFqXP1leiqfnA2PLs0HJgkSejO8eEakmStlWHzp+AZSff+kkD7TfD08vH8YDlgD9ST6uWC05MkWTeChgnAp6ifCz4O7CIRHtAuRvF/6NtA7Szc1iLQ9jQ8szJsniSJ+ea4SZJMWgYOOquO98+FF1aH1RPYIoKGMZPh8M/XzgXbeuCN9WFSrFwQ5R9lz031A7Sf7iOe9+/n6p/H8PnBTu+FJYeZDW5ejw2i5+d7iMR4O19DROIWmCLwFYFXRBPcPoHZAt8TBW3T0Jl4ZwCJ1fcCe6GzvvYSmCBwuMBToibXK9Am8EvRHfeWQdcduRQYY6hhc/RCPlpgjMAnBO73NHQL/ElgOroO5jXoGpCTDTWsiULNH6Gv9u6KznLpRzuiXnSa+XboQ4HzgCeAlQw1LIuuTXox+srpVsBl7rt7nJbbXJs1oU9/Xgfea6ihBbgOfco3CXg/+ppzp9NRQtfLOwjdxfNQYD6wraGG8utVj6G7zU5DZ9oscBr60UHJUcAk83txcS2wocCFAl3uvisJPCTwSdFdWI9A4eRWhm3djM7kmgEsJ7CmwM8FWj0NzwocKZrw7+aug30NNSTAqSjUXEtgJYHvCrzj+uF+gVcFjhdYGtgEhbDHWZ5/4HPu/G6J7nb/ZeBld733uT7yB+jOsVPRJOlMYz/Yw53fvYEJKIx5yt337gE8Z6F+sDS6nuLfjP1gM/e3ft75wccF7nPXQk+FH4xHlzS5w9gPpqF+e7q7PnZxftDn+uLykkTbW57/xbrAWIH9BR70vL9L4A8CG7nr8T/OmyYatvXaKHD8vmvr3d13+N5/JbCt503/A1Yw1LA8CsH/CDQLfFDgCncOelwfdIvAHqIaTkEfgK5jqGGiu8ZvACY6P/i9QKfXFz8scIDzg8PRBGVrQw3N7hw8CiyH7oL+M3TZqfL44znXV05y9+UCYD9DDYm7Fl4G1hZYUeBkgbc9P3jN+cEyaD/0DvBFy/sB+Kzzgw84P/gS6lG+H5wKrGJ6Hy7OBVZ2Oddsr61fcbnZFAZylWOM2/pYV+9m6Pd81d3f5bae7e75ldw9MQs4zdJ70AcOrWgfM0HgCNEHUuW+uFXgFwJrodf9Q2iuYun9W7pr/nOeHzxQ4Qd/FNiYgVzlFgzzAPTvexk49buQCOwmcJO7FnqcjitlIBf8PQpBLf1gOeARdGzcjE60uZzBueCt6IOLJuBk9KH9uoYaJqBLA97kvGED97dW5oIHAuNM78PFucC27vryvf8mgd2+q970A3d9rmXY1pPcfXQd0CKwkRt3+bngg+5+HAsc6e7TLQ01jHH9ycPAsqK54C9kcC74tMBnRa/H3Z3372OoIXH96iyUCa3k+t3Zrh/ud/3yV10/van73bGW1wBwjPODzd33fAUdo/p+8D3is8FWhpcNbuGus7ps0PQeTNMS+wsGFRgvMCHlhJg2Nj4AXljDWIFJUvE91o2ND4AX1jBGYHKKBlMQTAUArvhdE7AE0JTyczMQTAUATvmuyZU/d78zA8FUAOCK3yXOKBZqcwxBMBUAOEXDRIoBR9yiA9/Jkt7WZiCYSgC8sIZJAmNTjjMDwVQC4IXPxQSB8SnHmYJgPACc8rvxpPvBVAxBMB4ATvndWHf/V/aPpiAYHwAv3BbV/MAUBFMBgCt+l+oHRTEu1dvaFARTAYArftfsfDfN+81AMJUAePB5aHLnIc37T8EIBFMJgAdrqOUHZiCYCgBc8bvy+GMh78cQBFMJgBe+Lqv5wXQMQTAeAE75XaofFMW4VG9rUxCMB4BD2xpjEIwPgBc+D7VyQTMQjA+AF9ZQKxc0A8F4AHih8zrQF6f5gRkIpgIAp3xXtVzQDARTAYArfpc4DWawpygppfr1ZgqCqQTAgzXU8n4zEEwlAF5YQ7Vc0AwEUwGAU34/gXQ/MAXBeAA45XfV/GAa9mxQAfDC1+VQscEBALywhlQ/iFmG5EsCT4xJY1MLANc/1qSxqQWA6x9rAoKpAYADjjUBwdQAwIHH5wbB1ADAgcfnBsHUAMBFGTkFAxBMLQAcdnxuEEw9AFz/eBMQTA0AHHCsCQimBgAOONYEBFMLANc/1gQEUwMAF2VkFIxAMDUAcMCxJiCYWgA47PhTyAmCqQWAw47PDYKpAYADj88NgqkHgOsfPx0DEEwNAFyUkVEwAsHUAMABx5qAYGoB4PrHmoBgagHg+seagGBqAeD6x5qAYGoA4MDjc4NgagDgooyMghEIphYADjs+NwimFgAOOz43CKYOAA443gQEUwMABxw7DTs2mA6A6x9rxQarA+BhKsMuwLKxyQGArRqbHADYqyMXCCYHAPbqyAWCyQmAvXoaBsHkBMBePQ2DYAoAPKoKOUAwOQGwV0/DIJicANirJxcIJgcA9urIBYLJAYC9OnKBYHIAYK+OXCCYAgCPmkJOEEwOAOzVkQsEkxMAe/WcQoMgmJwA2KunYRBMTgDs1dMwCCYnAPbqmU4OEEwBgEdNIScIJgcA9urIBYLJAYC9OnKBYHIAYK+OXCCYHADYqyMXCCYnAPbqaRgEUwDgUVPICYLJCYC9ehoGweQEwF49DYNgcgJgr55cIJgcANirYxr52WBDANirIy8bHHEAWGSEQeA8jY0BAM7b2BgAYK+uhkAwBgDYq6shEIwRAPbqywyCMQLAXn2ZQTAFAB6VhQZAMEYA2KsvMwjGCAB79TUEgjEAwF5dDYFgDACwV1dDIBgDAOzV1RAIpgDAo67QIAjGAAB7dTUEgjECwF59p5ARBGMEgL36MoNgjACwV19mEIwRAPbqm04DIJgCAI+6QoMgGAMA7NXVEAjGAAB7dTUEgjEAwF5dDYFgDACwV1dDIBgjAOzVlxkEUwDgUVdoEARjBIC9+jKDYIwAsFdfZhCMEQD26msIBGMAgL26ptE4G8wFgL26GmWDIxIAi4xACJza2Lqx0rdEN1KaLbqZ0TnioCCGALhqY+s6HUcLPOY0vC7wF4Et3OfNALCnYTAI1jWVDxLdTOhtgTcFrhH4sOhNbwaAPQ2DQbBu7rKX6GYubzkddwh8VLTzMwXAno4BEKzXxPYC/3Tn4B3Rjb4+LXrOTAGwp2EQCEaToj85XbOBJ4EvAEtSAOBRXagEwbCZwMXuvp8t8LjoBl9LYAyAPQ2DQTCsJ/Br1//NFnhO4ATRgbYpAPY0DAbB8B6BUwVeFJgjMEvgdIHV3efNALCnYRAIdn3MN9Hdo2ejkOhcYH33eTMA7GkYDIK1Pz6qhh+YAWBPwyAQjG5geRBwH/A28CZwLbCTO09lHy0A8CgrVIJg9f5DRDePeMf53tUCOzrvNwPAnobBIFi9f2+BW53vvy1wm8A+on2gKQD2dJzi7vF13HX9IeAqd72/4+7LTznfNwXAnobBIBg2FbjI84MnBI4V9X5TAOxpGAyCYV2Bs0U3+Cr7wYmi7WAKgD0N0/FAMPAe5zsvuv5uFjpuL/tBAYBHaaESBMNqAqc5z5/jxgA/EniP+7wZAPY0DAbBA7ngczKQC/5GYD33eTMA7GkYDIJhCYFj3Biw7P2XigMdGAJgT8NgEKx+cLDzg3Iu6PuBGQD2NAwGwQN+cIvnB3cI7CuaC5oCYE/HuyDY9XM7VPjBQ2iu1kIBgEdtoRIE6/2/o7vOy3n//e4+GI8xAPZ0DAbBsLm73/1c8BjRXNAUAHsaBoFgYD3gN+i4aDa6qewJDOSCZgDY0zAIBDvv/1GF958GrOZ+bwaAPQ3TyM4GTQCwp2EQG0RzsaNR1jMb5UF/YSAXHLEAWERGJgT2G/s7cGUJOgTaBcQrPQIdj8LVTcYAuLKxPw43lmC+6G6OvoY+gba34PYWYwDsaWgBrtkc7u/Xjm9BhYaSQGsHPLqcdpZmANjT0ASctzo806ODr0oNIrCgD2atqwMEUwDs6ThpKXijVXfVbXV/+yANJXhnB/gvxgDY01AGwTcB7eiOluKVNtfpXEcBgEd1AY4YD3NfV+jR7u538UpbCRYcqIPMGRgm/J6G3ZpgwUNwlWg/2FOhoaMEHd+Hf2AMgD0NmwCzL4W/C3SK7qzra+gS6LwSrsAYAHsapqIg+J9Ah7v3/Puux/38aowBsKdhaeCB/eDmWn7wNtwxwRgAexrKIPgB4A33t/rnoeT6n/+566EAwKO04EDwB+Dekj5wTfX+dpixjCYDZgDY09AEXLAGPNkLM6t5fy+8sJY+BDUFwJ6OU9DE/2F3fZcqrvsF6IOQuzEGwJ6Gw8fDvNfg5lp+cIjCe1MA7GnYpQkWPAD/quUHP9K+2BQAexqmo7Dl70CnK35bdLmfXU4BgEd1wYHgv8PlVby/U6Dzb9rWpgDY07AGMOvkOrngDPh3kzEA9jQsAzy0P9zgvL8txfvb34DbWowBsKehBbhuS7i3Ti74yDL6QNAMAHsamoDfT4Wne+H5Gn7w4lo6ccgUAHs6TkZhy4M1/OAd4C4KADxqCw4ELwOvtMMMqZL398ObH9DJEKYA2NNxZAvMfUMfelf1/k/q2ONhDAGwp6EMgq9yuU5PxTXf7n5+JcYA2NNQBsGXB3i/KQD2NEwjnA2aAmBPQxkE34jyoNaK89CHsqDbGcEAWPSMDb+IauW/8NmOhW/4QaUN5FH4dywNd8OHO6C/loYOkOd0RliUndUfgfVaobe/hoYukNfgrdci7a78Ciz9NrT21GiPXijNgc5ZsGKU9oBxL8ErnTXOQ79eE30PwMYxNDhTuq/ihk8rpRidT1GGsEDyLMxor3G9ufu/dDfsGkvHDPhHW4CGO4129U4r98Jp9TS0gdwPv4ilAfhMymA/rVwbS8M9sEOgHzwRyw/QWZ+VA8C08naR/Izu8jCsH+L9r8AbL0dIfkSE12HZd6C9t473z4aOFyM99EQffrwWcM33AhtEaQ9InoGHQvzgHtgt1jUxA/5ery9uh9JdOTf2rNMePwxoCwF+FUtDUYam3Ac/CfH+e+HMWBr+C0cG5oL/iqXhHtipnve3gzwLj0qkB6+PBuaCr8KbsfzgVVjmHWir5wdz4vrBOPTBZ73+pw/YMNY1UZT45WVoeQXe6KpxzfeDtELvo+6NAPOiueCjAd7ffzd8JNa5QCfB1LvmS8BRETX8OND7fxpLw0hgg8CHgf6A8/AYkXJBk79juAVULfqqyZu1GtkrHdLAxmGBOh4M1NAqsUAQ/KW08JOnhUpJn4jEAUHwvZI+9a+noVvgZ5E0HCoLP4FP09AvcHUMDcC27glPSCf4VNR7pChxiy6zUjnbs1p5NJKGtVz/FqJhtuTYubSGhiUzaOgUWNpaAzoD5c3A+64DtzREhHNxfwY/2D2GBuASFn4DIa20ExEEFWUIClwe6P1tAp+NpOFHpYVnAKZp6BI4I4YGdDmGEN/tB66MdB4+FDL+cOWxSBrWlIBxmOcHYyO0xRKujw3pizuJMCuqKENUYEoG7+8QWCqChmbRpQZCNWTeSDJQx8MZvD8OCILLMvhBHBAEpwb6QbfAT2JoAA7L4AfRHgwUZQgKHFUKy/v7BC6LpOEjEp4LPhxDA7ocVqjvvk2cGfhLZdDQAUyJ0BZZ2WCUBwPoTOCQ89BKxElieUsTIzd2Q1+HDIkxwJfMFSTJ+4H1Az89CV2n0lrDssC+ia4zV/ujuh7eN0mSxFjDWOCLib6OVE/DOOBzJEndzzYQ30LPcz0NTcBOJMkqETR8HT3PIfGeJEm2iKChiKGJbxJwvblYiySZHkHDl9D+LSTGomsgWceh6NPlkCihwMY6diXcD8YCXzZXkCTrA+8P/PRkIvhBkiRLA/sR4AdoP/WNxNoPihiaSJIVgD0CvX8ScEIE7x8HHJvoTNx6GsYDx5AkdT+bTUKSoOvdhfTFTcCuSZKsaKnBxTcJ9/41SJJNI2j4AgSP28cCe0fQcAjZ/OCICBqKGJr4DJrIhkQJhXPWsScB/Y+LMcTx/g3RdThDIlYuuBywVwY/+FakXPC4QD8YBxxl7QcusvjBzkmSrBRBQxGxQ6/fbyVheX8zsJe7T6wjSy64rusvrOPLhOeC49F+0zoOI9z7BfUP69idbGzQ3A+SJNmA4WaDRjGSIfDe6IyDkBgL7BtBwy6EnyNdoN4+4d4OffU3NFZ2xTLeR3jnA/r0dTNTBUmyJLoRQGj0oNP1reMjaFuHRAv6MKOI0RkfIrytx6L9hXXs6+oOiSWI0w9+gvAB0ERg/wgasvjBGHSDGOvYhfDrAWC7EeAHKwKrGmsoYmhie7K19WroxiCWsSHZrnmAjY01LI2uAxcavWjfbR07En4uxhHHDz7q6g6JJdznrSOrH3wigoYihiY+TviDj0nEaeusuWAs7w958AoDm1daR1Y/WBVYwVjDBoSfB1AQtImlgCRJpqAb34VGL9p3FzH6YnmyjV970I0CrWMHwr1/DDppxTr2IVsuGKMf/DjD7/17Mfx+sDPZ2OD2I3UyzkiGwEtl/HyMmaeTCL/pQM9nFoMM1ZDl4ukjfNCWRUPo059yxNDQl+HzzRE0QPiMhLKGyRE0FBE7tMMOTbZB+4lQc8wSoU88y5G13wyJrNdwjPMwWv0gy8OzUA1Z/KCXOP1gEfFjMtnGaH3Y33uTCZ8JiPustYas3t8UQQNk84MxkTRkvZeXjKAhNAErR4zzUMTQRNa2jjHenZLx81nHTCExmWzeP5Yksc6vR4IfZM0FF2U/KCJ+TGa421rv42z3/qKbCxZ+oJHVD5qxZ4MmMZIh8CvojNLQmBNBw1vommah0YlIlg4rVEOWJGwcunujtYasF/zbxhrmkg2o9EXQALoTZGh0o+uYFjHaQhf9ac1wRCd6n1hHlnu5H90R3jpey/j5NyJoeJlsg8FYftCV4fNdiPRG0JDFD8Zj7wdFDE28RbaEexz2131W7x+DfT84J6OG/ggaYGT4QZYxTQndPMk6svpBMQYavfF6xs9nvTZC4mWy5YIx/C5rLtiGSNaJMyEastQ5Fvtz8TbD7wdZc8FYflBE/JhNtuuthHVb633cnuGIkZILvhJBQ9b+Pat/hERWNjgS/KBD7NmgSYxkCHwRCtFCogP4XQQN/yCc3vehG/ZYx21kM/57EJlrqkDkObLBpbnAI8YauoAbCAcgzcB/TDVo/InwV7IE+FsEDUUMTVyMzqQMiQS4PIKG3xE+AOlGr0/rOJ9wANJKnL74YsLvuw7gvAgariSbH1waQcPtZPOD+0SkgMCjM24ifNa3AHcgssBYw1NkG8i/BTxhKUBE2oFbCff+BLjRUoOLiwj3gyaG3w86gT9E0JDVD34bQUMRQxPnka2tz4+gYSTkglcQni/HygVvyfj5uxDJMmklJJ4hGwh6B3jMUoCIdAA3E+4HTWjuWMRoC71+78p4VNb7JCTKmzGHRBPaX1jH79D+LSS6gT9H0JDV+2PkYVn9IIaGrGwwRi5oEiMXAos8AjxTCkh4RQf9F0TQ8Dbw71LAwF/0M7+IoKEH+E0pYAaa6AV/hrkGjdMloAMqaeLx4/L2icbxYwl4+lJSWHQBOliwjrMJewrVD9wmIjGexhUxNPFLCTD+kn7mekRizID9gwSAoJIOiF9A5MEIGq4h/KlnL/BPawEi8j8USIUA0AT4vbUGRN4B/jWcfiA6s/hswmYkx/SDImKHSDdwbilgwOt80b6t1cdDvV+vtzjefwZhfVA3cJ7oQ2PryOIHNyASY1bknzL4wUuI3B9Bw3WEJ6N96MOzIkZn/IvwhLsL+Le5ApGHgOcy5IIXRtDwJnBtKeD+j5gLdqO5YIgftBPPD04bIX4Q0gd1A+eLSJZZe0WMrDgj8HrrBs5x94l1/EICxv0uN7jO9RfWEdqvCfC8aL9pHf8m/G3IHtQ/bENkBsPMBkXkLfRchEwKiOMHRjFyITBwEPx6ATTVauxOkP+D65M4r/+yO5z7GjT31wB/nVD6FTyTwNMxNGwKf34MmnpqDEA6of/vMH85nSlmHivDv2+C3q4a56Eb+u6C0jr6lMQ8Erj3Inirs8b10At9z0LT1jEGghovAjOo/RS6H723fhNJQxFDEAk893N4otb11g/9b0Dz3nBuJA3zT4SrO2tcbyWQVkgOhV/H0IBI/+fh9/Wmn3UAX4A/RFgCoRy/Rk29lvkLOgswyuzXPeC3rwb4wdnwXAJPxtCAPglvonZC2o8+ib81koYihiC2gD8+AU29dbz/rzA3gTtjaFgR/nUr9HfX8f47oDQ1wgMgF3ej93StB7B96OyMP8QQkMDMn8L/avXF/dD/JjTvBedE0rDgRLiqnh+0RfQDEeknfHbNn0QnMhQxGkOk71j4Qz3vbweOhQsjLIcHwMHwm5Bc8CS4LoF5MTTsAee8HuD9v4AnE3g2hoYt4c+PB/jBZTB/BbgjhoaV4KpboK9eLnin+kGUXBC4B/WDWmPBqH5QxNDECnDHZTCvs8b11gt9j0PTlnHehCSBZ38BTwbkgmP2iJf3z0MfwNZiD4LmSLG8v49wtnJhrCUQRgIbRN9waqb2mLSEcsEobNAkRGREFnQHwAUHw+cEHhJoF+gTEFcWCLx5JxyBgrkzgMRYw+bAnI3geIGbBDoFuis0zH8Nvgw8CPwFGGOsYU1g1nJwZgn+ItDldJQ1tAq0d8Kpic7Yuw2YbKxhWeDhcXBJH/zKfX+7p6FdoLMffjdBZ+A9AaxkrKEFHeDd3Aonub+71dNQPi//WBV+gL7C+l5jDU3oU6XHgM+jncsCtOMV9MlXBzr4+iK6fvC2w30vFaWhtm5GX6eZ8TJ8UWCeu9/FlR6BDoFbNoevoEugbGWsIQFOBV66CY4QeKNCQ5+79x45HD7rrsV9I5yLzwFzz4TDBJ4TaBPodxpK7j584Vw4DB2YHxdBwx7u7/sc8BCad/Z5994CdO3JzwIvAD+J4AebAXM2hG8I3FjND96ArwIPoEvBWPvBNOd3P0FfMep0pXweWt25+SFwteuLTP2gKENTgLWBV1aA00pwWTXv74DvJbr00c3ARGMNywOPjoc/9cGva3j/b8ZrcvA/YAVjDRPR13lvAL4LtLnrvHzNl++By4EfoevgrmOsoRn4I/DoS3CcwNwUP+gUuHVLHQ/OA7Y21pAA3wdevgEOF3i9ih88+jkdFy8A9otwXX7W+d1hwHOuLfpdW5Tcv190v38H+NJw30tFabitjwXmnKXeP9P1OSV3vfW7f8/8hbb1HOCYCBr2AVo/BZ8VeFiq5IK36zU/CzgtgvdvCczdBL4mcHMV75/3GnzJjU8ujuD9awEvLwdnlOBv1fygU/3gOvS1+EnGGpYDHhkHF/XBWTX84NwWzZUej+AHE4Dr0eWSTq7hB1eg4+fXgHWH+14qSkNtPQm4JYHrOuF77vry8/5Oga4S/G05OB1dtnItYw1j3P388CvwJVk4F+x2Om7eRMf+c4EtjTUkrl+bhfZzbzKYPfS5cf8MBnLBfSK0xzGunz8MeL6K988EPo3mgsdG0LAX0DrMbHAL187Hu36oE52JXm6PBSj/+TLKBi+19gOzv2W4BdRo5AXAXu/+HDYSOFPgEoFzBfYQaHafn2bd2DgADBztaVhL4AcCFwucL3CgwDj3+WUwBsE4AIwmNonTsJLAiQJ/FrhQ9EaY5D7fgjEIxgFg1wk2Ow1TRMHYH0VfT/yqwLLu803oLBEzEOz+ruvQJHeS0zBB4DMCF7j2OElgVe+YkzAEwQwGwCu4n40FPo6u1XMJCl7W9Y45lAIEj7qCB4CB5UQEgXECnxQ4z/VBpwqs7R1zBIYgGA8AUx7UQJPAbgLnCFwq8BOB6d4xu2EMgnEAmPKgBhKBD4q+Gn2paCKwnbj+CdgEYxDMAADe2/vZhsCP3X13LrAnA34wFWMQjAPAwOff/TmsKfB9zw8O8vxgaYxBsOdzpzNwvlcCTnDX64XAUeW+H90UrgDBo7DgADAK/crev4rAt533XyAKRcrePwFjEIwDwCj8LHv/0gJfdt7/R4GvCCzjPl/2SDMQzGAAPNH72RHuuy4CvgOs4h1zCoYgGA8Ae34wVmD/Cj9YxzvmcAxBMB4Apuw76ge7Oj+4xPnBJt4xu2AMghkAwB/wdG2Nvu54KXAWsL3XP02nAMGjsuAAMLCZiJS9f1vRiSCXuv9u43l/OWcyA8E4AAzs8e7PYWPRXPBSd+3vLtDkPr8GxiAYB4CBz3kaKnPBA2RwLmgKgnEAGB0Tlv1gZRmcCx4pg3NBUxCMA8BurOH7wZdkIBes9IPfYwiCGQyAa/mBnwueTAGCR13BAWB3HbeICAKT3HV+gbvuvy2wsvt8gk4AMwPBeAAYxzhEc8ED3H1/sesH1vKOORJDEMxgALym+1kTsDv6xtGlaK6zsXfM7hiDYAYA8Oaerm2AXzkNvwK29bx/U4xBMA4AM7xssAyAj/Z+tpa79i5G100+kIXZ4IgEwcMuoEojDwbAYceZNTZpADjsODMQTBoADjvODASTBoDDjjMDwaQB4PBjTUAwKQA4w7EFCB5FhTQAHH6sCQgmDQCHH2sGgqkEwOHHmYFgUgBw4HFTMQLBpAHgsOPMQDApADjwuAIEj7JCGgAOO84MBJMGgMOOMwPBpADgDMeeggEIJg0Ahx9rAoJJA8Dhx5qBYCoAcIbjplOA4FFVqATA4ceZgWDSAHDYcWYgmDQAHHacGQgmDQCHHWcGgkkDwGHHmYFgUgBwhmMLEDyKCmkAOOw4MxBMGgAOP9YEBJMCgDMcawaCqQDAGY4zA8GkAeCw46ZhxwYXAsCBx41YEDzsAlIaOTMAtmxsGgTAKY3dMAimQQDsHZ8bBNMgAPaOzw2CyQGAvTpygWByAGCvjgIEj4JCDgDs1ZELBJMDAHt15AbBNAiAveNzg2AaBMDe8blBMA0CYO/43CCYBgGwd3wBgkdJoUEA7B2fGwTTIAD2js8NgskBgL06TiEHCCYHAPbqyAWCyQGAvTpyg2AaBMDe8dMpQPCoKDQIgL3jc4NgGgTA3vG5QTANAmDv+NwgmAYBsHd8bhBMgwDYOz43CCYHAPbqKEDwKCg0CIC943ODYHIAYK+OXCCYHADYqyM3CKZBAOwdnxsE0yAA9o6fRn422BAA9o4fkSB42AVUNHLDANiisckJgFMaOzMIJicA9uppGASTEwB79TQMgjEAwF5dDYFgDACwV1cBgkdwwQAAe3U1BIIxAMBeXQ2DYHICYK+ehkEwOQGwV0/DIJicANirp2EQTE4A7NVTgOARXsgJgL16GgbB5ATAXj0Ng2AMALBX1yk0AIIxAMBeXQ2BYAwAsFdXwyCYnADYq2c6BQge0YWcANirp2EQTE4A7NXTMAgmJwD26mkYBJMTAHv1NAyCyQmAvXoaBsEYAGCvrgIEj+BCTgDs1dMwCMYAAHt1NQSCMQDAXl0Ng2ByAmCvnoZBMDkBsFfPNBpng7kAsFfPiAPBQ/dF2gB7A/sC70tp5NwAuG5j63q6ewrsJ7CZeL/DCACnNPYgEAxMQQHNx9D1VJq935kAYK++VBCMJlkfcRp2xK1d4n5nAoC9+tJBsK6pt4PAxwR2kcH6zACwV+dCINhp2wrYz3WUy1T8zgQAe3UuDIJ1nbXpAh911+aqFt9VlNTr8IPumt8NWNr7nRkA9upcGARrW2/qtfXK3ufNALBXZyoIBtZ3/fDeVAwwMALAXn3pIBimCewtsK/A+yuOMQHAXn3pIBhW9Pxg8wo/MAHAXn2pILiOH0zDAAB79aWCYDTJSvWDohgWXT9xN+d5HxS3jqVrAxMAXNGmC4Fg1Pt3dm39IQZ7vwkA9upLB8Hq/R9y52Fn8TweQwDs1XkKFSDYaduadO83A8BenQuBYNfnbwJ8FF3TfJWK35kAYK/OVBAMvLeGH5gAYK++6aSAYNdHl/OD91t8V1FSCrzPee7eAtMq2sAEAHv1pYJgFM6W23r9it+ZAOCK71oYBNfOBU0AsFdfKghmsPd/kMF+YAKAvfpSQXCFH1TmgiYA2KsvFQSje6vs4DTsXKHPDAB7dS4EgqnhB0WxK8A4d52V29ofm5gAYK++dBCsa+l/0I0/dhOY4h1jBoC9OhcGwQO54H6uH1qpQrcJAPbqTAfBsL7nB2tUHGMCgL360kHw4FwwjQ3mBsBefdPIzgZNALBXXzoI1r22yvnBNmLQ5wbpif4FulD07ejuefNcaUcH2PtiDIDTGrsHNhD4l+gOjvME5ovb1VbgiDHGADilsf+CDkb+5J2H+QzsaP9NYB0MAbCnwQfBq6Ebd7R5GsrlNGB1DAGwp+FdELyr3vDfE5jj2mG+a5N2gXNuUY2mANjTUQbB70N3bXyVgV0c57m2+QuakJsCYE/DocD8MbrBxiECzwq0eeehU+A68TZ4KUqu8z0G3cHzjZS2vhh98GIKgL3vPgKYOwa2Et1d+znX78xzpUvg6h7YGGMA7Gl4FwS7vnaG63/neefhTnQQbgqAPQ0DIFjN7TavLy7f+/8ThSGmANjTMBUHgnvg/QL/TPGDFwQ+O8YYAHsafBA8zflBR4UfvAV8y/VBL2IEgD0NPgheDfglOsiaX1FOp5gxbFPU8y6quN4WCLwhcPzKsB6GANhrax8ErwaczcLePw/d0HQqhgDY0/AuCN4PpopuoDY3xft/808df5gCYE/HKajfr4fu4P16ih9cgsIXUwDsaXgXBKO7Zz/ntcc8oAsdq03HGAB7Gt4FwSh4ftjrg+a5//8v+oDAFAB7GqbjQDAKv25l4fzgMQw3tFvsiybYj7h7rey7nQK3i+ZopgDYa+t3QTCwnfOdyrZ+BIW/pgDY0/AuCO6BDQWucmOvcl/c5nLBw8cYA2BPgw+Cy2POtFzwG8C6GAJgT4MPgqvlgvPQHHR1DAGwp8EHwaujkG5uxfe3oxterYYxAPZ0lEHwe4GvuP+v9INLMYJwi3tBAe+PUq61NnRcshqGANj73ndB8CqwrsDXBd504y8/5/7zq3pfmgJgT8eRaC64peiG9jMr8v4ugat6YCOMAbCnYQAEK3RN84M7RPtpUwDsaRgAwcpAbk/JBR+RgXzVDAB7GqYRzgZNAbCn4V0Q/AqsIbqpZmV+8KbANyXyjOFoFbs/9GDXoUuV0uWKaSP7jb0LvNEFPSUoCUhl6YOOi6G7ybiRKxr7caAb6KtyHjrdeTBN+D0NLc5Iu5yOWm3xN0vT9zQ0LQsXPgad/XqxL9QWJeiZDd3raRJiCoA9HSe7v7OjynnoA3rQBM0UAJdLExx6LnT3VTkPotdqu8BuMb5/cSnoDIPra/RB5bZ+CuOE32vrIy6s0dYlKHVDzx6aAJgCYO887Obd39X64m53nkwBsKdhk0OhtQd6qlzz0gtdP1CNpgDY0zB1Z3i9nh9cqn5gCoA9DUujgKOWH3Q4Tzgzkh+MB26s4wed7r5Y2vr7F6uiOxfPE+hLu976oeNW6JpgnPB7bT0BhWwh3n9JLO9fHv78FHSWanj/29C1jk4YME34PR3fD/T+Z2L5AQqCu939laah5DS8hTEA9jTsksEPTAGwp2E6mpD21NDQDnw/xvcvVgVOduNJSSs90HOYwhhTAOy19eZo/bXautw/mQJgT8Mau8Eb3bW9v/NP6v2mANjTsAz6RmRPHe/vwngykKehBYVt9by/C50QE8UP0AfgXTX6wR6n786IfnBKgB/MB6bH+P7FpQBLoWPeam3d7drhFgwBsPf9yST44e3Q1Q8dVcYffW3QswU8iTEALpcmOPJPAbngbjphKcrDB2D3k6GrV6HzQhrKfnC49temANjTsOlhAbngKXpdDCsbvCgyG9wMHm+F7lKV/MD59i0S8e3MMUSKJEmmA+ejSUi1GI82dHMMDaInd3KTwqDUaIYJ+0PPwfqkKkZ0ACugr0FUixbUcKaIuzqMo9vTkFT5zHigH+0A+60FiEhJkmTpXhjbVKW9Exi7JMgTsFKTGkaMWAIdhIyv8vtmV5YlkoZ+aOkFadZ2T4sEfU3r7yTJhoi8EEPHYhA/Q1+xn1jl9+W2Xh69T82jHyb16pektnUCyTgYe5X2U90xNKDXO1S/5kH7hpIr5iFQ6ocxzTX64jEw/gToPok4vuT8YIl6fvBx6Dkwnh90Ut8PJqB+sFQkP+hBr/laftCCzqC6HPhwBA2LfiTJRPTh65JUOc9NMGFr6G2HpZI4bd0FrEiY9y8T0fuX7YWxSQ3vnwLyFKwY0fuXYpi9nwEvquX9Y9H+pyeShnIb1PODcpIeI/rRv7NqX4yeq+OTJHlERC6PpGPRjiTZB32zpNoYiLEw9vfQ/4dI3o/W20ztto6dC/YEeH/LgdBzaI1zlTPK3l/rPJS9fzhzwRa0zaLlgkmSLI2O86q191i071kR9bAYEeIHSwA3JkkyTUTaIulY1OMy9M22aue57DUrEiEHEhFx7KGpqYqGBJonQPM9sHzTMOeCV2s/FSUXFGjuQ3Otap8ZC2PPg/4LInm/ywXH1ssFvwPd3x1mNvhJ6DkkUi4o0FFyfXG1jhj1og8Av0JnZ5tHU/2PNBwnUnuQWY7x6AyNGHFsNeDox1jthL5NksSAD5+k+oDfjzHAYc4crWNbdAp8jWsN0HO1dZIk65srSJJpCew6rk57jIGkSQHFLvYSkknoa2+1BmHlGAt8yloDSdIEnDI27N4Yi74yWUTGSJJkSfR11pAB/TjgwAgimoGTxtYGfgC4fuo4cw0a3yfsehsHfCeShhNqmX45xsT1g2NGgB98gtoPRssxBjg0SZJlImj4IPraez0/GAdslSTJ+yJoWBziQNT7a57ncQpHP4v2WdbxIeA99TSg98UOSZKsba4gSdZKYMdA71+ZCA8dkiRZAl3uJsT7xwEHRdDQBPwfAX6AnqsvWGtw8T2G3w++RVhbTCSeHywO8X0CxkDN2tYnRNJwImHX/Hj02owRxzYF5LvO+09yYzfrOICw+24McHiSJEtF0LA9ugxDPT9oArZJkmRdawFJkqyB7kFQ7xwnKBjcKYKGycDR1O+DErTNDrHWsDiEu362pf51n6BLQmwfQcRSCRw+rk5bN2kZj96n1hqy5IJNKKeIEd+vBYDLEdsPMuSCMf0gSy4Yww8+2QQtARB2AnAYSTIlgoY4ENgBmH0y1L+2eaKZJAkKVUIALGhj72qqQeN4YHLgZ0vEMZsvE/40YwxxOqDPEX49LAF8LYKG/Qmf7TAJbTvr2A79+0JiHHBkpA5oUY+DCG/rycDXI2jYiTDgB2p4x7qHBGaRJMk66BrYIdEE7G4OHhXAfJTwp7prkiQbmGrQ+ALhfjAGXUPLOrL6gf2DKPWD0OtyLPEeTizqkbWtzcEjuv5tqPc3AZ+PoOEYwr1/MqrZOg4kmx/E8P4dCZ9lOB44OrH3g7WA0L41AXZNkmRZYw2TgY8T7gdTkyTZyFLDYhE6mWOdwE83AftgDB4dyNyL8Pt/vSRJ3mupweWCxxLu/ePRTausI6sfHBxBQxY/GEMcPzia4feDTzL8frA4xOcJf7NvEnHa+mCGPxfcmbAHQKD91LGu37KLJFkPXQM7JJqAvc3BY3Y2uA7WkxILNjgoYs0EXg3ozfD5XsIHK6ExAX0NMzTGRdAA+kptaEwE3h9Bw/up/+S3HGOBDSNo2Iiw2QDlWC+ChvcSftOBXsfWsS7Z7rsx6FpiRWSL9cn2GsfUCBrWIdvSBhMIf0CQRUOW14q70ZkilvEesvlBH9Z9cZK0oOvxhsZ4cw0aWf0gBgx/P+F90Bi07y4ie2TpUyYR/rAmS6xPuPePQzeptI4NCff+BNVsHe9l+P1gXbK93tiCvrJsGY34gfW5WJVsftBPnL54UY91yHaee7Af865OtustRi44iWzj/rHovWod0zJ8Npb3Z/GDscTxgyy5YCw/yJofWI+JF5fYiLA3PkDbOsYY6H1kW+JlWgQN6xB+HiB7nxWqYbhzwUbYoHVf3AgbjOEHIyEXjAaBG1lHyHrtoRLhZge6/on5+kdkX2erL4KGrH9XjPMwEjRkPbcx1kjL+nclDRxTRPa2i9HWjdRp3dYjoS/OWl+MvjhrWxR+EFfD4hBZ11RbVK+30dgXx1gPbyR4/0jxg5EwNl/UI+s1H+N6y5qHMQI0xLresvYpWWBJaGS9JkaCJ8Xwg5GQCy4OMRKut6x1xhp/ZLn/Y/XFWWNR1TAS/GAkjM2jQeBZZJvxMB7dPdIuRLqA1zMc0Qc8aqpBI8vf1QY8GEHDfYRfQF3A3RE03E34Zisl4pyHGUBrhs8/HUHDIxk/3wbMi6BjUY8HyNbWT0TQMINs5jEH3RHdMh4n/DUk0KfV1hsRvkQ2r4nhBz3AqxmO6CGOH/wvw2fb0OvYOrL4QTdwTwQNi0M8nuGzrcTz/tA+KJb330W49/cD90fQ8CDD7wePkC0RnEs2zSHRiB/MNNbwCtmSsHFk6zeL0Pgf2dq6Gc3dLOMFhjsX1L7nrQyf7yf7OD0ksvxdsfzgXobfD/5Ltlwwhh88TLa+9akIGhaH+C/hG/v1o+MV68iaC2YZt4XGDLLlgm9jvzltVj8YC7xorOFFsvuBrfc3xgaH2w9i5YJxILCIdAJ/IvxJ5n0i8mIEKT8lfKfHOcDtETScSbYO6G8RNPySbK8BnBtBwwWED/w7gZ9F0PAvwjviVuDH5gpEHkSToJDoBH6FSPEUOntckeGzcdpa4Vlo8tEB/AzjHaFF5BXgTsLgQx9wqfkuyGq6fyTcDx5AxBo8QDY/mA/cGkHDTwj3gwT4SwQNvyDcDwQ4J4KGxSHORAdvoXF5BA0/J9tO07+LoOF8wr2/izje/48Mn43lB/cBbwR+thP4hdj7wWvoODfUD/4mIqYgWtQPLiTcDx4WkectNSwWITILhX4h0Qv8CZFQfwyUIB3AxYQ/dLxbRF6y1ODGVD8lHKq8g8Ir68jiBwlwWQQNvyCbH8TIBX/P8OeCVxL+QC6WHywOkWU80Y2OV6zj74Rfb7Ha+i60XwmJDuCn1rkgIi8T/lCnD7gIEdtJSdnZ4L3Ox6wjKxu8I4KGrPlBDDYYbSYw6B8YYjYdwLcjabgQnVlX72bqAL5lftNpXI3OQKt30bcDPxbjQRiAiDyCgqB6T+Q6gcscOLIW8TbaHvX+vm70qYv57DPR2YDfo/5sy35gNnGScoBvENYBdVEAmIbCJZo/pH5b9wFvog8IzEUA36R+Wwt6751vrkHj/wh7Gt8NnB5Jw08CNXQSzw/+gJpuiB+cEMkPrkEfAtVLituBMyP5wWMoCArxg8vNk/LFJ/6FzjgIaesfuYclpiEiD6EgqN5YrAO4RESyzJAIFfEG8GfCvP8BRMxnPIhIN/ADwvzgLRQSWGsQwrxf3GdiAHnI5gc/iqThp4EaOoETI2lYHOI7hMHPbtSjY8QZhLf1SZE0XMDw54JXAa8R5genSRw/mIGCoHp1dwB/dQ+NrDW8hU4KCPGDh4kwEzhjLvgO2SaVFOHCXT9/pX5bd6EPgGZEENEFnEaY97+O3qfWGrLkgh1ofxUjQv2gi3gPPrKwwe9E0jDq2KAD6PYhItEKsD36ZKUHPdl+6XN/3MExNQisL/COQJeAVJSSQLvAiZHPw8rA8+gFVXkeBAUT5wFJRA2T0WSwrYaG64FxEdtijMA/BNpS2kJcWzwiMCXieUjQp43VzkMn8DKweuTr8ovu7y2lnIdugbkC06NqWMSLa+vf1GjrDvT1lPdEbuvja7R1l8BsgQ0jn4tPuP62L+U89Lpz9OHI52FbgQUCPSnnod+do0Mia3ivwNt1/OA7kdtiJeC5On7w+yHwg3sYGAilabgBGB+1PRb1AqsKvCjQUcXz2gTOkbhtvST6Klmttr4GGBvxPIwVuKqO9z8ssFTE85AAZ9Xx/lmx/QDdAb2dgXUC/dKFzjzZKLKGjwf4wU6RNWwDLCA9P+h3+g6NqWGxKHCQu7/6Uu67HoFWgR0it/WHqJ8LHhj5PLxf6ueC34p8HlZBl8io5f2/jez9S6BgtZYfXEvEXBDdcPafNfridvQV+ikRNSToW7K1/OAlYLWo1+UiXtDlfK6t09b3A0tE0wGJwLk1xh8dAi8IrBr1fMA3pHYu+I7ABpE1HBDgBx+KrGF79z1puWCf0xebDb4vwA+iskGBlQVmSu384DyJ6QdR/0ARgDXR2YztbsC3wHWuf2GoIBesKPAjgXnuwpvvGv662IMf7zwsCXwLnXXYhr5uXF5zad+Ypu9pGA8cg67x1uE0dKJr4HwaaB6CtmgSHZTOcG0w390ALwl8SWDCELXH7gzMhpvv2uRtdJbM0kN0XW4tmhiXz0OrKCT7SXQzWkyKG+jtxcBM+HJbv4XOMFpqiNp6W4FrKtp6vsAZAisP0bnYCH01s9Pri9vRGWdrD9F5WEPg185gF7jSKfBXgU2GSMMKVfzgP9EHPwNtsQQ6M+AN1wZlP7gH+OgQ+cE44GgGHlCW/eAJ4LAh8YPFocBSAicIvOUGdeXr7b8Ce8cc4Hlt3QIcywCAKLf1Y8ChQ+j9hwg86u75sve/KHCcQMtQtAewJ/p6X6UffDsmdKjQsA06E6SsodX1xz9m6PxgQ+CiCj8oz0BeZ4g0TAPOdm3g5wd/AzYdCg2LRYHpAn9x913Zd9tFH0CtOURtvVaVXPBSYOMhOg8rCZyW4v3XCmw/ROdhKeCElFzwLmCfIcwFP5+SCz42VLkg+ibyweibn51OQzv6IO6LDF0uuEeKH7yNzkKcMiTX5SJe0HVgD3XXV7mtO9z193mGYrKBguB9BO7y8rA2gTfd+GypITkfsJ3rb/xccJ7A6QIrDZGGjQUureIHaw2RhjXd91Xmgn+RxYgNCiwp8C13Hfr5wd0C+8bODxIRYSgiSZIJwOquM3hFRBYMyRcPFjEWWANNfl9DZM7QS0ianIaJwFsi8uYwaEjQtlgKmCMxln8IE7IKsCxqui8yVBfjIAnJ8sCK6ADgBREZ+l2ok2RpdIZALzALfXW1CONIkmQFtK07gBeHsa1XRWfEvIi+ljbEEpIlgNXQmWgvSYQlBwJEDPIDhs8PpqEJUeEHw+0Hi3okSTN6vU0E3kRfix1iCe+29ZJoW2fZLNFSyKrAMij8nDVM3l/2g06GyfuTCj+QxdQPRkR+sDhEkiwJvAedaf0SsV4xrSlhUFu/LMZrTgeKGIf2xcOZC/p+MNzeP6x+kAzkgq3ALFlM/WBxiGTA+xegfjPkbU1FLsjw5ILLoHn/sOWCDHh/P/Ayi3cuOKxskIpckCHygyGDwEUUUUQRRRRRRBFFFFFEEUUUUUQRRRRRRBFFDH3E3BiuiCKKKKKIIooooogiiiiiiCKKKKKIIooooohhjgICF1FEEUUUUUQRRRRRRBFFFFFEEUUUUUQRRSzCUUDgIooooogiiiiiiCKKKKKIIooooogiiiiiiEU4CghcRBFFFFFEEUUUUUQRRRRRRBFFFFFEEUUUsQhHAYGLKKKIIooooogiiiiiiCKKKKKIIooooogiFuEoIHARRRRRRBFFFFFEEUUUUUQRRRRRRBFFFFHEIhwFBP7/duxABgAAAGCQv/U9vsIIAAAAAGBMAgMAAAAAjElgAAAAAIAxCQwAAAAAMCaBAQAAAADGJDAAAAAAwJgEBgAAAAAYk8AAAAAAAGMSGAAAAABgTAIDAAAAAIxJYAAAAACAMQkMAAAAADAmgQEAAAAAxiQwAAAAAMBYXYLcjqir/vAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"6x6_square_graph_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"]) \n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(num_measurements)]\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "\n", + "start = 10\n", + "num_shown = 5\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1,num_shown,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " sequence_colors = [color_lookup[sequences[i+start][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(axes, graph, points, node_colors = sequence_colors)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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uYVAITv3xk+Svgc8wGJX2FPAFBn3sY3f8THy4S5Lea9K7ZSRJCzDcJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoP+H1lq/ZBTmjGyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# result_json[\"measurements\"][5]\n", + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "post_bitstrings.shape\n", + "n_occur_ground = np.sum(post_bitstrings, axis=0)\n", + "n_occur_ground.shape\n", + "# unique_n_occur, count = np.unique(n_occur_ground, return_counts = True)\n", + "\n", + "# unique_n_occur\n", + "plt.bar(list(range(0, n_occur_ground.size)), n_occur_ground)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "IS_sizes = np.sum(1-post_bitstrings,axis=1)\n", + "unique_IS_sizes, counts = np.unique(IS_sizes, return_counts=True)\n", + "\n", + "plt.bar(unique_IS_sizes, counts/counts.sum())\n", + "plt.title(\"Before\")\n", + "plt.xticks(unique_IS_sizes)\n", + "plt.xlabel(\"IS sizes\",fontsize=14)\n", + "plt.ylabel(\"probability\",fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 29.9300\n", + "Average post-processed IS size: 28.8200\n", + "FIXED\n" + ] + }, + { + "data": { + "image/png": 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\n", 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mqyDJsiSrkqy67rrrRtt6SbqT21Iuev8Y2KWq9gZeC3wsyb2mblRVJ1TV4qpavHDhwok3UpLms0kGxjXAzgPvd+rLpt0myV2A7YCfVdUtVfUzgKo6H7gM2HPsLZYk/c4kA+M8YI8kuyXZGlgKrJiyzQrg0P71IcCXqqqSLOwvmpPkQcAewOUTarckiQneJVVV65IcDqwEFgAnVtXFSZYDq6pqBfBB4MNJ1gA30IUKwOOB5Ul+A/wWeFlV3TCptkuSJjy8eVWdAZwxpezogde/Bp4zzX6fAD4x9gZKkjZoS7noLUnazAwMSVITA0OS1MQpWjUyo57SFJzWVJpLPMOQJDUxMCRJTQwMSVITA0OS1MTAkCQ1MTAkSU0MDElSEwNDktTEwJAkNTEwJElNDAxJUhMDQ5LUxMCQJDUxMCRJTQwMSVITA0OS1MTAkCQ1MTAkSU2conUDRj3d6OacatSpU6W5a0v6+fQMQ5LUxMCQJDUxMCRJTQwMSVITA0OS1MTAkCQ1MTAkSU0MDElSEwNDktTEwJAkNTEwJElNDAxJUhMDQ5LUxMCQJDUxMCRJTSYaGEmWJFmdZE2So6ZZv02SU/v130iyaGDdG/ry1UkOmGS7JUkTDIwkC4DjgKcBewHPT7LXlM1eDNxYVbsD7wbe3u+7F7AU+GNgCfAP/edJkiZkkmcY+wBrquryqroVOAU4eMo2BwMn969PB56cJH35KVV1S1X9EFjTf54kaUJSVZOpKDkEWFJVL+nfvwjYt6oOH9jmon6bq/v3lwH7Am8Gzq2qj/TlHwQ+X1WnT6ljGbCsf/tHwOqxHlRnB+D6CdQzKZM4nkl9zaxn7tYzn45lvtWza1UtnG7FvJrTu6pOAE6YZJ1JVlXV4knWOU6TOJ5Jfc2sZ+7WM5+OZT7WsyGT7JK6Bth54P1Ofdm02yS5C7Ad8LPGfSVJYzTJwDgP2CPJbkm2pruIvWLKNiuAQ/vXhwBfqq7PbAWwtL+LajdgD+CbE2q3JIkJdklV1bokhwMrgQXAiVV1cZLlwKqqWgF8EPhwkjXADXShQr/dacAlwDrgFVV126TavhET7QKbgEkcz6S+ZtYzd+uZT8cyH+uZ1sQuekuStmw+6S1JamJgSJKaGBiNkuyc5KwklyS5OMlf9+XHJvl+kguT/GuSe2/mpjbZ0PEMrD8iSSXZYRz1JHlzkmuSfLtfnj6u40nyyv7/6OIk7xjDsZw6cBxrk3x7HMeS5BFJzu3rWZVkVg+vzlDPw5Ock+S7ST6T5F6zrOduSb6Z5Dt9PW/py3frhwBa038Ntx5TPYf3dYzi+3lDdXw03bBFFyU5Mcldx1TPB/uyC5OcnmTb2dQztKpyaViABwB/2r/+A+AHdEOc7A/cpS9/O/D2zd3W2RxP/35nupsTrgB2GNPX7c3AkRP4/3ki8EVgm37dfcfxNRvY5n8BR4/pWL4APK0vfzpw9pjqOQ94Ql/+V8BbZ1lPgG3713cFvgHsB5wGLO3LPwC8fEz17A0sAtaO4Pt5Q3U8vV8X4ONjPJZ7DWzzLuCo2dQz7OIZRqOq+nFVXdC//iXwPWDHqvpCVa3rNzuX7hmROW9Dx9OvfjfwemDWd0RspJ6RmaGelwPHVNUt/bqfjqEOAJIEeC7dL4xNNkM9Baz/a3874EdjqmdP4Cv9ZmcCz55lPVVVv+rf3rVfCngS3RBA0A0J9Mxx1FNV36qqtbP57IY6zujXFd0t/7P6PTBDPb+A332v3Z0R/IwOw8DYBOlG0d2bLvUH/RXw+Yk3aJYGjyfJwcA1VfWdcdbTFx3en1qfmGT7MdWzJ/C4vuvjy0keNYY61nsc8JOqunQUdUxTz6uBY5NcBbwTeMOY6rmY28d5ew53fGh2Uz9/Qd9V91O6ELoMuGngj62rGcEfElPrqaqpP6OzNlMdfVfUi4D/O656knwIuBZ4MPB/ZlvPUCZ5OjMfFmBb4HzgWVPK3wj8K/2tylvKMng8wD3ofmFs169byyxP4Tf0dQPuR/c8zlbA2+ieyxlHPRfR/VCFbsDKH872/2iG74H3A0eM63sNeC/w7P71c4EvjqmeB9N1f50PvAn42QiP6d7AWcBj6QYjXV++M3DRGOp56EDZyL6fZ6jjH4H3jKqOGepZAPwD8F9HWddG2zLJyrb0he60cCXw2inlhwHnAPfY3G2czfEAf0L318zaflkHXAncfxxft4H1i0bxy2K6euj+0nviwPvLgIVj+B64C/ATYKdxfa8BP18fdn0A/mIc9UxZvyfwzRF/3x0NvI5uEL311/8eDawcQz1HDrwfaWBMraMP108BW42yjumOpS97PPDZUdc102KXVKO+z/CDwPeq6l0D5Uvo+vsPqqr/2FztG9Z0x1NV362q+1bVoqpaRNdN8KdVde0o6+nLHzCw2Z/TnQlssg3VQ/cD/MR+mz2BrdnE0T5nqAPgKcD3qx9peTZmqOdHwBP6108CZtX1NcP/zX37f7cC/o7ugvRs6lmY/u7BJHcHnkp3veQsuiGAoBsS6NNjqOf7s/nM1jqSvAQ4AHh+Vf12TPWsTrJ7XxbgIEZ8fBs1yXTakhe6U+gCLgS+3S9Pp5ub46qBsg9s7rbO5nimbLOW2d9VsqGv24eB7/blK4AHjKmerYGP0AXSBcCTxvE1A04CXjbm77XH0nUTfYeu6/CRY6rnr+numPoBcAyz78J7GPCtvp6L6O8iAx5Ed4F4DfAv9HeyjaGeV9H98bOOLnT/aQx1rKM7e13/dZztnXK/Vw9d9+3X+p+bi4CPMnDX1CQWhwaRJDWxS0qS1MTAkCQ1MTAkSU0MDElSEwNDktTEwJA2gyRnJ3nf5m6HNAxvq5WmSHIS3fMnz+jf34PuAbbn0g0q9ytgNfC+qtqkgQaT3Af4TXWD/klbhInN6S1twT4APIbugbaLgO3phpq+z6Z+YFXdMJqmSZNjl5S0cQcB/7OqPltVa6sbLvv9VXXchnZIctck703yoyS3JLkqyTED63/XJZXksH5yn6nLSQPb/1mS85P8OskPk7xtcMKhJM/qR/69OckN/ci89xvPl0N3VgaGtHHXAkuSbDfEPq+iGyNrKbAH8Dy6bqzpnEo3mdH65QDgVuDLAEkOoBsG4n3AH9MNo38I8Pf9+vsDp9DNKfEQukHpPjxEW6UmdklJG7eM7hf29Um+C3wd+HRVnTnDPrvSjcX01eouFF7Z7/d7qupm4Gb43cB/JwDvr6oP9Zu8ETh24P1lSf4G+EiS1wEPpBt19vSquqLfZlaDOUrT8QxD2oiq+grdQHlPoptWdE/gC0mOn2G3k4BHAD9IclySA/vRXzeo72L6JN1IrkcMrHok8MYkv1q/AB8D7gncn24wwi8CFyX5RJKXJ1m4CYcqzcjAkBpU1W+q6qtVdUxV7Q/8D2BZP1PddNtfQDfPxxvofs5OBs7cSGgcT3dB/XlVddtA+VbAW+gCaP3yMLquruv6bffvlwuBFwOXJnn4phyrtCF2SUmb5pL+3203tEF/y+zpwOn9Bexzgd3puqruIMmRwDOAfaqft3nABcCDq2rNDHUV3SRe5yRZTjfN6vPozj6kkTAwpI1IcjbwcWAV8DNgL7oLzt+n6z6abp/XAj+mmxvhN8ALgF/Qzcswddun9J/3F8DN/UVsgJur6ufAcuCzSa6g6xJbBzyULlxen2Q/ugmcVtLN+rc33ZSnlyCNkIEhbdxK4EV0c49vS3fX1JnA8ildR4N+STcN6R50kxR9C3haTT8r42PpLlqfNqX8ZOCwqlqZ5EC6brAj6QLjB3TXSaCbuvUxwCvp5n++CnhrVX1k2AOVZuKT3pKkJl70liQ1MTAkSU0MDElSEwNDktTEwJAkNTEwJElNDAxJUhMDQ5LU5P8Dh91gnTG4zbwAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "# ind = list(range(1,n_show+1))\n", + "n_show = min(len(ind),5)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, points, node_colors = seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "b9d1b19c-7d1b-4739-b60c-b3ee8ecde5b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", + " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 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4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "IS_sizes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cbbd33ef-1a69-42a2-b753-7f3629c4ef9a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd84d96e-3ef7-488f-9353-eaaa0665f8e3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb b/work/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb new file mode 100644 index 00000000..7a032ef7 --- /dev/null +++ b/work/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb @@ -0,0 +1,455 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 7.400e-06m\n", + "Unit Disk Radius: 1.189\n" + ] + }, + { + "data": { + "image/png": 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zJwAgJiYGERERuHr1Ki5cuAARqfIXE3KMPTl59dVXMXXqVADG/TsmJgbBwcE4ceIEsrOzAQAPPvggvvjiC+j1etd2yMesXbsWb731lsXlOTk5+PXXXwEACxYswGOPPVZu+cqVKzF48GAUFBRAr9ejRYsWCAgIQFpaGvLy8qAoCmbOnIkJEyY4tR/0p127dqFv3774448/4O/vj7Zt28JgMOD333+HwWDAXXfdhXXr1iE4OLjSbaWlpeG2225DXl4eAKBbt27YvHmzk3vgGikpKdixY8cOEUlxdyweSUSq7QRge3JyspBnGT9+vAwcOFCmTp0q33//vQwfPlwAyMiRIytt26xZMwEgmzZtcnqcVLn33ntPdu/eLSUlJeXm7927V+Lj4wWAtG/f3mzblJQUefTRR2XGjBmydetWadmypQCQRYsWuSByqsyIESMEgAwaNEgASLNmzSyuW1BQIJ06dRIAMnjwYDlz5ky55ZmZmfLdd985OWIqy96cvPzyy3LHHXfI0qVLJTs7W51fWFgo//znPwWAAJCXXnrJ6X0g66ZNmyYAJDQ0tFyuRESys7MlIiJCAMj9998vly5dUpdlZmbK2LFjBYD4+/vLiRMnXB26T8rKypL69esLAElJSZHz58+ry9LS0qR9+/YCQMaOHVvptgwGg3Tv3l38/Pykf//+AkC6devmxOhdKzk5WQBsl2pQa3ji5PYArAbH4s0rjBs3jsWbF9qxY4f6Re/w4cOVrh8XF8firZpYs2aN+qV/0aJFlRZvU6ZMEQDSv39/MRgMrguULLI3J+np6VaXm770165du8KPNuRapi/7o0ePrrBs9erVAkAURZFr165VWF5cXCwNGjQQADJr1ixXhOvzZs+eLQBEr9dLWlpaheX79+8XnU4nOp1Ojh07ZnVbc+fOFQDy/PPPy+TJk1m8cSo38Z43IrJLmzZt1P/Ozc11YyRUFVlZWRg3bhwiIiIwa9asStcvLCxU13vzzTehKIqzQ6RKOJKTOnXqWF3ep08fAMC1a9eQnp5uf5DkkN27d+PAgQMAUOFySQDqpXSRkZGIjIyssNzPzw/NmzcHABQVFTkxUjL56aefAABJSUlo0aJFheUdOnRAXFwcDAYDvvrqK4vbOXv2LF588UW0bNkSb7zxhtPiJc/l7+4AiMyZN28ePvjgA+Tl5aFevXq444478MgjjyAiIsLdoVEp0wdVWFgY4uPj3RwN2er555/HuXPnsGDBAkRFRVW6/tatW5Geno66desiISEBmzdvxtKlS3Hq1CnUqFEDXbp0wZgxY1C/fn0XRE+Ac3Ny8+ZN9b9DQkK0DJuqYOHChQCAuLg4pKamVljeoUMHKIqCa9eu4fDhw2jdunW55devX8fBgwcBALfffrvzAyZcu3YNANCoUSOL6zRp0gSHDx/Gzz//bHGdJ554AtnZ2fjPf/5j071x5Ht45o2qpS+//BKrVq3Cxo0b8eWXX+Kpp55CdHQ0/u///s/dofm0kpISnD9/Hp988glGjRoFRVHw/vvvIzQ01N2hkQ02btyI+fPno0ePHmZ/zTfHNGJddHQ0nnnmGfTo0QMLFizAhg0bsHz5crz88suIiYnBihUrnBk6leHMnHz++ecAgE6dOiEsLEzTuMk2N2/exBdffAEAGDNmjNl1YmJiMH78eADAgAEDsHLlSly/fh3Z2dnYsmUL+vTpg6ysLIwePRp33HGHy2L3ZbVq1QIAXLhwweI6586dAwAcPnzY7PJFixZh3bp1GDVqFHr16qV5jOQdWLxRtdKtWzcsWbIEhw4dQk5ODrKysvDf//4X3bp1Q1ZWFoYNG4Z169a5O0yf8/TTT0NRFPj7+6NJkyYYO3Ys4uPjsX79eowbN87d4ZEN8vLy8PjjjyMwMBAff/yxze0uXboEAPjll18wffp0DB8+HMePH0dBQQH27duHrl27Ijc3F0OHDlV/6SfnclZOvvvuO6xevRoA8PLLLzsldqrct99+i8zMTPj7+2PEiBEW15s9ezZmzJgBEcEDDzyA2rVro2bNmujevTuuXLmChQsX4pNPPnFh5L7NdIZzz549OHXqVIXlv/76K44ePQrAONrvrS5duoRnn30W9erVwwcffODcYMmj8bJJAs6eBebPB/bvB3JygBo1gE6dgLFjARcPyb9kyZIK83r16oXu3bvjgQcewJo1azBx4kQ+680SJ+WyRYsWSE1NRVFREc6cOYMrV65g9+7d+PTTT9GlSxfUrFlTw04QAM1z+Y9//AMnT57EO++8g5iYGJvb5eTkADDeN5OcnIylS5eq91h17NgRa9asQcuWLXHlyhVMnToVX375ZZVj8wka5tMZOfn999/VZ4k9/PDDePDBB6vYQR/hgs9L0yWTffr0sXrp682bN3H69GlkZGTAz88P0dHRCAkJwYkTJ3D69GksXLgQKSkpvKzdGg3zOXLkSEyZMgXZ2dkYNmwYvvrqK/X5mYcPH8bDDz8Mg8EA4M97FssaP348bty4gS+++MLsfYxEKnePmGJtAkebdK4jR0QeeEBEpxMBKk46nciAAcb1HFCV0SatOXTokDq64W+//ebQtryOi3JpsnfvXklNTRUAkpiYKMXFxZW24WiTNnJCLrdu3So6nU46dOggRUVF5ZZVNtrkhAkT1P3u66+/NrvO66+/LgCkZs2aHKHwVk7Ip9Y5OXHihDRs2FAd0S4vL68qPfQNLjrGnjx5UhRFEQCybNkyi+sVFhZK586dBYDcc889cvbsWXVZTk6OPPPMMwJAatWqVW4ZlXJSPletWiXBwcECQHQ6ncTGxkrLli1FURQJCQlRH9ESERFRrt3nn38uAKRv374VtsnRJjndOvGySV+1bRuQnAysWAGU/hJUgcEALF8OpKQA1eBB6a1bt1YHLDl+/Libo6lG3JDLTp06Ye3atahTpw727t1rdeQsqgIn5LK4uBhjxoyBoiiYP38+/P2rdsFF2V+Abx0UwcQ08mhWVhauX79epe17NSftm1rm5PTp0+jZsycuXryIO+64A6tWreIgCbdy4TF20aJFEBFERUWhb9++Ftf7+OOPsWfPHtSuXRtfffUVmjRpoi4LDQ3FtGnT0KNHD9y4cQNvv/223fF4JSfms2/fvti3bx9Gjx6Nxo0b4/Tp0+otH/v371f31wYNGqhtMjIy8NRTT6FGjRr46KOPHOoa+QYWb77o6FGgb1/gxg3b1s/IMK5feq22O+n1egAc+ljlxlyGhYWhW7duAIzX+JODnJTLnJwc9T6Lfv36oX79+uWmiRMnAjDeSG+aV7YYL3vJVWBgoNnXKDu/pKTEtvi9nRP3Ta1ycu7cOfTs2RNnz57F7bffjrVr16JGjRq2xesrXHiMNRgM6q0DI0eOtPpDy48//gjAeJ+VaaCMW913330AjI8doFIuyGd8fDwWLlyIM2fOoKCgAFevXsXnn3+O2NhY9R7UpKQkdf0zZ87gjz/+QGFhIZKSkioco//1r38BALZt26bO27Ztm83xkPdh8eaLXnzR9gOXSUaGsZ0bXb16FVevXgWAcr8y+jQ357K4uBgAv7Brwsm5LCkpwZUrVypMWVlZAIxfHE3zyg4XX3aY8pMnT5rddlpaGgAgKCgItWvXrlofvJUT86lFTi5cuIAePXrg1KlTSEpKwrp163jvqjkuPMb+8MMPOHv2LADLo0yamPZbW+Tn51c5Fq/lxs/MgoICrF27FgAwcODACssLCwvNHqNNz1EtKipS5xUWFjocD3kuFm++5uxZYOVK+9quXGls7ybvvvsuRAQRERHlfrXyWW7O5bVr17B582YAxkESyAFOzGWtWrWsXju/aNEiAECzZs3UeaNGjVLbN23aVC0WTAMplGUwGNT5PXr0qPJlmV7Jyfumozm5fPkyevbsibS0NHTu3Bnr169HeHi4ffF6MxcfY005S01NRVxcnNV1Tct37tyJGxaKke+//x4AOGCJiZs/M//5z3/i+vXriI2NRf/+/dX5HTp0sHqMnjx5MgDjaNymed27d3coFvJsLN58zfz5lq/xrozBACxYoG08ZfzrX//CzJkzkZ6eXm5+dnY2XnrpJUybNg0A8NprryEgIMBpcXgMJ+dy8eLF+Oijj9SznWXt2rUL99xzDzIzM9G0aVMMHjzYvjjIqBrvlwDw1ltvQVEU/N///R/mzp0LEQFg/KX4ueeew8GDB6HT6fCPf/zDqXF4DBfk096cpKeno1evXjh27Bg6deqE9evXW7zszue5cL+8fv06li9fDqDys24AMGLECPUh3cOGDcP58+fVZbm5uXj22WexadMmACj3Y4xPc0E+//Of/6jPYTTJycnB5MmT8cYbbyAgIAALFy6En5+ffXEQARxt0uf07StmR1YCpA6uSghypA6uWlxH+vWr9CW++OILqV27tjoFBQUJAAkMDCw3/9133y3XbuLEiQJAFEWR6Oho6dKliyQkJIher1dHVnvmmWec9ZfxPE7OpWmEKwDSpEkTSUpKkqSkJKlXr546v1mzZnLgwAGz7SdMmFAu335+fgJAatSoUW7+zz//7Iy/jmdxwX5pSWWjTZpMmzZNHQWvQYMG0qVLF4mIiFBHVZs1a5bdMXgdF+XTnpw88cQT6v7brl07SU1NtTjt27dP67+MZ3Hhfjlz5kz1+JidnW1Tm/fff1/Nv5+fn8TExEj79u3V0Q4ByLPPPmtv772PC/I5cuRIASDh4eGSkJAgt912mwQGBgoACQsLkxUrVlQ5bI42yenWide3+JrS5wOZk4cQ5CHUevvs7EpfIj8/H9euXaswv6CgAAUFBX++3i3PORk2bBgA41mds2fP4rfffoOiKGjSpAlSU1Mxbtw43HHHHZW+vs9wci7/+te/wt/fHz/++COOHz+O33//HcXFxYiMjETv3r0xYMAAjB49GiEhIRY2n232fZCTk6M+pwrg4DMAXLJfOuqZZ55BUlISpk2bhm3btmH//v2IjIzE4MGD8eyzzyI5OdnpMXgMF+XTnpyUPQZX9gDvzMxMm+LwWi7cL02XTA4ZMsTmQWMmTZqEu+66C3PmzMHPP/+Mc+fOQURQr149JCcn44knnkDv3r1tjsHruSCfw4YNw82bN7Fnzx4cP34ciqIgJiYGffv2xdNPP11ulEkieyki4u4YLFIUZXtycnLy9mowTL3X6NcPWL3a7KJQ5CAPoQhBLnJh4cOjXz/7rxknbTGX3oO59C7Mp3dgHr0L81ltpKSkYMeOHTtEJMXdsXgi3vPmaxwdWIIDU1QfzKX3YC69C/PpHZhH78J8kpdg8eZrHn8c0NmZdp0OGDtW23jIfsyl92AuvQvz6R2YR+/CfJKXYPHma5o2BcoMUVsl/fsb21P1wFx6D+bSuzCf3oF59C7MJ3kJFm++6N13gYiIqrWJiDC2o+qFufQezKV3YT69A/PoXZhP8gIs3nxRXBywahVg67N9IiKMN/lW8tBQcgPm0nswl96F+fQOzKN3YT7JC7B481V33AHs2AEMGGD5GnCdzrh8+3YghQMCVVvMpfdgLr0L8+kdmEfvwnySh2Px5svi4oBly4BTp4BXXwX8/Izz/fyM/3/6tHE5f3Gq/phL78Fcehfm0zswj96F+SQPxue8kSo0FMjLA0JCgNxcd0dDjmAuvQdz6V2YT+/APHoX5tO1+Jw3x/DMGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHkDT4k1RlEGKovygKMo1RVHyFUU5pSjKF4qiNNHydYiIiIiIiHyNvxYbURRFAfC/AJ4AkAbgSwDZABoC6AagGYBzWrwWERERERGRL9KkeAPwFIyF21wAT4lISdmFiqJo9TpEREREREQ+yeHLJhVFCQYwGcBJABNvLdwAQESKHX0dIiIiIiIiX6bFGbF7AEQAWATAT1GUBwDEArgB4L8ickKD1yAiIiIiIvJpWhRviaX/lgD4DcbCzcSgKMqHIjLJ2gYURdluYVE7DeIjIiIiIiLyeFqMNlmv9N9nAWQC6AIgDEBXAMcAPKcoyngNXoeIiIiIiMhnaXHmzVQAFgIYKCIXS///J0VRBgP4FcBzAD6ytAERSTE3v/SMXLIGMRIREREREXk0Lc68ZZb+u6dM4QYAEJGDMA5k0lJRlFoavBYREREREZFP0qJ4O1r67w0Ly03zgzV4LSIiIiIiIp+kRfG2qfTf1rcuUBQlAEAMgFwA6Rq8FhERERERkU9yuHgTkTQA6wHEKIoy9pbF/wOgFoD/8FlvRERERERE9tNiwBIA+DuAbQDmK4oyEMARAB0B9ARwBsDzGr0OERERERGRT9LisknT2bfOABbD+Ny3pwC0AjAHQBcRuazF6xAREREREfkqrc68QUTOARit1faIiIiIiIjoT5qceSMiIiIiIiLnYvFGRERERETkAVi8EREREREReQAWb0RERERERB6AxRsREREREZEHYPFGRERERETkAVi8EREREREReQAWb0RERERERB6AxRsREREREZEHYPFGRERERETkAVi8EREREREReQAWb0RERERERB6AxRsREREREZEHYPFGRERERETkAVi8EREREREReQAWb0RERERERB6AxRsREREREZEHYPFGRERERETkAVi8VQPLli2DoihQFAXR0dHuDsdhhw4dwkcffYTHHnsMCQkJCAgIgKIoGDVqlF3bmz59uvr36d69u6ax2qOkpAQbNmzAc889h5SUFERGRiIgIAB16tTB3XffjYULF6KkpKTS7SxduhRdu3ZFREQEQkND0b59e7z11lvIz893QS9sM2fOHIwcORIJCQmIioqCXq9HeHg4kpKSMGXKFNy4ccNq+/z8fLz11lto3749QkNDERERga5du+Lzzz93TQds5Gg/ASArKwtTp05F586dERERgeDgYERHR2PgwIH48ssvnd8JO9h67Onevbu6nqXp+++/d13gTohzy5YteO+99zBkyBC0aNFCXX/x4sWu7UQVGQwGLF68GL1790ZUVBQCAwPRsGFDdO/eHVOmTDHbZs+ePZg+fToeeeQRxMfHQ6fTQVEUvP76664N3kZV7ePrr79e6fvANL3xxhtu6JHR4sWLbY5z9OjR5dp6Sh/LunjxIiZNmqR+Huj1ejRq1AgPPvgg1q9fb7bNzZs38cEHH2DYsGFo27Yt6tati4CAAERGRuLOO+/E9OnTq9VnJgBcvnwZkyZNQuvWrRESEoLw8HB06dIFM2fORHFxsdk2ntZPe/pokpaWhpMnTwJAR0VR8hVFua4oyhZFUR51SfDeQESq7QRge3Jysniz69evS/369QWAAJBmzZq5LZaQEBHA+K8jBgwYoPan7DRy5Mgqb+vEiRMSEhKibqNbt26OBaeBBQsWqPEoiiIxMTGSmJgokZGR6vzU1FS5ceOG2fYGg0FGjhyprhsdHS0dOnSQgIAAASAdO3aUzMxMh2LUKpd+fn4CQIKDg6Vly5bSuXNnady4sRp7gwYN5ODBg2bbZmRkSEJCggAQnU4n7du3l7i4OLXtmDFjHAtOQ470U0Rk9+7d6n4cEBAg7dq1k06dOqnzevXqZXdsWuXyVlU59nTr1k0ASKtWrSQ1NdXstGPHDm0DtIMjcYaHh5s9bi1atEjTGLXMZ3p6utx+++1qrDExMZKUlCTNmjUTf39/8fPzM9vOtF/eOk2ePNnxoDRmTx8/+eQTi/lPTU2V+Ph4dXv//e9/7YpLizyuWbPGapxl87RgwQKX91FLu3btklq1agkA8fPzk5iYGOnQoYPUrFlTjfP555+v0O7cuXPq8ho1akhsbKwkJiZKVFSUOr9169Zy/vx5h+LTar/cuXOn1KlTRwCIv7+/JCQkSPv27UWn0wkAueuuuyQvL69CO1f1Uwv29lFEZOXKlWW/05UA2APgSJnj0FcAdFINapDqPLk9AKvB+UDxNmLECAEggwYN8pribfz48TJw4ECZOnWqfP/99zJ8+HC7ijeDwSDdu3cXPz8/6d+/f7Up3ubPny/t2rWTefPmybVr19T5BoNBFi5cKHq9XgDIX//6V7Pt586dKwBEr9fLN998o84/e/as3HbbbVbb2kqrXL733nuye/duKSkpKTd/79696peD9u3bm207ZMgQASBNmzaVAwcOqPO3bNmiflH++OOPHQtQI47088SJExIeHi46nU7eeOMNyc7OLrf8/PnzDn15clbxVpVjj6ko0rqQ0ZojcaakpMijjz4qM2bMkK1bt0rLli2rdfFWUFAgnTp1EgAyePBgOXPmTLnlmZmZ8t1335ltO2jQIBk6dKi89957snHjRvXvVt2KN0f6aM1TTz2l/nBmMBjsis1Z+2VZ06ZNEwASGhpa4bhSGS36qBWDwSCxsbECQDp37iwnTpxQl+Xn58urr76qFiibN28u1zYjI0OmT59e7jPEZOPGjWpx069fP4di1CKfWVlZ6g9iKSkp5QqttLQ0ad++vQCQsWPHVmjrqn46ypE+nj59Wi3cIiIiBMAu+fP7fkcA50rfBy+LxvWEt01uD8BqcF5evK1Zs0b9UFq0aJHXFG+3GjdunF3Fm6nIef7552Xy5MnVpni7du2a1Q/DqVOnqr8uli3uRESKiorUg/BLL71Uoe3hw4dFp9OJoijy+++/2x2jK75Y7NixQ/3APXz4cLllBw4cUJetX7++Qtt58+YJAGnYsKEUFxc7L0gNWOuniEjPnj0FgPzrX/9yyus7I5dVPfb4QvF2K9NZ4upavE2ZMkUASP/+/R3+cn7vvfdWy+JNyz6aFBQUSO3atQWAvPHGG3ZvxxXHWNMX4dGjR1epnVZ91Mrvv/+uHkP37dtndp2kpCQBIM8991yVtv3ll1+K6eqOnJwcu2PUIp+zZ89Wf5hNS0ursHz//v2i0+lEp9PJsWPHqrRtrfrpKEf6OGnSJAEgderUkc6dOwuA7VL+O/8Dpe+THAA1RaNawhsn3vPmJllZWRg3bhwiIiIwa9Ysd4dT7Zw9exYvvvgiWrZsWW2u1zeJjIyEoigWl/fp0weA8d6448ePl1v2448/4sqVKwCAv/3tbxXaxsfHo1u3bhARfP311xpGrb02bdqo/52bm1tumSn2li1bonfv3hXajhgxAiEhIbh48SJ++ukn5wbqIGv93L9/PzZu3Ii6deviqaeecnVoduGxx/MVFhaquXvzzTetHo88lbP6uHz5cly7dg06nc7u+7BdYffu3Thw4AAA4LHHHqtS2+rWx7y8PPW/W7VqZXYd0/yioqIqbdt0fDYYDG6/J8z0WZaUlIQWLVpUWN6hQwfExcXBYDDgq6++qtK2q0s/Hemjqe29994Lf39/c5tfCSAXQCiMhRxZYPavR873/PPP49y5c1iwYAGioqLcHU6188QTTyA7Oxv/+c9/EBwc7O5wquTmzZvqf4eGhpZbtm3bNgBA8+bN0aRJE7Ptu3Xrhk2bNqnrVlemA3FYWBji4+PLLTPF3rVrV7Ntg4KC0KVLF2zevBnbtm2rFgPRWGKtn8uWLQNgHChDp9Ph008/xerVq5Geno569eqhR48eGDFiBIKCglwdtkWOHHu++eYbLF++HJmZmahduzY6d+6MRx55BI0aNXJStPbxlDjttXXrVqSnp6Nu3bpISEjA5s2bsXTpUpw6dQo1atRAly5dMGbMGNSvX9/dodrNWX1cuHAhAODuu+9G06ZNnRG6JkxxxsXFITU11a621aWP8fHxCAkJQV5eHn766Sfcf//95ZYXFBRg586dAIDk5OQqbdt0fG7evDlq166tTcB2unbtGgBYPc40adIEhw8fxs8//1ylbVeXfjrSx7Jt09LSKrQTEVEU5QKAWAB3AvhMq7i9jrtP/Vmb4KWXTW7YsEEURZEePXqo83jZ5J8WLlwoAGTUqFHqvOp02WRlnnzySQEgdevWrXBJ4KOPPioApHfv3hbbf/rpp+q9YvZyVi6Li4vl3LlzsmDBAqlbt64oiiL/+7//W2G9Jk2aCAB56623LG7rscceEwAyYsQIbYPUgK39vO+++wSA/O1vf5M777xTvTSo7NSyZUs5evSo3bFomUt7jz2myxHNTXq9XmbMmOF4cBrQMs7qfNnkP//5TwEgSUlJ8vTTT5vtb2hoqCxfvtym7VXHyya17qOIcVAI06AKX331lUPxOfOyyby8PPW+4HfffbdKbbXso5beffddASBRUVHy2WefyZUrVyQ3N1d2794t999/vwDGgZ1uve/YnMLCQjl9+rRMmzZNQkJCRK/Xy8qVKx2KT4t8/uUvfxHAOGCZJa1bt7b5890Z/XSUI30svVRSHn74YUlOTjZ32aQC4yWTAmCLaFBHeOvk9gCsBueFxVtubq60aNFCgoKC5Pjx4+p8Fm9GFy9elFq1akm9evXK3S/mKcXbzp07xd/fXwDIBx98UGF53759BYAMHTrU4jZWr14tACQsLMzuOLTO5cSJEyt8cbrrrrvkhx9+MLt+aGioAJCPPvrI4jaff/559X6W6qKq/TSNBhcQECB+fn7y9ttvy5UrVyQvL09WrVqljljZqlUri6NvVUarXDpy7Hn66adl7ty58ttvv0lmZqbk5ubKtm3b1MFOAMj8+fMdC1ADWsZZnYs30/vUNELt8OHD5fjx41JQUCD79u2Trl27CgAJCgoyOwDCrapj8aZ1H0VE3nzzTQEgkZGRkp+f71B8zizeTD/g+fv7y6VLl6rUVss+au2zzz6TDh06VDjG1qlTR6ZNmyaFhYVW25sbybp///6ye/duh2PTIp/vv/++AJDAwEA5efJkheW//PKLWlhb+3x3Zj8d5Ugfy/6wbeGet35l+vyb2FE3+Mrk9gCsBlcdirczZ0ReeUWkb1+Rbt2M/776qnG+HUwjQL3zzjvl5ru1eCvtY4jfTePBy++mQ328VVWKN9NB64svvig33+HiTeM8mnPx4kX1y3rXrl3NDsRhGtzi0UcftbidDRs2CACLw3xb5aRczpgxQ1JTU6VLly7qgCtBQUEyYsQIs481MB28P/nkE4vbNI0wZtcw+k7KZ1X7aRqREIC8+OKLFZbv2rVLXW6tkDVL41w669hj2r8jIyOrfiO9C/ZLe+PUvHjTMJ+ms9YAJDk5ucJgHjk5Oer719oPRSaaFW8a5lPrPhoMBnV/feqpp6ocj8rJn5ciIj169BAA8sADD1SpnWZ9FNF83ywuLpYpU6ZI48aNRafTSbNmzSQhIUFq1KghACQhIUF+/vlnq9v4xz/+IampqZKYmKgOVV+zZk15+umnpaCgwK64tMzn1atXJSwsTABIly5d5NSpU+qyQ4cOSdu2bdX3tLXPd837qWEuHenjwYMH1R+3Sx8bsVv+/L5/B/4cbVIAnBAX1RqeOLk9AKvBubN4O3JE5IEHRHQ645/p1kmnExkwwLiejbZu3So6nU46dOggRUVF5Za5pXi7pY8hyDEevJBjdx/NsbV4+/zzzwWA9O3bt8Iyu4s3J+TRnPT0dPWg1aZNG0lPTze7ntPOvLkolyZ79+6V1NRUASCJiYkVClWnnXlzUT5NKutnu3bt1A+qq1evmt1G9+7dBajCEM9OyKUzjz0ZGRnq4zFWrFhhWyMX59GeODUr3pyQzwkTJqjvu6+//trsOq+//rr6pa+yS9EcLt6ckE+t+7hp0yZ1e7/88ktVemfkomPsyZMnRVEUASDLli2rUluH+yjitH3T9MNsYmJiuZGUCwsL5b333hPT2ZyqnF3asGGDtGnTRgDIgAEDqhSPs/K5atUqCQ4OFsA4MmRsbKy0bNlSFEWRkJAQ9REtERERzu+nk3LpSB8//vhj9bmqAAwADgI4W/r/VwF8W/rf+6Qa1CHVdXJ7AFaDc1fxtnWrSK1a5t/st04RESLbtlW6yaKiIomLixM/Pz+zByeXF29m+ljh4FXFPlpiS/F2/fp1qVOnjtSoUUPOnj1bYbldxZsT8mgpdtOlILGxsVYvc3nkkUcEgNx9990W16nyPW8uzGVZWVlZ6q+CS5cuLbfMdAZy6tSpFttX+Z43F+XzVtb6abp0q3bt2hbb//3vfxcA0rZt28pfzAm5dMWxp2PHjgKYv1S4AjflsapxalK8OWnffO2119Qv6ZYuGfz666/VdSz9mGTiUPHmpHxq3UfT/caJiYlV7qIrj7GmKxKioqIq/NBSGYf6KOK0XK5atUoA42Wg5i61ExEZPXq0AJD77ruvSiGfOXNGPZuzdetW2xo5OZ+HDx+W0aNHS9OmTUWv10vdunVl+PDhcvToUXnnnXfE9COvU/vp5OOsI33cuXOnREZGCoDC0ukCgHkAGgD439J9erW4qNbwxImPCrjV0aNA377AjRu2rZ+RYVz/6FGrq+Xk5OBo6Tr9+vVD/fr1y00TJ04EAJw7d06dV9WhZG3mpD464syZM/jjjz9QWFiIpKSkCn+ff/3rXwCMoxia5lkdjdFFfczMzETv3r3xyy+/ICYmBps2bbI6+llcXBwA4MSJExbXMY3CZFrXKjfmMiwsDN26dQMA7Nmzp9wyX+mnafTJwMBAi+1Ny0pKSqy/kAcfe/R6PQAbhvl287HH5ji14MS+lh311NJ7r+z8St979vKQPmZlZeHbb78FUPVh9135njUYDFiyZAkAYOTIkZaGUzfLoT4CTu3njz/+CACIjY1F8+bNza5z3333ATA+IqEqmjZtioSEBAAVj89muSCf8fHxWLhwIc6cOYOCggJcvXoVn3/+OWJjY3Hw4EEAxqH2q6JK/azmfezSpQtiY2MBYK+I6EWkkYiME5FLANqVrla1N4KPYfF2qxdftP0Nb5KRYWxng5KSEly5cqXClJWVBcB48DbNKzvkvKac3EdHFBYWmv37mJ6vVVRUpM4rLCy0vCEX9DErKwv33HMP9u7dixYtWmDTpk1o2LCh1TYpKSkAgNOnT+PcuXNm19myZUu5da1ycy6Li4sBVPziZIrd0jPc8vPzsWvXrnLrWlVN+2kawvvSpUsW91dTkdq4cWPrL+Khx57i4mIcOXIEACw+/kLlxjxWKU4tOLGvZYeOP3nypNl1TO+7oKAg5w0t7iF9/OKLL5CXl4egoCAMHz68avG68D37ww8/4OzZswCAMWPGVKmtQ30EnNpP0zHGFvY8w8zS8dksNx6DCgoKsHbtWgDAwIEDq9ze5n56aB8VRakPwPSsiGUOB+PN3H3qz9oEV182eeaM5WuDK5t0OoduWHbZZZNW+mjxsgEH+1jVRwWYU6XLJl2Qx+zsbElJSREA0rx5czlj49+lqKhI6tWrJwDkpZdeqrD88OHDotPpRFEUOXjwoN39dFYuy/rjjz/U4axvvbTs119/FZRezrR+/foKbefNmycApEGDBmYHdrG1n87eLyvr540bN9T7++bOnVuh7dmzZyUwMFCASob8dmMuHT32zJw5UwAbRsZzcx5tjrOUQ5dNuiCfpnsxhwwZUmFZSUmJej/m/fffX+m27Lps0gX51KqPXbp0EcA4RHmVuHi/HDJkiADWh2G3xO4+ijg9lx9++KG671m6bHLUqFECVP2Sz6NHj6oDZG3atMnufrriM9N0j2ZsbGzln3u3sLmfbj7O2tpHC48KWFT6vWFD2fmczNRH7g7AanCuLt5eecW+N7xpevVVu1/aZcWblT5WevCys48uL96cnMfc3Fz1eVLR0dE2F24ms2bNEsD43KlvvvlGnX/27Fm57bbbBLBt9DRn53LRokUyd+5cuXLlSoVlO3fulE6dOglgvDfP3Oh9Dz30kLq87D0rW7ZsUYshm0ZgdHI+He3nG2+8IYBxFMOffvpJnX/16lV1sJJ69erJ9evX7eqjs/bLsv23duxZsmSJvPnmmxXuRc3Pz5dp06apQ7lPnDjR+gs5OY+axVnKoeLNBfncvHmzKIoiiqLInDlz1NEYCwoK1Oei6XQ6+fHHHyvdll3Fmws+L7Xo48GDB8X0Q9KGDRts718lfdR6v7x27Zr6Q4+1UXo176OI03N5/vx5dYCLxMREOXTokLqs7IAlAGTWrFnl2v7rX/+STz/9VG7cuFFuvsFgkPXr10uLFi0EgHTu3LnyZ8S5IJ/fffed7Ny5s9y87Oxsee2110RRFAkICDA7qqZm/XTBfmlvH0VE/v3vf8vBgwfLFW8A6sB4z5sAyAQQI+L+GqQ6T0rpH65aUhRle3JycvL27dtd84L9+gGrV5tdVBdXkYcQ6+39/IDAILteurh4MQoLR0NRmiE4+LRd27BJQT5g4ZS7sX8KAEEI8sy3t6GPxcVforBwQpk5uQDyAQQCqKHODQh4AQEBL9gUdmHh6ygufgM6XTcEBW22vnKlfTSyt49FRe+gqOglAICitIKi1LO4bkDAy/Dzu7/cPBFBYeEIlJR8VrqN5gDCIfI7gCIoym0ICtoCRallcbsAnJ5L09/cGGMTGK9oAAyGMzAOCgUoSjMEBq6CTteuQnuRDOTnd4XIQQA6KEpbAIUQOVr68iMRGLjYeh9t6qeR+/pZgsLCoSgp+bZ03VgoShgMhoMACgDUQmDgKvj5pVZoa3sfHd8vLans2FNUNB1FRc8AABSlERSlIURKIHIEKI3Hz28o9PpPoSgBll/I6fulY3EWFv4/FBd/UWbODQAlMB6z/ry3KjBwufVcAi7LZ1HRhygqeg6AQFEaQFGawGA4DiADgA4BATMQEDDBTLv3UFT0Xpk5WQCKAAQDZXKh18+Gv/8w8y/u5Hz+Gat9fTQpLHwOxcXToCjNERSUBkVRKn1NlQv3y6KiWSgqegpADQQHX4Ki1Ki0jYlDfQRckkvj94KRMI5PoYOiNAVQCyJpALJLNzMEev3nUBS/P0MrGIWSkiWlbaKhKHUAlMBgOAnjewBQlNsQGLgGOl0jB/vpeD7/jDccihINQEo/8woAhEGvXwp///5W2jnYTyt9NAlBHtJh4XtLv37AypVW248aNQpLlixBeHg4oqOjISI4evQoCgoKEBYWhqVLl6J//4p9BIDu3btjy5Yt8Pf3R3FxcS6A0wDiAfgBuALgARHZZTUAgturR2sTXH3mrVs3i79GmH6Vcd60qPSXp2ZOfh1XTKa+VDZNrsI2J5e26VYN+meKxZZpkZXt/FuAOwUIFyBYgLYCvCnAzWrQRxHgaGk8vQWIFiBEAL0A9UvnzRYgt5Jt5AkwpbRvwaV9vVOAT6tB/7Tsp0GAJQLcJUCt0vYtBJggwNlq0Edr0yKxfuz5XYAXxLjvNSnNY6AATQUYLMDqatAHLeIcKbbt05uqQV/LTj8JMEiAKAECSv8dLMB2K20m29jXRdWgf/b2UQQoFKBeaV+mVIN+WJtMD68eU8V2ntTHQwKMEyBOjPtngBiPs30F+NpCm70CvCxAVzHu10Fi3K+bCNBfgMUCFFWDvpmmtQIMEePxP0SAUDF+/r0gwEUr7VzXT6tnF224umnt2rUyZMgQadGihYSEhEhoaKi0bdtWXnjhBbl48aLVtkuXLpUHHnjA9NiWEhjPtO0F8CqAcBH31x6eMPHMW1luPPPmMm78hd9lXPSLsNv5Qi4B38inL+TSF/Jownyq/+3dffSCPAK+kUvAN/LpgjNvWkhJScGOHTt2iIgNI5ZRBe6uHq1N8KF73lzGjffWuIwv5FHEN3Ip4hv59IVc+kIeTZhP78inL+RRxDdyKeIb+fSQXJobsIQTz7zZ5+xZoHlzwGCoeludDjh1CmjaVPu4tGSlj6HIQR5CEYJc5MLM9fZe0MdKeUofAd/IJeAb+fSFXPpCHk2YT+u8oI9ek0fAN3IJ+EY+PSSXPPPmGD7nraymTQELN1lWqn//6r9TA+xjZTyljwD7aQtP6Sf7aJ2n9NHEF/rKPlrnKX0E2E9beEo/faGPBLef+rM2wdWXTYqIHDkiEhFh+ylmwLj+kSOujdMRFvpo9bIBL+mjV+VRxDdyKeIb+fSFXPpCHk2YT+/Ipy/kUcQ3ciniG/n0gFzysknHJp55u1VcHLBqFVCrlm3rR0QYBzmJi3NqWJpiHyvyxD4C7KclnthP9rEiT+yjiS/0lX2syBP7CLCflnhiP32hj77O3dWjtQnuOPNmcuSIyIABlp9Ur9MZl3vSrzG3uqWPFX558sI+emUeRXwjlyK+kU9fyKUv5NGE+fTKPnplHkV8I5civpHPapxLnnlzbOKAJZU5exZYsADYvx/IzgbCwoCOHYHHHweaNHFfXFoq7WPo2y8hryQIIX75yH3pba/so1fnEfCNXAK+kU9fyKUv5NGE+XR3dNrwhTwCvpFLwDfyWQ1zyQFLHMPijVShoUBeHhASAuTmujsacgRz6T2YS+/CfHoH5tG7MJ+uxeLNMbznjYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCPNHTp0CB999BEee+wxJCQkICAgAIqiYNSoUVbb3bx5Ex988AGGDRuGtm3bom7duggICEBkZCTuvPNOTJ8+Hfn5+a7pBKGkpAQbNmzAc889h5SUFERGRiIgIAB16tTB3XffjYULF6KkpMTqNi5fvoxJkyahdevWCAkJQXh4OLp06YKZM2eiuLjYRT0hS5YtWwZFUaAoCqKjo13WlrRjMBiwePFi9O7dG1FRUQgMDETDhg3RvXt3TJkyxWK7kpISzJ49G0lJSQgLC0PNmjWRlJSEOXPmwGAwuLAHvmvx4sXqPlTZNHr0aIvbKSgowIwZM3DnnXeiTp06CAoKQpMmTXDvvfdi7ty5LuwRAfZ97hUUFGDlypV48sknkZiYiPDwcOj1etSvXx/9+vXDt99+6+JeULUmItV2ArA9OTlZyDVCQkQA47+OGDBggACoMI0cOdJqu3Pnzqnr1qhRQ2JjYyUxMVGioqLU+a1bt5bz5887FqAP0CKXCxYsUP/uiqJITEyMJCYmSmRkpDo/NTVVbty4Ybb9zp07pU6dOgJA/P39JSEhQdq3by86nU4AyF133SV5eXn2B+gjtNovb3X9+nWpX7++mstmzZq5pK2v0zKf6enpcvvtt6t5iImJkaSkJGnWrJn4+/uLn5+f2XYFBQXSu3dvtV1cXJy0b99eFEURAHLvvfdKYWGh4wF6MS3yuGbNGklNTbU4JSQkqDlasGCB2W2kpaVJbGysABCdTietW7eWzp07S6NGjUSn00nLli3tD9CHaLVf2vu598orr6i59vf3l/j4eOnYsaOEhYWp8x988EEpKChwLMBqIjk5WQBsl2pQa3ji5PYArAbH4s2ltDp4jR8/XgYOHChTp06V77//XoYPH25T8ZaRkSHTp0+XAwcOVFi2ceNGtYjr16+fYwH6AC1yOX/+fGnXrp3MmzdPrl27ps43GAyycOFC0ev1AkD++te/VmiblZWlfrlPSUkpV3CnpaVJ+/btBYCMHTvW/gB9hLOKtxEjRggAGTRoUJULMEfa+jqt8llQUCCdOnUSADJ48GA5c+ZMueWZmZny3XffmW37wgsvCACpVauWbNmyRZ1/4MABadKkiQCQl156ybEAvZyz9suypk2bJgAkNDRUsrOzKyy/fv26mq8nn3xS0tPTyy1PT0+XVatWOS9AL6JFPh353Hv55ZfljjvukKVLl5bLdWFhofzzn/9UCzhv2S9ZvLF4I40468No3LhxNhVvlfnyyy/VXxdzcnK0Cc5LaZHLa9euicFgsLh86tSpAkD8/PzKFXciIrNnzxYAotfrJS0trULb/fv3i06nE51OJ8eOHbM/SB/gjP1yzZo16pf+RYsWVakAc6QtaZfPKVOmCADp37+/1f30Vunp6RIUFCQA5OOPP66wfN26dQJAgoODK+zX9CdXFG+mL/ujR482u3zMmDECQCZMmOC8IHyEFvl05HPv1sL7VmPHjhUAUrt2bSkpKbE/yGqCxZtjE+95I4/Rpk0bAMZ7PHjvm/NFRkZCURSLy/v06QPAeO/M8ePHyy376aefAABJSUlo0aJFhbYdOnRAXFwcDAYDvvrqKw2jpspkZWVh3LhxiIiIwKxZs1zWlrRTWFio/v3ffPNNq/vprVasWIH8/HyEhobi0UcfrbD8nnvuQYsWLXDz5k2sWLFCs5ipanbv3o0DBw4AAB577LEKy69cuYJPP/0UAQEBeO2111wdHpnhyOdenTp1rG7b9Hl77do1pKenaxQxeSoWb+QxTAfG5s2bo3bt2m6Ohm7evKn+d2hoaLll165dAwA0atTIYvsmTZoAAH7++WcnREeWPP/88zh37hzef/99REVFuawtaWfr1q1IT09H3bp1kZCQgM2bN+Pxxx/H3XffjYEDB+Ltt9/G5cuXzbbdtm0bAKBLly4ICgoyu07Xrl3LrUuut3DhQgBAXFwcUlNTKyxfs2YNioqK0KFDB9StWxfLly/Ho48+il69euEvf/kLpk+fjszMTFeH7dOc+blX9vM2JCTEjujIm/i7OwAia4qKinDx4kV89913eOWVV6DX6zFz5kx3h0UAPv/8cwBA3bp10bp163LLatWqBQC4cOGCxfbnzp0DABw+fNg5AVIFGzduxPz589GjRw+zv+Y7qy1pa9euXQCA6OhoPPPMM5g+fXq55cuXL8fbb7+Nzz//HA888EC5ZceOHQMAxMTEWNx+y5YtAQBHjx7VMGqy1c2bN/HFF18AAMaMGWN2HdN7oHHjxhg8eDC++eabcsu//fZbvP3221i+fDlSUlKcGzABcO7nnunztlOnTggLC7MvQPIaPPNG1dLAgQOhKAr0ej2io6Px7LPPolevXti6dSv69evn7vB83q5duzBv3jwAwP/8z//Az8+v3PLbb78dALBnzx6cOnWqQvtff/1V/WKYkZHh5GgJAPLy8vD4448jMDAQH3/8scvakvYuXboEAPjll18wffp0DB8+HMePH0dBQQH27duHrl27Ijc3F0OHDsXBgwfLtb1+/ToA42XRlpiWcd90j2+//RaZmZnw9/fHiBEjzK5jeg+sWrUK33zzDZ5++mmcPXsW+fn5+PHHH9GuXTukp6fjgQcesHgWlrTlrM+97777DqtXrwYAvPzyyxpESp5Ok+JNUZTTiqKIhWmzFq9BTnT2LPDqq0BB6X1kBfnAa68Z57tJmzZtkJqaisTERPVa8C1btmDp0qUoLCx0W1zVngtyeenSJTz00EMoLi5G165dMXHixArrjBw5EmFhYSgoKMCwYcNw+vRpddnhw4fx8MMPq8+SysvL0yw2r6JxLv/xj3/g5MmTmDx5stWzLlq3pVIa5jMnJweA8cqE5ORkLF26FDExMdDr9ejYsSPWrFmDqKgo5OfnY+rUqeXami6/0uv1FrdvupyS+6YZLjjGmi6Z7NOnD+rXr292nbLvgaFDh+LDDz9EkyZNEBgYiLvuugtr165FUFAQ/vjjjwpnZqkMDfPpjM+933//XX3G38MPP4wHH3ywynGRF9Ji1BMApwHcAPC6mWmUA9vlaJPOdOSIyAMPiOh0IoCEIMc42hJyjMMu6XQiAwYY13OAFqNNbtiwQdq0aSMAZMCAAQ7F45VclMv09HRp27atAJA2bdpYHSFr1apVEhwcrI4QGhsbKy1bthRFUSQkJEQdbj4iIsKhmLyOE3K5detW0el00qFDBykqKiq3rLIRIx1pS+KUfE6YMEEdOvzrr782u87rr78uAKRmzZrlRqcz7b8vvviixe3PmTNHAEj79u1tjsnruegYe/LkSfV5e8uWLbO4Xr9+/dT3wK5du8yuM2rUKAEg7dq1cygmr+SkfGr5uXfixAlp2LChAJBu3bp51XNROdpk9Rlt8oaIvG5mWqzha5BWtm0DkpOBFSuA0l+CKjAYgOXLgZQUYPt218Z3i549e2Lt2rXw9/fH8uXLeSN9WS7KZUZGBnr37o3ff/8dsbGx2LBhg9URsvr27Yt9+/Zh9OjRaNy4MU6fPo2srCwMGzYM+/fvV++Ta9CggV3xeCUn5LK4uBhjxoyBoiiYP38+/P1tv9XZkbYEp+2bZS95vPV+UxPT6LxZWVnqpZIAEBERAeDPwRXMMa1vWtfnufDzctGiRRARREVFoW/fvhbXq8p7wNwlfD7NifnU6nPv9OnT6NmzJy5evIg77rgDq1atQnBwsM1xkHfjJ7EvOnoU6NsXuHHDtvUzMozrb98OxMU5NTRrmjZtioSEBOzduxd79uzBHXfc4bZYqg0X5TIzMxO9e/fGL7/8gpiYGGzatMni5TxlxcfHq5cA3cp0L05SUpLNcXg1J+UyJycHR48ehZ+fn9n7RU2X0Z07d07N6YwZMzB06FCH2vo8J+6b8fHx6n8HBgaaXafs/JKSEvW/4+Li8PPPP+PEiRMWt5+Wlqau6/Nc+HlpMBiwZMkSAMZL8Kz9WGJ6D5juDTfH9B4om3+f54J8Ovq5d+7cOfTs2RNnz57F7bffjrVr16JGjRq2xUs+Qcszb4GKooxSFOUlRVEmKIpyu4bbJi29+KLtBy6TjAxjOzcrLi4GwA8jlQtymZWVhXvuuQd79+5FixYtsGnTJjRs2LBqr3mLgoICrF27FoBxcBqC03NZUlKCK1euVJiysrIAGL84muaVHZba0bY+y4n5LDt0/MmTJ82uYyrAgoKCyj1axTTy4O7duy0+L/PHH38st65Pc+Hn5Q8//ICzpfdaWRpl0sT0HhARi2fWTO+Bxo0bVzkWr+XG7z+2fO5duHABPXr0wKlTp5CUlIR169ahZs2aDr82eRktrr2E8Z43MTPtAtDShvbbLUzZvOdNY2fOqNd43zpVuOb71kmnM7avIi3ueRMROXr0qOh0OgEgmzZtcmhbXsEFuczOzpaUlBQBIM2bN5czduTfHNP9OLGxsVJcXKzJNj2aG/ZLE0fuW+M9bxa4IJ+pqakCQIYMGVJhWUlJibRr104AyP33319uWXp6ugQGBgoA+fjjjyu0XbdunQCQoKAguXbtmv1/A2/g4v1yyJAhAkBSU1MrXbekpESaNGkiAOSFF16osDwnJ0fq1asnAGT8+PFVisNrufE4K1L5596lS5ckNjZWAEjnzp0lIyPDoderznjPW/W4520RgF4AogCEAugI4FMASQA2KIrCh1JUF/PnW77GuzIGA7BggbbxlPHBBx/gs88+q/BgURHBDz/8gPvvvx8GgwGdO3dWHyLr05ycy7y8PPTr1w/bt29HdHQ0Nm/ejKZNm9r8Ev/5z3/UZxGZ5OTkYPLkyXjjjTcQEBCAhQsXVnjMgE+qxvsl2cEF+XzrrbegKAr+7//+D3PnzoWIAAAKCwvx3HPP4eDBg9DpdPjHP/5Rrl2dOnUwYcIEAMALL7ygnmUDjJd0jR07FgAwceJEq48T8Aku3C+vX7+O5cuXA6j8rBsA6HQ6dSTRmTNn4rvvvlOX5eTk4LHHHsPVq1cRHByMZ599torBeykX5NPez7309HT06tULx44dQ6dOnbB+/Xr1uXFEFTizMgTwbxjPwD1rZ3uONqm1vn3N/6oECGAo/U+DxXWkX79KX+KLL76Q2rVrq1NQUJAAkMDAwHLz33333XLtRo4cqY7Q1KJFC+nSpYskJiZKRESEejb3tttuk/Pnzzvrr+NZnJzLt99+W/27t2rVSlJTUy1Oa9asqdDelM/w8HBJSEiQ2267Tf3FPywsTFasWOGsv4znccF+aQnPvDmBi/I5bdo0dWTCBg0aSJcuXdTjpU6nk1mzZpltl5+fLz179lT377i4OGnfvr16ZcPdd98tBQUFWv5FPJML98uZM2cKAKlRo4ZkZ2fb3O7pp59W8xgdHS1JSUkSGhqqfuZ+++239vTcO7kgn/Z+7j3xxBNqHtu1a2f183bfvn1a/2VcjmfeHJucPWDJPACPAkgFMM3Jr0W2KH02jN2ysytdJT8/3+xIZgUFBSgoKFD//9bnnDz11FNo3LgxfvrpJ5w6dQq//fYbRAT16tXDnXfeiYceeggPP/wwR7wzcXIuy+bq+PHjOH78uMV1r1y5UmHesGHDcPPmTezZswfHjx+HoiiIiYlB37598fTTT3OUybJcsF+SC7kon8888wySkpIwbdo0bNu2Dfv370dkZCQGDx6MZ599FsnJyWbbBQYGYv369ZgzZw7+/e9/qw8O7tixI0aOHIm///3vPCMOuHS/NA1wMWTIkCoNTvHhhx+iZ8+emDNnDvbs2YMLFy4gKioKf/nLX/Diiy9aHInSJ7kgn/Z+7pX9vDUNamLJrVcnke9RRMR5G1eUOABHAKwTkfvsaL89OTk5ebubh6n3Kv36AatXm12kwABAASCweEVtv37AypVOC4+qgLn0Hsyld2E+vQPz6F2Yz2ojJSUFO3bs2CEiHBXJDlqONmmOacTJ005+HbJVx44WF4Ugr9y/VW1PLsZceg/m0rswn96BefQuzCd5CYeLN0VR4hVFCTE3H8C7pf/7uaOvQxp5/HFAZ2fadTqg9GZ2qgaYS+/BXHoX5tM7MI/ehfkkL6HFmbdhAC4rirJKUZQ5iqK8pyjKMgC/AagP4B0R+dHqFsh1mjYF+ve3r23//sb2VD0wl96DufQuzKd3YB69C/NJXkKL4m0TgLUAYgE8AuAZGC+XXAPgXhF5SYPXIC29+y4QEVG1NhERxnZUvTCX3oO59C7Mp3dgHr0L80lewOHiTUS2iMhQEYkVkXARCRCRBiIyUETWaxEkaSwuDli1CrD1GSIREcabfOPinBoW2YG59B7MpXdhPr0D8+hdmE/yAs4esISqqzvuAHbsAAYMsHwNuE5nXL59O5DCAYGqLebSezCX3oX59A7Mo3dhPsnDsXjzZXFxwLJlwKlTwKuvAqbn+vj5Gf//9Gnjcv7iVP0xl96DufQuzKd3YB69C/NJHsypz3lzFJ/z5lqhoUBeHhASAuTmujsacgRz6T2YS+/CfHoH5tG7MJ+uxee8OYZn3oiIiIiIiDwAizciIiIiIiIPwOKNiIiIiIjIA7B4IyIiIiIi8gAs3oiIiIiIiDwAizciIiIiIiIPwOKNiIiIiIjIA7B4IyIiIiIi8gAs3oiIiIiIiDwAizciIiIiIiIPwOKNiIiIiIjIA7B4IyIiIiIi8gAs3oiIiIiIiDwAizciIiIiIiIPwOKNiIiIiIjIA7B4IyIiIiIi8gAs3oiIiIiIiDwAizciIiIiIiIPwOKNiIiIiIjIA7B4IyIiIiIi8gAs3oiIiIiIiDwAizciIiIiIiIPwOKNiIiIiIjIA7B4IyIiIiIi8gAs3oiIiIiIiDwAizciIiIiIiIPwOKNiIiIiIjIA7B4IyIiIiIi8gAs3oiIiIiIiDwAizciIiIiIiIPwOKNiIiIiIjIA7B4IyIiIiIi8gAs3oiIiIiIiDwAizciIiIiIiIPwOKNiIiIiIjIA7B4IyIiIiIi8gAs3oiIiIiIiDwAizciIiIiIiIPwOKNiIiIiIjIA7B4IyIiIiIi8gAs3oiIiIiIiDwAizcXmzNnDkaOHImEhARERUVBr9cjPDwcSUlJmDJlCm7cuOHuEB126NAhfPTRR3jssceQkJCAgIAAKIqCUaNGWW1XUFCAlStX4sknn0RiYiLCw8Oh1+tRv3599OvXD99++61rOmADe/tokpaWhr/97W9o2bIlgoKCEBkZiW7duuHTTz91buBVUFJSgg0bNuC5555DSkoKIiMjERAQgDp16uDuu+/GwoULUVJSYnUbFy9exKRJk9C+fXuEhoZCr9ejUaNGePDBB7F+/XoX9aRyjuyXiqJUOuXn57uuM1WwbNkyNcbo6GiL63nKcat79+6V5uL777+32D4/Px9vvfWW+n6NiIhA165d8fnnn7uwF7ZxtK/79+/Ho48+iqZNmyIwMBB169bF/fffj1WrVrmwF7YxGAxYvHgxevfujaioKAQGBqJhw4bo3r07pkyZYrVtQUEBZsyYgTvvvBN16tRBUFAQmjRpgnvvvRdz5851UQ/MW7x4sU3HD0VRMHr06Arto6OjK2135MgRN/TMPHs+Dzzpe4HJ5cuXMWnSJLRu3RohISEIDw9Hly5dMHPmTBQXF1tst2fPHkyfPh2PPPII4uPjodPpoCgKXn/9ddcFbyN7+wgAx44dw8mTJwGgg6IoNxVFyVcU5bSiKJ8pitLFJR3wdCJSbScA25OTk8Wb+Pn5CQAJDg6Wli1bSufOnaVx48YCQABIgwYN5ODBg26JLSREBDD+64gBAwao/Sk7jRw50mq7V155RV3X399f4uPjpWPHjhIWFqbOf/DBB6WgoMCxADVgbx9FRFauXCkhISECQIKCgiQxMVHi4uLUbQwZMkRKSkocik+LXC5YsECNSVEUiYmJkcTERImMjFTnp6amyo0bN8y237Vrl9SqVUsAiJ+fn8TExEiHDh2kZs2aavvnn3/e/gA15Mh+aVqnc+fOkpqaanZy5D2r1X55q+vXr0v9+vXV+Js1a2Zx3ep83CqrW7duAkBatWplMRc7duww2zYjI0MSEhIEgOh0Omnfvn25/XLMmDGaxKhVPh3p68cffyz+/v4CQMLCwqRz587SvHlzta/PPfecY8FpKD09XW6//XY1tpiYGElKSpJmzZqJv7+/+Pn5WWyblpYmsbGxak5bt24tnTt3lkaNGolOp5OWLVvaHZcWeVyzZo3F3KWmpqrvRwCyYMGCCu2bNWsmAKRdu3YWt3HmzBn7A9SQvZ8HrvpeoNV+uXPnTqlTp44ab0JCgrRv3150Op0AkLvuukvy8vLMti2b77LT5MmTHQtKY470ccWKFRIYGGjqmwHAYQC/AcgtM2+CVIMapDpPbg/AanBeWLy99957snv37gpfzvfu3Svx8fECQNq3b++W2LQ6eI0fP14GDhwoU6dOle+//16GDx9uU2Hz8ssvyx133CFLly6V7OxsdX5hYaH885//VA9kL730kmMBasDePp4+fVot3AYMGCDXr19Xl+3bt0/9Qjx16lSH4tMil/Pnz5d27drJvHnz5Nq1a+p8g8EgCxcuFL1eLwDkr3/9a4W2BoNB/dLUuXNnOXHihLosPz9fXn31VTWfmzdvtj9IjTiyX5r6cerUKafE5qzibcSIEQJABg0aVGnxVp2PW2WZCppFixZVue2QIUMEgDRt2lQOHDigzt+yZYuEh4cLAPn4448djlHr4q2qfd2xY4dajI8bN67cl6wffvhB/TL92WefORagBgoKCqRTp04CQAYPHlyhEMnMzJTvvvvObNvr169LkyZNBIA8+eSTkp6eXm55enq6rFq1yu7YnLVfljVt2jQBIKGhoeU+E01MxdumTZucF4QGHPk8cNX3Ai3ymZWVpf4glpKSIufPn1eXpaWlSfv27QWAjB071mz7QYMGydChQ+W9996TjRs3qvt4dSreHOljdna2RERECABTIb9H/vy+XxPA/NJ8FgFoKRrVEt44uT0Aq8F5YfFmzY4dO9QD0eHDh13++s76MBo3bpxNhc2tH663Gjt2rACQ2rVrO3xmSmu29nHSpEkCQOrUqSMZGRkVli9fvlz9sM7MzLQ7Hi1yee3aNTEYDBaXT506Vf0VtWxxJyLy+++/q+/lffv2mW2flJRU7X7lN6ey/dITi7c1a9aoX4gXLVpUafFmjbuPW2XZW9AcOHBA7cP69esrLJ83b54AkIYNG0pxcbFDMbq7ePvLX/4iACQ+Pl6KiooqLJ8xY4b6frC2/7vClClTBID079+/yrGMGTNGAMiECROcEpsrijfTF+HRo0ebXe4pxZsjnweu+l6gRT5nz54tAESv10taWlqF5fv37xedTic6nU6OHTtW6fbuvffeale8OdLH1atXC2C8kqdz584CYLuU/87vB+Bi6XuFZ9+sTLznrRpp06aN+t+5ublujMQ96tSpY3V5nz59AADXrl1Denq6K0LS3E8//QQAuPfee1GrVq0Ky/v374/Q0FDk5uZixYoVLo6uvMjISCiKYnG5KR8lJSU4fvx4uWV5eXnqf7dq1cpse9P8oqIiR0N1Km/bL7OysjBu3DhERERg1qxZDm/PG/4+X3/9NQCgZcuW6N27d4XlI0aMQEhICC5evKjuw57KFP9DDz0Ef3//CsuHDRsGADhz5gy2bt3q0tjKKiwsVN+fb775ptVj0a2uXLmCTz/9FAEBAXjttdecFaJT7d69GwcOHAAAPPbYY26OxjGOfB540vcC076VlJSEFi1aVFjeoUMHxMXFwWAw4KuvvnJ1eJpwpI+m90FkZKTZY4+IlAA4Vfq/AZoG7mVYvFUjpp0iLCwM8fHxbo6m+rl586b63yEhIW6MxH7Xrl0DADRq1MjsckVR1GU///yzy+KyR9l8hIaGllsWHx+v5sjcl92CggLs3LkTAJCcnOzEKB1n6345depU9OnTB71798aIESPwySeflPvSUl08//zzOHfuHN5//31ERUU5vL3qeNz65ptvMGjQIPTs2RODBw/Gu+++iwsXLlhcf9u2bQCArl27ml0eFBSELl26lFu3uqhqXys7BtWrVw96vR6Ae49BW7duRXp6OurWrYuEhARs3rwZjz/+OO6++24MHDgQb7/9Ni5fvmy27Zo1a1BUVIQOHTqgbt26WL58OR599FH06tULf/nLXzB9+nRkZma6uEdVs3DhQgBAXFwcUlNTra47b9489O/fH7169cLw4cMxa9YsZGRkuCJMmzjz86A6fS+obN8CgCZNmgCo/p/vljjSxw4dOkBRFFy7dq1c3kwURYkE0K70f3dqErC3cvepP2sTfOCyyeLiYjl37pwsWLBA6tatK4qiyP/+7/+6JRZ3XzZZmb59+woA6dSpkzaBacjWPpZeKiAPP/yw2eUGg0FCQ0MFgHTt2tXueFxxSc+TTz4pAKRu3bpmLyV79913BYBERUXJZ599JleuXJHc3FzZvXu33H///QJAevXqVe0ugRWp2n4JMzeYm6b69es7fEmTlrncsGGDKIoiPXr0UOfZc9lkdTpulWW6lNDcpNfrZcaMGWbbme6Neuuttyxu+7HHHhMAMmLECIdi1Pqyyar21TTQwMsvv2x2+ZUrV9TtONpXR5juZ0pKSpKnn37abD9DQ0Nl+fLlFdr+7W9/U+/nNF0meutUt25d2bZtm93xOfMYm5eXp95n+e6771pcz3TZpLmpZs2a8vXXX2sfnJ2c9Xmg1fcCLfJpeq+lpqZaXKd169YCGO+trUx1vGzS0T7+/e9/F8A4WBuAIwAiAYQB6AZgR+n7d6FUgxqkOk9uD8BqcF5cvE2cOLHCwfauu+6SH374wW0xVefi7dtvv1X/Tt9++612wWnE1j6WLXjMjdK4cuVKtZ+ODADh7OJt586d6mh1H3zwgcX1PvvsM+nQoUOF93qdOnVk2rRpUlhY6JwA7WTPfvnAAw/I119/LceOHZObN2/K9evXZdmyZXLbbbcJAAkJCZFff/3V7pi0ymVubq60aNFCgoKC5Pjx4+r8qhRv1fG4VdbTTz8tc+fOld9++00yMzMlNzdXtm3bpg7KAkDmz59foZ3pB5OPPvrI4raff/559f4rR2iVT3v7avqy26ZNG7M/usyaNUtt72hfHWF6rwUEBAgAGT58uBw/flwKCgpk37590rVrV/VLYNkBZkT+HA3Y1Pbpp5+Ws2fPSn5+vvz444/Srl079Th06dIlu+Jz5jH2008/FcA4kp+1+EaMGCFLliyRQ4cOSU5OjmRlZcl///tftbDX6XTy/fffax+gnbT+PNDye4EW+Xz//fcFgAQGBsrJkycrLP/ll1/UERnDwsIq3V51LN4c7aPBYJAZM2aYirdbp1MARgNQpBrUINV5cnsAVoOrDsXbmTMir7wi0revSLduxn9ffdU43wEzZsyQ1NRU6dKli0RFRakfQiNGjHBooAq7lPYxxO+m8eDld1OTPpo4WrwdPHhQHQHN0hmrSjkpjya29vHgwYNq0dOnT59yN2Nv3bq13PDrdg1j7eRciohcvHhRjbNr164WB3AoLi6WKVOmSOPGjUWn00mzZs0kISFBatSoIQAkISFBfv75Z/uC8ID9Mjc3Vzp27CgA5J577ql6MBrn8qmnnhIA8s4775SbX5XiTfPjlpP3y7JM+2hkZKTk5OSUW2b6svHJJ59YbG8aEa9Xr172BeCCfdPEWl+///579RgzatSocstXrFihnvGxq68a5tN0phOAJCcnVxiwJCcnR30PDh06tNyyXr16qW1vXSYicu7cOfXL44svvli1wFyQxx49eggAeeCBB+xqX1xcLH369BEAEhcXZ18QGu+bWn8eaPK9QETTfF69elV9hEGXLl3KDWJ16NAhadu2rfq+tPaICxPNijcNc+loH3Nzc+WZZ55RvwcBOAHjowLySv//JwDxUg1qkOo8uT0Aq8G5s3g7ckTkgQdEdDrjn+nWSacTGTDAuJ4G9u7dK6mpqQJAEhMTHR7RzCa39DEEOcaDF3I07aMjxduJEyekYcOGAkC6detm8dkhFrkoj1Xp48cff6wO1R0QECBt27ZVL9uqW7euPPjggwJAOnbsaHsALsplenq6enBu06aN1ZHATL9+JyYmyu+//67OLywslPfee0/99W737t22B+Bh+6VpVEc/Pz+zo4ua5YRcbt26VXQ6nXTo0KHCCIOOjDZp99/HxXkUMT7HzfR4ixUrVpRb5tQzby7aN8uy1lcRKTc0e2BgoNx2221qIdSqVSu1+Bk0aJBdfdQinxMmTFBjtHT53+uvvy6A8RLBspfb9evXT227a9cus21HjRolgPEZafb00Vl5PHnypCiKIgBk2bJldm/n0KFD6t/gt99+s72hk/ZNLT8PHP5eIOK0fK5atUqCg4PFdOYzNjZWWrZsKYqiSEhIiPqIloiIiEq35XDx5qRc2tvHwsJC9daR0h+J9sqf3/dDAUwrfc9mAGhiWsaJxZtttm4VqVXL/Jv91ikiQsSB6+bLysrKUu9HWLp0qSbbtMhMHyscvDTqo73F26lTp6Rp06YCQO644w6zz7mxyoV5rGofd+7cKUOGDJH69etLQECANGzYUJ544gm5ePGiuq0+ffrY3U9n5PL69evqJS+xsbFWL+dZtWqVmC77MXdphYjI6NGjBYDcd999tgXggftlZmam+gVq7969lTdwQi6LiookLi5O/Pz8zH4xcvRRAVX++7gpjyKingm99VJfW56vaNc9by48zt7KUl9N1q1bJ3379pU6depIQECAREdHy6RJk+TGjRvql8a///3vdvVRi3y+9tpr6r5z62WRJl9//bW6TtkfkkxfHgFY/NwwFQyhoaF29dFZeTQV1lFRUWYf5VAVpmdq2XxJoZNyqeXngcPfC0Scns/Dhw/L6NGjpWnTpqLX66Vu3boyfPhwOXr0qLzzzjti+vGzMg4Vb04+ztrTR9NjBmrXrm32UQFi/N6/sXTf/ejWZZz+nDja5K2OHgX69gVu3LBt/YwM4/pHjzr80mFhYejWrRsAYM+ePQ5vzyI39tFW586dQ8+ePXH27FncfvvtWLt2LWrUqGH7Bqp5H7t06YKvvvoKly5dQmFhIS5cuIB58+ahQYMGOHjwIADjULyVclE/MzMz0bt3b/zyyy+IiYnBpk2bUL9+fYvr//jjjwCA2NhYNG/e3Ow69913HwDjkNiV8tD90jRqH2DDIxGc1MecnBwcLV2nX79+qF+/frlp4sSJAIz7nGleVYaxrtLfx837pSkft+YiLi4OAHDixAmLbdPS0sqtW6lq2leTe+65B6tWrUJ6ejoKCwtx6tQpvP/++wgPD7f9GOTEPpYduTQwMNDsOmXnl5SUVGirKEq5fdBc27LtzHJhHg0GA5YsWQIAGDlypNnh1KuisvdAOU7sp1afBw5/LwBcks/4+HgsXLgQZ86cQUFBAa5evYrPP/8csbGxVft8t1c17aPpfXD77bdbe29/X/qvE/9Ano/F261efNH2N7xJRoaxnQaKi4sB2PCB4gg397EyFy5cQI8ePXDq1CkkJSVh3bp1qFmzZtU2Us37aMnly5exY8cOAMDAgQMrb+CCfmZlZeGee+7B3r170aJFC2zatAkNGzastI2t8vPzK1/JQ/dL03OagD+HT7bIyX0sKSnBlStXKkymXBkMBnWeuWGcrbH57+PGPBYXF+PIkSMAKuYiJSUFgPlhzAHje3TXrl3l1q1UNe1rZfbs2YMLFy5Ar9erz9CyyIl9LDs8/smTJ82uYyqog4KCULt27QptRQSnTp2y2rZx48bWA3FhHn/44QecPXsWADBmzJgqty/r6tWruHr1KgAb3wNO7KcWnweafC8A3LpfFhQUYO3atQBs/Hy3VzXtY1XeBwCCHA7Gm7n71J+1Ca6+bPLMGcvXBlc26XQO37D8xx9/qDeLL1q0SJs+3cpKHy1eNuBgH6tySeGlS5ckNjZWAEjnzp1tv0/Ixj46K49aPQ7BdB9Gz549K1/ZBbnMzs6WlJQUASDNmzeXMzb+bT788MNKL5Mx9TUxMdHuflb3/dJ0/2Kl99W4Yb80cfSySZv/Pm7O48yZM9X35K2X/P76668C46U6sn79+gpt582bJwCkQYMGtt3X58Z8VtZXa4qLi9X73caMGWN3H7XKp+l+yiFDhlRYVlJSoo4aef/991dYZrqP+IUXXqjQNicnR+rVqycAZPz48Xb10Rl5HDJkiADWh2G31bPPPiuA8b6jSkdxdHIuHf080OR7QSX9dMV+abpHMzY21qbjiF2XTbr5OGutj6YRZG28bPKbW5dxKvN3cncAVoNzdfH2yiv2veFN06uvWt38okWLZO7cuXLlypUKy3bu3CmdOnUSwPhsjFtHCHNFHys9eNnQR3NsLWyuXr0qbdq0EcD4zJbr169r3kct8uhIH0VE/v3vf8vBgwfLzUtPT5cnnnhCAOPN92WHcrenn1rkMjc3Vx1yOjo62ubCTUTk/Pnz6g3NiYmJcujQIXVZ2RvUAcisWbPs7qe798sXX3xRFi5cWGGkxatXr6r3cACQ7777zu4+Omu/LNt/a8WbZsctJ+dxyZIl8uabb8rZs2fLzc/Pz5dp06apw8ZPnDjRbPuHHnpI7UfZe6y2bNmiFqfWBjSxta9a5NPRvn700UflRokTETl79qwMHDhQAEjjxo3l2rVrdvdRq+Ps5s2bRVEUURRF5syZo444WVBQoD77TafTyY8//mj2bwQYR0Mte89Xdna2DB06VABIcHCw9WOtC/fLa9euSWBgoADWRz01ef/992XGjBly9erVcvOzsrLkH//4h3rs+fDDDyt/cSfn0pHPA82+F1TST63y+d1338nOnTvLzcvOzpbXXntNFEWRgIAAm0fVtKt4c8F+aW8f9+7dqw7GU8mAJQKgn2kZp4qTUvpHq5YURdmenJycvH37dte8YL9+wOrVZhfVxVXkIcR6ez8/INDymd7CwtdRXPwGAEBRmkBRjPcMGQxnAFwtnd8MgYGroNO1s7QZxxTkAxYubTL2TwEgCEGe+faV9BEAiou/RGHhhDJzcgHkAwgE8Of16QEBLyAg4AX1/wsLx6G4+GMAgKK0g6KEW3wNvX4WdLqO5hdW2kcjd/QRAPLzu8Ng2AKgNhSlGYACiBwBUAIgCoGBK+Dn18Xq6wNwei6Lit5BUdFLAABFaQVFqWdx3YCAl+Hnd3+5eca/0UgAhQB0UJSmAGpBJA1AdmkIQ6DXfw5F8bO4bWfn05H9sqBgIEpKlpf2rwUUpTZEcsrk0w8BAe8hIOBZy/2zqY+O75eWFBcvRmHhaChKMwQHn66wXLPjlpPzWFQ0HUVFz5TG0wiK0hAiJaW5yCvdxFDo9Z9CUQIqtBfJQH5+V4gchDGfbQEUQuRoaduRCAxcbLl/ZTl933SsrzdvRkPkDIAo6HRNIJINkWMABIoSg8DAtdDpYhzso5Gj79miog9RVPRcaWwNoChNYDAch3FAOh0CAmYgIGCC2baFhc+guHg6AEBRoqEodWEwHILxeB0Ivf5z+Ps/aPnFXbhfFhXNQlHRUwBqIDj4EhTF+r1chYVPo7h4BgAFitIMilIPIgUQOQzjMRfw938Gev20yl/cZZ+ZVf880Ox7AeCSfBYUjEJJyRIA4VCUaABSegwpABAGvX4p/P37m21bVPQeioreKzMnC0ARgGCgTB70+tnw9x9mIQDLfTQJQR7SYeHzvF8/YOVKq+1HjRqFJUuWIDw8HNHR0RARHD16FAUFBQgLC8PSpUvRv7/5Pv7rX//CCy+8gDK1xwkANwHEwNhRAJgmIs9ZDcLXubt6tDbB1WfeunWz+GuE6VcZx6ajArwpQG8BogUIEUAvQP3SebMFyNXgddw9LVJ/RbM+Tb6l3Ugb20GATR7aRxFgqQAPCNBUgCABagrQSYApAtyoBvkzTZOrkI9FFrZxSIBxAsQJECxAgBjf730F+Loa9FHEsf3yewH+JkBi6fp6AUIFaF06/7dq0D9b38vNnPD3ceX0uwAvCNBNgCZifL8FinE/GyzAahu2kSfG/bBtaftwAe4U4NNq0D8t+zpLgHsEaFSaywgB7hDgQwFuVoP+3Tr9JMAgAaLEeAyJKu3ndhvarhDgXgFql7ZtLMbPmkPVoF9lJ9PDq8fYuP52ASYKkFKaxyAxvg9aCjBCgK3VoE+3TvZ8HowUz/leIAKsFWCIAC3EeKwMFePx5AUBLlbSdrKN/VzkUIxWzy5261bpV+W1a9fKkCFDpEWLFhISEiKhoaHStm1beeGFF+TixYuVtt+xY4dphOL80qkAwDkA/wegt4j764/qPvHMW1lOPvNWLbjxF36XcdEvwm7nC7kEfCOfvpBLX8ijCfOp/rd399EL8gj4Ri4B38inC868aSElJQU7duzYISI2jgBF5bi7erQ2wcvueasW3Hhvjcv4Qh5FfCOXIr6RT1/IpS/k0YT59I58+kIeRXwjlyK+kU8PyWVycrLAzIAlnHjmrerOngWaNwcMhqq31emAU6eApk21j0tLVvoYihzkIRQhyEUuzFxv7wV9rJSn9BHwjVwCvpFPX8ilL+TRhPm0zgv66DV5BHwjl4Bv5NNDcskzb47hc97KatoUsHCTZaX696/+OzXAPlbGU/oIsJ+28JR+so/WeUofTXyhr+yjdZ7SR4D9tIWn9NMX+khw+6k/axNcfdmkiMiRIyIREbafYgaM6x854to4HWGhj1YvG/CSPnpVHkV8I5civpFPX8ilL+TRhPn0jnz6Qh5FfCOXIr6RTw/IJS+bdGzimbdbxcUBq1YBtWrZtn5EhHGQk7g4p4alKfaxIk/sI8B+WuKJ/WQfK/LEPpr4Ql/Zx4o8sY8A+2mJJ/bTF/ro69xdPVqb4I4zbyZHjogMGGD5SfU6nXG5J/0ac6tb+ljhlycv7KNX5lHEN3Ip4hv59IVc+kIeTZhPr+yjV+ZRxDdyKeIb+azGueSZN8cmDlhSmbNngQULgP37gexsICwM6NgRePxxoEkT98WlpdI+hr79EvJKghDil4/cl972yj56dR4B38gl4Bv59IVc+kIeTZhPd0enDV/II+AbuQR8I5/VMJccsMQxLN5IFRoK5OUBISFAbq67oyFHMJfeg7n0Lsynd2AevQvz6Vos3hzDe96IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAOweCMiIiIiIvIALN6IiIiIiIg8AIs3IiIiIiIiD8DijYiIiIiIyAM4pXhTFOVFRVGkdEp2xmsQERERERH5Es2LN0VR2gF4A0Cu1tsmIiIiIiLyVZoWb4qiBABYAuAXAP/RcttERERERES+TOszby8DaAtgDIASjbdNRERERETkszQr3hRF6QRj8faGiBzSartEREREREQE+GuxEUVRAgH8G8bLJd+zo/12C4vaORAWERERERGR19CkeAMwBUArAIkiwssliYiIiIiINOZw8aYoSgqASQBeF5GD9mxDRFIsbHs7AD5qgIiIiIiIfJ5D97wpiuIP4+iSvwH4pyYRERERERERUQWOnnmrAePlkgBQqCiKuXW2l84fJCLLHHw9IiIiIiIin+Ro8VYA4BMLy7rCWNitAJAO4LSDr0VEREREROSzHCreROQmgLHmlimKshjG4u0dEdnhyOsQERERERH5Oq0f0k1EREREREROwOKNiIiIiIjIAziteBORUSKi8JJJIiIiIiIix/HMGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFG2nu0KFD+Oijj/DYY48hISEBAQEBUBQFo0aNqrTtnj17MH36dDzyyCOIj4+HTqeDoih4/fXXnR43lVdSUoINGzbgueeeQ0pKCiIjIxEQEIA6derg7rvvxsKFC1FSUmK27eLFi6Eoik3T6NGjXdwzMlm2bJmah+joaLPrOPI+IOfp3r17pfvW999/b7H9nj17MGLECDRv3hxBQUEIDg5Gq1at8MQTT+DIkSMu7InvcsZxcvr06Wqb7t27O7cDZNbly5cxadIktG7dGiEhIQgPD0eXLl0wc+ZMFBcXW21bUlKC2bNnIykpCWFhYahZsyaSkpIwZ84cGAwGF/WAqjuHHtJNZM5LL72E5cuX29V27Nix+PXXXzWOiOyxePFijB07FgCgKApatmyJFi1a4NSpU9iwYQM2bNiAhQsXYvXq1QgPDy/XNioqCqmpqRa3nZOTo+b5zjvvdF4nyKKMjAyMHz++0vUceR+Q87Vq1Qr16tUzuywiIsLs/P/93//Fk08+CYPBoBZtJSUlSEtLw/z587FkyRJ89dVXGDhwoBMjJ62Pk2lpaXj55Zc1i4+qbteuXejbty/++OMP+Pv7o23btjAYDNi7dy92796Nb775BuvWrUNwcHCFtoWFhejXrx9++OEHAEBcXBz0ej327t2LPXv2YOXKlVi5ciUCAgJc3S2qbkSk2k4AticnJwu5RkiICGD81xHjx4+XgQMHytSpU+X777+X4cOHCwAZOXJkpW0HDRokQ4cOlffee082btwo3bp1EwAyefJkx4LyMVrkcv78+dKuXTuZN2+eXLt2TZ1vMBhk4cKFotfrBYD89a9/rfK2p02bJgAkNDRUsrOz7Q/SB2i1X95qxIgRAkAGDRokAKRZs2Zm13Pm+8AXaZVP07Fx0aJFVWp36tQpCQgIEAAyatQouXHjhrrs8uXL0q9fPwEg4eHhkpmZ6ViQXsxZ+2VZVTlOGgwG6d69u/j5+Un//v0FgHTr1s15wXkZLfKZlZUl9evXFwCSkpIi58+fV5elpaVJ+/btBYCMHTvWbPsXXnhBAEitWrVky5Yt6vwDBw5IkyZNBIC89NJL9gdYjSQnJwuA7VINag1PnNwegNXgWLy5lLM+jMaNG2dz8Xare++9l8WbHbTI5bVr18RgMFhcPnXqVAEgfn5+5b7U28L0ITZ69Gj7A/QRztgv16xZIwBk8ODBsmjRIqvFmzPfB77I3cXbnDlzBIDUqVNHCgsLKyzPzMwUf39/ASArV650LEgv5orirSrHyblz5woAef7552Xy5Mks3qpIi3zOnj1bAIher5e0tLQKy/fv3y86nU50Op0cO3as3LL09HQJCgoSAPLxxx9XaLtu3ToBIMHBwV5xnGXx5tjEe96IyKzIyEgoimJxeZ8+fQAYr9E/fvy4zdvdvXs3Dhw4AAB47LHHHAuSqiwrKwvjxo1DREQEZs2aVen6znofkHvk5eUBAJo1a2b28quaNWuql2EWFRW5NDb6U1WOk2fPnsWLL76Ili1b4o033nBFeGTGTz/9BABISkpCixYtKizv0KED4uLiYDAY8NVXX5VbtmLFCuTn5yM0NBSPPvpohbb33HMPWrRogZs3b2LFihXO6QB5DBZvRGSXmzdvqv8dGhpqc7uFCxcCMF7Pb+1+D3KO559/HufOncP777+PqKgoh7dn7/uAtPHNN99g0KBB6NmzJwYPHox3330XFy5csLh+p06dAABHjhzBH3/8UWH5iRMncPHiRfj7+yMxMdFpcZN1VTlOPvHEE8jOzsa8efPM3ktFrnHt2jUAQKNGjSyu06RJEwDAzz//XG7+tm3bAABdunRBUFCQ2bZdu3Ytty75LhZvRGSXzz//HABQt25dtG7d2qY2N2/exBdffAEAGDNmjNNiI/M2btyI+fPno0ePHpqd9bTnfUDaWb16NZYtW4ZNmzbhm2++wf/8z/+gRYsWmDlzptn1e/bsiT59+iA3Nxd9+vTBpk2bkJWVhYyMDKxevRr9+vUDALzyyito2rSpK7tCpapynFy0aBHWrVuHUaNGoVevXq4IjyyoVasWAFj98eTcuXMAgMOHD5ebf+zYMQBATEyMxbYtW7YEABw9etSRMMkLsHgjoirbtWsX5s2bBwD4n//5H/j5+dnU7ttvv0VmZib8/f0xYsQIZ4ZIt8jLy8Pjjz+OwMBAfPzxx5ps0973ATmuY8eOmDt3Ln777TdkZmYiNzcX27Ztw6BBg1BYWIiJEydiwYIFZtsuW7YMr7/+Oi5cuICePXsiPDwckZGR6NevHwIDA/Gf//wHkydPdnGPyMTW4+SlS5fw7LPPol69evjggw9cGCGZc/vttwMwPobj1KlTFZb/+uuvauGVkZFRbtn169cBGC9Tt8S07Na25HtYvBFRlVy6dAkPPfQQiouL0bVrV0ycONHmtqZLgfr06YP69es7K0Qy4x//+AdOnjyJyZMnW/1111aOvA/IcR9++CHGjx+P9u3bo2bNmggJCUFKSgq+++47jBs3DgDw4osvIjc3t0LbzMxMnD17FllZWdDr9YiPj0d8fDz0ej0OHjyIBQsW4NKlS67uEpWy9Tg5fvx43LhxAzNmzLD6pZ9cY+TIkQgLC0NBQQGGDRuG06dPq8sOHz6Mhx9+WH1Wm+neUxPT5ed6vd7i9k2XU97alnwPizcCzp4FXn0VKMg3/n9BPvDaa8b55FmcnMs//vgDvXv3xvnz59GmTRt8++23Np9tOXXqFDZv3gyAl0zaRMNcbtu2DbNnz0aHDh0wadIkh0Nz5H3gs1x4nP3nP/8JvV6P69evY+PGjeWWXb9+HV26dMHChQsxcOBAXLp0CYcPH8bhw4dx8eJFDB06FKtXr0ZKSgpycnI0j83jOTmPth4nv/jiCyxfvhx9+/bFsGHDNHltn6RhPuvWrYsvvvgCwcHB2LVrF1q2bIm4uDjExMSgbdu2OHXqlHomtWbNmuXamu5VLCwstLj9/HxjjCEhIVWOjbwLizdfdvQoMGAA0Lw5MHUqUFJinF9SArz5pnH+wIHG9ah6c0EuMzIy0Lt3b/z++++IjY3Fhg0bUKdOHZvbL1q0CCKCqKgo9O3b1+44vJ7GuSwuLsaYMWOgKArmz58Pf39/h8Jz9H3gc9xwnK1Vqxbatm0LABVGAH3nnXdw6tQpxMfHY+HCheXO2NSuXRuLFy9GXFwczpw5gzlz5mgWk8dzUR5tOU5mZGTgqaeeQo0aNfDRRx859Ho+y0n57Nu3L/bt24fRo0ejcePGOH36NLKysjBs2DDs379fvS+4QYMG5dpFREQA+HPQE3NMl1aa1iXf5dinOHmubduAvn2BGzcsr2MwAMuXAz/+CKxeDaSkuCw8qgIX5DIzMxO9e/fGL7/8gpiYGGzatKlKlz0aDAYsWbIEgPHSEkcLCK/lhFzm5OTg6NGj8PPzUwejKMt0uc65c+fUnM6YMQNDhw6tsK6j7wOf48bjrOnyq1uH+//xxx8BGAcuMfeoAL1ej549e+Lo0aPYvXu3JrF4PBfl0dbj5JkzZ/DHH39Ar9cjKSmpwnLTGdNt27ap++d3332HO+64o8oxeSUn59P0w4g5Bw8eBIAKeYuLi8PPP/+MEydOWNxuWlqaui75Np5580VHj1Z+4CorI8O4Ps/AVT8uyGVWVhbuuece7N27Fy1atMCmTZvQsGHDKoX5ww8/4GzpZSi8ZNICJ+eypKQEV65cqTBlZWUBMH5xNM0rO/y/iRbvA5/ixuNscXExjhw5AuDPoclNTPm2hekyLZ/mwjxW9ThZWFhodp823edYVFSkzrN2OZ5PceN+WVBQgLVr1wIABg4cWG5ZSmlxuHv3bov7nemHlxT+kO7zWLz5ohdftP3AZZKRYWxH1YuTc5mTk4P77rsPu3btQvPmzbFp0yY0bty4ymGafoVMTU3lr4aWOCmXtWrVgohYnBYtWgTA+NBm07xRo0aV24ZW7wOf4sbj7EcffaSOVtizZ89yy0z738aNG80+hLuwsFC9Ty4+Pt7hWDyeC/No63GyQ4cOVvdp00ih3bp1U+d17969yvF4JTful//85z9x/fp1xMbGon///uWWDRgwAIGBgcjNzcWnn35aoe369etx8uRJBAUFYcCAAQ7HQp6NxZuvOXsWWLnSvrYrV3IQk+rEybnMy8tDv379sH37dkRHR2Pz5s12Pffp+vXrWL58OQCedbOoGu+XWr0PfIqT8/nvf/8bU6dOVZ8ZZVJQUIAPP/wQzz33HADgySefrHBZ68iRIwEYH9I9ZswY9T4awHi/zahRo3D06FHodDo+zsOF+yWPky7ggnz+5z//wa5du8rNy8nJweTJk/HGG28gICAACxcurDDAU506dTBhwgQAwAsvvKCeZQOMl1qOHTsWADBx4kSOLEqw+uuNuycA25OTk4U09MorIoDZKQQ5AoiEIMfiOvLqq5W+xBdffCG1a9dWp6CgIAEggYGB5ea/++67Fdq+++675dYJCAgQABIcHFxu/hdffOGMv45ncXIu3377bQEgAKRVq1aSmppqcVqzZo3F7cycOVMASI0aNSQ7O1vrv4J3cMF+acmiRYsEgDRr1szscq3eBz7Fyfn88MMP1Zw0atRIkpKSpFOnThISEqLOHzp0qBQWFppt///+3/9T19Pr9dK6dWtp3bq16PV6ASA6nU6mT5/ujL+MZ3HhfqnlcXLy5MkCQLp16+bQdryOC/I5cuRIASDh4eGSkJAgt912mwQGBgoACQsLkxUrVlhsm5+fLz179lT3zbi4OGnfvr3odDoBIHfffbcUFBRo+Rdxm+TkZAGwXapBreGJE0cN8DX791tclIeQcv9Wtb1Jfn6+2RGTCgoKUFBQ8OfrmXlWSV5entm2N2/eLHcfDu/FgNNzWTZXx48frzBqXVlXrlyxuMx0KdCQIUNQo0YNq6/ps1ywX9pLq/eBT3FyPu+55x688MIL2LlzJ06ePImDBw/CYDAgKioKt99+O0aNGoU+ffpYbD9z5kz069cPH3/8MXbu3Im0tDQoioJGjRrhrrvuwoQJE8wOhOFzXLhf8jjpAi7I57Bhw3Dz5k3s2bMHx48fh6IoiImJQd++ffH0009XGGWyrMDAQKxfvx5z5szBv//9b/WB3h07dsTIkSPx97//nY9kIQCAIiLujsEiRVG2JycnJ2/fvt3doXiP7t2BLVvMLlJgAKAAEIilK2q7dQNKn0FDbsZceg/m0rswn96BefQuzGe1kZKSgh07duwQEY6+Ygfe8+ZrHP1FLyxMmzjIccyl92AuvQvz6R2YR+/CfJKXYPHmazp2tLgoBHnl/q1qe3Ix5tJ7MJfehfn0Dsyjd2E+yUuwePM1jz8O6OxMu04HlI54RNUAc+k9mEvvwnx6B+bRuzCf5CVYvPmapk2BW54vYrP+/Y3tqXpgLr0Hc+ldmE/vwDx6F+aTvASLN1/07rtARETV2kREGNtR9cJceg/m0rswn96BefQuzCd5ARZvviguDli1CqhVy7b1IyKA1auN7ah6YS69B3PpXZhP78A8ehfmk7wAizdfdccdwI4dwIABlq8B1+mMy7dvB1I4mmu1xVx6D+bSuzCf3oF59C7MJ3k4Fm++LC4OWLYMOHUKePVVwPTwRz8/4/+fPm1czl+cqj/m0nswl96F+fQOzKN3YT7Jg/Eh3aQKDQXy8oCQECA3193RkCOYS+/BXHoX5tM7MI/ehfl0LT6k2zE880ZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8UZEREREROQBWLwRERERERF5ABZvREREREREHoDFGxERERERkQdg8eZCJSUl2LBhA5577jmkpKQgMjISAQEBqFOnDu6++24sXLgQJSUl7g7TYYcOHcJHH32Exx57DAkJCQgICICiKBg1apRN7UtKSjB79mwkJSUhLCwMNWvWRFJSEubMmQODweDc4G3kaB+PHTuG8ePHIzY2FsHBwQgKCkJ0dDQeeeQR7Nq1y7nB20ir96vBYMDixYvRu3dvREVFITAwEA0bNkT37t0xZcoUF/SkcnPmzMHIkSORkJCAqKgo6PV6hIeHIykpCVOmTMGNGzeqtL2nn34aiqJU6T3hDsuWLVPjjI6Otrieo+93d7K1jwBw+fJlTJo0Ca1bt0ZISAjCw8PRpUsXzJw5E8XFxa4J2Ebdu3dX+2Vp+v777yu0GzVqVKXtTNOSJUvc0LOK7DmGREdHV9q/I0eOuLgn5S1evNjmXIwePbpc25s3b+KDDz7AsGHD0LZtW9StWxcBAQGIjIzEnXfeienTpyM/P99NPTPv4sWLmDRpEtq3b4/Q0FDo9Xo0atQIDz74INavX2+x3Z49ezB9+nQ88sgjiI+Ph06ng6IoeP31110XfBXY208ASEtLw9/+9je0bNkSQUFBiIyMRLdu3fDpp5+6KHrb2HOsfP3119X3844dOwAgWVEUsTBNdmmHPI2IVNsJwPbk5GTxFgsWLBAAAkAURZGYmBhJTEyUyMhIdX5qaqrcuHHDLfGFhIgAxn8dMWDAALU/ZaeRI0dW2ragoEB69+6ttomLi5P27duLoigCQO69914pLCx0LEANONLHFStWSGBgoAAQvV4v8fHx0r59ewkJCVHfG7NmzXIoPi1yqcX7NT09XW6//XZ1/ZiYGElKSpJmzZqJv7+/+Pn52R+ghvz8/ASABAcHS8uWLaVz587SuHFjNe4GDRrIwYMHbdrW1q1bRafTVek9YY1W++Wtrl+/LvXr11fjbNasmcV1HXm/u1NV+rhz506pU6eOABB/f39JSEiQ9u3bq7m86667JC8vz+GYtMpnt27dBIC0atVKUlNTzU47duyo0O6tt96yuH5qaqpER0erf6/jx487FqQG7D2GNGvWTABIu3btLPb1zJkzdselRR7XrFljNRcJCQlqvxcsWFCu7blz59RlNWrUkNjYWElMTJSoqCh1fuvWreX8+fP2B6ihXbt2Sa1atQSA+Pn5SUxMjHTo0EFq1qypxvv888+bbVv271B2mjx5smbxabVfOtLPlStXqt8DgoKCJDExUeLi4tR2Q4YMkZKSEscC1IC9x8pPPvlEfW+HhYUJgCwAP5eZDpfJby+pBnVIdZ3cHoDV4LyseJs/f760a9dO5s2bJ9euXVPnGwwGWbhwoej1egEgf/3rX90Sn1YHr/Hjx8vAgQNl6tSp8v3338vw4cNt/qL3wgsvCACpVauWbNmyRZ1/4MABadKkiQCQl156ybEANWBvH7OzsyUiIkIAyP333y+XLl1Sl2VmZsrYsWPVA+KJEyfsjk+LXDr6fi0oKJBOnToJABk8eHCFL0qZmZny3Xff2R+ght577z3ZvXt3hQ/GvXv3Snx8vACQ9u3bV7qdmzdvSlxcnNSsWVN69epVrYu3ESNGCAAZNGhQpYWNI/u0O9nax6ysLLXIS0lJKfeFNy0tTdq3by8AZOzYsQ7HpHXxtmjRIodjKuuBBx4QANK1a1dNt2sPR44hpuJt06ZNTonNWftlWdOmTRMAEhoaKtnZ2eWWZWRkyPTp0+XAgQMV2m3cuFEt4vr16+e8AG1kMBgkNjZWAEjnzp3Lfbbl5+fLq6++qhYomzdvrtB+0KBBMnToUHnvvfdk48aN6nu/uhVvjvTz9OnTauE2YMAAuX79urps37596o+JU6dOtT9ADWh1rExOThYA26X8d/4ZpX+fUwAU0bim8KbJ7QFYDc7Lirdr166JwWCwuHzq1KnqrzVlvyy7irM+jMaNG2fTF7309HQJCgoSAPLxxx9XWL5u3Tr17Ig7/j7W2NrH1atXq2eyzPWhuLhYGjRoIAAcOvumRS4dfb9OmTJFAEj//v2tbqe627Fjh/qBe/jwYavrmn58mDNnjowcObLaFm9r1qxRvxAvWrSo0uLtVra+392pKn2cPXu2mM6Ep6WlVVi+f/9+0el0otPp5NixYw7FVZ2Lt8uXL4u/v78AkCVLlmi2XXs5cgzxhuLN9EV49OjRVW775ZdfCgDR6XSSk5PjhOhs9/vvv6vH0H379pldJykpSQDIc889V+n27r333mpZvDnSz0mTJgkAqVOnjmRkZFRot3z5crWQz8zMtD9IB2l1rLy1eAOgB/BH6d/vNdGwlvDGife8uVBkZCQURbG4vE+fPgCM9xodP37cVWFVGytWrEB+fj5CQ0Px6KOPVlh+zz33oEWLFrh58yZWrFjhhggdl5eXB8D4XoiMjKyw3M/PD82bNwcAFBUVuTS2Wznyfi0sLMSsWbMAAG+++abV7VR3bdq0Uf87NzfX4np79uzBBx98gNTUVIwfP94VodklKysL48aNQ0REhJojb1PVPv7000/4/+zdd3wUdf4/8NfsppEChBY6oSW0kFACyQUBaUoTRMGGNCvqHSiWO0/UU36e6ImiBxaQImDhsFBFOY4iLRQbSCdIUARCgIQkpOzu+/fHZuebsrvZ7M7uZndfz8djHoSZ+cx+PvveKe8pnwGA5ORktGnTptL0pKQkxMfHw2Qy4bPPPtO8vjXFRx99BIPBgNq1a+P222/3al38aRvijH379uHgwYMAgPvuu6/a5S3bLZPJ5PVn3yz7PQBo37691Xks472933OFK+20bINuuukm1K1bt1K5kSNHIiIiAvn5+V49/nHjtnIUgPoATACWuF5T/8bkrQa5fv26+ndERIQXa+Idu3btAgD06tULYWFhVufp27dvuXl9TVJSEhRFQXZ2No4cOVJp+uXLl3Ho0CEAQO/evT1dvWqx93vduXMnsrKy0LBhQyQmJmLr1q144IEHMGjQIIwePRqvvPIKzp8/7+kqO8Wys4qKikKHDh2szlNSUoIpU6ZAr9djwYIFNfpA86mnnsLZs2fx+uuvIyYmxtvVcYvqtjE7OxsA0KxZM5vztGjRAgCwY8cObSqpkVWrVuHWW2/FgAEDMHbsWMyePRu///67U8tavHgxAODOO+9EeHi4ltWsNq22Ie+//z5GjhyJgQMH4q677sI777yDK1eueKAFrlm0aBEAID4+HmlpadUub9lutW7dGvXr19e0btXVoUMH9fdkqVdZRUVFSE9PBwCkpKR4tG5acqWdVW2DFEVRp3lzG+TGbeWU0n//KyKZztUugHj70p+9AX5222RVHn30UQEgDRs2FIPB4PHP9/ZtkzfccIMAkAceeMDmPC+//HKNeR6jrOrcRvbII48ISjsaWLNmjWRnZ0tubq5s3bpVfTDfmdtkyvLELT32fq+vvvqqAJDk5GSZPn261YfNIyIiZPXq1e6roAsMBoOcPXtWFi5cKA0bNhRFUeS9996zOf/zzz8vAOTFF19Ux9XE2yY3b94siqLIjTfeqI7zt9smnWnj7bffLoC5Ax5bOnbsKACkZcuWLtVP69smrQ0hISEyd+7cai1v165davn09HTXKqcBV7chltsmrQ21a9eWlStXulQ/d25jCwoKpE6dOgJAZs+e7XC54uJi+fXXX2XOnDkSHh4uISEhsnbtWu0r6ITZs2cLAImJiZHly5fLhQsXJD8/X/bt2ydDhw4VADJw4ECHOuSoqbdNijjfzp49ewoAueeee6wu12QySUREhNePf7TaVpa9bRJAcwDG0vVznNSA/KOmD16vgN3KBVDylp6erj5r8MYbb3ilDt5O3jp37iwA5JlnnrE5z7x58wRwrPMIT6rOwazJZJK5c+dKu3btKh1UxMbGyqJFi1x+RszdyVtVv9dp06YJAAkODhYActddd8mJEyekqKhIvv/+e+nbt68A5h61rD1w7y2WepcdbrjhBtm0aZPNMj/99JMEBwdLp06dpKioSB1f05K3/Px8adOmjYSFhZXrRdCfkjdn2/j6668LAAkNDZWMjIxK03/88Ue1J7WoqCiX6qhVPKdPny7z58+Xn3/+WXJyciQ/P1927dqlds4CQBYsWODw8u677z4BIJ07d3atYhpxdRsyYcIEWbp0qRw+fFjy8vIkNzdX/vvf/6pJr06nk40bNzpdP3duY5ctWyaAueOqsp1a2WKtN9iRI0fKvn37tK+cC5YvXy5JSUmV6tqgQQOZM2eOwz1J1+TkTcS5dpY9GWqtB+e1a9eqy/Hm8Y9W28oKydtzpW3LBhAqNSD/qOkDb5usAf744w/cdtttMBgM6Nu3L6ZNm+btKnmF5Ta8kJAQm/NYbqcse2+5r7l+/Tp+/fVXXLlyBXq9Hm3btkVCQgJq1aqFX3/9FYsWLcKxY8e8XU2bHPm95uXlATDfTpiSkoIVK1agXbt2CAkJQbdu3bBhwwbExMSgsLAQs2bN8nQTbGrTpg3S0tLQq1cv9Xa7ffv2YdmyZcjNza00v8FgwJQpU2A0GrFgwQK7v11v+9vf/oaMjAy88MILaNeunber4xbOtnHixImIiopCUVER7rzzTvz666/qtCNHjuCee+5R3zFZU7Y9b775JqZOnYqEhATUrl0b4eHhSE1NxRdffIGHHnoIAPDMM8/YfU7TIj8/HytXrgTg3PNV7uDqNmTp0qWYMGECOnbsiIiICERFRWHgwIHYvHkzhg0bBpPJVGP3tZZbJocNG4bGjRtXOX+nTp2QlpaGHj16oEGDBgCAbdu2YcWKFSguLnZrXR1lNBqRkZGBS5cuQafToVWrVkhMTERkZCQuXbqEpUuX1ph3nLrC2XZOnToVQUFByMrKwt13341Lly6p03bt2lXuOWpvboO03lYq5mcMJpX+d7mIFGleaX/k7ezR3oCacOXtzBmR554TGT5cpF8/878zZ5rHayArK0u94tSpUyfJysrSZLnVUtrGcP1185kn/XVN21gjrry5OY6OtrG4uFi9PWLIkCGSmZmpTsvLy5PHH39cAPOrEspOc5ibY+no7/Wxxx5TzxLauj3pxRdfVG9hqva7a9wcT4sDBw5IWlqaAJAePXpUuj30lVdeEQDy6KOPVirr8pU3DWNpefdcUlKSlJSUlJvm1StvGsbR1TauW7dOatWqpV6ViYuLk7Zt24qiKBIeHq6+diA6OrradRMRt6+bZV25ckV9lceaNWuqnN/y/QQHB8vFixed/2AN4+nObcjhw4fVZf/888/Vq5ib45iRkaG+1/Srr75yahmbN2+WTp06CWDudt4pGm9jLVcHe/ToIb/88os6vri4WF577TX1ao4jVws1vfKmcTxdaecHH3ygvnM0ODhYOnfurL4iqWHDhjJmzBgBIN26dXOqjVrFUottpeXKG4D+lnURQKLUgNzDFwavV8Bu5byZvB09KnLLLSI6nflrqjjodCKjRpnnc9Lly5fVS+txcXEO3R6hqQptDEeeeeOFPM3aKOL4gV6fPn0EsP9+kGo/8+aBOIo43kZLN7v169e32h2wiMiNN94oAOThhx92vAIeiGV1fq+WZ8AA2LwtcuXKleo8Dp+08FA8y8rNzVVfSLpixQp1/IkTJyQ0NFSaN28uubm5lco5nbxpHMuSkhKJj48XvV5v9YDBK8mbxnHUqo1HjhyRyZMnS8uWLSUkJEQaNmwod911lxw7dkz++c9/qictXGmru7azFXXr1k0Ax27DtzxvfNtttzn3YW5YL922DSlled/m559/7lgBD8XR8i6wmJiYSichquPMmTPqre07d+50vKAbYrlu3ToBzLeBWrvVTkRk8uTJAkBuvvnmKpenSfLmhnhq0c709HQZN26cNG7cWIKDg6Vp06by4IMPyrlz59Tt7rBhw5xqo5b7S1e3lWWSt49K1+H9UgPyDl8ZvF4Bu5XzVvK2c6dI3brWf+wVh+hokV27qv0RV69elR49eggAadeunfz+++9uaIgdVtpYaePlYhstHD3Qszxz0b9/f5vzTJo0SQD7nZqoPBBHC0fbOG7cuCo3vpYHnnv06OHYh3sgltX9vX788cfqQZWtd71Y3lsDQM6fP+9UO90Vz4puu+02ASCPP/64Ou7LL78UwPzewZiYmEqD5Z2FYWFh6rgqr6a6IZZXrlwRwPw+Pmv1rF27tljOoFrGffrpp3aX6VLy5oY4uqONFd1zzz3Vb7MHt7MVWTo/evXVV+3Od/z4cXU93LBhQ/U/yE3rpVu2IWVYXmLt0O/AQ3E0Go3SsmVLASBPP/20U8soy7LNdrjzGjfF0vL+S3sH85999plYTmxWxeXkzU3x1LqdFVnuAnGo3V7cXzqyrSxN3vYCyC9dh6eKh3ILfxj4zFtFx44Bw4cDV686Nv+VK+b5q/GMUm5uLoYMGYIDBw6gTZs22LJlC5o2bepcfZ3hgTY6IzU1FYD5GSNb76XZvn17uXltqqFttPbclC0OvZunhv5ey3ZtnZGRYXWeU6dOATA/x1hlV9ZejqfBYABgfp6houvXr+PChQuVBkv8CgsL1XHWyqvc3Eaj0Wi1npbfpMlkUseVfQ2Epny0jUVFRfj6668BAKNHj3askBd/swaDAUePHgXwf91222J5vqpZs2a46aabqvdBbmyj5tuQMi5evIiLFy8CqPr78WQcN23ahMxMcy/pU6ZMqWLuqtnbblXixnZqvt9zhY+28/z589izZw8AB7ZBXtz2VHNbWR9AOIBCAJ+4/OGBxNvZo70B3rjyNmqUY2cqKg4O3ld+7do1SU1NFQDSunVrOeOG5x2qZKONNs88VbONFTl6lj4rK0tCQ0MFgHzwwQeVpn/zzTeC0isZ2dnZTrVRqzg620ZLD2qO3Dbp0C1Mbo6lK79Xy1nCcePGVZpmNBqlS5cuAkCGDh3qdDvdFc+yLl26pHbbvXjxYofLVfu2SQ+vlxYevW3SS3F0po1lWZ6tiouLc/w1Ll6Kp4jI22+/LUDVvRUaDAZp2rSpAJC///3v1f8gN8dT021IGU888YQA5mdyquzh0INxtNyZYa8bdkcdO3ZM7fVvy5YtVRdwYyzffPNN9fdo63ZCy101jtxx4tKVNzfGU+t2Wis3YMAAp9voif2lo9vK0itv1wAIzB2VgEM18iNvV8Bu5TydvJ05Y/ve4KoGna7Khz/z8/PVbopjY2O9k7jZaWOVGy8H2mhNdQ70ZsyYIYC5w45t27ap4w8ePKg+uGuvQ5Oq2qhFHF1p44EDB9SH0W+66SY5e/asOq1shyUAqn4/j5tj6ervdevWraIoiiiKIvPmzVNff1BUVKS+t0mn08n27dudbqcW8Vy8eLHMnz9fLly4UGlaenq6dO/eXQDzO2vy8vIcbn+1kjcvrJcWHkvevLBeWjjSxi+++KLS+82uXbsmzz//vCiKIsHBwbJjxw6X26pFPJcuXSovv/xypdtwCwsLZc6cOWr3+tOmTbO7HMszOoqiyMmTJx1rmwNt1Cqezm5DXn/9dZk7d26lzldyc3Plb3/7m7qNffPNN51uo9brZXZ2tnry8sMPP6xy/n/961+ybNmySt3Km0wm+fbbb6VNmzYCQHr27Fl1Zy5ujuVvv/2mdnDRo0cPOXz4sDqtbEceAOSdd96psu1OJ29ujqer7fzoo4/k0KFD5cZlZWXJgw8+KIC5Y56yr0Cpbhu1Wi+12FZ27dpV/S4ADBDxfs7hS4PXK2C3cp5O3p57zrkfvGWYOdPu4i090wHmFzSnpaXZHJx69sDFNla58XKgjSIin3zyidSvX18dLM/+hIaGlhtv7eWjhYWFMmDAAPV7io+Pl4SEBPUM4qBBg8q9S6u6bdQijq628fXXX1cTOL1eL+3atZOEhAR1ow9AnnjiiSrr4O5YavF7nTNnjtrWJk2aSK9evdSOAnQ6nUM7anfH84UXXlDb2aJFC0lOTpbk5GRp1KiROr5Vq1bVfh9dtZI3D6yXtjiS2Ljye3ekjVqtl6600RKvOnXqSGJionTt2lU9mI6KinKo10ZH2qpFPC1n+AFIs2bNJDk5Wbp37y7h4eHq+DvuuKPKq0qW3uvsPWfsTBu1jKcz2xDLHQ6KokhsbKz06tVLEhMT1R44gfLPrzrTRq3XS8vV0sjISLl27VqV81t+rzqdTtq0aSO9evWSHj16qN8NAOnatav89ttvLrVTq1h+8skn6vev0+kkNjZWkpKSJCoqSq3vuHHjrF6tmT17drntjOXkRK1atcqN/+STT5xup5bHP86203KytH79+tK9e3fp3Lmz2vtkTExMpYSpum3UKpZabCubNGli+T4yACgi3s85fGlQRAQ1laIou1NSUlJ2797tmQ8cMQJYv97qpIa4iAKE2y+v1wOhYTYnFxe/CIPhHw5VJSRkMYKCJjk0b7UUFQI27n83t08BIAiHjfdzVNFGADAYlqC4eHKVVQkKegEhIS9WGi9ihMEwD0bjRzCZzPdg63Tx0OsnIijoESiK3v6Cq2yjmTfbaDSmw2CYB5NpB0TOARAoSiPodCkICnoQev3gKpft7lhq9Xs1GnfAYJgDo3EXgMsA6kGv74ugoCeg16dUvXA3x9NkOg6jcSWMxu0QOQGRiwAMAOpBp0uAXj8KQUGToShVrP8Vq100CUbjUuj1ExEauqSKmd2/Xtpi+S0rSivUqvWr3XmqYuv3DsAj66UtjrTRaNwIg2ExTKb9EDkPQIGixEKvH47g4OlQlCaOf6Cb42kyHYbBsBQmUzpEMiByCYAJihIDna43goImQa8fZreKIpdw/XpTACUICfkIQUH3OtQ0lQfjWd1tiNG4B0bjpzCZ9kIkEyLZMMezKXS6NAQFPQS9/k9Vf7AH18vr17tB5Efo9VMQGvphlfObTN/DYPgCJtN3EDkNkSz8334kCXr9bdDr74GiBFX94R6Kpcl0BAbDXBiNWyGSCfN2tj50uh4ICpqIoKCxVss5ui+q8rjJQ/F0tp0Gw8cwGj+DyfRj6X4oBIrSDkFBoxEU9BcoSp0qP9teGy3CUYAsNLI+ccQIYO1au+U3btyIxYsXY//+/Th//jwURUFsbCyGDx+O6dOno0kT+9vKkpISREREoKSkBACeF5GX7RagSpi8ldW/P7Btm9VJEchDASI8Uw8iIiIiIo2FIx/5iLQ+sV8/YOtWt9chNTUVe/bs2SMiVfQ+R9Y4cEomgETa+DHDzhmnslw4M+wxXjzD7zFePMPvUYEQSyAw4hkIsQyEOFownurf/t1GP4gjEBixBAIjng5eebMpKkrjCpFbePu+TXsD/OyZtxrBi8/WeEwgxFEkMGIpEhjxDIRYBkIcLRhP/4hnIMRRJDBiKRIY8fSRWFpe0i3i/VzDFwfeNllWZibQujVgMlW/rE4HnD4NtGypfb20ZKeNlltDbV5S94M2VslX2ggERiyBwIhnIMQyEOJowXja5wdt9Js4AoERSyAw4ukjseRtk67hS7rLatkSGDnSubIjR9b8lRpgG6viK20E2E5H+Eo72Ub7fKWNFoHQVrbRPl9pI8B2OsJX2hkIbSR4/dKfvQHeeEn30aMi0dGOX2IGzPMfPerZerrCRhvt3jbgJ230qziKBEYsRQIjnoEQy0CIowXj6R/xDIQ4igRGLEUCI54+EEveNuna4PKVN0VRwhRFmaMoynZFUc4pilKoKMp5RVF2KooyWVGUYJczTE+KjwfWrQPq1nVs/uho8+sF4uPdWi1NsY2V+WIbAbbTFl9sJ9tYmS+20SIQ2so2VuaLbQTYTlt8sZ2B0MZA52r2B6ABgOsAtgFYAOAVAO8C+BWAAPgGgM7JZXv+ypvF0aMio0bZflO9Tmee7ktnYyqq0MZKZ578sI1+GUeRwIilSGDEMxBiGQhxtGA8/bKNfhlHkcCIpUhgxLMGx5JX3lwbXO6wRFEUHYAgESmuMD4IwCYA/QGMEBHrb7+2v2zPdlhiTWYmsHAh8MMPwLVr5m5Uu3UDHngAaNHCe/XSUmkbI155FgXGMITrC5H/7Ct+2Ua/jiMQGLEEAiOegRDLQIijBePp7dppIxDiCARGLIHAiGcNjCU7LHGNW3ubVBTlLwDmApguInOdKO/95C2AREQABQVAeDiQn+/t2pArGEv/wVj6F8bTPzCO/oXx9Cwmb65xW2+TpVfkbi797yF3fQ4REREREVEgCNJqQYqihAB4FuZX1NcHMBBABwCLRWRzFWVtXVrrolX9iIiIiIiIfJlmyRuAEAAvlPm/APgXgL9p+BlEREREREQBSbPkTUTyACilt0s2BTAS5p4nUxVFGSYiuXbKWr3ntfSKXIpWdSQiIiIiIvJVmj/zJiImEflNRN4F8CCANAB/1/pziIiIiIiIAonbOiwp9W3pv/3d/DlERERERER+zd3JW9PSf0vc/DlERERERER+zeXkTVGUToqihFsZHw5gTul/N7j6OURERERERIFMiw5LxgF4QlGUHQB+BZALoBmAoTC/MuA7AG9q8DlEREREREQBS4vkbR3Mt0f+CUAqgEgAOQB+BvApgEUiYtDgc4iIiIiIiAKWy8mbiOwHsF+DuhAREREREZEN7u6whIiIiIiIiDTA5I2IiIiIiMgHMHkjIiIiIiLyAUzeiIiIiIiIfACTNyIiIiIiIh/A5I2IiIiIiMgHMHkjIiIiIiLyAUzeiIiIiIiIfACTNyIiIiIiIh/A5I2IiIiIiMgHMHkjIiIiIiLyAUzeiIiIiIiIfACTNyIiIiIiIh/A5I2IiIiIiMgHMHkjIiIiIiLyAUzeiIiIiIiIfACTNyIiIiIiIh/A5I2IiIiIiMgHMHkjIiIiIiLyAUzeiIiIiIiIfACTNyIiIiIiIh/A5I2IiIiIiMgHMHkjIiIiIiLyAUzeiIiIiIiIfACTNyIiIiIiIh/A5I2IiIiIiMgHMHkjIiIiIiLyAUzeiIiIiIiIfACTNyIiIiIiIh/A5I3c4vz583jyySfRsWNHhIeHo06dOujVqxfefvttGAwGb1ePHGA0GrF582bMmDEDqampqFevHoKDg9GgQQMMGjQIixYtgtFotFm+f//+UBTF7rBx40YPtogq+uqrr9RYxMbGVjn/ihUr0LdvX0RHRyMiIgIJCQn4f//v/6GwsND9laVytFi/cnNzMWvWLPTs2RPR0dGoVasWYmNjMXr0aHz66aceakngWrJkSZUxtAyTJ08uV7aoqAhr167Fo48+ih49eqBOnToICQlB48aNMWLECHz++edeahWdO3cOTz75JBISEhAREYGQkBA0a9YMY8aMwbfffmu37PHjxzF16lTExcWhVq1aCAsLQ2xsLMaPH4+9e/d6qAVU0wV5uwLkf/bu3Yvhw4fj0qVLCAoKQufOnWEymXDgwAHs27cPq1atwjfffINatWp5u6pkx5IlS3D//fcDABRFQdu2bdGmTRucPn0amzdvxubNm7Fo0SKsX78ederUsbmc9u3bo1GjRlanRUdHu6XuVLUrV65g6tSpDs0rIpg8eTKWLl0KAIiNjUXdunXxyy+/4LnnnsPnn3+OrVu3onbt2u6sMlnh7Pq1f/9+jBw5EufPn0dwcDDi4+MREhKCc+fOYfXq1cjLy8Odd97prmoTgJiYGKSlpdmcnpeXh59++gkA0KdPn3LTZs2ahVmzZgEAgoKC0K5dO9SqVQsnT57E+vXrsX79eowZMwaffPIJQkJC3NcIKmffvn0YMmQIrl69Cr1ej9atWyMyMhIZGRn48ssv8eWXX+Kpp57Ca6+9Vqns2rVrMXbsWBQVFSEkJARt2rRBcHAwTp06hRUrVuDjjz/G22+/jccee8wLLaMaRURq7ABgd0pKipBnhIeLAOZ/nZWbmyuNGzcWAJKamiq//fabOu3UqVOSkJAgAOT+++/XoMZkixaxXLBggXTp0kXef/99yc7OVsebTCZZtGiRhISECAC5++67rZbv16+fAJDFixc7XwnSJJbWTJgwQQDIrbfeKgCkVatWNuedP3++AJCQkBBZtWqVOj4zM1O6du1q93dA5WkVT1fWr5MnT0qdOnVEp9PJP/7xD7l27Vq56b/99pv897//da2Cfs5d62VZc+bMEQASERFRKUZ///vf5U9/+pOsWLGi3LTi4mJ59dVXBYAAkGeffdZ9FfQjWsTTZDJJXFycAJCePXvKyZMn1WmFhYUyc+ZMNS5bt24tV/batWsSHR0tAGTo0KHyxx9/qNNycnLk/vvvFwASFBRUbrm+KiUlRQDslhqQa/ji4PUK2K0ckzeP0mLj9e9//1s9yDt16lSl6T/88IPodDrR6XRy/PhxF2pL9mgRy+zsbDGZTDanz5o1SwCIXq8vl9xZMHnThjsOEjds2CAAZOzYsbJ48WK7yVtJSYnExMTYPBA8cuSI6HQ6URRFfvnlF+0q6adqQvI2YMAAASD/+te/XKtEAPNE8mY52Tl58uRK07KysuyWtRzs169fX4xGo7uq6De0iOcvv/yiJmfff/+91XmSk5MFgMyYMaPc+PXr1wsAURTF6v7UYDBIkyZNBIC88847zleyhmDy5trAZ95IU9999x0AIDk5GW3atKk0PSkpCfHx8TCZTPjss888XT2qhnr16kFRFJvThw0bBsD8bNyJEyc8VS1yUW5uLh566CFER0fjnXfeqXL+7du348KFCwCAhx9+uNL0Dh06oF+/fhARrFy5UvP6krZ++OEH/O9//0PDhg3xl7/8xdvVIRv27duHgwcPAgDuu+++StMbNGhgt7xl+5ydnY2srCztK0iVFBQUqH+3b9/e6jyW8SUlJVbL1qtXD/Xq1atUznILprWyFHj4zBtpKjs7GwDQrFkzm/O0aNECR44cwY4dOzxVLXKD69evq39HRETYnG/VqlVYvXo1cnJyUL9+ffTs2RPjx4+3+xsh93nqqadw9uxZLFy4EDExMVXOv2vXLgBA69at0aJFC6vz9OvXD1u2bFHnJc+p7vr11VdfATB3eKLT6bBs2TKsX78eWVlZaNSoEW688UZMmDABYWFhHmwFVbRo0SIAQHx8vN3n4mwpu30ODw/XrF5kW4cOHRAeHo6CggJ89913GDp0aLnpRUVFSE9PBwCkpKSUm5aUlARFUZCdnY0jR46gY8eO5aZfvnwZhw4dAgD07t3bja0gn+DtS3/2BvC2SY/S4raB22+/XQBIWlqazXk6duwoAKRly5bOfxDZ5Ylbeh599FEBIA0bNhSDwVBpuuW2LmtDSEiIzJ07132V8yNaxnLz5s2iKIrceOON6riqbpu89957BYAMHjzY5nKXLVvGddpBWt82Wd316+abbxYA8vDDD0ufPn2slm/btq0cO3bMtQr6OXduYwsKCqROnToCQGbPnu3UMoYPHy4ApHv37hrXzj9pFc/Zs2cLAImJiZHly5fLhQsXJD8/X/bt2ydDhw4VADJw4ECrt7I+8sgjAkDat28va9askezsbMnNzZWtW7dK7969bd5C64t42yRvm6QaxHJGaP/+/Th9+nSl6T/99BOOHTsGwNzbHfmmvXv34v333wcA/PWvf4Ver680T7du3TB//nz8/PPPyMnJQX5+Pnbt2oVbb70VxcXFmDZtGhYuXOjpqgesgoICPPDAAwgNDcUHH3zgcLnLly8DgNVbeSws07hOe46z69cff/wBAPjwww+xe/duvPLKK7hw4QIKCgqwbt06NG/eHKdOncKIESPKXb0hz/n888+Rk5ODoKAgTJgwodrlv/jiC6xfvx4A8Pe//13r6pEdTz/9NJYvX44mTZpg/PjxiImJQUREBJKTk7Fv3z7MmTMHX3/9NXS6yoff//73vzF37lyICG655RbUr18ftWvXRv/+/XHhwgUsWrQIH374oRdaRTWOt7NHewN45c2jtDjzdPHiRYmKihIA0qtXLzl9+rQ67fDhw9K5c2f17K5er3e90mSVO88Knzt3Tpo3by4ApG/fvlavulXloYceEgBSr149ycvL076SfkSrWP7lL38RAPLPf/6z3PiqrrxZOre49957bS578+bNXKcd5Imr4vbWr7Zt26rb4GeeeaZS2b1796rT3333XfdV0se5M4433nijAJBbbrml2mUPHToktWvXFgByzz33aF85P6VVPA0Gg7z00kvSvHlz0el00qpVK0lMTJTIyEgBIImJibJjxw6rZfPz8+Xxxx+X+vXri16vl7Zt20pCQoLUqlVLAEifPn3kyJEjrlWwhuCVNxfzI29XwG7lmLx5xpkzIs89J+H66+aNl/66yMyZ5vFOWLdunbqx0el0EhcXJ23bthVFUSQ8PFztojw6OlrjhpDWsawoKytLTcA7depUZY9ntly5ckV91cCaNWs0qZvf0TCWO3fuFJ1OJ0lJSVJSUlJuWlXJm+X2qzvuuMPm8i09pUVFRVW7bgHDzetmWfbWry5duqjJ2cWLF62W79+/vwCQESNGaF43n+fmOGZkZIiiKAJAvvrqq2qVPXnypDRt2lQASL9+/aSgoECTOvk1jeM5atQoASA9evQo1/tucXGxvPbaawJAQkNDZd++feXKFRcXS8+ePQWADBkyRDIzM9VpeXl58vjjjwsAqVu3brlpvorJG5M3ctbRoyK33CKi04kAEo4888YLeeafhk4nMmqUeb5qOnLkiEyePFlatmwpISEh0rBhQ7nrrrvk2LFj8s9//lM9+CeNuDGWFpcvX5akpCQBIHFxceXeQ+OMbt26CQB54403XFqO39E4liUlJRIfHy96vb7SAYNI1cnb+PHjBYAMGjTI5mfwmTc7PLBuWmNr/erbt6/ahbwtlmdvOnfurGmdfJqH4mh5F1hMTEylEy32nD59Wlq2bCkA5E9/+lOl98JRBW6I57p16wQwv4stIyPD6jyTJ08WAHLzzTeXG295zVL9+vXlypUrVstarsg+/PDDDteppmLy5trAZ94C1a5dQEoKsGYNYDJZn8dkAlavBlJTgd27q7X4Dh06YNGiRThz5gyKiopw8eJFfPzxx4iLi1N7TEpOTna1FQS4PZYAkJOTg8GDB+PHH39Eu3btsGXLFjRu3NilaoeEhABgt8fluCGWeXl56nOmI0aMQOPGjcsN06ZNAwCcPXtWHVf2NR7x8fEAgJMnT9r8jFOnTpWbl0p5YN20xdb61aFDBwBAaGiozbKWaUajUbP6+DQPxdFkMmHp0qUAgIkTJyIoyLEOwc+ePYsBAwYgMzMTvXv3xtdff43IyEin6hAQ3BTP7du3AwDi4uLUbv0ruvnmmwGYXwVhrWzv3r1Rt27dapWlwMPkLRAdOwYMHw5cverY/FeumOcvPQB0RVFREb7++msAwOjRo11eXsDzQCxzc3MxZMgQHDhwAG3atMGWLVvQtGlT5+pbymAw4OjRowBgs/v5gOPmWBqNRly4cKHSkJubC8B84GgZV7ajitTUVADAr7/+irNnz1pd9rZt28rNS/Dqdtbe+mXpdv6PP/6w2SGJJRlv3ry5y3XxeR6M46ZNm5CZmQkAmDJlikNlfv/9d9x44404ffo0kpOT8c0336B27drV/uyA4cZ4WraljigsLNSsLAUeJm+B6JlnHN9wWVy5Yi7noldffRWXL19GXFwcRo4c6fLyAp6bY5mXl4ebb74Ze/fuRevWrbFlyxZNDujeffddtTe1AQMGuLw8v+CmWNatW9fu7ReLFy8GALRq1UodN2nSJLV8v3790KhRIwDAe++9V2n5R48exbZt26AoCsaNG1e9+vszL25n7a1fo0aNQkREBEQES5YsqVT27Nmz+OabbwAAgwcPdrkuPs+DcbS82y0tLc2hq9jnz5/HgAEDcOrUKfTs2RPffvst6tSpU+3PDShujKclZsePH7fa2zYA9eS15Qp4xbLp6em4aqN+GzdutFqWApC379u0N4DPvGnvzBn1Hu+KQ6V7visOOp1DD/F+8cUXkp6eXm7ctWvX5PnnnxdFUSQ4ONhmb0tUDW6OZX5+vvouqdjYWDlTjQe4ly5dKi+//HKlB6sLCwtlzpw5EhwcLABk2rRpzrTc/3hgvbSlqmfeRETeeecdAczvD1u1apU6PjMzU7p27VplhyYBx83xdHX9+sc//iEo7Y3yu+++U8dfvHhR7aykUaNGcvnyZZe/Cp/mwfUyOztbQkNDBYB8+OGHVc5/8eJF6dSpkwDmd7kFfKwc4eZ4/vbbb2pnbT169JDDhw+r08p2WAJA3nnnnXJlDxw4oHZUc9NNN8nZs2fVaWU7LAEga9eu1fZ78QI+8+ZifuTtCtitHJM37T33nPUNkyMbL8DcC1MVJk6cKACkTp06kpiYKF27dlV3SlFRUexdUCtujuUrr7yi7izat28vaWlpNocNGzaUK/vmm2+qZZs1aybJycnSvXt3CQ8PV8ffcccdUlxc7M5vyHd4YL20xZHkzWQyqR2XAJDWrVtLUlKSmiR07drV5kP2AcnN8XR1/TIYDHLbbbep88bFxUmPHj3U7XTdunV5gk3Eo+vl22+/LQAkMjLSoc5GHnzwQTV+Xbp0sbt9/v777135FvyHB+L5ySefqD296nQ6iY2NlaSkJPUVSgBk3LhxVl+x8/rrr6sJnF6vl3bt2pV7VQAAeeKJJ9zxzXgckzfXBseehiX/8cMPNicVILzcv9Utb3HnnXfi+vXr2L9/P06cOAFFUdCuXTsMHz4c06dPR5MmTapdbbLCzbEsKipS/z5x4gROnDhhc94LFy6U+/+QIUPw9NNPIz09HRkZGTh06BBMJhNiYmLQu3dvTJo0CcOGDbP7+QHFgfXKreWroCgKli1bhiFDhuCDDz7AwYMHcf78ecTFxeHOO+/Ek08+ibCwMLfWwae4ed10df3S6/X4z3/+g2XLlmHhwoU4ePAgfv31VzRv3hzDhg3D008/zWdRAY/sLy0st0yOGzfOoc5Gym6fLZ2A2ZKTk+NwPfyah45/EhMTMXfuXGzduhWZmZn4/fffUb9+ffTt2xcTJ07E2LFjrZZ98sknccMNN2DevHnYsWMHzp49CxFBo0aNkJKSggcffJC3MhMAQBERb9fBJkVRdqekpKTs1rAHroDXvz9Q2rlARQpMABQAApsdkfbrB2zd6qbKUbUwlv7DTiwjkIcCRCAc+ciHjYM6xrJm4brpHxhH/8J41hipqanYs2fPHhFhL1dO4JW3QONq98FRUdrUg1zHWPoPO7EMR0G5f61iLGsWrpv+gXH0L4wn+Qn2NhlounWzOcmhg0Q75cnDGEv/YScWWWiEfEQiC42cKk9ewHXTPzCO/oXxJD/B5C3QPPAAoHMy7DodcP/92taHnMdY+g/G0r8wnv6BcfQvjCf5CSZvgaZlS8DZ96uNHGkuTzUDY+k/GEv/wnj6B8bRvzCe5CeYvAWi2bOB6OjqlYmONpejmoWx9B+MpX9hPP0D4+hfGE/yA0zeAlF8PLBuHVC3rmPzR0cD69eby1HNwlj6D8bSvzCe/oFx9C+MJ/kBJm+B6k9/AvbsAUaNsn0PuE5nnr57N5DK3lxrLMbSfzCW/oXx9A+Mo39hPMnH8VUBgSw+HvjqKyAzE1i4EHhFDxgB6PXAszPND/fyRa2+gbH0HxVj+cMPwLVr5m6qu3VjLH0N103/wDj6F8aTfBhf0k2qiAigoAAIDwfy871dG3IFY0lUM3Hd9A+Mo39hPD2LL+l2DW+bJCIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gEuJ2+KojRTFGW6oijfKoqSqShKsaIo5xVF+VxRlN5aVJKIiIiIiCjQaXHl7c8A3gTQBsC3AN4AsAPAKAC7FEW5Q4PPICIiIiIiCmhBGixjL4D+IrKt7EhFUW4AsBnAu4qifCUiRRp8FhERERERUUBy+cqbiHxRMXErHf8dgC0AogEkuPo5/uLw4cN49913cd999yExMRHBwcFQFAWTJk3ydtU0de7cOTz55JNISEhAREQEQkJC0KxZM4wZMwbffvutt6vnMmfj+OKLL0JRFIeGf/zjH55pjA1GoxGbN2/GjBkzkJqainr16iE4OBgNGjTAoEGDsGjRIhiNxmot86uvvlLbFxsb656KO2HevHmYOHEiEhMTERMTg5CQENSpUwfJycl46aWXcPXqVavlsrKy8Morr2DMmDGIj49Xv6OGDRs6/R2Rtqrzm/Ol7Vb//v2r3IZs3LjRallHtj+FhYUebpFtJpMJS5YsweDBgxETE4PQ0FA0bdoU/fv3x0svveTwct566y21ff3793dfhR20ZMkSh/cHkydPrlR+//79eOuttzB+/Hh06NABOp0OiqLgxRdf9HxjHODK+mU0GvHvf/8bycnJiIqKQu3atZGcnIx58+bBZDJ5qAWOcaadvnRsAADnz5/Hk08+iY4dOyI8PBx16tRBr1698Pbbb8NgMFRZvjRmjRVF2aEoyiVFUQoVRTmrKMo3iqI84vYG+DoRcdsAYB0AAZDkZPndKSkp4k9GjRolpd9JuWHixInerpqEh4sA5n9dsXfvXqlbt64AEL1eL+3atZOkpCSpXbu22t6nnnpKm0p7ibNx/PDDDyUtLc3m0KFDB3VZ//3vf52unxaxXLhwoVoXRVGkXbt20qNHD6lXr546Pi0tTa5everQ8i5fviyNGzdWy7Zq1cr5ymlMr9cLAKlVq5a0bdtWevbsKc2bN1fr2qRJEzl06FClct999506T926daVTp07SrVs3qV+/vjq+T58+kpOT44VWUXV+c57abmm1ne3Xr58AkPbt29vcnuzZs8dqWUt7evbsabNsUVGRaxXUSFZWlvTu3Vutc7t27SQ5OVlatWolQUFBotfrHVrOyZMnJTw8XF1Ov379XKqXFnHcsGGD3f1BYmKiWt+FCxdWKl92etnhhRdecL5SbuLK+lVUVCSDBw9W54uPj5eEhARRFEUAyE033STFxcUu1c/bxz+eOjbQQnp6ujRo0EAASFBQkCQmJkpCQoLodDoBIDfccIMUFBTYLH/q1CkJCwuztMcI4DCAfQB+K/3/SXFjbuIPgzsTt5YACgGcA6CvYt7dNoZr/pa8TZ06VUaPHi2zZs2SjRs3yl133eVXyZvJZJK4uDj1wODkyZPqtMLCQpk5c6a6Adq6dasGtfYOd8XxL3/5iwCQ2NhYMZlMTi9Hi1guWLBAunTpIu+//75kZ2er400mkyxatEhCQkIEgNx9990OLW/ChAkCQG699dYal7y99tprsm/fPjEajeXGHzhwQN1pJiQkVCqXkZEh7733XrnfuYj5O/r8888lIiJCAMhjjz3m1vqTdY7+5jy53dI6eVu8eHG1y1racvr0adcq4WZFRUXSvXt3ASBjx46VM2fOlJuek5MjX3zxRZXLMZlM0r9/f9Hr9TJy5Mgak7xVZc6cOQJAIiIi5Nq1a5Wm33rrrXLHHXfIa6+9Jv/73//U30RNS95cXb+efvpp9QTZtm3b1PEHDx6UFi1aCAB59tlnXapjTT/+0erYwFW5ubnqCbHU1FT57bff1GmnTp2ShIQEASD333+/1fKXL19WYwbgDwANpHw+0ADAcHEy9wiUwV2JWzCAbaXBudeB+QMmeavooYce8qvk7ZdfflE3Tt9//73VeZKTkwWAzJgxw/kPqmG0iGNRUZF6xeYf//iHS/XRIpbZ2dl2dxKzZs1Szy6WTe6s2bBhg3oAtnjx4hqXvNmzZ88e9Td95MiRapV99dVXBYDExMS4qXZkS3V+c57cbjF5c9xLL70kAGTkyJEuHbDOnz9fveLxwgsv+EzyZjkQnjx5skPz33TTTTUyeXNl/crKylKv0nzwwQeVyn3zzTfqXRNV7YfsqcnHP1oeG7jq3//+twCQkJAQOXXqVKXpP/zwg+h0OtHpdHL8+PFK06dMmaLuEwHslhqQCPnioPl73hRF0QFYAqAvgAUisqyqMiKSam0AcEjr+pF7FRQUqH+3b9/e6jyW8SUlJR6pk69YvXo1srOzodPpasQzkPXq1YOiKDanDxs2DID5WYQTJ07YnC83NxcPPfQQoqOj8c4772heT3fr1KmT+nd+fr5TZatbjlxT3d8ct1s1T3FxsRq7l19+2e62yJ7MzEw888wzaNu2bY14VshR+/btw8GDBwEA9913n5dr4xpX1q81a9agsLAQERERuPfeeyuVGzJkCNq0aYPr169jzZo1Gta6+ty1HalJxwbfffcdACA5ORlt2rSpND0pKQnx8fEwmUz47LPPyk27cOECli1bhuDgYDRv3twj9fVXmiZvpYnbIgB3A1gO4GEtl081X4cOHRAeHg7g/1bysoqKipCeng4ASElJ8WjdarpFixYBAAYNGoSWLVt6uTZVu379uvp3RESEzfmeeuopnD17Fq+//jpiYmI8UTVNWX7HUVFR6NChg1Nlk5OTNa8X2Vbd35wvb7dWrVqFW2+9FQMGDMDYsWMxe/Zs/P777w6VnTVrFoYNG4bBgwdjwoQJ+PDDD8sdgHrTzp07kZWVhYYNGyIxMRFbt27FAw88gEGDBmH06NF45ZVXcP78+SqX8+CDD+LatWt4//33UatWLQ/UXBuW/UF8fDzS0tK8XBvXuLJ+7dq1CwDQq1cvhIWFWV1+3759y83rLe7ajtSkY4Ps7GwAQLNmzWzO06JFCwDAjh07yo3fsGEDSkpKkJSUhODgYACIVhRlmaIomxVFWVX6zug67qq7X9HqEh7MieBSmC8Zf4wqnnNzcJl+12FJRf5226SIyOzZs9XL4suXL5cLFy5Ifn6+7Nu3T4YOHSoAZODAgZWeL/Jlrsbx7Nmz6sO+n332mcv18cQtPY8++qgAkIYNG4rBYLA6z+bNm0VRFLnxxhvVcb5w26TBYJCzZ8/KwoULpWHDhqIoirz33nsOlS0sLJTjx4/LzJkzRafTSe3atWXfvn1urjFZOPub89R2S+vbJq0NISEhMnfuXJtlbZUDII0bN5YtW7a4VjkNWG45Tk5OlunTp1uta0REhKxevdrmMhYtWiQAZNKkSeo4X7htsqCgQOrUqSMAZPbs2Q6Xq6m3TYo4v37dcMMNAkAeeOABm8t++eWXBYD07dvX6frV1OMfrY8NXHX77bcLYO6szJaOHTsKAGnZsmW58Q8//LD6DHLZjs8qDBcBpEoNuDWxJg/uSNw+1SJxEyZvHqflzmj58uWSlJRUacVs0KCBzJkzx+WeoWoaV+No2fnUq1dPCgsLXa6Pu5O39PR0CQoKEgDyxhtvWJ0nPz9f2rRpI2FhYXLixAl1fE1O3qZNm1bpN3vDDTfIpk2bqixbsec3RVFkwoQJcuzYMQ/UnERc/815Yrul1bo5ffp0mT9/vvz888+Sk5Mj+fn5smvXLrVzFgCyYMECq2VvueUWWblypRw/flyuX78uly9flq+++kq6du0qACQ8PFx++ukn1yroIsu6GBwcLADkrrvukhMnTkhRUZF8//330rdvXwEgYWFhcvDgwUrlz507J3Xr1pVGjRqVexbKF5K3ZcuWCWDuye+PP/5wuFxNTt5EnFu/OnfuLADkmWeesbncefPmCWC9UylH1dTjH62PDVz1+uuvCwAJDQ2VjIyMStN//PFHNdmMiooqN83SS7dlnYa5Q8MWAEIB3ADgYOn4LACNpQYkSTV1cPm2yTK3Sk4A8B8A40WELzYKYEajERkZGbh06RJ0Oh1atWqFxMREREZG4tKlS1i6dCn27t3r7WrWGCKCJUuWAADGjx+P0NBQ71aoCn/88Qduu+02GAwG9O3bF9OmTbM639/+9jdkZGTghRdeQLt27TxcS+e0adMGaWlp6NWrl3q73b59+7Bs2TLk5ubaLdutWzekpaUhKSkJderUgYjg66+/xn/+8x/LyShyM1d+c7623XrzzTcxdepUJCQkoHbt2ggPD0dqaiq++OILPPTQQwCAZ555xurzlqtXr8bYsWPRvn17hIWFITo6GqNGjcLu3bvRrVs3FBQU4KmnnvJ0k8rJy8sDYH42KCUlBStWrEC7du0QEhKCbt26YcOGDYiJiUFhYSFmzZpVqfzUqVNx9epVzJ07F/Xq1fN09V1iuU1u2LBhaNy4sZdrow1n1y/L7fkhISE2l225nbIm3PKr5XakJh4bTJw4EVFRUSgqKsKdd96JX3/9VZ125MgR3HPPPep79yrGo+w6Xb9+fQA4IyJnRaRIzO+GHgpzL/UNAEx3f2t8mKvZH4AXYc6UrwGYVfr/ikOSk8v2/pW3M2dEnntOZPhwkX79zP/OnGker4EaceWttI3h+uvmM0/66y610XJ2pUePHvLLL7+o44uLi+W1115Tz9p49FayGhzHLVu2qGfmfvzxR9cqonEsK8rKylLPhHbq1EmysrKszrdz507R6XSSlJQkJSUl5aZpcuXNzfG0OHDggKSlpam/Z1u3h1ZkeVVAs2bNBIBMmzZN03r5DQ3j6Opvzu3bLTevm2VduXJFfZXHmjVrqlXW0kunXq+XK1euVO+DNYznY489pm4XV65caXWeF198UQBI7dq1y92G9vHHHwsAGT58eKUyLl95c3McMzIy1PeXffXVV9Uqq+mVN423sc6uX26/8laDj380OzbQOJbr1q2TWrVqCQDR6XQSFxcnbdu2FUVRJDw8XH1FS3R0dLlyI0aMUNvTpUsXgZXeJgEsLp3nYMVpHMp8Ty4vwNyzpK17Vy3DJCeX7b3k7ehRkVtuEdHpzF9TxUGnExk1yjyfC7yavFVoYzjyzBsv5DndxnXr1qm3e1i7pC4iMnnyZAEgN998s0YNscMH4njvvfeqG3unuSGWFV2+fFm9FSQuLs7m7TwlJSUSHx8ver3e6g7KpeTNQ/EsKzc3V30h6YoVK6pVdteuXeqBcGZmpmZ18nkax9HV35xbt1seWDet6datmwC2b2u2JScnR913HzhwwLFCblgvn3/+ebUe1m6LFBFZuXKlOo/lRNLly5elQYMGEhkZaXWdczp581AcLe8Ci4mJqXQSoiqaJG9uiKUr61efPn0EsP3eMBEnn3nzgeMfl48N3Li/PHLkiEyePFlatmwpISEh0rBhQ7nrrrvk2LFj8s9//lM9wVuWJakDYHllgrXk7anSefIqTuOgYfLm1sp5K3nbuVOkbl3rP/aKQ3S0yK5dTn+U15I3K22stPFyoo2Wl2lWXGnL+uyzzwSA1K9fX6vWWOcDcczJyZHw8HABIPPnz3fuw90Uy7KuXr0qPXr0EADSrl07+f33323Oe+XKFTVhiYmJqTTUrl1bLGfsLOM+/fRTp9rprnhWdNtttwkAefzxx6td1vJ+HnsdKwQUN8TR1d+c27ZbHlg3bendu7cAkFdffbVa5a5fv64eYO3Zs6fqAm5aLy1XzwBYfV+UiMjq1avVec6fPy8i5vdMAeZOW6z9FiIiIgQwP3djGbdz585qt9EdcTQajdKyZUsBIE8//XS1y7ucvLkplq6sX/fdd58AkP79+9ssO2nSJAHsd2pSVTtr2vGPy8cGXtxf3nPPPVaPh1555RUBzM+D9+rVS2wkb38pXaevV5zG4f8Gzd/z5vOOHQOGDweuXnVs/itXzPMfO+bWamnKjW2s6rmgsgoLCx2et9p8JI6ffPIJCgoKEBYWhrvuuqv6C/BAO3NzczFkyBAcOHAAbdq0wZYtW9C0adMqyxmNRly4cKHSYPmNmEwmdVzZ1w5Y5eV4GgwGAOY2VZeljDNl/Y6b4+jsb84t2y0v/mYNBgOOHj0K4P+67XaU5d1iDpV1YxvLdo+fkZFhdZ5Tp04BMD/zVPoMjaq4uNjqb8HyDGBJSYk6rri42HZFPBjHTZs2ITMzEwAwZcqUapd3SQ09LkhNTQVgfvbY1rq3ffv2cvPaVUPbWZFLxwZe3PYUFRXh66+/BgCMHj263DTLOi0iKCoqsrWItqX//uZyZfyZt7NHewO8ceVt1CjHzlRUHEaNcurjvHLlzUYbbZ55qkYb33zzTQHs3zZgOUvm0m2CVfGROJaefZJ77rnHqc91ZyxFRK5duyapqakCQFq3bi1nNHiuw6nbJj0cz7IuXbqkdtu9ePHiapXdtGmToPTKwOnTp12ui8/zUhyr+s25Zbvl5nXTnrffflttT3V6KxQRGTNmjADmZ1Kq5OZ4Wp43HTduXKVpRqPR8tyMDB061OH2Vfu2SQ/Gcdy4cQLY74bdHpeuvLkxlq6sX1lZWRIaGioA5IMPPqhU7ptvvhHA3Oto2V5Fq9vOmnb849KxgRf3l5bnUOPi4io9I240GqVFixYCQJo0aSKocOUNQASAC6X7zPllp3GokB95uwJ2K+fp5O3MGdv3Blc16HROPfzp8eTNThur3Hg50MbffvtNfZC1R48ecvjwYXVa2Qd2Acg777zj8TbWpDgeOnRI/S42b95c7c90dyzz8/PVd0nFxsZqkriJOJG8uTmeixcvlvnz58uFCxcqTUtPT5fu3bsLYH5nTV5eXrnpzz77rHz55ZdSUFBQbnxJSYn85z//UZ+VGzNmjGNt9WdeWC8tqvrNab7dcvO6uXTpUnn55ZcrPdNVWFgoc+bMUbvittZRzjPPPCOLFi2SnJyccuMvXryoPo8DQL744gun26hVPLdu3SqKooiiKDJv3jwxmUwiIlJUVKS++02n08n27durXJZFtZI3N8exrOzsbDVJ+fDDDx0uV5bTyZubY+nq+jVjxgwBIHXr1pVt27ap4w8ePKgmA/Y6NHGknTXp+MelYwMPrJdffPGFpKenlxt37do1ef7550VRFAkODpYdO3ZYLbt06VIBYOmU55iIerwfCfOrxgRAAYB2lmkcmLzZ99xzzv3gLcPMmVV+xCeffCL169dXh7CwMAHMvQ+VHV+dF3Nq1cYqN17VaKOlpzOdTiexsbGSlJQkUVFR6gZp3LhxDvfcp2Uba1Icn3jiCbFc0bIclGjVTi1iabk/HYC0b99e0tLSbA4bNmxwuNrVTt7cHE/LwRwAadGihSQnJ0tycrI0atRIHd+qVSurnSZYktugoCCJi4uTlJQUSUpKksjISLXsgAEDKh0oByQPrJe2OPKb03S75eZ103KGH4A0a9ZMkpOTpXv37uozMgDkjjvusPo+KUtveDqdTtq1aye9e/eWzp07i16vF8D83KBDnZx4KJ5z5sxRe19s0qSJ9OrVS6Kjo9U2VPckYLWSNw/sLy0sV0sjIyPl2rVrDpWZPXt2uf2NJWmvVatWufGffPKJ0+3Ucp/p7PpVWFgoAwYMUOeLj4+XhIQE9X1igwYNkqKioqq/MB85/nHp2MADsZw4caIAkDp16khiYqJ07dpVPfEQFRVVZQ+3lhMvpcNpAHsB5JX+vxDAGBHv5yA1eVBEBDWVoii7U1JSUnbv3u2ZDxwxAli/3uqkhriIAoTbL6/XA6FhdmcxGJaguHhylVUJCnoBISEvVjlftRUVAjaevTG3TwEgCIeN96U40EYAMJmOwGCYC6NxK0QyARgA1IdO1wNBQRMRFDTW2RZUrco2mrnSRlfjKFKC69ebA7iI4OCXEBw8s8plVeLmWBYXvwiD4R8OVSUkZDGCgiY5NK/lu1OUVqhV69eqC9hpp0U4CpCFRtYnjhgBrF1rs+zx48excuVKbN++HSdOnMDFixdhMBhQr149JCQkYNSoUZg8eTLCwyuv/9u2bcPatWuxc+dOZGZm4tKlS9Dr9WjcuDF69uyJu+66C6NHj4aiKFW30995YPtqi6O/Oc22W25eN02mwzAYlsJkSodIBkQuATBBUWKg0/VGUNAk6PXDrJY1Gr+B0fgVTKZ9MJl+B3AZQDAUpSX0+n4ICnoEOl2CBm00c3VfYq7zDhgMc2A07iqtbz3o9X0RFPQE9PoUh5ZhYdmu6XT9EBa21f7MHtpfAsD1690g8iP0+ikIDf3QoTKObqOr3D57KJaurF8iRhgM82A0fgSTyfxslk4XD71+IoKCHoGi6Kv8fF84/nH52MDN+0sA2LhxIxYvXoz9+/fj/PnzUBQFsbGxGD58OKZPn44mTZpUWc0OHTrg2LFjVwEYAdSG+XbJzQBmi8iRKhcQ4Ji8ldW/P7Btm9VJEchDASI8Uw8iqpZw5CMfkdYn9usHbN3q0fqQFdy+EhF5XU3YX6ampmKPuTtbB3qZoYqCvF2BGiXSxo8Zds44leXCmWGP8eCZRK/x4BlhrwqEWAIOn0m0KSpK4wqRUwJh+2oRCOtmIGxnAyGOQGDEEgiMeHJ/GRi8fd+mvQF++Myb13nwHn6vCYQ4igRGLEUCJ57+LpDiGAjrZiDEMxDiKBIYsRQJjHj6SCxTUlIEVt7zxoHPvFVfZibQujVgMlW/rE4HnD4NtGypfb20ZKeNlluXbF5S94M2VslX2ggERiyBwImnvwukOAbCuhkI8QyEOAKBEUsgMOLpI7HkbZOu4Uu6y2rZEhg50rmyI0fW/JUaYBur4ittBNhOR/hSO/1dIMUxENrKNtrnK20E2E5H+Eo7A6GNBK9f+rM3wBsv6T56VCQ62vFLzIB5/qNHPVtPV9hoo93bBvykjX4VR5HAiKVI4MTT3wVSHANh3QyEeAZCHEUCI5YigRFPH4glb5t0beCVt4ri44F164C6dR2bPzra3P11fLxbq6UptrEyX2wjwHba4qvt9HeBFMdAaCvbWJkvthFgO23xxXYGQhsDHJM3a/70J2DPHmDUKPM9wNbodObpu3cDqT54yy7baObrbQTYzrL8oZ3+LpDiGAhtZRvNfL2NANtZlq+3MxDaGMDYYUlVMjOBhQuBH34Arl0zd6ParRvwwANAixbeq5eWStsY8cqzKDCGIVxfiPxnX/HLNvp1HIHAiCUQOPH0d4EUx0BYNwMhnoEQRyAwYgkERjxrYCzZYYlrmLyRKiICKCgAwsOB/Hxv14ZcwVgS1UxcN/0D4+hfGE/PYvLmGt42SURERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5AOYvJGmlixZAkVRHBomT57s7eqSHUajEZs3b8aMGTOQmpqKevXqITg4GA0aNMCgQYOwaNEiGI1Gm+XnzZuHiRMnIjExETExMQgJCUGdOnWQnJyMl156CVevXvVcY8jlePzwww+499570bJlS4SGhqJhw4YYOnQo1q1b55kGUDn9+/evchu7ceNGh5c3ffp0tdykSZPcV3FSabG/NBqN+Pe//43k5GRERUWhdu3aSE5Oxrx582AymTzcIgKAc+fO4cknn0RCQgIiIiIQEhKCZs2aYcyYMfj222+rLF9UVIS5c+eiT58+aNCgAcLCwtCiRQvcdNNNmD9/vgdaQDVdkLcrQP4lJiYGaWlpNqfn5eXhp59+AgD06dPHU9UiJyxZsgT3338/AEBRFLRt2xZt2rTB6dOnsXnzZmzevBmLFi3C+vXrUadOnUrlp02bBqPRiFq1aqFp06Zo2bIlzp8/j/3792P//v147733sGnTJnTu3NnTTQtIrsRjwYIFeOSRR2AwGBAVFYWuXbsiOzsbGzduxMaNGzFjxgz861//8kKrqH379mjUqJHVadHR0Q4tY9euXXjnnXe0rBY5wNX9ZXFxMUaMGIFNmzYBAOLj4xESEoIDBw5g//79WLt2LdauXYvg4GD3NIAq2bdvH4YMGYKrV69Cr9ejdevWiIyMREZGBr788kt8+eWXeOqpp/Daa69ZLZ+RkYGhQ4fi+PHj0Ol0iI+PR+vWrfHHH3/gv//9L06dOoVHHnnEw62iGkdEauwAYHdKSoqQZ4SHiwDmf91lzpw5AkAiIiLk2rVr7vugAKdFLBcsWCBdunSR999/X7Kzs9XxJpNJFi1aJCEhIQJA7r77bqvlX3vtNdm3b58YjcZy4w8cOCAdOnQQAJKQkOB8BalanI3Hnj17RK/XCwB56KGHpKCgQJ22adMmqV27tgCQ5cuXu70N/kCr7Wy/fv0EgCxevNil5Vy/fl3i4+Oldu3aMnDgQAEgEydOdK1yAaAm7C+ffvppASB169aVbdu2qeMPHjwoLVq0EADy7LPPuq+CfkSLeJpMJomLixMA0rNnTzl58qQ6rbCwUGbOnCkABIBs3bq1UvnLly+rcXv00UclKyur3PSsrCxZt26d8xWsQVJSUgTAbqkBuYYvDl6vgN3KMXnzKE/sjBISEgSATJ482X0fQprEMjs7W0wmk83ps2bNEgCi1+vLJXeO2LNnj7oTO3LkiPOVJE3Yi8ftt98uAKRDhw5SUlJSqezcuXMFgLRq1cru74XMalryZkkA5s2bJxMnTmTy5iBv7y+zsrIkLCxMAMgHH3xQafo333wjAKRWrVrV3j4HIi3i+csvv6jb0e+//97qPMnJyQJAZsyYUWnalClTBIA89thjzlfCRzB5c23gM2/kMfv27cPBgwcBAPfdd5+Xa0NVqVevHhRFsTl92LBhAMzPXJw4caJay+7UqZP6d35+vnMVJM3Yi8d3330HALjtttsQFFT5Tvs777wTAHDmzBns3LnTjbUkre3fvx9vvPEG0tLSMHXqVG9Xh8qoan+5Zs0aFBYWIiIiAvfee2+l6UOGDEGbNm1w/fp1rFmzxu31JaCgoED9u3379lbnsYwvKSkpN/7ChQtYtmwZgoOD8fzzz7uvkuQXmLyRxyxatAiA+b58e/f5k2+4fv26+ndERES1yloSgqioKHTo0EHTelH12YtHdnY2AKBZs2ZWyzZq1AghISEAgB07drixlmTNqlWrcOutt2LAgAEYO3YsZs+ejd9//73KciUlJZgyZQr0ej0WLFhg90QNeV5V+8tdu3YBAHr16oWwsDCry+jbt2+5ecm9OnTogPDwcAD/t00tq6ioCOnp6QCAlJSUctM2bNiAkpISJCUloWHDhli9ejXuvfdeDBw4ELfffjveeust5OTkuL8R5BOYvJFHXL9+HZ988gkAYMqUKV6uDWnh448/BgA0bNgQHTt2rHJ+o9GI3377DR9++CEmTZoERVHw+uuvVzvxI204Go+6desCgM2E4OLFiyguLgYAHDlyxK11psrWr1+Pr776Clu2bMGqVavw17/+FW3atMHbb79tt9ysWbNw8OBBPPvssw6tv+Q5juwvjx8/DgBo166dzeW0bdsWAHDs2DGNa0jWREZG4oUXXgAATJ48GStWrMDFixdRUFCA/fv349Zbb8WpU6cwcOBA3HHHHeXK7t27FwDQvHlzjB07FqNHj8by5cvxv//9D59//jkef/xxtG/fHrt37/Z4u6jmYfJGHvH5558jJycHQUFBmDBhgrerQy7au3cv3n//fQDAX//6V+j1epvzWrogDwoKQosWLXD//fejQ4cO+Pbbb/HQQw95qspUqrrx6N27NwDgyy+/tPpqiJUrV6p/X7lyxX0Vp3K6deuG+fPn4+eff0ZOTg7y8/Oxa9cu3HrrrSguLsa0adOwcOFCq2V//vln/POf/0SnTp3wt7/9zcM1p6o4sr+8fPkyAPPt7bZYpnG99Jynn34ay5cvR5MmTTB+/HjExMQgIiICycnJ2LdvH+bMmYOvv/4aOl35w+8//vgDALBu3TqsWrUK06dPR2ZmJgoLC7F9+3Z06dIFWVlZuOWWW3D+/HlvNI1qECZv5BGWW0CGDRuGxo0be7k25Io//vgDt912GwwGA/r27Ytp06bZnb9NmzZIS0tDr169EBMTA8D8PMeyZcuQm5vriSpTGdWNx5///GcAwOHDh3H//feXeyZu7dq1eO6559T/l33mg9zrzTffxNSpU5GQkIDatWsjPDwcqamp+OKLL9Qk/Jlnnqn0DKPBYMCUKVNgNBqxYMEC9ZZXqjkc2V9ablu3Fz/L7ZRcLz3HaDQiIyMDly5dgk6nQ6tWrZCYmIjIyEhcunQJS5cuVa+ylZWXlwfAfDvzHXfcgTfffBMtWrRAaGgobrjhBnz99dcICwvDpUuX8NZbb3m4VVTjeLvHFHsD2NukZ5w5I/LccxKuv27ubUl/XWTmTPN4DWRkZIiiKAJAvvrqK02WSTa4OZZZWVnSuXNnASCdOnWq1JWxIw4cOCBpaWkCQHr06CEGg0GTuvmd0ljK8OEi/fqZ/9UwlhaOxKNsF9ehoaHStWtXiYmJEQDSvn17tYv5W2+9VdO6+RU3r5tlXblyRX2Vx5o1a8pNe+WVV9SuyCtib5MOqCH7S8t2+JlnnrE5z7x58/hKlqpoHM9Ro0ap29JffvlFHV9cXCyvvfaaug3dt29fuXIjRoxQt7F79+61uuxJkyYJAOnSpYtTdatJ2Nuki/mRtytgt3JM3tzr6FGRW24R0elEAAlHnnnjhTzzT0OnExk1yjyfCywHfjExMVa7GicNeCCWly9flqSkJAEgcXFx8scffzi9rNzcXGnQoIEAkBUrVji9HL9UIZaVBo3Wy7Icicc333wjw4cPlwYNGkhwcLDExsbKk08+KVevXpWbbrpJAMgjjzyiWZ38hoe2sxV169ZNAMgbb7yhjjtx4oSEhoZK8+bNJTc3t1IZJm921LD9ZZ8+fQSA3H///TbnefnllwWA9O3b16U6+SU3xHPdunUCQIKCgiQjI8PqPJMnTxYAcvPNN5cbP2HCBDV5s/UOXEvyFxER4XCdaiomb64NvG0yUO3aBaSkAGvWACaT9XlMJmD1aiA1FXDyIVmTyYSlS5cCACZOnGi1q3FykQdimZOTg8GDB+PHH39Eu3btsGXLFpduf42KikK/fv0AmLsrp1IeWi8rciQeQ4YMwbp165CVlYXi4mKcPn0ar7/+OurUqYNDhw4BAJKTkzWpj9/wUjyB/7udrmyX5IcOHUJRURGys7PRvn17NG7cuNzw2WefAQA+++wzddzZs2c1q5PPqoH7y/j4eADAyZMnbc5z6tSpcvNSKTfFc/v27QCAuLg4tG7d2uo8N998MwDzreplWXr5VRTF5q2woaGhAGD12WMKLEzeAtGxY8Dw4cDVq47Nf+WKeX4neqzatGkTMjMzAbCXSbfwQCxzc3MxZMgQHDhwAG3atMGWLVvQtGlT5+pbhsFgAMAdkcqD66U1zsZj//79+P333xESEqK++4/g1XgaDAYcPXoUANCiRYtK069fv44LFy5UGgoLCwEAhYWF6riAXz9r6P4yNTUVgDkJsMStIksyYZmX4NZ4VucZ7ooxs7wOQkRw+vRpq2UsyXjz5s0d/hzyT0zeAtEzzzi+4bK4csVcrposD16npaXx7J87uDmWeXl5uPnmm7F37160bt0aW7Zs0WTHkZ2dja1btwIw95pH8Oh6WZGz8TAajfjrX/8KABg/fjwaNWrkcl38hhfj+e6776q9FQ4YMEAdP3r0aLu34kycOBGA+aqPZVxsbKzL9fFpNXR/OWrUKISGhiI/Px/Lli2rNP3bb79FRkYGwsLCMGrUqGrXxW+5MZ6WmB0/ftxmAvb1118DQKX3afbp00c90WL5HZSVn5+PTz/9FAAwePBgx+tO/snb923aG8Bn3rR35ozNZ2kq3fNt7VmbajzEm52dLaGhoQJAPvzwQzc2KkC5OZb5+fnSr18/ASCxsbFyphqxX7x4scyfP18uXLhQaVp6erp0795dAEjLli0lLy+v2k33O3ZiWeXgQCxdjce7774rp0+fLjcuMzNTRo8eLQCkefPmkp2d7dJX4FfcvG4uXbpUXn75ZcnMzCw3vrCwUObMmSPBwcECQKZNm1atavOZtwpq+P5yxowZAkDq1q0r27ZtU8cfPHhQWrRoIaiiQ5OA4+Z4/vbbb1KrVi1BaYclhw8fVqeV7bAEgLzzzjuVyi9dulQASFhYmHz++efq+GvXrskdd9whAKRWrVpy4sQJ7b4TL+Ezby7mR96ugN3KMXnT3nPPWd8wObLxAsy9MDno7bffFgASGRlp8wFccoGbY2nplQ4w9yiYlpZmc9iwYUO5si+88IJatkWLFpKcnCzJycnSqFEjdXyrVq3k4MGD7vyGfIedWDo0VBFLV+PRqlUrAcydKPTs2VPi4+PVHvHatWvnFwcTmnLzuvnmm2+qcWvWrJkkJydL9+7dJTw8XB1/xx13SHFxcbWqzeStghq+vywsLJQBAwaoMY+Pj5eEhATR6XQCQAYNGiRFRUXOtt7/eCCen3zyidrTq06nk9jYWElKSpKoqCg1TuPGjbPZy/L06dPV+WJjYyU5OVkiIiIEMPdSWTap82VM3lwb2HtEoPnhB5uTChBe7t/qlq/Icul/3LhxiIyMdLgcOcjNsSwqKlL/PnHiBE6cOGFz3gsXLpT7/913342goCBs374dJ06cwC+//AKDwYB69eph8ODBGDVqFCZPnozwcDv1CyR2YtEQF1GAcISjAFmwcVtiFbF0NR5PPvkk1q5di19++QU///wzIiIikJqairFjx+Lhhx9W3ydFpdy8bg4ZMgRPP/000tPTkZGRgUOHDsFkMiEmJga9e/fGpEmT+PyhFmr4/jI0NBTffvst5s2bh48++gjHSp/L6tatGyZOnIhHHnkEer3e4Tr4PQ/E884770RiYiLmzp2LrVu3IjMzE7///jvq16+Pvn37YuLEiRg7dqzN8m+++SYGDBiAefPmqc8Tx8TE4Pbbb8czzzyDjh07VlkH8n+KiHi7DjYpirI7JSUlZbeGPXAFvP79gW3brE5SYAKgABDY7Ii0Xz+g9NkY8jLG0n/YiWUE8lCACIQjH/mwcVDHWNYsXDf9A+PoXxjPGiM1NRV79uzZIyLsTccJ7LAk0Lh6BSwqSpt6kOsYS//BWPoXxtM/MI7+hfEkP8HkLdDY6UkuHAXl/q1uefIwxtJ/uBoLxrJm4brpHxhH/8J4kp9g8hZoHngA0DkZdp0OuP9+betDzmMs/Qdj6V8YT//AOPoXxpP8BJO3QNOyJTBypHNlR440l6eagbH0H4ylf2E8/QPj6F8YT/ITTN4C0ezZQHR09cpER5vLUc3CWPoPxtK/MJ7+gXH0L4wn+QEmb4EoPh5Ytw6oW9ex+aOjgfXrzeWoZmEs/Qdj6V8YT//AOPoXxpP8AJO3QPWnPwF79gCjRtm+B1ynM0/fvRtIZW+uNRZj6T8YS//CePoHxtG/MJ7k45i8BbL4eOCrr4DTp4GZMwHLyzz1evP/f/3VPJ1nnGo+xtJ/MJb+hfH0D4yjf2E8yYfxJd2kiogACgqA8HAgP9/btSFXMJb+g7H0L4ynf2Ac/Qvj6Vl8SbdreOWNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gEuJ2+KooxXFOV9RVH2K4pSpCiKKIoySYO6ERERERERUakgDZYxC0ArAJcA/FH6NxEREREREWlIi9sm7wcQKyINAbynwfKIiIiIiIioApevvInIf7WoCBEREREREdnGDkuIiIiIiIh8gBbPvLlMUZTdNiZ18WhFiIiIiIiIaiheeSMiIiIiIvIBNeLKm4ikWhtfekUuxcPVISIiIiIiqnF45Y2IiIiIiMgHMHkjIiIiIiLyAUzeiIiIiIiIfACTNyIiIiIiIh/gcocliqLcD6BP6X8TSv+9X1GU/qV/7xCRha5+DhERERERUSDTorfJPgAmVhiXVjpYMHkjIiIiIiJygcvJm4hMAjDJ5ZoQERERERGRTXzmjYiIiIiIyAcweSMiIiIiIvIBTN6IiIiIiIh8AJM3IiIiIiIiH8DkjYiIiIiIyAcweSMiIiIiIvIBTN6IiIiIiIh8AJM3IiIiIiIiH8DkjYiIiIiIyAcweSMiIiIiIvIBTN6IiIiIiIh8AJM3IiIiIiIiH8DkjYiIiIiIyAcweSMiIiIiIvIBTN6IiIiIiIh8AJM3L1mxYgX69u2L6OhoREREICEhAf/v//0/FBYWertqmjGZTFiyZAkGDx6MmJgYhIaGomnTpujfvz9eeuklb1fPJYcPH8a7776L++67D4mJiQgODoaiKJg0aZLDyygqKsLcuXPRp08fNGjQAGFhYWjRogVuuukmzJ8/332Vd5DRaMTmzZsxY8YMpKamol69eggODkaDBg0waNAgLFq0CEajUfOy3jBv3jxMnDgRiYmJiImJQUhICOrUqYPk5GS89NJLuHr1qtVyeXl5+Oyzz3DfffchISEBkZGRCA0NRYsWLTB27Fhs3rzZsw2xw9k2Wuzfvx8TJkxA69atERYWhlq1aqF9+/Z48MEHcfToUc80wglfffUVFEWBoiiIjY21Os+SJUvUeaoaJk+e7NkG2NC/f/8q67px48ZK5bKysvDKK69gzJgxiI+PV9fNhg0b1sh1E6j+vuT69et44403cOedd6Jz585o2LAhgoODUa9ePfTp0wdvvfVWjdvXOru/PHXqFB5++GG0bdsWYWFhqFevHvr164dly5Z5sPb2abF++UI7Lc6dO4cnn3wSCQkJiIiIQEhICJo1a4YxY8bg22+/tVkuNja2yu+npmxrz58/jyeffBIdO3ZEeHg46tSpg169euHtt9+GwWCwWc7Sxj179gBAiqIoYmXo4LGG+CoRqbEDgN0pKSniT0wmk0ycOFEACACJjY2VpKQkCQ4OFgDSrVs3ycnJ8UrdwsNFAPO/rsrKypLevXur7WzXrp0kJydLq1atJCgoSPR6vesf4kWjRo1S21Z2mDhxokPlT506JXFxcQJAdDqddOzYUXr27CnNmjUTnU4nbdu2dal+WsRy4cKFarsURZF27dpJjx49pF69eur4tLQ0uXr1qqZlvUGv1wsAqVWrlrRt21Z69uwpzZs3V+vapEkTOXToUKVy48ePV+cJDQ2VLl26SNeuXaVWrVrq+D//+c9iMpmcrptW66WzbRQReffdd0Wn06nlu3TpIh07dpSQkBABICEhIfLll1+6VkE3uHz5sjRu3FhtY6tWrazOt2HDBklLS7M5JCYmqstYuHChS3XSKp79+vUTANK+fXub9d6zZ0+lct99953alrp160qnTp2kW7duUr9+fXV8nz59vLYfqsiZfcnZs2fV+SMjIyUuLk569OghMTEx6viOHTvKb7/95nS9asL+cu3atRIeHi4AJCwsTHr06CHx8fHqcsaNGydGo9H1CrrI1fXLE+3UKp579+6VunXrCgDR6/XSrl07SUpKktq1a6v1feqpp6yWbdWqlQCQLl262Pyuzpw541oFNZCeni4NGjQQABIUFCSJiYmSkJCg7iNuuOEGKSgosFrW0sbSfWQugB1WhpZSA3KQmjx4vQJ2K+eHydv8+fPVg51Vq1ap4zMzM6Vr164CQO6++26v1E2rjVdRUZF0795dAMjYsWMrbWxycnLkiy++cO1DvGzq1KkyevRomTVrlmzcuFHuuusuh5O3y5cvS4sWLQSAPProo5KVlVVuelZWlqxbt86l+mkRywULFkiXLl3k/fffl+zsbHW8yWSSRYsWqQfu1n6vrpT1htdee0327dtX6QDgwIED0qFDBwEgCQkJlcqNHz9ehg4dKmvWrJHr16+r4/Py8mTatGnqzvqDDz5wum5arZfOtvH06dPqyaVJkyaVS7jPnz8vI0aMEABSp06dGnPAbzFhwgQBILfeeqvd5K0qc+bMEQASEREh165dc6lOWidvixcvrla5jIwMee+99+TkyZPlxptMJvn8888lIiJCAMhjjz3mWgU14Oy+5MqVK/LWW2/JwYMHK0373//+pyZxI0aMcLpu3t5f/vrrr2pCM2rUKLl8+bI67fvvv1dPzMyaNcu1CnqAvfXLU+3UIp4mk0k9KduzZ89y61hhYaHMnDlT3Sds3bq1UnlLYrNlyxbnK+Fmubm56gmx1NTUcidATp06JQkJCQJA7r//fqvlLW3s2LGjANgtNSDX8MXB6xWwWzk/S95KSkrUncazzz5bafqRI0dEp9OJoijyyy+/eLx+Wu2MXnrpJQEgI0eOdOmKgy956KGHHE7epkyZ4vaDIy1imZ2dbTd+s2bNUs8ulk3QXC1b0+zZs0fd4R45cqTctIqJd0WDBg1Sr6g7S8sz/LbYa+O8efMEgDRo0ECKi4srlc3JyZGgoCABIGvXrnVfJatpw4YN6gHx4sWLXUreLAckkydPdrle3k7eqvLqq68KAImJidF0uc5w177k008/Ve96yMvLc2oZ3t5fPvnkk+p6eeXKlUrTV69erSZENe2kSkX21i9PtVOLeP7yyy/qdvT777+3Ok9ycrIAkBkzZlSa5gvJ27///W/1AsSpU6cqTf/hhx9Ep9OJTqeT48ePV5rO5E2bgc+8edD27dtx4cIFAMDDDz9caXqHDh3Qr18/iAhWrlzp6eppori4GO+88w4A4OWXX4aiKF6uUc1y4cIFLFu2DMHBwXj++ee9XR276tWrZzd+w4YNA2B+vu3EiROala1pOnXqpP6dn59fblqDBg3slrW088iRI9pXTEP22lhQUAAAaNWqFYKDgyuVrV27Nho1agQAKCkpcWMtHZebm4uHHnoI0dHR6vbIWfv27cPBgwcBAPfdd58W1avRLL+Fir8DT3PnvsTSRpPJ5NVn31xp43fffQcAuOmmm1C3bt1K00eOHImIiAjk5+djzZo1mtTXHapav3ypnZZtJQC0b9/e6jyW8TVlW1ldlngkJyejTZs2laYnJSUhPj4eJpMJn332maerFzCCvF2BQLJr1y4AQOvWrdGiRQur8/Tr1w9btmxR5/U1O3fuRFZWFho2bIjExERs3boVK1aswOnTpxEZGYlevXphypQpaNy4sber6hUbNmxASUkJkpOT0bBhQ6xevRqrVq3CuXPnEB0djT59+mDy5MmoU6eOt6tapevXr6t/R0REeKysp1l2VlFRUejQoXrPUVva6ctt7N69OwDg6NGjuHTpUqWE9eTJkzh37hyCgoLQo0cPz1S4Ck899RTOnj2LhQsXIiYmxqVlLVq0CAAQHx+PtLQ0LaqnqVWrVmH16tXIyclB/fr10bNnT4wfPx7NmjVzanllD868yZ37EksbW7dujfr162tddYe50sbs7GwAsBlnRVHQrFkzHD9+HDt27MD48ePd2hZnVbV++VI7O3TogPDwcBQUFOC7777D0KFDy00vKipCeno6ACAlJcXmct5//3288cYbKCgoQKNGjfCnP/0J48ePR3R0tFvr74iq4gEALVq0wJEjR7Bjxw6b81y8eBEA4hVF2QzgIoBdAJaLyBUt6+u3vH3pz94AP7tt8t577xUAMnjwYJvzLFu2TABIy5YtPVgzMy1uG7DccpOcnCzTp09XbyEoO0RERMjq1au1q3gN4Ohtkw8//LD6DM7tt99u9ftp2LCh7Nq1y6X6eOJWu0cffVStr8Fg8FhZTzAYDHL27FlZuHChNGzYUBRFkffee69ayzAajepzrGPGjHG6Lu6KZXXaOGzYMHW9/t///ic5OTly+fJlWbdundpxwIsvvqhtBZ20efNmURRFbrzxRnWcs7dNFhQUSJ06dQSAzJ49W5P6aX3bpLUhJCRE5s6d6/CyCgsL5fjx4zJz5kzR6XRSu3Zt2bdvn2sVdJHW+5Li4mL59ddfZc6cORIeHi4hISEu3ebr7f1lz549BYDcc889VpdtMpnU5xf79u3rfCXdyJH1y1Pt1Gq9nD17tnrb8fLly+XChQuSn58v+/btk6FDhwoAGThwoNUOViy3FFobateuLStXrnStchqwHLekpaXZnKf0lkirx7H22gggB8BYqQH5R00fvF4Bu5Xzs+Rt+PDhAkDuuOMOm/OsX79eAEhUVJQHa2amxcbL0kmDpYODu+66S06cOCFFRUXy/fffS9++fQUw9xhl7WFyX+Vo8mbppdLy/UyfPl0yMzOlsLBQtm/fLl26dFHv7//jjz+cro+7k7f09HT1Oac33njDY2XdrWwnI5bhhhtukE2bNlV7WW+88Yb6XI0rB8Jax9KZNhYXF8uLL74oTZs2rVS2a9euNaanyfz8fGnTpo2EhYXJiRMn1PHOJm+Wk2lBQUEurY9laRXP6dOny/z58+Xnn3+WnJwcyc/Pl127dqmdswCQBQsW2F1G2V7+AHPPsBMmTJBjx465VjkNaLUvsdYz8MiRI11OTr29vyx7Asxar71r165V22utI6KawJH1y1Pt1HI7u3z5cklKSqr0u2vQoIHMmTPH6rPDIuYOlpYuXSqHDx+WvLw8yc3Nlf/+97/qiRqdTicbN250vYIueP311wUw966ckZFRafqPP/6o9jpp7TjW0sbSbU86gCgAAwFsLf2ejABukhqQg9TkwesVsFs5P0veBgwYIADk3nvvtTnP5s2bBYBXutLXYuN13333qRuqlJSUSg9g5+XlqZ222EtifY2jydvAgQPV78da+8+ePSthYWECQJ555hmn6+PO5O3cuXNqD199+/at1pUzV8p6wty5cyUtLU169eql/k7DwsJkwoQJ1XoY/n//+5+aoP797393qU5ax9KZNmZlZcmUKVMkMjJSQkJCpEOHDtKhQwcJCQkRnU4nw4cPl3PnzmlTQRf85S9/EQDyz3/+s9x4Z5O3G2+8UQDILbfcolkdPXFV3LI9qlevnt0OOSZNmiRpaWmSlJSkXgFp2LChzJo1y+udTWm1L/nb3/4maWlp0qNHD7V789q1a8v06dOlqKjI6fp5e3956NAhdRszbNiwcp0n7dy5s9xrQFx99Yy7OLJ+eaqdWq2XBoNBXnrpJWnevLnodDpp1aqVJCYmSmRkpACQxMRE2bFjR7WXabn7IT4+3rUKuujixYsSFRUlAKRXr15y+vRpddrhw4elc+fOajzsHcempKQIynRYAkAPYH1p2aPiprzCXwavV8Bu5WpC8nbmjMhzz4kMHy7Sr5/535kzzeOrqcZeeSttY7j+unnjpb/udBsfe+wxdcW1dYn/xRdfVHegHnsHjYZxtMbR5M3SrToA2bt3r9V5Jk2aJID5XS/VpmEsrcnKylI3zp06daqyt0Wtylbi5nhaHDhwQNLS0gSA9OjRw6FkMz09Xd253Xnnnc7/xt0cS4uq2pidnS2tW7cWADJ+/PhyvYNeunRJfU1Gq1atqt+NvoZx3Llzp+h0OklKSpKSkpJy05xJ3jIyMkRRFAEgX331VbXrU4mH4ili7irf8jqONWvWOFTG8qqAZs2aCQCZNm1a9T9Yw3i6a1+yefNm6dSpkwDmruerrQbtLz/44AP1/Y3BwcHSuXNn9TU0DRs2lDFjxgjgZG+3bt7GVmf98kQ7tVovLVd6e/ToUa7X8OLiYnnttdfUq1bVvfJ7+PBh9bfy888/V69SGsdy3bp16rtMdTqdxMXFSdu2bUVRFAkPD1df0RIdHW1zGRWTNzEf83csc6UyQTyYb/ja4PUK2K2cN5O3o0dFbrlFRKczf00VB51OZNQo83wOsrzQd9CgQTbn8egzbxXaGI4888YLeU638fnnn1c3MLZuZVm5cqU6j0sH8I5wQxytcTR5s2zUANg80LVs4CMiIhyvgBtiWdHly5fVW0Hi4uKqdRuZK2XL8VA8y8rNzVXP2K9YscLuvAcOHFBf0DpmzJhKSYRDPBDLiuy10dJVd4cOHaze7lNUVKQ+9/bqq6869oEax7GkpETi4+NFr9dbPShyJnmzvJMpJibGuThaeCGeIiLdunUToPq3Ju/atUs9a56ZmelYITesl+7cl5w5c0a9mrNz507HCtXQ/WV6erqMGzdOGjduLMHBwdK0aVN58MEH5dy5c+p+adiwYQ7XyVPb2OquX+5upxbxXLdunQDm20Ct3VIoIjJ58mQBIDfffLPjdS0VHR0tAOTzzz93rIAbY3nkyBGZPHmytGzZUkJCQqRhw4Zy1113ybFjx+Sf//ynWE7S2mIteRPzcf/l0t/7mIrTODB5s2/nTpG6da3/2CsO0dEiDnYu8fLLLwsAiY2NtTmP5SybvU5NNGGljZU2Xk608eOPP1Z3NNbe8SHyf+9lASDnz5/XslXluSmO1jiavL3yyisCmJ8tsXXLzty5cwUw38rmEDfFsqyrV69Kjx49BIC0a9dOfv/9d4+ULceD8azotttuEwDy+OOP25znxx9/lHr16onljL6t5xrs8kAsbbHVxl69egkAeeSRR2yWnTp1qgCQ2267reoPckMcr1y5oiYcMTExlYbatWuL5SyxZdynn35qc3lGo1FatmwpAOTpp5+uuk3VaKun4tm7d2+pVkJdRv369QWAY52BuGm9dPe+xLJNcqhjFx/dX1quqL/wwguOFfDQNlaz9auUFu3UIp5PP/20VJW0fPbZZwJA6tev71hdy7DcQmtv26Xy4v7ynnvuqfJ4yE7ydr70935HxWkc/m/ge94qOnYMGD4cuHrVsfmvXDHPf+xYlbOmpqYCAH799VecPXvW6jzbtm0rN69buLGNZbv6zcjIsDrPqVOnAABhYWHu66bZjW10heX7ERGcPn3a6jyW76d58+ZVL9AD7czNzcWQIUNw4MABtGnTBlu2bEHTpk3dXrYcL8fTYDAAML+XzppDhw5h0KBBuHz5MkaMGIGVK1dafSeaXTW0jbm5uQ4vo8p3Zrm5jUajERcuXKg0WNpgMpnUcWVfV1HRpk2bkJmZCQCYMmWKY3WtyIvxNBgMOHr0KADYfC2NPZbfgK3fu8qH9yVVrdMqH23j+fPnsWfPHgDA6NGjqy7gNx9wfgAAKv1JREFUwd+rJutXqZrUTk23lRVcvHjR0r1+1eu0F7c9RUVF+PrrrwE4GI8yFEVpBKBR6X+tHySTmbezR3sDvHHlbdQox85UVBwcuHe+pKREGjVqJADk2WefrTT9yJEjotPpRFEUOXTokPZts7DRRptnnqrRRpH/Ows2bty4StOMRqPao+LQoUO1bVdZboyjNY5eeTMajeq9+tbOOObl5am/kalTpzrdTq1iee3aNUlNTRUA0rp1azlTjXvkXSlbiYfjWdalS5fUzhwWL15cafrhw4fVmA0bNsz5ThDcHEt77LXR8gyHI7dNzpgxw6k2ujuO1b1tcty4cQLY7w67Sl6M59tvvy2Ac71kbtq0SWA+812uMwKr3BxPd+1Ljh07pvaIt2XLFqfaWNP3l5ZnpwcMGOBYAQ+um5qsX6W0aqcW8XzzzTfV9c7WbZOW+vbo0cPxRorIE088IYD5ObIq7+rw4v7ScvdYXFyc3WfEbTzz9kbptucygOCy0zhUyI+8XQG7lfN08nbmjO17g6sadDqHHv585513BDC/h2fVqlXq+MzMTPWdUG7thdFOG6vceDnYxq1bt4qiKKIoisybN0/tQauoqEh9l41Op5Pt27d7vI1axbEiR5M3EZGlS5cKYL4tsuy969euXZM77rhDAEitWrXKdXVe3XZqEcv8/Hy1i+LY2NhqJV+ulK1OO7WI5+LFi2X+/Ply4cKFStPS09Ole/fuApifQ63Yc9+JEyekSZMm6sFVYWGh5m3UIpautPGLL74Qy8G8vQ5LdDqd/PTTT0610V3rZdn2O5q8ZWdnS2hoqACQDz/80LkPdHM8ly5dKi+//HKlZ9IKCwtlzpw5atfz1jodefbZZ+XLL7+UgoKCcuNLSkrkP//5j/rsY5XvJvRAPJ3dl/zrX/+SZcuWVepa3mQyybfffitt2rQRANKzZ0/7HZ3U8P3lRx99VOlEb1ZWljz44IMCmDs5qXI/UkU7tV43nVm/PNFOLeL522+/qR159OjRQw4fPqxOK9thCQB55513ypV9/fXXZe7cuXLx4sVy43Nzc+Vvf/ubWu7NN990uo1axfKLL76Q9PT0cuOuXbsmzz//vCiKIsHBwVZ71CzbxrLJG8yvC3jF0kYA00W8n4PU5MHrFbBbOU8nb88959wP3jLMnFnlR5hMJrXjEssViaSkJHVn27VrV7ly5YpX2ljlxsvBNoqIzJkzR+1JqkmTJtKrVy/1YVudTldpw+WpNmoVx08++UTq16+vDpbu/UNDQ8uNt/Xi0bIvZI2NjZXk5GT1RaOhoaGOPZDs5lhans8DIO3bt5e0tDSbw4YNGzQrW512ahHPF154Qa1rixYtJDk5WZKTk9WraZaDfmsdCgwZMkSdp2fPnnbbafcKiJtj6UobRUT+/Oc/q/OFhIRIx44dpWPHjmqPhjqdTt566y27dfDEemlLdZI3y1WryMjI6veeaeHmeFrO8AOQZs2aSXJysnTv3l3Cw8PV8XfccYfVM/SWkypBQUESFxcnKSkpkpSUpHZlbrmKUeWrMTwUT2f2JRMnTlSnt2nTRnr16iU9evRQy1n2tb/99pvTbawJ+0tLLOvXry/du3eXzp07q70yxsTEVDrAdqadWq+bzqxfnminVvH85JNPym0XY2NjJSkpSe2B2HKVteJVKcs7/xRFkdjYWOnVq5ckJiaqywLsP3PtSBu1iqVl/apTp44kJiZK165d1YQ8KirKZg+3ZdtYOv81AD8CKCqTuM0R8X7+UdMHRURQUymKsjslJSVl9+7dnvnAESOA9eutTmqIiyhAuP3yej0QGubQRxkMy2AwfACT6SCAYihKGwQF3YmgoCehKI4twylFhYCNe/zN7VMACMJRYL18NdpoNO6AwTAHRuMumK+C14Ne3xdBQU9Ar09xpvaOqbKNZq600WBYguLiyVVWJSjoBYSEvGhjGWthMMyDybQfQC4UJQY63UAEBz8Dna5jlct2dyyLi1+EwfCPqusBICRkMYKCJmlSthI3x9NkOg6jcSWMxu0QOQGRiwAMAOpBp0uAXj8KQUGToSiV1//Cwv4wmbbZrnsZYWGnodPFWp/o5li60kYLo/Hb0m1Weml5BYrSFDrdDQgKegx6fbLNso610UyLbU9FlvVVUVqhVq1f7c57/Xo3iPwIvX4KQkM/dOrz3B/PwzAYlpbGIgMilwCYSrchvREUNAl6/TCrZY3GbTAa18Jk2gmRzNKyeihKY+h0PaHX3wW9fjQURXGxjWbe2JeYTN/DYPgCJtN3EDkNkSwAAkVpBJ0uCXr9bdDr74GiBLnYRu/uLw2Gj2E0fgaT6cfSdTIEitIOQUGjERT0FyhKHYc+25OxdGb98lw7tYmnyXQEBsNcGI1bIZIJ87a2PnS6HggKmoigoLGVyhiNe2A0fgqTaW/pepmN/9vGpiEo6CHo9X9yqY0W4ShAlvpoWQUjRgBr19otv3HjRixevBj79+/H+fPnoSgKYmNjMXz4cEyfPh1NmjSxWm7Pnj349NNPsXfvXhw4cADFxcUmmBO3cwB2AnhfRHZV2UZi8lZO//7ANusHYhHIQwEiPFMPIiIiIiKNhSMf+Yi0PrFfP2DrVrfXITU1FXv27NkjIm7snc9/VXHaKcBE2vgxw84Zp7JcODPsMR48k+g1XjzD71GBEEsgMOIZCLEMhDhaMJ7q3/7dRj+IIxAYsQQCI54OXnmzKSpK4wqRW3j7vk17A/zwmTev89A9/F4VCHEUCYxYigRGPAMhloEQRwvG0z/iGQhxFAmMWIoERjx9JJa23vPGgc+8VV9mJtC6NWAyVb+sTgecPg20bKl9vbRkp42WW0NtXlL3gzZWyVfaCARGLIHAiGcgxDIQ4mjBeNrnB230mzgCgRFLIDDi6SOx5G2TruFLustq2RIYOdK5siNH1vyVGmAbq+IrbQTYTkf4SjvZRvt8pY0WgdBWttE+X2kjwHY6wlfaGQhtJHj90p+9Ad54SffRoyLR0Y5fYgbM8x896tl6usJGG+3eNuAnbfSrOIoERixFAiOegRDLQIijBePpH/EMhDiKBEYsRQIjnj4QS9426drAK28VxccD69YBdes6Nn90tPn1AvHxbq2WptjGynyxjQDbaYsvtpNtrMwX22gRCG1lGyvzxTYCbKctvtjOQGhjoPN29mhvgDeuvFkcPSoyapTtN9XrdObpvnQ2pqIKbax05skP2+iXcRQJjFiKBEY8AyGWgRBHC8bTL9vol3EUCYxYigRGPGtwLHnlzbWBHZZUJTMTWLgQ+OEH4No1czeq3boBDzwAtGjhvXppqbSNEa88iwJjGML1hch/9hW/bKNfxxEIjFgCgRHPQIhlIMTRgvH0du20EQhxBAIjlkBgxLMGxpIdlriGyRupIiKAggIgPBzIz/d2bcgVjKX/YCz9C+PpHxhH/8J4ehaTN9fwmTciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNNNe/f38oimJ32Lhxo7erSVUwGo3YvHkzZsyYgdTUVNSrVw/BwcFo0KABBg0ahEWLFsFoNNosf/jwYbz77ru47777kJiYiODgYCiKgkmTJnmuEaSaN28eJk6ciMTERMTExCAkJAR16tRBcnIyXnrpJVy9etVquUmTJlW5PluGpUuXerZRAczZ7WxeXh4+++wz3HfffUhISEBkZCRCQ0PRokULjB07Fps3b/ZCa8hkMmHJkiUYPHgwYmJiEBoaiqZNm6J///546aWXbJY7fvw4pk6diri4ONSqVQthYWGIjY3F+PHjsXfvXg+2gCzOnTuHJ598EgkJCYiIiEBISAiaNWuGMWPG4Ntvv63Wst566y11fe7fv797Kkw+J8jbFSD/1b59ezRq1MjqtOjoaA/XhqpryZIluP/++wEAiqKgbdu2aNOmDU6fPo3Nmzdj8+bNWLRoEdavX486depUKv/ss89i9erVnq422TBt2jQYjUbUqlULTZs2RcuWLXH+/Hns378f+/fvx3vvvYdNmzahc+fO5crFxcUhLS3N5nJ///13/PrrrwBgdz5yj+puZ6dOnYrly5cDAEJDQ9G+fXvodDqcOHECq1atwqpVq/DnP/8Zc+fOhaIobq07mV26dAkjRoxAeno6AKBdu3Zo1aoVLl68iJ07d2LHjh14/vnnK5Vbu3Ytxo4di6KiIoSEhKBNmzYIDg7GqVOnsGLFCnz88cd4++238dhjj3m6SQFr3759GDJkCK5evQq9Xo/WrVsjMjISGRkZ+PLLL/Hll1/iqaeewmuvvVblsk6dOoW///3vHqg1+RwRqbEDgN0pKSlCnhEeLgKY/3VFv379BIAsXrxYk3pR9WkRywULFkiXLl3k/fffl+zsbHW8yWSSRYsWSUhIiACQu+++22r5qVOnyujRo2XWrFmyceNGueuuuwSATJw40flKBSCt1svXXntN9u3bJ0ajsdz4AwcOSIcOHQSAJCQkVHu5t9xyiwCQvn37ulbBAOHt7ez48eNl6NChsmbNGrl+/bo6Pi8vT6ZNmyYABIB88MEHrlXQz2kVx6KiIunevbsAkLFjx8qZM2fKTc/JyZEvvviiUrlr165JdHS0AJChQ4fKH3/8Ua7M/fffLwAkKChITp486VolA4AW8TSZTBIXFycApGfPnuW+98LCQpk5c6a6fm3durXKZfXv31/0er2MHDlSAEi/fv2cr1wNk5KSIgB2Sw3INXxx8HoF7FaOyZtHefuggrSjRSyzs7PFZDLZnD5r1iwBIHq9vlxyZ8tDDz3E5M0JWq2X9uzZs0c9qDhy5IjD5c6fPy9BQUECQJYuXeq+CvoRb29ns7Ky7E4fNGiQAJBu3bq5UDv/p1UcX3rpJQEgI0eOtLu9rWj9+vUCQBRFsbr9NRgM0qRJEwEg77zzjmuVDABaxPOXX35Rt6Pff/+91XmSk5MFgMyYMcPusubPny8A5KmnnpIXXniByRuHcgOfeSMiq+rVq2f3tqlhw4YBMD8bd+LECU9Vi9ygU6dO6t/5+fkOl/voo49gMBhQu3Zt3H777e6oGmmsQYMGdqdb1usjR454ojoBrbi4GO+88w4A4OWXX67WbaoFBQUAzNvpevXqVZpuuWUPAEpKSjSoLVXFEhPAfDuzNZbx9mKSmZmJZ555Bm3btsU//vEPbStJfoHPvJHbrFq1CqtXr0ZOTg7q16+Pnj17Yvz48WjWrJm3q0YauH79uvp3RESEF2tCrvruu+8AAFFRUejQoYPD5RYvXgwAuPPOOxEeHu6WupF9Wm9nLes112n327lzJ7KystCwYUMkJiZi69atWLFiBU6fPo3IyEj06tULU6ZMQePGjSuVTUpKgqIoyM7OxpEjR9CxY8dy0y9fvoxDhw4BAHr37u2R9gS6Dh06IDw8HAUFBfjuu+8wdOjQctOLiorU5xpTUlJsLufBBx/EtWvX8OWXX6JWrVpurTP5KG9f+rM3gLdNepTWt/NYG0JCQmTu3LnaVJhs8sStdo8++qgAkIYNG4rBYKhyft426Rx3xdJgMMjZs2dl4cKF0rBhQ1EURd577z2Hy+/atUtdr9PT07WtnB+rydtZo9EoXbt2FQAyZswY1yro57SI46uvvioAJDk5WaZPn241lhEREbJ69Wqr5R955BEBIO3bt5c1a9ZIdna25ObmytatW6V3794CQCZPnux8BQOIVuvl7NmzBYDExMTI8uXL5cKFC5Kfny/79u2ToUOHCgAZOHBgpWePLRYtWiQAZNKkSeo43jbJoeLg9QrYrRyTN4/SauM1ffp0mT9/vvz888+Sk5Mj+fn5smvXLrn11lvVHdKCBQu0qTRZ5e7kLT09XX3W6Y033nCoDJM352gdy7KdUliGG264QTZt2lSt5dx3330CQDp37qxNxQJETd7OvvHGGwJAdDqd7Nu3z7UK+jkt4mhZF4ODgwWA3HXXXXLixAkpKiqS77//Xvr27SsAJCwsTA4ePFipvMlkkrlz50q7du0qrdOxsbGyaNGiaj1HF8i03M4uX75ckpKSKsWkQYMGMmfOHCkuLrZa7ty5c1K3bl1p1KhRuecYmbxxqDh4vQJ2K8fkzTPOnBF57jkJ1183b7z010VmzjSP15jlAL5evXqSl5en+fIDngdiee7cOWnevLnaw6AjV91EmLxVm5tiOXfuXElLS5NevXpJTEyMenA4YcIEycnJcWgZeXl5EhUVJQBkzpw5LtUnYNTw7ez//vc/9YTM3//+d83r5Dc0jKPlBAgASUlJqZRo5eXlqevoHXfcUal8fn6+PP7441K/fn3R6/XStm1bSUhIkFq1agkA6dOnT7U6IApIGq+XBoNBXnrpJWnevLnodDpp1aqVJCYmSmRkpACQxMRE2bFjh9Wyo0aNEgDyySeflBvP5I1DxcHrFbBbOSZv7nX0qMgtt4jodCKAhCPPvPFCnvmnodOJjBplnk8jV65cUbuYX7NmjWbLDXgeimVWVpZ07txZAEinTp2q7LmuLCZvDvLwenngwAFJS0sTANKjRw+HkvHFixerVwwuXryoST38lg9sZ9PT09Vk/M4777R5S1dAc0McH3vsMTV5W7lypdV5XnzxRQEgtWvXLheX4uJi6dmzpwCQIUOGSGZmpjotLy9PHn/8cQEgdevWLTeNSrlpvbQkYD169JBffvlFHV9cXCyvvfaaAJDQ0NBKV7Y//vhjASDDhw+vtEwmbxwqDlomWskANgC4CiAfwB4A41xcJpM3d9m5U6RuXfNPoHSotPGyDNHRIrt2afbR3bp1q9btdlQFD8Xy8uXL6q0gcXFx5d4r5Agmbw7w0nqZm5srDRo0EACyYsWKKue/4YYbBIDcdtttmny+3/KB7eyBAwekbt26YnnOraSkRLM6+A03xfH5559Xkzdrt0WKiKxcuVKdp+zJsn//+98CQOrXry9XrlyxWvbGG28UAPLwww9Xu8l+zU3xXLdunQDmd+tlZGRYnWfy5MkCQG6++WZ13OXLl6VBgwYSGRlpNdFm8sah4qDJqwIURbkRwE4AfQCsBPAegMYAPlMUZYYWn0EaOnYMGD4cuHrVsfmvXDHPf+yYJh8fEhICgN0Xa8JDsczJycHgwYPx448/ol27dtiyZYvVHtDIBV5cL6OiotCvXz8AwP79++3Oe+LECbV3yvvuu8/lz/ZbPrCd/emnnzB48GBcvXoVo0aNwqeffoqgIHZCXY4b41i2Z9fQ0FCr85QdbzQa1b+3b98OwNyTZN26da2WvfnmmwEA+/btq7IuAcON8bTEJC4uTn1NQ0XWYnLmzBlcunQJxcXFSE5ORuPGjcsN//rXvwAAu3btUsft2rXLsfqTX3I5eVMUJQjAAgAmAH1F5EERmQEgEcBxAK8oitLK1c8hDT3zjOMbLosrV8zlXGQwGHD06FEAQIsWLVxeXsDzQCxzc3MxZMgQHDhwAG3atMGWLVvQtGnT6n0mVc2L6yVgXjeB8geI1ixatAgA0KxZM9x0002afLZfquHb2UOHDmHQoEG4fPkyRowYgZUrVyI4ONjlz/Y7boxjWlqa+ndGRobVeU6dOgUACAsLQ/369dXxubm5DlensLDQ4Xn9nhvj6WpMiouLceHChUqD5d2bJSUl6rji4mLH609+R4srbwMAtAXwsYj8aBkpIjkAXgEQAmCiBp9DWsjMBNauda7s2rXm8i549913kZOTg6CgIAwYMMClZQU8D8QyLy8PN998M/bu3YvWrVtjy5YtaN68uXOfSbZ5eb3Mzs7G1q1bAQDdunWzOZ/RaMRHH30EAJg0aRJ0Ok1u3vA/NXw7e+TIEQwcOBCXLl3CsGHD8Pnnn6tX6qgMN8exZcuWagJnOSlSlslkUsffeOON5a6KxsfHAwDS09Nx1UYysnHjRgCo1rsb/Zqb42mJyfHjx3H69Gmr83z99dcAysckKSnJ7i1yL7zwAgCgX79+6rj+/fs71w7yC1rsefuX/vutlWnflP7bT4PPIS0sWACYTM6VNZmAhQvtzvLRRx9h1qxZOHv2bLnxRUVFePPNNzFjhvku2kcffZS33bnKzbEsKCjAiBEjsHv3bsTGxmLr1q1o2bKlc59H9rk5lkuWLMG7776LixcvVpq2d+9eDBkyBDk5OWjZsiXGjh1rczkbN27EuXPnoCgKJk+e7Fx9A0EN3s6ePHkSAwcOxMWLFzF06FB88cUXTNxscXMcAeD//b//B0VR8J///Afz58+HmJ/3R3FxMWbMmIFDhw5Bp9Phb3/7W7lyEyZMUF/Sfeedd+K3335Tp+Xn5+OJJ57Ali1bAJhPtBDcHs+xY8eiVq1aMBgMGDt2LI4cOaJOKykpweuvv44lS5YAYEzINVrc3N6+9N8TFSeIyHlFUfLKzGOVoii7bUzq4mLdqKIffnBr+cuXL2PmzJmYOXMmmjVrhqZNm8JoNOLo0aMoKCgAANxxxx14/fXXXasHuT2Wc+fOxbZt2wAAwcHBuPvuu23O+/e//x1Dhw4tN+7TTz/FY489pv7fcuvHp59+inXr1qnjn376aTz99NPVrr5fcXMsf/31V/zjH//AI488ghYtWqgH9GfOnFETulatWmHdunWIiIiwuRzLVYB+/fqhbdu2rtXZn9Xg7eyjjz6KP/74AwCQlZWFgQMH2vycVatWBfZJNjfHETCvS2+88QZmzJiBRx99FLNmzUKLFi1w4sQJXLlyBTqdDnPnzsUNN9xQrlz37t3x2muv4emnn8Y333yD2NhYtG7dGrVq1cLJkydx/fp1AMATTzyBESNGuNYOf+HmeDZr1gyLFi3CxIkTceDAAXTp0gUtW7ZE3bp1cerUKVy7dg0AMG7cOEydOtW1ulBA0yJ5q1P6b46N6bll5iFvy8tzrXzpxseWIUOG4Omnn0Z6ejoyMjJw6NAhmEwmxMTEoHfv3pg0aRKGDRvmWh3IzM2xLCoqUv8+ceIETpyodH5GdeHChUrjCgsLkZ2dbXW5ZZdtOdgMaG6O5d13342goCBs374dJ06cwC+//AKDwYB69eph8ODBGDVqFCZPnozw8HCby7h06RLWlt5yNGXKFNfq6+9q8Ha27LpXVec0Af+slJvjaPH4448jOTkZc+bMwa5du/DDDz+gXr16GDt2LJ544gmkpKRYLffkk0/ihhtuwLx587Bjxw6cPXsWIoJGjRohJSUFDz74IAYPHuxaG/yJB+J55513IjExEXPnzsXWrVuRmZmJ33//HfXr10ffvn0xceJEu3c3EDlCsVyid3oBivItgMEA2ovISSvTfwcQKSLVTuAURdmdkpKSsnu3rQtzVG0jRgDr11ud1BAXUYBwhKMAWWhku7yz94yTthhL/8FY+hfG0z8wjv6F8awxUlNTsWfPnj0ikurtuvgiLZ55s1xxs5Wc1Ybtq3LkaXY6I8hCI+Qj0vaGq4ry5GGMpf9gLP0L4+kfGEf/wniSn9AiebPcS1XpuTZFURoDiISV5+HISx54AHC2hzidDrj/fm3rQ85jLP0HY+lfGE//wDj6F8aT/IQWydu20n+HWJl2U4V5yNtatgRGjnSu7MiR5vJUMzCW/oOx9C+Mp39gHP0L40l+QovkbTOADAB3K4qSZBmpKEodAM8CKAbwkQafQ1qZPRuIjq5emehoczmqWRhL/8FY+hfG0z8wjv6F8SQ/4HLyJiIGAPeXLmu7oigfKIryBoCfAMQBeFZEfnX1c0hD8fHAunVA3bqOzR8dbX7It/QFlFSDMJb+g7H0L4ynf2Ac/QvjSX5AiytvEJEtAPoA2AngDgBTAVwAcKeIvKHFZ5DG/vQnYM8eYNQo2/eA63Tm6bt3A6nsEKjGYiz9B2PpXxhP/8A4+hfGk3ycy68KcCe+KsBDMjOBhQvNL6C8dg2IijL3qvTAA0CLFt6uHVUHY+k/GEv/wnj6B8bRvzCeXsFXBbiGyRsREREREXkEkzfXaHLbJBEREREREbkXkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBzB5IyIiIiIi8gFM3oiIiIiIiHwAkzciIiIiIiIfwOSNiIiIiIjIBygi4u062KQoyoXIyMhGXbp08XZViIiIiIjIRYcOHUJeXt5FEYnxdl18UU1P3o4CiAaQ4e26ALBkkIe8WovAwe/bs/h9ex6/c8/i9+15/M49i9+35/E7d04bAFdEpIO3K+KLanTyVpMoirIbAEQk1dt1CQT8vj2L37fn8Tv3LH7fnsfv3LP4fXsev3PyBj7zRkRERERE5AOYvBEREREREfkAJm9EREREREQ+gMkbERERERGRD2DyRkRERERE5APY2yQREREREZEP4JU3IiIiIiIiH8DkjYj+f3v3H3xZXddx/PmSFVQYQS1SBJYGZSihCSgBWYUUEaypDRKVWXCpzbHQbJAGsobEmCgnpXHKIhQW2BSmTMdRypVlV8BYgWEonSJh9btGgLgWPxZ0+fXuj3O+7Neve3fZ9vu9Z8+5z8fMnc+955zvnNfc751z7/ucz+d8JEmS1AMWb5IkSZLUAxZvkiRJktQDFm+SJEmS1AMWb5IkSZLUAxZvkiRJktQDFm/bkOTnk1yb5MEkjyZZm+TUrnMNUZIlSS5JcluSTUkqydKucw1Vkpcn+d0kK5N8O8njSe5P8ukkR3adb2iSPC/JR5LckOTeJD9o3++vJDkzyXO7zjgJkpzbHlsqyVFd5xmaJFMz3t/ZjzVd5xuqJL+a5EtJvtceW76V5FNJ9us625AkWbqVz/f0Y1XXOTVsC7oOsDNL8gvAF4EfAFcDjwCnANck2a+qPtxlvgG6EFgIbADua59r/rwHOBdYB6wEvgu8ElgMLE5yWlVd0128wdkD+C3gFuALNO/3i4CTgMuAtyU5qaqe7i7isCU5BLgAeBTYveM4Q/YQ8BdbWD413hjDlyTA3wDvpDmWT/9W2Qc4luZ79L86Czg8d9AcQ7bk14BX0fxulOZNqqrrDDulJAuAO4F9gaOq6o52+Z40P74OAA6qqvVdZRyaJMcDd1XV+iTnARcBZ1bV8m6TDVOSk4HvVdWXZy1/LbAK2Ai8rKo2dZFvaJI8B1hQVY/PWr4A+BJwHPBLVfWFDuINXntlcy3wBHAXsAQ4uqrWdhpsYJJMAVTVAd0mmQxJ3ktTKH8M+J2qemrW+gVV9WQX2SZJkl2Be4E9gX2r6jsdR9KA2W1ytNcDBwKfnC7cAKrqIeBPgF2Bd3QTbZiq6jqL4fGpqn+cXbi1y28EVtNcFTp07MEGqqqenl24tcufBD7TvnzFeFNNlD+gOSv+68BT29hW2ukleT7wR8A3gffOLtzgmeOL5t9i4CXA5y3cNN/sNjnacW27cgvrpi+JHzueKNLYPdG2fvHPs/aK3Inty693mWWokhxOU7ydX1X/3vQ00zzarR2vvA/wMHBrVX2120iDdALNSbbLgV2S/DJwEPAgcF1V3d1htkmzrG0/3mkKTQSLt9Fe2bZ3zV5RVfcn2ThjG2kwkuwPHE8z7vBrHccZnLZ7zfuB0JypfQNwMHB5VTnQfY4l2Q24kmasyoe6TTMxXkpTUDwjya3A26tqXTeRBumItn0K+Deawm3a00kurqpzxh9rsiRZSHMcvwf4547jaAJYvI22Z9s+NGL9wzO2kQahHRd0FbAbcO6WuuFoh+1K09VpWgF/Dvx+N3EG74M0J9qO8PM8FpcDN9JcRd5IU1CcDZwOrEpyaFU90mG+Idm7bc8GbgdeDfwHcBjwt8D7kqyrqr/uKN+kOJNmGNJyjzEaB8e8SQKe6b63HHgdcGlVXdVtomGqqo1VFWAXYD/gLJouN2uSvLDTcAOT5GjgHODCqrJL6hhU1QVVdX1VPVBVj1XVHVV1Bs1JoYXAb3YccUimf8M9Diyuqlvb48uNwFuAp4H3dZZuArTfm2fSnIS7rOM4mhAWb6NNX3EbdXXthYy+Kif1SvsFdBlwGrACeFe3iYavvYHJPe1Z8XcCx9CMy9IcaO/ieQVNd7I/7TiO4JK2PabTFMMy/Rvktqq6d+aK9mTFN4EDk+w17mAT5Hhgf+D6qvpW12E0GSzeRpse6/Yj49qSvJRmzqYfGQ8n9U1buF1Oc/fUTwFLnWts7KZvjHRclyEGZg+a4/fPAo/PnESXzXcKvrldtrijjJNkQ9s6v97c+c+2fXDE+unlz5/3JJPLG5Vo7BzzNtqXacagnEAz6eVMb5qxjdRbMwq3M4BrgNPts9+Jfdr2ia1upe2xCfjEiHWvoynsPkczWfrUmDJNsiPbdqrLEAOzum1/avaKdvzyK2gmpP/uOENNiiQvAX4F+B82T/cizTuLt9FW0XQ5OC3JR2dN0v1+mj7mV3YXT9oxM7pKngH8PbDEwm3+JPlpYKqqHpu1/AXAR9qX14492EBV1ffZfFb8hyRZTlO8XeQk3XMnycHAt7fwGT8Y+LP25SfHHmygqmpdkpXACUmWVdXMqz/nAXsBK5zrbd6cTnMDqhVVtanrMJocFm8jVNWTSZbRzOl2Q5KrgUeAU2gGXZ9TVVMdRhyc9v1e1L6cnhx6WZLj2uc3zfpy0o45n6b72EbgG8AfbmH+q8/OnKReO+RU4OwkN9FcfXgYeDlwEs2UATcCF3eWTtpxb6P5jN8ArKe56nMQ8GbguTTF8g0d5hui3wb+Bbi07f57J83dJl9P8z/4ve6iDd5vtK2/SzRWFm9bUVWrkywCLgDeSvPl8zWaW6hf02m4YVrE5rEo047hhwe4e5CcOwe07R6MvlHGFM38WNpxn6fpHvka4Gia9/0hmhtqXA1c5hly9dxqmi58hwGvBV5AM9btWuBjVbVyK3+r/4f26tvP0UyJcSLNUI/7gb8CPlhVD3SZb6iSvBo4BLilqpwPVWOVquo6gyRJkiRpG7zbpCRJkiT1gMWbJEmSJPWAxZskSZIk9YDFmyRJkiT1gMWbJEmSJPWAxZskSZIk9YDFmyRJkiT1gMWbJEmSJPWAxZskSZIk9YDFmyRJkiT1gMWbJEmStBNLsiTJJUluS7IpSSVZ2nUugCQHtHlGPT7QdcYhWdB1AEmSJElbdSGwENgA3Nc+39n8K/DZLSxfM94Yw2bxJkmSJO3clgF3VdX6JOcBF3UdaAvuqKoPdB1i6Ow2KUmSJO3Equq6qlr/bLdPsneSi5Pc3Xaz3JDk00kOmc+cmn9eeZMkSZIGIsmBNF0V9wVW0nRl3Bs4BXhTkjdU1VfnYdf7JDkL2BP4DrCmqtbNw34mmsWbJEmSNBxXAi8DTqyqL04vTHIhcBtwKfAz87DfN7aPaZXk74B3VdWj87C/iWS3SUmSJGkAkhwGvAa4YmbhBlBV36Ap3A6d4+6TjwF/DBwB7AW8GDgeuAVYQlNMao545U2SJEkahqPa9idG3KL/4Bnt1wGSvAU4djv2sbaqVky/qKoHgPNnbbMqyc3A7cDJSQ6vqtu3Yx8aweJNkiRJGoYXt+0vto9Rdp/x/FjgrO3Yxx7Aim1tVFWPJbmKZpqDY2gKOe0gizdJkiRpGB5u2/dU1V8+mz+oqncD756nPBvadvetbqVnzTFvkiRJ0jBM30Xy6E5TbHZk2051GWJILN4kSZKkAaiqW2gKuLcneevs9Umek2R7xrdtU5LDkmQLy08G3gH8L/BPc7nPSZaq6jqDJEmSpBGSLAMWtS8PBQ4HvgLc3S67qao+3m77k8BqYCGwlmas2feB/WmuyP14VT1vDrOtAQ4EbgbuAXZp8y0CNgGnVtXn5mp/k87iTZIkSdqJJVlOcxVrlCuqaumM7V8EnA0spimsngLuA24F/qGqPjOH2ZbRTAD+KuDHaHr2/TdwPfDhqrpzrvYlizdJkiRJ6gXHvEmSJElSD1i8SZIkSVIPWLxJkiRJUg9YvEmSJElSD1i8SZIkSVIPWLxJkiRJUg9YvEmSJElSD1i8SZIkSVIPWLxJkiRJUg9YvEmSJElSD1i8SZIkSVIPWLxJkiRJUg9YvEmSJElSD1i8SZIkSVIPWLxJkiRJUg9YvEmSJElSD/wfrFL/SHF6MXYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# detuning_final = 20e6 # rad/sec\n", + "detuning_final = 33e6 # rad/sec\n", + "unitdisk_radius = np.sqrt(np.sqrt(2)) # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "if points.size > 12:\n", + " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/4f7d975e-0712-4257-9a6d-84e15d006966')\n" + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"lieb_lattice_4x5_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"lieb_lattice_4x5_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.1900\n", + "Average post-processed IS size: 42.1569\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"lieb_lattice_4x5_mis.json\"\n", + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { 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"pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 0, + 0, + 0, + 0, + 0, + 1, + 1 + ] + }, + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 0, + 0, + 0, + 0, + 0, + 1, + 1 + ] + }, + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 0, + 0, + 0, + 0, + 0, + 1, + 1 + ] + }, + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 0, + 0, + 0, + 0, + 0, + 1, + 1 + ] + }, + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 0, + 0, + 0, + 0, + 0, + 1, + 1 + ] + }, + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 0, + 0, + 0, + 0, + 0, + 1, + 1 + ] + } + ] +} \ No newline at end of file diff --git a/work/distance.ipynb b/work/distance.ipynb new file mode 100644 index 00000000..e1b3fbfc --- /dev/null +++ b/work/distance.ipynb @@ -0,0 +1,1716 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;35mYou have already enabled qBraid Quantum Jobs in the amazon_braket environment.\u001b[0m\n" + ] + } + ], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", + "metadata": {}, + "outputs": [], + "source": [ + "def square_lattice(num_rows, num_cols):\n", + " points = []\n", + " \n", + " num_centers = num_rows * num_cols\n", + " num_corners = (num_rows + 1) * (num_cols + 1)\n", + " graph_connections = []\n", + " \n", + " # Build corners\n", + " for row in range(num_rows + 1):\n", + " for col in range(num_cols + 1):\n", + " start = np.array([col, row])\n", + " points.append(start)\n", + " \n", + " # Build centers\n", + " curr_id = num_corners\n", + " for row in range(num_rows):\n", + " for col in range(num_cols):\n", + " start = np.array([col, row])\n", + " points.append(start + np.array([1/2, 1/2])) # centers\n", + " bottomleft_corner_id = row * (num_cols + 1) + col\n", + " bottomright_corner_id = bottomleft_corner_id + 1\n", + " topleft_corner_id = bottomleft_corner_id + num_cols + 1\n", + " topright_corner_id = topleft_corner_id + 1\n", + " graph_connections.append((topleft_corner_id, curr_id))\n", + " graph_connections.append((topright_corner_id, curr_id))\n", + " graph_connections.append((bottomleft_corner_id, curr_id))\n", + " graph_connections.append((bottomright_corner_id, curr_id))\n", + " curr_id = curr_id + 1\n", + " # points.append(start + np.array([0, 1]))\n", + " # points.append(np.array([num_cells, 0]))\n", + " # points.append(np.array([num_cells, 1]))\n", + " \n", + " centers = range(num_centers)\n", + " corners = range(num_centers, num_centers + num_corners)\n", + " \n", + " graph = nx.Graph(graph_connections)\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", + "metadata": {}, + "outputs": [], + "source": [ + "def linear_chain(n_verts, direction):\n", + " points = []\n", + " for i in range(n_verts):\n", + " if direction == 'HORIZ':\n", + " points.append(np.array([i, 0]))\n", + " if direction == 'VERT':\n", + " points.append(np.array([0, i]))\n", + " if direction == 'DIAG':\n", + " points.append(np.array([i, i]) / np.sqrt(2)) \n", + " \n", + " graph = nx.Graph([(i, i+1) for i in range(n_verts - 1)])\n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Points: [[0. 0. ]\n", + " [1. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [0.5 0.5]\n", + " [0.5 1.5]]\n", + "# Points: 8\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# points, graph = linear_chain(18, 'DIAG')\n", + "points, graph = square_lattice(2, 1)\n", + "\n", + "print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()\n", + "\n", + "print(f\"Edges: {graph.edges}\")\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit Disk Radius: 0.8408964152537146\n", + "Minimum Radius: 0.7071067811865476\n", + "Maximum Radius: 1.0\n", + "[[0. 0. ]\n", + " [1. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [0.5 0.5]\n", + " [0.5 1.5]]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unitdisk_radius, min_radius, max_radius = find_UDG_radius(points, graph)\n", + "print(f\"Unit Disk Radius: {unitdisk_radius}\\nMinimum Radius: {min_radius}\\nMaximum Radius: {max_radius}\")\n", + "\n", + "figure = plt.figure()\n", + "axes = plt.subplot(1,1,1)\n", + "visualize_graph(axes, graph, points)\n", + "\n", + "x0, y0 = (1,0)\n", + "angles = np.linspace(np.pi/2,np.pi,1001)\n", + "\n", + "axes.plot(min_radius*np.cos(angles)+x0,min_radius*np.sin(angles)+y0,\n", + " linestyle=\":\",color=\"red\",label=\"$R_{min}$\")\n", + "axes.plot(unitdisk_radius*np.cos(angles)+x0,unitdisk_radius*np.sin(angles)+y0,\n", + " linestyle=\"--\",color=\"red\",label=\"$\\sqrt{R_{max}R_{min}}$\")\n", + "axes.plot(max_radius*np.cos(angles)+x0,max_radius*np.sin(angles)+y0,\n", + " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", + "\n", + "axes.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", + "axes.set_xlim((-0.25,10))\n", + "\n", + "plt.legend(loc=\"upper right\",)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 8.044e-06m\n", + "Unit Disk Radius: 0.841\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 20e6 # rad/sec\n", + "\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * x).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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q941j6vrg3x+++4P/GczfLb77wxszTBydy5Ur87htbTlbdu5l8YzxDs3SI6xtEFSP+l2p2zUkL5v6YOr2C+DqgOoMld27d7tWGJDb1pYxbdzIXk8g88G/P3z3B/8zmL9bfPeHN2e4emU+Y0cM86ZXHdY2CGoI0atU9SogF1iqqu9X1feTHOzE7wlIU4waNcq1Qr8UVjfxZFkD152Zz+gRb56hJur+A+G7P/ifwfzd4rs/vDnD5LEj+PCpefztxR1UvBb9aTzD2gZBH6Oeq6p1Pe7vBOz6oBC4bU0Zk8fk8sFT5rtWMQzDSJtrz8hn5PAc7ljnR686DIJuqNeIyMMicqWIXAn8neRZ397T1tbmWqFPXqzZzbpXXuPaM45g7MjeT0OIsn86+O4P/mcwf7f47g+9Z5g2biQfOmU+f920g227oj0bcljbINCGOjXk50+BZanbz1S11zG5fWPSpEmuFfrktrXlTBydyxWn9t2bjrJ/OvjuD/5nMH+3+O4PfWe47swjGJYj/GhdRbhCgySsbRDG5Vl/UtXPpG5/Drq+sNi5c6drhV4p2dHMIyU7uXplPuNH9X06QFT908V3f/A/g/m7xXd/6DvDYRNGcfnJ8/hjYQ3bG1tCtkqfsLZBoA21iKwQkedFJCYiHSLSJSLNQdYZFvPmRfNQ++3ryhg/cjhXrszrd7mo+qeL7/7gfwbzd4vv/tB/ho+ddQQ5Ivzk8ej2qsPaBkH3qG8HLgPKgNEkBzq5I+A6Q2HLli2uFd7Elp17+Ufxq1y5Mo+Jo/s/uT6K/oPBd3/wP4P5u8V3f+g/w8yJo7nkxDn8fmMNdXtaQ7RKn7C2QdDTXG5U1RNF5EVVPTb12AuqenxglfbDwT4px033vcCal3fy1OdXMXnsCNc6hmEYGVHT1MLZ33mMD62Yz63vPsq1TqC4HEK0RURGAJtE5Nsi8pkQ6gyFqE0xV/FajL+9uIMPn5qXViMdNf/B4rs/+J/B/N3iuz8MnGHO5DG8/4Q5/Oa5auqbo3eWu9fTXO4vXGQ+yWunRwCfASYCP1JVJxfIHcw96pvv38Q/iut46vOrmDbO74H6DcMwutm2ax+rvvs4V52WxxcvXOpaJzCc9KhFZBjwdVVtU9VmVf1vVb3ZVSOdbaL0a3bbrn38ddMOPnTK/LQb6Sj5DwXf/cH/DObvFt/9Ib0M86eO5aLjZvHrZ7fREGsPwSp9DpYe9VPAKlXtGOTrzgd+QHJazF+o6jd7WeYDwK2AAkWqevlA5R6sPerP/+FF/ryplqc+dw6HTfB/WEHDMIyeVLwW47zvPc7HzlzALRcsca0TCC6PUW8F1ovIl0Tk5u5bfy9I9cTvAC4AlgKXicjSA5ZZBHwBWKmqRwGfDsS+H4qKisKusle2N7bwx8IaLj953qAa6aj4DxXf/cH/DObvFt/9If0MC6aP413HzuKeZ6po2jeofl+ghLUNgm6oK4AHU/WM73Hrj5OBclXdmuqJ/xa46IBlPgrcoapNAKpan1XrNDjqqGicgfiTxyvIEeFjZx0xqNdFxX+o+O4P/mcwf7f47g+Dy3DDqoW0dHSxen1lgEaDI6xtEPQQov/d222Al80Gtve4X5N6rCeLgcUisl5ENqR2lYdKebn7Q+11e1r5/cYaLjlxDjMnjh7Ua6Pgnwm++4P/GczfLb77w+AyLJ4xnnccczh3ra9iT2tngFbpE9Y2CKShFpFbs7FMPwwHFgFnkxxQ5eciMqmPeq4TkY0isrGuro6Ghgbq6uqora2lqamJiooKWltbKSkpIZFIUFhYCLx+kkBhYSGJRIKSkhJaW1upqKigqamJ3NxcusurqqoiFotRWlpKPB7fvzuku4zuv8XFxbS3t1NWVkZzczPV1dXU19dTX19PdXU1zc3NlJWV0d7eTnFxca9lFBUVEY/HKS0t5bZHX6FLE1x67JRBZ5o1a9abMtXW1jrPFIvFqKqqGnA7NTc3p7WdopxJVYf03otKJhHJ2ufJRaY5c+YM6b0XlUwtLS1Z+zy5yjRs2LBBvfcuzB/O3vY4//f3FyKRqaurK2ufp/4I5GQyEakBvtffIsBHVfVNZwWIyKnArar69tT9LwCo6jd6LPMT4FlVvTN1fw1wi6o+359XNk8mq6qqIi8vLytlDYX65jbO+PY6LjpuFt++eNmgX+/aP1N89wf/M5i/W3z3h6FluPbujTxf1chTnz+n3/kMwiCb28DFyWQ/543HpA+8jUst0xvPA4tEJD81WMqlwAMHLPMXkr1pRGQayV3hW7OaYADGjRsXZnVv4mdPbCWeUK4/Z+GQXu/aP1N89wf/M5i/W3z3h6FluOnchexp7eSeZ7YFYDQ4wtoGvU9WnCFpHIfu77VxEbkBeJjk5VmrVXWziHwF2KiqD6See5uIlABdwL+r6q5suKdLZ6e7YyQNsXbufbaai5bNYv7UsUMqw6V/NvDdH/zPYP5u8d0fhpbh2DmTOPst0/nlU5VceVoeY0cG0oylRVjbIJLDearqP1R1saouUNWvpR77cqqRRpPcrKpLVfUYVf1t2I6JRCLsKvfziycraYt3cf2qofWmwa1/NvDdH/zPYP5u8d0fhp7hxlWLaNzXwb3Puu1Vh7UNItlQ+8CYMWOc1Nu0r4NfPVPFhcfOYsH0oe92ceWfLXz3B/8zmL9bfPeHoWdYPn8ypy+cxs+eqKS1oyvLVukT1jawhnqINDY2Oql39fpK9nV0cWMGvWlw558tfPcH/zOYv1t894fMMtx07iIaYu3c91x1Fo0GR1jbINCGWkQWi8gaEXkpdf9YEflikHWGxaxZs0Kvc09rJ3etr+KCow9n8YyBxo3pHxf+2cR3f/A/g/m7xXd/yCzDyflTOCV/Cj99ooK2Tje96rC2QdA96p+THOqzE0BVXyR5Frf3VFaGPzrOXeur2Nse54YMe9Pgxj+b+O4P/mcwf7f47g+ZZ/jUuYvY2dzO7zduH3jhAAhrGwTdUI9R1ecOeCwecJ2hsGRJuAPD723rZPX6Ss47cgZHzZqYcXlh+2cb3/3B/wzm7xbf/SHzDKcumMry+ZP58WMVdMTDP7kurG0QdEPdICILSM5whYhcDNQFXGcobNq0KdT67nlmG3taO7np3Mx70xC+f7bx3R/8z2D+bvHdHzLPICLcdO4iduxp44+FNdmRGgRhbYOgp7k8AvgZcBrQBFQCH1LVqsAq7Qdfp7nc1x7njG+v49g5E7nrqpNd6xiGYUQGVeU9d6ynsaWDtf/vbHKH+XmOtLNpLlMzYJ0HTAeWqOrprhrpbBPmpO33PruNxn0d3LhqUdbK9H3Sed/9wf8M5u8W3/0hOxm6e9XbG1v5ywu1WbBKn7C2QVBjffc757Sq9jcOeGD42KNu7ejijG+vY8nh4/n1tae41jEMw4gcqsqFtz1FS0cXj3zmTIZ72Kt20aPuHtP7ROATJKepnA18HDghoDpDpXtmlqC577lqGmLt3HRu9nrTEJ5/UPjuD/5nMH+3+O4P2csgIty4ahGVDft48MXwToMKaxsEfYz6CeCdqro3dX888HdVPTOwSvshmz3qRCJBTk6wv9raOrs46zvryJs6lt997NSslh2Gf5D47g/+ZzB/t/juD9nNkEgoF/zgSbpUefjTZzIsR7JSbv91Zs/f2TFqYAbQ0eN+R+ox7yktLQ28jt9v3M7O5uz3piEc/yDx3R/8z2D+bvHdH7KbISdHuGHVQsrrYzz0Uji96rC2QdAN9T3AcyJyq4jcCjwL3B1wnaGQn58faPkd8QQ/fqyC5fMnc9qCqVkvP2j/oPHdH/zPYP5u8d0fsp/hHcfMZMH0sdy+tpxEIri9xd2EtQ2CPuv7a8BVJC/NagKuUtWvB1lnWOzYsSPQ8v9UWMOOPW3cuGohItnfhRO0f9D47g/+ZzB/t/juD9nPMCzVqy59dS+PvLwzq2X3RljbIOixvucBDcCfU7ddqce8Z8qUKYGV3dmV4I7Hylk2ZyJnLZ4eSB1B+oeB7/7gfwbzd4vv/hBMhncdO4u8qWP44ZoygjwHC8LbBkHv+v478GDqtgbYCjyUzgtF5HwReUVEykXkln6We7+IqIj0ehA+KFpaWgIr+6+bdrC9sZUbVy0KpDcNwfqHge/+4H8G83eL7/4QTIbhw3L45DkL2byjmXWv1Ge9/J6EtQ2C3vV9jKoem7otAk4GnhnodSIyDLgDuABYClwmIkt7WW488CmSx75DJaizLbsSyh3rylk6cwLnHnlYIHVAcP5h4bs/+J/B/N3iuz8El+G9x89mzuTR/GBNeaC96rC2QahbWlULgXRG7TgZKE+NbNYB/Ba4qJflvgp8C2jLnmV65ObmBlLugy/uoLJhHzedG8yx6W6C8g8L3/3B/wzm7xbf/SG4DLnDcvjk2Qsp2r6bJ8saAqkDwtsGQR+jvrnH7bMi8hsgnaPvs4Ge85bVpB7rWfYJwFxV/fsADteJyEYR2VhXV0dDQwN1dXXU1tbS1NRERUUFra2tlJSUkEgk9l/A3j00XGFhIYlEgpKSElpbW6moqKCpqYnt27fTXV5VVRWxWIzS0lLi8ThFRUVvKKP7b3FxMe3t7ZSVldHc3Ex1dTX19fXU19dTXV3N7j17+O4/S1h82FhmJl7rtYyioiLi8TilpaXEYjGqqqqGlGnv3r1vylRbW5v1TM3NzZSVldHe3k5xcXHWMpWUlKS1naKcqbKyckjvvahk2rZtW9Y+Ty4yxWKxrH2eXGR65ZVXAv2OiMp2GmqmBTmvMWviKL7+1xdQ1UAybd26NWuZ+iPoAU/+q8fdOFAF/FFV++0Bp2bZOl9Vr03d/zBwiqrekLqfA6wFrlTVKhF5DPisqvY7mkk2BzyJxWKMGzcuK2V18/cX67j+N4XcdtnxvGtZsBOSB+EfJr77g/8ZzN8tvvtD8BnueaaKL/91M7/56CmctmBa1svPpr/LAU9KVPW/U7evqeq9wLvSeF0tMLfH/Tmpx7oZDxwNPCYiVcAK4IEwTyirqcnulGqJhHLb2jIWTB/LO46ZmdWyeyPb/mHjuz/4n8H83eK7PwSf4QMnzuWw8SP54ZqyQMoPaxsE3VB/Ic3HDuR5YJGI5IvICOBS4IHuJ1V1j6pOU9U8Vc0DNgDvHqhHnU0WLszOvNDdPPLyTkpf3csNqxaGMvRdtv3Dxnd/8D+D+bvFd38IPsOo3GF87KwFbNjayHOVjVkvP6xtEEhDLSIXiMhtwGwR+WGP210kd4H3i6rGgRuAh4GXgftVdbOIfEVE3h2E82DZvHlz1spSVX64poy8qWN417HB7vLuJpv+LvDdH/zPYP5u8d0fwslw+cnzmDZuBLetzX6vOqxtENQ0l8uA44CvAF/u8dReYJ2qNmW90jSI6jSXa0t3cvVdG/n2xcfygRPnDvwCwzAMI21++ngF33iolD998jROmDfZtU6vhH6MWlWLVPVuYIGq3t3j9idXjXS2ydaE4arKD9aUM2fyaN57/OyBX5AlfJ903nd/8D+D+bvFd38IL8OHVsxn8phcbsvyseqw/IPqUd+vqh8QkWLgTRWo6rFZrzQNotijfmLLa1yx+jm+/t5juPyUg2J0VcMwjMhxx7pyvvPwK/zthtM5Zs5E1zpvwsVZ359K/b2Q5FneB968Jxu/pLqPTc+cOIr3Lw+vNw3+/xr33R/8z2D+bvHdH8LNcMWp85kwajg/zOKxaq971FElaj3qpysauPznz/KVi47iilPzXOsYhmEc1Pzfo1v4v0fL+MdNZ7B01gTXOm8g9B61iOwVkeYet709/wZRZ9h0jzaTCT9cU8Zh40c6OYEsG/4u8d0f/M9g/m7x3R/Cz3DVafmMGzmc29dlp1cdln9QJ5ONV9UJPW7je/4Nos6wWbx4cUavf76qkQ1bG/nYWQsYlTssS1bpk6m/a3z3B/8zmL9bfPeH8DNMHJPLlafl8dBLr1K2c2/G5YXlH/ikHCJygojcJCI3isjxQdcXFtXV1Rm9/odrypg2bgSXn+zmBLJM/V3juz/4n8H83eK7P7jJcPXp+YzOHcbt68ozLiss/6An5fgycDcwFZgG3CUiXwyyzrCYMWPGkF/7QnUTT5Y18NEzjmD0iPB705CZfxTw3R/8z2D+bvHdH9xkmDJ2BB8+dT5/K9rB1tf6nwxjIMLyD7pH/UHgJFX9L1X9L5Jjcn844DpDYffu3UN+7W1ry5k8JpcPrZifPaFBkol/FPDdH/zPYP5u8d0f3GX46BlHMGJ4Dnesq8ionLD8g26odwCjetwfyRsn1/CWUaNGDbxQLxTX7GFtaT3XnnEEY0cOz7JV+gzVPyr47g/+ZzB/t/juD+4yTBs3kg+eMp+/bKqlelfLkMsJyz/ohnoPsFlE7hKRO4GXgN3dY38HXHckuW1tGRNGDeeKU931pg3DMA51PnbmEQzLEX70WObHqoMm6C7dn1O3bh4LuL7QaGvrd0rtXnm5rpl/lezk0+ctYvyo3ACs0mco/lHCd3/wP4P5u8V3f3Cb4bAJo7jspLnc+2w1N6xayJzJYwZdRlj+gTbUqfG+D0omTZo06NfcvraccSOHc9Vp+dkXGiRD8Y8SvvuD/xnM3y2++4P7DB87awG/ea6anzxewf+855hBvz4s/6DP+r5QRF4QkcaDbcCTnTt3Dmr5sp17+cdLdVx5Wh4Tx7jtTcPg/aOG7/7gfwbzd4vv/uA+w6xJo7nkxLnc/3wNr+4ZfO84LP+gj1H/H/ARYOrBNuDJvHmDu/759nXljM4dxtWnu+9Nw+D9o4bv/uB/BvN3i+/+EI0MnzhrAQlVfvL44M8AD8s/6IZ6O/CSDnJAcRE5X0ReEZFyEbmll+dvFpESEXlRRNaISOhnZm3ZsiXtZbe+FuNvRTv48Ir5TBk7IkCr9BmMfxTx3R/8z2D+bvHdH6KRYe6UMbz3+Nnc91w19XsH16sOyz/QSTlE5CTgq8DjQHv346r6vX5eMwzYArwVqAGeBy5T1ZIey5wDPKuqLSLyCeBsVf23gXxcTcrx/+4v4u/FO3jyc6uYPn5k6PUbhmEYfVPVsI9V332Ma07P5z/fudSJg4tpLrv5GtBC8lrq8T1u/XEyUK6qW1W1A/gtcFHPBVR1nap2X/y2AZiTVes0SHd6s+pdLfxlUy2Xnzw/Uo2071Pk+e4P/mcwf7f47g/RyZA3bSwXHTebX2+oZlesfeAXpAjLP+iGepaqvi81Mtl/d98GeM1skrvMu6lJPdYX1wAP9fWkiFwnIhtFZGNdXR0NDQ3U1dVRW1tLU1MTFRUVtLa2UlJSQiKRoLCwEHh9AxQWFpJIJCgpKaG1tZWKigqampo4/PDD6S6vqqqKWCxGaWkp8XicoqKi/WX86LFyclA+dtYRFBcX097eTllZGc3NzVRXV1NfX099fT3V1dU0NzdTVlZGe3v7/llZuj26/xYVFRGPxyktLSUWi1FVVTWkTMcff/ybMtXW1qaVqedfV5lEJK3tFOVMkyZNGtJ7LyqZpk6dmrXPk4tMy5cvz9rnyUWmESNGBPodEUam6dOnh/q911+mDx43lbbOLn609pW0M02YMCFrn6d+UdXAbsC3gbcN8jUXA7/ocf/DwO19LPshkj3qkemUvXz5cs0WGzduHHCZ7Y37dMEX/q5f+ktx1urNFun4Rxnf/VX9z2D+bvHdXzV6Ga6/t0CXfukhbYy1p7V8Nv2BjdpH2xX0Meq9wFiSx6c7AUn+Nuj7zG8RORW4VVXfnrr/BZIv+sYBy50H3Aacpar16fiEfYz6i38p5nfPb+fxfz+HWZNGh1avYRiGMXheeXUvb/+/J7hp1UJufttbQq3b2TFqTV6OlaOqozX9y7OeBxaJSL6IjAAuBR7ouUBqusyfAu9Ot5HONt27RPri1T1t3P98DRcvnxvJRnog/6jjuz/4n8H83eK7P0Qvw1sOH8/5Rx3Oneur2NPaOeDyYfmHMR/1ZBE5WUTO7L71t7yqxoEbgIeBl4H7VXWziHxFRN6dWuw7wDjg9yKySUQe6KO4wDjqqKP6ff4nj1eQUOWTZy8IyWhwDOQfdXz3B/8zmL9bfPeHaGa48dyF7G2Pc/fTVQMuG5Z/0COTXQs8QbLR/e/U31sHep2q/kNVF6vqAlX9WuqxL6vqA6n/z1PVGap6XOr27v5LzD7l5X0P5F6/t437nqvmvcfPZu6UwY8fGwb9+fuA7/7gfwbzd4vv/hDNDEfNmsh5Rx7GL5+qJNYe73fZsPyD7lF/CjgJ2Kaq5wDHA7sDrjMU5szp+4qwnz+xlc6uBNefszBEo8HRn78P+O4P/mcwf7f47g/RzXDjqkXsae3knmeq+l0uLP+gG+o2VW0DEJGRqloKhHuEPiAaGhp6fXxXrJ1fb6jmouNmkzdtbMhW6dOXvy/47g/+ZzB/t/juD9HNsGzuJM5aPJ1fPFlJS0ffveqw/INuqGtEZBLwF+AREfkrsC3gOkNh3LhxvT7+i6cqaYt3Rbo3DX37+4Lv/uB/BvN3i+/+EO0MN527iMZ9Hdy7obrPZcLyD/qs7/eq6m5VvRX4EvBL4D1B1hkWnZ1vPiNwd0sH9zxdxTuPmcnCw6L7BoTe/X3Cd3/wP4P5u8V3f4h2huXzJ7Ny4VR++sRW2jq7el0mLP/Az/ruRlUfV9UHNDksqPckEok3Pbb6qUr2dXRx46pFDowGR2/+PuG7P/ifwfzd4rs/RD/DTasW0RBr577neu9Vh+UfWkN9sDFmzBvP5t7T2smdT1dx/lGH85bDBxrO3D0H+vuG7/7gfwbzd4vv/hD9DKccMZWT86fwk8creu1Vh+VvDfUQaWxsfMP9u5+uYm9bnBtWRfvYdDcH+vuG7/7gfwbzd4vv/uBHhptWLWJnczu/L6h503Nh+VtDPURmzZq1//9Ye5xfPlXJeUcextGzJzq0Sp+e/j7iuz/4n8H83eK7P/iRYeXCqZwwbxI/eayCjvgbd3WH5W8N9RCprKzc//89zySHm/Ph2HQ3Pf19xHd/8D+D+bvFd3/wI4OIcOO5i6jd3cqfCt/Yqw7LP9BJOaJGNiflSCQS5OTk0NIR5/RvreOY2RO5++qTs1J2GHT7+4rv/uB/BvN3i+/+4E8GVeWiO9bT1NLB2v93NrnDks7Z9Hc2KcfBzKZNmwC4d0M1jfs6uOlcP45Nd9Pt7yu++4P/GczfLb77gz8ZRIQbVy1ie2Mrf920Y//jYflbjzoD2jq7OP1b63jL4eO499oVWSvXMAzDiBaqyjt++BRtnV08evNZDMuRrJZvPeoAKCgo4L7nqmmItXt1bLqbgoIC1woZ4bs/+J/B/N3iuz/4lUFEuGnVQiob9vHgi8ledVj+1qMeIm2dXZz1nXXMnzqW+z92albKNAzDMKJLIqGc/4MnSCj869NnkpPFXrWXPWoROV9EXhGRchG5pZfnR4rI71LPPysieWH6fe/PT7OzuZ2bPOxNAxQWFrpWyAjf/cH/DObvFt/9wb8MOTnCDasWUV4f46GXXg3NP5I9ahEZBmwB3grUAM8Dl6lqSY9lPgkcq6ofF5FLgfeq6r/1V262etTPbt3FtfdsZObEUTz86TMRye6xijDw5WzLvvDdH/zPYP5u8d0f/MzQlVDe+v3H6epSLl4+m9MWTmf5/MkZl+tjj/pkoFxVt6bGBv8tcNEBy1wE3J36/w/AuRJCi1mwrYkP/fJZ9rbFqWrYR2H17qCrDITS0lLXChnhuz/4n8H83eK7P/iZYViOcOExM9nW2ML3Hinjg7/YQMG2pkDrjGpDPRvY3uN+TeqxXpdR1TiwB5h6YEEicp2IbBSRjXV1dTQ0NFBXV0dtbS1NTU1UVFTQ2tpKSUkJiURi/66M7pMECgsLSSQSlJSU0Nrayt+f30JnV3IvRDyhrH2pmqqqKmKxGKWlpcTjcYqKit5QRvff4uJi2tvbKSsro7m5merqaurr66mvr6e6uprm5mbKyspob2+nuLi41zKKioqIx+OUlpYSi8WoqqoaUqb58+fvz1RRUUFTUxO1tbV0r6OoZ9q3b1+/28mHTDk5OYN670UtU25ubsafJ5eZ8vPzs/Z5cpGpvb090O+IMDKNGDEi1O+9bGVqbHgNAAU64wkeLqzI+PPUH1Hd9X0xcL6qXpu6/2HgFFW9occyL6WWqUndr0gt0+dM3tnY9V2wrYnLf76BzniCEbk53Hvtiqzs9gibiooKFixY4FpjyPjuD/5nMH+3+O4P/mYo2NbEZT/fQLwrwYjh2WkH+tv1PTyjkoOjFpjb4/6c1GO9LVMjIsOBicCuoMWWz5/Mbz66gnWbazjnqDleNtIAU6ZMca2QEb77g/8ZzN8tvvuDvxmWz5/MfSG2A1Hd9f08sEhE8kVkBHAp8MAByzwAfCT1/8XAWg1p98Dy+ZO5bNkUbxtpgJaWFtcKGeG7P/ifwfzd4rs/+J0hzHYgkj1qVY2LyA3Aw8AwYLWqbhaRrwAbVfUB4JfAr0SkHGgk2ZiHhm9nKh6I+bvH9wzm7xbf/cH/DGH5R7KhBlDVfwD/OOCxL/f4vw24JGyvbnJzc11VnRXM3z2+ZzB/t/juD/5nCMs/kieTBYWIvAZsy1Jx04A+T1zzAPN3j+8ZzN8tvvuD/xmy6T9fVaf39sQh1VBnExHZ2NcZej5g/u7xPYP5u8V3f/A/Q1j+fh8gMAzDMIyDHGuoDcMwDCPCWEM9dH7mWiBDzN89vmcwf7f47g/+ZwjF345RG4ZhGEaEsR61YRiGYUQYa6gNwzAMI8JYQ20YhmEYEcYaasMwDMOIMNZQG4ZhGEaEsYbaMAzDMCKMNdSGYRiGEWGsoTYMwzCMCGMNtWEYhmFEmEOuoRaR1SJSLyIvpbHs90VkU+q2RUR2h6BoGIZhGPs55IYQFZEzgRhwj6oePYjX3Qgcr6pXByZnGIZhGAdwyPWoVfUJoLHnYyKyQET+KSIFIvKkiCzp5aWXAfeFImkYhmEYKYa7FogIPwM+rqplInIK8CNgVfeTIjIfyAfWOvIzDMMwDlEO+YZaRMYBpwG/F5Huh0cesNilwB9UtStMN8MwDMM45Btqkrv/d6vqcf0scylwfTg6hmEYhvE6h9wx6gNR1WagUkQuAZAky7qfTx2vngw840jRMAzDOIQ55BpqEbmPZKP7FhGpEZFrgA8C14hIEbAZuKjHSy4FfquH2unxhmEYRiQ45C7PMgzDMAyfOOR61IZhGIbhE9ZQG4ZhGEaEOaTO+p42bZrm5eVlpayOjg5GjBiRlbJcYP7u8T2D+bvFd3/wP0M2/QsKChpUdXpvzx1SDXVeXh4bN27MSlmxWIxx48ZlpSwXmL97fM9g/m7x3R/8z5BNfxHZ1tdz3u76FpG5IrJOREpEZLOIfCrM+hsaGsKsLuuYv3t8z2D+bvHdH/zPEJa/zz3qOPD/VLVQRMYDBSLyiKqWhFG5z78CwfyjgO8ZzN8tvvuD/xnC8ve2oVbVOqAu9f9eEXkZmA2E0lB3dnaGUU1gmL97fM9g/m6Jqv9jr9Tz6Mv1HD17AksOn9Dvsg0Nu5nW6mczVPpqM0Vbd3LximEsnz850Lr8XEMHICJ5wPHAs2HVmUgkwqoqEMzfPb5nMH+3RM2/9NVmvvPPV1hTWj/IV74SiE9Y/PmlBu69dkWgjbX3DXVqUo0/Ap9ODQd64PPXAdcBzJo1i4aGBjo7O0kkEowZM4bGxkZmzZpFZWUlS5YsYdOmTZxwwgkUFBSwfPlyCgsLOe644ygtLSU/P58dO3YwZcoUYrEYdXV15ObmEovFmDZtGjU1NSxcuJDNmzezbNmy/WV0/y0uLmbx4sVUV1czY8YMdu/ezahRowBoa2tj0qRJ7Ny5k3nz5rFlyxaOOeaYN5VRVFTEUUcdRXl5OXPmzKGhoYFx48YNOlNeXh4lJSVvyNTS0kJOTo4XmbZv387s2bMH3E5RztTU1MSUKVMG/d6LSqY9e/YwcuTIrHyeXGQ64ogjsvZ5cpGprq7uDZ+BbH9HpJNpytSp/HnDFh6u7ODprY0Mz5HXv3uB950wm6MndDB79mzqX6tn8qTJxPbFGJGbPFO6ee9epk2dStPuJg6bfhi1tbXk5eVRVl7OooUL9//dWrmV+fPms6NuB9OmTaN5TzOjRo+mKx4nocrIkSOJ7d3LlKlT2PnqTubMncPWrVtZuOD1MsoryjniiCOo2V7DjMNn0LirkXHjx9Pe3k6OCMOGD6ettZUJEyfQ0NDArJmz2Fa9jSPyj3iTz68eL2Fd5T4U6IwneLiwgrmj52X0eeq3nfN5ZDIRyQUeBB5W1e8NtPyJJ56o2Trru6KiggULFmSlLBeYv3t8z2D+bnHpH2uP88eCGu5cX0nVrhZmThzFFafmsXTmeD726wI64wlyh+cM2NP0dRsUbGvig7/YQEc8wYg0cqaDiBSo6om9PudrQy3JOSnvBhpV9dPpvCabDXVrayujR4/OSlkuMH/3+J7B/N3iwn97Ywt3P13F757fzt72OMfPm8TVK/M5/+jDyR2WvIioYFsTG7buYsURUwdsvHzeBgXbmnjqlVc5/S2HZ2W3d38NtbeXZwErgQ8Dq0RkU+r2jrAqr6ysDKuqQDB/9/iewfzdEpa/qvJcZSMf/1UBZ31nHXc+XcXZSw7jT588jT9/ciXvWjZrfyMNsHz+ZK4/Z2FajZfP22D5/Mm8dY4GfiIZeNyjHgrZ7FEnEglycvz9nWP+7vE9g/m7JWj/jniCB1/cwer1lbxU28ykMblcdvI8rjh1PjMnZqcXbNvgdQ7WHrVTNm3a5FohI8zfPb5nMH+3BOXfEGvnh2vKWPmttdx8fxFtnQm+/t5jeOaWc/n8+Uuy1kiDbYN0sR61YRiGwct1zdy5vpK/bNpBRzzB2W+ZztUr8zlj0TSSpwQZQWI96gAoKChwrZAR5u8e3zOYv1uy4Z9IKI+W7OTyn2/ggh88yd+K6vjAiXN49OazuOuqkzlz8fRAG2nbBulhPWrDMIxDjFh7nD9s3M6dT1exLXV51UdOy+PSk+YyaYy/s1n5jPWoA6CwsNC1QkaYv3t8z2D+bhmK//bGFr76YAmnfn0Nt/6thKljR3D75cfzxOfO4eNnLQi9kT4Ut8FQsB71ELGzFd3iuz/4n8H83ZKuf/flVavXV/JIyU5yRHjHMTO5amUex88L/tKi/jhUtkE6WI86AEpLS10rZIT5u8f3DObvloH82+Nd/LGghgtve4p/+9kGnq1s5BNnL+Cpz6/ih5cd77yRhoN/G2QL61EPEZ9H1AHzjwK+ZzB/t/Tl3xBr594N1fxqwzYaYu0sOmwcV5+ez3uOm83oEcMcmPbNwboNhoL1qANgx44drhUywvzd43sG83fLgf4lO5r5998Xcdo31vL9R7dwzOwJ/Oqak/nXZ87kspPnRa6RhoNvGwSF97NnuWLKlCmuFTLC/N3jewbzd8uUKVPoSihrS+tZ/VQlz2zdxejcYfzbSXO5cmUeC6aPc604IAfDNggDa6iHSEtLC5Mnuz/GM1TM3z2+ZzB/d+xt6+Sup7fx582bqG5sYdbEUXzhgiVcetI8Jo7Jda2XNj5vAwjP3xrqIeLzmYpg/lHA9wzmHz7Vu1q46+kq7t+4nVh7nOXzJ/P585fw9qNmMHyYf3l83AY9CcvfGuohkpvrz6/W3jB/9/iewfzDQVV5trKR1U9V8sjLOxkmwoXHzuS9R03mrGPyXOtlhC/boC/C8reGeojEYjGmTZvmWmPImL97fM9g/sHSHu/ib0V1rH6qkpK6ZiaPyeX6sxfyoRXzOXziKKqqqlwrZkzUt8FAhOVvDfUQ8fnNBeYfBXzPYP7B8Nredu59dhu/3rCNhlgHi2eM45vvO4b3HD+bUbmvn7kdVf/B4HuGsPwDa6hF5IQ0FutU1eKgHIKkpqaGJUuWuNYYMubvHt8zmH922bxjD3eur+KBTTvo6EqwaslhXL0yn5ULp/Y6MUbU/IeC7xnC8g9swBMR2Qs8D/Q39Uq+quYFItAL2RzwJB6PM3y4vzskzN89vmcw/8zpSiiPvryTO9dXsmFrI6Nzh3HJiXO48rQ8jhjg8qoo+GeK7xmy6e9qwJPnVXWVqp7T1w3YGmD9gbJ582bXChlh/u7xPYP5D529bZ388qlKzv7fdXzsVwVsb2zlP96xhA1fOJevXHT0gI00+L/+wf8MYfnbEKKGYRghsW3XPu56uorfb6wh1h7nxPmTufr0fN621M/Lq4zs4XQIURFZKSJjU/9/SES+JyLzg643aGzCc7f47g/+ZzD/9FBVnqnYxUfv2cjZ//sYv3pmG+cdeRh/vX4lf/jEabzjmJlDaqR9X//gf4aw/APvUYvIi8Ay4FjgLuAXwAdU9axAK+4F61EbhhEWbZ1d/K1oB6vXV/FyXTNTxo7g8pPn8eFT5zNjwijXekbEcD0pR1yTvwYuAm5X1TuA8ZkWKiKrRaReRF7K2HAI2C9Bt/juD/5nMP/eqd/bxvcf2cLp31rLv//hRRIJ5VvvP4anb1nFZ9/+lqw10r6vf/A/w8HUo34c+CdwFXAmUA8UqeoxGZZ7JhAD7lHVo9N5jfWoDcMIipdqk5dX/a0oeXnVuUsO4+rT8zltQe+XVxlGT1z3qP8NaAeuUdVXgTnAdzItVFWfABozLWeoFBd7efn3fszfPb5nMP/k5VX/fOlVPvDTZ7jwtqd46KU6Ljt5Lmv/31n88sqTWLlwWmCNtO/rH/zPEJZ/YA21iDwsIp8BJqnq91T1SQBVrVbVe4KqtxeP60Rko4hsrKuro6Ghgbq6Ompra2lqaqKiooLW1lZKSkpIJBIUFhYCr+/SKCwsJJFIUFJSQmtrKxUVFTQ1NTF+/Hi6y6uqqiIWi1FaWko8HqeoqOgNZXT/LS4upr29nbKyMpqbm6murqa+vp76+nqqq6tpbm6mrKyM9vb2/W+AA8soKioiHo9TWlpKLBajqqpqSJkWLlz4pky1tbXeZGpra0trO0U504gRI4b03otKptGjR2ft8+Qi0+LFi4f8eWpu6+TW+57g7P9dx8d/XUBtUyvXLp/Cus+cxhVHj2by8M7AM3V1dQX6HRHGdho7dmyo33vZzjR8+PCsfZ76I8gBTw4Hzk/dFgPPktwF/qiq7stSHXnAgy52fZeVlbFo0aKslOUC83eP7xkORf+qhu7Lq7azr6OLk/Imc/XKfN7q4PIq39c/+J8hm/797foObEiY1G7uu4C7RCQHOAW4APiciLQC/1LVbwdVf9DMmDHDtUJGmL97fM9wqPirKs9s3cXqp6pYU7qT4TnChcfO4qqVeRw7Z1Kwkv3g+/oH/zOE5R/K2G2qmgCeSd2+LCLTgLeHUXdQ7N69mwkTJrjWGDLm7x7fMxzs/m2dXTxQtIPVT1VS+upepowdwY3nJGevOiwCl1f5vv7B/wxh+Qc5KcdtQJ/71VX1pgzLvw84G5gmIjXAf6nqLzMpczCMGuX+g5oJ5u8e3zMcrP71e9v49YZq7t2wjV37Olhy+Hi+/f5jefdxs94we5VrfF//4H+GsPyD7FF3HwxeCSwFfpe6fwlQkmnhqnpZpmUYhmF081LtHlY/VcnfXtxBPKHJy6tW5nOqXV5lOCbIY9R3A4jIJ4DTVTWeuv8T4Mmg6g2L7rOOfcX83eN7hoPBvyuhPFKyk9XrK3muspExI4bxwVPm85HT8sifNta1Yr/4vv7B/wxh+YdxjHoyMIHXr3kel3rMayZNmuRaISPM3z2+Z/DZv7mtkwdeifHb+9ZR09TK7Emj+eI7j+SSE+cycXSua7208Hn9d+N7hrD8w2iovwm8ICLrSM5NfSZwawj1BsrOnTu9PgnC/N3jewYf/Q+8vOrkvCl88Z1Hct6R/s1e5eP6PxDfM4TlH8o0l6lrqk9J3X02delW6GTzOur29nZGjhyZlbJcYP7u8T2DL/7ds1etXl/JmtJ6hucI71o2iw+dNJsT8qe71hsyvqz//vA9Qzb9XQ8hCskhROuAJmBxapxur9myZYtrhYwwf/f4niHq/m2dXdz//HYu+MGTXP6LZ3mhejc3rlrE+s+v4nsfOI7cmJP+QtaI+vpPB98zhOUfxqQc1wKfIjnG9yZgBfCMqq4KtOJesEk5DOPgp765jV9v2Ma9z1bvv7zq6tPzefeyaF1eZRg9cd2j/hRwErBNVc8Bjgd2h1BvoNj0bG7x3R/8zxA1/+KaPdz8u02s/NZabltXzvHzJvObj57CQ586gw+cOPdNjXTU/AeL7/7gf4aDaZrL51X1JBHZBJyiqu0isllVjwq04l6wHrVhHFzEuxL7L696vqqJsSOGccmJc7nytDzyIn55lWH0xHWPukZEJgF/AR4Rkb8C20KoN1Dsl6BbfPcH/zO49N/T2snPn9jKWd95jE/cW0jdnja++M4jeeY/zuXWdx+VViNt6989vmc4aHrUb6hM5CxgIvBPVe0IreIU1qM2DL+pbNjHXesr+X1BDS0dXZySP4WrT8/nvCNnMCzHRg8z/MVZj1pEholIafd9VX1cVR9w0Uhnm+55Sn3F/N3je4aw/FWV9eUNXHPX86z67mPc99x2Ljh6Jg/eeDq/+9ipvP2ow4fUSNv6d4/vGcLyD+MY9V+BG1W1OtCK0iCbPep4PM7w4aFMPhYI5u8e3zME7d/W2cVfN9Wy+qkqXtm5l6ljR/ChFfP54Ip5HDY+88kQbP27x/cM2fR3fYx6MrBZRNaIyAPdtxDqDZTy8nLXChlh/u7xPUNQ/jub2/juv17htG+u5fN/LCYnR/jOxcey/pZVfOati7PSSIOt/yjge4aw/MP4KfOlEOoInTlz5rhWyAjzd4/vGbLt/2LNblY/Vcnfi+uIJ5TzjpzB1SvzWXHElEBmr7L17x7fM4TlH3hDraqPB12HCxoaGhg3bpxrjSFj/u7xPUM2/ONdCf5VspPVT1WycVsT40YO50Mr5nPlaXnMnxrs5VW2/t3je4aw/ANrqEXkQVW9MNNloorPby4w/yjge4ZM/Pe0dvK756u5++lt1O5uZe6U0XzpwqV84MQ5jB8VzuxVh/L6jwq+ZwjLP8ge9ekDHIsWYGmA9QdKZ2ena4WMMH/3+J5hKP5bX4tx19NV/CF1edWKI6bw5XctdXJ51aG4/qOG7xnC8g+yob4ojWW8vUwrkUi4VsgI83eP7xnS9U9eXpWcvWptaT0jhuXw7uNmcdXKPI6aNTFgy745VNZ/lPE9Q1j+gTXUB+ux6W7GjBnjWiEjzN89vmcYyL+ts4u/vFDL6vWVbNkZY9q4EXz6vEV88JT5TB/vfmrDg339+4DvGcLy9/cCNsc0NjYyefJk1xpDxvzd43uGvvxf3dPGrzZU8Ztnq2lq6WTpzAn87yXLeNeymYwcHp3Zqw7W9e8TvmcIy9/rhlpEzgd+AAwDfqGq3wyr7lmzZoVVVSCYv3t8z3Cgf9H23axeX8nfX6yjS5W3HjmDq0/P55T8YC6vypSDbf37iO8ZwvIPY8CTQBCRYcAdwAUkT0q7TERCOzmtsrIyrKoCwfzd43uGyspK4l0J/v5iHe//8dNcdMd61rxczxWn5vH4Z8/hZ1ecyIojpkaykYaDY/37ju8ZwvIPYwjRYuDASvYAG4H/UdVdQyz3VOBWVX176v4XAFT1G329JptDiCYSCXJyvP2dY/4RwOcMe1o6ue+5bdzzzDZ27Glj3pQxXHlaHpeEeHlVpvi8/sF/f/A/Qzb9XQ8h+hDwd+CDqdvfSDbSrwJ3ZVDubGB7j/s1qcdCYdOmTWFVFQjm7x4fM1S8FuNLf3mJFd9Ywzf/+Qrzp47l51ecyLrPns3Vp+d700iDn+u/J777g/8ZwvIPo6E+T1W/oKrFqdt/Amep6reAvKArF5HrRGSjiGysq6ujoaGBuro6amtraWpqoqKigtbWVkpKSkgkEhQWFgKvzzNaWFhIIpGgpKSE1tZWKioqaGpqYsaMGXSXV1VVRSwWo7S0lHg8vn9Gle4yuv8WFxfT3t5OWVkZzc3NVFdXU19fT319PdXV1TQ3N1NWVkZ7ezvFxcW9llFUVEQ8Hqe0tJRYLEZVVdWQMh133HFvylRbW+tNpm4G2k5RzjRx4sQhvffCzrRx40aeLHuN9/9wDed+93F++9w23r50Or+4eAG3vW8hR09O8Grdjow+Ty620wknnJC1z5OLTLm5uYF+R4SRadq0aaF+72U70/jx47P2HdEfYez6LgI+qqrPpe6fRPLEr2Ui8oKqHj/Ecp3u+i4oKGD58uVZKcsF5u+eqGdo7ejiL5tqWf1UJWX1MaaNG8mHV8zn8lPmMX38yMj7D4T5u8f3DNn072/XdxgN9UnAamAcydHImoFrgc3AO1X1/iGWOxzYApwL1ALPA5er6ua+XpPNhtowDlZe3dPGPc9U8Zvnqtnd0slRsyZw9cp8LozY5VWGcTDh9Bi1qj6vqscAxwHLVPVYVX1OVfcNtZFOlRsHbgAeBl4G7u+vkc423btVfMX83RO1DJu27+am+17g9G+t5cePV3BK/hR+d90KHrzxdN6/fM6bGumo+Q8W83eP7xnC8g+jRz0SeD/J49H7r9tW1a8EWnEv2Fnfr2P+7olChnhXgn9ufpXVT1VSWL2b8SOH84GT5vKRU/OYN7X/UZei4J8J5u8e3zMcTGd9/5XkuN9xYF+Pm9eUlpa6VsgI83ePywy7Wzr4yeMVnPntddzwmxfYta+DW9+1lGf+41y+dOHSARtp8H8bmL97fM8Qln8YPeqXVPXoQCtJk2z2qFtbWxk9enRWynKB+bvHRYby+hh3PV3JHwtqae3s4rQFU7l6ZT7nLDls0LNX+b4NzN89vmfIpr/rHvXTInJMCPWEyo4dO1wrZIT5uyesDKrKE1te48o7n+O87z3O/RtreNeymTz0qTP4zUdXcN7SoU0x6fs2MH/3+J4hLP8wxvo+HbhSRCqBdpJnfquqHhtC3YExZcoU1woZYf7uCTpDa0cXf07NXlVeH2P6+JHc/NbFXH7KPKaNy3z2Kt+3gfm7x/cMYfmH0VBfEEIdodPS0uL1rC/m756gMtTtaeWeZ7ZxX4/Lq773gWW889jsXl7l+zYwf/f4niEs/8AaahGZoKrNwN6g6nCJz2cqgvlHgWxneKG6idXrq/hHcR2qytuWHs7Vp+dzUt7kQCbG8H0bmL97fM8Qln+QPerfABcCBSQn5ej5TaHAEQHWHTjdw/f5ivm7JxsZOrsS/POlV1m9vpIXUpdXXXVaHh85LY+5U4Kd1N73bWD+7vE9Q1j+gTXUqnph6m9+UHW4JBaLMW3aNNcaQ8b83ZNJht0tHdz33HbueaaKuj1t5E0dw3+/+yjev3wO40aGM82879vA/N3je4aw/EP5RIvIbGA+bxzw5Ikw6g4Kn99cYP5RYCgZyuv3cuf6Kv5YWENbZ4KVC6fyP+85mnPechg5QzhzOxN83wbm7x7fM4TlH/gOdhH5FrAe+CLw76nbZ4OuN2hqampcK2SE+bsn3QyqyuNbXuMjq5/jvO89we8Larho2Wz++ekzuPfaFZx75IzQG2nwfxuYv3t8zxCWfxgDnrwCHKuq7YFWlAbZHPAkHo8zfHg4uxiDwPzdM1CGlo44fyqs5c71lVS8to/p40dyRWr2qqlZuLwqU3zfBubvHt8zZNPf9YAnWwG/zxjohc2bQ5v/IxDM3z19Zdixu5VvPlTKqd9Yyxf/8hKjRwzj+/+2jPWfX8WN5y6KRCMN/m8D83eP7xnC8g+jR/1HYBmwhuSAJwCo6k2BVtwLNs2lEWUKq5tY/VQlD730KqrK249KXl514vxgLq8yDCM6uO5RPwB8FXia5KVa3TevKSjwO4L5u6egoIDOrgQPFO3gPXes530/eprHt7zG1SvzePzfz+HHH1rOSXlTIttI+74NzN89vmcIyz/wHnWUsB61ERWa9nVw3/PV3PP0Nl5tbiN/2liuWpnH+0+Yw9iQLq8yDCM6OO1Ri0iliGw98BZ0vUFjvwTd4qt/2c69/Mefizn1m2v49j9fYeFh41h95Ymsufksrjg1z6tG2tdt0I35u8f3DAdNj1pEpva4Owq4BJiiql8OtOJesB614YJEQnm87DXuXF/FE1teY8TwHN53/GyuXJnHksMnuNYzDCMCOO1Rq+quHrdaVf0/4J1B1xs0xcXFrhUywvyDp6Ujzq82bOO87z/OVXc+T2ldM59922KeuWUV33z/sXS+ts21Ykb4sA36w/zd43uGsPzD6FGf0ONuDnAi8AlVXRZoxb2QzR51e3s7I0dG4zKZoWD+wbFjdyt3P1PFfc9W09wW59g5E7l6ZT7vOGYmI4a//ts4yhnSwfzd4rs/+J8hm/799ajDOCD23R7/x4FK4AMh1Bso1dXVLFq0yLXGkDH/7KKqFFbvZvX6Sv6Zurzq/KMP5+qV+Szv4/KqqGUYLObvFt/9wf8MYfmH0VBfo6pvOHlMRLyfqGPGjBmuFTLC/LNDZ1eCfxTXsXp9FUXbdzN+1HCuOT2fK06dz5zJ/c9eFZUMQ8X83eK7P/ifISz/MK6j/kOaj6WNiFwiIptFJCEive4qCJrdu3e7qDZrmH9mNO3r4I515ZzxrXV86reb2NvayVcvOooNXziX/3jHkQM20uA+Q6aYv1t89wf/M4TlH1iPWkSWAEcBE0XkfT2emkDy7O9MeAl4H/DTDMsZMqNGZRrBLeY/NMp27mX1+ir+VFhDezzBGYum8Y33HcNZi6cPemIM2wZuMX/3+J4hLP8gd32/BbgQmAS8q8fje4GPZlKwqr4MRHbEJuPgIpFIzl61en0lT5Y1MHJ4Du87YTZXnpbPWw4f71rPMIyDnMB2favqX1X1KuBCVb2qx+0mVX06qHoPRESuE5GNIrKxrq6OhoYG6urqqK2tpampiYqKClpbWykpKSGRSFBYWAi8fiF7YWEhiUSCkpISWltbqaiooKmpibq6OrrLq6qqIhaLUVpaSjwep6io6A1ldP8tLi6mvb2dsrIympubqa6upr6+nvr6eqqrq2lubqasrIz29vb9p/0fWEZRURHxeJzS0lJisRhVVVVDytT9fM9MtbW13mR65ZVX0tpOmWR6seQVfraulLO+/ShX3fU8pTv28NFTZvCvG07m6mNGkzd5REaZqqurh/Tei8p2qqmpydrnyUWmtra2rH2eXGQqLy8P9DsijEy1tbWhfu9lO9O2bduy9nnqjzAuz1oM/BiYoapHi8ixwLtV9X8GeN2jwOG9PPWfqvrX1DKPAZ9V1bSuucrm5VnNzc1MmODvYBXm3ze1u1u55+kq7nvu9currjk9nwuOfuPlVZli28At5u8e3zNk09/15Vk/B/6d1PFkVX1RRH4D9NtQq+p5IbgNmZ07d3r9BjP/N5K8vKqJ1U9V8c/NrwJw/lGHc/XpeZwwL5jZq2wbuMX83eN7hrD8w2iox6jqcwd80cVDqDdQ5s2b51ohI8w/SUc8wUMv1bH6qUqKavYwYdRwrj0jnytOzWP2pNFZqaMvbBu4xfzd43uGsPzDuDyrQUQWAAogIhcDdZkUKCLvFZEa4FTg7yLycOaag2PLli1hV5lVDnX/xu7Lq769Nnl5VXucr77naDb8x7l84YIjA2+kwbaBa8zfPb5nCMs/jGPURwA/A04DmkiOTPYhVa0KtOJesEk5jC0793Ln+kr+VFi7//Kqq0/P56xFg7+8yjAMI1u4npRja+p483Rgiaqe7qKRzjY2PZtbBuOfSCjrSuv58C+f5W3ff4I/FdbyvhPm8K/PnMmvrjmFc95ymJNG+lDaBlHE/N3jewbvp7kUkZv7e15VvxdIxf1gPepDi33tcf5YWMNd66vY2rCPGRNGcsWpeVx+8jwmjx3hWs8wDGM/rnrU41O3E4FPALNTt48DJ/TzOi+wX4Ju6c+/pqmFr//jZVZ8Yw1f/utmxo/O5QeXHsdTn1/F9ecsjEwjfTBvAx8wf/f4nsH7HvX+CkSeAN6pqntT98cDf1fVMwOtuBesR33woqoUbGvaP3uViHDB0Ydz9en5nDBvsms9wzCMfnF6jBqYAXT0uN+Resxrukes8ZWDxb8jnuAvL9Ry0R3rufgnz7C+fBfXnbmAJz93DrdffkKkG+mDZRv4ivm7x/cMYfmH0aP+T5LzT/859dB7gN+p6jcCrbgXstmjjsfjDB8exmXoweC7/849Lfy+oJZ7ntlG/d52jpg+lqtX5vO+E2YzZoQfuXzfBubvFt/9wf8M2fR3fdb314CrSF6a1QRc5aKRzjbd4+z6iq/+r7y6l1v++CJnfPsx/vdfW1gycwJ3XXUSj37mLD60Yr43jTT4uw26MX+3+O4P/mcIyz+UbzVVLQQKw6grLObMmeNaISN88k8klHWv1LN6fSXry3cxKjeHi5YdznVnLWLRDH9nr/JpG/SG+bvFd3/wP0NY/v50PyJGQ0MD48aNc60xZHzw39ce5w8FNdz1dBWVDfs4fMIoPnf+W7jspHnseW0HeR430uDHNugP83eL7/7gf4aw/K2hHiI+v7kg2v7bG1u455kqfvv8dva2xTlu7iRuu+x4zj/6cHKHJY/WdLVG1z9dorwN0sH83eK7P/ifISx/a6iHSGdnp2uFjIiav6qycVsTq5+q5OHNycur3nHMTK5amdfrmdtR8x8Kvmcwf7f47g/+ZwjL3xrqIZJIJFwrZERU/DviCf5evIPVT1VRXLuHiaNz+dhZC/jwivnM6mdijKj4Z4LvGczfLb77g/8ZwvK3hnqIjBkzxrVCRrj23xVr5zfPVnPPhm28tredBdPH8rX3Hs17j0/v8irX/tnA9wzm7xbf/cH/DGH5W0M9RBobG5k8ObqDaQyEK/+X65q5c30lf9m0g454grMWT+fqS/I5Y+G0QU2M4fv6B/8zmL9bfPcH/zOE5W8N9RCZNWuWa4WMCNM/kVDWliYvr3q6Inl51SXL53DVyjwWHja0M7d9X//gfwbzd4vv/uB/hrD8wxhC9KCksrLStUJGhOEfa49z1/pKVn33Ma69ZyOVDfv4/PlL2PCFc/nae48ZciMN/q9/8D+D+bvFd3/wP0NY/oEPIRolsjmEaCKRICfH3985Qfpvb2zh7qer+N3z29nbHueEeZO4amX+Gy6vyhTf1z/4n8H83eK7P/ifIZv+riflOCjZtGmTa4WMyLa/qvJcZSMf/1UBZ31nHXc9XcU5Sw7jz588jT99ciXvWjYra400+L/+wf8M5u8W3/3B/wxh+VuP2siI9ngXf3+xjtXrK3mptplJY3K5/OR5fPjU+cyc2PflVYZhGMbrWI86AA71Cc8bYu384NEyTv/WOm6+v4i2zgRff+8xPHPLuXzu/CWBN9K+r3/wP4P5u8V3f/A/Q1j+XvaoReQ7wLtIzm1dQXJGrt0Dvc561JlTsiN5edVfi5KXV539lulcvTKfMxZNQyT9y6sMwzCM1zkYe9SPAEer6rHAFuALYQsUFvo9Gdhg/LsSyiMlO7nsZxt4xw+f5MEX6/jAiXN49OazuOuqkzlz8fTQG2nf1z/4n8H83eK7P/ifISx/L3vUPRGR9wIXq+oHB1o2Wz3qx1+pZ8PWXZyYN4Vj50zKuDwXpHO24gvVTfz2+e2U7NjDq83tzJw4io+clselJ81l0pgRIZn2ju9ni4L/GczfLb77g/8Zwjrr+2AY8ORq4HdhVVawrYmr7nqehAKPbw2rWqeIwM1vXcwnzl6Q1TO3M6G0tJSlS5e61sgI3zOYv1t89wf/M4TlH9mGWkQeBQ7v5an/VNW/ppb5TyAO3NtPOdcB10FyFJmGhgY6OztJJBKMGTOGxsZGZs2aRWVlJUuWLGHTpk2ccMIJFBQUsHz5cgoLCznuuOMoLS0lPz+ff2wso3snhABnLpjECbNGM3bcOHY3NTF9+nTq6uqYPWcO1dXVzJs3b//fHbW1HHbYDJqaGhk/fjytra0Mz80FIN7ZyejRo9m7dy+TJ0+hvn4ns2bPflMZtTU1zJw5k9dee41JkyezLxZj5MiRdHV1oarkjhhBy759TJw4kV27djFjxgxqamqY26OM7dXVzJgxg8bGRqZOncqePXsYM3YsnR0diAjDhg3jyfJdPF21FyV5fOS1na+SO2zR/vXS/be4uJjFixdTnSpz9+7djBo1CoC2tjYmTZrEzp07mTdvHlu2bOGYY455UxlFRUUcddRRlJeXM2fOnP1zvPa3nfbt2wfQ53basWMHU6ZMoaWlhZycHHJzc4nFYkybNo2amhoWLlzI5s2bWbZsmbNMOTk5tLa2pv3ei1qm3NzcjD9PLjMtXbp0SO+9qGRqb29/w2cgk8+Tq0wjRoygubk5kO+IMDIBNDc3Z+Xz1G976OuubxG5EvgYcK6qtqTzmmzs+i7Y1sQHf7GBjniCEcNzuPfaFSyf799YtRUVFSxYsKDP57tzdsYT5EYw50D+PuB7BvN3i+/+4H+GbPofdLu+ReR84HPAWek20tli+fzJ3HvtCtZtruGco+ZEqvEaDFOmTOn3+e6cG7buYsURUyOXcyB/H/A9g/m7xXd/8D9DWP7ROOA4eG4HxgOPiMgmEflJmJUvnz+Zy5ZNiVzjNRhaWgb+fbN8/mSuP2dhJHOm4x91fM9g/m7x3R/8zxCWv5c9alVd6NrB5zMVwfyjgO8ZzN8tvvuD/xnC8vd7LTkkN3USmK+Yv3t8z2D+bvHdH/zPEJa/tyeTDQUReQ3YlqXipgENWSrLBebvHt8zmL9bfPcH/zNk03++qk7v7YlDqqHOJiKysa8z9HzA/N3jewbzd4vv/uB/hrD8bde3YRiGYUQYa6gNwzAMI8JYQz10fuZaIEPM3z2+ZzB/t/juD/5nCMXfjlEbhmEYRoSxHrVhGIZhRBhrqA3DMAwjwlhDbRiGYRgRxhpqwzAMw4gw1lAbhmEYRoSxhtowDMMwIow11IZhGIYRYayhNgzDMIwIYw21YRiGYUQYa6gNwzAMI8JYQ20YhmEYEcYaasMwDMOIMNZQG4ZhGEaEsYbaMAzDMCKMNdSGYRiGEWGsoTYMwzCMCGMNtWEYhmFEGGuoDcMwDCPCWENtGIZhGBFmuGuBMJk2bZrm5eVlpayOjg5GjBiRlbJcYP7u8T2D+bvFd3/wP0M2/QsKChpUdXpvzx1SDXVeXh4bN27MSlmxWIxx48ZlpSwXmL97fM9g/m7x3R/8z5BNfxHZ1tdztut7iDQ0NLhWyAjzd4/vGczfLb77g/8ZwvK3hnqI+PwrEMw/Cviewfzd4rs/+J8hLH9rqIdIZ2ena4WMMH/3+J7B/N3iuz/4nyEsf2uoh0gikXCtkBHm7x7fM5i/W3z3B/8zhOVvDfUQGTNmjGuFjDB/9/iewfzd4rs/+J8hLH9rqIdIY2Oja4WMMH/3+J7B/N3iuz/4nyEsf2uoh8isWbNcK2SE+bvH9wzm7xbf/cH/DGH5W0M9RCorK10rZIT5u8f3DObvFt/9wf8MYfmLqoZSURQ48cQTNVsDniQSCXJy/P2dY/7u8T2D+bvFd3/wP0M2/UWkQFVP7O05f9eQYzZt2uRaISPM3z2+ZzB/t/juD/5nCMvfetSGYRiG4RjrUQdAQUGBa4WMMH/3+J7B/N3iuz/4nyEsf6c9ahE5H/gBMAz4hap+84DnRwL3AMuBXcC/qWpVj+fnASXArar6vwPVZz1qwzAMI4pEskctIsOAO4ALgKXAZSKy9IDFrgGaVHUh8H3gWwc8/z3goaBde6OwsNBFtVnD/N3jewbzd4vv/uB/hrD8nfWoReRUkj3ht6fufwFAVb/RY5mHU8s8IyLDgVeB6aqqIvIeYCWwD4iF3aO2sxXd4rs/+J/B/N3iuz/4n+FQOOt7NrC9x/2a1GO9LqOqcWAPMFVExgGfB/47BM9eKS0tdVV1VjB/9/iewfzd4rs/+J8hLH9ff8rcCnxfVWMDLSgi14nIRhHZWFdXR0NDA3V1ddTW1tLU1ERFRQWtra2UlJSQSCT278roPkmgsLCQRCJBSUkJra2tVFRU0NTUxOjRo+kur6qqilgsRmlpKfF4nKKiojeU0f23uLiY9vZ2ysrKaG5uprq6mvr6eurr66murqa5uZmysjLa29spLi7utYyioiLi8TilpaXEYjGqqqqGlGn+/PlvylRbW+tNpn379qW1naKcKScnZ0jvvahkys3NzdrnyUWm/Pz8rH2eXGRqb28P9DsijEwjRowI9Xsv25mArH2e+sPLXd/AE8Dc1GKTgATwZVW9vb86s7nru6KiggULFmSlLBeYv3t8z2D+bvHdH/zPkE3//nZ9D89KDUPjeWCRiOQDtcClwOUHLPMA8BHgGeBiYK0mf1mc0b2AiNxK8hh1v410tpkyZUqY1WUd83eP7xnM3y2++4P/GcLyd7brO3XM+QbgYeBl4H5V3SwiXxGRd6cW+yXJY9LlwM3ALW5s30xLS4trhYwwf/f4nsH83eK7P/ifISx/lz1qVPUfwD8OeOzLPf5vAy4ZoIxbA5EbAJ/PVATzjwK+ZzB/t/juD/5nCMvf77XkkNzcXNcKGWH+7vE9g/m7xXd/8D9DWP7WUA+Rgc7Sizrm7x7fM5i/W3z3B/8zhOVvDfUQmTZtmmuFjDB/9/iewfzd4rs/+J8hLH9rqIdITU2Na4WMMH/3+J7B/N3iuz/4nyEsf5vmcojE43GGD3d6Ll5GmL97fM9g/m7x3R/8z5BN/6gOIeo1mzdvdq2QEebvHt8zmL9bfPcH/zOE5W89asMwDMNwjPWoA8AmPHeL7/7gfwbzd4vv/uB/hrD8rUdtGIZhGI6xHnUA2C9Bt/juD/5nMH+3+O4P/mewHnUAWI/aMAzDiCLWow6A7jlGfcX83eN7BvN3i+/+4H+GsPytRz1E2tvbGTlyZFbKcoH5u8f3DObvFt/9wf8M2fS3HnUAVFdXu1bICPN3j+8ZzN8tvvuD/xnC8reGeojMmDHDtUJGmL97fM9g/m7x3R/8zxCWv9OGWkTOF5FXRKRcRG7p5fmRIvK71PPPikhe6vG3ikiBiBSn/q4K23337t1hV5lVzN89vmcwf7f47g/+ZwjLv89BSkWkeYDXClCnqouHUrGIDAPuAN4K1ADPi8gDqlrSY7FrgCZVXSgilwLfAv4NaADepao7RORo4GFg9lA8hsqoUaPCrC7rmL97fM9g/m7x3R/8zxCWf3896gpVndDPbTywL4O6TwbKVXWrqnYAvwUuOmCZi4C7U///AThXRERVX1DVHanHNwOjRcTfMxIMwzAMow/6a6jfn8br01mmL2YD23vcr+HNveL9y6hqHNgDTO3FoVBV23urRESuE5GNIrKxrq6OhoYG6urqqK2tpampiYqKClpbWykpKSGRSFBYWAi8fiF7YWEhiUSCkpISWltbqaiooKmpibq6OrrLq6qqIhaLUVpaSjwep6io6A1ldP8tLi6mvb2dsrIympubqa6upr6+nvr6eqqrq2lubqasrIz29vb9p/0fWEZRURHxeJzS0lJisRhVVVVDytT9fM9MtbW13mR65ZVX0tpOUc5UXV09pPdeVDLV1NRk7fPkIlNbW1vWPk8uMpWXlwf6HRFGptra2lC/97Kdadu2bVn7PPWHs8uzRORi4HxVvTZ1/8PAKap6Q49lXkotU5O6X5FapiF1/yjgAeBtqloxUJ3ZvDyrubmZCRMmZKUsF5i/e3zPYP5u8d0f/M+QTf8hXZ4lIntFpLmvWxa8aoG5Pe7PST3W6zIiMhyYCOxK3Z8D/Bm4Ip1GOtvs3Lkz7Cqzivm7x/cM5u8W3/3B/wxh+fd5MlnqGDQi8lWgDvgVyRPIPgjMzELdzwOLRCSfZIN8KXD5Acs8AHwEeAa4GFirqioik4C/A7eo6vosuAyaefPmuag2a5i/e3zPYP5u8d0f/M8Qln86l2e9W1V/pKp7VbVZVX/Mm0/6GjSpY843kDxj+2XgflXdLCJfEZF3pxb7JTBVRMqBm4HuS7huABYCXxaRTanbYZk6DYYtW7aEWV3WMX/3+J7B/N3iuz/4nyEs/wGPUYvI0yQvo/otoMBlwPWqelrwetnFJuUwDMMwokimQ4heDnwA2Jm6XcKbd1Efctj0bG7x3R/8z2D+bvHdH/zPYNNcBoD1qA3DMIwoklGPWkRGicj1IvIjEVndfcu+pl/YL0G3+O4P/mcwf7f47g/+Z4hMj1pEfg+Uktzd/RWSZ32/rKqfCl4vu1iP2jAMw4gimR6jXqiqXwL2qerdwDuBU7Ip6CPdI9b4ivm7x/cM5u8W3/3B/wxh+afTo35OVU8WkSeATwKvAs+p6hFhCGaTbPao4/E4w4f3eRl65DF/9/iewfzd4rs/+J8hm/6Z9qh/JiKTgS+SHICkhOQsVoc03ePs+or5u8f3DObvFt/9wf8MYfn3+1NARHKAZlVtAp4AvOtFB8WcOXNcK2SE+bvH9wzm7xbf/cH/DGH599ujVtUE8LlQTDyjoaHBtUJGmL97fM9g/m7x3R/8zxCWfzq7vh8Vkc+KyFwRmdJ9C9ws4owbN861QkaYv3t8z2D+bvHdH/zPEJZ/OkfB/y319/oejymH+G7wzs5O1woZYf7u8T2D+bvFd3/wP0NY/gM21KqaH4aIbyQSCdcKGWH+7vE9g/m7xXd/8D9DWP79zUd9wkAvTmeZg5UxY8a4VsgI83eP7xnM3y2++4P/GcLy7+8Y9Z0iMrnncekDbySnoTwkaWxsdK2QEebvHt8zmL9bfPcH/zOE5d/fru+JQAEg/SzzWnZ1/GHWrFmuFTLC/N3jewbzd4vv/uB/hrD8++xRq2qeqh6hqvn93E7OpHIROV9EXhGRchG5pZfnR4rI71LPPysieT2e+0Lq8VdE5O2ZeAyFysrKsKvMKubvHt8zmL9bfPcH/zOE5Z/O5VmBICLDgDuAC4ClwGUisvSAxa4BmlR1IfB9UiOipZa7FDgKOB/4Uaq8UCjY1sTaV3Mp2NYUVpVZZ8mSJQMuU7CtiTvWlUcyZzr+Ucf3DObvlqj6D+Z7I6oZ0iHMdsDlIKsnA+WquhVARH4LXERyiNJuLgJuTf3/B+B2EZHU479V1XagUkTKU+U9E7R0wbYmPvDTZ+hKKDmyhSWHj2f8qNygq806sVis32sA97Z1UvrqXhIKOULkcg7k7wO+ZzB/t0TRf7DfG1HMkA49c47KLefea1ewfP7kwOpz1qMGZgPbe9yvST3W6zKqGgf2AFPTfC0AInKdiGwUkY11dXU0NDRQV1dHbW0tTU1NVFRU0NraSklJCYlEgsLCQuD1eUYLCwtJJBKUlJTQ2trKPzaW0ZVITmSSUNi9r522tja6urpoaWlBVdm3LwZALLb3DX/37duHaoLW1la6urpob2+ns7OTzs5O2tvb6erqorW1FdUE+/bt66OMGKpKS0sLXV1dtLW10dnZSUdHBx0d7cTjcdraWkkkErS0tKRee6BP8sPR0tJCIpGgra2VeDxOR0c7HR0ddHZ20hhrIxWThMKu5pZIZeqmZyag30xR207Dhw8bcDtFOdPw4cOH9N6LSqZx48Zl7fPkIlOyzxLcd8RQMjW3xd/wvdHcFu83U25ubqjfe9naTruaW/bn7IwneLiwgvr6eurr66murqa5uZmysjLa29spLi4GXm9Tuv8WFRURj8cpLS3d79YX6cyeJSTnoD5CVb8iIvOAw1X1uX5fOAAicjFwvqpem7r/YeAUVb2hxzIvpZapSd2vIDnF5q3ABlX9derxXwIPqeof+qszG7NnFWxr4oO/2EBHZ4IRuTmB/5IKioKCApYvX97386mcnfEEucOjl3Mgfx/wPYP5uyWK/oP93ohihnQIoh3ob/asdBrqHwMJYJWqHpmaSetfqnpShlKnAreq6ttT978AoKrf6LHMw6llnhGR4SSn2JwO3NJz2Z7L9Vdntqa5LNjWxIatu1hxxNRINV7Z5lDJaRhG9jhUvjeynTPTaS5PUdXrgTaA1ExaIzK2gueBRSKSLyIjSJ4c9sAByzwAfCT1/8XAWk3+sngAuDR1Vng+sAjIqIc/GJbPn8ypE5u9fhN27+Lvj+XzJ3P9OQsjmTMd/6jjewbzd0tU/QfzvRHVDOkQZjuQTo/6WeA04HlVPUFEppPsUR+fceUi7wD+DxgGrFbVr4nIV4CNqvqAiIwCfgUcDzQCl/Y4+ew/gauBOPBpVX1ooPqy1aOG5NBxOTkuD/Fnhvm7x/cM5u8W3/3B/wzZ9M+0R/1D4M/AYSLyNeAp4OvZEFPVf6jqYlVdoKpfSz32ZVV9IPV/m6peoqoLVfXk7kY69dzXUq97SzqNdLYpLS0Nu8qsYv7u8T2D+bvFd3/wP0NY/gP2qAFEZAlwLslRytao6stBiwVBNnvUra2tjB49OitlucD83eN7BvN3i+/+4H+GbPpn1KMWkQVApareAbwEvFVEJmXFzGN27NjhWiEjzN89vmcwf7f47g/+ZwjLP51d338EukRkIfBTYC7wm0CtPGDKlCmuFTLC/N3jewbzd4vv/uB/hrD802moE6nBRt4H3K6q/w7MDFYr+hw48IZvmL97fM9g/m7x3R/8zxCWfzoNdaeIXAZcATyYeiw6Y0k6wuczFcH8o4DvGczfLb77g/8ZwvJPp5argFOBr6lqZeq65V8FqxV9cnP9/q1i/u7xPYP5u8V3f/A/Q1j+AzbUqlqiqjep6n2p+5Wq+q3g1aLNQGOzRh3zd4/vGczfLb77g/8ZwvIfcPYsEVkEfIPkVJSjuh9X1SMC9Io806ZNc62QEebvHt8zmL9bfPcH/zOE5Z/Oru87gR+THAHsHOAe4NdBSvlATU2Na4WMMH/3+J7B/N3iuz/4nyEs/3SGEC1Q1eUiUqyqx/R8LBTDLJLNAU+S0xS6nM47M8zfPb5nMH+3+O4P/mfIpn+mQ4i2i0gOUCYiN4jIewH/ZvrOMps3b3atkBHm7x7fM5i/W3z3B/8zhOWfTo/6JOBlYBLwVWAi8G1V3RC4XZbJZo/aMAzDMLJFRj1qVX1eVWOqWqOqV6nq+3xspLNNQUGBa4WMMH/3+J7B/N3iuz/4nyEs/3R61IuBfwfm0+MscVVdFaxa9rEetWEYhhFFMj1G/XugEPgiyQa7+5aJ0BQReUREylJ/e515W0Q+klqmTEQ+knpsjIj8XURKRWSziHwzE5ehYr8E3eK7P/ifwfzd4rs/+J8hSj3qrJ/hLSLfBhpV9ZsicgswWVU/f8AyU4CNwImAAgXAcqAdOEVV14nICGAN8PV05qS2HrVhGIYRRYbUo071eqcAfxORT4rIzO7HUo9nwkXA3an/7wbe08sybwceUdVGVW0CHgHOV9UWVV0HoKodJHv7czL0GTTFxcVhV5lVzN89vmcwf7f47g/+ZwjLv79d3wUke7QfIbmr++nUY92PZ8IMVa1L/f8qMKOXZWYD23vcr0k9tp/UvNjvItmr7hURuU5ENorIxrq6OhoaGqirq6O2tpampiYqKipobW2lpKSERCJBYWEh8PoujcLCQhKJBCUlJbS2tlJRUUFTUxPjx4+nu7yqqipisRilpaXE43GKioreUEb33+LiYtrb2ykrK6O5uZnq6mrq6+upr6+nurqa5uZmysrKaG9v3/8GOLCMoqIi4vE4paWlxGIxqqqqhpRp4cKFb8pUW1vrTaa2tra0tlOUM40YMWJI772oZBo9enTWPk8uMi1evDhrnycXmbq6ugL9jggj09ixY0P93st2puHDh2ft89QfA+76Hioi8ihweC9P/Sdwt6pO6rFsk6q+4Ti1iHwWGKWq/5O6/yWgVVX/N3V/OPA34GFV/b90nLK567usrIxFixZlpSwXmL97fM9g/m7x3R/8z5BN//52facz1vco4JPA6SSPFT8J/ERV2/p7naqe10+ZO0VkpqrWichMoL6XxWqBs3vcnwM81uP+z4CydBvpbDNjRm87AfzB/N3jewbzd4vv/uB/hrD80znr+x7gKOA24PbU/5lOc/kAyV3qpP7+tZdlHgbeJiKTU2eFvy31GCLyPyQHXvl0hh5DZvfu3a6qzgrm7x7fM5i/W3z3B/8zhOWfziClR6vq0h7314lISYb1fhO4X0SuAbYBHwAQkROBj6vqtaraKCJfBZ5PveYrqcfmkNx9XgoUigjA7ar6iwydBsWoUaMGXijCmL97fM9g/m7x3R/8zxCWfzoNdaGIrOgejUxETiHDk8lUdRdwbi+PbwSu7XF/NbD6gGVqAMmkfsMwDMPwhXQa6uXA0yJSnbo/D3hFRIoBVdVjA7OLMN1nHfuK+bvH9wzm7xbf/cH/DGH5p9NQnx+4hYdMmjTJtUJGmL97fM9g/m7x3R/8zxCWfzqTcmzr7xaGZBTZuXOna4WMMH/3+J7B/N3iuz/4nyEs/8Cuo44i2byOur29nZEjR2alLBeYv3t8z2D+bvHdH/zPkE3/TCflMHphy5YtrhUywvzd43sG83eL7/7gf4aw/K1HbRiGYRiOsR51ANj0bG7x3R/8z2D+bvHdH/zPEJlpLg8mrEdtGIZhRBHrUQeA/RJ0i+/+4H8G83eL7/7gfwbrUQeA9agNwzCMKGI96gDonqfUV8zfPb5nMH+3+O4P/mcIy9961EMkHo8zfHg6A7tFE/N3j+8ZzN8tvvuD/xmy6W896gAoLy93rZAR5u8e3zOYv1t89wf/M4Tlbw31EJkzZ45rhYwwf/f4nsH83eK7P/ifISx/a6iHSENDg2uFjDB/9/iewfzd4rs/+J8hLH8nDbWITBGRR0SkLPV3ch/LfSS1TJmIfKSX5x8QkZeCN34z48aNc1Ft1jB/9/iewfzd4rs/+J8hLH9XPepbgDWqughYk7r/BkRkCvBfwCnAycB/9WzQReR9QCwc3TfT2dnpquqsYP7u8T2D+bvFd3/wP0NY/q4a6ouAu1P/3w28p5dl3g48oqqNqtoEPEJqbmwRGQfcDPxP8Kq9k0gkXFWdFczfPb5nMH+3+O4P/mcIy99VQz1DVetS/78KzOhlmdnA9h73a1KPAXwV+C7QMlBFInKdiGwUkY11dXU0NDRQV1dHbW0tTU1NVFRU0NraSklJCYlEgsLCQuD1EWcKCwtJJBKUlJTQ2tpKRUUFTU1NxGIxusurqqoiFotRWlpKPB7ff21ddxndf4uLi2lvb6esrIzm5maqq6upr6+nvr6e6upqmpubKSsro729neLi4l7LKCoqIh6PU1paSiwWo6qqakiZRo8e/aZMtbW13mTavn17WtspypmampqG9N6LSqY9e/Zk7fPkItOYMWOy9nlykamuri7Q74gwMjU3N4f6vZftTLt27cra56k/AruOWkQeBQ7v5an/BO5W1Uk9lm1S1TccpxaRzwKjVPV/Uve/BLQCjwJfUdV3i0ge8KCqHp2OUzavo66oqGDBggVZKcsF5u8e3zOYv1t89wf/M2TTv7/rqAO70lxVz+tHaKeIzFTVOhGZCdT3slgtcHaP+3OAx4BTgRNFpIqk/2Ei8piqnk2IzJo1K8zqso75u8f3DObvFt/9wf8MYfm72vX9ANB9FvdHgL/2sszDwNtEZHLqJLK3AQ+r6o9VdZaq5gGnA1vCbqQBKisrw64yq5i/e3zPYP5u8d0f/M8Qlr+TIURFZCpwPzAP2AZ8QFUbReRE4OOqem1quauB/0i97GuqeucB5eThaNd3IpEgJ8ffy9DN3z2+ZzB/t/juD/5nyKZ/5IYQVdVdqnquqi5S1fNUtTH1+MbuRjp1f7WqLkzd7uylnKp0G+lss2nTJhfVZg3zd4/vGczfLb77g/8ZwvK3STkMwzAMwzGR61EfDNiE527x3R/8z2D+bvHdH/zPEJa/9agNwzAMwzHWow6A7ovpfcX83eN7BvN3i+/+4H+GsPytRz1E7GxFt/juD/5nMH+3+O4P/mc4qM/6PhgoLS11rZAR5u8e3zOYv1t89wf/M4Tlbw31EMnPz3etkBHm7x7fM5i/W3z3B/8zhOVvDfUQ2bFjh2uFjDB/9/iewfzd4rs/+J8hLH9rqIfIlClTXCtkhPm7x/cM5u8W3/3B/wxh+VtDPURaWgacYTPSmL97fM9g/m7x3R/8zxCWvzXUQ8TnMxXB/KOA7xnM3y2++4P/GcLy93stOSQ3N9e1QkaYv3t8z2D+bvHdH/zPEJb/IXUdtYi8RnK2rmwwDWjIUlkuMH/3+J7B/N3iuz/4nyGb/vNVdXpvTxxSDXU2EZGNfV2c7gPm7x7fM5i/W3z3B/8zhOVvu74NwzAMI8JYQ20YhmEYEcYa6qHzM9cCGWL+7vE9g/m7xXd/8D9DKP52jNowDMMwIoz1qA3DMAwjwlhDbRiGYRgRxhrqARCR80XkFREpF5Fbenl+pIj8LvX8syKS50CzT9Lwv1JEXhORTanbtS48+0JEVotIvYi81MfzIiI/TOV7UUROCNuxP9LwP1tE9vRY/18O27E/RGSuiKwTkRIR2Swin+plmchugzT9I7sNRGSUiDwnIkUp///uZZnIfgel6R/p7yAAERkmIi+IyIO9PBf8+ldVu/VxA4YBFcARwAigCFh6wDKfBH6S+v9S4HeuvQfpfyVwu2vXfjKcCZwAvNTH8+8AHgIEWAE869p5kP5nAw+69uzHfyZwQur/8cCWXt5Dkd0GafpHdhuk1um41P+5wLPAigOWifJ3UDr+kf4OSjneDPymt/dJGOvfetT9czJQrqpbVbUD+C1w0QHLXATcnfr/D8C5IiIhOvZHOv6RRlWfABr7WeQi4B5NsgGYJCIzw7EbmDT8I42q1qlqYer/vcDLwOwDFovsNkjTP7Kk1mksdTc3dTvwDODIfgel6R9pRGQO8E7gF30sEvj6t4a6f2YD23vcr+HNH/L9y6hqHNgDTA3FbmDS8Qd4f2qX5R9EZG44alkj3YxR5tTUrsGHROQo1zJ9kdqldzzJXlFPvNgG/fhDhLdBarfrJqAeeERV+1z/EfwOSscfov0d9H/A54BEH88Hvv6toTb+BuSp6rHAI7z+y9AIh0KSY/wuA24D/uJWp3dEZBzwR+DTqtrs2mewDOAf6W2gql2qehwwBzhZRI52rDQo0vCP7HeQiFwI1KtqgUsPa6j7pxbo+etuTuqxXpcRkeHARGBXKHYDM6C/qu5S1fbU3V8Ay0NyyxbpbKPIoqrN3bsGVfUfQK6ITHOs9QZEJJdkI3evqv6pl0UivQ0G8vdhGwCo6m5gHXD+AU9F+TtoP335R/w7aCXwbhGpInnocJWI/PqAZQJf/9ZQ98/zwCIRyReRESRPFHjggGUeAD6S+v9iYK2mziqIAAP6H3As8d0kj+H5xAPAFakzj1cAe1S1zrVUuojI4d3Hs0TkZJKfych8yabcfgm8rKrf62OxyG6DdPyjvA1EZLqITEr9Pxp4K1B6wGKR/Q5Kxz/K30Gq+gVVnaOqeSS/P9eq6ocOWCzw9T88m4UdbKhqXERuAB4meQb1alXdLCJfATaq6gMkvwR+JSLlJE8autSd8RtJ0/8mEXk3ECfpf6Uz4V4QkftInpU7TURqgP8ieUIKqvoT4B8kzzouB1qAq9yY9k4a/hcDnxCRONAKXBqVL9kUK4EPA8Wp44wA/wHMAy+2QTr+Ud4GM4G7RWQYyR8Q96vqg758B5Gef6S/g3oj7PVvQ4gahmEYRoSxXd+GYRiGEWGsoTYMwzCMCGMNtWEYhmFEGGuoDcMwDCPCWENtGIZhGH0gA0ysM4Ty5onIv0TkZUlOFpM30GusoTYMwzCMvrmLNw8ykwn3AN9R1SNJzsdQP9ALrKE2jEMIEZkkIp/scX+WiPwhgHpuFZHa1PWmfS2zQJLTGsb6WsYwXNPbxDqp9+4/RaRARJ4UkSXplCUiS4HhqvpIquyYqrYM9DprqA3j0GISyWn5AFDVHap6cUB1fV9V+5zbWVUrUmNAG4Zv/Ay4UVWXA58FfpTm6xYDu0XkT5Kc3/o7qcFg+sVGJjOMQ4tvAgtSo3Q9AtxBco7do0XkSuA9wFhgEfC/JOcx/zDQDrxDVRtFZEHqddNJjkT2UVU9cFjLNyAiZwE/SN1V4MzUtJOG4RWpCV5OA37fYzbLkann3gf0thepVlXfTrLNPYPkLG7VwO9IjsT2y/7qtIbaMA4tbgGO7u7J9nIiy9Ekv0RGkRwS9POqeryIfB+4guSUfz8DPq6qZSJyCsnexKoB6v0scL2qrk990bVlJ45hhE4OsLu3vUGpSV96m7immxpgk6puBRCRvwArGKChtl3fhmH0ZJ2q7lXV10jOq/u31OPFQN4BvYlNwE9Jjuc8EOuB74nITcCk1Ly9huEdqWlSK0XkEkhO/CIiy9J8+fPAJBGZnrq/CigZ6EXWUBuG0ZP2Hv8netxPkNwDt7830eN25ECFquo3gWuB0cD6dE++MQzXpCbWeQZ4i4jUiMg1wAeBa0SkCNgMXJROWaraRXLv0hoRKQYE+PlAr7Nd34ZxaLEXGD/UF6tqs4hUisglqvr71PSQx6pqUX+vE5EFqlpMchark4AlvHm6RsOIHKp6WR9PDemSrdQZ38cO5jXWozaMQwhV3UWyR/uSiHxniMUMpTfx6VSdLwKdwENDrNswDjlsmkvDMLKOiNwKxFT1f9NYNqaq44K3Mgw/sR61YRhBEAOuS2fAE2BnaFaG4SHWozYMwzCMCGM9asMwDMOIMNZQG4ZhGEaEsYbaMAzDMCKMNdSGYRiGEWH+P+jgbKvPcJy+AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -20e6 # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1000)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"2x1_square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9d39e006-94cc-43e4-a629-1adc25980818", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0. 0. ]\n", + " [1. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [0.5 0.5]\n", + " [0.5 1.5]]\n", + "[[0. 0. ]\n", + " [1. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [0.5 0.5]\n", + " [0.5 1.5]]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"2x1_square_lattice_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"]) \n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(num_measurements)]\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "\n", + "start = 0\n", + "num_shown = 2\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1,num_shown,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " sequence_colors = [color_lookup[sequences[i+start][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(axes, graph, points, node_colors = sequence_colors)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a96001e2-88d2-4e8b-96a5-5a629923d34e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[[1, 0, 1, 0, 0, 0, 1, 1],\n", + " [1, 0, 0, 1, 1, 0, 1, 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nA5cFQJJj20V52tLJe4EVcedYVT0K7EtySmvaCAx+08BhLmKFLe3ACvyWzaGt5K+KSHID8C7gxCT7gSuqasewVT3rLOBi4N62dg7wyaq6ZbiSnnUSsLPdSfEq4MaqWlG3Rq5Qa4AvL36eswr456r62rAlPcdHgOvb5OxB4JKB63lW+5B8D/AXQ9dyOG/ZlKSOuLwjSR0x9CWpI4a+JHXE0Jekjhj6ktQRQ1+SOmLoS1JH/h8lruGGNgUUYgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# result_json[\"measurements\"][5]\n", + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "post_bitstrings.shape\n", + "n_occur_ground = np.sum(post_bitstrings, axis=0)\n", + "n_occur_ground.shape\n", + "# unique_n_occur, count = np.unique(n_occur_ground, return_counts = True)\n", + "\n", + "# unique_n_occur\n", + "plt.bar(list(range(0, n_occur_ground.size)), n_occur_ground)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "IS_sizes = np.sum(1-post_bitstrings,axis=1)\n", + "unique_IS_sizes, counts = np.unique(IS_sizes, return_counts=True)\n", + "\n", + "plt.bar(unique_IS_sizes, counts/counts.sum())\n", + "plt.title(\"Before\")\n", + "plt.xticks(unique_IS_sizes)\n", + "plt.xlabel(\"IS sizes\",fontsize=14)\n", + "plt.ylabel(\"probability\",fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 5.0010\n", + "Average post-processed IS size: 5.0010\n", + "FIXED\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "# ind = list(range(1,n_show+1))\n", + "n_show = min(len(ind),5)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, points, node_colors = seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e5545de4-1ccd-4cc4-87b6-bb066c640dca", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/honeycomb_lattice.ipynb b/work/honeycomb_lattice.ipynb new file mode 100644 index 00000000..f8f6c2d1 --- /dev/null +++ b/work/honeycomb_lattice.ipynb @@ -0,0 +1,553 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", + "metadata": {}, + "outputs": [], + "source": [ + "def square_lattice(num_rows, num_cols):\n", + " points = []\n", + " \n", + " num_centers = num_rows * num_cols\n", + " num_corners = (num_rows + 1) * (num_cols + 1)\n", + " graph_connections = []\n", + " \n", + " # Build corners\n", + " for row in range(num_rows + 1):\n", + " for col in range(num_cols + 1):\n", + " start = np.array([col, row])\n", + " points.append(start)\n", + " \n", + " # Build centers\n", + " curr_id = num_corners\n", + " for row in range(num_rows):\n", + " for col in range(num_cols):\n", + " start = np.array([col, row])\n", + " points.append(start + np.array([1/2, 1/2]))\n", + " bottomleft_corner_id = row * (num_cols + 1) + col\n", + " bottomright_corner_id = bottomleft_corner_id + 1\n", + " topleft_corner_id = bottomleft_corner_id + num_cols + 1\n", + " topright_corner_id = topleft_corner_id + 1\n", + " graph_connections.append((topleft_corner_id, curr_id))\n", + " graph_connections.append((topright_corner_id, curr_id))\n", + " graph_connections.append((bottomleft_corner_id, curr_id))\n", + " graph_connections.append((bottomright_corner_id, curr_id))\n", + " curr_id = curr_id + 1\n", + " \n", + " centers = range(num_centers)\n", + " corners = range(num_centers, num_centers + num_corners)\n", + " \n", + " graph = nx.Graph(graph_connections)\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", + "metadata": {}, + "outputs": [], + "source": [ + "def linear_chain(n_verts, direction):\n", + " points = []\n", + " for i in range(n_verts):\n", + " if direction == 'HORIZ':\n", + " points.append(np.array([i, 0]))\n", + " if direction == 'VERT':\n", + " points.append(np.array([0, i]))\n", + " if direction == 'DIAG':\n", + " points.append(np.array([i, i]) / np.sqrt(2)) \n", + " \n", + " graph = nx.Graph([(i, i+1) for i in range(n_verts - 1)])\n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice():\n", + " points = []\n", + " points.append(np.array([0, 0]))\n", + " points.append(np.array([1, 0]))\n", + " points.append(np.array([2, 0]))\n", + " points.append(np.array([1, 1]))\n", + " points.append(np.array([1, -1]))\n", + " \n", + " graph = nx.Graph()\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [], + "source": [ + "points, graph = square_lattice(6, 7)\n", + "# points, graph = linear_chain(12, 'HORIZ')\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()\n", + "\n", + "print(f\"Edges: {graph.edges}\")\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit Disk Radius: 1.4142135623730951\n", + "Minimum Radius: 1.0\n", + "Maximum Radius: 2.0\n" + ] + }, + { + "data": { + 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unitdisk_radius, min_radius, max_radius = find_UDG_radius(points, graph)\n", + "print(f\"Unit Disk Radius: {unitdisk_radius}\\nMinimum Radius: {min_radius}\\nMaximum Radius: {max_radius}\")\n", + "\n", + "figure = plt.figure()\n", + "axes = plt.subplot(1,1,1)\n", + "visualize_graph(axes, graph, points)\n", + "\n", + "x0, y0 = (1,0)\n", + "angles = np.linspace(np.pi/2,np.pi,1001)\n", + "\n", + "axes.plot(min_radius*np.cos(angles)+x0,min_radius*np.sin(angles)+y0,\n", + " linestyle=\":\",color=\"red\",label=\"$R_{min}$\")\n", + "axes.plot(unitdisk_radius*np.cos(angles)+x0,unitdisk_radius*np.sin(angles)+y0,\n", + " linestyle=\"--\",color=\"red\",label=\"$\\sqrt{R_{max}R_{min}}$\")\n", + "axes.plot(max_radius*np.cos(angles)+x0,max_radius*np.sin(angles)+y0,\n", + " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", + "\n", + "axes.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", + "axes.set_xlim((-0.25,10))\n", + "\n", + "plt.legend(loc=\"upper right\",)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 1.014e-05m\n", + "Unit Disk Radius: 7.203\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "honey= [(0.0, 0.0),\n", + " (2.5, 1.4433756729740645),\n", + " (5.0, 0.0),\n", + " (7.5, 1.4433756729740645),\n", + " (10.0, 0.0),\n", + " (12.5, 1.4433756729740645),\n", + " (2.5, 4.330127018922193),\n", + " (5.0, 5.773502691896257),\n", + " (7.5, 4.330127018922193),\n", + " (10.0, 5.773502691896257),\n", + " (12.5, 4.330127018922193),\n", + " (15.0, 5.773502691896257)]\n", + "honey = [[pair[0]*2, pair[1]*2]for pair in honey]\n", + "#2.698\n", + "detuning_final = 5e6 # rad/sec\n", + "unitdisk_radius = 7.203\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in honey:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -20e6 # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "if points.size > 12:\n", + " raise BaseException(f\"Are you sure you want to simulate a {len(points)}-vert graph?\")\n", + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"honeycomb_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, np.array(honey), node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 5.0000\n", + "Average post-processed IS size: 4.7556\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"honeycomb_mis.json\"\n", + "points = honey\n", + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2b0f4402-d1dc-4b4b-95e4-3f7e791619d3", + "metadata": {}, + "outputs": [], + "source": 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+ 1 + ] + }, + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 1, + 1, + 0, + 1, + 1, + 1, + 0, + 1, + 1, + 1, + 0 + ] + }, + { + "pre_sequence": [ + 1, + 1, + 1, + 1, + 1, + 1, + 1, + 0, + 1, + 1, + 1, + 1 + ], + "post_sequence": [ + 0, + 1, + 0, + 1, + 1, + 0, + 0, + 0, + 0, + 1, + 1, + 0 + ] + } + ] +} \ No newline at end of file diff --git a/work/jawn.ipynb b/work/jawn.ipynb new file mode 100644 index 00000000..b4e177b5 --- /dev/null +++ b/work/jawn.ipynb @@ -0,0 +1,834 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;35mYou have already enabled qBraid Quantum Jobs in the amazon_braket environment.\u001b[0m\n" + ] + } + ], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "60bf56cd-376e-4b11-9aa2-216ef47b4c16", + "metadata": {}, + "outputs": [], + "source": [ + "def square_lattice(num_rows, num_cols):\n", + " points = []\n", + " \n", + " num_centers = num_rows * num_cols\n", + " num_corners = (num_rows + 1) * (num_cols + 1)\n", + " graph_connections = []\n", + " \n", + " # Build corners\n", + " for row in range(num_rows + 1):\n", + " for col in range(num_cols + 1):\n", + " start = np.array([col, row])\n", + " points.append(start)\n", + " \n", + " # Build centers\n", + " curr_id = num_corners\n", + " for row in range(num_rows):\n", + " for col in range(num_cols):\n", + " start = np.array([col, row])\n", + " points.append(start + np.array([1/2, 1/2])) # centers\n", + " bottomleft_corner_id = row * (num_cols + 1) + col\n", + " bottomright_corner_id = bottomleft_corner_id + 1\n", + " topleft_corner_id = bottomleft_corner_id + num_cols + 1\n", + " topright_corner_id = topleft_corner_id + 1\n", + " graph_connections.append((topleft_corner_id, curr_id))\n", + " graph_connections.append((topright_corner_id, curr_id))\n", + " graph_connections.append((bottomleft_corner_id, curr_id))\n", + " graph_connections.append((bottomright_corner_id, curr_id))\n", + " curr_id = curr_id + 1\n", + " # points.append(start + np.array([0, 1]))\n", + " # points.append(np.array([num_cells, 0]))\n", + " # points.append(np.array([num_cells, 1]))\n", + " \n", + " centers = range(num_centers)\n", + " corners = range(num_centers, num_centers + num_corners)\n", + " \n", + " graph = nx.Graph(graph_connections)\n", + " \n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "c5eaf776-6f4a-4d5f-b664-782da3efe580", + "metadata": {}, + "outputs": [], + "source": [ + "def linear_chain(n_verts, direction):\n", + " points = []\n", + " for i in range(n_verts):\n", + " if direction == 'HORIZ':\n", + " points.append(np.array([i, 0]))\n", + " if direction == 'VERT':\n", + " points.append(np.array([0, i]))\n", + " if direction == 'DIAG':\n", + " points.append(np.array([i, i]) / np.sqrt(2)) \n", + " \n", + " graph = nx.Graph([(i, i+1) for i in range(n_verts - 1)])\n", + " return np.array(points), graph" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Points: [[0. 0. ]\n", + " [1. 0. ]\n", + " [2. 0. ]\n", + " [3. 0. ]\n", + " [4. 0. ]\n", + " [5. 0. ]\n", + " [6. 0. ]\n", + " [0. 1. ]\n", + " [1. 1. ]\n", + " [2. 1. ]\n", + " [3. 1. ]\n", + " [4. 1. ]\n", + " [5. 1. ]\n", + " [6. 1. ]\n", + " [0. 2. ]\n", + " [1. 2. ]\n", + " [2. 2. ]\n", + " [3. 2. ]\n", + " [4. 2. ]\n", + " [5. 2. ]\n", + " [6. 2. ]\n", + " [0. 3. ]\n", + " [1. 3. ]\n", + " [2. 3. ]\n", + " [3. 3. ]\n", + " [4. 3. ]\n", + " [5. 3. ]\n", + " [6. 3. ]\n", + " [0. 4. ]\n", + " [1. 4. ]\n", + " [2. 4. ]\n", + " [3. 4. ]\n", + " [4. 4. ]\n", + " [5. 4. ]\n", + " [6. 4. ]\n", + " [0. 5. ]\n", + " [1. 5. ]\n", + " [2. 5. ]\n", + " [3. 5. ]\n", + " [4. 5. ]\n", + " [5. 5. ]\n", + " [6. 5. ]\n", + " [0. 6. ]\n", + " [1. 6. ]\n", + " [2. 6. ]\n", + " [3. 6. ]\n", + " [4. 6. ]\n", + " [5. 6. ]\n", + " [6. 6. ]\n", + " [0.5 0.5]\n", + " [1.5 0.5]\n", + " [2.5 0.5]\n", + " [3.5 0.5]\n", + " [4.5 0.5]\n", + " [5.5 0.5]\n", + " [0.5 1.5]\n", + " [1.5 1.5]\n", + " [2.5 1.5]\n", + " [3.5 1.5]\n", + " [4.5 1.5]\n", + " [5.5 1.5]\n", + " [0.5 2.5]\n", + " [1.5 2.5]\n", + " [2.5 2.5]\n", + " [3.5 2.5]\n", + " [4.5 2.5]\n", + " [5.5 2.5]\n", + " [0.5 3.5]\n", + " [1.5 3.5]\n", + " [2.5 3.5]\n", + " [3.5 3.5]\n", + " [4.5 3.5]\n", + " [5.5 3.5]\n", + " [0.5 4.5]\n", + " [1.5 4.5]\n", + " [2.5 4.5]\n", + " [3.5 4.5]\n", + " [4.5 4.5]\n", + " [5.5 4.5]\n", + " [0.5 5.5]\n", + " [1.5 5.5]\n", + " [2.5 5.5]\n", + " [3.5 5.5]\n", + " [4.5 5.5]\n", + " [5.5 5.5]]\n", + "# Points: 85\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# points, graph = linear_chain(18, 'DIAG')\n", + "points, graph = square_lattice(6, 6)\n", + "\n", + "print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()\n", + "\n", + "print(f\"Edges: {graph.edges}\")\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "9487dd43-132b-4e66-ac15-47323ae7e79e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit Disk Radius: 0.8408964152537146\n", + "Minimum Radius: 0.7071067811865476\n", + "Maximum Radius: 1.0\n" + ] + }, + { + "data": { + "image/png": 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siHG/LWefPn2qnn322bZlZWURgwYNqkxLS+v08ssv/7p06dIW69evj7/55pvP8+zX+b0XX3zRsNt9ahoOp6dgIi7OuTJah8Wq4RKtw2LUcAnXYdUPjb1puAzSYXUA8G3/tjMPDe/06jUB1GExabhE67BYNFzq11TR9xgJpeFwOGOYRUYtwKUAYr09xwAdFqOGS7iWKngartaTs6/umtEhkLkT++9OS4jp+X6gdVisGi7ROiwWDReUu80JvdmSLMHAYEgJBlOZJDVcxuaaTYcVTA2XLMHAYNQHI0FTJkkNl+G5ZtNhSQ2XpAGsJWg2ZZKZcs10rsHMlYQorCVoNmWSmXLNdK7BzJWEKKwlaDZlkplyzXSuwcyVhCisJWg2ZZLUYRmbacZcSYjCWoIrNe5X6rA4kDqs0MpVkRquMIepBNUpAqlQ5k55xe6wOWy1pemB12EJ13DN3pKbWhFIDZc2HZY4DZcWHVbWsSe/C7gOS7yGq+77gkd+sTuq/K3TroQyYTrsV46YHea1w+qk0SnwocPaXjB977JdiemEEK8TqlnRoMMSreGaCyA97/SKlEBpuLTqsLbmpRUK0nBZACxg0WGdrTr0wN5Tr/WEhrXGPnLrdVgXak7c6ytXsIYrEsCnB4rfha22NNVXLgRPlA4lQvVeH8FCs0VGnWzqUV2UsYMAwOcArABuoZT6vHL0elAeZAh+cp0aLi77jEvuXADpAEY7l8L5yXVquLjsM2qmRxmCn9x4AJsAZEGjfcYl1wJgAYBroC6F85W5MBNVeuwzLrmuMoTrKaWlDLnc9hmX3EgAnwJoD+BGSulZf7laM/wRKpOlp06d2qlfv35Vs2bNKtm8eXPsxIkTe5SXl+8O9nGJIug3XyeExEBHEerQYenVcM2FWwEybset4dKpw0oCZxF6KkAN2+rRcDUqQA3b6tFwNSpA1m1FEiolOHTo0OQ5c+YU3nLLLecLCwsjBg0a1Ke4uHhPsI9LFFpLULhUlVJaRQj5HZQi/IIQwlyEOnVYHu0zjLlzwVGAaq5H+wxDpl4dVjEhZAyUImQWs+opQDW3kX2GpZD0FKCa28g+w5gbEgXYiPvu64icHN1vGzWgX79KLFp03N/TQvVeH8HCELO0tyIMgA6LR8M1G5wF6JKrScMlUIflsQi95Z6u3LMKwDxwFqBLrlYNl6sOS3MBuuRq1XDVIRQLMIi43uujqKioSa9evar+9a9/FQb7uIKJIWbp+p27DI0nX1GyMLpJ64Xqt4zWYTFquKojt+SmVuSdXpEiSIflV8NlkA6rfmjsS8NVR6ujtualFeeWfTxMkA6LScPlosPiLkC3XCYN1/cFj/xyoPhdIEQKMBSGwytWrEiYN29em8zMzEMlJSXWvn379v34449zk5OTq1nV+a+++urJwsLCCFd9/rJly45GRUWFxC00g26WdoVSWgXgd8mJaa0irHEfQ3mhuq/bjLNaIiOvu/yTyLQRtKeg3PMAxvdMvLeb1RK53HtuVOR1ly+PTRtB+wvKLQdwQ4/WU68gsHzqKZcQEme1RDcZ3X1ZQtoIOkRQbjGAMZe3mnw9pY4V3nIjLNFNRndf0jJtBB0pKPfX2/r9/M8hHZ//rWr6afQzJoTEDe/08tW/H3honogCVHPzJvT54aXBl/39Nl+5KZ1fG3bXoGPzQ6EAQwVv9xDJysqKvfPOO8uef/75onPnzllnzpxZOmnSpPLc3Nyo/Pz8Jna7Hc2bN6/LzMyMA4D27dvbO3bsWDNjxoyOGRkZx0KlAHkw/JabaSMorur6fvcIS7TPLEIs0QAWq0M5Ebn2q7t+0NGXh9CgXNs13T5q68sHaFDu+Wu7L27JkBsjKjc9BTGtmg6c58sHCAARlhiSEN1jvqhzTU9BTFL8yJcZci1xUR0XiMoNB3JycmIGDx5c/x79rbfeeuabb75J0KLOB5T7F7vq84N3RvoJxM3Xg6nDClau1HAZlxnM3Eseb/f6cGrsd+7cGe1Nnf/SSy+1HTRoUGVtbS2c+vyBAwdWrl+/Pj54Z6Qfw2656QKPukiERVjmGp9rpnMNa1auXHkUAEaNGlU1atSoKgBYu3ZtPgA888wzRe7PX7VqVQEAPPfcc42+d6kRiCtBsymTzJRrpnOVhCmBKEGzKZPMlGumc5WEKYEoQbMpk4KhwwpWrtn+bSVhSCBKUOqwApB7unLPqjqp4TI6Vy8Oh8Mh9s7hkgaoP19Nn1YbXoKsOiwDNFyMOixxGi6tOiyBGi7LZ3sHztual1ZMqcPn/gRruJh1WDuOPbk10Dos0RouAeSUlJQkyCI0BofDQUpKShIAaFpwYfSKkfq1wOpEaI83bqeUYlv+A7kHSzJOA7iZ1z7jkjsX6lI4dSK019yt+fcfP1TyYR502GfUzAZrgdWJ0N5yyXd5004dLl2yC5z2GZfcBmuB1YnQXnIdZEtu6ukjZcu+Aad9xiW3fi3wHQOPvNYsuvvbnjIBoOzC7j/+O2fQbABfAZjOY4Fxya1fC3zXoGPz46I6LvCWW3x++6x1+0Y9DR32GZHs3LkzKSIiIgPK8sFAjMLMhgNAjt1uTxsyZEgx60aGlSCHDgtQlthFQEcRcuiwdGu4OHVYIjRcHmUIAdBwucoQxlJKyzRouLiLkEeHJULDJQlzKKXCHwCehHKD634at4sB8D8o/5PGcuTOBfArgB4at4sHsBXAegBRGrclAP4Fpcw6a9y2BYAfody+IELjthYA7wHYD6Cdxm2ToAwZFgGwaNzWCmAZgJ8BtNK4bQcAhwHMh/oLWMO2kQA+A5AJIEHjtt0AHAXwotZc+Qj/h/gdchagy/ZcRchbgC7bay5CPQXosg/NRainAF32obkI9RSgyz40F6GeAnTZhyxC+fD44DVLG6bDAhrYZ+qHxkbrsNTcRmJWXzqs5T+1163DUnMbiVl96bA+2ztQtw5LzW0gZk0bQaM8ZaKxDmsspbRMR26DoXGgdFjuQ2NfufLeIuZBUwmmp2AivLzpboAOq74IJ19R8r53DZdwHZZfDRc1RofFpOEyQIeVBGBT3zYzilI6vz6cQYelqwBdcjsA+LZf25mHR3R69epA6bBYNFzq19RwvceIpCHMJagW4FIAXm24lDpshFjuEfXiIYTEJCembR/Z5a3+viw0BuTG90y8d8eVXd7p6ctCY0Buix6tp2Zf1fX9Lr5sMJQ6qgixTBaV+/uBB6bFRXVe5MvKYndU0cqawmkrfu4ubA3uxP670xJier7vJ9dhqy1N/eSnjstE5f6u7/aHWzYd9LYfC00lwvhmS5KLMJWgOjQrBtui9QoASSKGE+kpiKGKPdlMuSWEkKaByg3mv62ZciWhC+tcpaApk6SGy/Bcs+mwpIZL0gDWEuRRF4lA5hqfa6ZzDWauJERhLUGzKZPMlGumcw1mriREYS1BsymTzJRrpnMNZq4kRGEtQbMpk6QOy9hMM+ZKQhTWElypcb9Sh8WB1GGFVq5KqGi4JAbBVILqFIFUKHOnvGJ32BwXan59KNA6LJEaLm06LKEaLstnewe+xqrDEqXh0qLDyjz6RFbGDsJt2nHLZdZhZR178juBGi66Lf+BI3aHzZ84ohLKhGk5PSbMYdb5qJNGp0AZIrgPJyoopRWZR5/48ZOfLnuUENJM74E5bTB5p1ekEGK5x1fu9oLpe5ftSkwnhHidyM2YWW+DyS37ZIS/3O8LHjm0ZGfCFEKIlqs3T7kWAO8AuDa37ONhhFgm+8i9sC3/gYKPsmPvIIToulGW0wazr2h+QmVN4TRvmQAqKqqP3vdL0ZtJADLU49WTGwng0wPF78JWW5rqK/ds1aEH9p56rSeAN4nGeUsecqMBrD1YknGmtu6c15+x+pATpU0C79phb5qmOihD5yQA4yil57gOSrsOC1CW2FkB3EI5NFycOiynhusMgNspn4arvgDBrsMSoeHi0WElAdgIIBv8Gi4eHZZzrfF/AcygWl+0uFiAAKKgrEe/4C9Xa4bkEkW0kQGK8WMtgB8ANOPYfi74dFhO+8xGaNRwQZ8Oy2mf+QLaNVwWAO+CT4elR8OlR4eVBGAv+DRcenRYTvvMW9Cu4YqGUqCbATTV+pqUj/B+GLNTziLkLUCX7TUXoZ4CdNmH5iLUU4Au++DRcInQYWkuQj0F6LIPzUUoC1A+/D2MNEtHwm1oHCAdltM+Uz80DpAOy2mfOQN1aOxHh/Ua3IbAnLnMGq6T57as3rB/9HsQo8NqMDT2o+ESqcNqMDT2o+GicBsC8+ZKwhej7zFSX4R/GHzi7aaRHd5Vv2W0Dqu+CCdfUbLQk4aLGqPDqi/CqUPOLvWm4TJAh8Wo4bJFb8t/8MSR0qVD9RSgS24SgI1928wo9qXhMkCH1QHAt/3bzjw0vNOr13jL3Zb/wJGDJRlnIAtQ4gNDSxBQirBX0oNbUzq/PjTAOqxQ13AJ1WGxa7hoFSEk0Bou4TosNg2XzVFbd27ysp1Jn4jKlYQfhpegSXVYUsNlUGYwcyXhSSBu+2dGHVawcqWGy9hcSRgSiBI0mzLJTLlmOldJmBKIEjSbMslMuWY6V0mYEogSNJsyyUy5ZjpXSZgSiBKUOqzwzZU6LMklTyBKUOqwApB78tyW1XXUFh3g3JDXYQnOlYQhhpegFh2WKA2XFh2WYA2X5bO9A+ex6bCEarisG/aPfm9b/oMnKKWB1HAx67AEa7iYdFiiNVyS8MTQEtSiw8o8+sROERourTqs7QWP5QjScFkALABwDYMOS6SGq94Gc6R06TBCSKA0XMw6LFXD1QZiNFzMOiyRGi5J+GLk2uG50KbDqoMybEkEp4aLU4cFAOug/ELg1XDVFyDYdVgiNFyuOqzrKaWlDLkiNFw8OqwkAJsAZIFfw6VZhyVCwyUJc4ywMoBfhxUJZc2vZg0X9OmwYqAUA4+GywLgPfDpsPRouFxtMK01bqtHw6VHh5UEIAd8Gi5uGwx0aLjkI/wf4neoX4eluQj1FKDLPjQXoZ4CdNkHj4aLuwBd9sGj4RKhw9JchHoK0GUfsgjlw+OD1yxttA4rEm5D4wDpsGLgNjT2o8OaB7chMGcus4bLTYdVPwTmzG2g4UobQZt4yoR4HVaDobEfDZcwHZYWDZdca2weNJVgegom4uKcK6N1WPVF6E3DRY3RYdUXoS8NlwE6LEYNV70Oa5ieAnTJbQHg695JD1eP6vL2gADqsJIAbOrbZkaRLw2XaB0Wi4ZL/Zoq7zFiDphLUC3ApQC8fopqgJYqslfSg9tSOr8+JPAarvszR3aZ389PrmgdFqOGS6wO667BBVNimrT5KMIS4/VcjdBhsWm4xOuwWDRcUO42J2+2ZAKYSjCYyiRqPh1WQHPNpsOSGi6JO6xztoKmTDKhDivQuWbTYUkNl6QBrCVoNmWSmXLNdK7BzJWEKKwlaDZlkplyzXSuwcyVhCisJWg2ZZKZcs10rsHMlYQorCUodVjhm2s2HZbUcEkawFqCKzXuV+qwOJA6rNDKVZEarjCHqQTVKQKpUOZOecXuqHKct+U9GgwdlkANF7MOS7CGS4MOS5yGS4MOy/FDwaN7MnaQWr2Zai6zDkuwhsu6NT/tWJ3DVufnqZVQJkzL6TFhDrPWSJ00OgU+9FBZx576fsXu7k8QQnS9maxVhyVQw6VJhyVQw+WqwxrqR4fl1HBNFaDhYtZhVdUWTdtfvCAKwHIBGi5mHZZgDVccgA2HShYV2B02r68p9SEnSpsE3rXD3jRNtVDec+kFZV2r5jeVOXVYIjRcPDosQL+Gy1WHNZZSWsaQ69RwnQUwifJpuHh0WA3WGlM+DRePDkuEhisOwAYoBTeJUmrzl6s1Q3JpItwnqF4lcBWhtwJk3LaRdEHDth4LkHHbRtIFDdt6LEDGbZ1rjTUXoacC1LAtdxF6KkAN23IXoacCZN1WEv4IN0ur/1NMBXAAwDesQ2M9Bajm1kCZ3V8C4L+sQ2M9BajmVgGYAMAB4AvWobGeAlRzzwMYDyABwBrWobGeAlRzywHcAKAbNAyN9RSgmlsMYAyA4dAwNJYFKPGHkWbpRleEAdJhMWu4BOuwmDVcbjoszQXoltvoitBb7oHijH9vy0//CGJ0WFo0XCJ1WFo0XFbIApT4wbASBBoW4Z0Dc1+Pj+72tvoto3VYTBouA3RYjBqueh3WUD0F6JJbX4RTh5xd4kvD9X3+w3mHSxcPF6TDYtJwGaDDYtJwbc1PO3aoZFEBZAFKfGBoCQJKEfZp8+im4Z1eudKXqimIGi7ROixGDZdYHVZoa7jE67BYNFx1Dlud3WG7Z8mPzVeIypWEH4aXoJm0VGbLlTosSTgQiJuvm0lLZbZcqcOSXPIEogTNpkwyU66ZzlUSpgSiBM2mTDJTrpnOVRKmBKIEzaZMMlOumc5VEqYEogTNpKUyW67UYUkueQwvQanDCkzugeKMf0sNl+G5kjDE0BJUdVjPsemwhGq4LJ/tHfgaqw5LoIaLWYclWMMVuS0//aPv8x/OC7CGi1WHJVrDxaTDEq3hkoQnhpWguhb4FQATWXRYAjVcFgDvALiWRYclUMOlSYe1vWD6XkEarvq1wIdLFw9n1HBNEaDhYtZhCdZwMeuwVA1XEgRouCThiyGTpV0LEOw6LBEarvoCBLsOS4SGi0eHBQCfA7CCX8PlUYbAqOE6A+B2Tg0Xjw5LhIZLsw5LXWK3EUA2ODVckvDGCJWWxwJk3FaPhstjATJuq0fDpUeHFQPOItSpw3KuNT4DjUWoU4elR8PFbYORRSjxhdAhgp4CBHRpuLgLUM3l1XDp1WFVAfgdgDpo03Dp1WE5NVzNAazWoOHSq8Pi1XDp0mGpGq6xAIZBDo0lbvCapb3psJ4DZwE2OCgNGi5Vh/UaOAvQLZdZwyVYh9XoijBAOqwGV4RpI6jFUybE67C0aLiE6bDcrwh9abjkWmPzoKkE01MwERfnXBmtw2LScBmgw2LUcAnXYdUXoT8Nl2AdVjyA//RKeiD6yi7v9gqgDotJwyVah+Uswr5tZhR703CpX1PlPUbMAXMJqgW4FIDXIZsBOixWDZdoHRajhku4DismOTFt+8gub/UPZO49V5y8OzKixVJfmUbosFg0XEbosFg0XFDuNidvtmQCmEowmMoks2ipgpVrNh2W1HBJ3GF9gzhoyiQTaamClWs2HZbUcEkawFqCZlMmmSnXTOcazFxJiMJagmZTJpkp10znGsxcSYjCWoJmUyaZKddM5xrMXEmIwlqCQVMmmUhLFaxcs+mwpIZL0gDWElypcb9Sh8WB1GEFLFfLp09SwxXmMJWgOkUgFcrcKa/YHVW0vGr/jMDrsIRquDTpsARquJh1WCI1XOw6LJvj+4KHDmTsIELW3brosAKt4Yr6Lu/ek3WOap8aLiiv9VQ5PSb8YV5DqU4anQIfmqbs43/euGZPn6cIIW30HJTLWuDRLDosgRouVx3WMH9aKoEaLk06rO0Fj+UI0nAx67Bq7OVTDhS/b4OGtcY+cp06rKN2h+1uX7mCNVzNAfzvcOni3ZTa/+ArF3KitGngXTvsTdNUDeA9AFdCWT9cpPmAXApQ3QeLDkuEhstVhnA9pbSUIVeEhotHhwUA66D8EuPVcPHosLjtMy65ThnCBQATGXVYIjRczQH8D8AxAH+glNb6y9WaIbk0MUKlZQFnEXorQMZt9Wi4PBYg47Z6NFx6dFgx4CxCnTosPRquRgWoYVs9Gq7mcCtA1m0l4Y9wpZDqansQwPcANrMOjfUUoJrLq+HiLkA1l1fDpVeHVQVgAgAHtGm49OqweDVc3AWo5vJquJpDFqDEB4aYpQHPV4QMOqzR4ChAt1xmDZebDktzAbrlMmu4BOuwGl0ResvdXfjy59nHZ38KMTosLRoupw6LqwDdcrVouKIgC1DiB8NKEGhYhJMG7HulRUzvN9VvGa3DYtRw1euwhukpQJdcZg2XYB1WfRH61nBVxfxQMH3/oZJFKYJ0WEwaLlWHdRQ6C9All0XDRb7Lu/fk4dLFuyELUOIDQ0sQUIqwb9vHvxrW8cWxvtRFBuiwGDVcwnVYQdRw3Z85ssv8fqGm4apz2Bx2h+1ukTosNg1XdR2l9j98mN1UzvWTeMXwEjSTlspsuVKHJQkHAnGvBTNpqcyWK3VYkkueQJSg2ZRJZso107lKwpRAlKDZlElmyjXTuUrClECUoNmUSWbKNdO5SsKUQJSgmbRUZsuVOizJJY/hJSh1WIHJ3V348ud1tComwLkhr8MSnCsJQwwtQY06LFpe+cvjgddhCdVwadJhCdRwRWcfn/3pDwXT9wdYw+XUYfnUUqkaroMCNVxMOizRGi5JeGJYCbqsBb6WRYeVffzPG9fs7fckIaStzlxNOiyBGi5NOiyBGq76tcCHShalBFDD5dRhFdgdtnu8ZeKihqsKwBoBGq7mYNRhidRwScIXQyZLuxYggDGMOixXDdcYSukpjlweHZYIDRePDkuEhsujDCEAGi6nDKECwCRGHZZzrfFZdRseDVdzaNRhidBwScIbo1RajQpQw7ZcRahTh6VHw6VHh6VHw6VHh6VHw9WoADVsy12EemwwsgglvhA6HNZTgEAjDdcm1qGxAB0Wr4ZLrw6LV8OlV4fFq+HiLkA116nhSoCGobFeHRavhktiDnjN0r50WFwF2OCgPFwRBkiHxazhEqzDYtZwCdZhNbgiTBtBqadMNNRhcRWgW26DK0I/Gi5hOiwtGi651tg8aCrB9BRMxMU5V0brsC5quPrnvNoitu8bnnOF67CYNVyCdViMGi7hOqwYAOt6Jt7f5uquC7v60WEVQGcBuuQ6NVwxV3Z5NzlQOiwWDZf6NVXeY8QcMJegWoBLAXgdOhmgw2LUcAnXUplKwzV16Om7IiyxH1t967Dq7A7bPSJ1WGwaLvE6LBYNF5S7zcmbLZkAphIMpjLJLFqqYOWaTYclNVwSd1g/GAmaMslEWqpg5ZpNhyU1XJIGsH5KxqMuWsJ1RACgNEHnq7u+96em9vK41tX5aFZbhMi6C4hyXMCX7f+MPS1uFp97kcCeb3BzzXSuwcyVhCisJWi8ukiZBjEewK0ArgHQZmr+gwCA8xGtcbZJW9RYmqLa2hQOYhWXK2Y/l3Kumc41mLmSEIW1BI1RFylXfNcAeBjARABNABRBmRKx/dVeG+892nToMFsE88qyS13VJHVY4ZsrCVFY3xMUqy4ihICQmwD8COBbADdCmWQ9EkB7UDoVlC44mDDm7SprvFm0VMHKNZsOS2q4JA1gLcGVGvfrfToDIQMAbAWwHkALAOkAOoDSJ0BpJpRVIwC86LB8f5otdVjaMZsOayWlDi2fPkkNV5jDVILqFIFUKHOnvGJ3VNHSC7tmepxSQEgkCHkBwE4AyVCWxyWD0gx4WLs6mhDr+P2jt921O7n6r3uHOF7d1RZvZcdhWt59HnPLq/bPCLwOS6iGS5MOS5SGi1WHVeewObbmp+dn7ND28bWPXEYdls3xfcFDBwRquJpuyZtW6i8Xyms9VU6PCX+Y1w6rk0anwIemaeeJv29YmzPkaUJIxwbfJaQLlKu/P0OZcN0LlL4P1xUASklOAiEzCCHWLcDi3wC9xtYcL02wF+3Z23x87bbEtNqc5uMa5WYf//PGNXv6PEUIaaPh3BuhVYclUMOlSYclUMPFrMOyOyrvOVTywSloWGvsI7c5GHVYqobLBmC1AA1XawCbjpQu3QLgLl+5kBOlTQPv2mFvmiYbgNegLM4fTSk9DkKuBfBvAFYA00DpvxseAUmA8sHIdADtKZDbBMisA/qNBcZ/Q2khQ66rhus6SmmR5h8Enw5LhIaLR4clQsPFo8OKAfA5lH9LXg1Xc2jXYTnXGp8BcDunhqs1gE0AfgJwH6W0zl+u1gzJJQqlVOgDAAEwD0DuLuABCtgosI8C3Rs9H/gNBUqo8k7f/6qAmyKAjwH8DKC1xlwLgIUA9gFoo3HbSACfAcgEkKBx2wgAywHsAtBS47bRAP4LYDOAphzH/DmAHwA007htHIAtUEowWuO2MVBKbCOAWI3bNgeQBWA1gCYat42HMpr4AkCUxm1bA9gDpeCsPK9r+QjfhzE7BcjTwHo7QCuBH6m3cgC6UeBrCgyFcnWxrEEBAn+gytWC8/k5FPjAR67mItRTgC770FyEegrQ7dg1FaGeAnTZh+Yi1FOALvvQXISyAOXD38MQr5p6hfebw0DhFUDLC0BTCpxOT0HM5PyH5rWqPnrrG8kbTmIEdeqw9mP/6MXNgQEbgb9dcdEG8xiAcgCfqH9eBuCo11xKHYSQB6EMjTcTQq6jlBb50mEB+Ag6dViUUjshZCqUofE3hBCfGq7dhS9/DmXorUuHRSmtIYT8HsrQ+L+EEJ8aru1Hn9gAYA106rCoInD4HZQC/oIQ4k/DJUSHRSk9TwgZD2VovJoQcrsfDVdTuA2BeXIl4Y14vT4hvaH8xj9yFriuOTAHwITb+ma9dH/52vk3Fb4QeTD+WryV/AWqrfGgLjqsn0qX7ogDxgFoC0ptICQJQClcps2wHYKLhmvAvldaxPR+U/2W0TosRg2XcB0Wm4bLURWz/egTuw+WLLyStwDdcmMAfN4z8f62PjRcRuiwnBqu6Cu7vNvLc66DbMmbVqp+CCILUOIVsSWovDizoPxGHgJKTxBCyIC2f1r3mqPi5rHF72Fb4n1Y1mUB6iyRAICB5euQGzcK5yNaVY0o++Sp9Nx7sgFkQ+eBSQ1XYHLZNFzidVisGi4Ady3KilotKlcSfoguwUVQ5hNeD0o3A8qnnJOOPnlm3Kl/RX7V7kms7vgyoE41S7Tl4tk9vfBVu9lY2/F54BLXUpktV+qwJOGAuHuMEPIbAPcCeNlZgCp37Gkxwb6+/d/qC5Coo9uS6O54tfcWfNFhjuueLmUtldlypQ5LcskjpgSVSazvAjgI4BmXv48FMPVws2tiP+/4HEAI4muL8JdfRqD32W8AALnxo1BnaeLcwqkuEgGPMknmhn5mMHMlYYioK8GHAHQFMAPON9yVN813TTw2u3eDQOqAzRIHCq9XLZe6MslMuWY6V0mYon+KjPIe1N+gTEX42uU7cwEkF8QN/wlAO+dfno1sh3/12QwfXOrKJDPlmulcJWGKiCvBKVAmpM6p/0RXWSv8RwAf7mo56Q1KacVVxRlIzbsPEQ6fMzMudS2V2XKlDktyyaOvBJV34qdDMcN87/KduQDqAPzdqcNqVluEFjW/oo5E+tur1GFxsP3oExvqHEHRcIW0DktwriQM0XslmAKgN4C3Xa4CE6B8ereAACc37B/93rb8B09saP+XqjeS/wNKPEf61HBpRKMOS6SGS4MOS6iGK+6XU2+s2X70id3+c4VquJh0WAZouOJYdFiiNVyS8ERvCd4OoAZwmXirrLzodhx4GcDi7sDgBaVLUwkhkymxatdwOVFs1P1AyE0g5E71az8PT9Okw8o+9udNgjRcmnRYAjVcThvMhYMlC68MoIarORh1WKqGqwhiNFyJADay6LBEargk4Qv/ZGllKJwPYC8ovcXtW1Yo78P0OwNkJShTGtqmj6DV8K3hmgfgFjg1XMrOYqG82GcD6ADADqW8HVA+2PkVwD8BfEqU72nVYVUDeB/AKPBruHh0WCI0XPUFCGCicylcADRczaFdhxUDYB2UfzteDVciFGkDsw5LhIZLEuZw2xeALqoC6zGXvxtQB2y6WrF8/AygNQVaUuAmln1C0XC9DiAXQEcK3E6BCgqcV7O8Pc47gIpHFRMMjw7LAiADfBouPTosPRoupw3mP9Cuw9Kj4WoOfh1WDJQZBDwarkRw2mCgQ8MlH+H/4N8YmKIW0EDn39UCf6MA7QDkQKMPsP6A1CKcDZTUAVV+yq/BowqoKwNmceZqLkI9BeiyDx4NF3cBuuyDR8PFXYAu+9BchHoK0GUfsgjlw+OD1yx95/1Hpjx7RfmaDtOHnv3WQZosOXluy+q/7R99MBFofTlwGaW0FIRMA3AalK7TkuEg5HY78Ekk3zzGKgBTQanmRfOqfabB0NiXDiv7+GzdOiw1t94+A3Vo7EuH9cupN9bAbQjMmVtvnwEwLm0ErfWUCYE6LDW3wdDYj4YrDm5DYB25DYbGvjRccq2xedBUgukpmAh1ztWMA7+Na1ZbjOf77wRVtVSv/tiCRNHq1XGU3qXsnWQCOANKx/nYrdsRkVgoi+ObajgPdy4ASALf+071RehbwyVch8Wm4RKvw4oEsKpH62nJ13RbdBkhhCIwOqwYAOt6Jt7fxruGS7wOi0XDpX5NlfcYMQfMnw6rBbgUygsmro3tMIqiewBQ3qCPc9RGtKLV1mPNrq9x2exKAHdrPKa7AOhV2zivLLRvqLgLH+jb5vHC+KguH0A9X9fnEELiIiyx1qu7ZnRPG0Fv1Hmszlw7gKl92jxaERPZ7kOvudZY61Vd3+udNoKOF5Rbkzr03MdXdV1wOSGkqXsmgDhCSNOrur7XddrQihUiClDNrZoypOyDK7vM76t+wOMh19L06q4LL7t3mO0LEQWo5p6/e3DhgpTOb1zhLVd9LFVf85Iwh+lK0JO66K3seGxNSsPKzvMAAM1qTuH+3CnY1HZ61e4WE1pxDSeUX8sHAPTUvG1jDoLSXjwbSh2WsZlmzJWELqxXgg3URYTWIdpRgSprQv3fnYtsi3m9v8buFhPqAPwehFwOQl4AIZ01HE9fKNNgRHCZp3mEjEgdlrGZZsyVhCisJdhAXRRVp7wFZrPGe3quU13UGcqtNLVMQu4MZa6fCOwAOnFuayZFlJnONZi5khCF9dPXBqsaKLFgV4vbUBTtddTaEpRuBNBC4/HEQZzeywJlWgQPZlJEmelcg5krCVFYS7DBaoZqaxwW9PT5wRmvuqgCykoQETgAnOfc1kyKKDOdazBzJSEK61VXoNRFRyHCcagQAWVOGw9mUkSZ6VyDmSsJUVhLcKXG/fKqi36BshZYBCdAaQ7ntoE631DINdO5BjNXEqIwlaA6RSAVgL/Jx5VQJpnyTSlQ5uv8E+y/qb1Roe6Hi4Cdbwjkmulcg5krCV24V4zAqFn2QV4x4kpAzjdEcs10rsHMlYQevGuHvaqLxBwVuR3KezdaTMlOKgGk8qwd9kRAzjdEcs10rsHMlYQWYm++LhJCZgB4CdqKsBLA06D0LWMOSiKRhBuhW4KA84rwIyhrgX1NcK2AouCaJuoKUCKRmIPQLkHA+R7hnQCehmez9AkoH4Ks0PseoEQiMR+hX4KuKGuBO0FZCXIewDEd02AkEonkEitBiUQiEYyodboSiURySSJLUCKRmBpZghKJxNTIEpRIJKZGlqBEIjE1sgQlEompkSUokUhMjSxBiURiamQJSiQSUyNLUCKRmBpZghKJxNTIEpRIJKZGlqBEIjE1sgQlEomp+X8E9F+8kgICjAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "unitdisk_radius, min_radius, max_radius = find_UDG_radius(points, graph)\n", + "print(f\"Unit Disk Radius: {unitdisk_radius}\\nMinimum Radius: {min_radius}\\nMaximum Radius: {max_radius}\")\n", + "\n", + "figure = plt.figure()\n", + "axes = plt.subplot(1,1,1)\n", + "visualize_graph(axes, graph, points)\n", + "\n", + "x0, y0 = (1,0)\n", + "angles = np.linspace(np.pi/2,np.pi,1001)\n", + "\n", + "axes.plot(min_radius*np.cos(angles)+x0,min_radius*np.sin(angles)+y0,\n", + " linestyle=\":\",color=\"red\",label=\"$R_{min}$\")\n", + "axes.plot(unitdisk_radius*np.cos(angles)+x0,unitdisk_radius*np.sin(angles)+y0,\n", + " linestyle=\"--\",color=\"red\",label=\"$\\sqrt{R_{max}R_{min}}$\")\n", + "axes.plot(max_radius*np.cos(angles)+x0,max_radius*np.sin(angles)+y0,\n", + " linestyle=\"-\",color=\"red\",label=\"$R_{max}$\")\n", + "\n", + "axes.scatter(x0,y0,color=\"red\",zorder=3,marker=\"o\",s=350)\n", + "axes.set_xlim((-0.25,10))\n", + "\n", + "plt.legend(loc=\"upper right\",)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 8.044e-06m\n", + "Unit Disk Radius: 0.841\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 20e6 # rad/sec\n", + "\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * x).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -20e6 # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ae2dfa6-f513-4c93-a40c-2accfd3006d0", + "metadata": {}, + "outputs": [], + "source": [ + "device = LocalSimulator(\"braket_ahs\")\n", + "ahs_run = device.run(ahs_program, shots=1)\n", + "\n", + "result = ahs_run.result()\n", + "save_result_json(\"square_lattice_mis.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "ename": "BaseException", + "evalue": "Only run this cell when you are ready to submit your job.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mBaseException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[126], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOnly run this cell when you are ready to submit your job.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m#DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n", + "\u001b[0;31mBaseException\u001b[0m: Only run this cell when you are ready to submit your job." + ] + } + ], + "source": [ + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "#DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "f50681b2-542f-40e7-82ad-fb77e1f85c6c", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# save_result_json(\"4x4_square_graph_mis.json\",task44.result())\n", + "# save_result_json(\"1x1_square_graph_mis.json\",task11.result())\n", + "# save_result_json(\"2x2_square_graph_mis.json\",task22.result())\n", + "# save_result_json(\"6x6_square_graph_mis.json\",task66.result())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1a67b2da-0e26-4574-a3c7-8b1fa0cb283e", + "metadata": {}, + "outputs": [], + "source": [ + "task" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "id": "9d39e006-94cc-43e4-a629-1adc25980818", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"6x6_square_graph_mis.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"]) \n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in range(num_measurements)]\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "\n", + "start = 10\n", + "num_shown = 5\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1,num_shown,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " sequence_colors = [color_lookup[sequences[i+start][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(axes, graph, points, node_colors = sequence_colors)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "e0294f19-b9ef-4bba-8b7c-dbb9f60f10f2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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uYVAITv3xk+Svgc8wGJX2FPAFBn3sY3f8THy4S5Lea9K7ZSRJCzDcJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoP+H1lq/ZBTmjGyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# result_json[\"measurements\"][5]\n", + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "post_bitstrings.shape\n", + "n_occur_ground = np.sum(post_bitstrings, axis=0)\n", + "n_occur_ground.shape\n", + "# unique_n_occur, count = np.unique(n_occur_ground, return_counts = True)\n", + "\n", + "# unique_n_occur\n", + "plt.bar(list(range(0, n_occur_ground.size)), n_occur_ground)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "74e52fe7-07ff-4cc3-b169-915bbb5d7e5f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "post_bitstrings = np.array([q[\"post_sequence\"] for q in result_json[\"measurements\"]])\n", + "IS_sizes = np.sum(1-post_bitstrings,axis=1)\n", + "unique_IS_sizes, counts = np.unique(IS_sizes, return_counts=True)\n", + "\n", + "plt.bar(unique_IS_sizes, counts/counts.sum())\n", + "plt.title(\"Before\")\n", + "plt.xticks(unique_IS_sizes)\n", + "plt.xlabel(\"IS sizes\",fontsize=14)\n", + "plt.ylabel(\"probability\",fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 29.9300\n", + "Average post-processed IS size: 28.8200\n", + "FIXED\n" + ] + }, + { + "data": { + "image/png": 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1rFixosFqzcysN80EkofJ5tYCuB8Yn8YjPg2sbHXDWi0ipkXEqIgY1dbWtrabY2a23mgmkFxMNvMvwFSy7qzXgLOAMxs4fzkwJPd5cEprRHfnLk/7a1KmmZm1QMOP/0bEObn9WyS9H9gDeCgi5jdQxBxgRJqOfjkwnmzAvhGzgB/mBtgPAE6PiJWSnk9TtdwJfA74SYNlmplZC6zReyQAEfEYb4+ZNJJ/laSJZEFhADA9IhZKmgJ0RES7pD2BXwFbAodK+l5E7JoCxvfJghHAlIjo6k77Etnd0ibAjWkzM7OKNBVIJB0OnMzbKyTeD5wdEb9q5PyImAnMrEmbnNufwzu7qvL5pgPT66R3ALs1Ur+ZmbVeMy8kngJcDSwCTkvbA8CVkk4tp3lmZraua+aO5FRgYkT8Ipc2XdKfgClkLyyamVk/08xTW5sCt9ZJvzUdMzOzfqiZQPJrYFyd9M8A7S1pjZmZ9Tm9LWx1cu5jJzBJ0sd5e432vdN2djnNMzOzdV1vYyRfqfn8DLBz2vJpJ5CNk5iZrXeGTbqhlHIXTz24lHKr1tvCVsOraoiZmfVNzYyRvEXSppL+qtWNMTOzvqepQCLpy5KWkM3++7ykxyR9qZymmZlZX9DweySS/hE4nex9kf9KyfsAUyVtFhFTS2ifmZmt45p5IfEkYEJE/DKX9ntJDwE/JJsR2MzM+plmura25e1JE/P+BGzXmuaYmVlf00wgeZD6074fQzb/lpmZ9UPNdG19F7hG0r7AH1LaR4GPAUe0uF1mZtZHNHxHEhHXAaOBJ4FD0vYkMDoifl1K68zMbJ3X0B2JpI2Ay4F/jIjPltskMzPrSxq6I4mI18mWt41ym2NmZn1NM4Pt1wGfLlKZpDGSFknqlDSpzvGBkq5Ox++UNCylHytpXm57U9Lu6dhtqcyuY9sWaaOZmTWnmcH2JcA/SdoH6AD+O38wInqcAVjSAOA8YH9gGTBHUntE3JfLdiLwTETsJGk8cCZwVERcAVyRyvkA8OuImJc779i05K6ZmVWsmUByAtlMvx9MW17Q+1Tyo4HOiHgEQNJVwFggH0jGkj0dBjAD+KkkRUS+S+1o4Kom2m1mZiVqOJDkZwKWtGlKe7GJugYBS3OflwF7dZcnIlZJeg7YGngql+cosoCTd5GkN4BrgR/UBJ6uNk8AJgAMHTq0iWabmVlPmp208eu5SRufk7RU0jckqZzmrVb/XsBLEbEgl3xsRHyAbN6vfYDj6p0bEdMiYlREjGpra6ugtWZm/UPDgUTSj8i6nS4gG+fYH/g5MJlsLKM3y4Ehuc+DU1rdPJI2BDYHns4dHw/k5/oiIpanry8AV5J1oZmZWUWaGSP5PPD5iJiRS7tF0iKy4HJaL+fPAUZIGk4WMMaz+pQr7cDxZEv5jgNu6eqmkrQBcCTZXQcpbUNgi4h4Kr3rcghwcxPXZGZmBTUTSADu7Sat1zubNOYxEZgFDACmR8RCSVOAjohoBy4ELpPUCawkCzZd9gWWdg3WJwOBWSmIDCALIr9o8prMzKyAZgLJpcCXga/VpH8RuKyRAiJiJjCzJm1ybv8Vupm3KyJuA/auSftvYI9G6rZ1l9fDNuvbmgkkA4FjJB0IzE5pewHvA66QdG5Xxoj4auuaaGZm67JmAskuwF1pf4f09cm0vT+Xz9OomJn1I828R/LxMhtiZmZ9U1PvkZiZmdVyIDEzs0IcSMzMrBAHEjMzK8SBxMzMCnEgMTOzQhxIzMysEAcSMzMrxIHEzMwKcSAxM7NCHEjMzKwQBxIzMyvEgcTMzApxIDEzs0IqDSSSxkhaJKlT0qQ6xwdKujodv1PSsJQ+TNLLkual7ee5c/aQND+dc64kVXhJZmb9XmWBRNIA4DzgIGAkcLSkkTXZTgSeiYidgHOAM3PHHo6I3dN2Ui79fOALwIi0jSnrGszMbHVV3pGMBjoj4pGIeA24Chhbk2cscEnanwF8oqc7DEnbA5tFxOyICLJ15Q9vecvNzKxbVQaSQcDS3OdlKa1unohYBTwHbJ2ODZd0t6TbJe2Ty7+slzIBkDRBUoekjhUrVhS7EjMze0tfGWx/AhgaER8GTgaulLRZMwVExLSIGBURo9ra2kpppJlZf1RlIFkODMl9HpzS6uaRtCGwOfB0RLwaEU8DRMRc4GFg55R/cC9lmplZiaoMJHOAEZKGS9oYGA+01+RpB45P++OAWyIiJLWlwXok7Ug2qP5IRDwBPC9p7zSW8jng+iouxszMMhtWVVFErJI0EZgFDACmR8RCSVOAjohoBy4ELpPUCawkCzYA+wJTJL0OvAmcFBEr07EvARcDmwA3ps3MzCpSWSABiIiZwMyatMm5/VeAI+qcdy1wbTdldgC7tbalZmbWqL4y2G5mZusoBxIzMyvEgcTMzApxIDEzs0IcSMzMrBAHEjMzK8SBxMzMCnEgMTOzQhxIzMysEAcSMzMrxIHEzMwKcSAxM7NCHEjMzKwQBxIzMyvEgcTMzApxIDEzs0IcSMzMrJBKA4mkMZIWSeqUNKnO8YGSrk7H75Q0LKXvL2mupPnp6365c25LZc5L27YVXpKZWb9X2VK7kgYA5wH7A8uAOZLaI+K+XLYTgWciYidJ44EzgaOAp4BDI+JxSbuRrfs+KHfesWnJXTMzq1iVdySjgc6IeCQiXgOuAsbW5BkLXJL2ZwCfkKSIuDsiHk/pC4FNJA2spNVmZtajKgPJIGBp7vMy3nlX8Y48EbEKeA7YuibPZ4C7IuLVXNpFqVvrnyWpXuWSJkjqkNSxYsWKItdhZmY5fWqwXdKuZN1d/5BLPjYiPgDsk7bj6p0bEdMiYlREjGprayu/sWZm/USVgWQ5MCT3eXBKq5tH0obA5sDT6fNg4FfA5yLi4a4TImJ5+voCcCVZF5qZmVWkykAyBxghabikjYHxQHtNnnbg+LQ/DrglIkLSFsANwKSI+ENXZkkbStom7W8EHAIsKPcyzMwsr7JAksY8JpI9cXU/cE1ELJQ0RdJhKduFwNaSOoGTga5HhCcCOwGTax7zHQjMknQvMI/sjuYXVV2TmZlV+PgvQETMBGbWpE3O7b8CHFHnvB8AP+im2D1a2cb+btikG0ore/HUg0sr22x9UtbPYVk/g31qsN3MzNY9DiRmZlaIA4mZmRXiQGJmZoU4kJiZWSEOJGZmVogDiZmZFeJAYmZmhTiQmJlZIZW+2b4+qPrNb79pbmbrOt+RmJlZIQ4kZmZWiAOJmZkV4kBiZmaFOJCYmVkhDiRmZlaIA4mZmRVSaSCRNEbSIkmdkibVOT5Q0tXp+J2ShuWOnZ7SF0k6sNEyzcysXJUFEkkDgPOAg4CRwNGSRtZkOxF4JiJ2As4BzkznjgTGA7sCY4CfSRrQYJlmZlaiKu9IRgOdEfFIRLwGXAWMrckzFrgk7c8APiFJKf2qiHg1Ih4FOlN5jZRpZmYlUkRUU5E0DhgTEZ9Pn48D9oqIibk8C1KeZenzw8BewHeB2RFxeUq/ELgxndZjmbmyJwAT0se/Bha1/CJXtw3wVAX1rK361kadrq9v17c26nR9rbNDRLTVJvabubYiYhowrco6JXVExKj1tb61Uafr69v1rY06XV/5quzaWg4MyX0enNLq5pG0IbA58HQP5zZSppmZlajKQDIHGCFpuKSNyQbP22vytAPHp/1xwC2R9b21A+PTU13DgRHAnxos08zMSlRZ11ZErJI0EZgFDACmR8RCSVOAjohoBy4ELpPUCawkCwykfNcA9wGrgC9HxBsA9cqs6poaUGlX2lqob23U6fr6dn1ro07XV7LKBtvNzGz95DfbzcysEAcSMzMrxIGkRSQNkXSrpPskLZT0tZrjp0gKSduUWZ+k70paLmle2j5VZn3p2FckPZDSf1RmfWkKna5rWyxpXsn17S5pdqqvQ9LoVtTXS50fknSHpPmSfiNpsxbV9y5Jf5J0T6rveyl9eJqSqDN9fzcuub6Jqa6W/Tz0Ut8VyqZRWiBpuqSNSq7vwpR2r6QZkjZtRX091Zk7fq6kF1tVX8MiwlsLNmB74G/S/nuAB4GR6fMQsgcCHgO2KbM+spc3T63q+oCPAzcDA9Oxbcv+fuby/D9gcsnX9zvgoJT+KeC2Cr6nc4CPpfT/A3y/RfUJ2DTtbwTcCewNXAOMT+k/B75Ycn0fBoYBi1v189BLfZ9KxwT8soLr2yyX52xgUtnXmD6PAi4DXmxVfY1uviNpkYh4IiLuSvsvAPcDg9Lhc4DTgJY92dBLfS3XQ31fBKZGxKvp2F9Krg8ASQKOJPvFUGZ9AXTdEWwOPN6K+nqpc2fgP1K2m4DPtKi+iIiuv1Y3SlsA+5FNSQTZFEWHl1lfRNwdEYtbUUeD9c1Mx4LstYHBJdf3PLz1f3QTWvtzX7dOZfMOnkX2e6ZyDiQlUDZr8YeBOyWNBZZHxD1V1JeSJqbb6umStiy5vp2BfVLXyO2S9iy5vi77AH+OiIdKru/rwFmSlgI/Bk5vdX116lzI23PGHcE7X7otWs+A1B34F7Ig9TDwbESsSlmW0cI/SGrri4g7ezmltPpSl9ZxwL+XXZ+ki4AngV2An7Sqvh7qnAi0R8QTrayrYVXfAq3vG7ApMBf4NPBusl8Mm6dji2nhrXxtfenzdmTv1GwAnEH2bk2Z9S0g+0ER2SSaj5IeKy+jvlz6+cApZf77pc/nAp9J+0cCN1dQ5y5kXWpzge8AT5dQ5xbArcDfkU182pU+BFhQYn275dJa/vPQS32/AP6lwvoGAD8D/r7kOvcF/gvYMKW7a6svS3/xXAtcERHXAf8LGA7cI2kx2S31XZLeW1J9RMSfI+KNiHiT7AenlYPDq9VH9hfsdZH5E/Am2SRyZdXXNX3Op4GrW1FPL/UdD3Tt/xst/H52V2dEPBARB0TEHmRddw+3ss5Ux7Nkv4T+FtgifU+hpGmGcvWNaXXZjdQn6TtAG3ByFfWltDfIZiRvSddkD3V+HNgJ6Ey/Z96t7KXuyjiQtEjqD70QuD8izgaIiPkRsW1EDIuIYWS/dP8mIp4so76Uvn0u2/8mu2MorLv6gF+T/UdG0s7AxrRgJtIe6gP4JPBApFmiW6GH+h4HPpb29wNa1pXWw7/htunrBsA/kQ2At6K+NklbpP1NgP3JxmVuJZuSCLLAeX2J9T3QirKbqU/S54EDgaPTH1hl1rdI0k4pTcBhtPCau6lzbkS8N/d75qXI1nSqTtW3QOvrRtZFEMC9wLy0faomz2Ja99RW3frIntqYn9Lbge1Lrm9j4HKygHUXsF/Z30/gYuCkKv79Uvpc4B6ybso9Kqjza2RPcD0ITKVFXYXAB4G7U30LSE+8ATuSDUJ3kt11DSy5vq+S/VG1iixQ/2vJ9a0iu6vr+h636km/1eoj++P8D+lncAFwBbmnuMq6xpo8lXdteYoUMzMrxF1bZmZWiAOJmZkV4kBiZmaFOJCYmVkhDiRmZlaIA4nZOkTSbZJ+urbbYdYMP/5r1iBJF5O9B3RI+vxushcGjyR7I/xFYBHw04hYo8kkJW0FvB7ZJI5mfUJla7abrYd+DnyU7AXCBcCWZNOIb7WmBUbEytY0zaw67toyW3OHAf83In4bEYsjmx79/Ig4r7sTJG2UFh96XNKrkpZKmpo7/lbXlqQT0uJPtdvFufyHSpor6RVJj0o6Q7mFqSR9Os0E/bKklWmG5u3K+XZYf+VAYrbmngTGSNq8iXO+SjYH2nhgBHAUWXdYPVeTLX7VtR0IvAbcDiDpQLIpOH4K7Eq2CNY44Ifp+HvJJg28BHg/2SyxlzXRVrOGuGvLbM1NIPtF/pSk+cAfgesj4qYeztmBbA6t/4xsgHJJOm81EfEy8DK8NZHjNOD8iLgoZfk2cFbu88OSvgVcLumbwPvIFj6aERGPpTwtmcTTLM93JGZrKCL+g2zCw/3IlqvdGfidpAt6OO1iYHfgQUnnSTo4zfLbrdRVdR3ZTL2n5A7tAXxb0otdG3Al8FfAe8kmmrwZWCDpWklflNS2Bpdq1iMHErMCIuL1iPjPiJgaEQcA/wxMSCse1st/F9l65aeT/fxdAtzUSzC5gGwg/6jI1rjosgHwPbLA1LV9kKzLbEXKe0Da7gVOBB6S9KE1uVaz7rhry6y17ktfN+0uQ3q0dwYwIw2czyZbmOjB2rySTgUOAUZHWgs85y5gl4jodhGj1H12B3CHpClky/geRXa3YtYSDiRma0jSbWQrGHYATwMjyQa6HyDrhqp3zsnAE2TrYrwOHAM8T7Y+R23eT6byjgVezq2s+XJEPAdMAX4r6TGyrrVVwG5kQec0SXuTLQI2C/gz2ZrwQ3g72Jm1hAOJ2ZqbBRwHnEF2B/IkcBMwpaYLKu8F4Jtk3U9BtkjRQRHxUp28f0c2WH5NTfolwAkRMUvSwWTdaaeSBZIHycZhAJ4je8/lK2Trey8Fvh8Rlzd7oWY98ZvtZmZWiAfbzcysEAcSMzMrxIHEzMwKcSAxM7NCHEjMzKwQBxIzMyvEgcTMzApxIDEzs0L+B4S5O4naDM5pAAAAAElFTkSuQmCC\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_json = open_json(filename)\n", + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "# ind = list(range(1,n_show+1))\n", + "n_show = min(len(ind),5)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, points, node_colors = seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "b9d1b19c-7d1b-4739-b60c-b3ee8ecde5b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", + " 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 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4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.,\n", + " 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4., 4.])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "IS_sizes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cbbd33ef-1a69-42a2-b753-7f3629c4ef9a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd84d96e-3ef7-488f-9353-eaaa0665f8e3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb b/work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb new file mode 100644 index 00000000..2d705388 --- /dev/null +++ b/work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb @@ -0,0 +1,695 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 6.385e-06m\n", + "Unit Disk Radius: 1.030\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 80e6 # rad/sec\n", + "unitdisk_radius = 1.03 # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 154, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 15.8e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/b3def40f-8384-43cd-b191-993bb1d82565')\n" + ] + } + ], + "source": [ + "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 50\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"r=1.03, df=80e6, a=15.8, nshots=50.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"r=1.03, df=80e6, a=15.8, nshots=50.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 65.2000\n", + "Average post-processed IS size: 63.8966\n" + ] + }, + { + "data": { + "image/png": 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AVNUpwMNnUW9vYO+RslVA5hn3i7RRitnW/xnwhPnEkiRJkpbDSpnjIEmSJGmKTBwkSZIk9TJxkCRJktTLxEGSJElSLxMHSZIkSb1MHCRJkiT1MnGQJEmS1MvEQZIkSVIvEwdJkiRJvUwcJEmSJPUycZAkSZLUy8RBkiRJUi8TB0mSJEm9TBwkSZIk9TJxkCRJktTLxEGSJElSLxMHSZIkSb1MHCRJkiT1MnGQJEmS1MvEQZIkSVIvEwdJkiRJvUwcJEmSJPUycZAkSZLUy8RBkiRJUi8TB0mSJEm9TBwkSZIk9TJxkCRJktTLxEGSJElSLxMHSZIkSb1MHCRJkiT1MnGQJEmS1MvEQZIkSVIvEwdJkiRJvUwcJEmSJPUycZAkSZLUy8RBkiRJUq8VlTgk2S7J55NckOTSJCcneeIcjt8iyQFJPpvkN0kqyaoZ6h/Q1ZnpdejIMYfNVH8Bpy9JkiRNzZrL3YHFkmRX4GjgCuBI4GJgD+CoJJtU1Ztn0cyDgFcDfwR+AmzUU/+rM+zbF7hj16dx3g5cMIs+SZIkSctuRSQOSdYE3gdcC+xUVad25a8BTgEOSvKJqjqzp6kTgO2B71fV5UmumKlyVX2VMclDktsD/wr8Hvj0hMPfVlWrevojSZIkrRZWyq1KuwFbAB8ZJA0AVXUhcBCwNvD0vkaq6vSqOrmqLl9gf55OS8o+VFVXLbAtSZIkadmtiBEHYJdu+6Ux+wa3Cu28NF0B4Bnd9v0z1PmbJOsBV9Juizp2LklGkpMm7Np6tm1IkiRJs7VSEoctu+1pozuq6pwklwzVmaokDwLuBpxcVT+eoeo7Rr4/O8k+VTVpToQkSZK0bFZK4rBBt71wwv6LhupMW99owwnA54CTgXOBOwFPBl4GfDbJDlX17b4gVbX9uPJuJOKBc+20JEmSNJOVkjisFpKsDzwBuAQ4alydqvrASNH/Aa9N8hvgUOBVwN9Os5+SJEnSXK2UydGDkYZJowrrM3k0YjE9CbgFcFRVXTLHYw+nPUp2h0XvlSRJkrRAKyVxGMxtuN48hiQbAesyZv7DFOzbbWeaFD1WVf2Rtq7DOovZIUmSJGkxrJTE4fhu+9Ax+3YfqTMVSf4C2A74cVWdPI/j70xbcG7VIndNkiRJWrCVkjgcC5wOPCXJNoPCJBsALweuAo4YKt84yVbd/sUymBR96KQKSTZKcscx5RsCh3XffmQR+yRJkiQtihUxObqqrkmyL23NhhOSHAlcDOwBbArsN7JK88G0Rdr24boLdpLcBnjTUL21gNskOWyobL+qOm84fpK1gb9jJEEZYyvgmCTfoN06dS6wCfAw4NbAV4A3zuqkJUmSpCW0IhIHgKo6LsmOwIHAnrSL/h8CL62qsU84GmNdrr/C9DojZQcA543UeQztwv9jVfX7Gdr/BS1R2a47ZgPaE5h+QBtpeH8310GSJElarayYxAGgqk4BHj6LensDe48pXwVkHnE/BnxsFvV+BTxzru1LkiRJy22lzHGQJEmSNEUmDpIkSZJ6mThIkiRJ6mXiIEmSJKmXiYMkSZKkXiYOkiRJknqZOEiSJEnqZeIgSZIkqZeJgyRJkqReJg6SJEmSepk4SJIkSepl4iBJkiSpl4mDJEmSpF4mDpIkSZJ6mThIkiRJ6mXiIEmSJKmXiYMkSZKkXiYOkiRJknqZOEiSJEnqZeIgSZIkqZeJgyRJkqReJg6SJEmSepk4SJIkSepl4iBJkiSpl4mDJEmSpF4mDpIkSZJ6mThIkiRJ6mXiIEmSJKmXiYMkSZKkXiYOkiRJknqZOEiSJEnqZeIgSZIkqZeJgyRJkqReJg6SJEmSepk4SJIkSeq1ohKHJNsl+XySC5JcmuTkJE+cw/FbJDkgyWeT/CZJJVnVc0zN8DpswjHrJ3lLkjOTXJlkVZJ/T7Lu3M5YkiRJWhprLncHFkuSXYGjgSuAI4GLgT2Ao5JsUlVvnkUzDwJeDfwR+Amw0SzDnwkcNqb81DH9XAc4HtgG+BLwUeA+wH7Azkl2qqorZhlXkiRJWhIrInFIsibwPuBaYKeqOrUrfw1wCnBQkk9U1Zk9TZ0AbA98v6ouTzLbC/hVVXXALOv+Cy1peENV7T90Dq8HXgq8CDh4lm1JkiRJS2Kl3Kq0G7AF8JFB0gBQVRcCBwFrA0/va6SqTq+qk6vq8ml0MkmAfYFLgNeO7H5tV77vNGJLkiRJC7EiRhyAXbrtl8bsO7rb7jzF+Bsm+QfgNsAfgBOr6odj6m0J3AE4uqouHd5RVZcmORHYvbu16ldT7K8kSZI0Jyslcdiy2542uqOqzklyyVCdabg3cMhwQZIvAk+vqt8NFU/s51D57l29GROHJCdN2LV1b28lSZKkOVoptypt0G0vnLD/oqE6i+3NwF/RRhvW777+AvAw4H+SrDHHfg7XkyRJklYLK2XEYdlU1X4jRScl+RvgK7Tbox4N/NcU4m4/rrwbiXjgYseTJEnSjdtKGXEYfII/6ZP69Zn8Kf+iq6praU95AthhaNds+jlcT5IkSVotrJTEYTBn4HrzGJJsBKzL5HkF03Jet11nqGxiP0fKl7qvkiRJ0oxWSuJwfLd96Jh9u4/UWSoP6LarhspOA84CdugWgvuT7vsdgDN8opIkSZJWNyslcTgWOB14SpJtBoVJNgBeDlwFHDFUvnGSrbr985bkL5KsNab8r2iLuV0NfHxQXlUFvJ82AvLKkcNe2ZW/D0mSJGk1syImR1fVNUn2pa3ZcEKSI4GLgT2ATYH9qmrV0CEH0xaE2wc4bFCY5DbAm4bqrQXcJslhQ2X7VdXgNqSXAI9M8nXa41OvBu5FG/ko4B+r6hcj3X0jbcL0S5PcB/gucN/umG8Bb5v7OyBJkiRN14pIHACq6rgkOwIHAnvSLvp/CLy0qo6aZTPrcv0VptcZKTuA6+YvfAbYkLaOw0NoK1SfAxwJvK2qThnTz0uT7Ny1swewK3A27bGuB05r1WpJkiRpIVZM4gDQXag/fBb19gb2HlO+Csgc4n0K+NSsO3jdcRcCL+pekiRJ0mpvpcxxkCRJkjRFJg6SJEmSepk4SJIkSepl4iBJkiSpl4mDJEmSpF4mDpIkSZJ6mThIkiRJ6mXiIEmSJKmXiYMkSZKkXiYOkiRJknqZOEiSJEnqZeIgSZIkqZeJgyRJkqReJg6SJEmSek0lcUiyR5I1p9G2JEmSpKU3rRGHjwO/SvL6JFtOKYYkSZKkJTLNW5VuD/wz8NMkxyV5SpKbTjGeJEmSpCmZVuLwYOBI4EogwE7Ah4CzkrwtydZTiitJkiRpCqaSOFTVcVX1FOAOwAuAH9ASiFsCzwe+n+SkJH+f5BbT6IMkSZKkxTPVpypV1QVV9Y6qug9wf+B9wMW0JOIB3fdnJ3lPkvtNsy+SJEmS5m/JHsdaVd+uqmcBGwN/D3yDlkCsBzwT+GaS7yV5bpINlqpfkiRJkvot+ToOVXV5VR1WVTsCW9HmQqR7/SXwDuA3Sd6X5G5L3T9JkiRJ17csC8AlWSPJY4G3AE8AarCr296CNirx4yT/tgxdlCRJkjRkSROHJHdL8gbg18AngIcDawDnA28D7glsBrwGOLfbt3+S5yxlPyVJkiT9uaknDkluluRpSU4AfgLsR1vjIcCJwFOBO1bVi6vqp1X1q6o6ALgLLbkIYOIgSZIkLaM1p9Vwkm2BfYEnAetz3W1I5wNHAO+tqp9MOr6qLkvyIuDxwF2n1U9JkiRJ/aaSOCT5Hm2iM1yXMJwIHAJ8vKqunE07VfWbJACuOC1JkiQto2mNONy7255PWzH6kJlGF3ocwXWTpyVJkiQtg2klDt/gutGFKxbSUFXtvSg9kiRJkjRvU0kcujUaJEmSJK0QU3mqUpIPJDk0yVqzrJ/BMdPojyRJkqSFmdbjWPfuXrNKHLp+DI6RJEmStJpZlpWjJUmSJN2wrC6Jw8277VXL2gtJkiRJY60uicODu+05y9oLSZIkSWMtylOVknxgwq73JLlmhkPXAO4A7Ehbq+HEBfZjO+BA4K9o8yt+CLylqj42y+O3AJ4K3BfYtuvbmVW12YT6WwJPAB5GW936NsBvgeOAg6rqp2OOOQx4+qQ+VFUm7ZMkSZKWy2I9jnVvrr9IW4C9Znl8gMuBN8y3A0l2BY4GrgCOBC4G9gCOSrJJVb15Fs08CHg18EfgJ8BGPfVfC+wJ/Aj4DHAR8Be05OPxSR5WVSdMOPbtwAWz6JMkSZK07BYrcfglf544bNp9/ytmXvX5auA84BTgXVX18/kET7Im8D7gWmCnqjq1K39N1/ZBST5RVWf2NHUCsD3w/aq6PEnf4nVfBN5QVd8b6c+TgI8C7wbuNeHYt1XVqp72JUmSpNXCoiQOo7fyJLm2+/KeVXXZYsTosRuwBfDBQdLQ9evCJAcBh9FuD3rNTI1U1enA6bMNWlWHTSg/MsmBwD2T3Kaqzpttm5IkSdLqaCorRwNH0EYarp5S+6N26bZfGrPv6G6789J05U8G5z5pjsffJFkPuJJ2W9SxVeVTpSRJkrRamkriUFV7T6PdGWzZbU8b3VFV5yS5ZKjO1CW5P+0WpW9V1QUTqr1j5Puzk+xTVUePrX39GCdN2LX17HopSZIkzd7q8jjWhdqg2144Yf9FQ3WmKskGwOG0+Rb/MqbKCcATgTvT1q/YEngVsCHw2ST3W4p+SpIkSXOx4BGHJHcefF1Vvxwtm6tBGzdESW4OfArYCvjXqvrqaJ2qGn107f8Br03yG+BQWhLxt32xqmr7CX04CXjg3HouSZIkzWwxblU6o9vWUHtnTKjbZ7iNuRiMNEwaVVgfOH9ePZqlJDejPZJ1V+Dgqjpojk0cDvwnsMNi902SJElaqMW4VSlDr3Flc33Nx2Buw/XmMSTZCFiXMfMfFks30vBZ4CHAG6vq5XNto6r+SFvXYZ3F7Z0kSZK0cIsx4rDPLMum6XjgZcBDaYu/Ddt9qM6i65KGz9CShjdV1Uvn2c6daQvO/WwRuydJkiQtigUnDlV1+GzKpuxY2voLT0nyH0MLwG0AvBy4ivaIWLryjWm3NZ1dVZMmVPcauj3pIcBbquqfe+pvBKxRVb8ZKd+QttYEwEfm2x9JkiRpWqa1jsOSqqprkuxLW7PhhCRHAhcDe9BWsd5vZJXmg2kLwu3DdRfsJLkN8KahemsBt0ly2FDZfkMLur2HljScA1yc5IAx3TtsKPZWwDFJvkG7depcYBPgYcCtga8Ab5zDqUuSJElLYkUkDgBVdVySHYEDgT1pF/0/BF5aVUfNspl1aQnFsHVGyg4ABonDZt12I+DVE9r8KrCq+/oXtERlO+AxtFGPS4Af0EYa3t/NdZAkSZJWKysmcQCoqlOAh8+i3t7A3mPKVzGHCdpVtcusO9fq/wp45lyOkSRJklYHi7GOw6sWoyMDVfWaxWxPkiRJ0sItxojDAbT1FxaLiYMkSfozm+3/uanHWPX6R049hnRDtli3Ks13/QVJkiRJNwCL8TjWxVhETpIkSdJqzIt+SZIkSb1MHCRJkiT1MnGQJEmS1MvEQZIkSVKvxVjH4fTuy6qqLUbK5upPbUiSJElafSzG41g367Y1pmyuFnM9CEmSJEmLZDESh8NnWSZJkiTpBmox1nHYZzZlkiRJkm64nBwtSZIkqZeJgyRJkqReizHHYVaSrA3cAVgPuBg4q6quWqr4kiRJkuZvqiMOafZO8jXgIuAXwKnd9qIkX0vy9CSZZj8kSZIkLczURhyS3B74DLDdoGikytrAX3WvZyd5TFX9dlr9kSRJkjR/U0kcktwM+AqwFS1h+C3wWeB/gUuAdYF7An8L3B64P/DlJPerqiun0SdJkiRJ8zetEYcXA/egLeh2MHBAVV09WinJ84ADgf1picSLgNdPqU+SJEmS5mlacxz2pCUN76+qfx2XNABU1dVV9XLg/bSRiSdNqT+SJEmSFmBaicMW3fZds6z/zm571yn0RZIkSdICTStxGMxT+OUs6/+q2/p4VkmSJGk1NK3E4efddpNZ1h/U+9kU+iJJkiRpgaaVOBxOm7Pw7FnWfy5tTsSHptQfSZIkSQswrcThEOAY4FlJDkiyxrhKSdZIciDwD139d0+pP5IkSZIWYMGPY03ytAm7Pk6b7PxKYN8k/83113F4FLAxcHpX/6nAEQvtkyRJkqTFtRjrOBxGu81oJhvTRhUm2Rx4b9eOiYMkSZK0mlmsBeCySO1IkiRJWg0tRuKw+SK0IUmSJGk1tuDEoarOXIyOSJIkSVp9TeupSpIkSZJWEBMHSZIkSb1MHCRJkiT1WqynKo2VZE1gT2B3YCtgw56YVVVbTLNPkiRJkuZuaolDkrsDnwbuNigaU61GyvvWg5AkSZK0DKaSOCRZD/gisClwAXAM8ARaYnAksA7wF7RHuRbwU+CUafRFkiRJ0sJNa47Ds2lJw2+Ae1XVnkP7nllVj+luSdoJ+F9gS+DkqtpnIUGTbJfk80kuSHJpkpOTPHEOx2+R5IAkn03ymySVZNUsjts9yfFJLk5yUZLjkjx4hvp3S/KxJOcluTzJ95M8J4kL6UmSJGm1NK3E4VG0kYT/qKqzJ1Wqqq8DOwJnAP+R5L7zDZhkV+DErr2PAe8BNgKOSvKSWTbzIODVwCOAPwDXziLu39FGV+4BHAYcDtwLOCbJ48fUvydtdOXRwBeA/wDWAN7VfS1JkiStdqaVONyj2x49Zt8aw99U1YXAq4C1gH+aT7BuEvb7aBf6O1XVP1TVS4B7Az8HDkqy6SyaOgHYHlivqv4CuLon7i2BdwDnAfetqudX1fOB+wK/B97d3bY17N3ABsBjquqpVfXSrv7XgOcl2X52Zy1JkiQtnWklDht027OGyq7qtuuOqX98t915nvF2A7YAPlJVpw4Ku6TkIGBt4Ol9jVTV6VV1clVdPsu4T6A9KeodVfXroXZ+DbwTuA3w2EF5krvRbs86rqq+MFT/KuCV3bfPnGVsSZIkaclM66lKlwHr0S7YBy6kXUhvCozevjRIYG4/z3i7dNsvjdk3GPWYb1KykLgHdHGPmEX9rwOXMst+Jjlpwq6tZ3O8JEmSNBfTShxW0Z6atDHXjTr8hDaHYGfg5JH6g9tzrmJ+tuy2p43uqKpzklwyVGcxTYw7VDYcd6Z+/jHJGcA9k6xZVdcsXjclSYtls/0/N/UYq17/yKnHkGZjKX7fwd/5G4pp3ao0+DR886GyY2hrNrw4yWAOBEm2BN5Am0z9vXnGG9wadeGE/RcN1VlMM8W9aKROX/3BMTehjdbMqKq2H/cCfjSLfkuSJElzMq3E4XO0JGG3obL30y6MbwP8IMl3k5xKu9AdJBj/OaX+SJIkSVqAaSUOxwIfBq4YFFTVb4G9urI1gG2Av6Q9TSnAW6vqE/OMN/gEf9KowvpM/pR/IWaKu/5Inb76g2MKuHjhXZMkSZIWz1TmOHRPJXrqmPLPJdkKeAZwH+CmwOnAR6vqawsIOTyf4DvDO5JsRHuS0zRWpj4NuF8X9/cj+8bNZxg37wGAJGvQRl7OcH6DJEmSVjfTGnGYqKp+VVUHVNWjq+phVfXcBSYNcN3jXB86Zt/uI3UW01zjzlR/R2AdptNPSZIkaUGWPHGYkmNpIxdPSbLNoDDJBsDLaU9rOmKofOMkW3X7F+JjtNuPnp/kTkPt3wl4Hm1huE8NyqvqZ7RF5nZN8vCh+msDr+2+ff8C+yRJkiQtumk9jnWsJKHdNnRJVdVitVtV1yTZl7Z2wglJjqTNE9iDtm7EflW1auiQg2kLwu0DHDbUv9sAbxqqtxZwmySHDZXtV1XndXHPT/I84EPAd5Mc1dXZE7g1sGdVjc5XeC5wIvDprv7ZwCOBewHvrKpvzOtNkCRJkqZo6olDkl1ocxoeBNyJNhG6kvwa+BpwaFV9daFxquq4JDsCB9Iu3NcCfgi8tKqOmvHg66zL9VeYXmek7ADaSMIg7v9Lch5tZGMf2uTm7wCvq6ovj+nnj5M8AHgdLWFYB/g58I/Au2fZT0mSJGlJTS1xSLIO7dP8xw2KhncDdwaeQru96L+Avavq0oXErKpTgIfPot7ewN5jyleN9HO2cb8IfHEO9X8GPGGucSRJkqTlMpXEIclNgM/TJvyGNsfgeOB/gUton+zfk7aK9Nq05OK2SXarqmun0SdJkiRJ8zetEYfn0G5NKuCjwAsG8wKGdXMK3g48uav/LLxdR5IkSVrtTOupSk+jJQ2frqq9xiUNAFV1XlXtBXyaNjIxOr9AkiRJ0mpgWonDPbrtG2dZ/w0jx0mSJElajUwrcRg8avXns6w/23qSJEmSlsG0EodfdNvbzbL+oN7pU+iLJEmSpAWaVuJwFG3OwlNnWf9p3fZj0+mOJEmSpIWYVuLwNuD7wD8n2Xumikn2Af4ZOBV4y5T6I0mSJGkBFvw41iQ7Tdj1auCtwKFJngt8kuuv4/A44H7AGV39BwAnLLRPkiRJkhbXYqzj8FWumww9ybbda5wAm9MeyVqL1CdJkiRJi2ixLtKzzMdLkiRJmqLFSBx2XYQ2JEmSJK3GFpw4VNXxi9ERSZIkSauvaT1VSZIkSdIKYuIgSZIkqdeSPMEoyS7AzsBmwPrARcAq4Piq+upS9EGSJEnS/E01cejWeHgPcPcZ6vwUeFZVfX2afZEkSZI0f1O7VSnJ44FjaUlDutfFwFnddlB2D+C4JI+bVl8kSZIkLcxUEockdwAOB9ag3Za0P7BpVW1YVZtU1YbAnbvyC7p6R3THSZIkSVrNTGvE4YXAzYHfAttV1Rur6lfDFarq11X1RmC7rt7NgRdMqT+SJEmSFmBaicPuQAGvqKr/m6liVf0CeAXttqWHTak/kiRJkhZgWonDZt326FnW/+LIcZIkSZJWI9NKHNbqtpfPsv4VI8dJkiRJWo1MK3H4bbfdZpb179ttz1n8rkiSJElaqGklDl+nzVl4dZIZ14ro9r+KNifixCn1R5IkSdICTCtxOKTb7gB8Psldx1VKsiXwha4etMXiJEmSJK1mprJydFV9Pcl7gX8AHgz8LMn3gR/RFn9bD9gauPfQYYdUlSMOkiRJ0mpoKolD57nApbQ1HUKb7zCcKKTbFvAW4F+m2BdJkiRJCzCtW5Woqmur6iW0kYW3A98DLgSu7bbf68q3rqr9quraafVFkiRJ0sJMZcQhyfrdl1dU1U+AF00jjiRJkqSlMa0RhwuAPwAPmVL7kiRJkpbQtOY4XAHcFPjWlNqXJEm6Udhs/89NPcaq1z9y6jHm48Z87qujaY04nDXl9iVJkiQtoWld2H+52+4wYy1JkiRJNwjTShzeSrtd6TVDE6UlSZIk3UBNJXGoqp8BewJ3Ar6V5AlJ1p1GrGFJtkvy+SQXJLk0yclJnjjHNm6a5FVJTktyRZKzkrw3ye3G1D0sSfW8XjlyzFdnqLtqgW+BJEmSNBXTehzr6d2X1wJbAkcCleQ84LIZDq2q2mKeMXcFjqaNdBxJW6F6D+CoJJtU1Ztn0cZNgM8AuwMnA5/s+r8v8OAkD6yqc4cO+TSwakJz+wHrdH0a58AxZRf09VGSJElaDtN6qtJmI9+ne13vU/sRNZ9gSdYE3kdLVHaqqlO78tcApwAHJflEVZ3Z09TTaUnDR4G9qqq6dp4NvBt4HfCsP3W26tO05GG0P9sCrwZ+WFWnjAtUVQfM+gQlSZKkZTatxOEI5pkEzNNuwBbABwdJA0BVXZjkIOAwWlLwmp52ntltXzZIGjqHAP8M7JXkhVV1eU87z+i2h86u+5IkSdLqbSqJQ1XtPY12Z7BLt/3SmH2DW4V2nqmBJDcDHgD8bHRkoqoqyTG00Yb7AV+boZ2bA08BrgQ+NEO9p9BGZi4DTgVOqKprZ+qjJEmStFwWNXFIclvaRfydabcm/Rr4alWds5hxxtiy2542uqOqzklyyVCdSbagTRa/XhsjbW/JDIkD8HhgA+DIqvrDDPU+PPL9z5PsVVXf7uknAElOmrBr69kcL0mSJM3FoiQOSdYA/h14LrDWyO4/Jvkg8E9VdeVixBtjg2574YT9Fw3VWUgbw/UmGdym9P4J+z9De6++B5xPG3V4FvA84Jgk966qX/bEkCRJkpbUYo04fIj2+NVMiLEv7dGsK3pN7yR3BXYCzgC+Mq5OVb11pOgnwAuTXAS8kvY0pn/qi1VV20/ow0nAA+fQbUmSJKnXgtdxSLIb8KTu20toTzf6R9row7tpn9QHeFiSxy403gSDUYJJowHrM3kkYS5tDNcb5+9p5/qBkcnVs3FIt3W1bUmSJK12FmPEYe9uexbtUahnDO9McjBwPO2WnKcDn1qEmKOG5x98ZyT+RsC6tMeyzuR0rlt3YpyJ8yi6OGvQzu+PwAf7u3w9v6c9iWqdeRwrSZIkTdVirBz9ANoF7ytGkwaAqvo18FLaJ/H3X4R44xzfbR86Zt/uI3XG6h6xegpw9ySbDu9LEuAhwKXApMnLjwDuAHyxqn4zy34Puz/tPVo1j2MlSZKkqVqMxGHjbnvsDHW+3G37FoCbr2NpIwZPSbLNoDDJBsDLgatoa0sMyjdOslW3f9h7u+3BXbIw8CzgLsCHZ1jDoXfthiSbJ7nVmPI7Au/qvv3IpOMlSZKk5bIYtyqtSxtxmPjo0aq6oLsOT5Kbz2IBtTmpqmuS7Etbs+GEJEcCFwN7AJsC+1XVqqFDDqbdVrQPbXG4gcNpk7yfDGye5HjgrsDjaBOeXzEufpLb0yZ+/xb47xm6ujPw7iRf69o7H9i8O3Yd2iNaJ679IEmSJC2Xaa0cPZNxT15asKo6LsmOwIG0i/+1gB8CL62qo2bZxrVJHg3sDzwVeBEtITqUdivWuRMOfTrtvTy8qq6ZIcR3gY8D2wLb0ZKuC4ATaROqZ9VPSZIkaaktR+IwNVV1CvDwWdTbm+smdY/uu5KWfBw4h7hvBN44i3o/AJ4223YlSZKk1cViJg57JZnNAm8z1quqIybtkyRJkrQ8FjNxeE/P/sG6BjPVK4YmMUuSJElaPSxW4jCVeQuSJEmSVg+LkTjsswhtSJIkSVqNLThxqKrDF6MjkiRJklZfi7EAnCRJkqQVzsRBkiRJUi8TB0mSJEm9TBwkSZIk9TJxkCRJktTLxEGSJElSLxMHSZIkSb1MHCRJkiT1MnGQJEmS1MvEQZIkSVIvEwdJkiRJvUwcJEmSJPUycZAkSZLUy8RBkiRJUi8TB0mSJEm9TBwkSZIk9VpzuTsgSZJmZ7P9Pzf1GKte/8hliz1TfEnLzxEHSZIkSb1MHCRJkiT1MnGQJEmS1MvEQZIkSVIvEwdJkiRJvUwcJEmSJPUycZAkSZLUy8RBkiRJUi8TB0mSJEm9TBwkSZIk9TJxkCRJktTLxEGSJElSLxMHSZIkSb1WVOKQZLskn09yQZJLk5yc5IlzbOOmSV6V5LQkVyQ5K8l7k9xuTN3NktQMrwMmxNg4yaFJzu5i/CzJvyZZa56nLkmSJE3VmsvdgcWSZFfgaOAK4EjgYmAP4Kgkm1TVm2fRxk2AzwC7AycDnwS2BPYFHpzkgVV17phDvw98ekz5V8fE2Aj4JnAn4FPAacDOwOuA+yd5TFVVX18lSZKkpbQiEockawLvA64FdqqqU7vy1wCnAAcl+URVndnT1NNpScNHgb0GF/BJng28m3Zx/6wxx51aVQfMsrtvADYBnlNV7+naD/AR4End66OzbEuSJElaEivlVqXdgC2AjwySBoCquhA4CFiblhT0eWa3fdnIp/6HAKcDeyW5+Xw7mWQ9YM+urUOG+lnA/iN9kCRJklYbKyVx2KXbfmnMvqO77c4zNZDkZsADgJ+Njkx0F/bHAOsA9xtz+B2S/GOSlyd5RpItJoTZHrgpcMzo7UhdzJ8BOyRZY6a+SpIkSUttRdyqRJuHAG2+wJ+pqnOSXDJUZ5ItaInU9doYaXtL4Gsj+x7Svf4UNsmHgWdX1aWz6edQ+d2BTWmjEhMlOWnCrq1nOk6SJEmaj5Uy4rBBt71wwv6LhuospI3hegCXAa8FtgU2BG4F/DVtXsXfAUcsQgxJkiRp2a2UEYdlUVW/A141UnxsNxrwXeBxSe5bVd+dQuztx5V3sR+42PEkSZJ047ZSRhwGn+BP+qR+fSZ/yj+XNobrTVRVlwEf6r7dYRoxJEmSpKW0UhKH4fkHf6ZbN2FdJs8rGDid9jjXSXMh+uYnjDqv264zVDaxn0PlVwG/nGUMSZIkaUmslMTh+G770DH7dh+pM1ZVXU6bm3D3JJsO7+vWWXgIcCnw7Vn26QHddtVQ2cm0xOAhXZvDMTalTYw+saqumWUMSZIkaUmslMThWNqIwVOSbDMoTLIB8HLaxfoRQ+UbJ9mq2z/svd324JEL+2cBdwE+3CUYg3buM5oAdOWPo60bcT7whUF5VV1EW9X6LgwtJNe1cXD37ftmec6SJEnSklkRk6Or6pok+9LWbDghyZHAxcAetEeb7ldVq4YOOZh2Yb8PcNhQ+eG0BdqeDGye5HjgrsDjgDOAV4yEfiuwRTch+dfAGsB9gR2BK4G9u0Xohu0P7Aq8K8lfA/9HW2PigcB/0xILSZIkabWyUkYcqKrjaBfsJ9Iu/p8D/BZ4UlW9eZZtXAs8GjgAuC3wItrk5kOB7avq3JFD/h/wI9pF/7Npowh3AN4PbFNVnx0T42zabUwf7Pr7IuDWwCuBx48uDCdJkiStDlbEiMNAVZ0CPHwW9fYG9p6w70rgwO7V1877aUnCnHTJwzPmepwkSZK0XFbMiIMkSZKk6TFxkCRJktTLxEGSJElSLxMHSZIkSb1MHCRJkiT1MnGQJEmS1MvEQZIkSVIvEwdJkiRJvUwcJEmSJPUycZAkSZLUy8RBkiRJUq81l7sDkm7YNtv/c1OPser1j1ztYmv5+HOXpOXhiIMkSZKkXiYOkiRJknqZOEiSJEnqZeIgSZIkqZeJgyRJkqReJg6SJEmSepk4SJIkSepl4iBJkiSpl4mDJEmSpF4mDpIkSZJ6mThIkiRJ6mXiIEmSJKmXiYMkSZKkXiYOkiRJknqZOEiSJEnqZeIgSZIkqZeJgyRJkqReJg6SJEmSepk4SJIkSepl4iBJkiSpl4mDJEmSpF4mDpIkSZJ6mThIkiRJ6mXiIEmSJKnXikockmyX5PNJLkhyaZKTkzxxjm3cNMmrkpyW5IokZyV5b5Lbjam7TZLXdnF+l+TKJKcneVeSO05o/6tJasJr1TxPXZIkSZqqNZe7A4slya7A0cAVwJHAxcAewFFJNqmqN8+ijZsAnwF2B04GPglsCewLPDjJA6vq3KFD3gM8ADili3ll9/1zgCckeVBV/XRCuAPHlF3Q10dJkiRpOayIxCHJmsD7gGuBnarq1K78NbSL+oOSfKKqzuxp6um0pOGjwF5VVV07zwbeDbwOeNZQ/Q8Df1dV/zfSn5cCrwfeDDxyXKCqOmAOpyhJkiQtq5Vyq9JuwBbARwZJA0BVXQgcBKxNSwr6PLPbvmyQNHQOAU4H9kpy86H23zGaNHTeBFwO7DyXk5AkSZJWVytixAHYpdt+acy+o7vtjBfxSW5Gu83oZ6MjE1VVSY6hjTbcD/haT38KuLrbTor3FGAz4DLgVOCEqrq2p93h40+asGvr2bYhSZIkzdZKSRy27Lanje6oqnOSXDJUZ5ItaCMw12tjpO0t6U8cHg+sD3x8hjofHvn+50n2qqpv97QtSZIkLbmVkjhs0G0vnLD/oqE6C2ljuN5YSTYB/oN2q9Irx1T5DPDvwPeA82mjDs8Cngcck+TeVfXLnr5SVdtPiH8S8MC+4yVJkqS5WCmJw2ohya2BzwO3A55WVT8brVNVbx0p+gnwwiQX0RKN/YB/mnZfJUmSpLlYKZOjB6MEk0YD1mfySMJc2hiu92e6pOFY4F7Ac6rq//XEG3VIt91hjsdJkiRJU7dSEofh+Qd/JslGwLpMnrswcDrtca6T5kJMnEcxlDTcG3heVR0yWmcWfk+bTL3OPI6VJEmSpmqlJA7Hd9uHjtm3+0idsarqctqaD3dPsunwviQBHgJcCnx7ZN9w0vD8qnrXnHvf3B8IsGqex0uSJElTs1ISh2NpIwZPSbLNoDDJBsDLgauAI4bKN06yVbd/2Hu77cFdsjDwLOAuwIe7BGPQzq2AL9OShhdU1Ttn6mSSzbtjRsvvCAwSjo/M1IYkSZK0HFbE5OiquibJvrQ1G05IciRwMbAHsCmwX1WtGjrkYNqCcPsAhw2VHw7sCTwZ2DzJ8cBdgccBZwCvGAn9X8A2wE+BWyU5YEz33lZVF3Rf7wy8O8nXuvbOBzanrS69Du0RrR+a08lLkiRJS2BFJA4AVXVckh2BA2kX/2sBPwReWlVHzbKNa5M8GtgfeCrwIuAPwKHAK6rq3JFDNuu2WwGvntDsYcAF3dffpa3tsC2wHW3uxQXAicAHZttPSZIkaamtmMQBoKpOAR4+i3p7A3tP2HclLfk4cBbtbDbH/v0AeNpcjpEkSZJWBysqcdDy2mz/z009xqrXP3LqMW5ofN+1HPy9k7TSLcXfObhh/a1bKZOjJUmSJE2RiYMkSZKkXiYOkiRJknqZOEiSJEnqZeIgSZIkqZeJgyRJkqReJg6SJEmSepk4SJIkSepl4iBJkiSpl4mDJEmSpF4mDpIkSZJ6mThIkiRJ6mXiIEmSJKmXiYMkSZKkXiYOkiRJknqZOEiSJEnqZeIgSZIkqZeJgyRJkqReJg6SJEmSepk4SJIkSepl4iBJkiSpl4mDJEmSpF4mDpIkSZJ6mThIkiRJ6mXiIEmSJKmXiYMkSZKkXiYOkiRJknqZOEiSJEnqZeIgSZIkqZeJgyRJkqReJg6SJEmSepk4SJIkSepl4iBJkiSpl4mDJEmSpF4rLnFIsl2Szye5IMmlSU5O8sQ5tnHTJK9KclqSK5KcleS9SW43wzF7JTmli3l+kv9Jct9p9lOSJElaKmsudwcWU5JdgaOBK4AjgYuBPYCjkmxSVW+eRRs3AT4D7A6cDHwS2BLYF3hwkgdW1bkjx/wr8DrgTOA9wHrAk4BvJHlwVZ242P2UJEmSltKKSRySrAm8D7gW2KmqTu3KXwOcAhyU5BNVdWZPU0+nJQ0fBfaqquraeTbwblqC8KyhuFsCBwA/B+5fVRd25e+iJR7vS7J1VV27yP2UJEmSlsxKulVpN2AL4CODi3GA7kL+IGBtWlLQ55nd9mWDpKFzCHA6sFeSmw+V70NLwP5tkDR0cU+lJR/3AHacQj8lSZKkJbOSEodduu2Xxuw7utvuPFMDSW4GPAD42egn/l0ScQywDnC/BcRdcD8lSZKkpZY//1D9hivJx4HHA/erqu+M2X8xcH5V3XmGNu4F/Aj4n6p61Jj9LwHeBDyjqj7QlZ0L3Kyq1htTf1vg28CHquppi9XPrt5JE3Ztu+6666619dZbz3T4VHz3l+dPPcZ973zLqce4oVnu93054y/3ud+Y3Zh/7jfWc1+K2Msd33NfntjLHX91Pfdp+dGPfsQll1zyu6q6/VyPXTFzHIANuu2FE/ZfNFRnIW0M1xt8/bs51u+L0dfPmVxzySWXnH/yySefvoA2lsIgs/nRXA46+awp9OTGZ87v/SK+78v9c1/Oc78xuzH/3D13z33WPPcbdOzVIf5s3QWYV1a0khKHG5Wq2n65+7AQgxGTG/p53BAt53u/3D/35Y5/Y7Xc77u/8577jSn2cse/scZeHeIvhZU0x2HwCf6kT+vXZ/Kn/HNpY7je4Ou51u+L0ddPSZIkaUmtpMThtG675eiOJBsB6w7VmeR02mNSr9fGSNvD7ZwGrNvFmG39hfZTkiRJWlIrKXE4vts+dMy+3UfqjFVVl9PWUrh7kk2H9yUJ8BDgUtqE5/nGXXA/JUmSpKW2khKHY2kjBk9Jss2gMMkGwMuBq4Ajhso3TrJVt3/Ye7vtwV2yMPAs2mSSD3cJxsAHgWuAfx1uq+vDk4GfAF+fbz8lSZKk1cGKmRxdVdck2Ze2FsIJSY4ELgb2ADYF9quqVUOHHExbaG0f4LCh8sOBPWkX/ZsnOR64K/A44AzgFSNxf57kANqK0t9P8klgPeBJXZVnDlaNnmc/JUmSpGW3YtZxGEhyf+BA4K+AtYAfAm+pqqNG6h1GlzhU1WEj+24K7A88FdgE+APwP8Arquq3E+LuBbwQuBdt1OBE4JVV9d2F9FOSJElaHay4xEGSJEnS4ltJcxwkSZIkTYmJgyRJkqReJg6SJEmSepk4SJIkSepl4iBJkiSpl4mDJEmSpF4mDlp0SVYlqQmvr47UfXiSI5P8NMkFSS7rvj40yd2W6RRusOby3g8dc7skb01yWpIrkvw+yUlJnjOt2D11B68HTfPck9whyduT/G+SS5P8NsnXkzw1yRpziS1I8tgkx3S/P1ckOSPJR5NsMlRnmyQHJTk6ybkz/V4udvwkayXZI8nhSX6S5JIkFyf5ZpLnLORnPstz3yvJp5L8oot7SZIfd//27jjNc59wzF26PlSS90wzdpIDev6tbzbN+EN1N0/yviRnJrmy+zd/XJInTPHc+/7O1Uw/p8U49yRbJvlg2t/4y5P8pjvub+cTd46xH5DkM0nO697z05K8JsnN5xFz71m8l8eOHLN+krcM/cxXJfn3JOtOM3am+Lduua2YlaO12rkQeNuY8lUj3z8CeCDwTeALwNXAPWiL8+2V5BFV9ZXpdXNFmu17T5JtgC8BtwQ+B3wCWJf2M3gU8O4pxX4bsOGYercB/hE4H/jWHGPPOn6Su9B+525NW8X9v4H1gccARwC70VaVV48kAd4D/APwC+BI4GLgDsDOwKbAr7rqjwFeRlsk8+e0n/dSxd+C9vt9CXAs8FlgA9rv+buARyT525rD4kZzPPcnAVsCJwNnAwG2AV4A7J1kx6r68ZTOffS4mwCHzSXWIsU+nDF/h4ALph0/yUOAT3ff/jdwOu3v3l8Cfw18fEqxD5zQzF2BvYD/rarr/YwWK36SBwDH0Raa/SzwSeB2wOOAzyQ5oKom9XGhsR8HHAX8sYt7DrAD8EpgtyQPrqor53DqpzL5/Xw8bQHeo4f6ug5wPO3f2ZeAjwL3AfYDdk6yU1VdMY3YTOFv3Wqjqnz5WtQX7T+GVbOse7MJ5Q8GCvjWcp/PDek1x/d+feBM4HfAX47Zv+a0Ys/Qxku6n/t/TPnc39XFecFI+Ybde1LApsv987whvGgXvgX8J7DGmP1rDn19L+C+tIuYjbrjvroU8YE7As8F1hnZvw4tSS3gCVM890l/657RtfHxab73I+UvoX1I88Lu+PdM+ed+QFd3l2X6vbsz7UOFnwN3nu37tNjv+0idd3RtvHjK5/75ru6jR+psClwEXAbcdLFjAzen/d9yFbDt0P4A7+za2H+RfhfWBs7rfqdvP1R+YBfn9SP1X9+Vv2yKsRf9b93q8lr2DvhaeS8W4QKya+cPwPnLfT43pNdc3ntg/+6P2d+vLj934H+7Pt17yuf+xS7OlmP2fbjbt+1c+3Bje3UXB3+gffI414uvBf9nupD4I+08uevLO5ch9vpd7O8txbkDWwGXA68BdmEeicNcY7PIicM84r+ni7/bUsee0MbNujauBG475XP/KXAtsPaYfSd278utFzs2133497Ex+zbs9q0Csgg/kyd27X1qqCzAb2ijIeM+LLgY+MU0Yo+ps6ISB29V0rTcNMnetOHLi2gjB9+c7cFJtqcNI399Ot1b0Wb73u9J+2P2ySR3Bx5K+4/hp8AXq+qqKca+niR/RbtF6ttV9f15xJ5L/B8Bu9NulXv7UB82pA2ln0NLYjSzh9L+nX4QWKO7Z/putFtPvlxV/3cDiX91t71mGWI/stv+aA6x5xU/bR7H4cBpwOuAv5pjzHnH7uzU3TpzbdeHL1fVJdOM391a8wTg91X1lSTb0m6puQnt9pOvVNW104g9g8d1bXyiqs6dQ+z5xP8RcHfg4cBnBoVJ7gz8BfD9qvr9FGJv1G3PGG2kqi5Icj5t1OMutERkIfbttu8fKtuS9v/A0VV16Uj8S5OcCOyeZJOa461is4i9opk4aFo2ov1x+ZMk3wKeXFXX+yOR5KG0/8RuSvsH/ze04b8XTb+rK07ve59kbdp/GucCz6cN6Q4/LOH0JI+pqh8uduwZPKPbLuQP8Gzj/zvt3va3JnkY8AOum+NwGfDYqrp8Af24sdi22/6R9h4OP9Dg2iRvrar9bgDx/77bfmnasZM8EbgncAva7Qy70y6uXjWH2PON/zLa7RMPrKqr2jX1vMz3fR+9R/yCJC+oqiOmGH9z4FbAt5McQrs3f9j3urktv55C7EkW8rdurvFfQfsw5BNJPku7XWswx+EXtA+QphH7vG67+WgjSTagJSB0bcw7cUiyKW1049e0keSBLbvtaRMOPY32b29LxswDWmDslW25hzx8rbwX8Gra5NLb0f5z3IY24XQwNLnemGPe1O0fvE7DW0Wm9t5z3dDpNbR7UF/SHXNH2i0M13b1x96XvVg/96Fj16UNHV8KrL8Uv3e0i4nB/b+D12VdOzdf7p/lDeHFdbeAXAOcAmzX/SwfBPyk2/ecCccuxq1K844/1MY/dPWOXYrYtAnaw79z3wK2mPa5A/fu/q0fNFS2C/O7VWmusR9Le9jA5rTbdDYDnke77eVa4G+nFZ/28I1B3YuBvWkXrZsB7+32nbxUv3Pde3AtbS7VTZbid572yf4pI7935wH/xJh5Cov0vq9Lm1dyFXCfkXbePtSPJ8/333/X1gFdO68dKX9KV/66Ccf9W7f/sYsde0y9FXWr0rJ3wNeN58V1F3ETJ4N1f2zuD/wPcAXwlOXu90p4jb73tCHcwR/ut42pf1S37++W6Oc+mCB62LTPvSu7a/cf3beAHbvfuzvR5n1cA3xjLv+h3lhfXHfhdRlwh5F9W9M+mfy/CccuRuIw7/hdnb/pLmxWARsvcewNgV2737ULmOP993OJT5vAeSrt9rubDtXbhfklDgs696G6D6ZdRP9giuf+V0N/6144pq2Tu307LtHP/bXd8Qcsxe887f/Ts2hP/Lkv7UOVuwBvYcIchEWMPfi7fgXw/2gfEH6DNrdjkGjsOZ/3oWv/JrQE7Fpg85F9U00cZoo9pu6KShxcx0FL6ZBuu8OkClV1SVWdQrtl5KfAe5Pcdgn6ttKNvvcXDu377Jj6g7L7TSH2OItxm9Jc4h9G+xTuUVX19e737tdV9Xra0062pz0+UzMb/B59u6rOGt5RVT+iPfJyi27uyGoVP8kjaJ/+/5Z20X72UsXu6lxQVccBD6NNVj4iyVpTiv8y2q2J+9TcHn+5GLEnqqpjabep/EWS9acUv+9v3X9329n+rVvI79xNaCMe1wIfmGW8ecfvfp+O7OI9tqq+W1WXVdXpVfVi2uNpn5Bkpr/N84rdlR1Km0d2EvBo2lPNrqYljIP5EL+bZexx/pr2xKyvVNUZE/q6wYRj1x+pt5ixVzQTBy2lwT2P6/RVrKpraM+eXofFuXi9sfuz977aZLHfdGUXjKk/KJvzIj19sUcluSftQv2nVTWNyfB/Fj/JerQk4idVdc6Y+sd12/tMoS8rzc+67QUT9g/KF+P3aNHiJ3kk8F+0341dq+r0pYo9qqouon3qfUfaSNg04t+H9v/9ycMLVnHd7/qzurJPTyF2n8G/z1vMMvZc4/+C9kn4pPrDdRc79qiH0UY2j6mqX84y3kLib0W7NeqbVXXZmLpz/Vs353Ovqi9U1a5VtV5V3aKqdu7+zm9NS2i+O8vY48w0MXkwt2HLMfuGyyfNgVhI7BXNydFaSg/otqtmWf8O3fbqGWtpNsa9918BnkqbqDn6x/ueY+ovZuxhg9GGQxch1mzir91tJy3IMxjhWoxPZle6wYXHPUZ3dJ923pU2b2WuT46ZWvwuafgk7f76XWv+T35azHOfz9+6ucQ/husu0IdtTPtE+Ke0R3N+bwqxJ+oW6LpXV3dc/xYcv6quSfIN2n349+T6T+qb69+6hZz7YoysziX+4Pdq0qj9XP/WLdbPfQfaHJPPV9W8PvFPcmvaKMYfgE+NqXIa7RatHZKsU0NPVup+73YAzqh5PFFpFrFXtuW+V8rXynrRPuG4xYTys2n3+e00VH6/Ce3sTrv3+HxGnsHsa9He+8G9vz8CNhwq34j2lIg/AnebRuyh/Wtx3SJBt1vCc/9pV7bvSP0Nue7e279e7p/pDeFFu3d63Hv5yq78QxOOW6wF4GYdn/ZIyiu634m7L9W5A+tNikd7olMBP1+q936o3i7MY47DPM79en9HaJ9Kf6Sr+4Ep/9wH63R8mT+f47EV7UL3IuCW03zfaRfpV3V/7663psKU3vub0m7F+SPw0JG6m3R9uXbcz2eR3vfrPeiClsz8hJYk33cB78ELu3hvn6HOVBaAm03skforao5DupOSFkWSA4AXAyfQJg5dSnvc2iNoF4kHV9XLh+oPLlx/QLtYXQf4S9qnQ1fTJk7d+DL6eZjre98d8+bumF/R7vVdi/ZJyu2Al1fVwdOK3R23B+0+8/+qqj3mdMILiJ/k4bT7ndcEjqV90npL4G9p/8F/sqoeP9/+3Jgk2YI24fF2wOdoSdl9aE+4OpP26M9zurpb0SagQ7twfCJtjsGfHmVYVXtPI34X+1TaxdSRXHfbxbBVVXXYFGJvRrv/+9tdnd/Qft+2o01YvQh4WFWdNIdTn9N7P+H4XWifIh9SVc+eRuyhc/8W7YLxHOD2tHvE7wT8kDbyM9u1BOYUv6sb4GPA42k/96Np977vQbtF6mlV9eFpxB465iW0ycFvqaqXzOVcFxI/yT/Q5nldS3voyE9pF7KPoz0U4s01h0cmzzH2K4C/o43y/I6WrDya9p4/o6oOX8B78EPa7U5/WRMeG96NLJxIe6LYl2gj6/elrUfxLWDnmsdjt2cZe9H/1q02ljtz8bWyXrSFdY6iPSv6QtrF/9m0SVgPHVP/ZbR/0L+mDZdeTvvDfghwj+U+nxvSa67v/dBxe9P+iF4KXAJ8jTk+aWIBsQePQ334Up877aLtY7Th7Ktpj2o8hfaYSJ+oNLf3fxPa+hln0z5V/SXwTkZGkbjuE+6Jr2nFn01s5vGJ4Cxjr0P79PP4oXqX0D40eQtwp2m/9xOOHbwncx5xmMO5r9+VnUK7eLyalih9E/hnFvDo47mcO+1Dghd17/kV3d+Jo2kXj1N/32lPtCoW6f+1OZ77Q2hJw7m0p8Zd0P0u7jXN2LRk4hjaBfNVXf0jGXk86zzi3797L785i7obAG/t+ngVLbl5EzM8HnwxYjOlv3Wrw8sRB0mSJEm9fKqSJEmSpF4mDpIkSZJ6mThIkiRJ6mXiIEmSJKmXiYMkSZKkXiYOkiRJknqZOEiSJEnqZeIgSZIkqZeJgyRJkqReJg6SJEmSepk4SJIkSepl4iBJmijJ3kmqe+09Q707JXl1kq8lOTfJVUnOT/Lzruw/kzw5ya0W2J+7JXljklOS/CHJ1Ul+n+QnSb6S5C1JHpNk3THH7jJ0LrsspB+SdGO05nJ3QJJ0w5bk74H/ANYZ2bVh99oS2BF4LvCfwPPmGedfgQO4/v9dt+peWwG7Ai8C/hl403ziSJLGM3GQJM1bkscBh3bf/h54C/AF4FdAARsD2wKPAB65gDgvAl7Xffsr4N+BrwBn0/4vuyNw/y7G7vONI0maLFW13H2QJK2mutuTPth9u09VHTay/xfAXYCLgPtW1S9maGsD4K5V9Z059uEWwG+BdYFfAttW1Xkz1L89cJuq+vFc4kiSZuaIgyRpXpLclZY0AHxspqQBoKouBOaUNHT+ipY0ALx3pqShi/NbWqIhSVpETo6WJM3X7Ya+vmh1jzPT5OgkXx3a1/daNaH9JHlsko8n+WWSK5JcmOR7SV6X5LY9/btfkg8k+VmSS5NcmeSsJKcmeV+SPed77pK0GBxxkCTN1x+Gvt4tyRpV9ccpx3kI8I4pxFiQJLcBPgHsPLLrpsA23eu5SR5XVV8dc/wLgLcCGdm1cfe6N7Bvkk9W1TWL2nlJmiVHHCRJ8/Uz2pwDaBfG/5Xk/klGL34X6hvApd3Xj0pyaJJ7LXKMhwPrzfB6InBtV/fPbrfq5mAcS0saLgZeDdwHuDVwJ+ApwGnALYHPJrnbyPFbAm+mJQ2nAk8Atujq37Fr9xXA/y7e6UrS3Dk5WpI00SwmRz8W+CR//kn572kX198FTgaOr6oLFtiPF9I+kR92NvBt4Hu05OJrVXXZDG3sAhzXfbvruE/+Jxy3DfA12jyLU4EHVdUlQ/tfD7wUOB/Yoap+MqaNDYFvAXcFPlVVjxva93za42z/CNy+qn4/m35J0lJzxEGSNG9V9SnaI1CHJ0bfGngosD/waeC3SY7sPlmfb5y3AXsD5wwVbww8CngV8MUuznuSbDzfOKOSbAJ8jpY0/Bp45EjScHPa+hQAB49LGrr+XwD8W/fto7snTA0Mbhu+jJZ8SNJqycRBkrQgVfUF4O7Aw2gLvJ0KXD1UZW1gT+B7SR6+gDiHA5sBe9DWjvgJ190+BO3i/lnA95NsO984A93F/eeBO9AmZT+yqs4aqbY97VYmgK8kWXfSC/hRV+8mtLUtBr7bbdcDDkty54X2XZKmwcnRkqQF6yZFH929SLI27T7/h9Eu5jemrSx9VJItu0emzifOlcB/da/B/IL70UYe9qWtVH1b2nyLu1fVFfOJk2Qt2mTnrYFrgCdW1Q/GVL3H0NffnkOIPz0pqqqOT/JJWkL0VOCpSX4MfB04EfhyVZ09x1OQpEXniIMkadFV1VVV9c2qOpA2GvHNbtd6wDMWMc5lVXVCVf0z7SL+jG7XnYHHTT6y1yHAX3dfP7eqjp5Qb8N5tn+zke+fBLyANooCcC9awnUE8Oskn5/ChHBJmhMTB0nSVFXVxcA/DRVtN6U459DmVSwoTpJXAft0376+qt43Q/WLh76+c1Vllq/DRvp+TVX9R1Xdk5b0PBF4O/Bz2v/VDwdONnmQtJxMHCRJS+GHQ1/fYnWNk+RpwIHdt0cCL+85ZHhS+Lwnfw+rql9V1cer6oVVdXfg74CizeHYf+ajJWl6TBwkSUtheMLv6ATj1SJOkt2A93ffngjsXf3PLD8euLz7eq+5xJutqvow1yVE95ipriRNk4mDJGlekmyR5A1JNuqptwZw0FDRF+cYZ4ckLxt5hOm4eregLb425zjdLUD/BaxFW6zt0d1E7Bl1j2Z9V/ft3kmeOItY9xj5/m7dezSp/s1pC8FBWyNDkpaFT1WSJM3XzYF/AV6U5Gjgf2iLnJ0FXEF7utEDaPMbBvMNTqE9rWgubklLPF6Z5LO0hOA7tDUdrgE2Ah4EvJg2ERvgk1X1zTFtXU/3qNTPARsAF9LmF1zZlY9z7chCc68CdgXuCxyZ5NG0Sc0/pK14vT5wN2BH4PHAlbQnQQ28HNg1yceBr9BWiL6g6882tNuTbt3V/fBszkmSpsHEQZI0X1fQLoJvCvxN95rJscCe3aNb5+JS2qrKN6etB7FnT/0jgb+fQ/u3ATbtvt6AthL1TM6krScBtCc7JflrWrLwN8BTutckJ40puzPwku41ydur6oievknS1Jg4SJLmpar+L8ltgYcAO9E+cd+C9un4GrQnDp1BW9/gY1V17DzjHJfk9sDutJGFewN3oY1EQFuc7RfAycBHquqUeZ/UPFXV+cCjkuwMPA3YgbZw3C1o78Mq2ijJYGRm2L8AX6KNWtyHtubFbWmL6P0S+AZwaFV9Y+onIkkzSP+8L0mSJEk3dk6OliRJktTLxEGSJElSLxMHSZIkSb1MHCRJkiT1MnGQJEmS1MvEQZIkSVIvEwdJkiRJvUwcJEmSJPUycZAkSZLUy8RBkiRJUi8TB0mSJEm9TBwkSZIk9TJxkCRJktTLxEGSJElSLxMHSZIkSb1MHCRJkiT1MnGQJEmS1MvEQZIkSVKv/w8A12oIXZf8UwAAAABJRU5ErkJggg==\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "a16ecc13-bb1b-41d1-96b9-79e6bc859295", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.6200\n", + "Average post-processed IS size: 42.6250\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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H2w8Bb+x/SBERMZK029l+gqQtWwslbS7p0oEJKSIiRpJ2E8nrgZ6GaX8e8Lrm4URExEjTp6YtSX/TvQq8StKq2uZRwFvI0CQRERulvvaRdAEuy0972P4Y8M8DFVRERIwcfU0kE6juRrrfIq+Pw/4kcI/tpwc4toiIGAH6lEhs/6GsZo73iIh4lvUmEklvB35i+6my3ivb/z1gkUVExIjQlzuSOcBLgXv4y5S2PTFVx3tERGxE1ptIbD+np/WIiAhIn0dERDTU1z6SPllfH0kZYv4/qZrAvmn75JbtewGnAa8CptueU8onA18DNgeeBk6yfUHZdhbVi5Ld87cfaXtRX2OOiIhm+tpH0hfr7CORNAo4HdiXavDHhZLm1mY6BLgDOBL4aEv1R4F3275N0vbAdZIW2H6gbP9Yd9KJiIjOaquPpKE9gCVlRkMknQ9MA9YkEtvLyrZnWmL4XW39Lkn3AGOABwYotoiI6KdO9pGMBe6sfV5eytoiaQ+q8b5urxWfJOkGSadKGt1LvRmSuiR1rVy5sqddIiKiH0bUeySStgPOBY6w3X3XchzwR6rkMhv4BDCrh9hml+1MmTLFgxlnRMTGpJPvkawAdqh9HkcbAz1K2hyYB3zS9tVrTmrfXVafkPRt1u5fiYiIQdTJ90gWAhMlTaBKINOBf+hLRUmbAj8EzmntVJe0ne27JQk4CLipQYwREdGmjvWR2F4NHAMsAG4BLrS9WNIsSQcCSNpd0nLgEOAbkhaX6u8E9gKOlLSoLJPLtvMk3QjcCGwDnNipa4qIiPan2u2em+QjwKRSdAtwqu3r11fX9nxgfkvZ8bX1hVRNXq31vgN8p5dj7t3X2CMiYuC1lUgkHQ6cA1zKXxLCnsC1ko4sv/AjRpTxM+cN2bmXnbz/kJ07YqC0e0dyEvAp25+rF0o6jqpJKYkkImIj024fyRjgwh7Kvw9s2zyciIgYadpNJJcBb+ih/A3AFU2DiYiIkafdQRsvBj4vaQrQ/S7HnsDbgc8MeHQRETHs9XfQxhllqfsK8NXGEUVExIjSyUEbIyJiA5QkERERjfTnhcStgP2Al1ENlLiG7bUGS4yIiA1buy8k7kk1cOITVI8CrwC2K5+X0cOouxERsWFrt2nrC8B5VPOIPA7sTXVn0gWcMrChRUTESNBuInkV8F+2TTV3+mjbf6KaA+QzAxxbRESMAO0mkidr638CdizrjwDbD0hEERExorTb2X49sDvwO+By4ERJLwHeBdwwsKFFRMRI0O4dySeBu8r6vwMrqV5E3Iq1X1CMiIiNQFuJxHaX7cvK+krb+9ne3PYU2zeur76kqZJulbRE0swetu8l6XpJqyUd3LLtCEm3leWIWvlukm4sx/xymSkxIiI6pF8vJEp6haQDyvLyPtYZBZxO9Q7KJOAwSZNadrsDOBL4bkvdFwOfBl4L7AF8urzPAvA14GhgYlmm9ueaIiKif9pKJJK2lvQj4DbgR2W5TdKPJW29nup7AEtsL7X9JHA+MK2+g+1ltm8Anmmp+xbgEturbN8PXAJMlbQdsLntq8uTZOdQzdseEREd0u4dyTeBnYDXAc8ry17ABOCM9dQdC9xZ+7y8lPVFb3XHlvX1HlPSDEldkrpWrlzZx9NGRMT6tJtI3gIcbfsq26vLchXw/rJt2LI9u/TlTBkzZsxQhxMRscFoN5GsBP7cQ/mjwH3rqbsC2KH2eVwp64ve6q4o6/05ZkREDIB2E8ks4DRJa5qPyvqXWP84WwuBiZImSNoUmA7M7eN5FwBvlrRV6WR/M7DA9t3AQ5L2LE9rvRv4cXuXFBERTfRlhsQbAdeKJgDLJHV/8+8ed2tbqj6UHtleLekYqqQwCjjT9mJJs4Au23Ml7Q78kOq9lLdJOsH2LrZXSfosVTICmGV7VVn/EHAWsBnVDI4X9+XCIyJiYPR3hsR+sT0fmN9SdnxtfSHPbqqq73cmcGYP5V3ArgMV4/qMnzmvU6day7KT9x+yc0eMJPl/2ll9mSHxhE4EEhERI1PbE1sBSNqb6qVCA4ttXz6QQUVExMjR7sRWY6n6MHbjL2NubS+pC/i/tu/qtXJERGyQ2n1q68tU85DsZHsH2ztQDUvydNkWEREbmXabtvYF3mD7990FtpdK+jDw8wGNLCIiRoT+DNroPpZFRMRGoN1E8nPgK5LWvGUu6WXAaeSOJCJio9RuIvkw8AJgqaQ/SPoDcHsp+/BABxcREcNfu30k91ENB/8GYOdSdovtnw1kUBERMXL0OZGUiakeBF5t+xKqOUEiImIj1+emLdtPA38ANh28cCIiYqRpt4/ks8DJkrYZjGAiImLkabeP5KNUo/+ukLSclrlJbL9qoAKLiIiRod1EMofqnRENQiwRETEC9SmRSHo+8AXgIOC5VO+M/LPtewcvtIiIGAn62kdyAnAkMA/4HvAm4GvtnkzSVEm3SloiaWYP20dLuqBsv0bS+FJ+uKRFteUZSZPLtsvLMbu3bdtuXBER0X99bdp6O3CU7fMBJJ0HXCVpVHmaa73K48OnU43XtRxYKGmu7Ztrux0F3G97J0nTgVOAQ22fB5xXjvNK4Ee2F9XqHV4muIqIiA7r6x3JDsCV3R9sXwusBrZv41x7AEtsL7X9JHA+MK1ln2nA2WV9DrBPmYu97rBSNyIihoG+JpJRwJMtZatpr7N+LHBn7fPyUtbjPrZXU70AuXXLPodSNa/Vfbs0a32qh8QDgKQZkrokda1cubKNsCMiYl36mggEfEfSE7Wy5wFnSHq0u8D2gQMZ3FpBSK8FHrV9U634cNsrJL0I+AHwj8A5rXVtzwZmA0yZMiWjFUdEDJC+JpKzeyj7TpvnWkHVRNZtXCnraZ/lkjYBtqAa36vbdFruRmyvKH8+LOm7VE1oayWSiIgYHH1KJLbfMwDnWghMlDSBKmFMB/6hZZ+5wBHAr4CDgUttG0DSc4B3Aq/r3rkkmy1t3yvpucABQAaQjIjooHZfSOw326slHQMsoOpzOdP2YkmzgC7bc4FvAedKWgKsoko23fYC7rS9tFY2GlhQksgoqiRyRgcuJyIiio4lEgDb84H5LWXH19YfBw7ppe7lwJ4tZX8GdhvwQCMios/6M9VuRETEGkkkERHRSBJJREQ0kkQSERGNJJFEREQjSSQREdFIEklERDSSRBIREY0kkURERCNJJBER0UgSSURENJJEEhERjSSRREREI0kkERHRSBJJREQ00tFEImmqpFslLZE0s4ftoyVdULZfI2l8KR8v6TFJi8ry9Vqd3STdWOp8WZI6eEkRERu9jiUSSaOA04H9gEnAYZImtex2FHC/7Z2AU4FTattutz25LB+olX8NOBqYWJapg3UNERGxtk7ekewBLLG91PaTwPnAtJZ9pgFnl/U5wD7rusOQtB2wue2ry9zu5wAHDXjkERHRq04mkrHAnbXPy0tZj/vYXg08CGxdtk2Q9GtJV0h6XW3/5es5JgCSZkjqktS1cuXKZlcSERFrjJTO9ruBl9l+DXAs8F1Jm7dzANuzbU+xPWXMmDGDEmRExMaok4lkBbBD7fO4UtbjPpI2AbYA7rP9hO37AGxfB9wO/FXZf9x6jhkREYOok4lkITBR0gRJmwLTgbkt+8wFjijrBwOX2rakMaWzHkkvp+pUX2r7buAhSXuWvpR3Az/uxMVERERlk06dyPZqSccAC4BRwJm2F0uaBXTZngt8CzhX0hJgFVWyAdgLmCXpKeAZ4AO2V5VtHwLOAjYDLi5LRER0SMcSCYDt+cD8lrLja+uPA4f0UO8HwA96OWYXsOvARhoREX01UjrbIyJimEoiiYiIRpJIIiKikSSSiIhoJIkkIiIaSSKJiIhGkkgiIqKRJJKIiGgkiSQiIhpJIomIiEaSSCIiopEkkoiIaCSJJCIiGkkiiYiIRpJIIiKikY4mEklTJd0qaYmkmT1sHy3pgrL9GknjS/m+kq6TdGP5c+9ancvLMReVZdsOXlJExEavYxNblalyTwf2BZYDCyXNtX1zbbejgPtt7yRpOnAKcChwL/A223dJ2pVqlsWxtXqHlwmuIiKiwzp5R7IHsMT2UttPAucD01r2mQacXdbnAPtIku1f276rlC8GNpM0uiNRR0TEOnUykYwF7qx9Xs6z7yqetY/t1cCDwNYt+7wDuN72E7Wyb5dmrU9J0sCGHRER6zKiOtsl7ULV3PX+WvHhtl8JvK4s/9hL3RmSuiR1rVy5cvCDjYjYSHSsjwRYAexQ+zyulPW0z3JJmwBbAPcBSBoH/BB4t+3buyvYXlH+fFjSd6ma0M5pPbnt2cBsgClTpniArikioi3jZ84bsnMvO3n/QTluJ+9IFgITJU2QtCkwHZjbss9c4IiyfjBwqW1L2hKYB8y0fVX3zpI2kbRNWX8ucABw0+BeRkRE1HUskZQ+j2Oonri6BbjQ9mJJsyQdWHb7FrC1pCXAsUD3I8LHADsBx7c85jsaWCDpBmAR1R3NGZ26poiI6GzTFrbnA/Nbyo6vrT8OHNJDvROBE3s57G4DGWNERLRnRHW2R0TE8JNEEhERjSSRREREI0kkERHRSBJJREQ0kkQSERGNJJFEREQjSSQREdFIEklERDSSRBIREY0kkURERCNJJBER0UgSSURENJJEEhERjSSRREREI0kkERHRSEcTiaSpkm6VtETSzB62j5Z0Qdl+jaTxtW3HlfJbJb2lr8eMiIjB1bFEImkUcDqwHzAJOEzSpJbdjgLut70TcCpwSqk7iWqO912AqcBXJY3q4zEjImIQdfKOZA9gie2ltp8EzgemtewzDTi7rM8B9pGkUn6+7Sds/x5YUo7Xl2NGRMQg6uSc7WOBO2uflwOv7W0f26slPQhsXcqvbqk7tqyv75gASJoBzCgfH5F0az+uYSBsA9zbn4o6ZYAjWVti65/E1j+JrX+GMrYdeyrsZCIZUrZnA7OHOg5JXbanDHUcPUls/ZPY+iex9c9wjK2TTVsrgB1qn8eVsh73kbQJsAVw3zrq9uWYERExiDqZSBYCEyVNkLQpVef53JZ95gJHlPWDgUttu5RPL091TQAmAtf28ZgRETGIOta0Vfo8jgEWAKOAM20vljQL6LI9F/gWcK6kJcAqqsRA2e9C4GZgNfBPtp8G6OmYnbqmfhry5rV1SGz9k9j6J7H1z7CLTdUX/oiIiP7Jm+0REdFIEklERDSSRDJIJD1P0rWSfiNpsaQTSvnekq6XdJOks8vTaUMV4yhJv5Z0Ufk8oQxNs6QMVbPpMIrtmBKXJW0zVHH1Ett5ZZiemySdKem5wyi2b5V/gzdImiPphcMltlr5lyU9MlRxlRhaf25nSfq9pEVlmTyMYpOkkyT9TtItkj48VLF1SyIZPE8Ae9t+NTAZmCrp76je3J9ue1fgD/zlKbWh8C/ALbXPpwCnliFq7qcasmaotMZ2FfAmqp/ZUGuN7TxgZ+CVwGbA+4YiqKI1tv9n+9W2XwXcARwzNGEBa8eGpCnAVkMTzrOsFRvwMduTy7JoCGLq1hrbkVSvPexs+6+pRvQYUkkkg8SV7m9Zzy3L08CTtn9Xyi8B3jEU8UkaB+wPfLN8FrA31dA0UCW8g4ZDbAC2f2172VDEU9dLbPPL37epHksfN4xie6hsE1WSG5Kna3qKrYyV9wXg40MRUy2OtWIbLnqJ7YPALNvPANi+Zyhiq0siGUTllnQRcA9V0rgW2KR8C4PqXZkdeqk+2E6j+g/8TPm8NfCA7dXlc30Ymk47jWfHNpycRi+xlSatfwT+p8MxdTuNHmKT9G3gj1R3TV/pfFhAz7EdA8y1ffeQRPQXp9Hz3+lJpUnwVEmjOx8W0HNsrwAOldQl6WJJE4ckspokkkFk+2nbk6m+oe5BNXrxdOBUSdcCD1PdpXSUpAOAe2xf1+lzr88Ij+2rwC9sX9nBsIB1x2b7PcD2VM0jhw6H2CRtDxzC0CW27jh6+7kdR5V4dwdeDHxiGMU2Gni8DJNyBnBmp2Nbi+0sHViA44GPtpS9GbhwCGL5PNUdxzKqb6qPUrXz3wtsUvb5W2DBMIntO7Xty4BthujvsNfYgE8DPwKeM9xiq+2zF3DRMInt/rK+rCzPUI3kPRxia/25vWEY/dy+A/wWmFD2EfDgUPybe1asQx3AhroAY4Aty/pmwJXAAcC2pWw08HOqDvmhjHPNfxLg+1QPAgB8HfjQcImtVjZkiWQdP7f3Ab8ENhvquOqxlV8yO5UyAV8EvjgcYuuh/JHh8nMr69vVfm6nAScPo9hOBt5bK1841D+7NG0Nnu2AyyTdQDUm2CW2LwI+JukW4AbgJ7YvHcogW3wCOLYMUbM11ZA1w4KkD0taTtVMeIOk4dQx+nXgJcCvyqOixw91QIWAsyXdCNxI9W9y1tCGNGKcV/u5bQOcOMTx1J0MvKPE93mG9ilBIEOkREREQ7kjiYiIRpJIIiKikSSSiIhoJIkkIiIaSSKJiIhGkkgihhFJbxgOIxxHtCOJJKIPyrDiF9U+P1/S58rQ9o9LulfSVZIOW89xDpL0K0kPSHpE0m9b3on5JdX7HvcN0qVEDLghmwsjYoT7OvD3VEN830Q1FPqeVOMy9UjSPlSjB3waeA/VOGs7Uxtl2faTVMNhRIwYuSOJ6J8Dgc/bvsj2MlfD3H/N9unrqPM24Brbn7P9W9u32f6J7TXzvrQ2bUlaVj63LuPL9i0kzZZ0j6SHJV1RG126e/u5ZfvjkpZK+sig/ERio5VEEtE/f6SarGyLNuvsLOnVbdTZnaqpq3u5iGrQvj+VOUbmUQ33fwDwGuAXwKWStiv1T6SacOsA4P8A7wVWtHH+iPVK01ZE/8ygjJhcxjz6JfBj25eso85XgNcBi8q4YdcAP6MabbbHqWZtr+xel/QJqlGZX2v7MUl7U82+Ocb2Y2W3T0l6G9W8KP8B7Ahcb/vasn04zDAZG5jckUT0g+1fAC+nmlXyQuCvgJ9K+sY66vzZ9v7ATsAJwANUg+4tlvSSdZ2vJIcTgHfYvr0U7wY8H1hZOu4fKXOf70o1+RHA16gmQfqNpC9Ken3/rjiid0kkEf1k+ynbV9o+2fabgU8BM7r7L9ZR73bb37T9PuBvqCad+mBv+0valeru559sX1Hb9BzgT1R3JfVl5xILti+muiv5ItUotvPKjIkRAyZNWxED5+by5wvbqLOMasKiHuuUTvefAGfYbh3W/3qq4eufsb20txPYvhc4FzhX0sXA9yR9wPYTbcQZ0askkoh+kHQ58D2gi+qdj0nA56g6wm/ppc5nqJqi5lP1VWwJfJgqiczt5VQ/oOoc/5Kkl9bKV1L1r1wF/FjSx8u5XwpMBX5m+0pJs6gSzmKq/+9vB5YmicRASiKJ6J8FVB3aJ1Elgj8ClwCzbD/dS50rgA8BZ1PdSTxE9Qv+wNLn0pO9yp+tT1pNsL1M0lupnsw6A9iWqqnrKuCcst8TJcYJwOPA1VSPIUcMmExsFRERjaSzPSIiGkkiiYiIRpJIIiKikSSSiIhoJIkkIiIaSSKJiIhGkkgiIqKRJJKIiGjk/wNUfjIg9cDlKAAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for df in [40, 45, 50, 55, 60, 70, 80]:\n", + " filename = f\"r=sqrt(sqrt(2)), df={df}e6.json\"\n", + " result_json = open_json(filename)\n", + "\n", + " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + " # ind, = np.where(IS_sizes==IS_sizes.max())\n", + " # n_show = min(len(ind),1)\n", + "\n", + "# figure = plt.figure(figsize=(25,15))\n", + "# for i in range(n_show):\n", + "# axes = plt.subplot(1,n_show,i+1)\n", + "\n", + "# color_lookup = {0:\"r\",1:'k'}\n", + "# seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + "# visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + "\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "307b3f26-8dc1-437e-84ac-1a4aea803e8e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/lieb/lieb_lattice.ipynb b/work/lieb/lieb_lattice.ipynb index e1928962..2d705388 100644 --- a/work/lieb/lieb_lattice.ipynb +++ b/work/lieb/lieb_lattice.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 105, "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", "metadata": {}, "outputs": [], @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 106, "id": "731287c5-8f76-41b0-967e-cd23924dfa01", "metadata": {}, "outputs": [], @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 107, "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", "metadata": {}, "outputs": [ @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 108, "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", "metadata": {}, "outputs": [], @@ -120,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 109, "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", "metadata": {}, "outputs": [ @@ -133,9 +133,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 153, "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", "metadata": {}, "outputs": [ @@ -164,15 +164,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Blockade Radius: 7.519e-06m\n", - "Unit Disk Radius: 1.189\n" + "Blockade Radius: 6.385e-06m\n", + "Unit Disk Radius: 1.030\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -182,8 +182,8 @@ } ], "source": [ - "detuning_final = 30e6 # rad/sec\n", - "unitdisk_radius = np.sqrt(np.sqrt(2)) # 1 —> sqrt2\n", + "detuning_final = 80e6 # rad/sec\n", + "unitdisk_radius = 1.03 # 1 —> sqrt2\n", "# Find blockade radius\n", "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", @@ -202,15 +202,15 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 154, "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -225,7 +225,7 @@ "\n", "# Define the strength of the transverse field Ω\n", "amplitude_min = 0\n", - "amplitude_max = 10e6 # rad / sec\n", + "amplitude_max = 15.8e6 # rad / sec\n", "\n", "# Define the strength of the detuning Δ\n", "detuning_initial = -detuning_final # rad / sec\n", @@ -242,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 155, "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", "metadata": {}, "outputs": [], @@ -255,59 +255,48 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 165, "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", "metadata": {}, "outputs": [ { - "ename": "ValidationException", - "evalue": "An error occurred (ValidationException) when calling the CreateQuantumTask operation (reached max retries: 4): 1 validation error for AtomArrangementValidator\n__root__\n Arrangement is too wide. Sites [Decimal('0.0'), Decimal('0.0000068')] and [Decimal('0.0000812'), Decimal('0.0000609')] have x-separation (0.0000812) bigger than 0.000075 meters (type=value_error)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValidationException\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[30], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m# DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n\u001b[0;32m----> 4\u001b[0m task \u001b[38;5;241m=\u001b[39m \u001b[43mqpu\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mahs_program\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnshots\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(task)\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_device.py:160\u001b[0m, in \u001b[0;36mAwsDevice.run\u001b[0;34m(self, task_specification, s3_destination_folder, shots, poll_timeout_seconds, poll_interval_seconds, *aws_quantum_task_args, **aws_quantum_task_kwargs)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrun\u001b[39m(\n\u001b[1;32m 94\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 95\u001b[0m task_specification: Union[\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39maws_quantum_task_kwargs,\n\u001b[1;32m 109\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m AwsQuantumTask:\n\u001b[1;32m 110\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 111\u001b[0m \u001b[38;5;124;03m Run a quantum task specification on this device. A task can be a circuit or an\u001b[39;00m\n\u001b[1;32m 112\u001b[0m \u001b[38;5;124;03m annealing problem.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 158\u001b[0m \u001b[38;5;124;03m `braket.aws.aws_quantum_task.AwsQuantumTask.create()`\u001b[39;00m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 160\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mAwsQuantumTask\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 161\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_aws_session\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 162\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_arn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 163\u001b[0m \u001b[43m \u001b[49m\u001b[43mtask_specification\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 164\u001b[0m \u001b[43m \u001b[49m\u001b[43ms3_destination_folder\u001b[49m\n\u001b[1;32m 165\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 166\u001b[0m \u001b[43m \u001b[49m\u001b[43mAwsSession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparse_s3_uri\u001b[49m\u001b[43m(\u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menviron\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mAMZN_BRAKET_TASK_RESULTS_S3_URI\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 167\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mAMZN_BRAKET_TASK_RESULTS_S3_URI\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menviron\u001b[49m\n\u001b[1;32m 168\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\n\u001b[1;32m 169\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 170\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_aws_session\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdefault_bucket\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtasks\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 171\u001b[0m \u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_default_shots\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 172\u001b[0m \u001b[43m \u001b[49m\u001b[43mpoll_timeout_seconds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpoll_timeout_seconds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 173\u001b[0m \u001b[43m \u001b[49m\u001b[43mpoll_interval_seconds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpoll_interval_seconds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 174\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43maws_quantum_task_args\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 175\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43maws_quantum_task_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_quantum_task.py:170\u001b[0m, in \u001b[0;36mAwsQuantumTask.create\u001b[0;34m(aws_session, device_arn, task_specification, s3_destination_folder, shots, device_parameters, disable_qubit_rewiring, tags, *args, **kwargs)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(task_specification, Circuit) \u001b[38;5;129;01mand\u001b[39;00m task_specification\u001b[38;5;241m.\u001b[39mparameters:\n\u001b[1;32m 166\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 167\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot execute circuit with unbound parameters: \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 168\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtask_specification\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 169\u001b[0m )\n\u001b[0;32m--> 170\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_create_internal\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 171\u001b[0m \u001b[43m \u001b[49m\u001b[43mtask_specification\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 172\u001b[0m \u001b[43m \u001b[49m\u001b[43maws_session\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 173\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_task_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 174\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice_arn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 175\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice_parameters\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43mdisable_qubit_rewiring\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 177\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 178\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 179\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/opt/conda/lib/python3.9/functools.py:888\u001b[0m, in \u001b[0;36msingledispatch..wrapper\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m 884\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m args:\n\u001b[1;32m 885\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfuncname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m requires at least \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 886\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m1 positional argument\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 888\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__class__\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_quantum_task.py:614\u001b[0m, in \u001b[0;36m_\u001b[0;34m(analog_hamiltonian_simulation, aws_session, create_task_kwargs, device_arn, device_parameters, _, *args, **kwargs)\u001b[0m\n\u001b[1;32m 602\u001b[0m \u001b[38;5;129m@_create_internal\u001b[39m\u001b[38;5;241m.\u001b[39mregister\n\u001b[1;32m 603\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_\u001b[39m(\n\u001b[1;32m 604\u001b[0m analog_hamiltonian_simulation: AnalogHamiltonianSimulation,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 611\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 612\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m AwsQuantumTask:\n\u001b[1;32m 613\u001b[0m create_task_kwargs\u001b[38;5;241m.\u001b[39mupdate({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maction\u001b[39m\u001b[38;5;124m\"\u001b[39m: analog_hamiltonian_simulation\u001b[38;5;241m.\u001b[39mto_ir()\u001b[38;5;241m.\u001b[39mjson()})\n\u001b[0;32m--> 614\u001b[0m task_arn \u001b[38;5;241m=\u001b[39m \u001b[43maws_session\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_quantum_task\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcreate_task_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 615\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m AwsQuantumTask(task_arn, aws_session, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_session.py:223\u001b[0m, in \u001b[0;36mAwsSession.create_quantum_task\u001b[0;34m(self, **boto3_kwargs)\u001b[0m\n\u001b[1;32m 221\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m job_token:\n\u001b[1;32m 222\u001b[0m boto3_kwargs\u001b[38;5;241m.\u001b[39mupdate({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mjobToken\u001b[39m\u001b[38;5;124m\"\u001b[39m: job_token})\n\u001b[0;32m--> 223\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbraket_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_quantum_task\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mboto3_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 224\u001b[0m broadcast_event(\n\u001b[1;32m 225\u001b[0m _TaskCreationEvent(\n\u001b[1;32m 226\u001b[0m arn\u001b[38;5;241m=\u001b[39mresponse[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquantumTaskArn\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 230\u001b[0m )\n\u001b[1;32m 231\u001b[0m )\n\u001b[1;32m 232\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquantumTaskArn\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/botocore/client.py:530\u001b[0m, in \u001b[0;36mClientCreator._create_api_method.._api_call\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 526\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[1;32m 527\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpy_operation_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m() only accepts keyword arguments.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 528\u001b[0m )\n\u001b[1;32m 529\u001b[0m \u001b[38;5;66;03m# The \"self\" in this scope is referring to the BaseClient.\u001b[39;00m\n\u001b[0;32m--> 530\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_api_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43moperation_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/botocore/client.py:960\u001b[0m, in \u001b[0;36mBaseClient._make_api_call\u001b[0;34m(self, operation_name, api_params)\u001b[0m\n\u001b[1;32m 958\u001b[0m error_code \u001b[38;5;241m=\u001b[39m parsed_response\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError\u001b[39m\u001b[38;5;124m\"\u001b[39m, {})\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCode\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 959\u001b[0m error_class \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mfrom_code(error_code)\n\u001b[0;32m--> 960\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m error_class(parsed_response, operation_name)\n\u001b[1;32m 961\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 962\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parsed_response\n", - "\u001b[0;31mValidationException\u001b[0m: An error occurred (ValidationException) when calling the CreateQuantumTask operation (reached max retries: 4): 1 validation error for AtomArrangementValidator\n__root__\n Arrangement is too wide. Sites [Decimal('0.0'), Decimal('0.0000068')] and [Decimal('0.0000812'), Decimal('0.0000609')] have x-separation (0.0000812) bigger than 0.000075 meters (type=value_error)" + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/b3def40f-8384-43cd-b191-993bb1d82565')\n" ] } ], "source": [ "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", - "nshots = 100\n", + "nshots = 50\n", "task = qpu.run(ahs_program, shots=nshots)\n", "print(task)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 166, "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", "metadata": {}, "outputs": [], "source": [ "result = task.result()\n", - "save_result_json(\"r=sqrt(sqrt(2)), df=20e6.json\", result)" + "save_result_json(\"r=1.03, df=80e6, a=15.8, nshots=50.json\", result)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 158, "id": "1173bc59-540e-4283-af27-e048949b9ae2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": {}, @@ -321,15 +310,15 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 167, "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -337,7 +326,7 @@ } ], "source": [ - "filename = \"r=sqrt(sqrt(2)), df=45e6.json\"\n", + "filename = \"r=1.03, df=80e6, a=15.8, nshots=50.json\"\n", "result_json = open_json(filename)\n", "num_measurements = len(result_json[\"measurements\"])\n", "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", @@ -354,7 +343,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 168, "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", "metadata": {}, "outputs": [ @@ -362,15 +351,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average pre-processed size: 43.7900\n", - "Average post-processed IS size: 42.7115\n" + "Average pre-processed size: 65.2000\n", + "Average post-processed IS size: 63.8966\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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"text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -423,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 63, "id": "a16ecc13-bb1b-41d1-96b9-79e6bc859295", "metadata": {}, "outputs": [ @@ -431,13 +420,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average pre-processed size: 43.2300\n", - "Average post-processed IS size: 42.1064\n" + "Average pre-processed size: 43.6200\n", + "Average post-processed IS size: 42.6250\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] @@ -459,27 +448,49 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.0800\n", + "Average post-processed IS size: 42.3966\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -501,27 +512,49 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.1000\n", + "Average post-processed IS size: 42.0851\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -543,36 +576,90 @@ }, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 42.4100\n", + "Average post-processed IS size: 42.0714\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "for df in [35, 37, 40]:\n", + "for df in [40, 45, 50, 55, 60, 70, 80]:\n", " filename = f\"r=sqrt(sqrt(2)), df={df}e6.json\"\n", " result_json = open_json(filename)\n", "\n", " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", "\n", - " ind, = np.where(IS_sizes==IS_sizes.max())\n", - " n_show = min(len(ind),1)\n", + " # ind, = np.where(IS_sizes==IS_sizes.max())\n", + " # n_show = min(len(ind),1)\n", "\n", - " figure = plt.figure(figsize=(25,15))\n", - " for i in range(n_show):\n", - " axes = plt.subplot(1,n_show,i+1)\n", + "# figure = plt.figure(figsize=(25,15))\n", + "# for i in range(n_show):\n", + "# axes = plt.subplot(1,n_show,i+1)\n", "\n", - " color_lookup = {0:\"r\",1:'k'}\n", - " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", - " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + "# color_lookup = {0:\"r\",1:'k'}\n", + "# seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + "# visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", "\n", - " plt.show()" + "# plt.show()" ] }, { diff --git a/work/lieb/r=1.01, df=100e6.json b/work/lieb/r=1.01, df=100e6.json new file mode 100644 index 00000000..8a9acf46 --- /dev/null +++ b/work/lieb/r=1.01, df=100e6.json @@ -0,0 +1,20604 @@ +{ + "measurements": [ + { + "pre_sequence": [ + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 1, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 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0, + 1, + 0, + 0, + 1, + 1, + 0, + 0, + 0, + 0 + ] + } + ] +} \ No newline at end of file From 330b8a8669fcd320c3cbc31ea4784a89a2b168f8 Mon Sep 17 00:00:00 2001 From: David Shustin Date: Sun, 29 Jan 2023 13:10:47 +0000 Subject: [PATCH 09/14] boof --- .../lieb_lattice-checkpoint.ipynb | 608 ++++++++++++++++++ .../lieb_lattice_playground-checkpoint.ipynb | 608 ++++++++++++++++++ work/lieb/lieb_lattice_playground.ipynb | 600 +++++++++++++++++ 3 files changed, 1816 insertions(+) create mode 100644 work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb create mode 100644 work/lieb/.ipynb_checkpoints/lieb_lattice_playground-checkpoint.ipynb create mode 100644 work/lieb/lieb_lattice_playground.ipynb diff --git a/work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb b/work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb new file mode 100644 index 00000000..e1928962 --- /dev/null +++ b/work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb @@ -0,0 +1,608 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 7.519e-06m\n", + "Unit Disk Radius: 1.189\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 30e6 # rad/sec\n", + "unitdisk_radius = np.sqrt(np.sqrt(2)) # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "ename": "ValidationException", + "evalue": "An error occurred (ValidationException) when calling the CreateQuantumTask operation (reached max retries: 4): 1 validation error for AtomArrangementValidator\n__root__\n Arrangement is too wide. Sites [Decimal('0.0'), Decimal('0.0000068')] and [Decimal('0.0000812'), Decimal('0.0000609')] have x-separation (0.0000812) bigger than 0.000075 meters (type=value_error)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValidationException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[30], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m# DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n\u001b[0;32m----> 4\u001b[0m task \u001b[38;5;241m=\u001b[39m \u001b[43mqpu\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mahs_program\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnshots\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(task)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_device.py:160\u001b[0m, in \u001b[0;36mAwsDevice.run\u001b[0;34m(self, task_specification, s3_destination_folder, shots, poll_timeout_seconds, poll_interval_seconds, *aws_quantum_task_args, **aws_quantum_task_kwargs)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrun\u001b[39m(\n\u001b[1;32m 94\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 95\u001b[0m task_specification: Union[\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39maws_quantum_task_kwargs,\n\u001b[1;32m 109\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m AwsQuantumTask:\n\u001b[1;32m 110\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 111\u001b[0m \u001b[38;5;124;03m Run a quantum task specification on this device. A task can be a circuit or an\u001b[39;00m\n\u001b[1;32m 112\u001b[0m \u001b[38;5;124;03m annealing problem.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 158\u001b[0m \u001b[38;5;124;03m `braket.aws.aws_quantum_task.AwsQuantumTask.create()`\u001b[39;00m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 160\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mAwsQuantumTask\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 161\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_aws_session\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 162\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_arn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 163\u001b[0m \u001b[43m \u001b[49m\u001b[43mtask_specification\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 164\u001b[0m \u001b[43m \u001b[49m\u001b[43ms3_destination_folder\u001b[49m\n\u001b[1;32m 165\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 166\u001b[0m \u001b[43m \u001b[49m\u001b[43mAwsSession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparse_s3_uri\u001b[49m\u001b[43m(\u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menviron\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mAMZN_BRAKET_TASK_RESULTS_S3_URI\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 167\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mAMZN_BRAKET_TASK_RESULTS_S3_URI\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m 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\u001b[49m\u001b[43mshots\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_default_shots\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 172\u001b[0m \u001b[43m \u001b[49m\u001b[43mpoll_timeout_seconds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpoll_timeout_seconds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 173\u001b[0m \u001b[43m \u001b[49m\u001b[43mpoll_interval_seconds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpoll_interval_seconds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 174\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43maws_quantum_task_args\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 175\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43maws_quantum_task_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_quantum_task.py:170\u001b[0m, in \u001b[0;36mAwsQuantumTask.create\u001b[0;34m(aws_session, device_arn, task_specification, s3_destination_folder, shots, device_parameters, disable_qubit_rewiring, tags, *args, **kwargs)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(task_specification, Circuit) \u001b[38;5;129;01mand\u001b[39;00m task_specification\u001b[38;5;241m.\u001b[39mparameters:\n\u001b[1;32m 166\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 167\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot execute circuit with unbound parameters: \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 168\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtask_specification\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 169\u001b[0m )\n\u001b[0;32m--> 170\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_create_internal\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 171\u001b[0m \u001b[43m \u001b[49m\u001b[43mtask_specification\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 172\u001b[0m \u001b[43m \u001b[49m\u001b[43maws_session\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 173\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_task_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 174\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice_arn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 175\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice_parameters\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43mdisable_qubit_rewiring\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 177\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 178\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 179\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/functools.py:888\u001b[0m, in \u001b[0;36msingledispatch..wrapper\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m 884\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m args:\n\u001b[1;32m 885\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfuncname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m requires at least \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 886\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m1 positional argument\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 888\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__class__\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_quantum_task.py:614\u001b[0m, in \u001b[0;36m_\u001b[0;34m(analog_hamiltonian_simulation, aws_session, create_task_kwargs, device_arn, device_parameters, _, *args, **kwargs)\u001b[0m\n\u001b[1;32m 602\u001b[0m \u001b[38;5;129m@_create_internal\u001b[39m\u001b[38;5;241m.\u001b[39mregister\n\u001b[1;32m 603\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_\u001b[39m(\n\u001b[1;32m 604\u001b[0m analog_hamiltonian_simulation: AnalogHamiltonianSimulation,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 611\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 612\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m AwsQuantumTask:\n\u001b[1;32m 613\u001b[0m create_task_kwargs\u001b[38;5;241m.\u001b[39mupdate({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maction\u001b[39m\u001b[38;5;124m\"\u001b[39m: analog_hamiltonian_simulation\u001b[38;5;241m.\u001b[39mto_ir()\u001b[38;5;241m.\u001b[39mjson()})\n\u001b[0;32m--> 614\u001b[0m task_arn \u001b[38;5;241m=\u001b[39m \u001b[43maws_session\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_quantum_task\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcreate_task_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 615\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m AwsQuantumTask(task_arn, aws_session, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_session.py:223\u001b[0m, in \u001b[0;36mAwsSession.create_quantum_task\u001b[0;34m(self, **boto3_kwargs)\u001b[0m\n\u001b[1;32m 221\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m job_token:\n\u001b[1;32m 222\u001b[0m boto3_kwargs\u001b[38;5;241m.\u001b[39mupdate({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mjobToken\u001b[39m\u001b[38;5;124m\"\u001b[39m: job_token})\n\u001b[0;32m--> 223\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbraket_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_quantum_task\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mboto3_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 224\u001b[0m broadcast_event(\n\u001b[1;32m 225\u001b[0m _TaskCreationEvent(\n\u001b[1;32m 226\u001b[0m arn\u001b[38;5;241m=\u001b[39mresponse[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquantumTaskArn\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 230\u001b[0m )\n\u001b[1;32m 231\u001b[0m )\n\u001b[1;32m 232\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquantumTaskArn\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/botocore/client.py:530\u001b[0m, in \u001b[0;36mClientCreator._create_api_method.._api_call\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 526\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[1;32m 527\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpy_operation_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m() only accepts keyword arguments.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 528\u001b[0m )\n\u001b[1;32m 529\u001b[0m \u001b[38;5;66;03m# The \"self\" in this scope is referring to the BaseClient.\u001b[39;00m\n\u001b[0;32m--> 530\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_api_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43moperation_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/botocore/client.py:960\u001b[0m, in \u001b[0;36mBaseClient._make_api_call\u001b[0;34m(self, operation_name, api_params)\u001b[0m\n\u001b[1;32m 958\u001b[0m error_code \u001b[38;5;241m=\u001b[39m parsed_response\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError\u001b[39m\u001b[38;5;124m\"\u001b[39m, {})\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCode\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 959\u001b[0m error_class \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mfrom_code(error_code)\n\u001b[0;32m--> 960\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m error_class(parsed_response, operation_name)\n\u001b[1;32m 961\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 962\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parsed_response\n", + "\u001b[0;31mValidationException\u001b[0m: An error occurred (ValidationException) when calling the CreateQuantumTask operation (reached max retries: 4): 1 validation error for AtomArrangementValidator\n__root__\n Arrangement is too wide. Sites [Decimal('0.0'), Decimal('0.0000068')] and [Decimal('0.0000812'), Decimal('0.0000609')] have x-separation (0.0000812) bigger than 0.000075 meters (type=value_error)" + ] + } + ], + "source": [ + "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"r=sqrt(sqrt(2)), df=20e6.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"r=sqrt(sqrt(2)), df=45e6.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.7900\n", + "Average post-processed IS size: 42.7115\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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VvRFuwcLhG8qS9AcQsUP/RTXV9R4K8Og+CxkBh9G9r/GCwQqssTRYev4wFg7fUPq+1wNu13tRbT2X4a8Fg2ue3XMtrd0J2IXhuWcL4JERsXX/JTVS7gHPZ3j4hvJ6PbTfgiaTAbw/j2Z4R3rW7QcbLo2rQ+jWQZj1oL4KaS7i6sAeHa/eAji8x2pGwWMZPnMzawvKRobjaj/K7HYXS4DH9FfKSDiMboMzAdxzsJpiXD2EEq67WM1gk8txFGUp/g07Xr4V8LgeyxkFjwO6hoVrAv/VYy2t3YvS/rvYEnhEj7W0VULWwQwftGNwzaH9FtTcIxm+mmrWKuCePdbS2q0og/hdbA08vsdaJpYBvD/bbcS1q+j+Zrgq2oFuo7BQQtY4z95cg7JMtKuNaUdXRdfaiGvXAtv3VcgI2J7uA1UBXLvHWkbBxsxArAG27auQEXBtup9ashnj/T65BuUzc2OuH2cb87tevZHXX9VsT/f3ySaUEybG1WZs3ElHWww25RpXO9E98yxm/N8nazbi+nHukzfjM+B9iTiXjh3kFcDOwERsXTvhtqfsktR1NOIcypopjb/7Ah+j+4jLCZRpUY2/11GOTOgylTUFPIuyHbbG388YnM3XwVJgL+A3/ZWjEbKSbkuIoPRDuy7Z1FXb7sC36b70EPgxmXfoqZyJZQDvS8SxlK39uywb/DmZXT9Dr3IGO0+eQbflPzPA7mO9O2nEL4Bbd7hyJfB2Msf22awox6O8jW6znZcCO47tcWTlmbPz6fY+WQo8ksz/7beodiLiw5Rl6F1mZb6Rmfv3XFI7EbcHTqfbc8/LKZs3nt1vUW0MNlM6i27L0GeA12Tmq/qtqqGIZwKvolvbOBe4zrhu3hhl74N/0i1LLgPul5nf7LWoliJOoYztDltZtRb4XzIP7r+oNiLi7sDJdOtrLAd2HtvNG8teOudSHkkZZgp4AZlv77eoyeMS9P68jW5LPKaA1/dcS1OZ+Qfgl5Sb/ELWAL8Y6/BdvI7yex9mDeX81nH2abo997wceOfYhm+AcuzJRyiTEcMsB8b65ATgzXRbajxF2c11fGX+GPgHw98rq4FvjGv4BhjsWv16ut1Dg3IU6Dj7EN0eXZkG3jSu4RsgMy8ETqHbfeMi4Fv9VtTcGyi/92GWU457HGenUwbxh1kJnDS24Rsgcw3wJsoA5TBB6ZfoP8wA3pfMvwBHs/DNb5py/vFnqtTU1iMoxxnM9+E/ezbn+G6Kss4JwNcY3jZeSOZf65TURpajLR7Kwq/FcuBPwKurFNXW8ylHjC0UwqeBQwYfomMry5E4b2LhtjFFeT99pUpRbR1KmbWbL4SvpjzJNO6bjgEcD/yIhTuQ08BTMvP8OiU1knkpZbPOhd4nM5RB8LfVKKmxp1FWEs0XwpPyPjpkrI8gA8j8LvABFh6smgLeQ+YP6hTVRpaBp4NZ+LVYRWk7R1Ypqq23AL9m4XvoDPAoMi+vUtGEMYD3KfPNwNOByyhLRmdNURr2e4FDx3lEelZmnkU58uOXlI7C7E6lqwdf/wLYM8vAxXgrv+9DKY9pznDFD4SllFHap5F5XP3i6svMLwEHUR55X8q6gLGcEkS/CNw5M7uM5F+1ZV5G2en9dNb9+2Fdp/FvwD0Y9zOv13kp8CJKu1i23veXUe4bbwEeN/YdaYDM31KO0vkd5Z4x+7mxmnIf+TGwB5nntCmwnsxcTdnx+uOU98n694allNnNwzPzgw3Kqy/zBMrxW+dzxb7GDOX1+SxwN8Z5BdFAZl5AOWnke5R/+/r/5ingz8DemfmzBuW1cCTwWsq/fcN76BTl8YWxfcxtfZn5E2AfShuYYl1fYyWlrXwH2GOwkmK8Za6gnLxyMqWfsXy9ny4FzgMeTOZnG1Q3EXwGvIZyPM5BlM7TpsBvgU8OOtsTJ8qZtocCLwFeCZyQmZO5L0zEdpTnXG9BGX39AfA5Mjdml9+xEBGbUM62PoCy59RzgU/kBASKOZXjlg6jnFd7GWUg4rtM4E07yhnph1AG8Y6kHIvyqSzL9idPxB7AAyn7Op4LfJrMP7Ytqo2I2J7yPrk5Zd+Vg4AvDkL6ZCnPdh4I7E/ZS+JM4BOM+yqAeUTEjSkrrHYBngTcEfjxRAzYbShiK+DBlD371gI/B06grEKbKIN9JO4I3B94AWW16icnYgJoLhE7Uu6hN6YMZp4OfGUSJgdbMoCrmYjIzNyY88E1IWwbmo9tQ/OxbWg+tg3NxXahVlyCLkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAVxMRscX6f0qzImLrwZ+btq5FoyOKqw/+7meX/k9ELIqIHQZ/j9b1aHRExOYRca3WdWj0RMRWgz83a12LJo+dGFUz6EAfEBFfB5YOvr00Ir4eEQe0rE1tRcRmEfHoiPg9cMng20sj4iMRsVvL2tRWRFwjIl4InAf8e/DtiyPiNRGxU8PS1FhE7BoR7wAuB/45+PZfI+KpEbGkYWlqLCL2iojPUfoafx9878cRcYgDeJMrIjaJiAdFxE+AywbfXhYRJ0fEHVvWpskSmdm6Bk2AwazEu4BHAHN1jKaAjwBPTRvlRBnMeH8duCVXbhtrgBXAkzLzo7VrU1sRcRPgu8A2wJYb/HgFsBy4W2b+rHZtaisi7gmcCGwGbLhaZhr4F3DXzDy/dm1qKyJeDLyIcs/YcEXEFHAacGhmrqpdm9oZrKo7CdiPK/c11lI+T16Zma+rXZsmjwFcVQxmsF7M3OF71hTwKm9+kyUiTgX2ARZ6HGEauHdmfqtOVWptMIN5JrAjC6/Wugy4eWb+e4FrNEYi4lbAj4CtFrhsFfAHYPfMXFulMDUXEY8A3sPCbWMa+EhmPrlOVRoFEfE+4DCGt43HZuan61SlSWUAV+8Gz3lfAGzd4fKlwDUzc0W/VWkUDJaX/4grz27O5XuZeZeeS9KIiIgnAG9i+H1jOXBMZr6k/6o0CiLiU8CDgEVDLl0GHJKZX+2/KrU2WGn3T2CXDpcvB66XmRf0W5VGQURcG/grCw/0z/o7cENXY6pPPgejGg4GNuZGdnBfhWjkPJ2yhLSL20bEDfssRiPlOXQbtNsCeKqbb02GiNgOeADDwzeUFVdH9VuRRsjewLYdr03g8B5r0Wh5LN37odsDe/VYi2QAVxW3oFtHmsF1N++xFo2W29CtIw2wErhZj7VotFx/I67dmu4db121XZ9yL+giKHtLaDLcnO6fJ1tSPn80GW5Lt5V2UO4b/9VjLZIBXFWs4coboSzE5/Umx8b+rm0bk2Njl//ZNibDWvw80dw29ne9upcqNIrW9Hy9tFEM4KrhDNYdOzbMssH1mgzfpfts1hbAr3usRaPldxtx7QWUe4fG31/oPsu5Fvhxj7VotJxB94G7KeD7Pdai0fJdyu+8i8B+qHpmAFcNX6R7yFoBfKnHWjRa3k63WYsETs/Mc3uuR6PjDXQL1TPAm9wwZzJk5jTlyMouR0jNUDby0wQYHEf4z6EXFpsAH+uxHI2Wj9B94O4vmfnLPouRDODqXWauBp5NOd5hIdPAUZnp0p8JkZl/BT5Ft7bxwv4r0gg5CfgHCwettcAlwPFVKtKoeB3D7xnLgR9QTlnQ5DiSMvCykCngNZnZdWWeruIy8zLg9Qy/b8wAz+y9IE08A7iqyMwPAy+h3Nw27FCvGnz/6Mz8aO3a1NwTKKskprjy8sEZyizo/RyRniyZuRLYl3IW+Fwz4cuAs4G7DDpXmhCZ+XdgP+Bi5l5Wugz4IXCQKyMmy+DIuSMonx0bHme6hhLA3gO8unJpau8VwPsobWDDiZ4Vg+8/JjO/XrswTR4DuKrJzDdTdh19P2XWCkoH6n3AbTLz2Fa1qZ3MXAU8BLgX8AXWha2zgVcBN8rMbzQqTw0NzujdnXKEzM9YN7P1O8oRdjcbrKLQhMnMnwM3Al5EOd93Nmx9EzgUuFtmdn3mU2MkMz9J2RH9LZT9IWYfgfskZcDu2Q7MTJ4snkk5ru5TwOWDH50PHAvcPDNPaFSeJkx4D1IrEZGZ6dm9uhLbhuZj29B8bBuaj21Dc7FdqBVnwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAryHiWkS8iIivEnE6EW8h4qaty2ohIhZHxAMi4sTB1ydGxP0jYlHr2pqIuNmgPZw+aB8vJOKarctqISK2jognRsSXBl8fHxF3iIhoXVt1EUHEXYn4CBHfIuILRDyGiC1bl9ZCROwUES+PiNMGX78xIm7Yuq4mIjYl4lAiTh60jU8TcU8iJvLzPCJ2i4h3RMQ3Bl8fFRFXb11XExHbEfEMIk4l4htEvIeI3VuX1UIUd4+IT0TEtwbfOywiNm9dWxMR1yPiNUR8ffDfq4i4buuyWoiIzSPi4RFxyuDrj0fE/hPZ1wCIuC0R7yXim0R8mYinEbFt67LGXWRm6xrGV+kQvRp4JpDAbOd5FbAaOB14CJlTTeqrLCLuBPwvsAWwzXo/WgrMAPfPzB+1qK26iK2BTwP7AYuBTQc/mQECOBZ4MRPyBo2IxwJvA9YCWw++vZbyepwJ3Cczz2lUXl0lWH4Z2AVYQmkPAMsGfx5O5oktSqttMDB3HPA4yj10i8GPVlLaxynAozNzeZsKK4vYHziRcs/Y8B56OXAfMn/ZorTaIuJqwMnA7YHNKK8JwDRlcuF/gNflhNxDiXgG8DrK+2LJ4LtrgBXAL4H7k3lho+qqioj/Ar4E7MAV76FLKa/PwzLzy43KqytiM+C9wEMor8PsAMQKyj31E8CTyFzVpsC6IuK+wMcpr8XsPTSBKeAC4F6Z+cdG5dUVcS3KZ+hulHYxOxE2RbmHPpfMdzSqbuwZwPsU8Vbgsaz7MNzQcsoH495krqxWVwMRsSfwTeZ/LaC86ffJzJ9VKaqVMgL/beC/WRcoNjQFHE/mkdXqaiQijgDeCmw1zyWrgfOA3XPcO5ARuwC/AK7Oug/DDU0Djx73ED6YjfgIcDDzt40Z4PvAgZm5plZtTUTsQwkV870WSRmkuSOZv6tWVwMRsQT4EXBj1gWKDU0Bx2Tmy2vV1UzEsykDDvO1jZXAP4Hbknl5tboaiIhdgZ8B27IueG9oBjg4M0+tVlgLZRLoZODuzN82poGvAIeM+4B/RNybMoA530qytZSBzD0y8y/VCmuhDGCeAVyHdRNAG5oGXkTmcbXKmiQTuWStiohbA0ewcODcArgV8JgaJTX2ERZ+LRj8/CMVamntMZTf+3zhG8pr8TgidqtSUSMRsR1l5nu+zgGUma1rUjqY4+7NLBy+obxWHyBiofYzDu4CPJCF28aWwB2AB1WpqJUyGPExFn4tgrJ65P1Vamrr6cCNmD98Q7mHPj8iblClolYirg28ioXbxmaUjvbzqtTU1rsoM5sLLSfeEvjoBDz6di9gfxZuG1sB9wAOrFJRIxGxGPgo84dvKJloG2ASZn1fAOzM/OEbStt43WCmXP9hBvD+PIvyoTfMEuB5jPGzJxFxO+B6HS+/QUTs0Wc9TZXf8/NY+ANx1maUxxfG2aMpM3fDbAY8ejDzNZ4itgfuz8Lhe33jHTrhOXR7n2zN+AeL/YGrdbgugNsQcZN+y2knyqzes1i4I/1/lwNP67ei5p7Y8brNgacSsVCH+yotyjPNd6Vb33Zz4D79VtTc81j3SNdClgDP7bmW1u7PwmFz1iJg34jYued62imPJTyZhQcwZyXlETD9hxnA+3Nv1j2TNsx1KDN84+oAFp7tXd9mjPdI7I6UZ3u7WAzct8daRsGD6BayoOydcPsea2ltb8pS0S62AQ7psZZRcHcWnsVa361jvFcE3IfhK4hmJeWeO65uQvfXYnPgoP5KGQmH0P3zdRHlec9xdTfKI0tdbEMJZeOpDPbfpevVwD7jPBEEPIAr7puxkNWUQc9xdeuNuHZL4NC+CplkPgPel4jL6fhmX0ZZj/z3XgvSKLgh5aH/rp8Cl9Ft2ktXfYdR1k523Xr0NMq6QY2/99F9CmIl8GLgmP7K0Qg5k/IgfBeXUkZ0v9dbNRoVm1IedO+6nGrt4H+ztreKNCr2puyGfLXu/5M/kXmznsqZWAbwvkScRXlGrYuVwA5kLu2xomYi4mnAG+i2ZHAaeF6O686LEdsAF9Lt8QSAs8js2r+6yomIz1FGprtYRtmk74z+Kmqo7HB9Mt0y+Frgg2SO7dKwiDif7iuDVgBLxnYjtoijgZfQ7b6xDHgymR/rt6g2ImIn4C90n/U9IzPH+bGmb1H61F3MALuReVaPFTUTEQ8EPkS3e+hq4NjMHN/HVyKW0X21yFIyx/boqYg4lvI4SpeVqZcDj8jMz/dbVSPlGOSf03314elk3q3HiiaSS9D7805KmBwmga+Oa/geOIHuS0k3GVw/nsrv+et0e+55mvHfDOTdlKNhuriI8qExrr5NWWbfxQxlYnScvY9yUsQwa4ATxjZ8Fx+n++TUIsoEx1jKzHPpfh9YBry9x3JGwTvpfg/987iG74Ev071fuwr4YI+1jIKP0u0zZSXj/1p8gO6frwBf7auQ5jL/RPdFt0sp9xj9hxnA+/NBunWYZihnd46tzDwf+BzDO9PLgZMz84Lei2rrtZTf+zBrKaP54+yrwMUMf69MAa8a6zN9M1cDb2T4wN1qygzgj3uvqa130u0euhJ4U8+1tJX5V+BblJn+hcxQVkaM84AulF2/uwxwrwY+3XMtrZ1M+b0PuzdOAa/sv5x2MnM5ZdB6WNtYRVkZ8fv+q2rqWLqFztWUo0DHVmb+mvIE4LDXYxp4e2YOu9de1b2Sck9YyOz56Kf0X87kMYD3JfNiyuYvC30QTAMvJXMSHsl6AvBn5g/hy4E/Da4bb5nfAV7O8LbxADIvqVJTI5m5lrLp3mWUmcy5TAGfBY6vVVdDx1Ae756vbayiDFjcd9zPbM3Ms4GHsfBg1QxwZGb+sk5VTR0G/Iv5Q/gMpYP57GoVNZKZXwKOY/73yeyZ6PfMzC5B/aorcyXlHrqU+QespoDjyfxMtbraeQnljPj5fu8rgX8z/ptYzs50PoHh99DDx3xlxKwHAuczfwifBn5A6Z+Nu09Rjv2dL4SvpdxTDiBzY1YOqCMDeJ8yv045EuMblIB5+eC/KeD3wMPJHO+Zm4EsMzJ3ZN1yucsHP7p88PU7gDtl5rI2FVaW+UbgEcAfKO1htm0sB04H7krm6e0KrCcz/wjchhKyZ98nUNrFOZSjVB4z1rPfs8oy6oOBlwEXsO69Mts2PgXsTuY/mtVYUWaeQtkN/XtcsW1MU8LmAzNz3JfiF2VQdw/KQNQ069rF5ZQBrDcD+1JmAcdeZr4IeDxlNcgy1rWN5cCpwB0y80eNyqsr8xfAnsDnuWJfYxllqenTGf8jLQHIEhYOpKwsvIR1rwWUsPkR4DaZeV6bCivL/DjlFIWfUv79s6/HDGUV1b3IHN/H/taTmf8Gdqe0gdnXgsGfFwOvoQzajX/gLP2ppwJHAv9k3T10tq9xCrAHZeWAeuAmbLVEXB+4LWUDiD8xGTM2cxocF7QPpZN0IPDtnJBO45widqccrbMaOIPMid0QPyJ2APaiPMN6Z+CHg1nyyROxiPIa7EQZpPkumZc2ramhiNiVcnzKZ4FbZeZvG5fUTsQSysZb21L2Rvj2YCZ04kQ5OmkPyqannwauM1g9MZkidqQMdm9OCd8/HvfVMvOJiMWU98k1KYOX2+b4P54xv4ibUQ7dAfj1YIZ8IkXZEHdv4AuUI8e+k+UxsMlT7qF3AK5HWWH1QyZlgKohA7iaiYjMzHE+d1L/j2wbmo9tQ/OxbWg+tg3NxXahVlyCLkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAV3URsWlE7DP4+94RsWnrmjQaImK7iDhg8Pc9IiJa16TREBHXjYh7D/6+a+t6NDoi4lYRcb/B36/Zuh6NhohYFBF7RcQDBl9v2bomjYaI2Coi7jb4+50iwjykqmxwqiYitoiIVwHnA6cMvv154PyIeFVEbNGuOrUUETtHxIeBc4ETBt/+JvCXiDjcID65BgMxpwF/Aj4x+PavI+KHEbFvs8LUXEQ8MCJ+C/wI+Ojg2/+IiJMi4iYNS1NDg+D9HOAc4FTgw4MfnR8Rx0XEdu2qU0sRcfWIeDulH3rS4NtfAc6JiKMiYlG76jRJIjNb16AJEBFbAd8GbgHMNQo9A/wW2Cczp2vWprYi4kaUDvTVgMVzXDJF6Vw/Jb1hTZSIuCfwWco9Y65BmBngiZn50Tl+pjEWES8BXgBsNceP1wLLgP0y84yqhampiFhMGdjfm7nbxgrgbOAOmXlhzdrU1mB1zI+BnYDN57hkGjgdOCgz19SsTZPHGXDV8m7glswdvhl8/1bAu6pVpOYGy76+ClyDucM3wBLgkcCjatWl9iJiJ+BESid6vhUQWwLviYhbVitMzQ0eU5kvfEPp22wLfNWVVRPnZcwfvqEEr+sAn6lWkUbFZ4GdmTt8Q2kz+wNHV6tIE8sArt5FxA7AocCwjtAWwIMjYvv+q9KI2B/YkeH3oiXAS12KPlGeCHRZDrgp8Oyea9FoOZr5A9b6Nqd89mgCRMTmwDMY3jY2A+4QETftvyqNgoj4L2BPyu9+IVsBz3RvIvXNAK4aHkxZEtjF2sH1mgxPpoTrLq4F3LrHWjRansTwQTsoKyce5rN7kyEidgRu3/HyrSmBTJPhwI24djHw2L4K0cg5gjJY28UmwAE91iIZwFXFdeg2W8Hguuv0WItGyw2Yf3nxhtYAu/RXikbMxqyE2QRwY6XJsBPlOd6udu6rEI2cXegesjYFbtRjLRotuzL/Y24bWox9DfXMAK4apinhqYs1g+s1GTb2dz3TSxUaRas24tpF2DYmxXI2ru+yvK9CNHKW072vAWWjPk2Gjfldr8XPE/XMAK4aTqN7J2g58LUea9FoOZnuIXwzyg6mmgzfALruev+bzLTDNBnOpPvnyUrWHXmp8Xc63Wc5l1J2S9dkOIXyO+9iMeXzR+qNAVw1/IhyHmcX/wJ+0mMtGi0fpNt9aBXw8cx0xmJyHEO3wZkp4A0916IRMTge6Di6zVCtBd7eb0UaFZn5d+CHdBu4W4UBfJJ8jm6rI9YC38nMf/VbjiadAVy9G5zd/GiGd6angcd41vPkyMxLgOewcNtYA1yMR4NMmm8CX2LhtrEc+DlwQo2CNDKOowzWrlzgmingrZl5Vp2SNCKeRJnpXKgfMQMcnpmr65Sk1jJzFXA4Cw/cJWWp+lOrFKWJZgBXFZn5A+DewCVceRnQ0sH375mZP6xdm9rKzHcAz6N8MK4ftmY/DM8Ebp+Z5zUoT40MBuIeDnyaErTX33hrFaW9fA040I70ZMnMpcBelMGXDfcYmaG0lWMpZ4VrgmTmH4G7Av/myn2NZZSBmYdnpo8mTJjM/BzwSEob2HA13VLKSs07Z+aZlUvTBAonG1VTRGwGHAQ8BrgX8GXgQ8DnMnOh2QyNuYi4GqVdHATsA3wKeBdlOZg3qgkWETcAngLcmRK83gG8PTP/0LIutRcRe1JmrG5BOZ7saOB9mXl+08LU1OBYwnsCj6fshH87yrFjn85MN3qdYBGxBHgo8DDgbpTl6e8FvpKZXY/Mlf5/MYCrmYjIzOx6BJUmiG1D87FtaD62Dc3HtqG52C7UikvQJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYADvW8QmRBxIxGlEXErE5UT8kohHEbFF6/Jqi4gbRsSbIuLcwdfnRsQxEXGDxqXVF7ElEY8etIfLB+3ja0QcQMTEvTcj4nYR8emIuGjw9Z8j4lkRcbXGpdUXsQMRLyDib0QsI+JCIj5MxK1bl1ZbRCyKiPtFxLcj4tLB934aEQ+NiM0al1dfxE2JeDsR5w3axr+IeBURu7QurbaIWBIRj4+I30XE0sH3vhgR+0ZEtK6vqogg4s5EnEzExUQsJeIPRDyZiG1al1dbRFw7Il4eEf+MiGWD7703Im7RurbqIjYl4hAifkjEZYP/vk/EwUQsbl1ebRFxy4h4X0ScP/j6HxHx0ojYsXVt1UVsS8TTiPjj4J5xEREnEbEXk3YPrSwys3UN46t86H0J2B1YAqzfmJcBlwN7k3lW/eLqi4gnA28CFgHrd5xXAGuBozLz3S1qqy7ixsC3gG2Brdf7SQJTwC+Ae5O5tH5xdUXEIuADwIOALbjiwOAUsAa4d2Z+r0F59UUcAJxEeR22XO8nq4GVwPuBZzIBN++IuAbwNeCmXPF9ArAUuADYJzP/Vbu2JiKeB7wcWAxsut5PllPuHY8n8+MNKqsuIm4FnE55j8x1D/0ucHBmzjQor64yEPUp4ADK67HhPXQlcA8yf9aguuoi4oHAxyivw/oTHauBVZR+yEtzAu6hRFwb+AawC7DhQMxS4J/AfmSeX7u02gaDcq8Gnkm5f64/+DBDuXcclpn/W7+6BiJuB3yV8losWe8naymvx5eAh5O5qkF1Y88A3pcyg/ktYE+u+AGwvrWUDuStyLywVmktRMTDKMFhqwUumwaOyMxP1amqkYgdgN8COzD/KpQVwI+BfcY9aEXEu4BHsXDbWAbcMTN/W6eqRiJuT+ksDXufvIXMF9cpqo2I2BT4CfBfXHHAbn2rgbOB3XLcB6vKAOYxLNw2ZoAHkfmlOkW1EWW2/9fA1bjiwPb6ZoDTM/O+tepqJuJTwP1YuG1cDtyGzL/UKaqNiNgP+CJXHLzc0BTw8sw8pk5VjURsCfwSuCFXDJvrWwWcRWkby2uV1kJEvAA4miuGzQ1NA/fKzG/XqaqRMgl0BlcelFnfNHASmY+sU9RkmbhlrhXdjTLzvdAy802A7YCn1iiolcEM53Es3Dlg8PPjBtePs6dTZr4Xev9tDtwG2L9KRY1ExPWBxzC8bSwBXtN7Qe29mW7vk6OI2L5CPS09ANiV+cM3lE7lNYHDq1TUSsTmwOsZ3ja2BN42AUsHX0CZ9V7o37klsG+UWZ7xFXFL4P50u4e+tP+CmnsrC4dvKK/FKyJioSA2Dg4Ddmb+8A1l9vM6wEOqVNRIlBWpL2Xh8A2Dfmj/FTX3crr1NQ4h4ub9lzN5DOD9eQ7D3+hQAvozGO/QeU8WHohY35bAgT3W0lZ53urpdHs9lgDP7beg5p7Mwp3oWQEcMNbPaEXsCty249VrgSN6rGYUPI8rLzufy1bAc8f8md9DNuLaawF79VVIa1Fm9Q7nikvw57MFcFS/FTV3JN1ei0XAg4nYtud6momI3YEbdbx8LSWgjrPn0a0fujXw/J5rae3hlN95FzeNiN36LKapsq/OIZR7wjCLgWf0Ws+EMoD353Z0CxZQQuf4BovyWnTpSDO4bs8ea2ltJ8rsdhfBeL8WAPvS/fVYAfx3f6U0twdlOWAXWwH79FjLKNiY3/WOdOtoXlXtxcJLBde3KeN937gR3TvSi4A79VjLKLgrC89wrm8lMM6zWXtSnuPtYmtg7x5raatM6txkI/4XNxvzlTP70v0zIimfx+PqFpT+VBebUu4x+g/zGfC+lN16t+ty6TLKu+GffdajkXB94Dd0H424BLhGf+VohDwUeA/l2YQuvso4LxXR+t4NPLHjtSuAFwLH9leORsgfKTsUdnEpcC/gh71Vo1GxmHIv6DrLtobyrE/XkS1ddd0F+DxlA42Ofk/m5J0e0DMDeF8izqA8w9vFNHANMruOSF2lRMQjgXfSLXcuBZ6c47qTbzl67iKGP3sz62dkju1sVkR8gLIBW5elUDOUzbbG89SAiD0oGzd2GaVfCbyVzLF9RCEi/kx5BryLy4BrZOZ49h8jnka3Z8Ch3EMPI/ML/RbVxuBYwn/TfeXM1zPz7v1V1FjE5yjPgHeZvVwO3IDM83qtqZHBBmz/S7fVIjPAKzPztf1W1VDEeZRHUro4l8yd+yynpYh4CfAiuj3+txS479huxBaxM2XjvS6vxVrKRmyH9lvU5HEJen/eRHkTD7MK+Oi4hu+Bz9J9OX5QjmAaT2WX0U9Qdm8eZimlHY2zt9J9KdSvxzZ8F2cA53S8di3wrh5rGQVvpuxWPMwK4F1jG76Lj9P983oVcGqPtTSVmZcCX6DbZN1SSjsaZ8fS7X2SwLfGNXwPfIuyqLCLoBx/Oc6Ooww0DFNO1hhvx9O9H3oZ8J0ea2kr8xzg+3R7XGMS2kYTBvD+nEh5E68Zct1KytEyYyszpyn/xmGdhCngmAk4t/UNDA+daygrBsd3MALIzF8AP2L46zENjPWxW4Pj5l5A+bcuZAb48rgfJwR8lPJaDOskrATe3n85DWVeAryX4W1jCngFmV0G+K7KXkWZzV3IKsoRdV/pv5ymvg2cSXkfLGQ5ZefjsTUYhHsxw98n08Anc7wHI6DcM4Z9tubgmvf3X047WULnCQwfkJgGXjwBZ8S/lOGvxUrgD5Swrv8wA3hfyoz2PsD5zN1RWEXpLD2AzD/XLK2R/6HMhM8XwqcogxavrFZRK5lnAgdR/s1zbbq1nNJu9hnzlRGzHgj8nrk7TWsH339mZp5WtaoWMk8CXsb8wXOKMlP+iJpltTA413sfyiMbc91DV1JmOA/MzLNr1tbIsymP/i90D30/8LZqFTUyGLg7jPI+mWuwYQb4F3C3zBw2CH7VVoLCgcBfmfseumbw/SPIHPvHvzPzg6xbFTDfPfQ7wJNq1tVE5oWUI3EvY+4BmhWUgf79yby4YmWtPJ4SJue6hybrJoE+UrWqFjK/R9laZJq5JwqnKcvU78n4D0Y0YQDvU5mhuhXwauBCSqdgevDf8cCtyfx6uwLrGYxMP4ZyFMQPWBc8Vw2+Pgw4fMyXka5TwuStKe1gtk3MUNrJK4FbkvnXdgXWk5mXUXYqPorSiZwddFhBWQGwd2a+r1F59WUeAxwAfJHSaZoa/PknyhF2+1FWlYy9zPw9cEvKCppLWTdiv4yyr8StMvMHbaqrrMxqHwI8ljIIMzuIuwr4JnAImc+clM5SZv4vZdfrj1EGaGbfE+dSZnd2H8x6jb/MCyi7Nr+QMvCwgvJ6LAc+BdyRzE+2K7CuzDwauB9wGuveJwC/poSO+2TmsBUD4yHzDMo+v28BLmddX+PywfduSRnQGntZJjQOpAy+/IZ1gxKrKIOb983MlzUqr77Mj1FO2DiBdfeMFZQ9oV8A7EnmRe0KHG9uwlZLORLimpTNKc9nUm7+84iI7Sgd6qsNAtjkitiMslHKauACxn3GZgGDs5x3oKwAWJITEjTnFbEE2B6YmvQPwohYTLmHngNslpldj2wbT2Uzsm2BSyirBSZWlM0trwn8A1g0MQO5cyn30GtSNqm7YLDvyMSKiK0ph4n8PTPH+Zit4co9dHZTtvMn4FGVBUXENSgrrLbJzK57B4yniC0pfa8VlPuG4bBnBnA1ExE58R+ImpNtQ/OxbWg+tg3Nx7ahudgu1IpL0CVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoWty5AEyjipsDBbyh/fz5wEplnti1KzUUEcGfgbq8vXz8N+BSZFzatS81FxKbA/YDbDr5+OPDZzFzetDA1FxHbAg8Bdh18fQBwWmaubVqYmouI6wIPBq49+PrWmfnLtlVpJETcBrjPoB96FHACmf9qW5QmSWRm6xo0KSKuD3yc0oleDGwKrATWAGcAh5H5j3YFqpmIvYEPAdcEtqKszpkBAjgReCKZ083qUzMR8Xjg9ZR7xtaUNrF08OdrgdemH2QTZzAocwzweGAtsGTwo6XAFPDEzDylUXlqKCK2Bz4C7E+5T2w++NE08GfgsMz8baPy1FLEbsAngBtR2sUiYAWQwGnAo8m8uF2BmhQGcNVRwvfPgKtRbngbWgNcAuxhCJ8wEXcDTqEE77ksB34D3BVnPCdKRLwQOJr528YU8JHMfEq9qtRaRCyi3DP2Zf62MQ08LjM/WasutRcR16AM6O8EbDbHJQksA+6Smb+qWZsai9gd+A5lsC7muGIlcDalH3pJxco0gQzgqiPiu8AdmTt8z1oDfI/MfeoUpeYitgD+DWw35MoZ4A1kvrz3mjQSIuJWwI+BLYdcOgUclJmn9V+VRkFEHAEcx7pZ7/nMANdLH2OZGBHxceBBzB2+ZyXwV+DGrp6ZEOURt78C12Pu8D1rJeXRt0dXqUsTy03Y1L+ImwB7sHD4ZvDz2xOxa/9FaUQ8iOHtAkoIewZl2akmwzMpj6kMsxXw3H5L0aiI0pF+AcPD96wjeixHIyQirg4czMLhG0oAuxZlzxFNhn2A7Vk4fENpO4cSMWxSQPr/xQCuGh5I97YWg+s1GR5Dea63izJAo0lxKN02Cg1g/4gY1unWeLgBsEvHa7ek3GM0Ge4FrOp47RLgsB5r0Wg5jO6DdquBe/ZYi2QAVxXXYPiI9KzNB9drMmzM7zqBq/dViEbOfM/2zmUNsE1fhWikXI3uIQuGP96i8XE1up/uE5RNPzUZrsXw2e9ZiyhtSeqNAVw1XEh5rqaLFcBFPdai0bIxz2YG4O6kk2NqI65dBFzeVyEaKZfQ7dGEWZf2VIdGzyWU2csu1gLn91iLRsu/KYP4XcxuCiz1xgCuGk6mfNh1kcBJPdai0fJByrFBXayibMqlyXAC3TrTSTn3eWNmRXXV9Xfgnx2vnQY+0GMtGi1fpvvgzAzlWFRNhk/QfVB3MXBqj7VIBnBVkHkW8COGd6ZXAz8g86/9F6URcRJltHmYGeA4MrvObuiq7y10W2o8Dbyh31I0Kga7Vr+Wbp3poAzyaQJk5qWUgbthK+4SOAf4Qd81aWR8h7LiYdgs+Argk2S6okq9MoCrlkew8PKw1ZTlxY+sVpHay1wBHEQJUfOZAX4BvL5CRRoRmfk74CUs3DamgPdl5jfqVKUR8RHgNIbfNx6VmT7SNFmOpKyQmC+Er6WsujrII8gmSPldP4ByBvx8v/cVwD+AZ9UqS5PLAK46Mv8F3JYyCrmccqNj8PflwLeB25B5dpsC1Uzmt4C7A3+kBKrVg0/HKUrb+DiwP5ld9xHQmMjMNwFPpuwVsJTSec7B3y8HXgoc1axANZGZa4FDgHdQQvj6nepllAB2SGae2KZCtTKYBb8d8CXK58fMej+eAc4A7jAY4NMkyfwNcEdKG5hh3SDNDKWtfBG4vbPfqiEcAFR1ETcEDnolvPklpfN8Mpl/a1yVRkHE7YG7vQJe8zJ4AvAZSodKEywiFlGOGNqdMnD8e+B/00GZiRcRSyhh/EbAy4D9gG85u6mIuDbwIMoO2C8BbmnwFgARtwTu80p4/UvgacCJZJ7XuixNDgO4momIzMyux0Jogtg2JG0s7xuaj21Dc7FdqBWXoEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUsbl3AxIhYDOwCLALOJXOmcUVNRcQOs39m5oWt62kpIrYEdgLWAGdn5urGJTUTEQHsPPj7tpl5eeOSmoqIqwHXBKaAczMz21akkRFxLWA74CIyL25dTksRsQS49uDvizJzTeOS2onYhNLX2Aw4j8xljStqKiKuDuzQuo6RELE5g89X4GwyV7Ysp6VBX2PHwd+vnpmXNC6prYhtKK/HcuAcMtc2rmjsOQPet4gdiHgVcAHwW+CXwEVEfJCIm7Utrq4oDo2IM4CzB98+OyJ+Nvh+tKyvtoi4eUR8CLiI0i5+B1wQEa+cHaCYFBGxVUQcCfwTOHPw7Qsi4vMRcaeGpTUREftGxFeB84AzgLOAsyLiiRGxWdvq1EzEJkQ8gojfAP+gtI1zifg+Efdj8u6h/x0Rn6TcQ38x+Pa/I+LFg8GryRGxDRHPA84B/kh5PS4k4jNE3LZpbQ1ExIER8W3g35T3CRHxh4g4PMqEyOSIuB4RbwUuBH49+O8iIo4l4jpti6srIhZHxBGU98jfBt/+d0R8MyIOaFdZIxF7EnESJaP8HPgTcDYRzyVi67bFjbdwQqVHETcGvkeZpdh8g5+uBlYAh5D5ldql1RZlVP7jwP2AJXNcMgX8L/DInICRt4i4J3AipV1s2BlYAVwG3Dkz/1y7ttoGMxTfBm4EbLXBjxOYAZ6Xme+oXVsLEfFi4EXAlsCGgWqKMpB3t5zwma2JE7EpcDKwL/PfQz8KPIUJ+GCPiAcBH6bcQxdt8OPllA7lXpn5r9q1VRexI6WvsTPlvrG+tZTX48lkfqR2abUNBvLfCDyJ+d8nPwbulZkratbWRMTtga9R2sWmG/x0JeXz9W5k/qx2abVFxBbAqcCezN823paZL6xaWCsRhwNvB7bgyhOyM8C/gLuQeX7t0iaBAbwv5Y1+FmVZ3EIrDaaB25D5pyp1NRIRrwaOZO6b3qwp4C2ZeXSdqtqIsvLhDK4cNte3FjgX2HXcOwkR8R3gdlx5kGp908DBOeaDVRFxKPAhFm4by4GvZeb9qxSl0RDxTuDRLNw2poCXkvnmOkW1EWVG9zss/Fqspsxw3Xysl6SXwPkL4L+4csBa3wxwdzK/X6OsViLiCcCxLNw2ZoDPZuYj61TVSHlM5U+USaCFXArchDF/HDAiPgEcxJUHqdY3DTw9Mz9QpahWIu5KGYxY6H2yCvgNsMckDOrW5hL0/hwKbMPw13gz4Ln9l9PO4Pm8Z7Jw+Gbw82dGxEI3hHHwPBYOm1DazXbAg/ovp52I2AO4LcNfj62AV/VfUTuDmZvXsvAHIpTR6rtHxK79V6WREHEN4HCGt40lwNGD2fJx9hLK+2AhiynPNN6r/3Ka2peyemjY73wL4BW9V9PQYKXd/zD8fbIlcGhE7NR/VU09keGfrQyueVzPtTQVZan9A1k4fENpO68ctKVx1uV9silwE+Au/Zczeca9gbV0FCWAD7MYOGwwYz6uDqHM6HaRg+vH0mAJ1MO48pLJuWwNPLvfipp7Gt06CAC3jIib9FlMY3sw2Eiqg8XAk3usRaPl4XS/hy5mjEPn4JGVe9Gt/7IN5bN4nD2T4YPbUB5nuQvjHTr3Y3iomJXAY3usZRQ8neEDVVBC6ZE919LaEVz5ka75bAPs3WMtbUXsAtyx49WzE2j6DzOA9+eGG3FtMtiNcUzdjBImu9iaMuI2rnaie0cayszGONuNboMRUJ5Xu3GPtbR2U7q3jU2B/+6xFo2W3egeLDZnvO+h16Psk9HVTfsqZETcgu7BYgUb1ze5qrkJ3U/32YLyvhpPZRXMxmzmuiMRXT+Lr4r+m+6D/Zsw3vfQXel+Dw3KPUb/YT4D3peIi4Grd7l0mpIqzu21IElj5kuZeZ/WRaiCiLcDT+1y6XLg+cBbey1Io+J3lIe/u7gMuAfwk/7K0YjYhPIAb9dZtjV4LvGkuBPwJeBq3f8nvyFzfAerGvH91p8fAQfSYWR6K7jwHLg2Y7pRTETcCziBbrPgS4FDx3WzrSgjzOcB23e4PIFTM/Pe/VbVTkS8hrJEtMvI9HLgepl5Qb9VtRERN6T0p7ssGZwGTu+3Io2Q7wKPosNjTVvA1HFw9+Myf9h/WfUNHuO5gG6fJ2uAT2XmI/qtqqGId1GW1w597n87mPkx7Ejm0v4Lqy8idgN+SLfVIsuAZ2bm8f1W1VDE74Gbd7l0EfwmxzhkDTbnexPd7hszwJ6Z+bt+q2okYjvK8Xxd+horgW/2Ws+Ecgl6f46h7Eg7zHLgreMavge+QgkMXUxRjswYS4PdeN9G+b0PM0U5TmWcvZMy0DDMWuDL4xq+ATLzr5TjcbrYBBjvXVq1vpPo9j6BspjqRz3W0lRmLgeOp3QMh1kBjPWO8MBxlB3fh1kNfGJcwzdAZv4a6Hp05ybAJ3ssZxS8njLQMMyywbXj7BN0f9zt92MbvgEyL6NMinXJHWtwQVUvDOD9OR34KQsHrTXAJcBYn288ONf7qQwP4dPAUyfgHPC3UY79WOjmt5yyUvCbFeppZnBG73sZPlg1TTkbe9wdxfD3yRTwhsy8pEI9GgWZK+nWNqaBp07AkTGvp6yWWujfOQN8NTPPqFNSI5l/AE5k4baRlJD1yio1tfU0yu9+IdPAizOz68TAVdWngH9SVqPPZxXluL7P1CiolcxcRjk9ocs99Bn9V9Tcyyl9iYXuodPAp8k8s0pFE8YA3pfSAbof8APKB9+GjXwZcDZwZzIvrlxddZl5IuWmNsOVByVWDL7/tMw8qXZttWX5fe8FnEPpRF7hx5S28X3gfjn+HWkoweITlJv9hjM5U5TBintk6WiOtcz8GeW+sZQrdxRWU94n76J8eGqSlKWyR1PawIYb6MxQ2stjyPxq7dJqy8xzgbsC53PlGb61rFtJ9dDKpbVyBHAK5d+94cDuMuAiYF8y/167sNoy8zvAQyjvhw2D+KrB916bmW+pXFp9ZbXIPsAfuXJfg8H3fg/sR+bGbGx4VfVm4A2UNrDhoMQ05f1zaGZ+r3Zh1ZUVd/sCF3Ple+gayutxMvD4uoVNDjdh61s523cfylnft6csgfkz5VmUkwczGxNjcBbjkyjPM14X+AfwUeBdmXl2y9pqi4jNgIMpR43tSrnp/Ziy7PxbExK+/09E7E4J4wdQTgX4A2Xp08dyjJdNzmVw1NKjgacA16QMWp0CvCUzf9+yNjUWcQPKLN9DKUfEXEp5HOG9ZJ7XrrD6ImJL4FDKfeN6lI1PT6bcQ384afdQIm5H+TzZj/JM+NnAscCnGP/Z3iuIiB0oZ1s/HrgGZc+ptwJvy8yuy9THQ9l75l6UfugtB9/9DeV9cuqYPwJ5JYPjTJ9BOfJ2J+AvwHuA4zPzopa1VRexhHI07jOBnSkDE6cDbyLzpw0rG3sGcDUTEZmZXY9P0QSxbUjaWN43NB/bhuZiu1ArLkGXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVx1RWxBxCOJOP0X5euvE/EIIrZoXJlai9iBiOcT8YOfl68/R8Q9iPA+NekibkLEW4j4KRFnEPF+Iv67dVlqLCKI2IuITxLx8x+V772KiF1al6bGIhYTcTARpxLxy2+X7z2JiG1al6a2ImLbiHhKRHxn8PWXI+KgiFjcujZNjsjM1jVoUkTcHfgsZeBn6/V+shRYCxxM5uktSlNjEUcBr6a0g60G301gCjgPOIDMvzSqTq1EbAZ8ADiEct/YbPCT1cAq4DvAIWQua1Ogmom4FnAqcFNgS9ZNKCwHAngr8AIy17YpUM1E3Bb4MqVdrB+4pyht43AyT2hRmtqKiIcB76f0L5as96OlwDRwz8z8RYPSNGEM4Koj4q6UztJWC1w1DRxI5nfrFKWREPEs4FXM3zbWABcDtybz3Gp1qa2IAE4G7sH8bWM58AtgbzJXVapMrUVsC/wcuC6w6TxXTQPvJfNZ1epSexG3AH7IFYP3hqaBR5J5Up2iNAoi4lDgQ8z/eZLAMuAOmfn7WnVpMhnA1b/Skf4zcKMOV/8ZuCk2zMkQsT3wL2DYIwirgQ+T+bj+i9JIiLgb8DmuuFpmLlPAk8j8WO81aTREvAx4AcPvGzOUgbsz+y9KIyHiW8BdKTPdC7kUuJYDd5MhymqqC4Bth1yawDcy8279V6VJ5rOVqmEvYMeO1+4E3LHHWjRajqAsOx9mMXDYYOZLk+G5XHGJ4HyWUMKYJkF5TvMZDA/fUO4bR/ZbkEZGxA2B2zM8fAMsAg7qtR6NkoPp1i4C2Csirt9zPZpwBnDVsB/lWawutgD277EWjZb7s/BjCetbCezZYy0aLXvTrcMEcHMiut5jdNV2Y9btBTDMpsC9e6xFo2VfyiNLXWyDbWOS3IeFH0tY32pgnx5rkQzgqmIrure1RXQP67rq29jftbvlT475nu2dyxpsG5NiC7qtmpm1eV+FaORswcb1a7ussNF4GPYo0/o2wc8T9cwArhr+Sdn0pIvpwfWaDH+lPHPVxWLK8+KaDBduxLVrgMv7KkQj5Vw2LlSf3VchGjn/opyO0MUqyp4zmgxn0r1trMa+hnpmAFcNJ9C9rW0yuF6T4Z2UTbS6OBf4dY+1aLS8i7KJ1jCrgY+T2XXpqa7KMs+j7HLdxVLguB6r0Wj5Ct0HdFdTjjjUZDie8jvvYg3wtR5rkQzgqiDzIuCTDO9MzwCfIPOS/ovSiPgGcA7Dn9ubAl7h7vgT5T10e55zJfDmnmvRaHklw1dVJeWYuhP7L0cjIXMlcCzD28YK4HtkOgM+ITLzj8CPKJ8XC5kC3pTujq+eGcBVy1OBXzF/CJ+hnOf71FoFaQSUQH0gcBHzLw+booxef7xWWRoBZabzIEpner6BlxngCDyzdbJkfh14BfMHrdlHEu5O5opqdWkUvIoyeznfyqoVwN+BB1erSKPiEOAflDYwlynKKorXVqtIE8sArjoyZyi7Sr6WEraWXlp+cjnlWc/XAPuSubxNgWom82/ArYEPUjrUl11afjIF/Al4AplHOvs9gUrQ2gv4MqXTNNs2lgPfBu5B5qcaVaeWMt8APAT4OVe8bywHPg3clsxfNapOrZRHUQ4GXkh5/n8ZcNll5aeXA28F9nSl3eTJzIuBPYC3Ux5Pmd03ZBnlme/nA4dm5sZs8ij9Pwn7tKqunOO6573gB1+GOwE/8flNARCxNbDnPeEbp8JuwG8N3gIg4trALe8Bp30Nrk/mP1qXpBERcVPghvvDqafDNQxXAiAigNsC17oLfOm7sIUrIgQQEZtTzoz/NiWU/zzta6giA7iaiYjMzK7n/GqC2DY0H9uG5mPb0HxsG5qL7UKtuARdkiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqYHHrAiZGxI2BPYFFwJnAT8jMtkW1ERFLgP0Hf78f8PXMnG5bVRsREcDtgJsAa4CfZuaf21bVTkRcG7jL4O/7Ad/OzDVtq2ojIhYD+wE7AVPANzPzorZVtRMR/wXsPvj7bTLz520raicitqW0je2AC4HTM3N526raGNxD7wTcaPD19TPz722raicirgPsBWwG/B34XmaubVtVGxGxGaWvca3B11fLzEubFtVSxG7AboOvfkXmb1qW01JEXB3Yd/D3A4FvZObKpkW1ErEJpd91fWA58H0yz25b1PiLCc2A9UTcHjgWuC2wavDdTYB/Ay8k8zOtSqstIrYBXgscDqwGtgUupwwEfRB4QWYua1dhXRHxYMrrsSMw20HaFPgZ8KzM/Emr2mqLiBtR3icHUN4n2wBLKR8GrwWOm5RO5CB4Px94NmXAbhNK+9gMOAU4KifowzEi9gbeDNyCct/YBpgG/gE8NzO/0LC8qgadxjcCh1HeJ7NtI4D3AC+ZpCAeEY8BXglcDUhK21gO/AB4Zmb+qllxlUXEzYHjgL2BlZQ2AbAMeAXw3pyQDt8geL8MeNrgW5sAW1PaxomUe+gFjcqrL+IA4BhgV8pAP5TPlj8DzybztFal1RYR16J8nhxCeZ/M9kMTeBvwP5m5av7/hzFSBi+fBLwUWEK5Z8z2Nb4JPJPMPzarb8wZwPtURtVOAraa54pp4NVkvqZeUW1ExHbAD4EbAFvMccly4C/AnTLz8oqlNRERLwZexMJt44GZ+dV6VbUREbcAvk/pPM/1WMwUJXg+fNw7kIPw/XlKJ3qutrEauBS4fWb+tWJpTUTEwcDHgC3nuWQGeE5mvrNeVW1ExA7AT4CdKR2kDc0AvwX2zsyZmrW1EBHHAE9m7vdJUu6hB2bm96oW1kBE7AF8gxIyY45LpijvoydPwD10c+A0YA/mvm+sAi4A9szMc2vW1kQZpHonC99Dn0Dmx6rV1EhE7AL8FNieMtmxoWnKPfaAsZ8NL+H7fcBDKeF7Q2sp9419mODVZn0ygPeldJb+xtwNe33TwL3I/HbvNTUUEScC9wU2X+Cy5cDnM/PBdapqIyL2Bb7I/OF71hRw/XFedhwRiyjvk12Yu+M4a4oStN5do65WOgzMQJnB+CNwq3HuTEfEdYE/MPx9Mg3cZdyXpEfEacBdmTt8z5oBPpqZT6xTVRsRcX/gEwz/fL0M2CUzp/qvqo1B4DybEioWMgU8LjM/1X9V7UTEmygDM/MFTigh/GeZeac6VTVSVkX8jG730N3JPLP/otqJiJ9QHmNa6PHbaeBtmfmCKkW1EvEI4N0sfA9NyiNOuzApqwIqchO2/hzBwoFi1pbAC3uupanBc733YeHwDWVm/H6DJULj7IUs3DmYFcBje66ltQMpz7EOe68sAV40eN5zLA1mv5/N8M7SIsqzWnfsvai2nkr5tw6zOfCcnmtpKiJ2Be7MwuEbyn3lkYNnxMfZ0QwP31Daz8N6rqW1gxneLqC8Xkf3XEtTEbEl8ASGf75uCtw6Im7Vf1VNPYtubWNT4Miea2kqIm5NeYxp2N5XWwFPGQxsjbMu99Cg9MsP6r2aCWQA788TGd6RhtLA96c8Hz2uDt2Ia9cCYzsDPugY70u3wZmtKO1onD2RsvS8i6tT9lIYV/vQLXBC6WA+vsdaRsERDB+0g/KaPWgwgDGuHk73z+s1wAN6rKWpiNiZdRtJDbM18JQeyxkFT6H7PfRGUTaEHVf3Yt1+KsNsCjy6x1pGwSPottnyJLwWh9Pt8wTKzO+BPdbSVsTNgOt2vHobxv8e2oQBvD87bMS1qxi+fOyqbGfmfu57LltRdn0eV9ekbPzR1ca0o6uirh8CUILFtfsqZATsRLeBGSj37uv1WMsouNpGXj/Os77Xo9tMFpRO5ji/T3Zk4+6hO/ZVyIjYmM/LlYx327g2cz/bO5fFlJVE46nM4HbtdwEsYbwHMW9A9wHuxYz3+2Qn1m0K3cXOfRUyyXwGvC8R51PC1lDLKb2rydmSU5IkSX1ZRfezhlfRfYRPV217Al9no0asf07mOK8+bGKcR7taO4WypGfoa7wF/Ol8uPm4ngseEbcFvkO3JfnTwJ0z8xe9FtXI4BnmPwFdlgGuBj6YmU/ot6p2IuJpwOvo9jznFHCtcT0zPiKuQdlMqcusxVLgSZn5iX6raiciTqIspe6yUusnmXn7nktqJiL2o3ymbN3h8uWUDfrO6reqNqKcWXs23WaoVgBvGecNlSLiJXTfV+QSyj10db9VtTHY5frPdL+HPiwzv9hvVQ1FfIPBWddD5KZwWmYe0HNFzUTEA4CP0u1xjeXADTPz3/1W1Ug5pu98yv47w8wAJ/Rb0GRyCXp/3kK3JR5TwBvGNXwDZOYZwF8pz9UseClw1riGb4DBrtWvp/zeh1lFOdd1nH2EbsuuV1IGI8YyfANk5sXA5ygDL0MvBz7ba0HtHUP58B+m3EPH2zeBiztctxb46biGb4DMXAu8iTJYO/RyyhFM4+y9dLuHLqfs7jyW4RsgM8+mvFfWDLkUyr3l1F4Lau8NlHPgh5kG3thzLa19kW6PrqyhDEaMZ/gGKEesvZNyTxgmgPf3W9BkMoD3JfM3wLtYOGjNAL+ghJBx90iGh84p4FEVamntw8AvWfjmNwW8IzN/W6ekNgZnvj+ZhTvTq4B/Ay+rUlRbR1GC1kIdyBng0Zm5ok5JzfwA+DQLt40Z4NvAyVUqamQwcHcYC78WSelsH1GlqLbeQZnpXOg9MA28KjP/UaekNjLzPOB5LNw2VgB/Z/xDFpTPk8tZeDO2GeDhmdklqF+VnQp8hYXbxjTwBcrZ6WNrMPA07B66lnJ04dOqFNXW64B/svCgxDTwbDIvrFPSZDGA9+s5lFmc5VzxTb9y8L0vA/eYhPP1Bmf07gecQ1n69X8/Gnx9DrDvOM9+z8ry+74H5fe/nCveAKcH3zuG0qkae5n5Ecpu6Mu44mj9GsrrcQZw+8EM8VjLzHOB2wG/owzCrN+JXErpWD4sMz9Xv7q6BqHz8ZSzSpdzxdnw5YP/TgQOmoCONJn5PeCelO1CNryHLqMErL0y808NyqsqM2coZ6J/i9Iu1v8MnRp87yWZ+eoG5VWXmW+jHGE4zRXvoaspr8UPgTtlZpfZ0Ku0zPwbcAfgLMprsf7Ku6WUAc4HZOZYB06AwcrKhwIfpwzCrD/oP3sP/TDw8HFehTkrM79KObbvEq54D11LaStnUvoaf29QXl1l8uNOwI8o9431V8YsG3zvSDLHfQVRM27CVkN5tvMxlAC6mDL7+R4y/9qyrBYGz+8dQJkRP4zywfBR4GuDpYUTJSJuRAmf/025AZ4OfCgzL2laWAODM1wfCtwPeCBlBcl7J2FQZkODvQJuBzyOsnvr5ZQl5ydNwMz3lUTENSmvxZ2B+wCvBt6dmf9qWlgDEbGI8ho8jHJ6xrnAh4Bv5gR+oEc5UueJlDN+D6TMXn10sLpmokTE1pTP1XtTnoP+I/CezPxd08IaGNxD7wI8FtiFMuj9IOCUnIBJjyuJ2IlyRvrsXhk/At7LOC+1nkdEbErZX+TBlGNyPzD47/uTeA8l4laUe+hNKIMyXwQ+QWaXRyX1/8gArmYiIjOz67FLmiC2Dc3HtqH52DY0H9uG5mK7UCsuQZckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXHVF3IqIDxBx+ery9eVEHE/ErVqXpoYigoi7E/FVImZWle+dR8T/ELFT6/LUUMTmRDyCiF8RsXJl+d6ZRDyRiK1bl6eGIrYn4nlE/JOI1cvL975HxAOIWNS6PDUUsSsRbyHiEiLWLCvf+wwRd2xdmtqKiDtFxIkRMTX4+uKIODYibtS6Nk2OyMzWNWhSRLwQeAmwKbB4vZ+sBlYBryDz9S1KU0MRmwEnAHcHtgJivZ8uB9YAB5P51QbVqaWIawPfAnYGNgzbU8DlwN5k/rl2aWos4nbA1yifJ1tt8NNlwK+Ae5K5tHZpaiziUcC7Kf2MTdf7yVrKZ8oHgGdgB3iiREQA7wQeBWzBFSchV1L6Gk/IzI81KE8TxgCuOiIeBxzHlTtK65umfCgeX6cojYSIjwEPZHjbuAuZP69TlJqL2Bz4JbArVxywW99a4ALgv8i8pFZpaizihsAvgG0XuGoF8ANgf4PWBIm4N/AZFv48mQLeRObL6hSlURARrwGOZOG2MQM8MDO/UqcqTSoDuPoXsSlwHnD1DldfDOxI5up+i9JIiNgV+A1lNHohCXyVzHv2X5RGQsTDKbNYw5aZzwAvJ/MN/RelkRDxPuAxzD8wM2sKOJDM7/Vek9orM5x/BG7S4eoZ4NpkXt5vURoFEXF14ByG9zUAfp+Zt+i5JE04nwFXDfdleEdp1qbAfXqsRaPlaUCXZzUD2IeIXXquR6PjuQwP3wBbAs8adL417iKWAA+n22fKlsBR/RakEbIn5XGVLtYCj+yxFo2WR1F+511cPyJu22cxkgFcNewObNPx2q0H12sy7MUVn9FbyArglj3WotFy8424dnu6hXVd9d2QsmdIF5tQQpkmw+5ccQ+RhSwB7tRfKRoxd2bhpefrS+DWPdYiGcBVRVBuaF3ZLifHxs5a2jYmh21Dc9nY37PtYnLYNjQfP080UmxgquF3lF1pu1g2uF6T4QzKLvhdbA78ocdaNFr+shHXLqXsiK7x9zdgs47XJvDr/krRiPkt3ZcZTwM/67EWjZafUp777yKxH6qeGcBVw8kbcW0Cn+upDo2et9F9OelPyPxbj7VotBxDt4G75cBb3el6QpRNsz5LOTJomLLbtSbF9ygbuXaxCfCh/krRiPkg3WfBzwd+2GMtkgFcFWSuAF5J6QwtZAr4n8H1mgSZvwVOp4SohcwAL+q/II2QTwKXMXxGawZ4V//laIS8mrInxEJWAX+m3F80Ccog3PMps9sLmQbeT+ZF/RelUZCZ51NCeJe28fx0QFc9M4CrlmOA4ykhe8MbWw6+/z7gzZXrUnsPoSwFnGuAZjXlA/GxZH63alVqK3Ma2Bv4N3N3mmaASyjnPJ9fszQ1lvl74AGUFRIr57hiCjgTuIcrIyZM5qeAl1HuGXMN3i0Dvgg8q2ZZGgnPAE5l7pVVayht5ujMPLFqVZpIBnDVkZlkHgncj3IDXE3pOK0efH1fMp9lZ2kCZU4B+wGPB35F6TStogSsDwJ7DDpVmjSZfwFuARxNOcN1NaVtXAS8Hrg5mb9oVp/ayTwNuBXwdkqHehWlE/1n4JnAnmRe2Kw+tZN5DLAvcCKln7GS0ja+AxwGPITMrnuPaExk+Z0fSjnG8LuUvsZs+/gMsHdmHtuuQk2SMO+oiYjFlGODlvlBqCuI2BzYAlhKZtcNdTTuyjnfW1IGjqccrNP/KW1jG2AVmV03WtIkiFhEaRvTZM61WkITKiI2oxxNtjQzu+wpIf3HGMAlSZIkSarAJeiSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKjCAS5IkSZJUgQFckiRJkqQKDOCSJEmSJFVgAJckSZIkqQIDuCRJkiRJFRjAJUmSJEmqwAAuSZIkSVIFBnBJkiRJkiowgEuSJEmSVIEBXJIkSZKkCgzgkiRJkiRVYACXJEmSJKkCA7gkSZIkSRUYwCVJkiRJqsAALkmSJElSBQZwSZIkSZIqMIBLkiRJklSBAVySJEmSpAoM4JIkSZIkVWAAlyRJkiSpAgO4JEmSJEkVGMAlSZIkSarAAC5JkiRJUgUGcEmSJEmSKvj/AAwl2BF9xuwEAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "a16ecc13-bb1b-41d1-96b9-79e6bc859295", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.2300\n", + "Average post-processed IS size: 42.1064\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.6200\n", + "Average post-processed IS size: 42.6250\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for df in [35, 37, 40]:\n", + " filename = f\"r=sqrt(sqrt(2)), df={df}e6.json\"\n", + " result_json = open_json(filename)\n", + "\n", + " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + " ind, = np.where(IS_sizes==IS_sizes.max())\n", + " n_show = min(len(ind),1)\n", + "\n", + " figure = plt.figure(figsize=(25,15))\n", + " for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "307b3f26-8dc1-437e-84ac-1a4aea803e8e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/lieb/.ipynb_checkpoints/lieb_lattice_playground-checkpoint.ipynb b/work/lieb/.ipynb_checkpoints/lieb_lattice_playground-checkpoint.ipynb new file mode 100644 index 00000000..e1928962 --- /dev/null +++ b/work/lieb/.ipynb_checkpoints/lieb_lattice_playground-checkpoint.ipynb @@ -0,0 +1,608 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 7.519e-06m\n", + "Unit Disk Radius: 1.189\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 30e6 # rad/sec\n", + "unitdisk_radius = np.sqrt(np.sqrt(2)) # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "ename": "ValidationException", + "evalue": "An error occurred (ValidationException) when calling the CreateQuantumTask operation (reached max retries: 4): 1 validation error for AtomArrangementValidator\n__root__\n Arrangement is too wide. Sites [Decimal('0.0'), Decimal('0.0000068')] and [Decimal('0.0000812'), Decimal('0.0000609')] have x-separation (0.0000812) bigger than 0.000075 meters (type=value_error)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValidationException\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[30], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\u001b[39;00m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;66;03m# DO NOT RUN THIS UNLESS YOU ARE SURE\u001b[39;00m\n\u001b[1;32m 3\u001b[0m nshots \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n\u001b[0;32m----> 4\u001b[0m task \u001b[38;5;241m=\u001b[39m \u001b[43mqpu\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43mahs_program\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mshots\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnshots\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(task)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_device.py:160\u001b[0m, in \u001b[0;36mAwsDevice.run\u001b[0;34m(self, task_specification, s3_destination_folder, shots, poll_timeout_seconds, poll_interval_seconds, *aws_quantum_task_args, **aws_quantum_task_kwargs)\u001b[0m\n\u001b[1;32m 93\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrun\u001b[39m(\n\u001b[1;32m 94\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 95\u001b[0m task_specification: Union[\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39maws_quantum_task_kwargs,\n\u001b[1;32m 109\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m AwsQuantumTask:\n\u001b[1;32m 110\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 111\u001b[0m \u001b[38;5;124;03m Run a quantum task specification on this device. A task can be a circuit or an\u001b[39;00m\n\u001b[1;32m 112\u001b[0m \u001b[38;5;124;03m annealing problem.\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 158\u001b[0m \u001b[38;5;124;03m `braket.aws.aws_quantum_task.AwsQuantumTask.create()`\u001b[39;00m\n\u001b[1;32m 159\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 160\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mAwsQuantumTask\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 161\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_aws_session\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 162\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_arn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 163\u001b[0m \u001b[43m \u001b[49m\u001b[43mtask_specification\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 164\u001b[0m \u001b[43m \u001b[49m\u001b[43ms3_destination_folder\u001b[49m\n\u001b[1;32m 165\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 166\u001b[0m \u001b[43m \u001b[49m\u001b[43mAwsSession\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mparse_s3_uri\u001b[49m\u001b[43m(\u001b[49m\u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43menviron\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mAMZN_BRAKET_TASK_RESULTS_S3_URI\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 167\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mAMZN_BRAKET_TASK_RESULTS_S3_URI\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m 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\u001b[49m\u001b[43mshots\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_default_shots\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 172\u001b[0m \u001b[43m \u001b[49m\u001b[43mpoll_timeout_seconds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpoll_timeout_seconds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 173\u001b[0m \u001b[43m \u001b[49m\u001b[43mpoll_interval_seconds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpoll_interval_seconds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 174\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43maws_quantum_task_args\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 175\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43maws_quantum_task_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_quantum_task.py:170\u001b[0m, in \u001b[0;36mAwsQuantumTask.create\u001b[0;34m(aws_session, device_arn, task_specification, s3_destination_folder, shots, device_parameters, disable_qubit_rewiring, tags, *args, **kwargs)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(task_specification, Circuit) \u001b[38;5;129;01mand\u001b[39;00m task_specification\u001b[38;5;241m.\u001b[39mparameters:\n\u001b[1;32m 166\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 167\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot execute circuit with unbound parameters: \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 168\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtask_specification\u001b[38;5;241m.\u001b[39mparameters\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 169\u001b[0m )\n\u001b[0;32m--> 170\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_create_internal\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 171\u001b[0m \u001b[43m \u001b[49m\u001b[43mtask_specification\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 172\u001b[0m \u001b[43m \u001b[49m\u001b[43maws_session\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 173\u001b[0m \u001b[43m \u001b[49m\u001b[43mcreate_task_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 174\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice_arn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 175\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice_parameters\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 176\u001b[0m \u001b[43m \u001b[49m\u001b[43mdisable_qubit_rewiring\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 177\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 178\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 179\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/functools.py:888\u001b[0m, in \u001b[0;36msingledispatch..wrapper\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m 884\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m args:\n\u001b[1;32m 885\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfuncname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m requires at least \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 886\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m1 positional argument\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 888\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdispatch\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__class__\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_quantum_task.py:614\u001b[0m, in \u001b[0;36m_\u001b[0;34m(analog_hamiltonian_simulation, aws_session, create_task_kwargs, device_arn, device_parameters, _, *args, **kwargs)\u001b[0m\n\u001b[1;32m 602\u001b[0m \u001b[38;5;129m@_create_internal\u001b[39m\u001b[38;5;241m.\u001b[39mregister\n\u001b[1;32m 603\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_\u001b[39m(\n\u001b[1;32m 604\u001b[0m analog_hamiltonian_simulation: AnalogHamiltonianSimulation,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 611\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m 612\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m AwsQuantumTask:\n\u001b[1;32m 613\u001b[0m create_task_kwargs\u001b[38;5;241m.\u001b[39mupdate({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maction\u001b[39m\u001b[38;5;124m\"\u001b[39m: analog_hamiltonian_simulation\u001b[38;5;241m.\u001b[39mto_ir()\u001b[38;5;241m.\u001b[39mjson()})\n\u001b[0;32m--> 614\u001b[0m task_arn \u001b[38;5;241m=\u001b[39m \u001b[43maws_session\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_quantum_task\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcreate_task_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 615\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m AwsQuantumTask(task_arn, aws_session, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_session.py:223\u001b[0m, in \u001b[0;36mAwsSession.create_quantum_task\u001b[0;34m(self, **boto3_kwargs)\u001b[0m\n\u001b[1;32m 221\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m job_token:\n\u001b[1;32m 222\u001b[0m boto3_kwargs\u001b[38;5;241m.\u001b[39mupdate({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mjobToken\u001b[39m\u001b[38;5;124m\"\u001b[39m: job_token})\n\u001b[0;32m--> 223\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbraket_client\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcreate_quantum_task\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mboto3_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 224\u001b[0m broadcast_event(\n\u001b[1;32m 225\u001b[0m _TaskCreationEvent(\n\u001b[1;32m 226\u001b[0m arn\u001b[38;5;241m=\u001b[39mresponse[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquantumTaskArn\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 230\u001b[0m )\n\u001b[1;32m 231\u001b[0m )\n\u001b[1;32m 232\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m response[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquantumTaskArn\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/botocore/client.py:530\u001b[0m, in \u001b[0;36mClientCreator._create_api_method.._api_call\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 526\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[1;32m 527\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpy_operation_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m() only accepts keyword arguments.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 528\u001b[0m )\n\u001b[1;32m 529\u001b[0m \u001b[38;5;66;03m# The \"self\" in this scope is referring to the BaseClient.\u001b[39;00m\n\u001b[0;32m--> 530\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_api_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43moperation_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/botocore/client.py:960\u001b[0m, in \u001b[0;36mBaseClient._make_api_call\u001b[0;34m(self, operation_name, api_params)\u001b[0m\n\u001b[1;32m 958\u001b[0m error_code \u001b[38;5;241m=\u001b[39m parsed_response\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mError\u001b[39m\u001b[38;5;124m\"\u001b[39m, {})\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCode\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 959\u001b[0m error_class \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mfrom_code(error_code)\n\u001b[0;32m--> 960\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m error_class(parsed_response, operation_name)\n\u001b[1;32m 961\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 962\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parsed_response\n", + "\u001b[0;31mValidationException\u001b[0m: An error occurred (ValidationException) when calling the CreateQuantumTask operation (reached max retries: 4): 1 validation error for AtomArrangementValidator\n__root__\n Arrangement is too wide. Sites [Decimal('0.0'), Decimal('0.0000068')] and [Decimal('0.0000812'), Decimal('0.0000609')] have x-separation (0.0000812) bigger than 0.000075 meters (type=value_error)" + ] + } + ], + "source": [ + "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"r=sqrt(sqrt(2)), df=20e6.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"r=sqrt(sqrt(2)), df=45e6.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.7900\n", + "Average post-processed IS size: 42.7115\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "a16ecc13-bb1b-41d1-96b9-79e6bc859295", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.2300\n", + "Average post-processed IS size: 42.1064\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.6200\n", + "Average post-processed IS size: 42.6250\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for df in [35, 37, 40]:\n", + " filename = f\"r=sqrt(sqrt(2)), df={df}e6.json\"\n", + " result_json = open_json(filename)\n", + "\n", + " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + " ind, = np.where(IS_sizes==IS_sizes.max())\n", + " n_show = min(len(ind),1)\n", + "\n", + " figure = plt.figure(figsize=(25,15))\n", + " for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "307b3f26-8dc1-437e-84ac-1a4aea803e8e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/lieb/lieb_lattice_playground.ipynb b/work/lieb/lieb_lattice_playground.ipynb new file mode 100644 index 00000000..027cd1e7 --- /dev/null +++ b/work/lieb/lieb_lattice_playground.ipynb @@ -0,0 +1,600 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 6.385e-06m\n", + "Unit Disk Radius: 1.030\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 80e6 # rad/sec\n", + "unitdisk_radius = 1.03 # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_gap = 0.3e-6\n", + "time_points = [0, time_gap, 4e-6 - time_gap, 4e-6]\n", + "for i in range(len(time_points)):\n", + " time_points[i] = round(time_points[i], 9)\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 10e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/52f0fd07-2b6a-4791-96a5-9653fb53b65f')\n" + ] + } + ], + "source": [ + "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 100\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"r=1.03, df=80e6, t_g=0.3e-6.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"r=sqrt(sqrt(2)), df=45e6.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.7900\n", + "Average post-processed IS size: 42.7115\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "a16ecc13-bb1b-41d1-96b9-79e6bc859295", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.2300\n", + "Average post-processed IS size: 42.1064\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.6200\n", + "Average post-processed IS size: 42.6250\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for df in [35, 37, 40]:\n", + " filename = f\"r=sqrt(sqrt(2)), df={df}e6.json\"\n", + " result_json = open_json(filename)\n", + "\n", + " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + " ind, = np.where(IS_sizes==IS_sizes.max())\n", + " n_show = min(len(ind),1)\n", + "\n", + " figure = plt.figure(figsize=(25,15))\n", + " for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "307b3f26-8dc1-437e-84ac-1a4aea803e8e", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From d019bc80f854ddbb1472824c0b0bfd88a4031010 Mon Sep 17 00:00:00 2001 From: David Shustin Date: Sun, 29 Jan 2023 14:36:15 +0000 Subject: [PATCH 10/14] clean nb --- .../lieb_lattice-checkpoint.ipynb | 353 + team_solutions/100_shots.json | 20604 ++++++++++++++++ team_solutions/1_shot.json | 210 + team_solutions/5_shots.json | 1034 + team_solutions/iquhack_utils.py | 277 + team_solutions/lieb_lattice.ipynb | 353 + team_solutions/utils.py | 70 + .../.ipynb_checkpoints/EVScore-checkpoint.png | Bin 0 -> 11292 bytes .../iquhack_utils-checkpoint.py | 277 + .../statistics-checkpoint.ipynb | 6 + .../.ipynb_checkpoints/stats-checkpoint.ipynb | 791 + .../.ipynb_checkpoints/utils-checkpoint.py | 70 + work/lieb/EVScore.png | Bin 0 -> 11292 bytes ...3, df=80e6, a=15.8, nshots=1, trial=1.json | 210 + ..., df=80e6, a=15.8, nshots=10, trial=1.json | 2064 ++ ...3, df=80e6, a=15.8, nshots=5, trial=1.json | 1034 + ...3, df=80e6, a=15.8, nshots=5, trial=2.json | 1034 + ...3, df=80e6, a=15.8, nshots=5, trial=3.json | 1034 + work/lieb/statistics.ipynb | 152 + work/lieb/stats.ipynb | 791 + 20 files changed, 30364 insertions(+) create mode 100644 team_solutions/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb create mode 100644 team_solutions/100_shots.json create mode 100644 team_solutions/1_shot.json create mode 100644 team_solutions/5_shots.json create mode 100644 team_solutions/iquhack_utils.py create mode 100644 team_solutions/lieb_lattice.ipynb create mode 100644 team_solutions/utils.py create mode 100644 work/lieb/.ipynb_checkpoints/EVScore-checkpoint.png create mode 100644 work/lieb/.ipynb_checkpoints/iquhack_utils-checkpoint.py create mode 100644 work/lieb/.ipynb_checkpoints/statistics-checkpoint.ipynb create mode 100644 work/lieb/.ipynb_checkpoints/stats-checkpoint.ipynb create mode 100644 work/lieb/.ipynb_checkpoints/utils-checkpoint.py create mode 100644 work/lieb/EVScore.png create mode 100644 work/lieb/r=1.03, df=80e6, a=15.8, nshots=1, trial=1.json create mode 100644 work/lieb/r=1.03, df=80e6, a=15.8, nshots=10, trial=1.json create mode 100644 work/lieb/r=1.03, df=80e6, a=15.8, nshots=5, trial=1.json create mode 100644 work/lieb/r=1.03, df=80e6, a=15.8, nshots=5, trial=2.json create mode 100644 work/lieb/r=1.03, df=80e6, a=15.8, nshots=5, trial=3.json create mode 100644 work/lieb/statistics.ipynb create mode 100644 work/lieb/stats.ipynb diff --git a/team_solutions/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb b/team_solutions/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb new file mode 100644 index 00000000..3aa689b5 --- /dev/null +++ b/team_solutions/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb @@ -0,0 +1,353 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 25, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "from pprint import pprint as pp\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive\n", + "\n", + "from iquhack_utils import (\n", + " find_UDG_radius,\n", + " visualize_graph,\n", + " get_blockade_radius,\n", + " get_graph_from_blockade_radius,\n", + " C6,\n", + " save_result_json,\n", + " open_json,\n", + ")\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams[\"figure.dpi\"] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + "\n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + "\n", + " points = np.unique(np.array(points), axis=0)\n", + "\n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 6.385e-06.\n", + "Unit Disk Radius: 1.030.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 80e6 # rad/sec\n", + "unitdisk_radius = 1.03\n", + "\n", + "blockade_radius = get_blockade_radius(detuning_final, 0)\n", + "print(f\"Blockade Radius: {blockade_radius:0.3e}.\")\n", + "print(f\"Unit Disk Radius: {unitdisk_radius:0.3f}.\")\n", + "\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "\n", + "show_register(register, blockade_radius=blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "amplitude_min = 0\n", + "amplitude_max = 15.8e6 # rad / sec\n", + "\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final\n", + "\n", + "amplitude_values = [\n", + " amplitude_min,\n", + " amplitude_max,\n", + " amplitude_max,\n", + " amplitude_min,\n", + "] # piecewise linear\n", + "\n", + "detuning_values = [\n", + " detuning_initial,\n", + " detuning_initial,\n", + " detuning_final,\n", + " detuning_final,\n", + "] # piecewise linear\n", + "\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(register=register, hamiltonian=drive)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 69.0000\n", + "Average post-processed IS size: 69.0000\n" + ] + }, + { + "data": { + "image/png": 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n2XeOfTw4yYeS/LTt46okpyR5fpJVuhq7JEmSNF+rLvYAxiXJHsCxwM3AEcB1wD7AkUk2rKr3zaKPTYHvA/dv+/ovYG3gmcDhwJ7Ai7oYvyRJkjRfEzFTn2RV4JPAncCuVfWSqno1sC3wC+AdSTaeRVevAR4AvLKq9q6q11fVS4GtgUuBJbPsR5IkSVpuJiLU08ygbwZ8oarOGhysqqXAO4DVgRfOop9N2/KY4YNVdQ1wSvvxAQscqyRJkjRWk7L8Zve2PG6KumPbcrdZ9HMesBfwVOBDg4NJ1gV2Bq4EfrqsTpKcNk3VNrMYgyRJkjQnkxLqt2jLC0YrqurKJNcPtZnJe4GnAx9I8hTgHO5aU38j8KyqumksI5YkSZLGZFJC/TptuXSa+muH2kyrqq5KshPw78DewFPaqpuAjwFnz2YwVbXTVMfbGfzHz6YPSZIkabYmZU39WCTZHDgVWA94ArAWsCHwVuAfgOPd1lKSJEkrmkmZqR/M0E83G782cPUs+jkM2BjYtKqubI9dD7wryQOBVwDPBT4/75FKkiRJYzYpM/WDtfR3Wzef5EHAmkyx3n6k3Vo0N8OePxToh53Qlo9ewDglSZKksZuUUH9SWz55irq9RtpMZ/W2nG7LyvXa8pY5jEuSJEnq3KSE+uOBC4H9k2w3OJhkHeAQ4FaaJ8IOjm+QZKu2HoCq+j3wc2CjJAcMd95uafma9uMJSJIkSSuQiQj1VXU7cADN9zk5ySeSvI9mt5otgUOq6uKhU94JnA88a6SrVwK3A59M8u0k703yKZqn0m4FHF1V3+7220iSJElzMyk3ylJVJyTZBXgLsB+wGnAu8PqqOnKWfXwjyR8BrwV2oXlg1c00PwDeCny0i7FLkiRJCzExoR6gqs6g2V9+We2WAEumqTsT2HesA5MkSZI6NBHLbyRJkqSVmaFekiRJ6jlDvSRJktRzhnpJkiSp5wz1kiRJUs8Z6iVJkqSeM9RLkiRJPWeolyRJknrOUC9JkiT1nKFekiRJ6jlDvSRJktRzhnpJkiSp5wz1kiRJUs8Z6iVJkqSeM9RLkiRJPWeolyRJknrOUC9JkiT1nKFekiRJ6jlDvSRJktRzhnpJkiSp5wz1kiRJUs8Z6iVJkqSeM9RLkiRJPWeolyRJknrOUC9JkiT1nKFekiRJ6jlDvSRJktRzhnpJkiSp5wz1kiRJUs8Z6iVJkqSeM9RLkiRJPWeolyRJknrOUC9JkiT1nKFekiRJ6rlOQn2SfZKs2kXfkiRJkv5QVzP1RwGXJXlXki06uoYkSZIkul1+80DgtcDPkpyQZP8k9+zwepIkSdJKqatQ/0TgCOAWIMCuwOeAy5N8MMk2HV1XkiRJWul0Euqr6oSq2h94MPBy4ByacH9f4GXA2UlOS/KXSe7dxRgkSZKklUWnu99U1TVV9c9V9WjgccAngetoAv6O7ecrknwsyWO7HIskSZI0qZbblpZV9YOqOhDYAPhL4Hs04X4t4MXA95P8OMlBSdZZXuOSJEmS+m6571NfVTdV1WFVtQuwFc3a+7SvRwH/DPw6ySeTbLm8xydJkiT1zaI8fCrJKkmeBbwfeA5Qg6q2vDfNbP5Pkrx9EYYoSZIk9cZyDfVJtkzybuBXwJeBvYFVgKuBDwIPBzYB3gr8tq07OMlLl+c4JUmSpD7pPNQnuVeSFyQ5GTgfeA3NHvYBTgWeDzykql5VVT+rqsuq6lBgU5rgH8BQL0mSJE1j1a46TrI9cADwXGBt7lpaczVwOPCJqjp/uvOr6sYkrwT+DNi8q3FKkiRJfddJqE/yY5qbXuGuMH8q8HHgqKq6ZTb9VNWvkwD4JFpJkiRpGl3N1G/bllfTPEn24zPNyi/D4dx1I60kSZKkEV2F+u9x16z8zQvpqKqWjGVEkiRJ0oTqJNS3e9BLkiRJWg462f0myWeSfDrJarNsn8E5XYxHkiRJmmRdbWm5pH3NKtS34xicI0mSJGkOFuWJspIkSZLGZ0UJ9Wu05a2LOgpJkiSph1aUUP/EtrxyUUchSZIk9dBYdr9J8plpqj6W5PYZTl0FeDCwC81e9KeOYzySJEnSymRcW1ou4e4PiArwvFmeH+Am4N1jGo8kSZK00hhXqL+UPwz1G7efL2Pmp8HeBvwOOAP4SFX9YkzjkSRJklYaYwn1VbXJ8Ockd7ZvH15VN47jGpIkSZKm1skTZYHDaWbob+uof0mSJEmtTkJ9VS3pol9JkiRJd7eibGkpSZIkaZ4WPFOfZKPB+6q6dPTYXA36kCRJkjQ741h+c1Fb1lB/F03TdlmG+5AkSZI0C+MI0JnlMUmSJEkdGEeof9Esj3UuyQ7AW4A/AlYDzgXeX1VfmmM/6wNvAP4E2BC4AfgFcHhVfXSsg5YkSZIWaMGhvqo+O5tjXUuyB3AscDNwBHAdsA9wZJINq+p9s+xnO+A44L7A14EvA2sCWwNPBwz1kiRJWqFMxPr1JKsCnwTuBHatqrPa42+leVrtO5J8uaouWUY/awNfbT9uX1XnTHEdSZIkaYUyKVta7glsBnxhEOgBqmop8A5gdeCFs+jnIGAj4ODRQN/2d/tYRitJkiSN0aTMPO/elsdNUXdsW+42i372o9mB5+gkDwOeDKwB/Az4ZlXdusBxSpIkSWM3jn3q3zSOgQxU1VvncdoWbXnBFP1dmeT6oTZTSrI68Ejgt8DLaG64Hf6XjAuTPLOqzl3WYJKcNk3VNss6V5IkSZqrcczUH0ozuz0u8wn167Tl0mnqrx1qM537AasA9wfeBLwO+BzNLjoHAm8E/ivJVlV18zzGKEmSJHViXMtvJmFf+sGs/CrAv4zslvOmdjnOvsCfAf8+U0dVtdNUx9sZ/MePYaySJEnS/1nwjbJVdY9xvuY5jMEM/XSz8Wsz/Sz+aB8AX5uifnDssXMYlyRJktS5Sdn9ZrCW/m7r5pM8iGaf+buttx9WVTcAv24/XjNFk8GxNeY1QkmSJKkjkxLqT2rLJ09Rt9dIm5l8py0fPkXd4NjFsx+WJEmS1L1JCfXHAxcC+7dPhAUgyTrAIcCtwOFDxzdIslVbP+xjbXlwknWH2j8IeDnNw62O7uILSJIkSfM1EaG+fSjUATTf5+Qkn0jyPuBsYEvgkKq6eOiUdwLnA88a6ed7wPuBRwDnJPnXJJ9o+3kI8Maq+kXX30eSJEmai3HsU39h+7aqarORY3P1f33M48QTkuxCs7/8fjRbUZ4LvL6qjpxDP69Oci7wN8ASmu06fwz8dVV9ZT5jkyRJkro0ji0tN2nLmuLYXC1ov/uqOgPYexbtltAE9unqDwMOW8hYJEmSpOVlHKH+s7M8JkmSJKkDCw71VfWi2RyTJEmS1I2JuFFWkiRJWpkZ6iVJkqSeG8ea+llJsjrwYGAt4Drg8qq6dXldX5IkSZpUnc7Up7EkyXeBa4FfAme15bVJvpvkhUnS5TgkSZKkSdbZTH2SBwJfBXYYHBppsjrwR+3rr5M8s6qu6mo8kiRJ0qTqJNQnuRfwHWArmjB/FfA14KfA9cCawMOBPwUeCDwO+HaSx1bVLV2MSZIkSZpUXc3UvwrYmuZhUu8EDq2q20YbJflbmifAHkwT8l8JvKujMUmSJEkTqas19fvRBPpPVdXfTxXoAarqtqo6BPgUzYz+czsajyRJkjSxugr1m7XlR2bZ/l/acvMOxiJJkiRNtK5C/WBd/KWzbH9ZW7rFpSRJkjRHXYX6X7TlhrNsP2j38w7GIkmSJE20rkL9Z2nWyP/1LNsfRLMG/3MdjUeSJEmaWF2F+o8D3wIOTHJoklWmapRklSRvAV7Stv9oR+ORJEmSJtaCt7RM8oJpqo6iufH1H4ADkvwXd9+n/unABsCFbfvnA4cvdEySJEnSymQc+9QfRrN0ZiYb0MzGT+ehwCfafgz1kiRJ0hyM6+FTGVM/kiRJkuZoHKH+oWPoQ5IkSdI8LTjUV9Ul4xiIJEmSpPnpavcbSZIkScuJoV6SJEnqOUO9JEmS1HPj2v1mSklWBfYD9gK2AtZdxjWrqjbrckySJEnSpOks1Cd5GPCfwJaDQ1M0q5Hjy9rvXpIkSdKITkJ9krWAbwIbA9cA3wKeQxPajwDuAzySZjvMAn4GnNHFWCRJkqRJ19Wa+r+mCfS/Bh5RVfsN1b24qp7ZLrPZFfgpsAVwelW9qKPxSJIkSROrq1D/dJoZ+A9X1RXTNaqqU4BdgIuADyd5TEfjkSRJkiZWV6F+67Y8doq6VYY/VNVS4E3AasDfdTQeSZIkaWJ1FerXacvLh47d2pZrTtH+pLbcraPxSJIkSROrq1B/Y1uuPnRsaVtuPMM4HtjReCRJkqSJ1VWov7gtNxg6dn5bTjUbv1Nb3jpFnSRJkqQZdBXqT2vLhw4d+xbNnvSvSjJYc0+SLYB309xY++OOxiNJkiRNrK5C/ddpAvyeQ8c+BVwLPAA4J8mPkpwFnMdd4f9fOxqPJEmSNLG6CvXHA58Hbh4cqKqrgOe1x1YBtgMeRbPrTYAPVNWXOxqPJEmSNLE6eaJsVd0EPH+K419PshXwV8CjgXsCFwJfrKrvdjEWSZIkadJ1EupnUlWXAYcu7+tKkiRJk6qr5TeSJEmSlpPlGurTWCtJlud1JUmSpEnWeahPsnuSzyW5GLgNuAa4LcnF7fHdux6DJEmSNMk6C/VJ7pPkKJqdcPYHNmqvl7bcqD1+fJKjktynq7FIkiRJk6yTG2WT3AM4BtiFJsTfCpwE/BS4HlgTeDjN02VXB54NrJdkz6q6s4sxSZIkSZOqq91vXgo8geYpsV8EXl5VvxttlOQBwIeAP2/bHwh8tKMxSZIkSROpq+U3L6AJ9P9ZVc+bKtADVNXvqup5wH/SzOi/sKPxSJIkSROrq1C/dVu+Z5bt3z1yniRJkqRZ6irUV1v+YpbtZ9tOkiRJ0oiuQv0v23L9WbYftLuwg7FIkiRJE62rUH8kzRr558+y/Qva8kvdDEeSJEmaXF2F+g8CZwOvTbJkpoZJXgS8FjgLeH9H45EkSZIm1oK3tEyy6zRVbwY+AHw6yUHA0dx9n/pnA48FLmrb7wicvNAxSZIkSSuTcexTfyJ33Rg7ne3b11QCPJRmW8sa05gkSZKklca4AnQW+XxJkiRppTWOUL/HGPqQJEmSNE8LDvVVddI4BiJJkiRpfrra/UaSJEnScmKolyRJknpuuew0k2R3YDdgE2Bt4FrgYuCkqjpxeYxBkiRJmlSdhvp2D/uPAQ+boc3PgAOr6pQuxyJJkiRNqs6W3yT5M+B4mkCf9nUdcHlbDo5tDZyQ5NldjUWSJEmaZJ2E+iQPBj4LrEKz1OZgYOOqWreqNqyqdYGN2uPXtO0Ob8+TJEmSNAddzdS/AlgDuArYoareU1WXDTeoql9V1XuAHdp2awAv72g8kiRJ0sTqKtTvBRTwxqr6n5kaVtUvgTfSLMV5SkfjkSRJkiZWV6F+k7Y8dpbtvzlyniRJkqRZ6irUr9aWN82y/c0j50mSJEmapa5C/VVtud0s2z+mLa8c/1AkSZKkydZVqD+FZo38m5PMuBd+W/8mmjX4p3Y0HkmSJGlidRXqP96WOwPHJNl8qkZJtgC+0baD5kFV85ZkhyTHJLkmyQ1JTk+y7wL6u2+SXyepJN9c9hmSJEnS8tfJE2Wr6pQknwBeAjwR+HmSs4HzaB48tRawDbDt0Gkfr6p5z9Qn2YPmxtybgSPa6+wDHJlkw6p63zy6/RdgnfmOSZIkSVoeOgn1rYOAG2j2rA/N+vrhEJ+2LOD9wOvme6F2Cc8ngTuBXavqrPb4W4EzgHck+XJVXTKHPvcB9gf+libcS5IkSSukrpbfUFV3VtWraWbkPwT8GFhKE7yXtp8/BGxTVa+pqjsXcLk9gc2ALwwCfTuGpcA7gNWBF862syTrAR8FPgd8fQHjkiRJkjrXyUx9krXbtzdX1fnAK7u4zpDd2/K4KeoGe+XvNof+PgbcQfOEW5ffSJIkaYXW1fKba2hm5J/B8pnp3qItLxitqKork1w/1GZGSf4CeDbwzKq6OsmcQ32S06ap2maufUmSJEnL0tXym5tp1syf2VH/owbBe+k09dcyixn3JA8GPgx8saq+OqaxSZIkSZ3qaqb+cuChdLhmvyOfAm4D/m4hnVTVTlMdb2fwH7+QviVJkqRRXYXub7flzjO2Gp/BDP10s/FrM/0sPgBJXgjsDfxNVf1ujGOTJEmSOtVVqP8AzRKctw7dNNulwVr6u62bT/IgYE2mWG8/4tFteVT7sKlKUsBF7fG92mNnjWPAkiRJ0rh09fCpnyfZD/g8cGaSNwLfqKrru7gecBLwBuDJNA+eGrbXUJuZnEYT/ketCewH/IpmJ51L5z9MSZIkafy62tLywvbtnTSz50cAleR3wI0znFpVtdk8Lnk8cCGwf5IPDz18ah3gEOBW4PCh8W1As1TninYve6rqSODIKb7LJjSh/idVdcA8xiZJkiR1qqsbZTcZ+Zz2tf4yzqv5XKyqbk9yAM1M+slJjgCuA/YBNgZeU1UXD53yTpqHUb0IOGw+15QkSZJWFF2F+sOZZ0Cfr6o6IckuwFtoZtZXA84FXt/OwkuSJEkTqas19Uu66HcW1z2DZgebZbVbAiyZZZ8X0/wrgyRJkrRCGmuoT7IesDuwEU0Q/hVwYlVdOc7rSJIkSbrLWEJ9klWA9wIH0Sx7GXZHkn8D/q6qbhnH9SRJkiTdZVwz9Z+jWcc+1TKVVYEDgP8HPG1M15MkSZLUWnCoT7In8FyaG2OvB74InNV+fiTwPJonuj4lybOq6isLvaYkSZKku4xjpn5JW14O7FpVFw1XJnknzYOfNqHZRtJQL0mSJI3RPcbQx440s/JvHA30AFX1K+D1NEtzHjeG60mSJEkaMo5Qv0FbHj9Dm2+35bIePiVJkiRpjsYR6tdsy/+drkFVXdO+TZI1xnBNSZIkSa1xhPq58kFOkiRJ0hgtRqiXJEmSNEbjfKLs85LM5uFSM7arqsPHOCZJkiRp4o0z1H9sGfU1i3YFGOolSZKkORhXqHedvCRJkrRIxhHqXzSGPiRJkiTN04JDfVV9dhwDkSRJkjQ/7n4jSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeq5iQr1SXZIckySa5LckOT0JPvO8twk2TvJR5Ock2RpkhuTnJ3kkCT36nr8kiRJ0nysutgDGJckewDHAjcDRwDXAfsARybZsKret4wu7gkcA9wCnNj2dS9gL+DtwDOT7F5VN3bzDSRJkqT5mYhQn2RV4JPAncCuVXVWe/ytwBnAO5J8uaoumaGbO4A3Ah+pqquH+l4NOBp4OvA3wHs7+RKSJEnSPE3K8ps9gc2ALwwCPUBVLQXeAawOvHCmDqrqtqp6+3CgHxwH3tl+3G2cg5YkSZLGYVJC/e5tedwUdce25UIC+W1tefsC+pAkSZI6MRHLb4At2vKC0YqqujLJ9UNt5uMv23KqHw13k+S0aaq2WcAYJEmSpClNykz9Om25dJr6a4fazEmSvYEDgfOBT8+nD0mSJKlLkzJT34kkOwBH0vxYeE5V3TKb86pqp2n6Ow14/PhGKEmSJE3OTP1ghn662fi1mX4Wf0pJHkuz3OZOYK+q+sn8hydJkiR1Z1JC/WAt/d3WzSd5ELAmU6y3n04b6L9F8+ezV1WdOY5BSpIkSV2YlFB/Uls+eYq6vUbazGgo0K8CPKWqvr/w4UmSJEndmZRQfzxwIbB/ku0GB5OsAxwC3AocPnR8gyRbtfUMHd+eJtCvCuxdVdPtYiNJkiStMCbiRtmquj3JATR70p+c5AjgOmAfYGPgNVV18dAp76R5GNWLgMMAktyPJtCvC3wTeFKSJ41c6pqq+mBnX0SSJEmah4kI9QBVdUKSXYC3APsBqwHnAq+vqiNn0cXawH3b909pX6MuAT648NFKkiRJ4zMxoR6gqs4A9p5FuyXAkpFjFwPpYlySJElSlyZlTb0kSZK00jLUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST1nqJckSZJ6zlAvSZIk9ZyhXpIkSeo5Q70kSZLUc4Z6SZIkqecM9ZIkSVLPGeolSZKknjPUS5IkST03UaE+yQ5JjklyTZIbkpyeZN859nHPJG9KckGSm5NcnuQTSdbvatySJEnSQqy62AMYlyR7AMcCNwNHANcB+wBHJtmwqt43iz7uAXwV2As4HTga2AI4AHhiksdX1W87+gqSJEnSvEzETH2SVYFPAncCu1bVS6rq1cC2wC+AdyTZeBZdvZAm0H8R+KOqOriq9gEOAjYF3tbJF5AkSZIWYCJCPbAnsBnwhao6a3CwqpYC7wBWpwnsy/LitnxDVdXQ8Y8DFwLPS7LGWEYsSZIkjcmkhPrd2/K4KeqObcvdZuogyb2AHYGfV9Ulw3VtwP8WcB/gsQsaqSRJkjRmk7Kmfou2vGC0oqquTHL9UJvpbEbzI+dufYz0vQXw3Zk6SnLaNFXbn3feeey0007LGMr4XXHp1cv9mpIkSX2200nLd+X1eeedB82S7zmblFC/Tlsunab+2qE2C+ljuN183H799ddfffrpp1+4gD4kaZJs05bnLeooJGkKp1++3C+5KTCvmdhJCfUrlKpa/lPxktRDg3/Z9P+bkrQwk7KmfjC7Pt0s+tpMPwM/lz6G20mSJEkrhEkJ9cPr3f9AkgcBazL9WvmBC2m2xJxu7f206/YlSZKkxTQpof6ktnzyFHV7jbSZUlXdBJwBPGx0T/skAZ4E3AD8YGFDlSRJksZrUkL98TQz7fsn2W5wMMk6wCHArcDhQ8c3SLJVWz/sE235zjbIDxxIc+PC59vwL0mSJK0w8ofPWOqvJHvQ7El/M3AEcB2wD7Ax8Jqqet9Q28NoHkb1oqo6bOj4PYBjaGb3T6eZ3d8ceDZwMbBjVf22+28jSSsHb5SVpPGYlJl6quoEYBfgVGA/4KXAVcBzhwP9Mvq4E3gGcCiwHvBKYGfg08BOBnpJGq+q2slAL0kLNzEz9ZIkSdLKamJm6iVJkqSVlaFekiRJ6jlDvSRJktRzhnpJkiSp5wz1kiRJUs8Z6iVJkqSeM9RLkjqV5FlJvpXk90luTnJRki8m2XCk3Y5Jvprkd0luSXJBkrcmWWOxxi5JfeE+9ZKkTiQJ8DHgJcAvaZ76fR3wYGA34HlVdUrb9tnAkcAdwNHAlTQP/9uR5qGCT6yqW5b3d5CkvjDUS5I6keTlwAeBjwB/V1V3jNSvWlW3tzPxlwDr0jy9+4dtfYB/Bv4GeENVvWs5Dl+SesVQL0kauzao/xq4GnhYVd0+Q9snAt8GjqqqfUfq1m37uAR4aPmXliRNadXFHoAkaSI9Gbgv8G/AKkn+FNgSuAb4dlX9z1DbB7XlRaOdVNU1Sa4GNgY2pVnGI0kaYaiXJHVh+7a8AziHJtAP3JnkA1X1mvbz79ryoaOdJFmH5scBbR+GekmagrvfSJK6sH5bvgpYCjwOWAvYFfgF8OokL23bnApcCzwzyaNH+nnr0Pt1OxutJPWcoV6S1IXB3y+3As+sqjOr6vqq+i7wHOBO4NUAVXU9TfhfDTgtyb8n+ack3wP+GvhZ29edy/UbSFKPGOolSV1Y2pY/qKrLhyuq6jzgQmCz9kZYqurTwFOB04BnAAcBtwFPBAbr73/T/bAlqZ9cUy9J6sLP2/KaaeoHx9cYvK+qbwDfGG2Y5HM0s/Q/GucAJWmSOFMvSerCCW259WhFktWAzYEbgN/O1EmSnYFNgG9W1dKZ2krSysxQL0kau6r6JXAcsHmSA0aqD6a56fUrg/3rk6w92keSBwOfAm4H/qHTAUtSz/nwKUlSJ5JsBnyPZiecr9Pc8PpoYE+ah0k9vqqubNu+EfgL4BSatfMb0qytvzfwV1X12eX+BSSpRwz1kqTOJNmQZlvKpwD3B64Evga8tap+M9RuT+ANwKNo9qX/PXAS8O6q+vHyHrck9Y2hXpIkSeo519RLkiRJPWeolyRJknrOUC9JkiT1nKFekiRJ6jlDvSRJktRzhnpJkiSp5wz1kiRJUs8Z6iVJkqSeM9RLkiRJPWeolyRJknrOUC9JkiT1nKFeknoqyZIk1b6WzNDu/yV5c5LvJvltkluTXJ3kF+2xf03y50nut8DxbJnkPUnOSPK/SW5L8vsk5yf5TpL3J3lmkjWnOHf3oe+y+0LGIUkro1UXewCSpO4k+Uvgw8B9RqrWbV9bALsABwH/CvztPK/z98Ch3P3vlfu1r62APYBXAq8F/mk+15EkTc1QL0kTKsmzgU+3H38PvB/4BnAZUMAGwPbAU4GnLeA6rwTe1n68DHgv8B3gCpq/Zx4CPK69xl7zvY4kaXqpqsUegyRpHtolN//WfnxRVR02Uv9LYFPgWuAxVfXLGfpaB9i8qn44xzHcG7gKWBO4FNi+qn43Q/sHAg+oqp/M5TqSpJk5Uy9JEyjJ5jSBHuBLMwV6gKpaCswp0Lf+iCbQA3xipkDfXucqmh8BkqQx8kZZSZpM6w+9v3ZFv85MN8omOXGoblmvi6fpP0meleSoJJcmuTnJ0iQ/TvK2JOstY3yPTfKZJD9PckOSW5JcnuSsJJ9Mst98v7skjYMz9ZI0mf536P2eSVapqjs6vs6TgH/u4BoLkuQBwJeB3Uaq7gls174OSvLsqjpxivNfDnwAyEjVBu1rW+CAJEdX1e1jHbwkzZIz9ZI0mX5Os8YdmtD6H0kel2Q0mC7U94Ab2vdPT/LpJI8Y8zX2Btaa4bUvcGfb9g+WELVr/o+nCfTXAW8GHg3cH/h/wP7ABcB9ga8l2XLk/C2A99EE+rOA5wCbte0f0vb7RuCn4/u6kjR33igrST01ixtlnwUczR/OMP+eJvj+CDgdOKmqrlngOF5BM5M97ArgB8CPaYL/d6vqxhn62B04of24x1Qz5tOctx3wXZp1/WcBT6iq64fq3wW8Hrga2Lmqzp+ij3WBM4HNga9U1bOH6l5GsyXoHcADq+r3sxmXJC1vztRL0oSqqq/QbCM5fJPs/YEnAwcD/wlcleSIdkZ6vtf5ILAEuHLo8AbA04E3Ad9sr/OxJBvM9zqjkmwIfJ0m0P8KeNpIoF+DZv99gHdOFejb8V8DvL39+Ix2J6CBwTLVG2l+GEjSCslQL0kTrKq+ATwMeArNw6XOAm4barI6sB/w4yR7L+A6nwU2Afah2Rv/fO5aEgNN8D4QODvJ9vO9zkAbvI8BHkxzg+7TqurykWY70SzPAfhOkjWnewHnte3uQbN3/8CP2nIt4LAkGy107JLUBW+UlaQJ194ge2z7IsnqNOvKn0ITtDegeeLskUm2aLednM91bgH+o30N1rM/lmbG/gCaJ9iuR7O+/2FVdfN8rpNkNZobX7cBbgf2rapzpmi69dD7H8zhEv+3o09VnZTkaJofK88Hnp/kJ8ApwKnAt6vqijl+BUkaO2fqJWklU1W3VtX3q+otNLP432+r1gL+aozXubGqTq6q19IE7Ivaqo2AZ09/5jJ9HPjj9v1BVXXsNO3WnWf/9xr5/Fzg5TT/+gDwCJofQ4cDv0pyTAc3B0vSnBjqJWklVlXXAX83dGiHjq5zJc06/gVdJ8mbgBe1H99VVZ+cofl1Q+83qqrM8nXYyNhvr6oPV9XDaX6Q7At8CPgFzd+jewOnG+wlLSZDvSTp3KH3915Rr5PkBcBb2o9HAIcs45ThG4TnfSPwsKq6rKqOqqpXVNXDgL8AiuaegYNnPluSumOolyQN3/w5erPpCnGdJHsCn2o/ngosqWXvyXwScFP7/nlzud5sVdXnuevHytYztZWkLhnqJWkCJdksybuTPGgZ7VYB3jF06JtzvM7OSd4wsg3kVO3uTfPgpzlfp13W8h/AajQPinpGe1PujNrtLT/SflySZN9ZXGvrkc9btn9G07Vfg+YhVNA8A0CSFoW730jSZFoDeB3wyiTHAv9N84Cly4GbaXah2ZFmPf1gffsZNLvKzMV9aX4U/EOSr9GE9R/S7Fl/O/Ag4AnAq2huygU4uqq+P0Vfd9NuN/l1YB1gKc169lva41O5c+QhV28C9gAeAxyR5Bk0N7ieS/Mk3LWBLYFdgD8DbqHZsWfgEGCPJEcB36F5cuw17Xi2o1lyc/+27edn850kqQuGekmaTDfTBNR7An/SvmZyPLBfu/3lXNxA87TVNWj2u99vGe2PAP5yDv0/ANi4fb8OzRNqZ3IJzX75QLMDT5I/pgnyfwLs376mc9oUxzYCXt2+pvOhqjp8GWOTpM4Y6iVpAlXV/yRZD3gSsCvNTPVmNLPKq9DsDHMRzf7tX6qq4+d5nROSPBDYi2ZGfltgU5oZfGgeDPVL4HTgC1V1xry/1DxV1dXA05PsBrwA2JnmoVX3pvlzuJjmXxcG/6Ix7HXAcTSz/Y+m2dN/PZoHeF0KfA/4dFV9r/MvIkkzyLLvM5IkSZK0IvNGWUmSJKnnDPWSJElSzxnqJUmSpJ4z1EuSJEk9Z6iXJEmSes5QL0mSJPWcoV6SJEnqOUO9JEmS1HOGekmSJKnnDPWSJElSzxnqJUmSpJ4z1EuSJEk9Z6iXJEmSes5QL0mSJPWcoV6SJEnqOUO9JEmS1HOGekmSJKnnDPWSJElSz/1/vN4GJdR4G5MAAAAASUVORK5CYII=\n", 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "results_filename = \"5_shots.json\"\n", + "result_json = open_json(results_filename)\n", + "\n", + "independent_set_sizes, raw_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "(max_indices,) = np.where(independent_set_sizes == independent_set_sizes.max())\n", + "num_shown = min(len(ind), 1)\n", + "\n", + "figure = plt.figure(figsize=(25, 15))\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1, num_shown, i + 1)\n", + " color_lookup = {0: \"r\", 1: \"k\"}\n", + " seqs_color = [\n", + " color_lookup[raw_bitstrings[max_indices[i]][j]]\n", + " for j in range(len(raw_bitstrings[max_indices[i]]))\n", + " ]\n", + " visualize_graph(\n", + " axes, graph, {a: points[a] for a in range(len(points))}, node_colors=seqs_color\n", + " )\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": 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+ 1, + 0, + 1, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 1, + 0, + 1, + 0, + 1, + 0, + 1, + 0, + 1, + 0, + 1, + 0, + 0, + 0, + 0 + ] + } + ] +} \ No newline at end of file diff --git a/team_solutions/iquhack_utils.py b/team_solutions/iquhack_utils.py new file mode 100644 index 00000000..e834702a --- /dev/null +++ b/team_solutions/iquhack_utils.py @@ -0,0 +1,277 @@ +import json + +import matplotlib.pyplot as plt +import matplotlib.gridspec as gridspec +from matplotlib.axes import Axes +import numpy as np +from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation +from braket.ahs.atom_arrangement import AtomArrangement,SiteType +import warnings +import networkx as nx + +C6 = 5.42E-24 + +def is_IS(graph,node_types): + inds = np.argwhere(np.array(node_types)==0).ravel() + subgraph = nx.subgraph(graph,inds) + print(subgraph) + return subgraph.number_of_edges() == 0 + + +def visualize_graph(ax,graph,pos_dict,node_colors = "#6437FF"): + """Visualize graph using networkx + + Args: + ax (matplotlib.axes.Axes): Axes object to plot graph on. + graph (networkx.Graph): Graph to be plotted + pos_dict (dict): dictionary containing the x,y coordiantes where the nodes are the keys. + node_colors (str or list, optional): Defaults to "#6437FF". The color(s) to color the nodes of the graph. + + """ + + ax.set_aspect('equal') + ax.axis('off') + + # pos_dict = {a:positions[a] for a in range(positions.shape[0])} + nx.draw_networkx_edges(graph,pos_dict,width=10/np.sqrt(len(graph.nodes)),ax=ax) + nx.draw_networkx_nodes(graph,pos_dict, nodelist=list(range(len(pos_dict))),node_size=1225/np.sqrt(len(graph.nodes)),node_color=node_colors,ax=ax) + # print(pos_dict) + +def get_graph_from_blockade_radius(register : AtomArrangement, blockade_radius:float): + """Get graph based on blockade radius. + + Args: + register (braket.ahs.atom_arrangement.AtomArrangement): register for analog quantum simulation. + blockade_radius (float): the blockade radius calculated using (C_6/final_detuning)^(1/6). + + Returns: + networkx.Graph: The graph of the effective unit disk graph set by the blockade radius. + """ + filled_sites = [site.coordinate for site in register if site.site_type == SiteType.FILLED] + graph = nx.Graph() + + positions = {n:c for n,c in enumerate(filled_sites)} + + graph.add_nodes_from(positions.keys()) + + for n,r_1 in positions.items(): + for m,r_2 in positions.items(): + if n <= m: continue + dist = np.linalg.norm(np.array(r_1)-np.array(r_2)) + if dist < blockade_radius: + graph.add_edge(n,m) + + return graph,positions + + +def get_blockade_radius(detuning: float, rabi: float) -> float: + """calculate Blockade Radius given the detuning and rabi amplitude. + + Args: + detuning (float): detuning value. + ravi (float): rabi value + Returns: + float: blockade radius + """ + + demon = np.sqrt(detuning**2+rabi**2) + if demon > 0: + return (C6/demon)**(1/6) + else: + return np.inf + + + +def plot_task_results( + ahs_program : AnalogHamiltonianSimulation, + n_shots : int, + pre_processed_shot : list[int], + post_processed_shot : list[int], +): + """function to generate figure summarizing iQuHack task results. + + Args: + ahs_program (AnalogHamiltonianSimulation): Braket AHS program used to generate shots + n_shots (int): number of shots for Task + pre_processed_shot (list[int]): The list showing the independent set before post processing, + post_processed_shot (list[int]): The list showing the independent set after post processing + """ + + fig = plt.figure(tight_layout=True,figsize=(9,6)) + gs = gridspec.GridSpec(6, 3) + + graph_axs = [ + fig.add_subplot(gs[0:3, 2]), + fig.add_subplot(gs[3:6, 2]) + ] + + drive_axs = [ + fig.add_subplot(gs[0:2, 0:2]), + fig.add_subplot(gs[2:4, 0:2]), + fig.add_subplot(gs[4:6, 0:2]) + ] + + drive_axs[0].sharex(drive_axs[1]) + drive_axs[1].sharex(drive_axs[2]) + + + register = ahs_program.register + drive = ahs_program.hamiltonian + + data = { + 'amplitude [rad/s]': drive.amplitude.time_series, + 'detuning [rad/s]': drive.detuning.time_series, + 'phase [rad]': drive.phase.time_series, + } + + detuning_data = list(data['detuning [rad/s]'].values()) + blockade_radius = get_blockade_radius(detuning_data[-1],0) + + + + graph,positions = get_graph_from_blockade_radius(register,blockade_radius) + + + for ax, data_name in zip(drive_axs, data.keys()): + ax.tick_params('both',direction='in') + ax.tick_params('x',top=True) + ax.tick_params('y',left=True) + + if data_name == 'phase [rad]': + ax.step(data[data_name].times(), data[data_name].values(), '.-', where='post') + else: + ax.plot(data[data_name].times(), data[data_name].values(), '.-') + ax.xaxis.set_ticklabels([]) + + ax.set_ylabel(data_name) + ax.grid(ls=':') + ax.set_xlabel("time (s)") + + color = { + 0:'red', + 1:'black' + } + + pre_processed_shot = [s for s,site in zip(pre_processed_shot,register) if site.site_type == SiteType.FILLED] + post_processed_shot = [s for s,site in zip(post_processed_shot,register) if site.site_type == SiteType.FILLED] + + shots = [ + pre_processed_shot, + post_processed_shot + ] + + titles = [ + "pre-processed", + "post-processed" + ] + + if not is_IS(graph,post_processed_shot): + warnings.warn("'post_processed_shot' is not a valid independent set of the effective graph.") + + + for (ax,shot,title) in zip(graph_axs,shots,titles): + colors = [color[s] for s in shot] + visualize_graph(ax,graph,positions,colors) + ax.title.set_text(title) + + fig.tight_layout() + fig.subplots_adjust(hspace=0.25) + fig.suptitle(f'number of shots: {n_shots}') + return fig,drive_axs,graph_axs + + +def generate_test_program(Nx,Ny,lattice_spacing=6.5e-6): + from quera_ahs_utils.drive import get_drive + + + register = AtomArrangement() + for ix in range(Nx): + for iy in range(Ny): + x = ix * lattice_spacing + y = iy * lattice_spacing + register.add((x,y)) + + + time_points = [0, 2.5e-7, 2.75e-6, 3e-6] + amplitude_min = 0 + amplitude_max = 1.57e7 # rad / s + + detuning_min = -5.5e7 # rad / s + detuning_max = 5.5e7 # rad / s + + amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piece-wise linear + detuning_values = [detuning_min, detuning_min, detuning_max, detuning_max] # piece-wise linear + phase_values = [0, 0, 0, 0] # piece-wise constant + + + drive = get_drive(time_points, amplitude_values, detuning_values, phase_values) + + return AnalogHamiltonianSimulation( + register=register, + hamiltonian=drive + ) + +def find_UDG_radius(position, graph): + ''' + Computes the optimal unit disk radius for a particular set of positions and graph. + position - [N x 2] array of points + graph - network connectivity graph. This should be a unit disk graph. + + returns + radius - Optimal unit disk radius of the graph + rmin - Minimum distance + rmax - Maximum distance + ''' + + dists = np.sqrt((position[:,0,None] - position[:,0])**2 + + (position[:,1,None] - position[:,1])**2) + rmin = 0 + rmax = np.inf + for i in range(position.shape[0]): + for j in range(i+1,position.shape[0]): + if (i,j) in graph.edges: + if rmindists[i,j]: + rmax = dists[i,j] + + if rmin>rmax: + print(rmin,rmax) + raise BaseException("Graph is not a unit disk graph!") + + return np.sqrt(rmin*rmax),rmin,rmax + +def save_result_json(json_file,result): + ''' + Helper function to save results locally + ''' + result_dict = {"measurements":[]} + for measurement in result.measurements: + shot_result = { + "pre_sequence":[int(qubit) for qubit in measurement.pre_sequence], + "post_sequence":[int(qubit) for qubit in measurement.post_sequence] + } + result_dict["measurements"].append(shot_result) + + with open(json_file,"w") as io: + json.dump(result_dict,io,indent=2) + +def open_json(json_file): + ''' + Helper function to load and open json data + ''' + with open(json_file,"r") as io: + return json.load(io) + +if __name__ == '__main__': + L = 10 + ahs_program = generate_test_program(L,L,lattice_spacing=4e-6) + pre_processed_shot = list(np.random.randint(2,size=L*L)) + post_processed_shot = list(np.random.randint(2,size=L*L)) + + fig,drive_axs,graph_axs = plot_task_results( + ahs_program,100,pre_processed_shot,post_processed_shot + ) + + plt.show() diff --git a/team_solutions/lieb_lattice.ipynb b/team_solutions/lieb_lattice.ipynb new file mode 100644 index 00000000..50be503a --- /dev/null +++ b/team_solutions/lieb_lattice.ipynb @@ -0,0 +1,353 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 10, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "from pprint import pprint as pp\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive\n", + "\n", + "from iquhack_utils import (\n", + " find_UDG_radius,\n", + " visualize_graph,\n", + " get_blockade_radius,\n", + " get_graph_from_blockade_radius,\n", + " C6,\n", + " save_result_json,\n", + " open_json,\n", + ")\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams[\"figure.dpi\"] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + "\n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + "\n", + " points = np.unique(np.array(points), axis=0)\n", + "\n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 6.385e-06.\n", + "Unit Disk Radius: 1.030.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 80e6 # rad/sec\n", + "unitdisk_radius = 1.03\n", + "\n", + "blockade_radius = get_blockade_radius(detuning_final, 0)\n", + "print(f\"Blockade Radius: {blockade_radius:0.3e}.\")\n", + "print(f\"Unit Disk Radius: {unitdisk_radius:0.3f}.\")\n", + "\n", + "a = blockade_radius / unitdisk_radius\n", + "\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "\n", + "show_register(register, blockade_radius=blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "amplitude_min = 0\n", + "amplitude_max = 15.8e6 # rad / sec\n", + "\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final\n", + "\n", + "amplitude_values = [\n", + " amplitude_min,\n", + " amplitude_max,\n", + " amplitude_max,\n", + " amplitude_min,\n", + "] # piecewise linear\n", + "\n", + "detuning_values = [\n", + " detuning_initial,\n", + " detuning_initial,\n", + " detuning_final,\n", + " detuning_final,\n", + "] # piecewise linear\n", + "\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(register=register, hamiltonian=drive)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 64.6000\n", + "Average post-processed IS size: 67.3333\n" + ] + }, + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "results_filename = \"5_shots.json\"\n", + "result_json = open_json(results_filename)\n", + "\n", + "independent_set_sizes, raw_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "(max_indices,) = np.where(independent_set_sizes == independent_set_sizes.max())\n", + "num_shown = min(len(independent_set_sizes), 1)\n", + "\n", + "figure = plt.figure(figsize=(25, 15))\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1, num_shown, i + 1)\n", + " color_lookup = {0: \"r\", 1: \"k\"}\n", + " seqs_color = [\n", + " color_lookup[raw_bitstrings[max_indices[i]][j]]\n", + " for j in range(len(raw_bitstrings[max_indices[i]]))\n", + " ]\n", + " visualize_graph(\n", + " axes, graph, {a: points[a] for a in range(len(points))}, node_colors=seqs_color\n", + " )\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/team_solutions/utils.py b/team_solutions/utils.py new file mode 100644 index 00000000..efd7f2cb --- /dev/null +++ b/team_solutions/utils.py @@ -0,0 +1,70 @@ +import numpy as np +import matplotlib.pyplot as plt + +import networkx as nx + +def postprocess_MIS(G,results): + ''' + Removes vertices that violate the independent set condition + G - networkx graph + results - an AWS AnalogHamiltonianSimulationQuantumTaskResult + + returns + data_out - a list of bitstrings which are valid independent sets of G + ''' + data_out = [] + for measurement in results["measurements"]: # For each measurement... + pre_sequence = np.array(measurement["pre_sequence"]) + post_sequence = np.array(measurement["post_sequence"]) + if np.any(pre_sequence==0): continue # skip anyshots with defects + + bitstring = post_sequence + inds = np.nonzero(bitstring==0)[0] # Find indices of IS vertices + subgraph = nx.subgraph(G,inds) # Generate a subgraph from those vertices. If the bitstring is an independent set, this subgraph has no edges. + inds2 = nx.maximal_independent_set(subgraph,seed=0) # Find the mIS of this subgraph. If there are no edges, it is the original bitstring. Else, it randomly chooses within each graph. + payload = np.ones(len(bitstring)) # Forge into the correct data structure (a list of 1s and 0s) + payload[inds2] = 0 + data_out.append(payload) + + if len(data_out) == 0: + raise ValueError("no independent sets found! increase number of shots.") + + return np.asarray(data_out) + +def analysis_MIS(graph,result_json): + ''' + Helper function to analyze a MIS result and plot data + ''' + + post_bitstrings = np.array([q["post_sequence"] for q in result_json["measurements"]]) + pp_bitstrings = postprocess_MIS(graph, result_json) + + + IS_sizes = np.sum(1-pp_bitstrings,axis=1) + unique_IS_sizes,counts = np.unique(IS_sizes,return_counts=True) + + pre_IS_sizes = np.sum(1 - post_bitstrings, axis = 1) + pre_unique_IS_sizes, pre_counts = np.unique(pre_IS_sizes, return_counts = True) + + + avg_no_pp = 'Average pre-processed size: {:0.4f}'.format( (1-post_bitstrings).sum(axis=1).mean() ) + avg_pp = 'Average post-processed IS size: {:0.4f}'.format(IS_sizes.mean()) + print(avg_no_pp) + print(avg_pp) + + plt.bar(pre_unique_IS_sizes, pre_counts/pre_counts.sum()) + plt.title("Raw Results") + plt.xticks(pre_unique_IS_sizes) + plt.xlabel("IS Sizes",fontsize=14) + plt.ylabel("Probability",fontsize=14) + plt.show() + + plt.bar(unique_IS_sizes, counts/counts.sum()) + plt.title("Processed Results") + plt.xticks(unique_IS_sizes) + plt.xlabel("IS Sizes",fontsize=14) + plt.ylabel("Probability",fontsize=14) + plt.show() + + return IS_sizes,pp_bitstrings + \ No newline at end of file diff --git a/work/lieb/.ipynb_checkpoints/EVScore-checkpoint.png b/work/lieb/.ipynb_checkpoints/EVScore-checkpoint.png new file mode 100644 index 0000000000000000000000000000000000000000..fb8c512ea6ac5867ce4632d5a9c11e4bb5829711 GIT binary patch literal 11292 zcmbVycT`hd(=Q|x5dnjbC|yGUrAzOi1|c9IT{?n*^cK26qOTHEK!fzA5= z1dt%T<&kEjMF_p!6Q1w;-uM1-@4D-*ML0Rh-m@pOXMXdWIXmu-kuKY5p3`)6bZiJc zxG5bSeI@X^bczZ1Wax^B2XIkA>fA+|`MDuO?*+Qj8Qw$sd;1~1J)AFvxCRD!`1#67 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b/work/lieb/.ipynb_checkpoints/iquhack_utils-checkpoint.py @@ -0,0 +1,277 @@ +import json + +import matplotlib.pyplot as plt +import matplotlib.gridspec as gridspec +from matplotlib.axes import Axes +import numpy as np +from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation +from braket.ahs.atom_arrangement import AtomArrangement,SiteType +import warnings +import networkx as nx + +C6 = 5.42E-24 + +def is_IS(graph,node_types): + inds = np.argwhere(np.array(node_types)==0).ravel() + subgraph = nx.subgraph(graph,inds) + print(subgraph) + return subgraph.number_of_edges() == 0 + + +def visualize_graph(ax,graph,pos_dict,node_colors = "#6437FF"): + """Visualize graph using networkx + + Args: + ax (matplotlib.axes.Axes): Axes object to plot graph on. + graph (networkx.Graph): Graph to be plotted + pos_dict (dict): dictionary containing the x,y coordiantes where the nodes are the keys. + node_colors (str or list, optional): Defaults to "#6437FF". The color(s) to color the nodes of the graph. + + """ + + ax.set_aspect('equal') + ax.axis('off') + + # pos_dict = {a:positions[a] for a in range(positions.shape[0])} + nx.draw_networkx_edges(graph,pos_dict,width=10/np.sqrt(len(graph.nodes)),ax=ax) + nx.draw_networkx_nodes(graph,pos_dict, nodelist=list(range(len(pos_dict))),node_size=1225/np.sqrt(len(graph.nodes)),node_color=node_colors,ax=ax) + # print(pos_dict) + +def get_graph_from_blockade_radius(register : AtomArrangement, blockade_radius:float): + """Get graph based on blockade radius. + + Args: + register (braket.ahs.atom_arrangement.AtomArrangement): register for analog quantum simulation. + blockade_radius (float): the blockade radius calculated using (C_6/final_detuning)^(1/6). + + Returns: + networkx.Graph: The graph of the effective unit disk graph set by the blockade radius. + """ + filled_sites = [site.coordinate for site in register if site.site_type == SiteType.FILLED] + graph = nx.Graph() + + positions = {n:c for n,c in enumerate(filled_sites)} + + graph.add_nodes_from(positions.keys()) + + for n,r_1 in positions.items(): + for m,r_2 in positions.items(): + if n <= m: continue + dist = np.linalg.norm(np.array(r_1)-np.array(r_2)) + if dist < blockade_radius: + graph.add_edge(n,m) + + return graph,positions + + +def get_blockade_radius(detuning: float, rabi: float) -> float: + """calculate Blockade Radius given the detuning and rabi amplitude. + + Args: + detuning (float): detuning value. + ravi (float): rabi value + Returns: + float: blockade radius + """ + + demon = np.sqrt(detuning**2+rabi**2) + if demon > 0: + return (C6/demon)**(1/6) + else: + return np.inf + + + +def plot_task_results( + ahs_program : AnalogHamiltonianSimulation, + n_shots : int, + pre_processed_shot : list[int], + post_processed_shot : list[int], +): + """function to generate figure summarizing iQuHack task results. + + Args: + ahs_program (AnalogHamiltonianSimulation): Braket AHS program used to generate shots + n_shots (int): number of shots for Task + pre_processed_shot (list[int]): The list showing the independent set before post processing, + post_processed_shot (list[int]): The list showing the independent set after post processing + """ + + fig = plt.figure(tight_layout=True,figsize=(9,6)) + gs = gridspec.GridSpec(6, 3) + + graph_axs = [ + fig.add_subplot(gs[0:3, 2]), + fig.add_subplot(gs[3:6, 2]) + ] + + drive_axs = [ + fig.add_subplot(gs[0:2, 0:2]), + fig.add_subplot(gs[2:4, 0:2]), + fig.add_subplot(gs[4:6, 0:2]) + ] + + drive_axs[0].sharex(drive_axs[1]) + drive_axs[1].sharex(drive_axs[2]) + + + register = ahs_program.register + drive = ahs_program.hamiltonian + + data = { + 'amplitude [rad/s]': drive.amplitude.time_series, + 'detuning [rad/s]': drive.detuning.time_series, + 'phase [rad]': drive.phase.time_series, + } + + detuning_data = list(data['detuning [rad/s]'].values()) + blockade_radius = get_blockade_radius(detuning_data[-1],0) + + + + graph,positions = get_graph_from_blockade_radius(register,blockade_radius) + + + for ax, data_name in zip(drive_axs, data.keys()): + ax.tick_params('both',direction='in') + ax.tick_params('x',top=True) + ax.tick_params('y',left=True) + + if data_name == 'phase [rad]': + ax.step(data[data_name].times(), data[data_name].values(), '.-', where='post') + else: + ax.plot(data[data_name].times(), data[data_name].values(), '.-') + ax.xaxis.set_ticklabels([]) + + ax.set_ylabel(data_name) + ax.grid(ls=':') + ax.set_xlabel("time (s)") + + color = { + 0:'red', + 1:'black' + } + + pre_processed_shot = [s for s,site in zip(pre_processed_shot,register) if site.site_type == SiteType.FILLED] + post_processed_shot = [s for s,site in zip(post_processed_shot,register) if site.site_type == SiteType.FILLED] + + shots = [ + pre_processed_shot, + post_processed_shot + ] + + titles = [ + "pre-processed", + "post-processed" + ] + + if not is_IS(graph,post_processed_shot): + warnings.warn("'post_processed_shot' is not a valid independent set of the effective graph.") + + + for (ax,shot,title) in zip(graph_axs,shots,titles): + colors = [color[s] for s in shot] + visualize_graph(ax,graph,positions,colors) + ax.title.set_text(title) + + fig.tight_layout() + fig.subplots_adjust(hspace=0.25) + fig.suptitle(f'number of shots: {n_shots}') + return fig,drive_axs,graph_axs + + +def generate_test_program(Nx,Ny,lattice_spacing=6.5e-6): + from quera_ahs_utils.drive import get_drive + + + register = AtomArrangement() + for ix in range(Nx): + for iy in range(Ny): + x = ix * lattice_spacing + y = iy * lattice_spacing + register.add((x,y)) + + + time_points = [0, 2.5e-7, 2.75e-6, 3e-6] + amplitude_min = 0 + amplitude_max = 1.57e7 # rad / s + + detuning_min = -5.5e7 # rad / s + detuning_max = 5.5e7 # rad / s + + amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piece-wise linear + detuning_values = [detuning_min, detuning_min, detuning_max, detuning_max] # piece-wise linear + phase_values = [0, 0, 0, 0] # piece-wise constant + + + drive = get_drive(time_points, amplitude_values, detuning_values, phase_values) + + return AnalogHamiltonianSimulation( + register=register, + hamiltonian=drive + ) + +def find_UDG_radius(position, graph): + ''' + Computes the optimal unit disk radius for a particular set of positions and graph. + position - [N x 2] array of points + graph - network connectivity graph. This should be a unit disk graph. + + returns + radius - Optimal unit disk radius of the graph + rmin - Minimum distance + rmax - Maximum distance + ''' + + dists = np.sqrt((position[:,0,None] - position[:,0])**2 + + (position[:,1,None] - position[:,1])**2) + rmin = 0 + rmax = np.inf + for i in range(position.shape[0]): + for j in range(i+1,position.shape[0]): + if (i,j) in graph.edges: + if rmindists[i,j]: + rmax = dists[i,j] + + if rmin>rmax: + print(rmin,rmax) + raise BaseException("Graph is not a unit disk graph!") + + return np.sqrt(rmin*rmax),rmin,rmax + +def save_result_json(json_file,result): + ''' + Helper function to save results locally + ''' + result_dict = {"measurements":[]} + for measurement in result.measurements: + shot_result = { + "pre_sequence":[int(qubit) for qubit in measurement.pre_sequence], + "post_sequence":[int(qubit) for qubit in measurement.post_sequence] + } + result_dict["measurements"].append(shot_result) + + with open(json_file,"w") as io: + json.dump(result_dict,io,indent=2) + +def open_json(json_file): + ''' + Helper function to load and open json data + ''' + with open(json_file,"r") as io: + return json.load(io) + +if __name__ == '__main__': + L = 10 + ahs_program = generate_test_program(L,L,lattice_spacing=4e-6) + pre_processed_shot = list(np.random.randint(2,size=L*L)) + post_processed_shot = list(np.random.randint(2,size=L*L)) + + fig,drive_axs,graph_axs = plot_task_results( + ahs_program,100,pre_processed_shot,post_processed_shot + ) + + plt.show() diff --git a/work/lieb/.ipynb_checkpoints/statistics-checkpoint.ipynb b/work/lieb/.ipynb_checkpoints/statistics-checkpoint.ipynb new file mode 100644 index 00000000..363fcab7 --- /dev/null +++ b/work/lieb/.ipynb_checkpoints/statistics-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/lieb/.ipynb_checkpoints/stats-checkpoint.ipynb b/work/lieb/.ipynb_checkpoints/stats-checkpoint.ipynb new file mode 100644 index 00000000..812a85aa --- /dev/null +++ b/work/lieb/.ipynb_checkpoints/stats-checkpoint.ipynb @@ -0,0 +1,791 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;35mYou have already enabled qBraid Quantum Jobs in the amazon_braket environment.\u001b[0m\n" + ] + } + ], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 6.385e-06m\n", + "Unit Disk Radius: 1.030\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 80e6 # rad/sec\n", + "unitdisk_radius = 1.03 # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 15.8e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/1afe8f23-476c-4f14-a133-927e8c0ca748')\n" + ] + } + ], + "source": [ + "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 10\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"r=1.03, df=80e6, a=15.8, nshots=10, trial=1.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"r=1.03, df=80e6, a=15.8.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 65.2700\n", + "Average post-processed IS size: 65.3333\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "b5e1ef14-2b81-4034-8776-b70e137eadce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1.38095238, 4.21428571, 2.85714286, 1.45238095, 4.42857143,\n", + " 3. , 3.04761905, 9.28571429, 6.28571429, 4.78571429,\n", + " 8.0952381 , 13.14285714, 1.66666667, 1.69047619])" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "unorm_hist = pp_bitstrings.sum(axis=0)\n", + "norm_hist = unorm_hist / unorm_hist.sum()\n", + "# plt.bar(list(range(100)), norm_hist.cumsum())\n", + "IS_sizes_keys, IS_counts = np.unique(IS_sizes,return_counts=True)\n", + "IS_prob = IS_counts / IS_counts.sum()\n", + "IS_CDF = IS_prob.cumsum()\n", + "plt.bar(IS_sizes_keys, np.hstack([IS_CDF[0:1], np.diff(IS_prob.cumsum())]))\n", + "# plt.bar(IS_sizes_keys, IS_prob)\n", + "IS_sizes_keys * IS_prob" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "e6abf833-ca0d-4d44-8861-1e915dfea4ab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "score_EVs = []\n", + "for n_shots in range(1,101):\n", + " IS_max_CDF = IS_CDF ** n_shots\n", + " IS_max_PDF = np.hstack([IS_CDF[0:1], np.diff(IS_max_CDF)])\n", + " IS_max_EV = (IS_sizes_keys * IS_max_PDF).sum()\n", + " score_EV = IS_max_EV / n_shots\n", + " score_EVs.append(score_EV)\n", + "plt.plot(list(range(1,101)), score_EVs)\n", + "plt.title(\"Expected Score vs. # of shots\")\n", + "plt.xlabel(\"# of shots\")\n", + "plt.ylabel(\"Score = Exp. MIS / n_shots\")\n", + "# fig = plt.figure()\n", + "# fig.patch.set_facecolor('#FFFFFF')\n", + "plt.savefig(\"EVScore.png\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a16ecc13-bb1b-41d1-96b9-79e6bc859295", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.6200\n", + "Average post-processed IS size: 42.6250\n" + ] + }, + { + "data": { + "image/png": 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\n", 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eJTk+yaokqzZu3LituyNJO5RhA+OLwPuT7DPWkGRf4H1MfYSxAdhnYHle29ZFp32r6uSqWlhVC+fOndvxoyVJXQwbGK8BHgisTXJNkmuAq9q210yx70rggCQLkuwCHAMs61j3POC5SfZIsgfw3LZNktSTYccwbqQZvD4MOLBt+25VTTnxYFVtSrKY5gf9HODUqro8yRJgVVUtS3IQzVVYewAvTHJSVT2+qm5K8haa0AFYUlU3Ddl3SdJW6BwY7WWxPwGeVFXn01ypNJSqWg4sH9d24sD7lTSnmyba91Tg1GFrSpKmR+dTUlV1N3ANsMvouiNJmqmGHcN4C7A0yZ6j6IwkaeYadgzjtTSz1W5Isp5xz8aoqidOV8ckSTPLsIFxFs09FxlBXyRJM1inwEjyAODdwNHA/WjuufizqrphdF2TJM0kXccwTqKZFPAc4BPAs4EPjqhPkqQZqOspqRcBx1XVmQBJPg5clGROe/WUJGkH1/UIYx/gwrGFqroU2ATsNYpOSZJmnq6BMQe4a1zbJoYfNJckbae6/sAPcEaSOwfadgM+kuS2sYaqOnI6OydJmjm6BsZpE7SdMZ0dkSTNbJ0Co6peMeqOSJJmti15gJIkaRYyMCRJnRgYkqRODAxJUicGhiSpEwNDktSJgSFJ6sTAkCR1YmBIkjoxMCRJnRgYkqRODAxJUicGhiSpEwNDktSJgSFJ6sTAkCR1YmBIkjoxMCRJnRgYkqRODAxJUicGhiSpEwNDktRJr4GRZFGSK5OsSXLCBOt3TfLJdv3Xksxv2+cnuT3J6vb1oT77LUmCnfsqlGQO8AHgOcB6YGWSZVV1xcBmxwE3V9X+SY4B3gm8tF13VVU9ua/+SpLuq88jjIOBNVW1tqruAs4Ejhq3zVHAae37s4DDk6THPkqSJtFnYOwN/GhgeX3bNuE2VbUJ+Anw0HbdgiTfSLIiySGj7qwk6b56OyW1lf4L2LeqbkzyNOBzSR5fVT8d3CjJ8cDxAPvuu+826KakruafcM7Ia6xbesTIa8wmfR5hbAD2GVie17ZNuE2SnYEHAzdW1Z1VdSNAVV0GXAU8ZnyBqjq5qhZW1cK5c+eO4CtI0uzVZ2CsBA5IsiDJLsAxwLJx2ywDXt6+fzFwQVVVkrntoDlJHgUcAKztqd+SJHo8JVVVm5IsBs4D5gCnVtXlSZYAq6pqGXAKcHqSNcBNNKECcCiwJMnPgXuAV1fVTX31XZLU8xhGVS0Hlo9rO3Hg/R3ASybY7zPAZ0beQUnSpLzTW5LUiYEhSerEwJAkdWJgSJI6MTAkSZ0YGJKkTgwMSVInBoYkqRMDQ5LUiYEhSerEwJAkdWJgSJI62V4eoNS7bflwFx8sI+24tud/3x5hSJI6MTAkSZ0YGJKkTgwMSVInBoYkqRMDQ5LUiYEhSerEwJAkdWJgSJI6MTAkSZ0YGJKkTgwMSVInBoYkqRMDQ5LUiYEhSerEwJAkdeIDlCTNOtvzQ4y2JY8wJEmdGBiSpE4MDElSJwaGJKkTA0OS1EmvgZFkUZIrk6xJcsIE63dN8sl2/deSzB9Y94a2/cokz+uz35KkHgMjyRzgA8DzgccBxyZ53LjNjgNurqr9gfcC72z3fRxwDPB4YBHwT+3nSZJ60ucRxsHAmqpaW1V3AWcCR43b5ijgtPb9WcDhSdK2n1lVd1bV1cCa9vMkST1JVfVTKHkxsKiqXtUu/z7w9KpaPLDNd9pt1rfLVwFPB94MXFJVZ7TtpwDnVtVZ42ocDxzfLv4KcOVIv9R97Qnc0GM9a1vb2rOnfp+196uquROt2KHu9K6qk4GTt0XtJKuqaqG1rW3tHa/2tq6/rb/7mD5PSW0A9hlYnte2TbhNkp2BBwM3dtxXkjRCfQbGSuCAJAuS7EIziL1s3DbLgJe3718MXFDNObNlwDHtVVQLgAOAS3vqtySJHk9JVdWmJIuB84A5wKlVdXmSJcCqqloGnAKcnmQNcBNNqNBu9yngCmAT8KdVdXdffe9om5wKs7a1rT0r6m/r7w70OOgtSdq+eae3JKkTA0OS1ImBsQWS7Jbk0iTfTHJ5kpPa9mcl+XqS7yQ5rb3SaxT15yT5RpKz2+UF7VQqa9qpVXYZRd1Jai9u61aSPUdVd5LaH2+nivlOklOT3K/n+qe0fwe+leSsJLv3VXug/R+T3DqquhPVTvKxJFcnWd2+ntxj7SR5W5LvJ/luktf0WPvCge98bZLP9Vj78PZny+okX02y/6hqb46BsWXuBJ5VVU8CngwsSvK/aO5SP6aqngBcw71XfE23Pwe+O7D8TuC97ZQqN9NMsTIq42tfBDyb5vuO2vjaHwcOBH4VuD/wqp7r/2VVPamqngj8EFg88W4jqU2ShcAeI6w5aW3g/1bVk9vX6h5r/yHNJfYHVtVjaWaM6KV2VR0y9p2Bi4HP9lUb+CDwe23tfwX+ZoS1J2VgbIFqjP2v7n7t627grqr6ftt+PvA70107yTzgCOCj7XKAZ9FMpQJNaB093XUnqg1QVd+oqnWjqNeh9vL2z6JoLrOe13P9n7brQhNYI7mCZKLa7Vxq7wZeN4qam6vdl0lq/zGwpKruAaiq63usPbbuQTT/5j7XY+0CHtS+fzBw7ShqT8XA2ELtIeNq4HqacLgU2Ln9Xx8095HsM8nuW+N9ND8k7mmXHwrcUlWb2uX1wN4jqDtR7T5NWrs9FfX7wP/ru36SfwauoznSeX+PtRcDy6rqv0ZUc3O1Ad7Wnop7b5Jde6z9aOClSVYlOTfJAT3WHnM08MWx/zD0VPtVwPIk62n+ri8dUe3NMjC2UFXd3R4ezqOZCPHxNPeNvDfJpcDPaI46pk2SFwDXV9Vl0/m5O0DtfwK+UlUX9l2/ql4B7EVz+uClfdROshfwEkYXUJPWbr2BJiAPAn4ZeH2PtXcF7minyfgIcGqPtcccC3xiuutOUfsvgd+qqnnAPwN/P4r6U6oqX1v5Ak4EXjuu7bnAp6a5zjtojiDW0fyv9jaa8/g3ADu32/wacN4IvuNEtc8YWL8O2HNEv7+T1gbeRHNqYKcR/vlu9ru32xwKnN1T7Zvb9+va1z00M0Fvi+99WI/f+wzge8CCdpsAP+n579ueNNMV7dbj37VzgKsGttkXuGIU9afs37Your2/gLnAQ9r39wcuBF4APKxt2xX4Is3A+Kj68It/qMCnaQbbAT4E/MmIv///+CExysDYzPd+FfCfwP17/LM/DDi7/WG1f9sW4D3Ae/r+fW/bb+359/2RA9/7fcDSHmsvBV450L6yz99z4NXAaaP+/R6sTTMjxw3AY9r244DP9NGH8a8darbaHj0SOK0deNyJ5kji7CTvbg8pdwI+WFUX9NSf1wNnJnkr8A2aKVZ60V7W+DrgEcC3kiyvdgr7HnyI5uqsi5txZz5bVUt6qh2avwMPat9/k2ZAdjb4eJK5NN97Nc0P0b4sbev/JXAro78ybrxj6Hn8oJpplf4I+EySe2iOMF/ZZx/GODWIJKkTB70lSZ0YGJKkTgwMSVInBoYkqRMDQ5LUiYEhbQNJDutjhl9pOhkY0oB26u6zB5YfkOTt7RTudyS5IclFSY6d4nOOTnJxkluS3Jrke0kGJ5P7T5r7eW4c0VeRpp037kmb9yHgmTTTTX+HZjrxZ9DMoTShJIfT3H3/JuAVNHOKHcjALMJVdRfN1A/SdsMjDGnzjgTeUVVnV9W6aqZz/2BVfWAz+7wQ+FpVvb2qvldVP6iqz1fVL55TMv6UVJJ17fL41/x2/YOTnJzk+iQ/S7JiYGbksfWnt+vvSLI2yV+M5HdEs5aBIW3edTQPyHrwkPscmORJQ+xzEM0pqrHX2TQT7f24fd7GOTTT1r8AeArwFeCCJI9s938rzYOkXgD8Cs3UERuGqC9NyVNS0uYdTzsjcJJv04w9/HtVnb+Zfd4PHAKsbp9f8DXgCzQznk74ONWq2jj2PsnraWYdfnpV3Z7kWTRPdpxbVbe3m/1tkhfSPBvhXcB+wNer6tJ2fR9PQNQs4xGGtBlV9RXgUTRPWPsU8BjgP5J8eDP7/HdVHQHsD5wE3EIzbfXlSR6+uXptCJwE/E5VXdU2Pw14ALCxHUC/Nc1zvJ9A80AhaB7h+dI0zxh/T5Lf2LJvLE3OwJCmUFU/r6oLq2ppVT0X+Fvg+LHxhc3sd1VVfbSdvfepNA9amnRG2yRPoDma+dOqWjGwaifgxzRHGYOvA9u+UFXn0hxlvIfmmQ3ntE8DlKaNp6Sk4V3R/rr7EPuso3kYzoT7tIPfnwc+UlXjp6f/OvBw4J6qWjtZgaq6ATgdOD3JucAnkry6qu4cop/SpAwMaTOSfJnmcZyraO6ZeBzwdpoB6e9Oss+baU4hLacZS3gI8BqasFg2SanP0AxS/12SRwy0b6QZ/7gI+Pckr2trPwJYBHyhqi5MsoQmWC6n+Xf9ImCtYaHpZGBIm3cezcDy22h+4F8HnA8sqarJntm+AvgT4DSaI4Of0vwgP7IdE5nIoe2v469sWlBV65L8Fs2VUB8BHkZziuoi4F/a7e5s+7gAuAO4hObyXmna+AAlSVInDnpLkjoxMCRJnRgYkqRODAxJUicGhiSpEwNDktSJgSFJ6sTAkCR18v8BZlAp8+n9AvAAAAAASUVORK5CYII=\n", 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\n", 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\n", 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2Y8DVwBRJ2wNb2L7JtoFvAQe3c04REVFPf59H0us04NO2T28slHQicCpw8WrqjgLub3i9lOoKoz9a1R1VlqUtyl9G0nRgOsCOO+7Yz8NGRMSatNu1NRK4okX5fwLb1m/O4LF9ju3JtiePHDlybTcnImK90W4i+THw1hblbwWuW0PdZcCYhtej6f9z3vuqu6ysDyRmRER0QLuTNl4FfFbSZOCmUrYncAhw8hpCzQcmSBpH9WE/DfibfrZzHnB6wwD724ETbT8q6UlJewI3A+8BvtzPmBER0QEDnbRx1XhDgy8DX+kriO0Vko6nSgrDgPNtL5Q0E+ixPVvSbsD3gK2Bd0k6xfYuJWH8K1UyAphp+9Gy/iHgAmBzqkR3VT/OKSIiOqSrkzba7r3Tq7HspIb1+by0q6pxv/OB81uU9wC7dqqNERHRnnxTPSIiamn39l/KOMX+wI7Apo3bbM/sULsiImKIaCuRlEHtOcBzVLcCL6P6cuJzwBIgiSQiYgPTbtfW54BLqL709yywD9WVSQ9wZmebFhERQ0G7XVuvB461bUkvAsNtL5Z0AtX8WJd0vIUxZIydMadjsZaccUDHYkXE4Gr3iuT5hvXfATuV9aeBHTrSooiIGFLavSK5DdgN+CVwLXCqpO2AvwVu72zTIiJiKGj3iuRTwANl/V+A5VRfRNyal39BMSIiNgBtXZGUL//1ri+nug04IiI2YG1/jwRA0muBPysv77K9uHNNioiIoaTd75FsA5wHHMT/PXxKkq4E3mf7kQ63LyIi1nHtjpF8AxgP7AVsVpa9gXHAuZ1tWkREDAXtdm29A9jX9o0NZTdI+gDww841KyIihop2r0iWA79vUf4HIN1aEREboHYTyUzgi5JWPRe9rH+BzLMVEbFB6s8TEu8A3FA0DlgiqfeRtr3zbm1LNYYSEREbkIE+ITEiIgLo3xMST+lGQyIiYmga6BcS9wEmUnV5LbR9bScbFRERQ0dbg+2SRkm6BbgaOAGYAfxI0s2S1jj7r6Qpku6RtEjSjBbbh0u6vGy/WdLYUn6UpAUNy0pJk8q2a0vM3m3btnNOERFRT7t3bX0JeBEYb3uM7THAhFL2pdVVlDQMOJtqfq6JwJGSJjbtdizwmO3xwFmUh2XZvsT2JNuTgHcD99le0FDvqN7tth9q85wiIqKGdhPJfsCHbd/XW1Dm2fpI2bY6uwOLbC+2/TxwGTC1aZ+pwIVlfRawryQ17XNkqRsREeuAdhMJvPRW4NWVNRsF3N/wemkpa7mP7RXAE8A2TfscAVzaVPbN0q316RaJBwBJ0yX1SOpZvnx5P5obERH90W4i+RHwZUljegsk7Qh8sWwbVJL2AP5g+86G4qNsv45q/q+9qLq+Xsb2ObYn2548cuTIwW5qRMQGo91E8hHgj4DFkn4t6dfAvaXsI2uouwwY0/B6dClruY+kjYEteenUK9Nouhqxvaz8fIrqufG7t3E+ERFRU7u3/z5C9UH9VmDnUna37f5M2DgfmCBpHFXCmAb8TdM+s4GjgRuBQ4FrbBtA0kbA4VRXHZSyjYGtbD8saRPgQDJ5ZEREV/U7kZS7rp4A3mD7aqpbgPvN9gpJxwPzgGHA+bYXSpoJ9NieTfWsk4skLQIepUo2vfYG7m96iNZwYF5JIsOokkims4+I6KJ+JxLbL5aurE0HejDbc4G5TWUnNaw/CxzWR91rgT2byn4PvHmg7YmIiPraHSP5V+AMSSMGozERETH0tDtG8nGq2X+XSVpK07NJbL++Uw2LiIihod1EMovqOyMtv6sREREbnn4lEkmvAD4HHAxsQvWdkb+3/fDgNS0iIoaC/o6RnAIcA8yh+h7HXwFfHaQ2RUTEENLfrq1DgGNtXwYg6RLgBknDbL84aK2LiIh1Xn+vSMYA1/e+sH0LsAJY49TxERGxfutvIhkGPN9UtoIBPhgrIiLWH/1NBAIulvRcQ9lmwLmS/tBbYPugTjYuIiLWff1NJBe2KLu4kw2JiIihqV+JxPZ7B7shERExNA3kwVYRERGrJJFEREQtSSQREVFLEklERNSSRBIREbUkkURERC1JJBERUUumOFnHjJ0xp2OxlpxxQMdixYZtsP9f5v/90JYrkoiIqKWriUTSFEn3SFokaUaL7cMlXV623yxpbCkfK+kZSQvK8rWGOm+WdEep8yVJeXpjREQXdS2RSBoGnA3sD0wEjpQ0sWm3Y4HHbI8HzgLObNh2r+1JZflgQ/lXgeOACWWZMljnEBERL9fNK5LdgUW2F9t+HrgMmNq0z1T+b4LIWcC+q7vCkLQ9sIXtm2wb+BbV44AjIqJLuplIRgH3N7xeWspa7mN7BfAEsE3ZNk7SzyRdJ2mvhv2XriEmAJKmS+qR1LN8+fJ6ZxIREasMlcH2B4Edbb8R+BjwbUlbtBPA9jm2J9uePHLkyEFpZETEhqibiWQZ1SN7e40uZS33kbQxsCXwiO3nbD8CYPtW4F7gT8r+o9cQMyIiBlE3E8l8YIKkcZI2BaYBs5v2mQ0cXdYPBa6xbUkjy2A9kl5DNai+2PaDwJOS9ixjKe8Bvt+Nk4mIiErXvpBoe4Wk44F5VM+AP9/2QkkzgR7bs4HzgIskLQIepUo2AHsDMyW9AKwEPmj70bLtQ8AFwObAVWWJiIgu6eo3223PBeY2lZ3UsP4scFiLet8BvtNHzB5g1862NCIi+muoDLZHRMQ6KokkIiJqSSKJiIhakkgiIqKWJJKIiKgliSQiImpJIomIiFqSSCIiopYkkoiIqCXPbN/A5NnYEdFpuSKJiIhakkgiIqKWJJKIiKgliSQiImpJIomIiFqSSCIiopYkkoiIqCWJJCIiakkiiYiIWrqaSCRNkXSPpEWSZrTYPlzS5WX7zZLGlvL9JN0q6Y7yc5+GOteWmAvKsm0XTykiYoPXtSlSJA0Dzgb2A5YC8yXNtn1Xw27HAo/ZHi9pGnAmcATwMPAu2w9I2hWYB4xqqHeU7Z6unEhERLxEN69IdgcW2V5s+3ngMmBq0z5TgQvL+ixgX0my/TPbD5TyhcDmkoZ3pdUREbFa3Uwko4D7G14v5aVXFS/Zx/YK4Algm6Z9/hq4zfZzDWXfLN1an5akVgeXNF1Sj6Se5cuX1zmPiIhoMKQG2yXtQtXd9YGG4qNsvw7YqyzvblXX9jm2J9uePHLkyMFvbETEBqKbiWQZMKbh9ehS1nIfSRsDWwKPlNejge8B77F9b28F28vKz6eAb1N1oUVERJd0M5HMByZIGidpU2AaMLtpn9nA0WX9UOAa25a0FTAHmGH7ht6dJW0saURZ3wQ4ELhzcE8jIiIadS2RlDGP46nuuLobuML2QkkzJR1UdjsP2EbSIuBjQO8twscD44GTmm7zHQ7Mk3Q7sIDqiubcbp1TRER0+QmJtucCc5vKTmpYfxY4rEW9U4FT+wj75k62MSIi2jOkBtsjImLdk0QSERG1dLVra30wdsacjsVacsYBHYsVEX0byu/bodD2XJFEREQtSSQREVFLEklERNSSRBIREbUkkURERC1JJBERUUsSSURE1JJEEhERtSSRRERELUkkERFRSxJJRETUkkQSERG1JJFEREQtSSQREVFLEklERNSSRBIREbUkkURERC1dTSSSpki6R9IiSTNabB8u6fKy/WZJYxu2nVjK75H0jv7GjIiIwdW1RCJpGHA2sD8wEThS0sSm3Y4FHrM9HjgLOLPUnQhMA3YBpgBfkTSsnzEjImIQdfOKZHdgke3Ftp8HLgOmNu0zFbiwrM8C9pWkUn6Z7eds3wcsKvH6EzMiIgaRbHfnQNKhwBTb7y+v3w3sYfv4hn3uLPssLa/vBfYATgZusn1xKT8PuKpUW23MhtjTgenl5Z8C93T8JF9qBPDwEIyd+GsvduKv3fiD3fbB1o3272R7ZHPhxoN80HWG7XOAc7p1PEk9ticPtdiJv/ZiJ/7ajT/YbR9sa7P93ezaWgaMaXg9upS13EfSxsCWwCOrqdufmBERMYi6mUjmAxMkjZO0KdXg+eymfWYDR5f1Q4FrXPW9zQamlbu6xgETgFv6GTMiIgZR17q2bK+QdDwwDxgGnG97oaSZQI/t2cB5wEWSFgGPUiUGyn5XAHcBK4AP234RoFXMbp3TGgxmN9pgd9El/tqJnfhrN37Xur4HyVprf9cG2yMiYv2Ub7ZHREQtSSQREVFLEklNkjaTdIukn0taKOmUUn69pAVleUDSf3U4/r6Sbivx/1fS+A7H36fEv1PSheUuugEpsxD8TNKV5fW4MgXOojIlzqYDjd1H/ONLbEsaUSd2H/EvKdPy3CnpfEmbdDD2eeXf4nZJsyS9spNtbyj/kqSn68RuFV/SBZLua/i/P6nD8SXpNEm/lHS3pI90MHZH3rPd0qL9HXvPtiuJpL7ngH1svwGYBEyRtKftvWxPsj0JuBH4bifjA18Fjirxvw38Swfj/wXVDAPTbO8K/Jr/u5tuIP4BuLvh9ZnAWWUqnMeopsapozn+DcBfUbW7E5rjXwLsDLwO2Bx4fwdj/6PtN9h+PfAb4GVfrq0ZH0mTga1rxu0zPvCJ3v/7thd0OP4xVLf872z7z6hms+hI7A6+Z7tlVfslbURn37NtSSKpyZXev+w2KcuqOxgkbQHsA/xXh+Mb2KKUbwk80MH4LwLP2/5lKb8a+OuBxJc0GjgA+EZ5Larfx6yyy4XAwQOJ3So+gO2f2V4y0Jj9iD+3/N5MdRv66A7GfrJsE1WSGvDdMK3iq5qf7nPAJwcad3XxO6mP+H8HzLS9EsD2Qx2M3but1nu2G1q0fxs69J4diCSSDiiXmAuAh4Crbd/csPlg4Ee9HxAdjP9+YK6kpcC7gTM6FZ/qw3Hj8pcrVN/pGdNH9TX5ItWH1sryehvgcdsryuulwKgBxm4Vv9P6jF+6tN4N/E8nY0v6JvBbqqueLw8wdl/xjwdm236wRtzVxQc4rXTNnSVpeIfjvxY4QlKPpKskTehg7F4HU/M92wVf5KXtf5jOvWfblkTSAbZfLJfDo4HdJe3asPlI4NJBiP+PwDttjwa+Cfx7p+JTzbI8DThL0i3AU1RXKW2RdCDwkO1bB9q2dTz+V4Cf2L6+k7FtvxfYgarb4oh2Y/cVX9IOwGHUS059xi9OpEqAuwGvAk7ocPzhwLNlKpBzgfM7GLtX7ffsYGrV/nJ1XPs9O2C2s3RwAU4CPl7WR1BN8bJZh+N/Ari3oWxH4K5Ot7+h7O3AFQOI9VmqK44lVH9h/4FqfOFhYOOyz58D8wbY1lbxL27YvgQYUeN30Wd84DNUXR8bDUbbyz57A1d2MP5jZX1JWVZSzZ49WO1/a4fbfzHwC2Bc2UfAEx3+d+34e7bTSz9/9wN6zw64TWv7lzLUF2AksFVZ3xy4HjiwvP4gcOFgxC8fxn9Syo8FvtPh+NuWsuHAj6gG5Oucx6oPFeA/qQYFAb4GfKgD/w4v+9CiZiJZTfvfD/wU2LyTscsH4/hSJuDzwOcH43dTyp8ehN/N9g3t/yJwRofjnwG8r6F8fid/N514z3ZzafrddPQ9286ywcz+O4i2By4sg5gbUf0V0Hur5TRqjF2sLr6k44DvSFpJ9Zfm+zoc/3PlEnoj4Ku2r6l5Ho1OAC6TdCrwM6qpcTqm3BL6SeDVwO2S5ro8aqBDvkZ1V8yN1Zg437U9swNxRfVvsUVZ/znV4PJQcomkkVTtX0D1wdxJZ5Rj/CPwNPXumGulE+/ZteUTg/ieXa1MkRIREbVksD0iImpJIomIiFqSSCIiopYkkoiIqCWJJCIiakkiiViHSHqrOjRrcUS3JJFE9EOZHv3KhtevkHS6qunqn5X0sKQbJB25hjgHS7pR0uOSnpb0C0mNEwf+lOq7PY8M0qlEdFy+kBgxMF8D/pJqKu87qaZl35NqfqmWJO1L9a3+zwDvpZoLaWcaZj+2/TzVtBcRQ0auSCIG5iDgs7avtL3E1dT1X7V99mrqvAu42fbptn9h+1e2/9v2quexNHdtSVpSXjcvY8v2LSWdI+khSU9Juq5hBtje7ReV7c9KWizpo4PyG4kNVhJJxMD8luohYFu2WWdnSW9oo85uVF1dvcuVVBMX/q48s2QO1TT8BwJvBH4CXCNp+1L/VKoHcB0I/CnVVDrL2jh+xBqlaytiYKZTZjKWdAfV2Mb3bV+9mjpfBvYCFpTnyNwM/JBq5taWj721vbx3XdIJVLMl72H7GUn7UD3VcqTtZ8pun5b0LqrnpPwbsBNwm+1byvZOPTUyYpVckUQMgO2fAK+hepLeFcCfAD+Q9PXV1Pm97QOA8cApwONUU4IvlLTd6o5XksMpwF/bvrcUvxl4BbC8DNw/reo57LtSPQAKqkcyH6HqOfCfl/SWgZ1xRN+SSCIGyPYLtq+3fYbttwOfBqb3jl+spt69tr9RZiR+E9VDrPqc5bc8yOwS4MO2r2vYtBHwO6qrksZl59IWbF9FdVXyeapnbcwpT2CM6Jh0bUV0zl3l5yvbqLOE6sFELeuUQff/Bs613Tzd/m3AdsBK24v7OoDth4GLgIskXQVcKumDtp9ro50RfUoiiRgASddSPY61h+o7HxOB06kGwu/uo87JVF1Rc6nGKrYCPkKVRGb3cajvUA2Of0HSqxvKl1ONr9wAfF/SJ8uxXw1MAX5o+3pJM6kSzkKq9/shwOIkkeikJJKIgZlHNaB9GlUi+C1wNTDTdl/Pyr4O+BBwIdWVxJNUH/AHlTGXVvYuP5vvtBpne4mkd1LdmXUusC1VV9cNwLfKfs+VNo4DngVuoroNOaJj8mCriIioJYPtERFRSxJJRETUkkQSERG1JJFEREQtSSQREVFLEklERNSSRBIREbUkkURERC3/H4wRNFKZHwKQAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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JIiIiahnKC4lbSfpbSbMlHdu4DKLudEm3S+qWNLuX/XtJulHSakmHNO07UtJvynJkQ/mukm4uMU8uc7dHRESHtPQeiaQ9gPnAs1SPAq+kejnxWWA5MKefuqOAU4D9gBXAYknzbN/acNjdwFHAx5vqvhr4HDCVanDIG0rdR4BTgQ8B11G9IDmd6qGAiIjogFavSL4MnA+MA54B9gEmAF3AiQPUnQZ0215m+zngAuCgxgNsL7d9E7Cmqe47gEW2Hy7JYxEwXdK2wOa2r7Vt4Bzg4BY/U0RE1NBqInkz8F/ll/bzwGjbvwWOYeDHf8cB9zRsryhlg9FX3XFlfcCYkmb2jA+2atWqQZ42IiIG0moiea5h/bfADmX9SWC7trRomNg+zfZU21PHjh27tpsTEbHeaDWR3AjsVtavAI4vHd8nAzcNUHclsH3D9vhSNhh91V1Z1ocSMyIi2qDVRPJp4N6y/hlgFdWLiFvx8hcUmy0GpkiaJGkTYAYwb5DnXQi8vTwxthXwdmCh7fuAxyXtUZ7WOgL4QUufKCIiamnpqS3bXQ3rq4B3tlB3taRZVElhFHCm7aWS5gBdtudJ2g34HlViepek42y/0fbDkr5AlYwA5th+uKx/BDgL2Izqaa08sRUR0UGtDiMPgKTXA39cNm+1vWww9Wz3zGHSWHZsw/piXnqrqvG4M4EzeynvAnYeXMsjIqLdWn2PZGvgDOBAXnxEV5IuBT5g+6E2ty8iItZxrfaRfBOYDOwJbFqWvYBJwOntbVpERIwErd7aegewr+1rGsqulvT3wI/b16yIiBgpWr0iWQX8rpfyp4Dc1oqI2AC1mkjmAF+V9MLb42X93+lnnK2IiFh/DWaGxJupBkrsMQlYLqnnxb+ecbe2oepDiYiIDchQZ0iMiIgABjdD4nGdaEhERIxMQ30hcR9gJ6pbXkttX9HORkVExMjR6guJ46iGMNmVF8fc2k5SF/DXtu/ts3JERKyXWn1q62SqeUgm297e9vbAlFJ2crsbFxER675Wb23tB+xt+86eAtvLJH0U+ElbWxYRESNCq1ck8NJHgfsri4iIDUCrieQnwNckvTDJlKQJwFfJFUlExAap1UTyUeAPgGWS7pJ0F3BHKftouxsXERHrvlb7SB4CpgF7AzuWsttsZ8DGiIgN1KATiaRRwGPAW2wvAhYNW6siImLEGPStLdvPA3cBmwz1ZJKmS7pdUrek2b3sHy3pwrL/OkkTS/nhkpY0LGsk7VL2XVFi9uzbZqjti4iI1rXaR/IFYK6kMa2eqFzRnEI1z/tOwGGSdmo67GjgEduTgZOAEwFsn297F9u7AO8D7rS9pKHe4T37bT/QatsiImLoWu0j+TjV6L8rJa2gaW4S22/up+40oLtnfndJFwAHAbc2HHMQ8PmyfjHwX5Jku/Hx4sOAC1psd0REDJNWE8nFVO+MaAjnGgfc07C9Ati9r2Nsr5b0GLA18GDDMe+lSjiNviXpeeAS4PimxAOApJnATIAJEyYMofkREdGbQSUSSa8EvgwcDLyC6p2Rf7T9YH/12k3S7sBTtm9pKD7c9kpJf0iVSN4HnNNc1/ZpwGkAU6dOzQuUERFtMtg+kuOAo4D5wHeAtwGntniulcD2DdvjS1mvx0jaGNiCl07hO6Oc/wW2V5Y/nwC+TXULLSIiOmSwt7beDRxt+wIASecDV0saVZ7mGozFwBRJk6gSxgzgb5uOmQccCVwDHAJc3nObStJGwHuAPXsOLslmS9sPSnoFcACQd1oiIjposIlke+Cqng3b10taDWzHS/s9+lT6PGYBC4FRwJm2l0qaA3TZngecAZwrqRt4mCrZ9NgLuKens74YDSwsSWQUVRI5fZCfKSIi2mCwiWQU8FxT2eoW6gNgewGwoKns2Ib1Z4BD+6h7BbBHU9nvqOZGiQ6bOHt+W+Isn7t/W+LE2teOfxP59zAyDTYRCDhP0rMNZZsCp0t6qqfA9oHtbFxERKz7BptIzu6l7Lx2NiQiIkamQSUS2+8f7oZERMTINJSJrSIiIl6QRBIREbUkkURERC1JJBERUUsSSURE1JJEEhERtSSRRERELUkkERFRSxJJRETUkkQSERG1JJFEREQtSSQREVFLEklERNSSRBIREbV0NJFImi7pdkndkmb3sn+0pAvL/uskTSzlEyU9LWlJWb7eUGdXSTeXOidLUgc/UkTEBq9jiUTSKOAU4J3ATsBhknZqOuxo4BHbk4GTgBMb9t1he5eyfLih/FTgQ8CUskwfrs8QEREv18krkmlAt+1ltp8DLgAOajrmIF6cjfFiYN/+rjAkbQtsbvta2wbOAQ5ue8sjIqJPg51qtx3GAfc0bK8Adu/rGNurJT0GbF32TZL0C+Bx4DO2ryrHr2iKOa63k0uaCcwEmDBhQr1PEhEdM3H2/Noxls/dvw0tib6MlM72+4AJtt8KfAz4tqTNWwlg+zTbU21PHTt27LA0MiJiQ9TJRLIS2L5he3wp6/UYSRsDWwAP2X7W9kMAtm8A7gDeUI4fP0DMiIgYRp1MJIuBKZImSdoEmAHMazpmHnBkWT8EuNy2JY0tnfVIeh1Vp/oy2/cBj0vao/SlHAH8oBMfJiIiKh3rIyl9HrOAhcAo4EzbSyXNAbpszwPOAM6V1A08TJVsAPYC5kj6PbAG+LDth8u+jwBnAZsBl5UlIiI6pJOd7dheACxoKju2Yf0Z4NBe6l0CXNJHzC5g5/a2NCIiBmukdLZHRMQ6KokkIiJqSSKJiIhakkgiIqKWJJKIiKgliSQiImpJIomIiFqSSCIiopYkkoiIqCWJJCIiakkiiYiIWpJIIiKiliSSiIioJYkkIiJqSSKJiIhaOjofSUTEumLi7Pm1Yyyfu38bWjLy5YokIiJq6WgikTRd0u2SuiXN7mX/aEkXlv3XSZpYyveTdIOkm8uf+zTUuaLEXFKWbTr4kSIiNngdu7UlaRRwCrAfsAJYLGme7VsbDjsaeMT2ZEkzgBOB9wIPAu+yfa+knanmfR/XUO/wMuVuRER0WCevSKYB3baX2X4OuAA4qOmYg4Czy/rFwL6SZPsXtu8t5UuBzSSN7kirIyKiX51MJOOAexq2V/DSq4qXHGN7NfAYsHXTMX8D3Gj72Yayb5XbWp+VpN5OLmmmpC5JXatWrarzOSIiosGI6myX9Eaq211/31B8uO03AXuW5X291bV9mu2ptqeOHTt2+BsbEbGB6GQiWQls37A9vpT1eoykjYEtgIfK9njge8ARtu/oqWB7ZfnzCeDbVLfQIiKiQzqZSBYDUyRNkrQJMAOY13TMPODIsn4IcLltS9oSmA/Mtn11z8GSNpY0pqy/AjgAuGV4P0ZERDTqWCIpfR6zqJ64ug24yPZSSXMkHVgOOwPYWlI38DGg5xHhWcBk4Nimx3xHAwsl3QQsobqiOb1TnykiIjr8ZrvtBcCCprJjG9afAQ7tpd7xwPF9hN21nW2MiFgXrctv4o+ozvaIiFj3JJFEREQtSSQREVFLEklERNSSRBIREbUkkURERC1JJBERUUsSSURE1JJEEhERtWTO9ha14+1SyFzPEeurdfkN9OGSK5KIiKgliSQiImpJIomIiFqSSCIiopYkkoiIqCWJJCIiakkiiYiIWjqaSCRNl3S7pG5Js3vZP1rShWX/dZImNuz7VCm/XdI7BhszIiKGV8cSiaRRwCnAO4GdgMMk7dR02NHAI7YnAycBJ5a6OwEzgDcC04H/ljRqkDEjImIYdfKKZBrQbXuZ7eeAC4CDmo45CDi7rF8M7CtJpfwC28/avhPoLvEGEzMiIoaRbHfmRNIhwHTbHyzb7wN2tz2r4ZhbyjEryvYdwO7A54FrbZ9Xys8ALivV+o3ZEHsmMLNs/hFwe9s/5IvGAA8OY/yRYri+h8RN3JEcdzhjD/fvnh1sj20u3GDG2rJ9GnBaJ84lqcv21E6ca102XN9D4ibuSI47nLHX1u+eTt7aWgls37A9vpT1eoykjYEtgIf6qTuYmBERMYw6mUgWA1MkTZK0CVXn+bymY+YBR5b1Q4DLXd17mwfMKE91TQKmANcPMmZERAyjjt3asr1a0ixgITAKONP2UklzgC7b84AzgHMldQMPUyUGynEXAbcCq4F/sP08QG8xO/WZ+tGRW2gjwHB9D4mbuCM57nDGXiu/ezrW2R4REeunvNkeERG1JJFEREQtSSQ1SNpU0vWSfilpqaTjSrkknSDp15Juk/TRtd3W4dTP97CPpBsl3SLp7PIk3lDij5L0C0mXlu1JZQid7jKkziZtijurxLSkMUOJ2Ufc88swPrdIOlPSK9oU94zynd8k6WJJr2pH3IbykyU9OZSYfbT3LEl3SlpSll3aGLstP3O9xL2qob33Svp+m+LuW342lkj6uaTJbYrblp+5ViWR1PMssI/ttwC7ANMl7QEcRfVY8o62/5jqjfv1WW/fw/+hGqVghu2dgbt48Ym8Vv0TcFvD9onASWUonUeohtZpR9yrgbdRtbWO5rjnAzsCbwI2Az7Yprj/Yvsttt8M3A287EXcIcZF0lRgqyHG6zMu8Anbu5RlSRtjH0V7fuZeEtf2nj3tBa4B/qcdcYFTgcNL3G8Dn6kbV9JGtO9nriVJJDW40vM/tleUxcD/BebYXlOOe2AtNbEj+vgengees/3rUr4I+JtWY0saD+wPfLNsC9iHaggdqH5wDq4bt3yOX9he3mqsQcRdUL4jUz22Pr5NcR8v+0SVoFp+cqa3uKrGsPsy8MlW4/UXt136iF37Z66/NkvanOrf3ffbFNfA5mV9C+DeNsTdmjb8zA1FEklN5dJyCfAAsMj2dcDrgfdK6pJ0maQpa7WRHdD8PVD9wty4/M8WqveCtu+jen++SvULbU3Z3hp41Pbqsr0CGNeGuO3SZ9xyS+t9wP9rV1xJ3wLup7ri+Vqb4s4C5tm+bwjx+osLcEK5FXeSpNFtjN2On7ne4vY4GPhJT/JuQ9wPAgskraD6NzG3DXEfpD0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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for df in [40, 45, 50, 55, 60, 70, 80]:\n", + " filename = f\"r=sqrt(sqrt(2)), df={df}e6.json\"\n", + " result_json = open_json(filename)\n", + "\n", + " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + " # ind, = np.where(IS_sizes==IS_sizes.max())\n", + " # n_show = min(len(ind),1)\n", + "\n", + "# figure = plt.figure(figsize=(25,15))\n", + "# for i in range(n_show):\n", + "# axes = plt.subplot(1,n_show,i+1)\n", + "\n", + "# color_lookup = {0:\"r\",1:'k'}\n", + "# seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + "# visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + "\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "307b3f26-8dc1-437e-84ac-1a4aea803e8e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "63d21eda-5285-4106-9df5-30b2c91a2f6d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/lieb/.ipynb_checkpoints/utils-checkpoint.py b/work/lieb/.ipynb_checkpoints/utils-checkpoint.py new file mode 100644 index 00000000..efd7f2cb --- /dev/null +++ b/work/lieb/.ipynb_checkpoints/utils-checkpoint.py @@ -0,0 +1,70 @@ +import numpy as np +import matplotlib.pyplot as plt + +import networkx as nx + +def postprocess_MIS(G,results): + ''' + Removes vertices that violate the independent set condition + G - networkx graph + results - an AWS AnalogHamiltonianSimulationQuantumTaskResult + + returns + data_out - a list of bitstrings which are valid independent sets of G + ''' + data_out = [] + for measurement in results["measurements"]: # For each measurement... + pre_sequence = np.array(measurement["pre_sequence"]) + post_sequence = np.array(measurement["post_sequence"]) + if np.any(pre_sequence==0): continue # skip anyshots with defects + + bitstring = post_sequence + inds = np.nonzero(bitstring==0)[0] # Find indices of IS vertices + subgraph = nx.subgraph(G,inds) # Generate a subgraph from those vertices. If the bitstring is an independent set, this subgraph has no edges. + inds2 = nx.maximal_independent_set(subgraph,seed=0) # Find the mIS of this subgraph. If there are no edges, it is the original bitstring. Else, it randomly chooses within each graph. + payload = np.ones(len(bitstring)) # Forge into the correct data structure (a list of 1s and 0s) + payload[inds2] = 0 + data_out.append(payload) + + if len(data_out) == 0: + raise ValueError("no independent sets found! increase number of shots.") + + return np.asarray(data_out) + +def analysis_MIS(graph,result_json): + ''' + Helper function to analyze a MIS result and plot data + ''' + + post_bitstrings = np.array([q["post_sequence"] for q in result_json["measurements"]]) + pp_bitstrings = postprocess_MIS(graph, result_json) + + + IS_sizes = np.sum(1-pp_bitstrings,axis=1) + unique_IS_sizes,counts = np.unique(IS_sizes,return_counts=True) + + pre_IS_sizes = np.sum(1 - post_bitstrings, axis = 1) + pre_unique_IS_sizes, pre_counts = np.unique(pre_IS_sizes, return_counts = True) + + + avg_no_pp = 'Average pre-processed size: {:0.4f}'.format( (1-post_bitstrings).sum(axis=1).mean() ) + avg_pp = 'Average post-processed IS size: {:0.4f}'.format(IS_sizes.mean()) + print(avg_no_pp) + print(avg_pp) + + plt.bar(pre_unique_IS_sizes, pre_counts/pre_counts.sum()) + plt.title("Raw Results") + plt.xticks(pre_unique_IS_sizes) + plt.xlabel("IS Sizes",fontsize=14) + plt.ylabel("Probability",fontsize=14) + plt.show() + + plt.bar(unique_IS_sizes, counts/counts.sum()) + plt.title("Processed Results") + plt.xticks(unique_IS_sizes) + plt.xlabel("IS Sizes",fontsize=14) + plt.ylabel("Probability",fontsize=14) + plt.show() + + return IS_sizes,pp_bitstrings + \ No newline at end of file diff --git a/work/lieb/EVScore.png b/work/lieb/EVScore.png new file mode 100644 index 0000000000000000000000000000000000000000..fb8c512ea6ac5867ce4632d5a9c11e4bb5829711 GIT binary patch literal 11292 zcmbVycT`hd(=Q|x5dnjbC|yGUrAzOi1|c9IT{?n*^cK26qOTHEK!fzA5= z1dt%T<&kEjMF_p!6Q1w;-uM1-@4D-*ML0Rh-m@pOXMXdWIXmu-kuKY5p3`)6bZiJc zxG5bSeI@X^bczZ1Wax^B2XIkA>fA+|`MDuO?*+Qj8Qw$sd;1~1J)AFvxCRD!`1#67 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index 00000000..e5649f16 --- /dev/null +++ b/work/lieb/statistics.ipynb @@ -0,0 +1,152 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "id": "e5980022-2640-4067-847d-65825707ce10", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "49ac5962-593c-4a59-9d1b-566002ee670a", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "910ea230-caec-4566-9338-84b50be65958", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAAsTAAALEwEAmpwYAAASDElEQVR4nO3db4ylZXnH8e/VXUwBrWiYEAHb5YWhIdCKmTRWG2NEI1UihjSttjZWa3jT1j+xGrZ9YfqihQRjJGljs0GFRqI1uEXSWJHQGtvEGmfBuAqlGv/gLiBjdNXYbQW9+uIczDIwsnOeM/e57yvfT2J29jDMdf+eWX7OnjnzXJGZSJLG8wurPoAkaTEWuCQNygKXpEFZ4JI0KAtckga1t+WwM888M/ft29dypCQN79ChQ9/JzLWtjzct8H379rGxsdFypCQNLyK++USP+xSKJA3KApekQVngkjQoC1ySBmWBS9KgnvRVKBHxAeAy4KHMvHD+2DOBfwT2Ad8Afjczv7d7x9xdt9x1lGtvu5f7jx3n7DNO5R0vP59XX3zOqo+1ELP0qUqWKjmgRpaT+Qr8BuDSLY9dBdyRmc8B7pj/fki33HWU/QcPc/TYcRI4euw4+w8e5pa7jq76aDtmlj5VyVIlB9TJ8qQFnpmfAb675eHLgRvnb98IvHq5x2rn2tvu5fjDP3nMY8cf/gnX3nbvik60OLP0qUqWKjmgTpZFnwM/KzMfmL/9IHDWdu8YEVdGxEZEbGxubi44bvfcf+z4jh7vmVn6VCVLlRxQJ8vkb2LmbCPEtlshMvNAZq5n5vra2uN+EnTlzj7j1B093jOz9KlKlio5oE6WRQv82xHxLID5rw8t70htvePl53PqKXse89ipp+zhHS8/f0UnWpxZ+lQlS5UcUCfLovdCuRV4PXDN/NePL+1EjT36XefRvxsNZulVlSxVckCdLPFkOzEj4sPAi4EzgW8D7wJuAT4K/DLwTWYvI9z6jc7HWV9fT29mJUk7ExGHMnN96+NP+hV4Zr52m390yeRTSZIW5k9iStKgLHBJGpQFLkmDssAlaVAWuCQNygKXpEFZ4JI0KAtckgZlgUvSoCxwSRqUBS5Jg1r0boTNtNhb12o3XpUsXq8+51SZ0WpOhRlPejfCZdrp3Qgf3Vt34uqjU0/Zw9VXXLS0i9BiRqs5VWa0mmOW/ma0mjPajO3uRtj1Uygt9ta12o1XJYvXq885VWa0mlNlRtcF3mJvXavdeFWyeL36nFNlRqs5VWZ0XeAt9ta12o1XJYvXq885VWa0mlNlRtcF3mJvXavdeFWyeL36nFNlRqs5VWZ0/SqUFnvrWu3Gq5LF69XnnCozWs2pMqPrV6FIkgZ9FYokaXsWuCQNygKXpEFZ4JI0KAtckgZlgUvSoCxwSRqUBS5Jg7LAJWlQFrgkDcoCl6RBWeCSNKhJdyOMiLcBbwISOAy8ITP/dxkHa6nVnr8WzNKnKlmq5IAaWRYu8Ig4B3gzcEFmHo+IjwKvAW5Y0tma2Lq37uix4+w/eBhguE+mWfpUJUuVHFAny9SnUPYCp0bEXuA04P7pR2qr1Z6/FszSpypZquSAOlkWLvDMPAq8G7gPeAD4fmZ+auv7RcSVEbERERubm5uLn3SXtNrz14JZ+lQlS5UcUCfLwgUeEc8ALgfOA84GTo+I1219v8w8kJnrmbm+tra2+El3Sas9fy2YpU9VslTJAXWyTHkK5aXA1zNzMzMfBg4CL1jOsdppteevBbP0qUqWKjmgTpYpr0K5D3h+RJwGHAcuAYbbl9Zqz18LZulTlSxVckCdLJN2YkbEXwG/BzwC3AW8KTP/b7v3dyemJO3cdjsxJ70OPDPfBbxryseQJC3Gn8SUpEFZ4JI0KAtckgZlgUvSoCxwSRqUBS5Jg7LAJWlQFrgkDcoCl6RBWeCSNCgLXJIGNeleKC202FvXajdelSxerz7nVJnRak6FGZPuRrhTO70b4da9dTC7Z+/VV1y0tIvQYkarOVVmtJpjlv5mtJoz2ozt7kbY9VMoLfbWtdqNVyWL16vPOVVmtJpTZUbXBd5ib12r3XhVsni9+pxTZUarOVVmdF3gLfbWtdqNVyWL16vPOVVmtJpTZUbXBd5ib12r3XhVsni9+pxTZUarOVVmdP0qlBZ761rtxquSxevV55wqM1rNqTKj61ehSJIGfRWKJGl7FrgkDcoCl6RBWeCSNCgLXJIGZYFL0qAscEkalAUuSYOywCVpUBa4JA3KApekQU26mVVEnAFcD1wIJPDGzPzsEs7VVKs1US2YpU9VslTJATWyTL0b4XXAJzPzdyLiKcBpSzhTU1vXHh09dpz9Bw8DDPfJNEufqmSpkgPqZFn4KZSIeDrwIuD9AJn548w8tqRzNdNqTVQLZulTlSxVckCdLFOeAz8P2AQ+GBF3RcT1EXH61neKiCsjYiMiNjY3NyeM2x2t1kS1YJY+VclSJQfUyTKlwPcCzwPel5kXAz8Crtr6Tpl5IDPXM3N9bW1twrjd0WpNVAtm6VOVLFVyQJ0sUwr8CHAkMz83//3NzAp9KK3WRLVglj5VyVIlB9TJsvA3MTPzwYj4VkScn5n3ApcAdy/vaG20WhPVgln6VCVLlRxQJ8uklWoR8VxmLyN8CvA14A2Z+b3t3t+VapK0c9utVJv0MsLM/ALwuA8qSdp9/iSmJA3KApekQVngkjQoC1ySBmWBS9KgLHBJGpQFLkmDssAlaVAWuCQNygKXpEFZ4JI0qKkr1XZdi711rXbjVcni9epzTpUZreZUmDHpboQ7tdO7EW7dWweze/ZefcVFS7sILWa0mlNlRqs5ZulvRqs5o83Y7m6EXT+F0mJvXavdeFWyeL36nFNlRqs5VWZ0XeAt9ta12o1XJYvXq885VWa0mlNlRtcF3mJvXavdeFWyeL36nFNlRqs5VWZ0XeAt9ta12o1XJYvXq885VWa0mlNlRtevQmmxt67VbrwqWbxefc6pMqPVnCozun4ViiRp0FehSJK2Z4FL0qAscEkalAUuSYOywCVpUBa4JA3KApekQVngkjQoC1ySBmWBS9KgLHBJGpQFLkmDmnw3wojYA2wARzPzsulHaq/Vnr8WzNKnKlmq5IAaWZZxO9m3APcAv7SEj9Xc1r11R48dZ//BwwDDfTLN0qcqWarkgDpZJj2FEhHnAq8Erl/OcdprteevBbP0qUqWKjmgTpapz4G/F3gn8NPt3iEiroyIjYjY2NzcnDhu+Vrt+WvBLH2qkqVKDqiTZeECj4jLgIcy89DPe7/MPJCZ65m5vra2tui4XdNqz18LZulTlSxVckCdLFO+An8h8KqI+AbwEeAlEfGhpZyqoVZ7/lowS5+qZKmSA+pkWfibmJm5H9gPEBEvBv48M1+3nGO102rPXwtm6VOVLFVyQJ0sS9mJeUKB/9yXEboTU5J2brudmEvZSp+ZnwY+vYyPJUk6Of4kpiQNygKXpEFZ4JI0KAtckgZlgUvSoCxwSRqUBS5Jg7LAJWlQFrgkDcoCl6RBWeCSNKil3AtlN7XYW9dqN16VLBV2CT7Kz31/M1rNqTCj6wJvsbeu1W68Klmq7BIEP/c9zmg1p8qMrp9CabG3rtVuvCpZquwSBD/3Pc5oNafKjK4LvMXeula78apkqbJLEPzc9zij1ZwqM7ou8BZ761rtxquSpcouQfBz3+OMVnOqzOi6wFvsrWu1G69Kliq7BMHPfY8zWs2pMqPrb2K22FvXajdelSxVdgmCn/seZ7SaU2XGUnZinix3YkrSzm23E7Prp1AkSduzwCVpUBa4JA3KApekQVngkjQoC1ySBmWBS9KgLHBJGpQFLkmDssAlaVAWuCQNauGbWUXEs4F/AM4CEjiQmdct62AtuSKsT2bpT5UcUCPLlLsRPgK8PTPvjIinAYci4vbMvHtJZ2vCFWF9Mkt/quSAOlkWfgolMx/IzDvnb/8QuAcYJ/mcK8L6ZJb+VMkBdbIs5TnwiNgHXAx87gn+2ZURsRERG5ubm8sYt1SuCOuTWfpTJQfUyTK5wCPiqcDHgLdm5g+2/vPMPJCZ65m5vra2NnXc0rkirE9m6U+VHFAny6QCj4hTmJX3TZl5cDlHassVYX0yS3+q5IA6Waa8CiWA9wP3ZOZ7lnektlwR1iez9KdKDqiTZeGVahHxW8C/A4eBn84f/ovM/MR2/44r1SRp57ZbqbbwV+CZ+R9ATDqVJGlh/iSmJA3KApekQVngkjQoC1ySBmWBS9KgLHBJGpQFLkmDssAlaVAWuCQNygKXpEFZ4JI0qCkr1Zposbeu1W68Klm8Xn3OqTKj1ZwKMxa+G+Eidno3wq1762B2z96rr7hoaRehxYxWc6rMaDXHLP3NaDVntBnb3Y2w66dQWuyta7Ubr0oWr1efc6rMaDWnyoyuC7zF3rpWu/GqZPF69TmnyoxWc6rM6LrAW+yta7Ubr0oWr1efc6rMaDWnyoyuC7zF3rpWu/GqZPF69TmnyoxWc6rM6PpVKC321rXajVcli9erzzlVZrSaU2VG169CkSQN+ioUSdL2LHBJGpQFLkmDssAlaVAWuCQNygKXpEFZ4JI0KAtckgZlgUvSoCxwSRqUBS5Jg7LAJWlQk+5GGBGXAtcBe4DrM/OapZyqsVZ7/lowS5+qZKmSA2pkWbjAI2IP8HfAy4AjwOcj4tbMvHtZh2th6966o8eOs//gYYDhPplm6VOVLFVyQJ0sU55C+Q3gq5n5tcz8MfAR4PLlHKudVnv+WjBLn6pkqZID6mSZUuDnAN864fdH5o89RkRcGREbEbGxubk5YdzuaLXnrwWz9KlKlio5oE6WXf8mZmYeyMz1zFxfW1vb7XE71mrPXwtm6VOVLFVyQJ0sUwr8KPDsE35/7vyxobTa89eCWfpUJUuVHFAny5RXoXweeE5EnMesuF8D/P5STtVQqz1/LZilT1WyVMkBdbJM2okZEa8A3svsZYQfyMy//nnv705MSdq57XZiTnodeGZ+AvjElI8hSVqMP4kpSYOywCVpUBa4JA3KApekQU16FcqOh0VsAt9c8F8/E/jOEo+zSlWyVMkBZulVlSxTc/xKZj7uJyGbFvgUEbHxRC+jGVGVLFVygFl6VSXLbuXwKRRJGpQFLkmDGqnAD6z6AEtUJUuVHGCWXlXJsis5hnkOXJL0WCN9BS5JOoEFLkmDGqLAI+LSiLg3Ir4aEVet+jyLiIhnR8S/RcTdEfHliHjLqs80VUTsiYi7IuKfV32WKSLijIi4OSL+KyLuiYjfXPWZFhERb5v/2fpSRHw4In5x1Wc6WRHxgYh4KCK+dMJjz4yI2yPiK/Nfn7HKM56sbbJcO//z9cWI+KeIOGMZs7ov8BOWJ/82cAHw2oi4YLWnWsgjwNsz8wLg+cCfDJrjRG8B7ln1IZbgOuCTmfmrwK8zYKaIOAd4M7CemRcyu8Xza1Z7qh25Abh0y2NXAXdk5nOAO+a/H8ENPD7L7cCFmflrwH8D+5cxqPsCp8jy5Mx8IDPvnL/9Q2YlMdbd408QEecCrwSuX/VZpoiIpwMvAt4PkJk/zsxjKz3U4vYCp0bEXuA04P4Vn+ekZeZngO9uefhy4Mb52zcCr255pkU9UZbM/FRmPjL/7X8y22A22QgFflLLk0cSEfuAi4HPrfgoU7wXeCfw0xWfY6rzgE3gg/Ong66PiNNXfaidysyjwLuB+4AHgO9n5qdWe6rJzsrMB+ZvPwictcrDLNEbgX9ZxgcaocBLiYinAh8D3pqZP1j1eRYREZcBD2XmoVWfZQn2As8D3peZFwM/Ypy/qv/M/Pnhy5n9H9LZwOkR8brVnmp5cvZ65+Ff8xwRf8ns6dSblvHxRijwEsuTASLiFGblfVNmHlz1eSZ4IfCqiPgGs6e0XhIRH1rtkRZ2BDiSmY/+behmZoU+mpcCX8/Mzcx8GDgIvGDFZ5rq2xHxLID5rw+t+DyTRMQfAZcBf5BL+gGcEQr8Z8uTI+IpzL4xc+uKz7RjERHMnme9JzPfs+rzTJGZ+zPz3Mzcx+zz8a+ZOeRXe5n5IPCtiHh0HfklwN0rPNKi7gOeHxGnzf+sXcKA34zd4lbg9fO3Xw98fIVnmSQiLmX2lOOrMvN/lvVxuy/w+RP/fwrcxuwP5Ecz88urPdVCXgj8IbOvVr8w/98rVn0oAfBnwE0R8UXgucDfrPY4Ozf/G8TNwJ3AYWb/bQ/zY+gR8WHgs8D5EXEkIv4YuAZ4WUR8hdnfMK5Z5RlP1jZZ/hZ4GnD7/L/9v1/KLH+UXpLG1P1X4JKkJ2aBS9KgLHBJGpQFLkmDssAlaVAWuCQNygKXpEH9P8ZMCvJgeMyIAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "38ea928f-0955-407d-b284-3fbe91a6c11d", + "metadata": {}, + "outputs": [], + "source": [ + "filenames = [\"r=1.03, df=80e6, a=15.8, nshots=50.json\", \"r=1.03, df=80e6, a=15.8.json\"]\n", + "task_results = []\n", + "for filename in filenames:\n", + " result_json = open_json(filename)\n", + " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + " sequences = [q[\"post_sequence\"] for q in result_json[\"measurements\"]]\n", + " task_results.append(np.array(sequences))\n", + "all_measurements = np.vstack(task_results)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "9a870b1e-ea96-4364-910b-9c6cad6f014b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 1, 1, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_measurements." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d5941875-dd9c-4b54-94d2-519dda2abe8a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/work/lieb/stats.ipynb b/work/lieb/stats.ipynb new file mode 100644 index 00000000..812a85aa --- /dev/null +++ b/work/lieb/stats.ipynb @@ -0,0 +1,791 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;35mYou have already enabled qBraid Quantum Jobs in the amazon_braket environment.\u001b[0m\n" + ] + } + ], + "source": [ + "!qbraid jobs enable amazon_braket" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import json\n", + "import matplotlib.pyplot as plt\n", + "from pprint import pprint as pp\n", + "import networkx as nx\n", + "\n", + "from braket.aws import AwsDevice\n", + "from braket.ahs.atom_arrangement import AtomArrangement\n", + "from braket.ahs.analog_hamiltonian_simulation import AnalogHamiltonianSimulation\n", + "from braket.devices import LocalSimulator\n", + "\n", + "from quera_ahs_utils.plotting import show_global_drive, show_register\n", + "from quera_ahs_utils.drive import get_drive \n", + "\n", + "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "\n", + "from utils import postprocess_MIS, analysis_MIS" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "731287c5-8f76-41b0-967e-cd23924dfa01", + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.dpi'] = 140" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'braketSchemaHeader': {'name': 'braket.device_schema.quera.quera_ahs_paradigm_properties',\n", + " 'version': '1'},\n", + " 'lattice': {'area': {'height': Decimal('0.000076'),\n", + " 'width': Decimal('0.000075')},\n", + " 'geometry': {'numberSitesMax': 256,\n", + " 'positionResolution': Decimal('1E-7'),\n", + " 'spacingRadialMin': Decimal('0.000004'),\n", + " 'spacingVerticalMin': Decimal('0.000004')}},\n", + " 'performance': {'lattice': {'positionErrorAbs': Decimal('1E-7')},\n", + " 'rydberg': {'rydbergGlobal': {'rabiFrequencyErrorRel': Decimal('0.02')}}},\n", + " 'qubitCount': 256,\n", + " 'rydberg': {'c6Coefficient': Decimal('5.42E-24'),\n", + " 'rydbergGlobal': {'detuningRange': (Decimal('-125000000.0'),\n", + " Decimal('125000000.0')),\n", + " 'detuningResolution': Decimal('0.2'),\n", + " 'detuningSlewRateMax': Decimal('2500000000000000.0'),\n", + " 'phaseRange': (Decimal('-99.0'),\n", + " Decimal('99.0')),\n", + " 'phaseResolution': Decimal('5E-7'),\n", + " 'rabiFrequencyRange': (Decimal('0.0'),\n", + " Decimal('15800000.0')),\n", + " 'rabiFrequencyResolution': Decimal('400.0'),\n", + " 'rabiFrequencySlewRateMax': Decimal('250000000000000.0'),\n", + " 'timeDeltaMin': Decimal('5E-8'),\n", + " 'timeMax': Decimal('0.000004'),\n", + " 'timeMin': Decimal('0.0'),\n", + " 'timeResolution': Decimal('1E-9')}}}\n" + ] + } + ], + "source": [ + "qpu = AwsDevice(\"arn:aws:braket:us-east-1::device/qpu/quera/Aquila\")\n", + "capabilities = qpu.properties.paradigm\n", + "pp(capabilities.dict())\n", + "\n", + "C6 = float(capabilities.rydberg.dict()['c6Coefficient']) # rad m^6/sec" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", + "metadata": {}, + "outputs": [], + "source": [ + "def lieb_lattice(num_rows=1, num_columns=1):\n", + " points = []\n", + " \n", + " for x in range(1, (num_columns + 1) * 2, 2):\n", + " for y in range(1, (num_rows + 1) * 2, 2):\n", + " center = np.array([x, y])\n", + " points.append(center)\n", + " points.append(center + np.array([0, 1]))\n", + " points.append(center + np.array([0, -1]))\n", + " points.append(center + np.array([1, 0]))\n", + " points.append(center + np.array([-1, 0]))\n", + " \n", + " points = np.unique(np.array(points), axis=0)\n", + " \n", + " return points" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Points: 100\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "points = lieb_lattice(num_rows=4, num_columns=5)\n", + "points = np.delete(points, 40, axis=0)\n", + "\n", + "# print(f\"Points: {points}\")\n", + "print(f\"# Points: {len(points)}\")\n", + "plt.scatter(*zip(*(points)))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Blockade Radius: 6.385e-06m\n", + "Unit Disk Radius: 1.030\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "detuning_final = 80e6 # rad/sec\n", + "unitdisk_radius = 1.03 # 1 —> sqrt2\n", + "# Find blockade radius\n", + "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", + "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "\n", + "# Compute scaling value a, which converts between logical and physical coordinates\n", + "a = blockade_radius / unitdisk_radius\n", + "# Generate the atom register\n", + "register = AtomArrangement()\n", + "for x in points:\n", + " register.add((a * np.array(x)).round(7))\n", + "\n", + "# print(register)\n", + "show_register(register, blockade_radius = blockade_radius)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Tj5Xu4Lolcxk7ou/DAeLqnym++4P/GczfLb77Q98ZDhk3gitPm80fi2rYtqslYqvMiWodhFqoRWSxiDwvIs0i0i4inSLSFGabUTF7djx3td+xspyxw4dyzZKCfqeLq3+m+O4P/mcwf7f47g/9Z/jYuYeTJ8JPn4xvrzqqdRB2j/oO4AqgHBhJ14VO7gy5zUjYtGmTa4U3sWnHXv5R8grXLClg/Mj+D66Po/9g8N0f/M9g/m7x3R/6zzB9/EguWzSL36+roW5Pa4RWmRPVOohi0/dmYIiqdqrq3cCFA71HRJaJSL2IbOjjdRGRH4nIZhF5UUROCdp7II4//viomxyQO1ZsZvSwIVy3ZO6A08bRfzD47g/+ZzB/t/juDwNn+MR580ip8rMnt0RkNDiiWgdhF+oWERkGrBeR74jIv2XY5j30X9DfASxI324EfpKr6GCJ2xBzFa8287cXt/ORMwqYOHrYgNPHzX+w+O4P/mcwf7f47g8DZ5g1cRSXnDKL3zxXTX1T/I5y93qYy9dmLjKHrnOnhwH/BowHfpzuZQ/03gLgYVU9rpfXfgY8oaoPpB+/DJy33znbb+JAHuby1gfX84+SOp75wlKmjBnuWscwDCMQtu7cx9L/fZJrzyzgyxcd41onNFwMc4mIDAG+oaptqtqkqv+tqrdmUqQzYCawrcfjmvRzkRGnX7Nbd+7jr+u38+HT52RcpOPknw2++4P/GczfLb77Q2YZ5kwezcUnzeDXz26loTkRgVXmRLUOQivUqtoJzElv+naGiNwoIutEZF1dXR0NDQ3U1dVRW1tLY2MjFRUVtLa2UlpaSiqVoqioCHh9BRQVFZFKpSgtLaW1tZWKigoaGxs59NBD6Z5fVVUVzc3NlJWVkUwmKS4ufsM8uv+WlJSQSCQoLy+nqamJ6upq6uvrqa+vp7q6mqamJsrLy0kkEq+Nc7r/PIqLi0kmk5SVldHc3ExVVRXf/+dGhgi8+4hRGWc6+eST35SptrY2NpkGWk8iktF6inOmCRMmZPW/F5dMkydPDuzz5CLTwoULs/rfi0umYcOGBfZ5cpVp6tSpGf3vXTA9SSKZ4jt/WRerTOPGjQvs89QfYW/6vg84GngIeO0SM6r6/QzeW0CMN30XFxdz4oknBjKvXNi2q4Xzv/cEH148h9vec2zG74uLf7b47g/+ZzB/t/juD4PLcMsDL/D4SztY9YWlGR2HEwVBrgMnm77TVAAPp9sZ2+OWKw8BV6WP/l4M7BmoSAfNscdmXhTD5KdPVpAnwsfOPXxQ74uLf7b47g/+ZzB/t/juD4PLcNPS+bS0d7JsVWWIRoMjqnUQ9iVE/7u320DvE5EHgDXAkSJSIyLXi8jHReTj6Un+AWwBNgM/Bz4ZWog+2LzZ/QXj6/a08vt1NVy2aBbTx48c1Hvj4J8LvvuD/xnM3y2++8PgMhwxbSzvPP5Q7llVxZ7WjhCtMieqdRBKoRaR23KZRlWvUNXpqpqvqrNU9Zeq+lNV/Wn6dVXVT6nqPFU9XlUjP5R71qxZUTf5Jn725BZSqnzivHmDfm8c/HPBd3/wP4P5u8V3fxh8hpvOX8DeRJJ7VlWFIzRIoloHvQ+tlDs3DHCpUAEuB24Lqf3QaWhoYMyYMc7ar29q44Hnqnn/KTOZNXHUoN/v2j9XfPcH/zOYv1t894fBZzhmxjjecvQ0lq2q5LqzCvodzyAKoloHYW36/jlv3Ce9/21Mehpvcf0BueupLSRTyqfOn5/V+13754rv/uB/BvN3i+/+kF2GWy6Yz57WDu5bszUEo8ER1ToIpUedyX5o3+nocLePpKE5wf3PVnPxiTOYM3l0VvNw6R8EvvuD/xnM3y2++0N2GU6YNYHzjpzKL5+p5JozCxg9PKwNwwMT1ToI/VrfByqpVMpZ2794upK2ZCefWppdbxrc+geB7/7gfwbzd4vv/pB9hpuXLmDXvnbuf9ZtrzqqdWCFOktGjRr8fuEgaNzXzq/WVHHRCTOYNzX7zS6u/IPCd3/wP4P5u8V3f8g+w8I5Ezlr/hTueqqS1vbOgK0yJ6p1YIU6S3bt2uWk3WWrKtnX3snNOfSmwZ1/UPjuD/5nMH+3+O4PuWW45YIFNDQneOC56gCNBkdU6yDUQi0iR4jI8u7hKkXkBBH5cphtRsWMGTMib3NPawf3rKriHccdyhHTcrtujAv/IPHdH/zPYP5u8d0fcstw2txJnD53Ej97qoK2Dje96qjWQdg96p8DXwI6AFT1RbpOy/Keysror45zz6oq9iaS3JRjbxrc+AeJ7/7gfwbzd4vv/pB7hk9fsIAdTQl+v27bwBOHQFTrIOxCPUpVn9vvuWTIbUbCUUcdFWl7e9s6WLaqkrccPY1jZ4zPeX5R+weN7/7gfwbzd4vv/pB7hjPmTWbhnIn85IkK2pPRH1wX1ToIu1A3iMg8QAFE5FIg0mtyh8X69esjbe++NVvZ09rBLRfk3puG6P2Dxnd/8D+D+bvFd3/IPYOIcMsFC9i+p40/FtUEIzUIoloHYY+edThwF3Am0AhUAh9W1arQGu2HIEfPipJ9iSRnf2clJ8wazz3XnuZaxzAMIzaoKu+9cxW7WtpZ8f/OI3+In8dIOxs9S1W3qOpbgKnAUap6lqsiHTRRDtp+/7Nb2bWvnZuXLghsnr4POu+7P/ifwfzd4rs/BJOhu1e9bVcrf3mhNgCrzIlqHYTSoxaRW/t7PZPxqMPAxx51a3snZ39nJUcdOpZf33C6ax3DMIzYoapcdPsztLR38ti/ncNQD3vVLnrU3df0XgR8ApiZvn0cOCWkNiOlqKgoknYeeK6ahuYEt1wQXG8aovMPC9/9wf8M5u8W3/0huAwiws1LF1DZsI+HX4zuMKio1kHY+6ifAt6lqnvTj8cCf1fVc0JrtB+C7FGnUiny8sL91dbW0cm5311JweTR/O5jZwQ67yj8w8R3f/A/g/m7xXd/CDZDKqW844dP06nKo585hyF5Esh8+28zOH9n+6iBaUB7j8ft6ee8p6ysLPQ2fr9uGzuagu9NQzT+YeK7P/ifwfzd4rs/BJshL0+4ael8Ntc388iGaHrVUa2DsAv1fcBzInKbiNwGPAvcG3KbkTB37txQ59+eTPGTJypYOGciZ86bHPj8w/YPG9/9wf8M5u8W3/0h+AzvPH4686aO5o4Vm0mlwtta3E1U6yDso76/DlxL16lZjcC1qvqNMNuMiu3bt4c6/z8V1bB9Txs3L52PSPCbcML2Dxvf/cH/DObvFt/9IfgMQ9K96rJX9vLYSzsCnXdvRLUOwr7W92ygAfhz+rYz/Zz3TJo0KbR5d3SmuPOJzZw4azznHjE1lDbC9I8C3/3B/wzm7xbf/SGcDO8+YQYFk0fxo+XlhHkMFkS3DsLe9P134OH0bTmwBXgk5DYjoaWlJbR5/3X9drbtauXmpQtC6U1DuP5R4Ls/+J/B/N3iuz+Ek2HokDw+ef58Nm5vYuXL9YHPvydRrYOwN30fr6onpG8LgNOANWG2GRVhHW3ZmVLuXLmZY6aP44KjDwmlDQjPPyp89wf/M5i/W3z3h/AyvO/kmcyaOJIfLt8caq86qnUQ6ZpW1SLggLhqR35+fijzffjF7VQ27OOWC8LZN91NWP5R4bs/+J/B/N3iuz+ElyF/SB6fPG8+xdt283R5QyhtQHTrIOx91Lf2uH1WRH4D+H8EBNDc3Bz4PFMp5fYVmzly2ljedsyhgc+/J2H4R4nv/uB/BvN3i+/+EG6GSxbOZMb4EaHuq45qHYTdox7b4zacrn3WF4fcZiRMmTIl8Hk+suEVNtc3c9PS+eSFfLJ+GP5R4rs/+J/B/N3iuz+Em2H40CF8/Lx5rNvayJotO0NpI6p1EHahLlXV/07fvq6q9wPvDrnNSKipCXZIta7edDnzpo7mncdPD3TevRG0f9T47g/+ZzB/t/juD+Fn+MCiwzhk7HB+tLw8lPlHtQ7CLtRfyvA575g/P5hxobt57KUdlL2yl5uWzo/k0ndB+0eN7/7gfwbzd4vv/hB+hhH5Q/jYufNYu2UXz1XuCnz+Ua2DUAq1iLxDRG4HZorIj3rc7gGSYbQZNRs3bgxsXqrKj5aXUzB5FO8+YUZg8+2PIP1d4Ls/+J/B/N3iuz9Ek+HK02YzZcwwbl8RfK86qnUQ1jCXJwInAV8FvtLjpb3ASlVtDLzRDIjrMJcrynZw3T3r+M6lJ/CBRYe51jEMwzig+NmTFXzzkTL+9MkzOWX2RNc6vRL5oByqWqyq9wLzVPXeHrc/uSrSQRPUgOGqyg+Xb2bWxJG87+SZgcwzE3wfdN53f/A/g/m7xXd/iC7DhxfPYeKofG4PeF91VP5h9agfVNUPiEgJ8KYGVPWEAd5/IfBDYAjwC1X91n6vXwN8F6hNP3WHqv5iIK849qif2vQqVy17jm+873iuPP2AuLqqYRhG7Lhz5Wa+++jL/O2mszh+1njXOm/CxTCXn07/vYiuo7z3v/WJiAwB7gTeARwDXCEix/Qy6e9U9aT0bcAiHTRB/JLq3jc9ffwILlkYXW8a/P817rs/+J/B/N3iuz9Em+GqM+YwbsRQfhTgvmqve9S5ICJnALep6tvTj78EoKrf7DHNNcAiVb1pMPOOW496dUUDV/78Wb568bFcdUaBax3DMIwDmv97fBP/93g5/7jlbI6ZMc61zhuIvEctIntFpKnHbW/PvwO8fSawrcfjmvRz+3OJiLwoIn8QkT6PwBKRG0VknYisq6uro6Ghgbq6Ompra2lsbKSiooLW1lZKS0tJpVIUFRUBr/9SKioqIpVKUVpaSmtrKxUVFTQ2NrJmzRq651dVVUVzczNlZWUkk0mKi4vfMI/uvyUlJSQSCcrLy2lqauK7f9/AlNH5nD9nBNXV1TQ1NVFeXk4ikaCkpKTXeRQXF5NMJikrK6O5uZmqqqqsMr344otvylRbW5tzpurqaurr66mvrw810/LlyzNaT3HO9Mwzz2T1vxeXTKtWrQrs8+QiU0lJSWCfJxeZVq5cGep3RBSZVq9eHen33tVnzGFkvvDDx8sCyfT0008H9nnqjzj2qC8FLlTVG9KPPwKc3rP3LCKTgWZVTYjIx4APqurSgeYdZI86kUgwfPjwrN//fNUuLvvpGv7zomO4/qzoB4DP1d81vvuD/xnM3y2++4ObDN979GXufGIz//rMOSyYNjaneQXp72Ifdc/GTxGRW0TkZhE5OYO31AI9e8izeP2gMQBUdaeqJtIPfwEsDMY2c6qrq3N6/4+WlzNlzDCuPM3NAWS5+rvGd3/wP4P5u8V3f3CT4bqz5jIyfwh3rNyc87yi8g97UI6vAPcCk4EpwD0i8uUB3vY8sEBE5orIMOBy4KH95tvzGpvvAV4Kzjozpk2blvV7X6hu5OnyBj569uGMHDYkQKvMycU/DvjuD/5nMH+3+O4PbjJMGj2Mj5wxh78Vb2fLq7kNqhGVf9g96g8Bp6rqf6nqfwGLgY/09wZVTQI3AY/SVYAfVNWNIvJVEXlPerJbRGSjiBQDtwDXhJagD3bv3p31e29fsZmJo/L58OI5wQkNklz844Dv/uB/BvN3i+/+4C7DR88+nGFD87hzZUVO84nKf2jI898OjADa0o+Hs99m7N5Q1X8A/9jvua/0uP8lHF8zfMSIEVm9r6RmDyvK6vnc249k9PCwF3/fZOsfF3z3B/8zmL9bfPcHdxmmjBnOh06fwz2rq/j0BQuYPXlUVvOJyj/sHvUeYKOI3CMidwMbgN3d1/4Oue1YcvuKcsaNGMpVZ7jrTRuGYRzsfOycwxmSJ/z4idz3VYdN2F26P6dv3TwRcnuR0dbWNvBE+/FSXRP/Kt3BZ96ygLEj8kOwypxs/OOE7/7gfwbzd4vv/uA2wyHjRnDFqYdx/7PV3LR0PrMmDr5XHZV/qIU6fb3vA5IJEyYM+j13rNjMmOFDufbM6E/H2p9s/OOE7/7gfwbzd4vv/uA+w8fOncdvnqvmp09W8LX3Hj/o90flH/ZR3xeJyAsismsQFzzxgh07dgxq+vIde/nHhjquObOA8aPc9qZh8P5xw3d/8D+D+bvFd39wn2HGhJFctugwHny+hlf2DL53HJV/2Puo/w+4GpisquNUdayqxuu6bVkye/bgzn++Y+VmRuYP4ToHFzfpjcH6xw3f/cH/DObvFt/9IR4ZPnHuPFKq/PTJwR8BHpV/2IV6G7BB43b5swDYtGlTxtNuebWZvxVv5yOL5zBp9LAQrTJnMP5xxHd/8D+D+bvFd3+IR4bDJo3ifSfP5IHnqqnfO7hedVT+oV5CVEROBf4HeBLovpIYqvr90BrtB1eDcvy/B4v5e8l2nv78UqaO9fuSf4ZhGAcaVQ37WPq/T3D9WXP5j3f1Nlhj+Li8hOjXgRa6zqUe2+PmPZkOb1a9s4W/rK/lytPmxKpI+z5Enu/+4H8G83eL7/4QnwwFU0Zz8Ukz+fXaanY2JwZ+Q5oDYphLEdmgqseF1sAgcdGj/uIfX+RPL9Ty9OfPZ9o4/y9QYBiGcSCyub6Zt/7gST5+7jy+cOFRkbfvskf9DxF5W8htOCGTX1I1jS38obCGy089LHZFOi6/ZLPFd3/wP4P5u8V3f4hXhvmHjOFdx0/nvtVVNO5rz+g9B0qPei8wmq790x2AAOrqyO+oe9Rf/ksJv3t+G09+7nxmTBgZWbuGYRjG4Hn5lb28/f+e4pal87n1bUdG2razHnX6dKw8VR15oJ2e1T2geF+8sqeNB5+v4dKFh8WySA/kH3d89wf/M5i/W3z3h/hlOPLQsVx47KHcvaqKPa0dA04flX8U41FPFJHTROSc7lvYbUbBscce2+/rP32ygpQqnzxvXkRGg2Mg/7jjuz/4n8H83eK7P8Qzw80XzGdvIsm9q6sGnDYq/7CvTHYD8BRdQ1b+d/rvbWG2GRWbN/d9Iff6vW088Fw17zt5JodNym5UlrDpz98HfPcH/zOYv1t894d4Zjh2xnjecvQh/PKZSpoTyX6njco/7B71p4FTga2qej5wMrA75DYjYdasWX2+9vOnttDRmeJT58+P0Ghw9OfvA777g/8ZzN8tvvtDfDPcvHQBe1o7uG9NVb/TReUfdqFuU9U2ABEZrqplQLR76EOioaGh1+d3Nif49dpqLj5pJgVTRkdslTl9+fuC7/7gfwbzd4vv/hDfDCceNoFzj5jKL56upKW97151VP5hF+oaEZkA/AV4TET+CmwNuc1IGDNmTK/P/+KZStqSnbHuTUPf/r7guz/4n8H83eK7P8Q7wy0XLGDXvnbuX1vd5zRR+Yd91Pf7VHW3qt4G/CfwS+C9YbYZFR0dbz4icHdLO/etruJdx09n/iHx/QeE3v19wnd/8D+D+bvFd3+Id4aFcyayZP5kfvbUFto6OnudJir/0I/67kZVn1TVh1Q1szPJY04qlXrTc8ueqWRfeyc3L13gwGhw9ObvE777g/8ZzN8tvvtD/DPcsnQBDc0JHniu9151VP6RFeoDjVGj3ng0957WDu5eXcWFxx7KkYfG/3Lm+/v7hu/+4H8G83eL7/4Q/wynHz6Z0+ZO4qdPVvTaq47K3wp1luzatesNj+9dXcXetiQ3LY33vulu9vf3Dd/9wf8M5u8W3/3Bjwy3LF3AjqYEvy+sedNrUflboc6SGTNmvHa/OZHkl89U8pajD+G4meMdWmVOT38f8d0f/M9g/m7x3R/8yLBk/mROmT2Bnz5RQXvyjZu6o/K3Qp0llZWVr92/b03X5eZ82DfdTU9/H/HdH/zPYP5u8d0f/MggItx8wQJqd7fyp6I39qqj8g91UI64EeSgHKlUiry8PFrak5z17ZUcP3M89153WiDzjoJuf1/x3R/8z2D+bvHdH/zJoKpcfOcqGlvaWfH/ziN/SJdzkP4uh7k8YFm/fj0A96+tZte+dm65wI990910+/uK7/7gfwbzd4vv/uBPBhHh5qUL2Larlb+u3/7a81H5W486B9o6Ojnr2ys58tAx3H/D4sDmaxiGYcQLVeWdP3qGto5OHr/1XIbkSaDztx51CBQWFvLAc9U0NCe82jfdTZwGbM8G3/3B/wzm7xbf/cGvDCLCLUvnU9mwj4df7OpVR+VvPeosaevo5NzvrmTO5NE8+LEzApmnYRiGEV9SKeXCHz5FSuFfnzmHvAB71V72qEXkQhF5WUQ2i8gXe3l9uIj8Lv36syJSEKXf9/+8mh1NCW7xsDcNUFRU5FohJ3z3B/8zmL9bfPcH/zLk5Qk3LV3A5vpmHtnwSmT+sexRi8gQYBPwVqAGeB64QlVLe0zzSeAEVf24iFwOvE9VP9jffIPqUT+7ZSc33LeO6eNH8OhnzkEk2H0VUeDL0ZZ94bs/+J/B/N3iuz/4maEzpbz1B0/S2alcunAmZ86fysI5E3Oer4896tOAzaq6JX1t8N8CF+83zcXAven7fwAukAgqZuHWRj78y2fZ25akqmEfRdW7w24yFMrKylwr5ITv/uB/BvN3i+/+4GeGIXnCRcdPZ+uuFr7/WDkf+sVaCrc2htpmXAv1TGBbj8c16ed6nUZVk8AeYPL+MxKRG0VknYisq6uro6Ghgbq6Ompra2lsbKSiooLW1lZKS0tJpVKvbcroPkigqKiIVCpFaWkpra2t/P35TXR0dm2FSKaUFRuqqaqqorm5mbKyMpLJJMXFxW+YR/ffkpISEokE5eXlNDU1UV1dTX19PfX19VRXV9PU1ER5eTmJRIKSkpJe51FcXEwymaSsrIzm5maqqqqyyjRnzpzXMlVUVNDY2EhtbS3dyyjumfbt29fvevIhU15e3qD+9+KWKT8/P+fPk8tMc+fODezz5CJTIpEI9TsiikzDhg2L9HsvqEy7Gl4FQIGOZIpHiypy/jz1R1w3fV8KXKiqN6QffwQ4XVVv6jHNhvQ0NenHFelp+hzJO4hN34VbG7ny52vpSKYYlp/H/TcsDmSzR9RUVFQwb9481xpZ47s/+J/B/N3iuz/4m6FwayNX/Hwtyc4Uw4YGUwf62/Q9NKc5h0ctcFiPx7PSz/U2TY2IDAXGAzvDFls4ZyK/+ehiVm6s4fxjZ3lZpAEmTZrkWiEnfPcH/zOYv1t89wd/MyycM5EHIqwDcd30/TywQETmisgw4HLgof2meQi4On3/UmCFRrR5YOGciVxx4iRvizRAS0uLa4Wc8N0f/M9g/m7x3R/8zhBlHYhlj1pVkyJyE/AoMARYpqobReSrwDpVfQj4JfArEdkM7KKrmEeGb0cq7o/5u8f3DObvFt/9wf8MUfnHslADqOo/gH/s99xXetxvAy6L2qub/Px8V00Hgvm7x/cM5u8W3/3B/wxR+cfyYLKwEJFXga0BzW4K0OeBax5g/u7xPYP5u8V3f/A/Q5D+c1R1am8vHFSFOkhEZF1fR+j5gPm7x/cM5u8W3/3B/wxR+fu9g8AwDMMwDnCsUBuGYRhGjLFCnT13uRbIEfN3j+8ZzN8tvvuD/xki8bd91IZhGIYRY6xHbRiGYRgxxgq1YRiGYcQYK9SGYRiGEWOsUBuGYRhGjLFCbRiGYRgxxgq1YRiGYcQYK9SGYRiGEWOsUBuGYRhGjLFCbRiGYRgx5qAr1CKyTETqRWRDBtP+QETWp2+bRGR3BIqGYRiG8RoH3SVEReQcoBm4T1WPG8T7bgZOVtXrQpMzDMMwjP046HrUqvoUsKvncyIyT0T+KSKFIvK0iBzVy1uvAB6IRNIwDMMw0gx1LRAT7gI+rqrlInI68GNgafeLIjIHmAuscORnGIZhHKQc9IVaRMYAZwK/F5Hup4fvN9nlwB9UtTNKN8MwDMM46As1XZv/d6vqSf1McznwqWh0DMMwDON1Drp91Pujqk1ApYhcBiBdnNj9enp/9URgjSNFwzAM4yDmoCvUIvIAXUX3SBGpEZHrgQ8B14tIMbARuLjHWy4HfqsH2+HxhmEYRiw46E7PMgzDMAyfOOh61IZhGIbhE1aoDcMwDCPGHFRHfU+ZMkULCgoCmVd7ezvDhg0LZF4uMH/3+J7B/N3iuz/4nyFI/8LCwgZVndrbawdVoS4oKGDdunWBzKu5uZkxY8YEMi8XmL97fM9g/m7x3R/8zxCkv4hs7es12/SdJQ0NDa4VcsL83eN7BvN3i+/+4H+GqPytUGeJz78CwfzjgO8ZzN8tvvuD/xmi8j+oNn0HSUdHh2uFnDB/9/iewfzdElf/J16u5/GX6jlu5jiOOnRcv9M2NOxmSqufZajslSaKt+zg0sVDWDhnYqht+bmEYkAqlXKtkBPm7x7fM5i/W+LmX/ZKE9/958ssL6sf5DtfDsUnKv68oYH7b1gcarG2Qp0lo0aNcq2QE+bvHt8zmL9b4uCfSikrX65n2apKVm3eydC81wY2Ik/gfSfP5KITZvT5/r3NzYz1cPP3wy9u509FtSjQkUyxdstOK9RxZNeuXUycGO7mjjAxf/f4nsH83eLSvzmR5I+FNdy9qpKqnS1MHz+CL1x4FMdMH8vHfl1IRzJF/tA8rjx9Tr8FrKJiL/PmHRKheTCMG5nP30vqaE/nXHz45FDbO6guIbpo0SIN6vSs1tZWRo4cGci8XGD+7vE9g/m7xYX/tl0t3Lu6it89v429iSQnz57AdUvmcuFxh5I/pOvY5MKtjazdspPFh08esJfp8zoo3NrIMy+/wllHHhpIb1pEClV1UW+v2VHfWVJZWelaISfM3z2+ZzB/t0Tlr6o8V7mLj/+qkHO/u5K7V1dx3lGH8KdPnsmfP7mEd58447UiDbBwzkQ+df78jIqXz+tg4ZyJvHWWhn4gGViPOmtSqRR5ef7+zjF/9/iewfzdErZ/ezLFwy9uZ9mqSjbUNjFhVD5XnDabq86Yw/TxwfSCbR28jvWoQ2D9+vWuFXLC/N3jewbzd0tY/g3NCX60vJwl317BrQ8W09aR4hvvO541X7yAL1x4VGBFGmwdZIr1qA3DMAxeqmvi7lWV/GX9dtqTKc47cirXLZnL2QumICIDz8DICetRh0BhYaFrhZwwf/f4nsH83RKEfyqlPF66gyt/vpZ3/PBp/lZcxwcWzeLxW8/lnmtP45wjpoZapG0dZIb1qA3DMA4ymhNJ/rBuG3evrmJr+vSqq88s4PJTD2PCKH9Hs/IZ61GHQFFRkWuFnDB/9/iewfzdko3/tl0t/M/DpZzxjeXc9rdSJo8exh1XnsxTnz+fj587L/IifTCug2ywHnWW2NGKbvHdH/zPYP5uydS/+/SqZasqeax0B3kivPP46Vy7pICTZ7u94MvBsg4ywXrUIVBWVuZaISfM3z2+ZzB/twzkn0h28sfCGi66/Rk+eNdanq3cxSfOm8czX1jKj6442XmRhgN/HQSF9aizxOcr6oD5xwHfM5i/W/ryb2hOcP/aan61disNzQkWHDKG686ay3tPmsnIYUMcmPbNgboOssF61CGwfft21wo5Yf7u8T2D+btlf//S7U187vfFnPnNFfzg8U0cP3Mcv7r+NP71b+dwxWmzY1ek4cBbB2Fhg3JkyaRJk1wr5IT5u8f3DObvlkmTJtGZUlaU1bPsmUrWbNnJyPwhfPDUw7hmSQHzpsZ/VKoDYR1EgRXqLGlpafF65B3zd4/vGczfHXvbOrhn9Vb+vHE91btamDF+BF96x1Fcfupsxo/Kd62XMT6vA4jO3wp1lvh8pCKYfxzwPYP5R0/1zhbuWV3Fg+u20ZxIsnDORL5w4VG8/dhpDB3iXx4f10FPovK3Qp0l+fn+/GrtDfN3j+8ZzD8aVJVnK3ex7JlKHntpB0NEuOiE6bzv2Imce3yBa72c8GUd9EVU/l4XahGpAvYCnUCyryPmwqC5uZkpU6ZE1VzgmL97fM9g/uGSSHbyt+I6lj1TSWldExNH5fOp8+bz4cVzOHT8CKqqqlwr5kzc18FAROXvdaFOc76qNkTdqM//XGD+ccD3DOYfDq/uTXD/s1v59dqtNDS3c8S0MXzr/cfz3pNnMiL/9SO34+o/GHzPEJV/aIVaRE7JYLIOVS0JyyFMampqOOqoo1xrZI35u8f3DOYfLBu37+HuVVU8tH477Z0plh51CNctmcuS+ZN7HRgjbv7Z4HuGqPxDu+CJiOwFngf6G3plrqoW5NBGJdAIKPAzVb2rv+mDvOBJMplk6FB/N0iYv3t8z2D+udOZUh5/aQd3r6pk7ZZdjMwfwmWLZnHNmQUcPsDpVXHwzxXfMwTp7+qCJ8+r6lJVPb+vG7AlxzbOUtVTgHcAnxKRc/afQERuFJF1IrKurq6OhoYG6urqqK2tpbGxkYqKClpbWyktLSWVSr12kfXu4cuKiopIpVKUlpbS2tpKRUUFjY2NPPfcc3TPr6qqiubmZsrKykgmkxQXF79hHt1/S0pKSCQSlJeX09TURHV1NfX19dTX11NdXU1TUxPl5eUkEglKSkp6nUdxcTHJZJKysjKam5upqqrKKtOGDRvelKm2ttabTE888URG6ynOmdasWZPV/15cMq1duzawz5OLTBs3bgzs8zTYTGvWvcAvn6nkjK8/ysd+VcjmV3bz7+88imUXT+c/LlxA5+66ATM9/fTToX5HRLGenn322Ui/94LOtHr16sA+T/1xwFxCVERuA5pV9Xt9TWPDXBqG4ZKtO/dxz+oqfr+uhuZEkkVzJnLdWXN52zF+nl5lBIfTS4iKyBIRGZ2+/2ER+b6IzAlgvqNFZGz3feBtwIZc55spNuC5W3z3B/8zmH9mqCprKnby0fvWcd73nuBXa7bylqMP4a+fWsIfPnEm7zx+elZF2vflD/5niMo/9B61iLwInAicANwD/AL4gKqem+N8Dwf+nH44FPiNqn69v/dYj9owjKho6+jkb8XbWbaqipfqmpg0ehhXnjabj5wxh2njRrjWM2KG60E5ktr1a+Bi4A5VvRMYm+tMVXWLqp6Yvh07UJEOGvsl6Bbf/cH/DObfO/V72/jBY5s469sr+NwfXiSVUr59yfGs/uJSPvv2IwMr0r4vf/A/w4HUo34S+CdwLXAOUA8Uq+rxoTbcC9ajNgwjLDbUdp1e9bfirtOrLjjqEK47ay5nzuv99CrD6InrHvUHgQRwvaq+AswCvhtBu6HSfSSfr5i/e3zPYP5dp1f9c8MrfOBna7jo9md4ZEMdV5x2GCv+37n88ppTWTJ/SmhF2vflD/5niMo/zPOoH6WrJ/2IqpaF0sggCbJHnUgkGD58eCDzcoH5u8f3DAezf1NbBw8+v41711SxbVcrMyeM5JozC/jAqYcxfmQ013/2ffmD/xmC9HfVo76arouR3CYiRSLyExG5uPsIcN+prq52rZAT5u8e3zMcjP5VDfu47aGNnPGN5Xzt7y9x6LgR/ORDp/Dk587jo+ccHlmRBv+XP/ifISr/0C4Jk97MfQ9wj4jkAafTdWGSz4tIK/AvVf1OWO2HzbRp01wr5IT5u8f3DAeLv6qyZstOlj1TxfKyHQzNEy46YQbXLinghFkTwpXsB9+XP/ifISr/SK7dpqopYE369hURmQK8PYq2w2L37t2MGzfOtUbWmL97fM9woPu3dXTyUPF2lj1TSdkre5k0ehg3n981etUhMTi9yvflD/5niMo/zEE5bqfrGty9oqq3hNV2FIwY4f6Dmgvm7x7fMxyo/vV72/j12mruX7uVnfvaOerQsXznkhN4z0kz3jB6lWt8X/7gf4ao/MPsUXcftbUEOAb4XfrxZUBpiO0ahmEMmg21e1j2TCV/e3E7yZR2nV61ZC5n2OlVhmPC3Ed9L4CIfIKuwTOS6cc/BZ4Oq92oaGtrc62QE+bvHt8zHAj+nSnlsdIdLFtVyXOVuxg1bAgfOn0OV59ZwNwp8T7u1fflD/5niMo/in3UE4FxwK704zHp57xmwoQJrhVywvzd43sGn/2b2jp46OVmfvvASmoau06v+vK7juayRdGdXpUrPi//bnzPEJV/FIX6W8ALIrKSrrGpzwFui6DdUNmxY4fXB0GYv3t8z+Cjf1VD9+hV29jX3slpBZP48ruO5i1H+zd6lY/Lf398zxCVfyTDXIrIoXSdngXwbPrUrcixC568jvm7x/cMvvh3j161bFUly8vqGZonvPvEGXz41JmcMneqa72s8WX594fvGQ6EC570JAHU0XUBlCNE5JyI2g2NTZs2uVbICfN3j+8Z4u7f1tHJg89v4x0/fJorf/EsL1Tv5ualC1j1haV8/wMnkd/spL8QGHFf/pnge4ao/KMYlOMG4NN0XeN7PbAYWKOqS0NtuBdsUA7DOPCpb2rj12u3cv+z1a+dXnXdWXN5z4nxOr3KMHriukf9aeBUYKuqng+cDOyOoN1QseHZ3OK7P/ifIW7+JTV7uPV361ny7RXcvnIzJ8+eyG8+ejqPfPpsPrDosDcV6bj5Dxbf/cH/DAfSMJfPq+qpIrIeOF1VEyKyUVWPDbXhXrAetWEcWCQ7U6+dXvV8VSOjhw3hskWHcc2ZBRTE/PQqw+iJ6x51jYhMAP4CPCYifwW2RtBuqNgvQbf47g/+Z3Dpv6e1g58/tYVzv/sEn7i/iLo9bXz5XUez5t8v4Lb3HJtRkbbl7x7fMxwwPeo3NCZyLjAe+KeqtkfWcBrrURuG31Q27OOeVZX8vrCGlvZOTp87ievOmstbjp7GkDy7epjhL8561CIyREReG4taVZ9U1YdcFOmgKS4udq2QE+bvHt8zROWvqqza3MD19zzP0v99ggee28Y7jpvOwzefxe8+dgZvP/bQrIq0LX/3+J4hKv8o9lH/FbhZVZ0PPBpkjzqZTDJ0aCSDj4WC+bvH9wxh+7d1dPLX9bUse6aKl3fsZfLoYXx48Rw+tHg2h4zNfTAEW/7u8T1DkP6u91FPBDaKyHIReaj7FkG7obJ582bXCjlh/u7xPUNY/jua2vjff73Mmd9awRf+WEJenvDdS09g1ReX8m9vPSKQIg22/OOA7xmi8o/ip8x/RtBG5MyaNcu1Qk6Yv3t8zxC0/4s1u1n2TCV/L6kjmVLecvQ0rlsyl8WHTwpl9Cpb/u7xPUNU/qEXalV9Muw2XNDQ0MCYMWNca2SN+bvH9wxB+Cc7U/yrdAfLnqlk3dZGxgwfyocXz+GaMwuYMznc06ts+bvH9wxR+YdWqEXkYVW9KNdp4orP/1xg/nHA9wy5+O9p7eB3z1dz7+qt1O5u5bBJI/nPi47hA4tmMXZENKNXHczLPy74niEq/zB71GcNsC9agGNCbD9UOjo6XCvkhPm7x/cM2fhvebWZe1ZX8Yf06VWLD5/EV959jJPTqw7G5R83fM8QlX+YhfriDKbx9jStVCrlWiEnzN89vmfI1L/r9Kqu0atWlNUzbEge7zlpBtcuKeDYGeNDtuybg2X5xxnfM0TlH1qhPlD3TXczatQo1wo5Yf7u8T3DQP5tHZ385YValq2qZNOOZqaMGcZn3rKAD50+h6lj3Q9teKAvfx/wPUNU/v6ewOaYXbt2MXHiRNcaWWP+7vE9Q1/+r+xp41drq/jNs9U0tnRwzPRxfO+yE3n3idMZPjQ+o1cdqMvfJ3zPEJW/14VaRC4EfggMAX6hqt+Kqu0ZM2ZE1VQomL97fM+wv3/xtt0sW1XJ31+so1OVtx49jevOmsvpc8M5vSpXDrTl7yO+Z4jKP4oLnoSCiAwB7gTeQddBaVeISGQHp1VWVkbVVCiYv3t8z1BZWUmyM8XfX6zjkp+s5uI7V7H8pXquOqOAJz97PnddtYjFh0+OZZGGA2P5+47vGaLyj+ISoiXA/o3sAdYBX1PVnVnO9wzgNlV9e/rxlwBU9Zt9vSfIS4imUiny8rz9nWP+McDnDHtaOnjgua3ct2Yr2/e0MXvSKK45s4DLIjy9Kld8Xv7gvz/4nyFIf9eXEH0E+DvwofTtb3QV6VeAe3KY70xgW4/HNennImH9+vVRNRUK5u8eHzNUvNrMf/5lA4u/uZxv/fNl5kwezc+vWsTKz57HdWfN9aZIg5/Lvye++4P/GaLyj6JQv0VVv6SqJenbfwDnquq3gYKwGxeRG0VknYisq6uro6Ghgbq6Ompra2lsbKSiooLW1lZKS0tJpVIUFRUBr48zWlRURCqVorS0lNbWVioqKmhsbGTatGl0z6+qqorm5mbKyspIJpOvjajSPY/uvyUlJSQSCcrLy2lqaqK6upr6+nrq6+uprq6mqamJ8vJyEokEJSUlvc6juLiYZDJJWVkZzc3NVFVVZZXppJNOelOm2tpabzJ1M9B6inOm8ePHZ/W/F3WmdevW8XT5q1zyo+Vc8L9P8tvntvL2Y6byi0vncfv753PcxBSv1G3P6fPkYj2dcsopgX2eXGTKz88P9TsiikxTpkyJ9Hsv6Exjx44N7DuiP6LY9F0MfFRVn0s/PpWuA79OFJEXVPXkLOfrdNN3YWEhCxcuDGReLjB/98Q9Q2t7J39ZX8uyZyopr29mypjhfGTxHK48fTZTxw6Pvf9AmL97fM8QpH9/m76jKNSnAsuAMXRdjawJuAHYCLxLVR/Mcr5DgU3ABUAt8Dxwpapu7Os9QRZqwzhQeWVPG/etqeI3z1Wzu6WDY2eM47olc7koZqdXGcaBhNN91Kr6vKoeD5wEnKiqJ6jqc6q6L9sinZ5vErgJeBR4CXiwvyIdNN2bVXzF/N0Ttwzrt+3mlgde4Kxvr+AnT1Zw+txJ/O7GxTx881lcsnDWm4p03PwHi/m7x/cMUflH0aMeDlxC1/7o187bVtWvhtpwL9hR369j/u6JQ4ZkZ4p/bnyFZc9UUlS9m7HDh/KBUw/j6jMKmD25/6suxcE/F8zfPb5nOJCO+v4rXdf9TgL7ety8pqyszLVCTpi/e1xm2N3Szk+frOCc76zkpt+8wM597dz27mNY8+8X8J8XHTNgkQb/14H5u8f3DFH5R9Gj3qCqx4XaSIYE2aNubW1l5MiRgczLBebvHhcZNtc3c8/qSv5YWEtrRydnzpvMdUvmcv5Rhwx69Crf14H5u8f3DEH6u+5RrxaR4yNoJ1K2b9/uWiEnzN89UWVQVZ7a9CrX3P0cb/n+kzy4roZ3nzidRz59Nr/56GLeckx2Q0z6vg7M3z2+Z4jKP4prfZ8FXCMilUCCriO/VVVPiKDt0Jg0aZJrhZwwf/eEnaG1vZM/p0ev2lzfzNSxw7n1rUdw5emzmTIm99GrfF8H5u8e3zNE5R9FoX5HBG1ETktLi9ejvpi/e8LKULenlfvWbOWBHqdXff8DJ/KuE4I9vcr3dWD+7vE9Q1T+oRVqERmnqk3A3rDacInPRyqC+ceBoDO8UN3IslVV/KOkDlXlbcccynVnzeXUgomhDIzh+zowf/f4niEq/zB71L8BLgIK6RqUo+c3hQKHh9h26HRfvs9XzN89QWTo6Ezxzw2vsGxVJS+kT6+69swCrj6zgMMmhTuove/rwPzd43uGqPxDK9SqelH679yw2nBJc3MzU6ZMca2RNebvnlwy7G5p54HntnHfmirq9rRRMHkU//2eY7lk4SzGDI9mmHnf14H5u8f3DFH5R/KJFpGZwBzeeMGTp6JoOyx8/ucC848D2WTYXL+Xu1dV8ceiGto6UiyZP5mvvfc4zj/yEPKyOHI7F3xfB+bvHt8zROUf+gZ2Efk2sAr4MvC59O2zYbcbNjU1Na4VcsL83ZNpBlXlyU2vcvWy53jL95/i94U1XHziTP75mbO5/4bFXHD0tMiLNPi/DszfPb5niMo/iguevAycoKqJUBvKgCAveJJMJhk6NJpNjGFg/u4ZKENLe5I/FdVy96pKKl7dx9Sxw7kqPXrV5ABOr8oV39eB+bvH9wxB+ru+4MkWwO8jBnph48bIxv8IBfN3T18Ztu9u5VuPlHHGN1fw5b9sYOSwIfzggyey6gtLufmCBbEo0uD/OjB/9/ieISr/KHrUfwROBJbTdcETAFT1llAb7gUb5tKIM0XVjSx7ppJHNryCqvL2Y7tOr1o0J5zTqwzDiA+ue9QPAf8DrKbrVK3um9cUFvodwfzdU1hYSEdnioeKt/PeO1fx/h+v5slNr3LdkgKe/Nz5/OTDCzm1YFJsi7Tv68D83eN7hqj8Q+9RxwnrURtxoXFfOw88X819q7fySlMbc6eM5tolBVxyyixGR3R6lWEY8cFpj1pEKkVky/63sNsNG/sl6BZf/ct37OXf/1zCGd9aznf++TLzDxnDsmsWsfzWc7nqjAKvirSv66Ab83eP7xkOmB61iEzu8XAEcBkwSVW/EmrDvWA9asMFqZTyZPmr3L2qiqc2vcqwoXm8/+SZXLOkgKMOHedazzCMGOC0R62qO3vcalX1/4B3hd1u2JSUlLhWyAnzD5+W9iS/WruVt/zgSa69+3nK6pr47NuOYM0Xl/KtS06g49WtrhVzwod10B/m7x7fM0TlH0WP+pQeD/OARcAnVPXEUBvuhSB71IlEguHD43GaTDaYf3hs393KvWuqeODZaprakpwwazzXLZnLO4+fzrChr/82jnOGTDB/t/juD/5nCNK/vx51FDvE/rfH/SRQCXwggnZDpbq6mgULFrjWyBrzDxZVpah6N8tWVfLP9OlVFx53KNctmcvCPk6viluGwWL+bvHdH/zPEJV/FIX6elV9w8FjIuL9QB3Tpk1zrZAT5h8MHZ0p/lFSx7JVVRRv283YEUO5/qy5XHXGHGZN7H/0qrhkyBbzd4vv/uB/hqj8oyjUfwBO6eW5hRG0HRq7d+9m3Dh/DwQy/9xo3NfOb56r5ldruk6vOnzKaP7n4mN5/yBOr3KdIVfM3y2++4P/GaLyD61Qi8hRwLHAeBF5f4+XxtF19LfXjBjhdwTzz47yHXtZtqqKPxXVkEimOHvBFL75/uM594ipgx4Yw9aBW8zfPb5niMo/zB71kcBFwATg3T2e3wt8NMR2DSNQUqmu0auWrark6fIGhg/N4/2nzOSaM+dy5KFjXesZhnGAE1qhVtW/An8VkTNUdU1Y7biira3NtUJOmP/AtLQn+WNhDXevqmJLwz6mjRvO595+JFecNptJo4flPH9bB24xf/f4niEq/yj2Ue8UkeXANFU9TkROAN6jql+LoO3QmDBhgmuFnDD/vqnd3cp9q6t44LnXT6/64eUn8Y7j3nh6Va7YOnCL+bvH9wxR+UdRqH8OfA74GYCqvigivwG8LtQ7duzw+iAI838jXadXNbLsmSr+ufEVAC489lCuO6uAU2aHM3qVrQO3mL97fM8QlX8UhXqUqj633xddMoJ2Q2X27NmuFXLC/LtoT6Z4ZEMdy56ppLhmD+NGDOWGs+dy1RkFzJwwMpA2+sLWgVvM3z2+Z4jKP4phLhtEZB6gACJyKVCXywxF5DYRqRWR9enbO4MQHQybNm2KuslAOdj9d+1r586Vmzn7Oyv49G/XszeR5H/eexxr//0CvvSOo0Mv0mDrwDXm7x7fM0TlH8UlRA8H7gLOBBrpujLZh1W1Kod53gY0q+r3BvM+G5TD2LRjL3evquRPRbWvnV513VlzOXfB4E+vMgzDCArXg3JsUdW3AFOBo1T1rFyKdFyw4dncMhj/VEpZWVbPR375LG/7wVP8qaiW958yi3/92zn86vrTOf/IQ5wU6YNpHcQR83eP7xm8H+ZSRG7t73VV/X4O874NuAZoAtYB/09VGwd6n/WoDy72JZL8saiGe3qcXnXVGQVcedpsJgZwepVhGEZQuOpRj03fFgGfAGambx/nzZcUfRMi8riIbOjldjHwE2AecBJd+7v/t5/53Cgi60RkXV1dHQ0NDdTV1VFbW0tjYyMVFRW0trZSWlpKKpWiqKgIeP2XUlFREalUitLSUlpbW6moqKCxsZGnn36a7vlVVVXR3NxMWVkZyWSS4uLiN8yj+29JSQmJRILy8nKampqorq6mvr6e+vp6qquraWpqory8nEQi8drwafvPo7i4mGQySVlZGc3NzVRVVWWVad26dW/KVFtb602mxx57rM/1tLluF5//zRpO/8bjfOWvGxkxRPnau+Zx/wfncfWph7Jj25ZYZHriiSey+t+Ly3p68sknA/s8uchUWFgY2OfJRably5eH+h0RRaannnoq0u+9oDM98cQTgX2e+iOKfdRPAe9S1b3px2OBv6vqOQHNvwB4WFWPG2ha61EfuKgqhVsbXxu9SkR4x3GHct1Zczll9kTXeoZhGP3idB81MA1o7/G4Pf1c1ojI9B4P3wdsyGV+2dD9S8tXDhT/9mSKv7xQy8V3ruLSn65h1ead3HjOPJ7+/PncceUpsS7SB8o68BXzd4/vGaLyj6JH/R90jT/95/RT7wV+p6rfzGGev6Jrs7cCVcDHVHXAU76C7FEnk0mGDo3iNPRw8N1/x54Wfl9Yy31rtlK/N8HhU0dz3ZK5vP+UmYwa5kcu39eB+bvFd3/wP0OQ/q6P+v46cC1dp2Y1AtfmUqTT8/yIqh6vqieo6nsyKdJBs3nz5qibDBRf/V9+ZS9f/OOLnP2dJ/jevzZx1PRx3HPtqTz+b+fy4cVzvCnS4O866Mb83eK7P/ifISr/SL7VVLUIKIqiraiYNWuWa4Wc8Mk/lVJWvlzPslWVrNq8kxH5eVx84qHceO4CFkzzd/Qqn9ZBb5i/W3z3B/8zROXvT/cjZjQ0NDBmzBjXGlnjg/++RJI/FNZwz+oqKhv2cei4EXz+wiO54tTZ7Hl1OwUeF2nwYx30h/m7xXd/8D9DVP5WqLPE538uiLf/tl0t3Lemit8+v429bUlOOmwCt19xMhcedyj5Q7r21nS2xtc/U+K8DjLB/N3iuz/4nyEqfyvUWdLR0eFaISfi5q+qrNvayLJnKnl0Y9fpVe88fjrXLino9cjtuPlng+8ZzN8tvvuD/xmi8rdCnSWpVMq1Qk7Exb89meLvJdtZ9kwVJbV7GD8yn4+dO4+PLJ7DjH4GxoiLfy74nsH83eK7P/ifISp/K9RZMmrUKNcKOeHaf2dzgt88W819a7fy6t4E86aO5uvvO473nZzZ6VWu/YPA9wzm7xbf/cH/DFH5W6HOkl27djFxYnwvpjEQrvxfqmvi7lWV/GX9dtqTKc49YirXXTaXs+dPGdTAGL4vf/A/g/m7xXd/8D9DVP5WqLNkxowZrhVyIkr/VEpZUdZ1etXqiq7Tqy5bOItrlxQw/5Dsjtz2ffmD/xnM3y2++4P/GaLyj+ISogcklZWVrhVyIgr/5kSSe1ZVsvR/n+CG+9ZR2bCPL1x4FGu/dAFff9/xWRdp8H/5g/8ZzN8tvvuD/xmi8g/9EqJxIshLiKZSKfLy/P2dE6b/tl0t3Lu6it89v429iSSnzJ7AtUvmvuH0qlzxffmD/xnM3y2++4P/GYL0dz0oxwHJ+vXrXSvkRND+qspzlbv4+K8KOfe7K7lndRXnH3UIf/7kmfzpk0t494kzAivS4P/yB/8zmL9bfPcH/zNE5W89aiMnEslO/v5iHctWVbKhtokJo/K58rTZfOSMOUwf3/fpVYZhGMbrWI86BLoH//aVXP0bmhP88PFyzvr2Sm59sJi2jhTfeN/xrPniBXz+wqNCL9K+L3/wP4P5u8V3f/A/Q1T+1qM2BkXp9q7Tq/5a3HV61XlHTuW6JXM5e8EURDI/vcowDMN4HetRh0BRkd+DgQ3GvzOlPFa6gyvuWss7f/Q0D79YxwcWzeLxW8/lnmtP45wjpkZepH1f/uB/BvN3i+/+4H+GqPytR50FT75cz9otO1lUMIkTZk3IXcwBmRyt+EJ1I799fhul2/fwSlOC6eNHcPWZBVx+6mFMGDUsItPe8f1oUfA/g/m7xXd/8D9DVEd92wVPBknh1kauved5Ugo8ucW1TiSIwK1vPYJPnDcv0CO3c6GsrIxjjjnGtUZO+J7B/N3iuz/4nyEqfyvUg2Ttlp10b4QQ4IJjpnHuEVOdOmVDR3s7+cP67hU/uelVlpfuQOnaPzIkT2JTpAHmzp3rWiFnfM9g/m7x3R/8zxCVvxXqQbL48MkMz8+jPZli2NA8PnHuPBbO8e9atRUVFcybN6fP14+ZPo5nyl+lI5kif2geiw+fHKHdwGzfvp158+a51sgJ3zOYv1t89wf/M0Tlb4V6kCycM5H7b1jMyo01nH/sLC+LNMCkSZP6fb0759otO1l8+OTY5RzI3wd8z2D+bvHdH/zPEJV/fLZlesTCORO54sRJsSteg6GlpWXAaRbOmcinzp8fy5yZ+Mcd3zOYv1t89wf/M0Tlb4U6S3w+UhHMPw74nsH83eK7P/ifISp/v5eSQ/Lz810r5IT5u8f3DObvFt/9wf8MUfkfVOdRi8irwNaAZjcFaAhoXi4wf/f4nsH83eK7P/ifIUj/Oara6ylEB1WhDhIRWdfXyek+YP7u8T2D+bvFd3/wP0NU/rbp2zAMwzBijBVqwzAMw4gxVqiz5y7XAjli/u7xPYP5u8V3f/A/QyT+to/aMAzDMGKM9agNwzAMI8ZYoTYMwzCMGGOF2jAMwzBijBVqwzAMw4gxVqgNwzAMI8ZYoTYMwzCMGGOF2jAMwzBijBVqwzAMw4gxVqgNwzAMI8ZYoTYMwzCMGGOF2jAMwzBijBVqwzAMw4gxVqgNwzAMI8ZYoTYMwzCMGGOF2jAMwzBijBVqwzAMw4gxVqgNwzAMI8ZYoTYMwzCMGGOF2jAMwzBizFDXAlEyZcoULSgoCGRe7e3tDBs2LJB5ucD83eN7BvN3i+/+4H+GIP0LCwsbVHVqb68dVIW6oKCAdevWBTKv5uZmxowZE8i8XGD+7vE9g/m7xXd/8D9DkP4isrWv12zTd5Y0NDS4VsgJ83eP7xnM3y2++4P/GaLyt0KdJT7/CgTzjwO+ZzB/t/juD/5niMrfCnWWdHR0uFbICfN3j+8ZzN8tvvuD/xmi8rdCnSWpVMq1Qk6Yv3t8z2D+bvHdH/zPEJW/FeosGTVqlGuFnDB/9/iewfzd4rs/+J8hKn8r1Fmya9cu1wo5Yf7u8T2D+bvFd3/wP0NU/laos2TGjBmuFXLC/N3jewbzd4vv/uB/hqj8rVBnSWVlpWuFnDB/9/iewfzd4rs/+J8hKn9R1UgaigOLFi3SoC54kkqlyMvz93eO+bvH9wzm7xbf/cH/DEH6i0ihqi7q7TV/l5Bj1q9f71ohJ8zfPb5nMH+3+O4P/meIyt961IZhGIbhGOtRh0BhYaFrhZwwf/f4nsH83eK7P/ifISp/pz1qEbkQ+CEwBPiFqn5rv9eHA/cBC4GdwAdVtarH67OBUuA2Vf3eQO1Zj9owDMOII7HsUYvIEOBO4B3AMcAVInLMfpNdDzSq6nzgB8C393v9+8AjYbv2RlFRkYtmA8P83eN7BvN3i+/+4H+GqPyd9ahF5Ay6esJvTz/+EoCqfrPHNI+mp1kjIkOBV4Cpqqoi8l5gCbAPaI66R21HK7rFd3/wP4P5u8V3f/A/w8Fw1PdMYFuPxzXp53qdRlWTwB5gsoiMAb4A/HcEnr1SVlbmqulAMH/3+J7B/N3iuz/4nyEqf19/ytwG/EBVmweaUERuFJF1IrKurq6OhoYG6urqqK2tpbGxkYqKClpbWyktLSWVSr22KaP7IIGioiJSqRSlpaW0trZSUVFBY2MjI0eOpHt+VVVVNDc3U1ZWRjKZpLi4+A3z6P5bUlJCIpGgvLycpqYmqqurqa+vp76+nurqapqamigvLyeRSFBSUtLrPIqLi0kmk5SVldHc3ExVVVVWmebMmfOmTLW1td5k2rdvX0brKc6Z8vLysvrfi0um/Pz8wD5PLjLNnTs3sM+Ti0yJRCLU74goMg0bNizS772gMwGBfZ76w8tN38BTwGHpySYAKeArqnpHf20Guem7oqKCefPmBTIvF5i/e3zPYP5u8d0f/M8QpH9/m76HBtJCdjwPLBCRuUAtcDlw5X7TPARcDawBLgVWaNcvi7O7JxCR2+jaR91vkQ6aSZMmRdlc4Ji/e3zPYP5u8d0f/M8Qlb+zTd/pfc43AY8CLwEPqupGEfmqiLwnPdkv6donvRm4FfiiG9s309LS4lohJ8zfPb5nMH+3+O4P/meIyt9ljxpV/Qfwj/2e+0qP+23AZQPM47ZQ5AbA5yMVwfzjgO8ZzN8tvvuD/xmi8vd7KTkkPz/ftUJOmL97fM9g/m7x3R/8zxCVvxXqLBnoKL24Y/7u8T2D+bvFd3/wP0NU/laos2TKlCmuFXLC/N3jewbzd4vv/uB/hqj8rVBnSU1NjWuFnDB/9/iewfzd4rs/+J8hKn8b5jJLkskkQ4c6PRYvJ8zfPb5nMH+3+O4P/mcI0j+ulxD1mo0bN7pWyAnzd4/vGczfLb77g/8ZovK3HrVhGIZhOMZ61CFgA567xXd/8D+D+bvFd3/wP0NU/tajNgzDMAzHWI86BOyXoFt89wf/M5i/W3z3B/8zWI86BKxHbRiGYcQR61GHQPcYo75i/u7xPYP5u8V3f/A/Q1T+1qPOkkQiwfDhwwOZlwvM3z2+ZzB/t/juD/5nCNLfetQhUF1d7VohJ8zfPb5nMH+3+O4P/meIyt8KdZZMmzbNtUJOmL97fM9g/m7x3R/8zxCVv9NCLSIXisjLIrJZRL7Yy+vDReR36defFZGC9PNvFZFCESlJ/10atfvu3bujbjJQzN89vmcwf7f47g/+Z4jKv8+LlIpI0wDvFaBOVY/IpmERGQLcCbwVqAGeF5GHVLW0x2TXA42qOl9ELge+DXwQaADerarbReQ44FFgZjYe2TJixIgomwsc83eP7xnM3y2++4P/GaLy769HXaGq4/q5jQX25dD2acBmVd2iqu3Ab4GL95vmYuDe9P0/ABeIiKjqC6q6Pf38RmCkiPh7RIJhGIZh9EF/hfqSDN6fyTR9MRPY1uNxDW/uFb82jaomgT3A5F4cilQ10VsjInKjiKwTkXV1dXU0NDRQV1dHbW0tjY2NVFRU0NraSmlpKalUiqKiIuD1E9mLiopIpVKUlpbS2tpKRUUFjY2N1NXV0T2/qqoqmpubKSsrI5lMUlxc/IZ5dP8tKSkhkUhQXl5OU1MT1dXV1NfXU19fT3V1NU1NTZSXl5NIJF477H//eRQXF5NMJikrK6O5uZmqqqqsMnW/3jNTbW2tN5lefvnljNZTnDNVV1dn9b8Xl0w1NTWBfZ5cZGprawvs8+Qi0+bNm0P9jogiU21tbaTfe0Fn2rp1a2Cfp/5wdnqWiFwKXKiqN6QffwQ4XVVv6jHNhvQ0NenHFelpGtKPjwUeAt6mqhUDtRnk6VlNTU2MGzcukHm5wPzd43sG83eL7/7gf4Yg/bM6PUtE9opIU1+3ALxqgcN6PJ6Vfq7XaURkKDAe2Jl+PAv4M3BVJkU6aHbs2BF1k4Fi/u7xPYP5u8V3f/A/Q1T+fR5Mlt4HjYj8D1AH/IquA8g+BEwPoO3ngQUiMpeugnw5cOV+0zwEXA2sAS4FVqiqisgE4O/AF1V1VQAug2b27Nkumg0M83eP7xnM3y2++4P/GaLyz+T0rPeo6o9Vda+qNqnqT3jzQV+DJr3P+Sa6jth+CXhQVTeKyFdF5D3pyX4JTBaRzcCtQPcpXDcB84GviMj69O2QXJ0Gw6ZNm6JsLnDM3z2+ZzB/t/juD/5niMp/wH3UIrKartOofgsocAXwKVU9M3y9YLFBOQzDMIw4kuslRK8EPgDsSN8u482bqA86bHg2t/juD/5nMH+3+O4P/mewYS5DwHrUhmEYRhzJqUctIiNE5FMi8mMRWdZ9C17TL+yXoFt89wf/M5i/W3z3B/8zxKZHLSK/B8ro2tz9VbqO+n5JVT8dvl6wWI/aMAzDiCO57qOer6r/CexT1XuBdwGnBynoI91XrPEV83eP7xnM3y2++4P/GaLyz6RH/ZyqniYiTwGfBF4BnlPVw6MQDJIge9TJZJKhQ/s8DT32mL97fM9g/m7x3R/8zxCkf6496rtEZCLwZbouQFJK1yhWBzXd19n1FfN3j+8ZzN8tvvuD/xmi8u/3p4CI5AFNqtoIPAV414sOi1mzZrlWyAnzd4/vGczfLb77g/8ZovLvt0etqing85GYeEZDQ4NrhZwwf/f4nsH83eK7P/ifISr/TDZ9Py4inxWRw0RkUvctdLOYM2bMGNcKOWH+7vE9g/m7xXd/8D9DVP6Z7AX/YPrvp3o8pxzkm8E7OjpcK+SE+bvH9wzm7xbf/cH/DFH5D1ioVXVuFCK+kUqlXCvkhPm7x/cM5u8W3/3B/wxR+fc3HvUpA705k2kOVEaNGuVaISfM3z2+ZzB/t/juD/5niMq/v33Ud4vIxJ77pfe/0TUM5UHJrl27XCvkhPm7x/cM5u8W3/3B/wxR+fe36Xs8UAhIP9O8GqyOP8yYMcO1Qk6Yv3t8z2D+bvHdH/zPEJV/nz1qVS1Q1cNVdW4/t9NyaVxELhSRl0Vks4h8sZfXh4vI79KvPysiBT1e+1L6+ZdF5O25eGRDZWVl1E0Givm7x/cM5u8W3/3B/wxR+WdyelYoiMgQ4E7gHcAxwBUicsx+k10PNKrqfOAHpK+Ilp7ucuBY4ELgx+n5RULh1kZWvJJP4dbGqJoMnKOOOmrAaQq3NnLnys2xzJmJf9zxPYP5uyWu/oP53ohrhkyIsg64vMjqacBmVd0CICK/BS6m6xKl3VwM3Ja+/wfgDhGR9PO/VdUEUCkim9PzWxO2dOHWRj7wszV0ppQ82cRRh45l7Ij8sJsNnObm5n7PAdzb1kHZK3tJKeQJscs5kL8P+J7B/N0SR//Bfm/EMUMm9Mw5In8z99+wmIVzJobWnrMeNTAT2NbjcU36uV6nUdUksAeYnOF7ARCRG0VknYisq6uro6Ghgbq6Ompra2lsbKSiooLW1lZKS0tJpVIUFRUBr48zWlRURCqVorS0lNbWVv6xrpzOVNdAJimF3fsStLW10dnZSUtLC6rKvn3NADQ3733D33379qGaorW1lc7OThKJBB0dHXR0dJBIJOjs7KS1tRXVFPv27etjHs2oKi0tLXR2dtLW1kZHRwft7e20tydIJpO0tbWSSqVoaWlJv3d/n64PR0tLC6lUira2VpLJJO3tCdrb2+no6GBXcxvpmKQUdja1xCpTNz0zAf1mitt6Gjp0yIDrKc6Zhg4dmtX/XlwyjRkzJrDPk4tMXX2W8L4jssnU1JZ8w/dGU1uy30z5+fmRfu8FtZ52NrW8lrMjmeLRogrq6+upr6+nurqapqYmysvLSSQSlJSUAK/XlO6/xcXFJJNJysrKXnPri0xGzxK6xqA+XFW/KiKzgUNV9bl+3zgAInIpcKGq3pB+/BHgdFW9qcc0G9LT1KQfV9A1xOZtwFpV/XX6+V8Cj6jqH/prM4jRswq3NvKhX6ylvSPFsPy80H9JhUVhYSELFy7s+/V0zo5kivyh8cs5kL8P+J7B/N0SR//Bfm/EMUMmhFEH+hs9K5NC/RMgBSxV1aPTI2n9S1VPzVHqDOA2VX17+vGXAFT1mz2meTQ9zRoRGUrXEJtTgS/2nLbndP21GdQwl4VbG1m7ZSeLD58cq+IVNAdLTsMwguNg+d4IOmeuw1yerqqfAtoA0iNpDcvZCp4HFojIXBEZRtfBYQ/tN81DwNXp+5cCK7Trl8VDwOXpo8LnAguAnHr4g2HhnImcMb7J63/C7k38/bFwzkQ+df78WObMxD/u+J7B/N0SV//BfG/ENUMmRFkHMulRPwucCTyvqqeIyFS6etQn59y4yDuB/wOGAMtU9esi8lVgnao+JCIjgF8BJwO7gMt7HHz2H8B1QBL4jKo+MlB7QfWooevScXl5Lnfx54b5u8f3DObvFt/9wf8MQfrn2qP+EfBn4BAR+TrwDPCNIMRU9R+qeoSqzlPVr6ef+4qqPpS+36aql6nqfFU9rbtIp1/7evp9R2ZSpIOmrKws6iYDxfzd43sG83eL7/7gf4ao/AfsUQOIyFHABXRdpWy5qr4UtlgYBNmjbm1tZeTIkYHMywXm7x7fM5i/W3z3B/8zBOmfU49aROYBlap6J7ABeKuITAjEzGO2b9/uWiEnzN89vmcwf7f47g/+Z4jKP5NN338EOkVkPvAz4DDgN6FaecCkSZNcK+SE+bvH9wzm7xbf/cH/DFH5Z1KoU+mLjbwfuENVPwdMD1cr/ux/4Q3fMH/3+J7B/N3iuz/4nyEq/0wKdYeIXAFcBTycfi4+15J0hM9HKoL5xwHfM5i/W3z3B/8zROWfSSvXAmcAX1fVyvR5y78KVyv+5Of7/VvF/N3jewbzd4vv/uB/hqj8ByzUqlqqqreo6gPpx5Wq+u3w1eLNQNdmjTvm7x7fM5i/W3z3B/8zROU/4OhZIrIA+CZdQ1GO6H5eVQ8P0Sv2TJkyxbVCTpi/e3zPYP5u8d0f/M8QlX8mm77vBn5C1xXAzgfuA34dppQP1NTUuFbICfN3j+8ZzN8tvvuD/xmi8s/kEqKFqrpQREpU9fiez0ViGCBBXvCka5hCl8N554b5u8f3DObvFt/9wf8MQfrnegnRhIjkAeUicpOIvA/wb6TvgNm4caNrhZwwf/f4nsH83eK7P/ifISr/THrUpwIvAROA/wHGA99R1bWh2wVMkD1qwzAMwwiKnHrUqvq8qjarao2qXquq7/exSAdNYWGha4WcMH/3+J7B/N3iuz/4nyEq/0x61EcAnwPm0OMocVVdGq5a8FiP2jAMw4gjue6j/j1QBHyZroLdfctFaJKIPCYi5em/vY68LSJXp6cpF5Gr08+NEpG/i0iZiGwUkW/l4pIt9kvQLb77g/8ZzN8tvvuD/xni1KMO/AhvEfkOsEtVvyUiXwQmquoX9ptmErAOWAQoUAgsBBLA6aq6UkSGAcuBb2QyJrX1qA3DMIw4klWPOt3rnQT8TUQ+KSLTu59LP58LFwP3pu/fC7y3l2neDjymqrtUtRF4DLhQVVtUdSWAqrbT1duflaPPoCkpKYm6yUAxf/f4nsH83eK7P/ifISr//jZ9F9LVo72ark3dq9PPdT+fC9NUtS59/xVgWi/TzAS29Xhck37uNdLjYr+brl51r4jIjSKyTkTW1dXV0dDQQF1dHbW1tTQ2NlJRUUFrayulpaWkUimKioqA1zdpFBUVkUqlKC0tpbW1lYqKChobGxk7dizd86uqqqK5uZmysjKSySTFxcVvmEf335KSEhKJBOXl5TQ1NVFdXU19fT319fVUV1fT1NREeXk5iUTitX+A/edRXFxMMpmkrKyM5uZmqqqqsso0f/78N2Wqra31JlNbW1tG6ynOmYYNG5bV/15cMo0cOTKwz5OLTEcccURgnycXmTo7O0P9jogi0+jRoyP93gs609ChQwP7PPXHgJu+s0VEHgcO7eWl/wDuVdUJPaZtVNU37KcWkc8CI1T1a+nH/wm0qur30o+HAn8DHlXV/8vEKchN3+Xl5SxYsCCQebnA/N3jewbzd4vv/uB/hiD9+9v0ncm1vkcAnwTOomtf8dPAT1W1rb/3qepb+pnnDhGZrqp1IjIdqO9lslrgvB6PZwFP9Hh8F1CeaZEOmmnTetsI4A/m7x7fM5i/W3z3B/8zROWfyVHf9wHHArcDd6Tv5zrM5UN0bVIn/fevvUzzKPA2EZmYPir8bennEJGv0XXhlc/k6JE1u3fvdtV0IJi/e3zPYP5u8d0f/M8QlX8mFyk9TlWP6fF4pYiU5tjut4AHReR6YCvwAQARWQR8XFVvUNVdIvI/wPPp93w1/dwsujaflwFFIgJwh6r+IkenQTFixIiBJ4ox5u8e3zOYv1t89wf/M0Tln0mhLhKRxd1XIxOR08nxYDJV3Qlc0Mvz64AbejxeBizbb5oaQHJp3zAMwzB8IZNCvRBYLSLV6cezgZdFpARQVT0hNLsY033Usa+Yv3t8z2D+bvHdH/zPEJV/JoX6wtAtPGTChAmuFXLC/N3jewbzd4vv/uB/hqj8MxmUY2t/tygk48iOHTtcK+SE+bvH9wzm7xbf/cH/DFH5h3YedRwJ8jzqRCLB8OHDA5mXC8zfPb5nMH+3+O4P/mcI0j/XQTmMXti0aZNrhZwwf/f4nsH83eK7P/ifISp/61EbhmEYhmOsRx0CNjybW3z3B/8zmL9bfPcH/zPEZpjLAwnrURuGYRhxxHrUIWC/BN3iuz/4n8H83eK7P/ifwXrUIWA9asMwDCOOWI86BLrHKfUV83eP7xnM3y2++4P/GaLytx51liSTSYYOzeTCbvHE/N3jewbzd4vv/uB/hiD9rUcdAps3b3atkBPm7x7fM5i/W3z3B/8zROVvhTpLZs2a5VohJ8zfPb5nMH+3+O4P/meIyt8KdZY0NDS4VsgJ83eP7xnM3y2++4P/GaLyd1KoRWSSiDwmIuXpvxP7mO7q9DTlInJ1L68/JCIbwjd+M2PGjHHRbGCYv3t8z2D+bvHdH/zPEJW/qx71F4HlqroAWJ5+/AZEZBLwX8DpwGnAf/Us6CLyfqA5Gt0309HR4arpQDB/9/iewfzd4rs/+J8hKn9Xhfpi4N70/XuB9/YyzduBx1R1l6o2Ao+RHhtbRMYAtwJfC1+1d1KplKumA8H83eN7BvN3i+/+4H+GqPxdFeppqlqXvv8KMK2XaWYC23o8rkk/B/A/wP8CLQM1JCI3isg6EVlXV1dHQ0MDdXV11NbW0tjYSEVFBa2trZSWlpJKpSgqKgJev+JMUVERqVSK0tJSWltbqaiooLGxkebmZrrnV1VVRXNzM2VlZSSTydfOreueR/ffkpISEokE5eXlNDU1UV1dTX19PfX19VRXV9PU1ER5eTmJRIKSkpJe51FcXEwymaSsrIzm5maqqqqyyjRy5Mg3ZaqtrfUm07Zt2zJaT3HO1NjYmNX/Xlwy7dmzJ7DPk4tMo0aNCuzz5CJTXV1dqN8RUWRqamqK9Hsv6Ew7d+4M7PPUH6GdRy0ijwOH9vLSfwD3quqEHtM2quob9lOLyGeBEar6tfTj/wRagceBr6rqe0SkAHhYVY/LxCnI86grKiqYN29eIPNygfm7x/cM5u8W3/3B/wxB+vd3HnVoZ5qr6lv6EdohItNVtU5EpgP1vUxWC5zX4/Es4AngDGCRiFTR5X+IiDyhqucRITNmzIiyucAxf/f4nsH83eK7P/ifISp/V5u+HwK6j+K+GvhrL9M8CrxNRCamDyJ7G/Coqv5EVWeoagFwFrAp6iINUFlZGXWTgWL+7vE9g/m7xXd/8D9DVP5OLiEqIpOBB4HZwFbgA6q6S0QWAR9X1RvS010H/Hv6bV9X1bv3m08BjjZ9p1Ip8vL8PQ3d/N3jewbzd4vv/uB/hiD9Y3cJUVXdqaoXqOoCVX2Lqu5KP7+uu0inHy9T1fnp2929zKcq0yIdNOvXr3fRbGCYv3t8z2D+bvHdH/zPEJW/DcphGIZhGI6JXY/6QMAGPHeL7/7gfwbzd4vv/uB/hqj8rUdtGIZhGI6xHnUIdJ9M7yvm7x7fM5i/W3z3B/8zROVvPeossaMV3eK7P/ifwfzd4rs/+J/hgD7q+0CgrKzMtUJOmL97fM9g/m7x3R/8zxCVvxXqLJk7d65rhZwwf/f4nsH83eK7P/ifISp/K9RZsn37dtcKOWH+7vE9g/m7xXd/8D9DVP5WqLNk0qRJrhVywvzd43sG83eL7/7gf4ao/K1QZ0lLy4AjbMYa83eP7xnM3y2++4P/GaLyt0KdJT4fqQjmHwd8z2D+bvHdH/zPEJW/30vJIfn5+a4VcsL83eN7BvN3i+/+4H+GqPwPqvOoReRVukbrCoIpQENA83KB+bvH9wzm7xbf/cH/DEH6z1HVqb29cFAV6iARkXV9nZzuA+bvHt8zmL9bfPcH/zNE5W+bvg3DMAwjxlihNgzDMIwYY4U6e+5yLZAj5u8e3zOYv1t89wf/M0Tib/uoDcMwDCPGWI/aMAzDMGKMFWrDMAzDiDFWqAdARC4UkZdFZLOIfLGX14eLyO/Srz8rIgUONPskA/9rRORVEVmfvt3gwrMvRGSZiNSLyIY+XhcR+VE634sickrUjv2Rgf95IrKnx/L/StSO/SEih4nIShEpFZGNIvLpXqaJ7TrI0D+260BERojIcyJSnPb/716mie13UIb+sf4OAhCRISLygog83Mtr4S9/VbVbHzdgCFABHA4MA4qBY/ab5pPAT9P3Lwd+59p7kP7XAHe4du0nwznAKcCGPl5/J/AIIMBi4FnXzoP0Pw942LVnP/7TgVPS98cCm3r5H4rtOsjQP7brIL1Mx6Tv5wPPAov3mybO30GZ+Mf6OyjteCvwm97+T6JY/taj7p/TgM2qukVV24HfAhfvN83FwL3p+38ALhARidCxPzLxjzWq+hSwq59JLgbu0y7WAhNEZHo0dgOTgX+sUdU6VS1K398LvATM3G+y2K6DDP1jS3qZNqcf5qdv+x8BHNvvoAz9Y42IzALeBfyij0lCX/5WqPtnJrCtx+Ma3vwhf20aVU0Ce4DJkdgNTCb+AJekN1n+QUQOi0YtMDLNGGfOSG8afEREjnUt0xfpTXon09Ur6okX66Aff4jxOkhvdl0P1AOPqWqfyz+G30GZ+EO8v4P+D/g8kOrj9dCXvxVq429AgaqeADzG678MjWgoousavycCtwN/cavTOyIyBvgj8BlVbXLtM1gG8I/1OlDVTlU9CZgFnCYixzlWGhQZ+Mf2O0hELgLqVbXQpYcV6v6pBXr+upuVfq7XaURkKDAe2BmJ3cAM6K+qO1U1kX74C2BhRG5Bkck6ii2q2tS9aVBV/wHki8gUx1pvQETy6Spy96vqn3qZJNbrYCB/H9YBgKruBlYCF+73Upy/g16jL/+YfwctAd4jIlV07TpcKiK/3m+a0Je/Fer+eR5YICJzRWQYXQcKPLTfNA8BV6fvXwqs0PRRBTFgQP/99iW+h659eD7xEHBV+sjjxcAeVa1zLZUpInJo9/4sETmNrs9kbL5k026/BF5S1e/3MVls10Em/nFeByIyVUQmpO+PBN4KlO03WWy/gzLxj/N3kKp+SVVnqWoBXd+fK1T1w/tNFvryHxrkzA40VDUpIjcBj9J1BPUyVd0oIl8F1qnqQ3R9CfxKRDbTddDQ5e6M30iG/reIyHuAJF3+1zgT7gUReYCuo3KniEgN8F90HZCCqv4U+AddRx1vBlqAa92Y9k4G/pcCnxCRJNAKXB6XL9k0S4CPACXp/YwA/w7MBi/WQSb+cV4H04F7RWQIXT8gHlTVh335DiIz/1h/B/VG1MvfLiFqGIZhGDHGNn0bhmEYRoyxQm0YhmEYMcYKtWEYhmHEGCvUhmEYhhFjrFAbhmEYRh/IAAPrZDG/2SLyLxF5SboGiykY6D1WqA3DMAyjb+7hzReZyYX7gO+q6tF0jcdQP9AbrFAbxkGEiEwQkU/2eDxDRP4QQju3iUht+nzTvqaZJ13DGjb3NY1huKa3gXXS/7v/FJFCEXlaRI7KZF4icgwwVFUfS8+7WVVbBnqfFWrDOLiYQNewfACo6nZVvTSktn6gqn2O7ayqFelrQBuGb9wF3KyqC4HPAj/O8H1HALtF5E/SNb71d9MXg+kXuzKZYRxcfAuYl75K12PAnXSNsXuciFwDvBcYDSwAvkfXOOYfARLAO1V1l4jMS79vKl1XIvuoqu5/Wcs3ICLnAj9MP1TgnPSwk4bhFekBXs4Eft9jNMvh6dfeD/S2FalWVd9OV809m65R3KqB39F1JbZf9temFWrDOLj4InBcd0+2lwNZjqPrS2QEXZcE/YKqniwiPwCuomvIv7uAj6tquYicTldvYukA7X4W+JSqrkp/0bUFE8cwIicP2N3b1qD0oC+9DVzTTQ2wXlW3AIjIX4DFDFCobdO3YRg9Wamqe1X1VbrG1f1b+vkSoGC/3sR64Gd0Xc95IFYB3xeRW4AJ6XF7DcM70sOkVorIZdA18IuInJjh258HJojI1PTjpUDpQG+yQm0YRk8SPe6nejxO0bUF7rXeRI/b0QPNVFW/BdwAjARWZXrwjWG4Jj2wzhrgSBGpEZHrgQ8B14tIMbARuDiTealqJ11bl5aLSAkgwM8Hep9t+jaMg4u9wNhs36yqTSJSKSKXqerv08NDnqCqxf29T0TmqWoJXaNYnQocxZuHazSM2KGqV/TxUlanbKWP+D5hMO+xHrVhHESo6k66erQbROS7Wc4mm97EZ9Jtvgh0AI9k2bZhHHTYMJeGYQSOiNwGNKvq9zKYtllVx4RvZRh+Yj1qwzDCoBm4MZMLngA7IrMyDA+xHrVhGIZhxBjrURuGYRhGjLFCbRiGYRgxxgq1YRiGYcQYK9SGYRiGEWP+P3f0cf2GEPzKAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Define a set of time points\n", + "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", + "\n", + "# Define the strength of the transverse field Ω\n", + "amplitude_min = 0\n", + "amplitude_max = 15.8e6 # rad / sec\n", + "\n", + "# Define the strength of the detuning Δ\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final # Defined above\n", + "\n", + "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", + "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", + "phase_values = [0, 0, 0, 0] # piecewise constant\n", + "\n", + "# Define the drive\n", + "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", + "show_global_drive(drive);" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", + "metadata": {}, + "outputs": [], + "source": [ + "ahs_program = AnalogHamiltonianSimulation(\n", + " register=register, \n", + " hamiltonian=drive\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/1afe8f23-476c-4f14-a133-927e8c0ca748')\n" + ] + } + ], + "source": [ + "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", + "nshots = 10\n", + "task = qpu.run(ahs_program, shots=nshots)\n", + "print(task)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", + "metadata": {}, + "outputs": [], + "source": [ + "result = task.result()\n", + "save_result_json(\"r=1.03, df=80e6, a=15.8, nshots=10, trial=1.json\", result)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", + "nx.draw(graph)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"r=1.03, df=80e6, a=15.8.json\"\n", + "result_json = open_json(filename)\n", + "num_measurements = len(result_json[\"measurements\"])\n", + "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", + "\n", + "fig = plt.figure(figsize=(25,15))\n", + "for i in range(3):\n", + " ax = plt.subplot(1,3,i+1)\n", + " \n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", + " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 65.2700\n", + "Average post-processed IS size: 65.3333\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "ind, = np.where(IS_sizes==IS_sizes.max())\n", + "n_show = min(len(ind),1)\n", + "\n", + "figure = plt.figure(figsize=(25,15))\n", + "for i in range(n_show):\n", + " axes = plt.subplot(1,n_show,i+1)\n", + "\n", + " color_lookup = {0:\"r\",1:'k'}\n", + " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + " \n", + " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", + " # print(seqs_color)\n", + " \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "b5e1ef14-2b81-4034-8776-b70e137eadce", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1.38095238, 4.21428571, 2.85714286, 1.45238095, 4.42857143,\n", + " 3. , 3.04761905, 9.28571429, 6.28571429, 4.78571429,\n", + " 8.0952381 , 13.14285714, 1.66666667, 1.69047619])" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "unorm_hist = pp_bitstrings.sum(axis=0)\n", + "norm_hist = unorm_hist / unorm_hist.sum()\n", + "# plt.bar(list(range(100)), norm_hist.cumsum())\n", + "IS_sizes_keys, IS_counts = np.unique(IS_sizes,return_counts=True)\n", + "IS_prob = IS_counts / IS_counts.sum()\n", + "IS_CDF = IS_prob.cumsum()\n", + "plt.bar(IS_sizes_keys, np.hstack([IS_CDF[0:1], np.diff(IS_prob.cumsum())]))\n", + "# plt.bar(IS_sizes_keys, IS_prob)\n", + "IS_sizes_keys * IS_prob" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "e6abf833-ca0d-4d44-8861-1e915dfea4ab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "score_EVs = []\n", + "for n_shots in range(1,101):\n", + " IS_max_CDF = IS_CDF ** n_shots\n", + " IS_max_PDF = np.hstack([IS_CDF[0:1], np.diff(IS_max_CDF)])\n", + " IS_max_EV = (IS_sizes_keys * IS_max_PDF).sum()\n", + " score_EV = IS_max_EV / n_shots\n", + " score_EVs.append(score_EV)\n", + "plt.plot(list(range(1,101)), score_EVs)\n", + "plt.title(\"Expected Score vs. # of shots\")\n", + "plt.xlabel(\"# of shots\")\n", + "plt.ylabel(\"Score = Exp. MIS / n_shots\")\n", + "# fig = plt.figure()\n", + "# fig.patch.set_facecolor('#FFFFFF')\n", + "plt.savefig(\"EVScore.png\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a16ecc13-bb1b-41d1-96b9-79e6bc859295", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 43.6200\n", + "Average post-processed IS size: 42.6250\n" + ] + }, + { + "data": { + "image/png": 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\n", 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eJTk+yaokqzZu3LituyNJO5RhA+OLwPuT7DPWkGRf4H1MfYSxAdhnYHle29ZFp32r6uSqWlhVC+fOndvxoyVJXQwbGK8BHgisTXJNkmuAq9q210yx70rggCQLkuwCHAMs61j3POC5SfZIsgfw3LZNktSTYccwbqQZvD4MOLBt+25VTTnxYFVtSrKY5gf9HODUqro8yRJgVVUtS3IQzVVYewAvTHJSVT2+qm5K8haa0AFYUlU3Ddl3SdJW6BwY7WWxPwGeVFXn01ypNJSqWg4sH9d24sD7lTSnmyba91Tg1GFrSpKmR+dTUlV1N3ANsMvouiNJmqmGHcN4C7A0yZ6j6IwkaeYadgzjtTSz1W5Isp5xz8aoqidOV8ckSTPLsIFxFs09FxlBXyRJM1inwEjyAODdwNHA/WjuufizqrphdF2TJM0kXccwTqKZFPAc4BPAs4EPjqhPkqQZqOspqRcBx1XVmQBJPg5clGROe/WUJGkH1/UIYx/gwrGFqroU2ATsNYpOSZJmnq6BMQe4a1zbJoYfNJckbae6/sAPcEaSOwfadgM+kuS2sYaqOnI6OydJmjm6BsZpE7SdMZ0dkSTNbJ0Co6peMeqOSJJmti15gJIkaRYyMCRJnRgYkqRODAxJUicGhiSpEwNDktSJgSFJ6sTAkCR1YmBIkjoxMCRJnRgYkqRODAxJUicGhiSpEwNDktSJgSFJ6sTAkCR1YmBIkjoxMCRJnRgYkqRODAxJUicGhiSpEwNDktRJr4GRZFGSK5OsSXLCBOt3TfLJdv3Xksxv2+cnuT3J6vb1oT77LUmCnfsqlGQO8AHgOcB6YGWSZVV1xcBmxwE3V9X+SY4B3gm8tF13VVU9ua/+SpLuq88jjIOBNVW1tqruAs4Ejhq3zVHAae37s4DDk6THPkqSJtFnYOwN/GhgeX3bNuE2VbUJ+Anw0HbdgiTfSLIiySGj7qwk6b56OyW1lf4L2LeqbkzyNOBzSR5fVT8d3CjJ8cDxAPvuu+826KakruafcM7Ia6xbesTIa8wmfR5hbAD2GVie17ZNuE2SnYEHAzdW1Z1VdSNAVV0GXAU8ZnyBqjq5qhZW1cK5c+eO4CtI0uzVZ2CsBA5IsiDJLsAxwLJx2ywDXt6+fzFwQVVVkrntoDlJHgUcAKztqd+SJHo8JVVVm5IsBs4D5gCnVtXlSZYAq6pqGXAKcHqSNcBNNKECcCiwJMnPgXuAV1fVTX31XZLU8xhGVS0Hlo9rO3Hg/R3ASybY7zPAZ0beQUnSpLzTW5LUiYEhSerEwJAkdWJgSJI6MTAkSZ0YGJKkTgwMSVInBoYkqRMDQ5LUiYEhSerEwJAkdWJgSJI62V4eoNS7bflwFx8sI+24tud/3x5hSJI6MTAkSZ0YGJKkTgwMSVInBoYkqRMDQ5LUiYEhSerEwJAkdWJgSJI6MTAkSZ0YGJKkTgwMSVInBoYkqRMDQ5LUiYEhSerEwJAkdeIDlCTNOtvzQ4y2JY8wJEmdGBiSpE4MDElSJwaGJKkTA0OS1EmvgZFkUZIrk6xJcsIE63dN8sl2/deSzB9Y94a2/cokz+uz35KkHgMjyRzgA8DzgccBxyZ53LjNjgNurqr9gfcC72z3fRxwDPB4YBHwT+3nSZJ60ucRxsHAmqpaW1V3AWcCR43b5ijgtPb9WcDhSdK2n1lVd1bV1cCa9vMkST1JVfVTKHkxsKiqXtUu/z7w9KpaPLDNd9pt1rfLVwFPB94MXFJVZ7TtpwDnVtVZ42ocDxzfLv4KcOVIv9R97Qnc0GM9a1vb2rOnfp+196uquROt2KHu9K6qk4GTt0XtJKuqaqG1rW3tHa/2tq6/rb/7mD5PSW0A9hlYnte2TbhNkp2BBwM3dtxXkjRCfQbGSuCAJAuS7EIziL1s3DbLgJe3718MXFDNObNlwDHtVVQLgAOAS3vqtySJHk9JVdWmJIuB84A5wKlVdXmSJcCqqloGnAKcnmQNcBNNqNBu9yngCmAT8KdVdXdffe9om5wKs7a1rT0r6m/r7w70OOgtSdq+eae3JKkTA0OS1ImBsQWS7Jbk0iTfTHJ5kpPa9mcl+XqS7yQ5rb3SaxT15yT5RpKz2+UF7VQqa9qpVXYZRd1Jai9u61aSPUdVd5LaH2+nivlOklOT3K/n+qe0fwe+leSsJLv3VXug/R+T3DqquhPVTvKxJFcnWd2+ntxj7SR5W5LvJ/luktf0WPvCge98bZLP9Vj78PZny+okX02y/6hqb46BsWXuBJ5VVU8CngwsSvK/aO5SP6aqngBcw71XfE23Pwe+O7D8TuC97ZQqN9NMsTIq42tfBDyb5vuO2vjaHwcOBH4VuD/wqp7r/2VVPamqngj8EFg88W4jqU2ShcAeI6w5aW3g/1bVk9vX6h5r/yHNJfYHVtVjaWaM6KV2VR0y9p2Bi4HP9lUb+CDwe23tfwX+ZoS1J2VgbIFqjP2v7n7t627grqr6ftt+PvA70107yTzgCOCj7XKAZ9FMpQJNaB093XUnqg1QVd+oqnWjqNeh9vL2z6JoLrOe13P9n7brQhNYI7mCZKLa7Vxq7wZeN4qam6vdl0lq/zGwpKruAaiq63usPbbuQTT/5j7XY+0CHtS+fzBw7ShqT8XA2ELtIeNq4HqacLgU2Ln9Xx8095HsM8nuW+N9ND8k7mmXHwrcUlWb2uX1wN4jqDtR7T5NWrs9FfX7wP/ru36SfwauoznSeX+PtRcDy6rqv0ZUc3O1Ad7Wnop7b5Jde6z9aOClSVYlOTfJAT3WHnM08MWx/zD0VPtVwPIk62n+ri8dUe3NMjC2UFXd3R4ezqOZCPHxNPeNvDfJpcDPaI46pk2SFwDXV9Vl0/m5O0DtfwK+UlUX9l2/ql4B7EVz+uClfdROshfwEkYXUJPWbr2BJiAPAn4ZeH2PtXcF7minyfgIcGqPtcccC3xiuutOUfsvgd+qqnnAPwN/P4r6U6oqX1v5Ak4EXjuu7bnAp6a5zjtojiDW0fyv9jaa8/g3ADu32/wacN4IvuNEtc8YWL8O2HNEv7+T1gbeRHNqYKcR/vlu9ru32xwKnN1T7Zvb9+va1z00M0Fvi+99WI/f+wzge8CCdpsAP+n579ueNNMV7dbj37VzgKsGttkXuGIU9afs37Your2/gLnAQ9r39wcuBF4APKxt2xX4Is3A+Kj68It/qMCnaQbbAT4E/MmIv///+CExysDYzPd+FfCfwP17/LM/DDi7/WG1f9sW4D3Ae/r+fW/bb+359/2RA9/7fcDSHmsvBV450L6yz99z4NXAaaP+/R6sTTMjxw3AY9r244DP9NGH8a8darbaHj0SOK0deNyJ5kji7CTvbg8pdwI+WFUX9NSf1wNnJnkr8A2aKVZ60V7W+DrgEcC3kiyvdgr7HnyI5uqsi5txZz5bVUt6qh2avwMPat9/k2ZAdjb4eJK5NN97Nc0P0b4sbev/JXAro78ybrxj6Hn8oJpplf4I+EySe2iOMF/ZZx/GODWIJKkTB70lSZ0YGJKkTgwMSVInBoYkqRMDQ5LUiYEhbQNJDutjhl9pOhkY0oB26u6zB5YfkOTt7RTudyS5IclFSY6d4nOOTnJxkluS3Jrke0kGJ5P7T5r7eW4c0VeRpp037kmb9yHgmTTTTX+HZjrxZ9DMoTShJIfT3H3/JuAVNHOKHcjALMJVdRfN1A/SdsMjDGnzjgTeUVVnV9W6aqZz/2BVfWAz+7wQ+FpVvb2qvldVP6iqz1fVL55TMv6UVJJ17fL41/x2/YOTnJzk+iQ/S7JiYGbksfWnt+vvSLI2yV+M5HdEs5aBIW3edTQPyHrwkPscmORJQ+xzEM0pqrHX2TQT7f24fd7GOTTT1r8AeArwFeCCJI9s938rzYOkXgD8Cs3UERuGqC9NyVNS0uYdTzsjcJJv04w9/HtVnb+Zfd4PHAKsbp9f8DXgCzQznk74ONWq2jj2PsnraWYdfnpV3Z7kWTRPdpxbVbe3m/1tkhfSPBvhXcB+wNer6tJ2fR9PQNQs4xGGtBlV9RXgUTRPWPsU8BjgP5J8eDP7/HdVHQHsD5wE3EIzbfXlSR6+uXptCJwE/E5VXdU2Pw14ALCxHUC/Nc1zvJ9A80AhaB7h+dI0zxh/T5Lf2LJvLE3OwJCmUFU/r6oLq2ppVT0X+Fvg+LHxhc3sd1VVfbSdvfepNA9amnRG2yRPoDma+dOqWjGwaifgxzRHGYOvA9u+UFXn0hxlvIfmmQ3ntE8DlKaNp6Sk4V3R/rr7EPuso3kYzoT7tIPfnwc+UlXjp6f/OvBw4J6qWjtZgaq6ATgdOD3JucAnkry6qu4cop/SpAwMaTOSfJnmcZyraO6ZeBzwdpoB6e9Oss+baU4hLacZS3gI8BqasFg2SanP0AxS/12SRwy0b6QZ/7gI+Pckr2trPwJYBHyhqi5MsoQmWC6n+Xf9ImCtYaHpZGBIm3cezcDy22h+4F8HnA8sqarJntm+AvgT4DSaI4Of0vwgP7IdE5nIoe2v469sWlBV65L8Fs2VUB8BHkZziuoi4F/a7e5s+7gAuAO4hObyXmna+AAlSVInDnpLkjoxMCRJnRgYkqRODAxJUicGhiSpEwNDktSJgSFJ6sTAkCR18v8BZlAp8+n9AvAAAAAASUVORK5CYII=\n", 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\n", 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\n", 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2Y8DVwBRJ2wNb2L7JtoFvAQe3c04REVFPf59H0us04NO2T28slHQicCpw8WrqjgLub3i9lOoKoz9a1R1VlqUtyl9G0nRgOsCOO+7Yz8NGRMSatNu1NRK4okX5fwLb1m/O4LF9ju3JtiePHDlybTcnImK90W4i+THw1hblbwWuW0PdZcCYhtej6f9z3vuqu6ysDyRmRER0QLuTNl4FfFbSZOCmUrYncAhw8hpCzQcmSBpH9WE/DfibfrZzHnB6wwD724ETbT8q6UlJewI3A+8BvtzPmBER0QEDnbRx1XhDgy8DX+kriO0Vko6nSgrDgPNtL5Q0E+ixPVvSbsD3gK2Bd0k6xfYuJWH8K1UyAphp+9Gy/iHgAmBzqkR3VT/OKSIiOqSrkzba7r3Tq7HspIb1+by0q6pxv/OB81uU9wC7dqqNERHRnnxTPSIiamn39l/KOMX+wI7Apo3bbM/sULsiImKIaCuRlEHtOcBzVLcCL6P6cuJzwBIgiSQiYgPTbtfW54BLqL709yywD9WVSQ9wZmebFhERQ0G7XVuvB461bUkvAsNtL5Z0AtX8WJd0vIUxZIydMadjsZaccUDHYkXE4Gr3iuT5hvXfATuV9aeBHTrSooiIGFLavSK5DdgN+CVwLXCqpO2AvwVu72zTIiJiKGj3iuRTwANl/V+A5VRfRNyal39BMSIiNgBtXZGUL//1ri+nug04IiI2YG1/jwRA0muBPysv77K9uHNNioiIoaTd75FsA5wHHMT/PXxKkq4E3mf7kQ63LyIi1nHtjpF8AxgP7AVsVpa9gXHAuZ1tWkREDAXtdm29A9jX9o0NZTdI+gDww841KyIihop2r0iWA79vUf4HIN1aEREboHYTyUzgi5JWPRe9rH+BzLMVEbFB6s8TEu8A3FA0DlgiqfeRtr3zbm1LNYYSEREbkIE+ITEiIgLo3xMST+lGQyIiYmga6BcS9wEmUnV5LbR9bScbFRERQ0dbg+2SRkm6BbgaOAGYAfxI0s2S1jj7r6Qpku6RtEjSjBbbh0u6vGy/WdLYUn6UpAUNy0pJk8q2a0vM3m3btnNOERFRT7t3bX0JeBEYb3uM7THAhFL2pdVVlDQMOJtqfq6JwJGSJjbtdizwmO3xwFmUh2XZvsT2JNuTgHcD99le0FDvqN7tth9q85wiIqKGdhPJfsCHbd/XW1Dm2fpI2bY6uwOLbC+2/TxwGTC1aZ+pwIVlfRawryQ17XNkqRsREeuAdhMJvPRW4NWVNRsF3N/wemkpa7mP7RXAE8A2TfscAVzaVPbN0q316RaJBwBJ0yX1SOpZvnx5P5obERH90W4i+RHwZUljegsk7Qh8sWwbVJL2AP5g+86G4qNsv45q/q+9qLq+Xsb2ObYn2548cuTIwW5qRMQGo91E8hHgj4DFkn4t6dfAvaXsI2uouwwY0/B6dClruY+kjYEteenUK9Nouhqxvaz8fIrqufG7t3E+ERFRU7u3/z5C9UH9VmDnUna37f5M2DgfmCBpHFXCmAb8TdM+s4GjgRuBQ4FrbBtA0kbA4VRXHZSyjYGtbD8saRPgQDJ5ZEREV/U7kZS7rp4A3mD7aqpbgPvN9gpJxwPzgGHA+bYXSpoJ9NieTfWsk4skLQIepUo2vfYG7m96iNZwYF5JIsOokkims4+I6KJ+JxLbL5aurE0HejDbc4G5TWUnNaw/CxzWR91rgT2byn4PvHmg7YmIiPraHSP5V+AMSSMGozERETH0tDtG8nGq2X+XSVpK07NJbL++Uw2LiIihod1EMovqOyMtv6sREREbnn4lEkmvAD4HHAxsQvWdkb+3/fDgNS0iIoaC/o6RnAIcA8yh+h7HXwFfHaQ2RUTEENLfrq1DgGNtXwYg6RLgBknDbL84aK2LiIh1Xn+vSMYA1/e+sH0LsAJY49TxERGxfutvIhkGPN9UtoIBPhgrIiLWH/1NBAIulvRcQ9lmwLmS/tBbYPugTjYuIiLWff1NJBe2KLu4kw2JiIihqV+JxPZ7B7shERExNA3kwVYRERGrJJFEREQtSSQREVFLEklERNSSRBIREbUkkURERC1JJBERUUumOFnHjJ0xp2OxlpxxQMdixYZtsP9f5v/90JYrkoiIqKWriUTSFEn3SFokaUaL7cMlXV623yxpbCkfK+kZSQvK8rWGOm+WdEep8yVJeXpjREQXdS2RSBoGnA3sD0wEjpQ0sWm3Y4HHbI8HzgLObNh2r+1JZflgQ/lXgeOACWWZMljnEBERL9fNK5LdgUW2F9t+HrgMmNq0z1T+b4LIWcC+q7vCkLQ9sIXtm2wb+BbV44AjIqJLuplIRgH3N7xeWspa7mN7BfAEsE3ZNk7SzyRdJ2mvhv2XriEmAJKmS+qR1LN8+fJ6ZxIREasMlcH2B4Edbb8R+BjwbUlbtBPA9jm2J9uePHLkyEFpZETEhqibiWQZ1SN7e40uZS33kbQxsCXwiO3nbD8CYPtW4F7gT8r+o9cQMyIiBlE3E8l8YIKkcZI2BaYBs5v2mQ0cXdYPBa6xbUkjy2A9kl5DNai+2PaDwJOS9ixjKe8Bvt+Nk4mIiErXvpBoe4Wk44F5VM+AP9/2QkkzgR7bs4HzgIskLQIepUo2AHsDMyW9AKwEPmj70bLtQ8AFwObAVWWJiIgu6eo3223PBeY2lZ3UsP4scFiLet8BvtNHzB5g1862NCIi+muoDLZHRMQ6KokkIiJqSSKJiIhakkgiIqKWJJKIiKgliSQiImpJIomIiFqSSCIiopYkkoiIqCXPbN/A5NnYEdFpuSKJiIhakkgiIqKWJJKIiKgliSQiImpJIomIiFqSSCIiopYkkoiIqCWJJCIiakkiiYiIWrqaSCRNkXSPpEWSZrTYPlzS5WX7zZLGlvL9JN0q6Y7yc5+GOteWmAvKsm0XTykiYoPXtSlSJA0Dzgb2A5YC8yXNtn1Xw27HAo/ZHi9pGnAmcATwMPAu2w9I2hWYB4xqqHeU7Z6unEhERLxEN69IdgcW2V5s+3ngMmBq0z5TgQvL+ixgX0my/TPbD5TyhcDmkoZ3pdUREbFa3Uwko4D7G14v5aVXFS/Zx/YK4Algm6Z9/hq4zfZzDWXfLN1an5akVgeXNF1Sj6Se5cuX1zmPiIhoMKQG2yXtQtXd9YGG4qNsvw7YqyzvblXX9jm2J9uePHLkyMFvbETEBqKbiWQZMKbh9ehS1nIfSRsDWwKPlNejge8B77F9b28F28vKz6eAb1N1oUVERJd0M5HMByZIGidpU2AaMLtpn9nA0WX9UOAa25a0FTAHmGH7ht6dJW0saURZ3wQ4ELhzcE8jIiIadS2RlDGP46nuuLobuML2QkkzJR1UdjsP2EbSIuBjQO8twscD44GTmm7zHQ7Mk3Q7sIDqiubcbp1TRER0+QmJtucCc5vKTmpYfxY4rEW9U4FT+wj75k62MSIi2jOkBtsjImLdk0QSERG1dLVra30wdsacjsVacsYBHYsVEX0byu/bodD2XJFEREQtSSQREVFLEklERNSSRBIREbUkkURERC1JJBERUUsSSURE1JJEEhERtSSRRERELUkkERFRSxJJRETUkkQSERG1JJFEREQtSSQREVFLEklERNSSRBIREbUkkURERC1dTSSSpki6R9IiSTNabB8u6fKy/WZJYxu2nVjK75H0jv7GjIiIwdW1RCJpGHA2sD8wEThS0sSm3Y4FHrM9HjgLOLPUnQhMA3YBpgBfkTSsnzEjImIQdfOKZHdgke3Ftp8HLgOmNu0zFbiwrM8C9pWkUn6Z7eds3wcsKvH6EzMiIgaRbHfnQNKhwBTb7y+v3w3sYfv4hn3uLPssLa/vBfYATgZusn1xKT8PuKpUW23MhtjTgenl5Z8C93T8JF9qBPDwEIyd+GsvduKv3fiD3fbB1o3272R7ZHPhxoN80HWG7XOAc7p1PEk9ticPtdiJv/ZiJ/7ajT/YbR9sa7P93ezaWgaMaXg9upS13EfSxsCWwCOrqdufmBERMYi6mUjmAxMkjZO0KdXg+eymfWYDR5f1Q4FrXPW9zQamlbu6xgETgFv6GTMiIgZR17q2bK+QdDwwDxgGnG97oaSZQI/t2cB5wEWSFgGPUiUGyn5XAHcBK4AP234RoFXMbp3TGgxmN9pgd9El/tqJnfhrN37Xur4HyVprf9cG2yMiYv2Ub7ZHREQtSSQREVFLEklNkjaTdIukn0taKOmUUn69pAVleUDSf3U4/r6Sbivx/1fS+A7H36fEv1PSheUuugEpsxD8TNKV5fW4MgXOojIlzqYDjd1H/ONLbEsaUSd2H/EvKdPy3CnpfEmbdDD2eeXf4nZJsyS9spNtbyj/kqSn68RuFV/SBZLua/i/P6nD8SXpNEm/lHS3pI90MHZH3rPd0qL9HXvPtiuJpL7ngH1svwGYBEyRtKftvWxPsj0JuBH4bifjA18Fjirxvw38Swfj/wXVDAPTbO8K/Jr/u5tuIP4BuLvh9ZnAWWUqnMeopsapozn+DcBfUbW7E5rjXwLsDLwO2Bx4fwdj/6PtN9h+PfAb4GVfrq0ZH0mTga1rxu0zPvCJ3v/7thd0OP4xVLf872z7z6hms+hI7A6+Z7tlVfslbURn37NtSSKpyZXev+w2KcuqOxgkbQHsA/xXh+Mb2KKUbwk80MH4LwLP2/5lKb8a+OuBxJc0GjgA+EZ5Larfx6yyy4XAwQOJ3So+gO2f2V4y0Jj9iD+3/N5MdRv66A7GfrJsE1WSGvDdMK3iq5qf7nPAJwcad3XxO6mP+H8HzLS9EsD2Qx2M3but1nu2G1q0fxs69J4diCSSDiiXmAuAh4Crbd/csPlg4Ee9HxAdjP9+YK6kpcC7gTM6FZ/qw3Hj8pcrVN/pGdNH9TX5ItWH1sryehvgcdsryuulwKgBxm4Vv9P6jF+6tN4N/E8nY0v6JvBbqqueLw8wdl/xjwdm236wRtzVxQc4rXTNnSVpeIfjvxY4QlKPpKskTehg7F4HU/M92wVf5KXtf5jOvWfblkTSAbZfLJfDo4HdJe3asPlI4NJBiP+PwDttjwa+Cfx7p+JTzbI8DThL0i3AU1RXKW2RdCDwkO1bB9q2dTz+V4Cf2L6+k7FtvxfYgarb4oh2Y/cVX9IOwGHUS059xi9OpEqAuwGvAk7ocPzhwLNlKpBzgfM7GLtX7ffsYGrV/nJ1XPs9O2C2s3RwAU4CPl7WR1BN8bJZh+N/Ari3oWxH4K5Ot7+h7O3AFQOI9VmqK44lVH9h/4FqfOFhYOOyz58D8wbY1lbxL27YvgQYUeN30Wd84DNUXR8bDUbbyz57A1d2MP5jZX1JWVZSzZ49WO1/a4fbfzHwC2Bc2UfAEx3+d+34e7bTSz9/9wN6zw64TWv7lzLUF2AksFVZ3xy4HjiwvP4gcOFgxC8fxn9Syo8FvtPh+NuWsuHAj6gG5Oucx6oPFeA/qQYFAb4GfKgD/w4v+9CiZiJZTfvfD/wU2LyTscsH4/hSJuDzwOcH43dTyp8ehN/N9g3t/yJwRofjnwG8r6F8fid/N514z3ZzafrddPQ9286ywcz+O4i2By4sg5gbUf0V0Hur5TRqjF2sLr6k44DvSFpJ9Zfm+zoc/3PlEnoj4Ku2r6l5Ho1OAC6TdCrwM6qpcTqm3BL6SeDVwO2S5ro8aqBDvkZ1V8yN1Zg437U9swNxRfVvsUVZ/znV4PJQcomkkVTtX0D1wdxJZ5Rj/CPwNPXumGulE+/ZteUTg/ieXa1MkRIREbVksD0iImpJIomIiFqSSCIiopYkkoiIqCWJJCIiakkiiViHSHqrOjRrcUS3JJFE9EOZHv3KhtevkHS6qunqn5X0sKQbJB25hjgHS7pR0uOSnpb0C0mNEwf+lOq7PY8M0qlEdFy+kBgxMF8D/pJqKu87qaZl35NqfqmWJO1L9a3+zwDvpZoLaWcaZj+2/TzVtBcRQ0auSCIG5iDgs7avtL3E1dT1X7V99mrqvAu42fbptn9h+1e2/9v2quexNHdtSVpSXjcvY8v2LSWdI+khSU9Juq5hBtje7ReV7c9KWizpo4PyG4kNVhJJxMD8luohYFu2WWdnSW9oo85uVF1dvcuVVBMX/q48s2QO1TT8BwJvBH4CXCNp+1L/VKoHcB0I/CnVVDrL2jh+xBqlaytiYKZTZjKWdAfV2Mb3bV+9mjpfBvYCFpTnyNwM/JBq5taWj721vbx3XdIJVLMl72H7GUn7UD3VcqTtZ8pun5b0LqrnpPwbsBNwm+1byvZOPTUyYpVckUQMgO2fAK+hepLeFcCfAD+Q9PXV1Pm97QOA8cApwONUU4IvlLTd6o5XksMpwF/bvrcUvxl4BbC8DNw/reo57LtSPQAKqkcyH6HqOfCfl/SWgZ1xRN+SSCIGyPYLtq+3fYbttwOfBqb3jl+spt69tr9RZiR+E9VDrPqc5bc8yOwS4MO2r2vYtBHwO6qrksZl59IWbF9FdVXyeapnbcwpT2CM6Jh0bUV0zl3l5yvbqLOE6sFELeuUQff/Bs613Tzd/m3AdsBK24v7OoDth4GLgIskXQVcKumDtp9ro50RfUoiiRgASddSPY61h+o7HxOB06kGwu/uo87JVF1Rc6nGKrYCPkKVRGb3cajvUA2Of0HSqxvKl1ONr9wAfF/SJ8uxXw1MAX5o+3pJM6kSzkKq9/shwOIkkeikJJKIgZlHNaB9GlUi+C1wNTDTdl/Pyr4O+BBwIdWVxJNUH/AHlTGXVvYuP5vvtBpne4mkd1LdmXUusC1VV9cNwLfKfs+VNo4DngVuoroNOaJj8mCriIioJYPtERFRSxJJRETUkkQSERG1JJFEREQtSSQREVFLEklERNSSRBIREbUkkURERC3/H4wRNFKZHwKQAAAAAElFTkSuQmCC\n", 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\n", 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vSRresDfubQN8HngCvxlTauskS4D/XVVXrXblrq/jpwPvrwT26LnrqdbdZvJCSQ6hjWm1/fbb99y0JKmPYa+S+iDdczB2qqrtqmo7YOfW9sHpLm5YVXVcVS2qqkULFiyY7XIkaU4ZNjD2Bl5dVT+aaGinmF7T5q3JSmC7gffbtrY+7su6kqRpMGxgwL0vsV1T22QXATsn2THJxsDBwOKe+zwbeHqSLZJsATy9tUmSRmTYwPgy8KEk9/y2n2R7ukthv7ymFavqTuBQui/6y4BTq2ppkiOT7Ne29cQkVwLPBT6WZGlbdxXwNrrQuQg4cqIDXJI0GsNeJfUauqOC5Unu6fQGvge8YG0rV9WZwJmT2t4yMH0R3emmqdY9Hjh+yHolSdNk2MC4ge7y2KcBj2ptl1WVAw9K0hzXOzDajXc/Bx5bVecA58xYVZKksdO7D6Oq7gJ+DGw8c+VIksbVsJ3ebwOOSjJ/JoqRJI2vYfsw/p5utNqV7Wqmez0bo6oeM12FSZLGy7CBcRrdPReZgVokSWOsV2AkeSBwNHAAcH+6ey7+uqqun7nSJEnjpO8RxhF0w46fDNwK/CnwEbob7LSBWHjYGSPd34qjnj3WdcB41SLNtL6BcSDw8qo6BSDJycD5Sea1q6ckSXNc36uktgPOm3hTVRcCd9Ld5S1J2gD0DYx5wO2T2u5kHR/AJEla//T9wg9wUpLbBto2BT6e5FcTDVW133QWJ0kaH30D44Qp2k6azkIkSeOtV2BU1UtnuhBJ0nhblwcoSZI2QAaGJKkXA0OS1IuBIUnqxcCQJPViYEiSejEwJEm9GBiSpF4MDElSLwaGJKkXA0OS1IuBIUnqxcCQJPViYEiSejEwJEm9GBiSpF4MDElSLwaGJKkXA0OS1IuBIUnqxcCQJPUy0sBIsk+Sy5MsS3LYFPM3SfLpNv+CJAtb+8Iktya5pL0+Osq6JUmw0ah2lGQecCywN3AlcFGSxVV16cBiLwdurKqdkhwMvBt4fpt3RVXtNqp6JUn3NsojjN2BZVW1vKpuB04B9p+0zP7ACW36NGCvJBlhjZKk1RhlYGwD/HTg/ZWtbcplqupO4OfAQ9u8HZN8J8m5SZ4808VKku5tZKek7qOrge2r6oYkTwC+kGTXqrp5cKEkhwCHAGy//fazUKYkzV2jPMJYCWw38H7b1jblMkk2AjYDbqiq26rqBoCquhi4AvjtyTuoquOqalFVLVqwYMEMfARJ2nCNMjAuAnZOsmOSjYGDgcWTllkMvLhNHwR8paoqyYLWaU6SRwA7A8tHVLckiRGekqqqO5McCpwNzAOOr6qlSY4EllTVYuCTwIlJlgGr6EIF4CnAkUnuAO4GXlVVq0ZVuyRpxH0YVXUmcOaktrcMTP8aeO4U630W+OyMFyhJWi3v9JYk9bK+XCW1wVp42Bkj3d+Ko5490v1JWn94hCFJ6sXAkCT1YmBIknoxMCRJvRgYkqReDAxJUi8GhiSpFwNDktSLgSFJ6sXAkCT1YmBIknoxMCRJvRgYkqReDAxJUi8GhiSpFwNDktSLgSFJ6sXAkCT14iNaV2OUj0b1saiS1gceYUiSejEwJEm9GBiSpF4MDElSLwaGJKkXA0OS1IuBIUnqxcCQJPViYEiSejEwJEm9GBiSpF4MDElSLwaGJKkXA0OS1IuBIUnqZaSBkWSfJJcnWZbksCnmb5Lk023+BUkWDsx7Y2u/PMkzRlm3JGmEgZFkHnAs8ExgF+AFSXaZtNjLgRuraifg/cC727q7AAcDuwL7AB9u25MkjcgojzB2B5ZV1fKquh04Bdh/0jL7Aye06dOAvZKktZ9SVbdV1Y+AZW17kqQRSVWNZkfJQcA+VfWK9v7PgD2q6tCBZb7flrmyvb8C2AM4HPhWVZ3U2j8JnFVVp03axyHAIe3t7wCXz+iHmtp84PpZ2O9k41IHjE8t41IHjE8t41IHWMtUZqOOHapqwVQz5tQzvavqOOC42awhyZKqWjSbNYxTHTA+tYxLHTA+tYxLHWAt41zHhFGekloJbDfwftvWNuUySTYCNgNu6LmuJGkGjTIwLgJ2TrJjko3pOrEXT1pmMfDiNn0Q8JXqzpktBg5uV1HtCOwMXDiiuiVJjPCUVFXdmeRQ4GxgHnB8VS1NciSwpKoWA58ETkyyDFhFFyq05U4FLgXuBF5dVXeNqvYhzeopsQHjUgeMTy3jUgeMTy3jUgdYy1TGpQ5ghJ3ekqT1m3d6S5J6MTAkSb0YGOsoyaZJLkzyX0mWJjmitZ+X5JL2uirJF2axlr2SfLvV8p9JdpqlOvZsdXw/yQntCrgZl2Reku8kOb2937ENObOsDUGz8SjqWE0th7Y6Ksn8UdWxmlpObkPufD/J8UnuP0t1fLL92/luktOSPGgUdUxVy0D7B5PcMlt1JPmXJD8a+E7ZbVS1TMXAWHe3AXtW1WOB3YB9kjypqp5cVbtV1W7AN4HPzVYtwEeAF7Za/h/wj7NQxx/Q3b1/cFU9Gvgxv7kSbqb9DXDZwPt3A+9vQ8/cSDcUzahMruV84I/pfh6jNrmWk4FHAb8HPAB4xSzV8bdV9diqegzwE+DQqVcbSS0kWQRsMcIapqwD+D8T3ylVdcmI67kXA2MdVWfiN4/7t9c9VxAkeTCwJ/CFWaylgAe39s2Aq2ahjruA26vqv1v7OcCfzGQdAEm2BZ4NfKK9D93fx8ToACcAB8x0HVPVAlBV36mqFaPYf49azmx/d0V3ufq2s1THzW1e6IJrJFfkTFVLG6vuaOD1o6hhdXWMGwPjPmiHj5cA1wLnVNUFA7MPAL488Z9glmp5BXBmkiuBPwOOGnUddF9AG7Xf1qC7v2a71aw+nY6h+89+d3v/UOCmqrqzvb8S2GYEdUxVy2w6htXU0k5F/RnwH7NVR5J/Bn5Gd8TzoRHUsbpaDgUWV9XVI6phdXUAvKOdpnt/kk1GWM//YGDcB1V1Vzvdsy2we5JHD8x+AfCpWa7lb4FnVdW2wD8D/3fUddCNMHww8P4kFwK/oDvqmDFJ9gWuraqLZ3I/c7CWDwNfr6rzZquOqnopsDXdaZnnz2Qdq6slydbAcxldYK3pZ/JGuvB8IvAQ4A2jqmkqBsY0qKqbgK/SDb1O68TcHThjFmt5JvDYgaOeTwN/MAt17FNV32x9O7sDXwf+e40r33d/COyXZAXdqMh7Ah8ANh/ocB/V8DL/o5YkJ41gv0PVkuStwALgdbNZB3S/dLT2GT91OVUtwFJgJ2BZa39gupuJR1pHkpOq6up2tvA2ul/6ZneU7qrytQ4vuv9cm7fpBwDnAfu2968CTpjtWuhGufzt1v5y4LOzVMfDWtsmwJfpOsZH9bN5GnB6m/4MXec7wEeBvxrxv5l7ahloWwHMH2UdU/xcXgF8A3jAbNUBBNiptQV4L/De2f77ae23zOLfzVYDP5NjgKNG/Xc0+JpTo9WO2FbACa1z7H7AqVU1cUnewYygv2BttSR5JfDZJHfTXRX0slmq4+h2yH0/4CNV9ZUZrmN13gCckuTtwHfohqKZFUleQ3e++uHAd5OcWW3o/1nwUbqrtb7Z9Tfzuao6csQ1hO7fzoPb9H8BfzniGsbRyUkW0P1MLqH7ZXTWODSIJKkX+zAkSb0YGJKkXgwMSVIvBoYkqRcDQ5LUi4EhzYIkT5uNkWql+8LAkAa04aRPH3j/wCTvbEOR/zrJ9UnOT/KCtWzngCTfTHJTkluS/CDJ4KBy36C7b+WGGfoo0rTzxj1pzT5KN2zD3wDfpxvu+kl04/pMKcledHeVvxV4Kd3YWY9iYHTcqrqdbpA9ab3hEYa0ZvsB76qq06tqRXXDkn+kqo5dwzrPAS6oqndW1Q+q6odV9e9Vdc/zNyafkkqyor2f/FrY5m+W5Lgk1yb5RZJzB0YAnph/Ypv/6yTLk7x2Rn4i2mAZGNKa/YzuQVCbDbnOo5I8doh1nkh3imridTrwA+Ca9nyIM+iGY98XeBzdII5fSbJVW//tdA9A2hf4HbphYEYxuKI2IJ6SktbsELon0l2f5Ht0fQ//VlXnrGGdDwFPBi5pzyK5APgScFL95gFT91JV101MJ3kD8PvAHlV1a5I96Z5guKCqbm2LvTnJc+ieX/EeYAfg21V1YZs/G0/y0xznEYa0BlX1deARdMNenwr8NvDFJB9bwzq/rKpn0w2RfQRwE/AuYGmSLde0vxYCRwB/UlVXtOYnAA8Ermsd6Leke870o4FHtmU+Ajw/3TOx35vkqev2iaXVMzCktaiqO6rqvKo6qqqeDrwZOGSif2EN611RVZ9oo9A+nu7BQKsdgbU99Opk4NVVde7ArPsB19AdZQy+HtVqoarOojvKeC8wHzijPb1OmjaekpKGd2n780FDrLMC+NXq1mmd3/8OfLyqJg+7/m1gS+Duqlq+uh1U1fXAicCJSc4CPpXkVdU9fEe6zwwMaQ2SfI3uUbtL6O6Z2AV4J12H9GWrWedwulNIZ9L1JWwOvIYuLBavZlefpeukfl+Shw+0X0fX/3E+8G9JXt/2/XC6Jzx+qarOS3IkXbAspft/fSCw3LDQdDIwpDU7m65j+R10X/g/A84BjqzuUaJTORf4K+AEuiODm+m+yPdrfSJTeUr7c/KVTTtW1Yokz6K7EurjwMPoTlGdD/xrW+62VuOOwK+Bb9Fd3itNGx+gJEnqxU5vSVIvBoYkqRcDQ5LUi4EhSerFwJAk9WJgSJJ6MTAkSb0YGJKkXv4/OxHzsAZssroAAAAASUVORK5CYII=\n", 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\n", 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\n", 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EZ9+qqu93OnB6P+VLgR3aPI+IiOiQdq9Inqwt/wbYtiw/AmzVkRZFRMSo0u4VyXXAjsAvqDq7j5P0auCvges727SIiBgN2r0i+RfgzrL8r8Aaqs7tV/LcLyhGRMQY0NYVSemP6FteQ/UYcEREjGFtf48EQNLrgD8oqzf1DXsSERFjT7vfI9kcOA3YB1j3TLEuBj5g+94Oty8iIl7g2u0jORXYDtgF2Li8dgWmAKd0tmkRETEatHtr6x3AHravrJVdIelvgB90rlkRETFatHtFsgb4bT/ljwK5rRURMQa1m0jmAl+U9PRQ7WX5Cww+zlZERLxIDWWGxBuoZiXsMwVYKalvlN2+cbe2oOpDiYiIMWS4MyRGREQAQ5sh8dhuNCQiIkan4X4hcXdgGtUtr+W2L+9koyIiYvRo9wuJWwPfBt7GM2NubSVpKfAXtu8csHJERLwotfvU1peAp4DtbG9jextgain7UqcbFxERL3zt3traE9jN9m19BWViq48CP+xoyyIiYlRo94oEnv0o8GBlERExBrSbSH4IfFnSNn0FkiYBX2QIVySSZkm6RVKvpDn9bB8v6fyy/WpJk0v5wZKW1V7rJE0v2y4vMfu2bdHmOUVERAPtJpKPAi8HVki6XdLtwK2l7KODVZQ0DjiJag6TacBBkqa17HYYcL/t7YATgRMAbJ9je7rt6cB7gdtsL6vVO7hvu+272zyniIhooN0+knuBmcBuwPal7GbbQxmwcSbQ2zd3iaTzgH2Bm2r77At8qixfCPw/SbJdv3V2EHBem+2OiIgRMuREUq4oHgTebPtS4NI2j7U1cEdtfRWw00D72F4r6UFgc+Ce2j4HUiWcum9Iegq4CDiuJfH0tf9wynTAkyZNarPpERExkCHf2rL9FHA7sNHINWdwknYCHrV9Y634YNtvpJojZReqW1/PYftk2zNsz+jp6elCayMixoZ2+0g+DcyTNGEYx1oNbFNbn1jK+t1H0obApjx7ePrZwLfqFWyvLj8fBs6luoUWERFd0m4fyZFUo/+ulrSKlrlJbL9pkLpLgKmSplAljNnAX7XsMx84BLgS2B+4rO82laQNgPdQXXVQyjYENrN9j6SXAHuTCbYiIrqq3URyIdV3RtTugUqfxxHAImAccLrt5ZLmAkttz6eaD/4sSb3AfVTJps+uwB19nfXFeGBRSSLjqJJIpvyNiOiiISUSSS8DPgfsB7yE6jsjf2f7nsHqtbK9EFjYUnZMbflx4IAB6l4O7NxS9luqcb8iIuJ5MtQ+kmOBQ4EFVH0Ufwp8dYTaFBERo8hQb229GzjM9nkAks4BrpA0rjzNFRERY9RQr0i2AX7ct2L7GmAtsNVINCoiIkaPoSaSccCTLWVrGebEWBER8eIx1EQg4GxJT9TKNgZOkfRoX4HtfTrZuIiIeOEbaiI5s5+yszvZkIiIGJ2GlEhsv3+kGxIREaPTcCa2ioiIeFoSSURENJJEEhERjeTx3YgxZPKcBR2Js3LeXh2JEy8OuSKJiIhGkkgiIqKRJJKIiGgkiSQiIhpJIomIiEaSSCIiopEkkoiIaKSriUTSLEm3SOqVNKef7eMlnV+2Xy1pcimfLOkxScvK62u1Om+TdEOp8yVJbc8nHxERw9e1RCJpHHAS8E5gGnCQpGktux0G3G97O+BE4ITatlttTy+vD9fKvwp8CJhaXrNG6hwiIuK5unlFMhPotb3C9pPAecC+LfvsyzND1l8I7DHYFYakLYFNbF9l28A3gf063vKIiBhQNxPJ1sAdtfVVpazffWyvBR4ENi/bpkj6qaTFknap7b9qPTEBkHS4pKWSlq5Zs6bZmURExNNGS2f7r4FJtt8C/BNwrqRN2glg+2TbM2zP6OnpGZFGRkSMRd1MJKuBbWrrE0tZv/tI2hDYFLjX9hO27wWwfS1wK/D6sv/E9cSMiIgR1M1EsgSYKmmKpI2A2cD8ln3mA4eU5f2By2xbUk/prEfSa6k61VfY/jXwkKSdS1/K+4DvduNkIiKi0rVh5G2vlXQEsAgYB5xue7mkucBS2/OB04CzJPUC91ElG4BdgbmSfgesAz5s+76y7SPAGcBLgUvKKyIiuqSr85HYXggsbCk7prb8OHBAP/UuAi4aIOZSYIfOtjQiIoZqtHS2R0TEC1QSSURENJJEEhERjSSRREREI0kkERHRSFef2orumzxnQUfirJy3V0fixItXJ/7W8nc2OuWKJCIiGkkiiYiIRpJIIiKikSSSiIhoJIkkIiIaSSKJiIhGkkgiIqKRJJKIiGgkiSQiIhpJIomIiEaSSCIiopEkkoiIaKSriUTSLEm3SOqVNKef7eMlnV+2Xy1pcinfU9K1km4oP3ev1bm8xFxWXlt08ZQiIsa8ro3+K2kccBKwJ7AKWCJpvu2barsdBtxveztJs4ETgAOBe4B32b5T0g7AImDrWr2Dy9ztERHRZd28IpkJ9NpeYftJ4Dxg35Z99gXOLMsXAntIku2f2r6zlC8HXippfFdaHRERg+pmItkauKO2vopnX1U8ax/ba4EHgc1b9vlL4DrbT9TKvlFua31Ckjrb7IiIGMyo6myX9Aaq211/Uys+2PYbgV3K670D1D1c0lJJS9esWTPyjY2IGCO6mUhWA9vU1ieWsn73kbQhsClwb1mfCHwbeJ/tW/sq2F5dfj4MnEt1C+05bJ9se4btGT09PR05oYiI6G4iWQJMlTRF0kbAbGB+yz7zgUPK8v7AZbYtaTNgATDH9hV9O0vaUNKEsvwSYG/gxpE9jYiIqOtaIil9HkdQPXF1M3CB7eWS5krap+x2GrC5pF7gn4C+R4SPALYDjml5zHc8sEjS9cAyqiuaU7p1ThER0cXHfwFsLwQWtpQdU1t+HDign3rHAccNEPZtnWxjRES0p6uJJAY2ec6CjsRZOW+vjsSJeKHoxHsj74uRNaqe2oqIiBeeJJKIiGgkiSQiIhpJIomIiEaSSCIiopEkkoiIaCSJJCIiGkkiiYiIRpJIIiKikSSSiIhoJEOktClDmUS8OIy2oVdeyO3NFUlERDSSRBIREY0kkURERCNJJBER0UgSSURENJJEEhERjSSRREREI11NJJJmSbpFUq+kOf1sHy/p/LL9akmTa9uOLuW3SHrHUGNGRMTI6loikTQOOAl4JzANOEjStJbdDgPut70dcCJwQqk7DZgNvAGYBXxF0rghxoyIiBHUzSuSmUCv7RW2nwTOA/Zt2Wdf4MyyfCGwhySV8vNsP2H7NqC3xBtKzIiIGEGy3Z0DSfsDs2x/sKy/F9jJ9hG1fW4s+6wq67cCOwGfAq6yfXYpPw24pFQbNGYt9uHA4WX194FbOn6Sz5gA3JO4iZu4idtlI93mbW33tBaOmbG2bJ8MnNyNY0laantG4iZu4iZuNz1fbe7mra3VwDa19YmlrN99JG0IbArcO0jdocSMiIgR1M1EsgSYKmmKpI2oOs/nt+wzHzikLO8PXObq3tt8YHZ5qmsKMBW4ZogxIyJiBHXt1pbttZKOABYB44DTbS+XNBdYans+cBpwlqRe4D6qxEDZ7wLgJmAt8Le2nwLoL2a3zmkQI3ULLXETN3FHf9yR9Ly0uWud7RER8eKUb7ZHREQjSSQREdFIEkkDkjaWdI2kn0laLunYUv5jScvK605J3+lQ3D0kXVfi/q+k7ToUd/cS90ZJZ5Yn5tpWRhv4qaSLy/qUMtRNbxn6ZqMOxT2ixLSkCcOJOUDcc8pwOzdKOl3SSzoU97TyO79e0oWSXtGJuLXyL0l6ZDgxB2jvGZJuq/0NT+9QXEk6XtIvJN0s6aMdbHOj99wgcRu950aSpJWSbihtW1rKXiXpUkm/LD9f2Y22JJE08wSwu+03A9OBWZJ2tr2L7em2pwNXAv/VibjAV4GDS9xzgX/tQNz/QzWawGzbOwC388yTc+36e+Dm2voJwIllyJv7qYbA6UTcK4A/pWprE61xzwG2B94IvBT4YIfi/qPtN9t+E/Ar4DlfmB1mXCTNAJp+WDwnLvCxvr9h28s6FPdQqsf1t7f9B1QjUQzXs2J34D3Xb1yav+dG2p+U8+777sgc4Ie2pwI/LOsjLomkAVf6/if4kvJ6+ukFSZsAuwPf6VBcA5uU8k2BOzsQ9yngSdu/KOWXAn/ZTlwASROBvYBTy7qozv3CssuZwH5N45bz+Kntle3GGkLcheV3ZKrHyyd2KO5DZZuoElTbT7j0F1fVWHOfAz7ebrzB4nbCAHH/LzDX9joA23d3MHbftmG95waJ2+g99zyoDzM1rPfccCSRNFQuhZcBdwOX2r66tnk/qv8dPNShuB8EFkpaBbwXmNc0LtUH5oblf7ZQfX9nmwGqD+aLVB9o68r65sADtteW9VXA1h2I2ykDxi23tN4L/Hen4kr6BnAX1RXPlzsU9whgvu1fDyPeYHEBji+34k6UNL5DcV8HHChpqaRLJE0dToMHiN1nP4b5nhsgbuP33Agy8H1J16oaAgrg1bW/h7uAV3ejIUkkDdl+qlz2TgRmStqhtvkg4FsdjPuPwJ/bngh8A/j3pnGpRlSeDZwo6RrgYaqrlCGTtDdwt+1r223PCzTuV4Af2f5xp+Lafj+wFdVtkwObxpW0FXAAw0tK62vv0VQJb0fgVcBRHYo7Hni83IY5BTi9g23uM6z33CBxG7/nRtAf234r1ejnfytp1/rGcmXdne932M6rQy/gGODIsjyBaniXjTsU92PArbWyScBNnWpvrezPgAvajPNZqiuOlVT/C3qUqr/hHmDDss8fAos6EPfs2vaVwIRhnPeAcYFPUt0W2aCTcWv77Apc3IG495flleW1jmok7E63d7cOtfds4OfAlLKPgAc7/G837PfcAHEXdPo9N1IvqoFtj6QajHbLUrYlcEtXjv98/wJG8wvoATYryy8FfgzsXdY/DJzZybhUH8yvL+WHARd1KO4WpWw8VQfd7g1+J09/8AD/SdWJD/A14COdiFsrW8kwEskg7f0g8BPgpR3429gNuLh8YG5XygR8Hvh8J38PpfyRDv4e+j6IRHW7Z16H4s4DPlArX9KpNpf1Yb/nBvi327Dpe26kXsDLgd+rLf+Eaq6mzwFzSvkc4N+60Z4xM/rvCNkSOLN0em5A9T/5vkczZzP8+6n9xpX0IeAiSeuo/kf6gQ7F/Vy5tN8A+Krty4bZ7lZHAedJOg74KdUQOI2Vx0Y/DrwGuF7SQpepBBr6GtWTYFdW/eL8l+25DWOK6ne+SVn+GVWn8wvZOZJ6qNq7jOoDuhPmldj/CDzC8J+KG0iT99xzuBrWqel7bqS8Gvh2+TvdEDjX9n9LWgJcIOkwqr/l93SjMRkiJSIiGklne0RENJJEEhERjSSRREREI0kkERHRSBJJREQ0kkQS8QIiaTc1HNU4otuSSCKGoAytfnFt/WWSPqNqOPvHJd0j6QpJB60nzn6SrpT0gKRHJP1cUn2QwJ9Qfd/n3hE6lYiOyxcSI4bna8AfUQ07fiPVUO47U41N1S9Je1B92/+TwPupxjTbntoIrbafpBqiI2LUyBVJxPDsA3zW9sW2V7oa2v6rtk8apM67gKttf8b2z23/0vb3bD89T0vrra0yeZH7eU0u2zeVdLKkuyU9LGlxbSTnvu1nle2PS1oh6R9G5DcSY1YSScTw3EU1MdimbdbZXtKb26izI9Wtrr7XxVSDH/6mzG+ygGp4/r2BtwA/Ai6TtGWpfxzVRF17A79PNcTH6jaOH7FeubUVMTyHU0Y4lnQDVd/Gd21fOkidLwO7AMvK/BZXAz+gGr2236lyba/pW5Z0FNUoyjvZfkzS7lQzXfbYfqzs9glJ76KaO+PfgG2B62xfU7Y3nVUy4jlyRRIxDLZ/BLyWaja+C4DXU00y9PVB6vzW9l7AdsCxwANUw5cvlzToBEQlORwL/KXtW0vx24CXAWtKx/0jquZu34FqEimopoo9UNWc8Z+X9PbhnXHEwJJIIobJ9u9s/9j2PNt/BnwCOLyv/2KQerfaPrWMWPxWqgmvBhwRuExqdg7wt7YX1zZtAPyG6qqk/tq+tAXbl1BdlXyear6OBWW2xoiOya2tiM65qfx8RRt1VlJNotRvndLp/j3gFNutw/BfRzWc+DrbKwY6gO17gLOAsyRdAnxL0odtP9FGOyMGlEQSMQySLqea0nUp1Xc+pgGfoeoIv3mAOp+iuhW1kKqvYjPgo1RJZP4Ah7qIqnP8C5JeUytfQ9W/cgXwXUkfL8d+DdUERz+w/WNJc6kSznKq9/u7gRVJItFJSSQRw7OIqkP7eKpEcBdwKTDX9kBz3i8GPgKcSXUl8RDVB/w+pc+lP33zcLc+aTXF9kpJf071ZNYpwBZUt7quAL5Z9nuitHEK8DhwFdVjyBEdk4mtIiKikXS2R0REI0kkERHRSBJJREQ0kkQSERGNJJFEREQjSSQREdFIEklERDSSRBIREY38f/CCdfJi/QDRAAAAAElFTkSuQmCC\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for df in [40, 45, 50, 55, 60, 70, 80]:\n", + " filename = f\"r=sqrt(sqrt(2)), df={df}e6.json\"\n", + " result_json = open_json(filename)\n", + "\n", + " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + " # ind, = np.where(IS_sizes==IS_sizes.max())\n", + " # n_show = min(len(ind),1)\n", + "\n", + "# figure = plt.figure(figsize=(25,15))\n", + "# for i in range(n_show):\n", + "# axes = plt.subplot(1,n_show,i+1)\n", + "\n", + "# color_lookup = {0:\"r\",1:'k'}\n", + "# seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", + "# visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", + "\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "307b3f26-8dc1-437e-84ac-1a4aea803e8e", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "63d21eda-5285-4106-9df5-30b2c91a2f6d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 [Braket]", + "language": "python", + "name": "python3_aws_braket_kwx6dl" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From a6707eccdc918450efb73845cb40b4686d58f96a Mon Sep 17 00:00:00 2001 From: David Shustin Date: Sun, 29 Jan 2023 14:36:31 +0000 Subject: [PATCH 11/14] clean nb --- team_solutions/lieb_lattice.ipynb | 186 ++++++- .../lieb_lattice-checkpoint.ipynb | 345 ++---------- work/lieb/lieb_lattice.ipynb | 496 +++--------------- 3 files changed, 291 insertions(+), 736 deletions(-) diff --git a/team_solutions/lieb_lattice.ipynb b/team_solutions/lieb_lattice.ipynb index 50be503a..9ce8c992 100644 --- a/team_solutions/lieb_lattice.ipynb +++ b/team_solutions/lieb_lattice.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", "metadata": {}, "outputs": [], @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "id": "731287c5-8f76-41b0-967e-cd23924dfa01", "metadata": {}, "outputs": [], @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", "metadata": {}, "outputs": [ @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", "metadata": {}, "outputs": [], @@ -120,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", "metadata": {}, "outputs": [ @@ -133,9 +133,9 @@ }, { "data": { - "image/png": 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wI4UcZPBjM+ewEELeM2wYM5seHh4enp6e7ur3efjRmo6dPKX5+sKqj9lZ2aqJsSHdeVu1q7N0igx+pJCDDH6kkIMMfqSQgwx+eMgxMjKimZmZmRDCSNZjOac5o0u1RrRwSZqvL+jYyVO6fLXRo8nWjgx+pJCDDH6kkIMMfqSQgwx+pJCDpTmj8anZaOFL5usLGp863+WJsiODHynkIIMfKeQggx8p5CCDHynkYGnOoNFc1OSZuUzHTJ6+oEZzsUsTZUcGP1LIQQY/UshBBj9SyEEGP1LJwdKcwdm52hNOWl+LK9ebOnex1qWJsiODHynkIIMfKeQggx8p5CCDH6nkYGnOoH4jW+FLrjU6O64byOBHCjnI4EcKOcjgRwo5yOBHKjlYmjOo9Jc6Om5bubPjuoEMfqSQgwx+pJCDDH6kkIMMfqSSg6U5g4ODVVUHshW4Y6CkA7f7efsXMviRQg4y+JFCDjL4kUIOMviRSg6W5gzKpT6NHhrMdMzo4T2urnBDBj9SyEEGP1LIQQY/UshBBj9SycHSnNGJo/u0s7J1TY/dVenX8SN7uzxRdmTwI4UcZPAjhRxk8COFHGTwI4UcLM0Z7d5e1sTYULT4XZV+TYwNubwUJBn8SCEHGfxIIQcZ/EghBxn8SCEHl9Hu0OWrDY1Pndfk6Qu6suxtVHYMlDR6eI+OH9nrsvDlyOBHCjnI4EcKOcjgRwo5yOBH3jnWcxltluZ1ajQXde5iTdcaTW0rt05a93YOTgwZ/EghBxn8SCEHGfxIIQcZ/MgrB0tzWx5LMwAAADaH9SzNnNMMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEDEljy/uZn9jKRflPR8SbdIekzSjKRfDiFcyHO2Imk0F3V2rqb6jaYq/SUdHKyqXOrLe6xCogsf6MEPuvCDLnygh/zksjSbmUn6PUlvkvR1SZ+QdE3SbZJeIunpkliau+xSraHxqVlNnplT7Xrz8durAyWNHhrUiaP7tHt7OccJi4MufKAHP+jCD7rwgR7yZyGE3n9TszdL+i+SPiTpP4QQFlfcvyWE8N0Ovu708PDw8PT09MYMmrCHH63p2MlTmq8vrPqYnZWtmhgb0p23VXs4WfHQhQ/04Add+EEXPtDDxhkZGdHMzMxMCGEk67E9P6fZzAYk/YakWUlvXrkwS1InCzPW7lKtEX3ySdJ8fUHHTp7S5auNHk1WPHThAz34QRd+0IUP9OBHHi8EfKWkp0j6tKQ+M/tZM7vHzO42sztymKdwxqdmo0++JfP1BY1Pne/yRMVFFz7Qgx904Qdd+EAPfuSxNL+g/XlR0llJfyzpNyV9WNLXzOy3c5ipMBrNRU2emct0zOTpC2o0f+AvBLBOdOEDPfhBF37QhQ/04EseS/PT2p/fKqkmaUjSNkkvlvQPkt5mZr/wZF/AzKZv9iFpfzcHT8HZudoTXkCwFleuN3XuYq1LExUXXfhAD37QhR904QM9+JLH0rz0PRckvSaEcDqEUA8h/JWk10n6nqS35TBXIdRvZHvyLbnW6Ow4rI4ufKAHP+jCD7rwgR58yeMt55Z+/DkTQnh0+R0hhIfMbFbSHWa2I4Rw5WZfYLVXPLZ/2zy8kcOmptJf6ui4beXOjsPq6MIHevCDLvygCx/owZc8ftP8tfbnK6vcv3T7QNcnKaCDg1VVB7I9mXYMlHTgdt7CZqPRhQ/04Add+EEXPtCDL3kszV9sf/6xlXeYWUnSHZK+I+nbvRyqKMqlPo0eGsx0zOjhPVxtqAvowgd68IMu/KALH+jBl54vzSGEr0v6vFqnYJxYcfc9knZI+lPeq7l7Thzdp52VrWt67K5Kv44f2dvliYqLLnygBz/owg+68IEe/MjjN82S9IuSviXpI2b2WTP7bTP7gqR3S/qmpP+Y01yFsHt7WRNjQ9En4a5KvybGhrgsZxfRhQ/04Add+EEXPtCDH7lcRluSzGyPWkvyj0v6YUmXJH1G0rtDCN/q8GtyGe0MLl9taHzqvCZPX9CVZW9ps2OgpNHDe3T8yF6efD1CFz7Qgx904Qdd+EAPG2M9l9HObWnuBpbmzjSaizp3saZrjaa2lVsvIOB8qHzQhQ/04Add+EEXPtDD+qxnac7jLefgTLnUp8PPeGreY0B04QU9+EEXftCFD/SQn7zOaQYAAAA2DZZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIGJL3gNsdo3mos7O1VS/0VSlv6SDg1WVS315j5UJGfxIIQcZ/EghBxn8SCEHGfzYjDlYmjt0qdbQ+NSsJs/MqXa9+fjt1YGSRg8N6sTRfdq9vZzjhHFk8COFHGTwI4UcZPAjhRxk8GMz57AQQt4zbBgzmx4eHh6enp7u6vd5+NGajp08pfn6wqqP2VnZqomxId15W7Wrs3SKDH6kkIMMfqSQgwx+pJCDDH54yDEyMqKZmZmZEMJI1mM5pzmjS7VGtHBJmq8v6NjJU7p8tdGjydaODH6kkIMMfqSQgwx+pJCDDH6kkIOlOaPxqdlo4Uvm6wsanzrf5YmyI4MfKeQggx8p5CCDHynkIIMfKeRgac6g0VzU5Jm5TMdMnr6gRnOxSxNlRwY/UshBBj9SyEEGP1LIQQY/UsnB0pzB2bnaE05aX4sr15s6d7HWpYmyI4MfKeQggx8p5CCDHynkIIMfqeRgac6gfiNb4UuuNTo7rhvI4EcKOcjgRwo5yOBHCjnI4EcqOViaM6j0lzo6blu5s+O6gQx+pJCDDH6kkIMMfqSQgwx+pJKDpTmDg4NVVQeyFbhjoKQDt/t5+xcy+JFCDjL4kUIOMviRQg4y+JFKDpbmDMqlPo0eGsx0zOjhPa6ucEMGP1LIQQY/UshBBj9SyEEGP1LJwdKc0Ymj+7SzsnVNj91V6dfxI3u7PFF2ZPAjhRxk8COFHGTwI4UcZPAjhRwszRnt3l7WxNhQtPhdlX5NjA25vBQkGfxIIQcZ/EghBxn8SCEHGfxIIQeX0e7Q5asNjU+d1+TpC7qy7G1UdgyUNHp4j44f2euy8OXI4EcKOcjgRwo5yOBHCjnI4EfeOdZzGW2W5nVqNBd17mJN1xpNbSu3Tlr3dg5ODBn8SCEHGfxIIQcZ/EghBxn8yCsHS3NbHkszAAAANof1LM2c0wwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAEVvyHgD5azQXdXaupvqNpir9JR0crKpc6st7rEKiCx/owQ+68IMufKCH/LhYms3sHZLua//rSAhhJs95iuJSraHxqVlNnplT7Xrz8durAyWNHhrUiaP7tHt7OccJi4MufKAHP+jCD7rwgR7yZyGEfAcw2y/pjKTvSrpF61iazWx6eHh4eHp6eiNHTNLDj9Z07OQpzdcXVn3MzspWTYwN6c7bqj2crHjowgd68IMu/KALH+hh44yMjGhmZmYmhDCS9dhcz2k2s5KkCUkPSvrTPGcpkku1RvTJJ0nz9QUdO3lKl682ejRZ8dCFD/TgB134QRc+0IMfeb8Q8Nck3SlpTNJizrMUxvjUbPTJt2S+vqDxqfNdnqi46MIHevCDLvygCx/owY/clmYze75aS/O9IYS/z2uOomk0FzV5Zi7TMZOnL6jR5GeajUYXPtCDH3ThB134QA++5LI0m1m/pI+pdVrGb3Vw/PTNPiTt3+BRk3N2rvaEFxCsxZXrTZ27WOvSRMVFFz7Qgx904Qdd+EAPvuT17hnvlvQsSS8IIfDjUA/Vb2R78i251ujsOKyOLnygBz/owg+68IEefOn50mxmI5LeLuldIYSHOvkaq73isf3b5uF1jJe8Sn+po+O2lTs7DqujCx/owQ+68IMufKAHX3p6eoaZbVHr3TLO6vvvy4weOjhYVXUg25Npx0BJB27nLWw2Gl34QA9+0IUfdOEDPfjS63OaK2qdlvFcSQtmFpY+JB1rP2a6fdtrejxbIZRLfRo9NJjpmNHDe7jaUBfQhQ/04Add+EEXPtCDL71emm9IGl/l45H2Yz7T/vdv9Hi2wjhxdJ92Vrau6bG7Kv06fmRvlycqLrrwgR78oAs/6MIHevCjp0tzCOF6COHEzT4k/XX7Yb/Zvu3BXs5WJLu3lzUxNhR9Eu6q9GtibIjLcnYRXfhAD37QhR904QM9+JH7ZbSXmNn9ap2iwWW0e+Ty1YbGp85r8vQFXVn2ljY7BkoaPbxHx4/s5cnXI3ThAz34QRd+0IUP9LAx1nMZbZZmqNFc1LmLNV1rNLWt3HoBAedD5YMufKAHP+jCD7rwgR7WZz1Lc17v0/wDQgh3Sbor5zEKqVzq0+FnPDXvMSC68IIe/KALP+jCB3rIT26X0QYAAAA2C5ZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIjYkvcAm12juaizczXVbzRV6S/p4GBV5VJf3mNlQgY/UsiRQoZUpNAFGfxIIQcZ/NiMOViaO3Sp1tD41Kwmz8ypdr35+O3VgZJGDw3qxNF92r29nOOEcWTwI4UcKWRIRQpdkMGPFHKQwY/NnMNCCHnPsGHMbHp4eHh4enq6q9/n4UdrOnbylObrC6s+ZmdlqybGhnTnbdWuztIpMviRQo4UMqQihS7I4EcKOcjgh4ccIyMjmpmZmQkhjGQ9lnOaM7pUa0QLl6T5+oKOnTyly1cbPZps7cjgRwo5UsiQihS6IIMfKeQggx8p5GBpzmh8ajZa+JL5+oLGp853eaLsyOBHCjlSyJCKFLoggx8p5CCDHynkYGnOoNFc1OSZuUzHTJ6+oEZzsUsTZUcGP1LIkUKGVKTQBRn8SCEHGfxIJQdLcwZn52pPOGl9La5cb+rcxVqXJsqODH6kkCOFDKlIoQsy+JFCDjL4kUoOluYM6jeyFb7kWqOz47qBDH6kkCOFDKlIoQsy+JFCDjL4kUoOluYMKv2ljo7bVu7suG4ggx8p5EghQypS6IIMfqSQgwx+pJKDpTmDg4NVVQeyFbhjoKQDt/t5+xcy+JFCjhQypCKFLsjgRwo5yOBHKjlYmjMol/o0emgw0zGjh/e4usINGfxIIUcKGVKRQhdk8COFHGTwI5UcLM0ZnTi6TzsrW9f02F2Vfh0/srfLE2VHBj9SyJFChlSk0AUZ/EghBxn8SCEHS3NGu7eXNTE2FC1+V6VfE2NDLi8FSQY/UsiRQoZUpNAFGfxIIQcZ/EghB5fR7tDlqw2NT53X5OkLurLsbVR2DJQ0eniPjh/Z67Lw5cjgRwo5UsiQihS6IIMfKeQggx9551jPZbRZmtep0VzUuYs1XWs0ta3cOmnd2zk4MWTwI4UcKWRIRQpdkMGPFHKQwY+8crA0t+WxNAMAAGBzWM/SzDnNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQARLMwAAABCxJe8BkL9Gc1Fn52qq32iq0l/SwcGqyqW+vMcqJLrwgR78oAs/6MIHeshPz5dmM7td0usk/YSkZ0u6VdI/S3pA0m+FEP6m1zMV1aVaQ+NTs5o8M6fa9ebjt1cHSho9NKgTR/dp9/ZyjhMWB134QA9+0IUfdOEDPeTPQgi9/YZm90l6h6SvS/qSpG9Lepak10gySa8PIXyyw689PTw8PDw9Pb0xwybs4UdrOnbylObrC6s+ZmdlqybGhnTnbdUeTlY8dOEDPfhBF37QhQ/0sHFGRkY0MzMzE0IYyXpsHuc0n5L00hDCHSGEEyGEXwkh/FtJL5O0KOnDZtafw1yFcanWiD75JGm+vqBjJ0/p8tVGjyYrHrrwgR78oAs/6MIHevCj50tzCOFPQghfvsntfyXpi5KeIulAr+cqkvGp2eiTb8l8fUHjU+e7PFFx0YUP9OAHXfhBFz7Qgx/e3j1j6SSd7+Y6RcIazUVNnpnLdMzk6QtqNBe7NFFx0YUP9OAHXfhBFz7Qgy9ulmYz+xFJr5D0mKRzkcdO3+xD0v5ezLqZnZ2rPeEFBGtx5XpT5y7WujRRcdGFD/TgB134QRc+0IMvLpZmMytJ+rikfknvCCHwI1KX1G9ke/Itudbo7Disji58oAc/6MIPuvCBHnzJ/X2azeyHJN0v6cWSPhJC+HjsmNVe8dj+bfPwhg6YmEp/qaPjtpU7Ow6rowsf6MEPuvCDLnygB19y/U1ze2E+Ken1kv5A0t15zlMEBwerqg5kezLtGCjpwO28hc1Gowsf6MEPuvCDLnygB19yW5rbC/PvSzom6Y8k3RVC+F5e8xRFudSn0UODmY4ZPbyHqw11AV34QA9+0IUfdOEDPfiSy9K8bGF+o6RPSvo5zmPunRNH92lnZeuaHrur0q/jR/Z2eaLiogsf6MEPuvCDLnygBz96vjQvOyXjjZI+JekNLMy9tXt7WRNjQ9En4a5KvybGhrgsZxfRhQ/04Add+EEXPtCDH3lcRvtdkn5DUl3S7+rm78n86RDCgx18bS6jncHlqw2NT53X5OkLurLsLW12DJQ0eniPjh/Zy5OvR+jCB3rwgy78oAsf6GFjrOcy2nkszferdR7zk/n5EML9HXxtluYONJqLOnexpmuNpraVWy8g4HyofNCFD/TgB134QRc+0MP6rGdp7vlbzoUQ7pJ0V6+/L1ZXLvXp8DOemvcYEF14QQ9+0IUfdOEDPeTHxcVNAAAAAM9YmgEAAIAIlmYAAAAggqUZAAAAiGBpBgAAACJYmgEAAIAIlmYAAAAggqUZAAAAiGBpBgAAACJYmgEAAIAIlmYAAAAggqUZAAAAiGBpBgAAACJYmgEAAIAIlmYAAAAggqUZAAAAiGBpBgAAACJYmgEAAIAIlmYAAAAggqUZAAAAiGBpBgAAACJYmgEAAIAIlmYAAAAgYkveA2x2jeaizs7VVL/RVKW/pIODVZVLfXmPlQkZ/EghBxn8SCEHGfxIIQcZ/NiMOViaO3Sp1tD41Kwmz8ypdr35+O3VgZJGDw3qxNF92r29nOOEcWTwI4UcZPAjhRxk8COFHGTwYzPnsBBC3jNsGDObHh4eHp6enu7q93n40ZqOnTyl+frCqo/ZWdmqibEh3XlbtauzdIoMfqSQgwx+pJCDDH6kkIMMfnjIMTIyopmZmZkQwkjWYzmnOaNLtUa0cEmary/o2MlTuny10aPJ1o4MfqSQgwx+pJCDDH6kkIMMfqSQg6U5o/Gp2WjhS+brCxqfOt/libIjgx8p5CCDHynkIIMfKeQggx8p5GBpzqDRXNTkmblMx0yevqBGc7FLE2VHBj9SyEEGP1LIQQY/UshBBj9SycHSnMHZudoTTlpfiyvXmzp3sdalibIjgx8p5CCDHynkIIMfKeQggx+p5GBpzqB+I1vhS641OjuuG8jgRwo5yOBHCjnI4EcKOcjgRyo5WJozqPSXOjpuW7mz47qBDH6kkIMMfqSQgwx+pJCDDH6kkoOlOYODg1VVB7IVuGOgpAO3+3n7FzL4kUIOMviRQg4y+JFCDjL4kUoOluYMyqU+jR4azHTM6OE9rq5wQwY/UshBBj9SyEEGP1LIQQY/UsnB0pzRiaP7tLOydU2P3VXp1/Eje7s8UXZk8COFHGTwI4UcZPAjhRxk8COFHCzNGe3eXtbE2FC0+F2Vfk2MDbm8FCQZ/EghBxn8SCEHGfxIIQcZ/EghB5fR7tDlqw2NT53X5OkLurLsbVR2DJQ0eniPjh/Z67Lw5cjgRwo5yOBHCjnI4EcKOcjgR9451nMZbZbmdWo0F3XuYk3XGk1tK7dOWvd2Dk4MGfxIIQcZ/EghBxn8SCEHGfzIKwdLc1seSzMAAAA2h/UszZzTDAAAAESwNAMAAAARLM0AAABABEszAAAAEMHSDAAAAESwNAMAAAARLM0AAABABEszAAAAEMHSDAAAAESwNAMAAAARLM0AAABABEszAAAAEMHSDAAAAESwNAMAAAARLM0AAABABEszAAAAEMHSDAAAAESwNAMAAAARLM0AAABABEszAAAAEMHSDAAAAESwNAMAAAARW/IeAPlrNBd1dq6m+o2mKv0lHRysqlzqy3usQqILH+jBD7rwgy58oIf85LY0m9lhSfdKeqGkkqRzkj4QQpjMa6aiuVRraHxqVpNn5lS73nz89upASaOHBnXi6D7t3l7OccLioAsf6MEPuvCDLnygh/xZCKH339TsZZI+J6kh6ROSrkl6raSnS3p7COH9HX7d6eHh4eHp6ekNmzVVDz9a07GTpzRfX1j1MTsrWzUxNqQ7b6v2cLLioQsf6MEPuvCDLnygh40zMjKimZmZmRDCSNZje35Os5ltkfQRSd+T9OIQwptCCG+T9BxJ/yDpvWb29F7PVSSXao3ok0+S5usLOnbylC5fbfRosuKhCx/owQ+68IMufKAHP/J4IeDLJT1T0h+GEB5cujGEUJP0XklbJR3LYa7CGJ+ajT75lszXFzQ+db7LExUXXfhAD37QhR904QM9+JHH0vzS9ufP3+S+z7U/v6Q3oxRPo7moyTNzmY6ZPH1BjeZilyYqLrrwgR78oAs/6MIHevAlj6X5We3Pj6y8I4RwSVJ92WNuysymb/Yhaf/Gj5uWs3O1J7yAYC2uXG/q3MValyYqLrrwgR78oAs/6MIHevAlj6V56Qz11Rq9uuwx2GD1G9mefEuuNTo7DqujCx/owQ+68IMufKAHXzbl+zSv9orH9m+bh3s8zqZS6S91dNy2cmfHYXV04QM9+EEXftCFD/TgSx6/aV76DfNqv03ertV/C411OjhYVXUg25Npx0BJB27nl/8bjS58oAc/6MIPuvCBHnzJY2leOpf5B85bNrNbJVV0k/OdsTHKpT6NHhrMdMzo4T1cbagL6MIHevCDLvygCx/owZc8luYvtz+/8ib3vWrFY9AFJ47u087K1jU9dlelX8eP7O3yRMVFFz7Qgx904Qdd+EAPfuSxNH9B0qyk15vZc5duNLOqpF+VtCDpYznMVRi7t5c1MTYUfRLuqvRrYmyIy3J2EV34QA9+0IUfdOEDPfjBZbQL7PLVhsanzmvy9AVdWfaWNjsGSho9vEfHj+zlydcjdOEDPfhBF37QhQ/0sDHWcxntXJZmSTKzIUn3SnqhpJKkc5I+EEL45Dq+JktzBxrNRZ27WNO1RlPbyq0XEHA+VD7owgd68IMu/KALH+hhfdazNOf2lnMhhFOSXp3X98f3lUt9OvyMp+Y9BkQXXtCDH3ThB134QA/5yeOcZgAAAGBTYWkGAAAAIliaAQAAgAiWZgAAACCCpRkAAACIYGkGAAAAIliaAQAAgAiWZgAAACCCpRkAAACIyO0y2t1gZpcrlcrT9u/fn/coAAAAcOahhx5SvV7/Vghhd9ZjU1uavyrpKZJme/ytl7b0h3r8ffFE9OAHXfhBFz7Qgx904UceXeyT9C8hhGdnPTCppTkvZjYtSSGEkbxnKTJ68IMu/KALH+jBD7rwY7N1wTnNAAAAQARLMwAAABDB0gwAAABEsDQDAAAAESzNAAAAQATvngEAAABE8JtmAAAAIIKlGQAAAIhgaQYAAAAiWJoBAACACJZmAAAAIIKlGQAAAIhgaQYAAAAiWJrXwcwOm9mfm9kVM/uOmc2Y2WjecxWJmd1uZr9kZp83s/9rZgtmdsnM/tjM/nXe8xWdmb3DzEL7YzjveYrGzH7GzP63mf2TmTXM7LyZ/ZGZ7cl7tqKwlp81sy+a2WNm9v/M7Gtm9t/MbF/e86XGzN7Q/m97xsxutP/fc9eTPH67mX3AzL7Zfvw3zOw/m1mlh2MnZ609mFnJzF5rZhNm9hUzq5vZNTP7GzP7BTPry2H8VXFxkw6Z2cskfU5SQ9InJF2T9FpJT5f09hDC+3McrzDM7D5J75D0dUlfkvRtSc+S9BpJJun1IYRP5jVfkZnZfklnJH1X0i2SRkIIM/lOVQxmZpJ+T9Kb1HpufE6t/0fdJuklkv5dCGEqvwmLw8zeL+mtkh6T9GeSrkp6jqRXSqpLemEI4aH8JkyLmX1DrT+H5yV9p/3PPx9CuP8mj71F0pSk50r6vKS/k/Q8tbo5LenFIYRGL+ZOzVp7MLNnS/qKWs+FL0j6mqSqpJ9S6/9Xn5X008HLshpC4CPjh6Qtkv5RrYX5uctur6pV+A1JT897ziJ8SPpZSS+5ye1HJS1I+mdJ/XnPWbQPSSVJ/0fSjKSPSwqShvOeqygfkt7c/m/+XyX13eT+LXnPWIQPSbdKWpT0DUnVFfe9pd3RybznTOlD0iuW/vyVdE/7v/Fdqzz23vb99624/b727b+Sd57N+rHWHiTdLukXJd2y4vZb1PrBJUh6Xd55lj44PaMzL5f0TEl/GEJ4cOnGEEJN0nslbZV0LJ/RiiWE8CchhC/f5Pa/kvRFSU+RdKDng+HXJN0paUytpQE9YmYDkn5D0qykN4cQfuC/fwjhuz0frJieodZpkA+0/3xY7rPtz7t6OlHiQgh/EUL4Zuxx7b+NOaHWbzjfs+Lu97RvP7HxExbDWnsIIVwMIXwohPCdFbd/R9IH2v/6km7M2AmW5s68tP358ze573Ptz25KLrBm+zMLQg+Z2fPVWprvDSH8fd7zFNAr1fph8dOS+trn095jZneb2R35jlY4j6j1N14vMrPtK+77yfbnL/R2JLQ9S62//n9glYXtAUn7OP8/V+7+DN+S9wCb1LPanx9ZeUcI4ZKZ1Zc9Bjkwsx9R66+HHpN0LudxCsPM+iV9TNKDkn4r32kK6wXtz4uSzkr6V8vu+56Z/U4I4e29H6t4Qgj/ZGb3SHq/pK+a2fJzml8u6UOSPpjjiEW26p/jy25/VftxF3oyEVYaa3++2S8oc8HS3Jlq+/PKv25bcnXZY9BjZlZS6zzafknvuNlfT6Nr3q3WHzIv4L97bp7W/vxWSX8raUitF9o8T9J/l/Q2M/t6COHDOc1XKCGE3zGzi5I+KunuZXdNqXWKn5vfohXMWv4cX/449JCZvUnSqyX9ZQjhz/OeZwmnZyApZvZDku6X9GJJHwkhfDzfiYrDzEYkvV3Sfwq8G0Celv6/viDpNSGE0yGEevs8/9dJ+p6kt+U2XcGY2a9L+gO1Xu+yR9I2tV6oXJb0JTP76RzHA9wxs59U629gvinpDTmP8wQszZ1Z+sl0tZ9At2v1n17RJe2F+aSk16v1h9TdT34ENoqZbZE0odbpAPflPE7RLf2/50wI4dHld7R/mJmV9Ewz29HrwYrGzF6h1js0fDCEcF8IYa79A8yUWm+p1VTr1A303lr+HF/+OPSAmf2EpP8h6bKkl4cQHst5pCdgae7M0jlQP3DespndKqmi1c+TQhe0F+bfV+tdS/5Irbe2+V6+UxVKRa3nw3MlLSy7oEnQ999JZrp922tymrEovtb+fGWV+5duH+j6JHh1+/MXV94RQrgk6auS7uBCGrlY9c/xFbfzZ3mPmNm/kfQnar2388tCCLM5j/QDOKe5M1+W9CtqvUr9Eyvue9Wyx6AHli3Mb5T0SUk/x/m0PXdD0vgq971YrT+APqPWxWe+0aOZimppQfuxlXe0z/e/Q62LDXy7l0MV1Nb259XeVm6XWqfLNFe5H93ziKRH1Xpnk1uWv4NG+6InL5J0PoTAiwB7oL0w/7Fa11Z4WQjhH3Me6ab4TXNnvqDWX3G+3syeu3SjmVUl/apa5xJ+LJ/RimXZKRlvlPQpSW9gYe69EML1EMKJm31I+uv2w36zfduDOY6avBDC19V6tfkdZrbyfWbvkbRD0p/yArSeeKD9+a3tPx8eZ2Z3SxqUNB1CuNHzyQoutK6g8VG1/pbsnSvufmf79o/0eq4iMrNXq7Uw/4taC7Pb3+5zGe0OcRltH8zsXWpdyKEu6Xd18/dz/DSLWn7M7H61TtHgMto9YmbPVOuHladJ+p9qnQbwPLXe5uybal2d8VJ+ExaDmfVJ+ku1/rblW2r9bcsVSc9Xq4vrkl4aQjiV14ypaf+geKT9rwfU+m/9gFpX8ZWkqRDCR9uPvaV933PU+kHzb9uPX7qM9ktCCNd7N3061tpD+zLaD6r1blef0PdPL1vuG+Eml0HPA0vzOpjZkFov8nihWpcNPifpAyGET+Y6WIEsW8iezA9c7x69w9Kcj/ZFGd4t6ccl/bCkS2otbe8OIXwrz9mKpP3e5W+RNCrpR9U6ZeOyWqfRvDeE8JUcx0vOGv5MmAgh3LXs8VVJ71Lrl163qvXe/p9S6+JM17o2aOLW2oOZvVQ3Oed/hS+HEF66MZOtD0szAAAAEME5zQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEAESzMAAAAQwdIMAAAARLA0AwAAABEszQAAAEDE/wfeYck1THa5bAAAAABJRU5ErkJggg==\n", + "image/png": 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" + "
" ] }, "metadata": { @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 7, "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", "metadata": {}, "outputs": [ @@ -169,9 +169,9 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -200,15 +200,15 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 8, "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -248,7 +248,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 9, "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", "metadata": {}, "outputs": [], @@ -258,9 +258,81 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 10, "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 65.2700\n", + "Average post-processed IS size: 65.3333\n" + ] + }, + { + "data": { + "image/png": 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\n", 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qiO15wLyWsuNr8wuourxa650OnD5AzD1Xtd2IiBg5Q00kk6j+4l9MNQZRv+zpUeDPth/vcNsiIpg4c27jGEtO2qcDLYmBDCmR2L65zOZpwRER8TSrTCSS3gH81PZjZX5Atv+rYy2LiIhRYShnJOcCLwL+XOYHYqpB9IiIWIesMpHYflZ/8xEREZAxj4iIaGioYyRDkjGSiIh1z1DHSIYiYyQREeugtsZIIiIiWiVJREREI7mPJCIiGsl9JBER0UjuI4mIiEaSGCIiopG2E4mkV0v6Qd/7zyWdVntfSURErGPaSiSSDqF60+FWVO8VmQe8EPitpHd2vnkREbGmG+r7SPp8FviU7c/VCyUdC5zIAC+fioiItVe7XVtjgXP6Kf8RsGXz5kRExGjTbiL5JfC6fspfB1yyqsqSpkm6XlKvpJn9LN9D0pWSVkrar2XZYZJuKNNhtfKdJF1dYn5Fktrcp4iIaKDdhzaeD3xe0lTgslK2G/AO4IRVxBkDnALsDSwFFkiaY/va2mp/Ag4HPtpSdzPgX4GpVPerXFHq3g18HXgvcDnVmM200s6IiOiC4T608agy1X0V+NogcXYBem0vBpB0FjADeDKR2F5Slj3RUvdNwIW2V5TlFwLTJF0MbGT7slL+A2BfkkgiIrqmmw9tHAfcUvu8FNi1Qd1xZVraT/kzSHoy+W2zzTZD3GxERKzKOnNDou3Ztqfanjp27NjV3ZyIiLVGu5f/ImlT4M3ANsD69WW2Zw1SdRkwofZ5fCkbimU8fZB/PHBxKR8/zJgREdEBbSUSSbsBc4FHqC4FXkZ1c+IjwBJgsESyAJgsaVKpdxDw90Pc9HzgcyWJAbwRONb2Ckn3lXZdDhxKNVYTERFd0m7X1heBM6jGIR4G9qQ6M+kBTh6sou2VwNFUSeE64BzbiyTNkjQdQNLOkpYC+wPflLSo1F0BfIYqGS0AZvUNvAMfAL4N9AI3koH2iIiuardr66+BI21b0uPABrYXS/oE8EOqJDMg232PVamXHV+bX8DTu6rq650KnNpPeQ/w8jb3I2KdNHHm3I7EWXLSPh2JE2uHds9IHq3N3wFsW+YfALbuSIsiImJUafeM5EpgZ+CPVIPdJ0p6IfBO4KrONi0iIkaDds9IjgNuLfP/AiynGtzelGfeoBgREeuAts5IynhE3/xyqsuAIyJiHdb2fSQAkl4C/FX5eG3fY08iImLd0+59JJsD3wGmA088VayfAUfYvqvD7YuIiDVcu2Mk3wa2A3YHnlOmPYBJwLc627SIiBgN2u3aehOwl+3f1MoulfQ+4Oeda1ZERIwW7Z6RLAf+0k/5g0C6tSIi1kHtJpJZwL9LevJR7WX+Swz+nK2IiFhLDeUNiVdTvZWwzyRgiaS+p+z2PXdrS6oxlIiIWIcM9w2JERERwNDekPjpbjQkIiJGp+HekLgnsANVl9ci2xd3slERETF6tHtD4jjgPGAnnnrm1taSeoC32751wMoREbFWaveqra8AjwPb2Z5gewIwuZR9pdONi4iINV+7XVt7A6+zfVNfQXmx1YeBX3S0ZRERMSq0e0YCT78UeLCyiIhYB7SbSH4BfFXShL4CSdsA/84QzkgkTZN0vaReSTP7Wb6BpLPL8sslTSzlh0haWJuekDSlLLu4xOxbtmWb+xQREQ20m0g+DGwILJZ0s6SbgRtL2YcHqyhpDHAK1TtMdgAOlrRDy2pHAnfb3g74MnAygO0zbE+xPQV4F3CT7YW1eof0Lbf95zb3KSIiGmh3jOQuYBfgdcD2pew620N5YOMuQG/fu0sknQXMAK6trTMDOKHMnwv8pyTZrnedHQyc1Wa7IyJihAw5kZQzinuBV9q+ELiwzW2NA26pfV4K7DrQOrZXSroX2By4s7bOgVQJp+67kh4Hfgyc2JJ4+tp/FOV1wNtss02bTY+IiIEMuWvL9uPAzcD6I9ecwUnaFXjQ9jW14kNsv4LqHSm7U3V9PYPt2ban2p46duzYLrQ2ImLd0O4YyWeAkyRtMYxtLQMm1D6PL2X9riNpPWBjnv54+oOAM+sVbC8r/94P/JCqCy0iIrqk3TGSj1I9/XeZpKW0vJvE9l8PUncBMFnSJKqEcRDw9y3rzAEOA34D7Adc1NdNJelZwAFUZx2UsvWATWzfKenZwFvJC7YiIrqq3URyLtU9I2p3Q2XM42hgPjAGONX2IkmzgB7bc6jeB3+apF5gBVWy6bMHcEvfYH2xATC/JJExVElkVL7yd+LMuR2Js+SkfToSZ3XJz2H06sTvLr+30WlIiUTS84AvAvsCz6a6Z+RDtu8crF4r2/OAeS1lx9fmHwb2H6DuxcBuLWV/oXruV0RErCZDHSP5NHA4MJdqjOINwNdHqE0RETGKDLVr6x3AkbbPApB0BnCppDHlaq6IiFhHDfWMZALwq74Ptn8LrAS2HolGRUTE6DHURDIGeLSlbCXDfDFWRESsPYaaCAScLumRWtlzgG9JerCvwPb0TjYuIiLWfENNJN/vp+z0TjYkIiJGpyElEtvvHumGRETE6DScF1tFREQ8KYkkIiIaSSKJiIhGkkgiIqKRJJKIiGgkiSQiIhpJIomIiEaSSCIiopEkkoiIaCSJJCIiGkkiiYiIRrqaSCRNk3S9pF5JM/tZvoGks8vyyyVNLOUTJT0kaWGZvlGrs5Okq0udr0hq+33yERExfF1LJJLGAKcAbwZ2AA6WtEPLakcCd9veDvgycHJt2Y22p5Tp/bXyrwPvBSaXadpI7UNERDxTN89IdgF6bS+2/ShwFjCjZZ0ZPPXI+nOBvQY7w5C0FbCR7ctsG/gBsG/HWx4REQPqZiIZB9xS+7y0lPW7ju2VwL3A5mXZJEm/k3SJpN1r6y9dRUwAJB0lqUdSz/Lly5vtSUREPGm0DLbfBmxj+1XAR4AfStqonQC2Z9ueanvq2LFjR6SRERHrom4mkmXAhNrn8aWs33UkrQdsDNxl+xHbdwHYvgK4EXhpWX/8KmJGRMQIGuqrdjthATBZ0iSqL/uDgL9vWWcOcBjwG2A/4CLbljQWWGH7cUkvphpUX2x7haT7JO0GXA4cCny1S/szKkycObcjcZactE9H4qwuI/VzyM83oouJxPZKSUcD84ExwKm2F0maBfTYngN8BzhNUi+wgirZAOwBzJL0GPAE8H7bK8qyDwDfA54LnF+miIjokm6ekWB7HjCvpez42vzDwP791Psx8OMBYvYAL+9sSyMiYqhGy2B7RESsoZJIIiKikSSSiIhoJIkkIiIaSSKJiIhGkkgiIqKRJJKIiGgkiSQiIhpJIomIiEaSSCIiopEkkoiIaCSJJCIiGkkiiYiIRpJIIiKikSSSiIhoJIkkIiIaSSKJiIhGkkgiIqKRriYSSdMkXS+pV9LMfpZvIOnssvxySRNL+d6SrpB0dfl3z1qdi0vMhWXasou7FBGxzuvaO9sljQFOAfYGlgILJM2xfW1ttSOBu21vJ+kg4GTgQOBO4G22b5X0cmA+MK5W75Dy7vaIiOiybp6R7AL02l5s+1HgLGBGyzozgO+X+XOBvSTJ9u9s31rKFwHPlbRBV1odERGD6mYiGQfcUvu8lKefVTxtHdsrgXuBzVvW+TvgStuP1Mq+W7q1PiVJnW12REQMZlQNtkvakaq763214kNsvwLYvUzvGqDuUZJ6JPUsX7585BsbEbGO6NoYCbAMmFD7PL6U9bfOUknrARsDdwFIGg+cBxxq+8a+CraXlX/vl/RDqi60H7Ru3PZsYDbA1KlTPdydmDhz7nCrPs2Sk/bpSJzVJT+HiP514tjo77gYqbid0M0zkgXAZEmTJK0PHATMaVlnDnBYmd8PuMi2JW0CzAVm2r60b2VJ60naosw/G3grcM3I7kZERNR1LZGUMY+jqa64ug44x/YiSbMkTS+rfQfYXFIv8BGg7xLho4HtgONbLvPdAJgv6SpgIdUZzbe6tU8REdHdri1szwPmtZQdX5t/GNi/n3onAicOEHanTrYxIiLaM6oG2yMiYs2TRBIREY0kkURERCNJJBER0UgSSURENJJEEhERjSSRREREI0kkERHRSBJJREQ0kkQSERGNJJFEREQjSSQREdFIEklERDSSRBIREY0kkURERCNJJBER0UgSSURENJJEEhERjSSRREREI11NJJKmSbpeUq+kmf0s30DS2WX55ZIm1pYdW8qvl/SmocaMiIiR1bVEImkMcArwZmAH4GBJO7SsdiRwt+3tgC8DJ5e6OwAHATsC04CvSRozxJgRETGCunlGsgvQa3ux7UeBs4AZLevMAL5f5s8F9pKkUn6W7Uds3wT0lnhDiRkRESNItruzIWk/YJrt95TP7wJ2tX10bZ1ryjpLy+cbgV2BE4DLbJ9eyr8DnF+qDRqzFvso4Kjy8WXA9R3fyadsAdyZuImbuInb5dgj2WaAbW2PbS1cbwQ3uEaxPRuY3Y1tSeqxPTVxEzdxE7ebsUeyzYPpZtfWMmBC7fP4UtbvOpLWAzYG7hqk7lBiRkTECOpmIlkATJY0SdL6VIPnc1rWmQMcVub3Ay5y1fc2BzioXNU1CZgM/HaIMSMiYgR1rWvL9kpJRwPzgTHAqbYXSZoF9NieA3wHOE1SL7CCKjFQ1jsHuBZYCXzQ9uMA/cXs1j4NYqS60BI3cRN39Mcdydhd6b5v1bXB9oiIWDvlzvaIiGgkiSQiIhpJImlI0hJJV0taKKmnlE2RdFlfmaRdOhT3lZJ+U8p/KmmjYcTdRNK5kv4g6TpJr5G0maQLJd1Q/t20Q3H3l7RI0hOShnVJ4gBxv1g+XyXpPEmbdDD2Z0rchZIukLR1J+LWlv2zJEvaokPtPUHSstLehZLe0qn2SvpQKVsk6Qsdau/ZtbYukbSwQ3E7ccz1F7fRMSfpZbX9XSjpPknHND3mBonb+JgbFtuZGkzAEmCLlrILgDeX+bcAF3co7gLgtWX+COAzw4j7feA9ZX59YBPgC8DMUjYTOLlDcf+K6ubPi4Gpw/z59hf3jcB6pezk4bR3kNgb1ZZ/GPhGJ+KW+QlUF4bc3Pq7bdDeE4CPNvw/3F/c1wM/BzYo5Vt26udQW/4l4PgOtbcTx1x/cRsfc7X4Y4DbgW07ccwNELfxMTesNnRrQ2vrRP9f+POBA8v8wcAPOxT3Xp66QGICcG2bMTcGbuqLUSu/HtiqzG8FXN+JuLXlw/pPvaq4ZZ23A2eMUOxjga93Ki7VY39e2d/vtsHv7gQaJJJB4p4DvKHTcWvLBdwCTO5Qexsdc4PEbXTMtcR6I3BpmW90zA0Ut1bW1USSrq3mDFwg6QpVj2EBOAb4oqRbgH+j+kLqRNxFPPUssf15+s2YQzEJWA58V9LvJH1b0obAC23fVta5HXhhh+I2NZS4R/DU43I6ElvSZ8vv7hDg+E7ElTQDWGb798No66DtBY4u3XGntttFMkjclwK7q3oK9yWSdu5gewF2B+6wfUOH4h5Ds2NuoLhNj7m6g4Azy3zTY26guKtFEklzf2v71VRPIP6gpD2AfwD+yfYE4J+o7o/pRNwjgA9IugJ4AfBomzHXA15N9Vf2q4C/UJ1WP8nVnzPtXhO+yrjDNGhcScdR3Vd0Ridj2z6u/O7OAJ7x3LZhxD0B+CTtJ6WhtPfrwEuAKcBtVN1FnYi7HrAZsBvwMeAcSepA3D4HM7wvv4HiNj3mBorb9JgDQNUN09OBH7UuG+Yxt8q4XdWtU591YaJ0M/D002EB93UibkvZS4HfthnnRcCS2ufdgbk079rqN27t88UMr2trwLjA4cBvgOcN82c6aJtL2TbANR2I+wvgz1RdWkuokt+fgBd1uL0TO9TeucD/AK+vld8IjO3Q72494A5gfKd+b02PuSH+fNs+5mp1ZwAX1D53pGurNW6tfFjH3HCnnJE0ULosXtA3T9VXeQ1wK/DastqeQFun7wPFlbRlKXsW8C/AN9qJa/t24BZJLytFe1E9LaD+aJrDgJ90KG4jA8WVNA34ODDd9oMdjj25ttoM4A8diHul7S1tT7Q9EVgKvLqs27S9W9VWezvV/7+m7b0W+G+qAXckvZRq8HnIT5Vdxf+JNwB/cHnKd4fa2+iYG+Tn2+iYq2k9A2t0zA0Sd/XoVsZaGyfgxcDvy7QIOK6U/y1wRSm/HNipQ3H/EfhjmU5ikIHiQWJPAXqAq6i+LDYFNqf6q/kGqit1NutQ3LdTfWk+QvUX6PwOxe2lGqhdWKa2r6waJPaPqb6MrwJ+CozrRNyW5UsY3lVb/bX3NODqUjaH8lduB+KuD5xefhZXAnt26ucAfA94f4Pjrr/2NjrmBonbiWNuQ6qHz25cK+vEMddf3MbH3HCmPCIlIiIaSddWREQ0kkQSERGNJJFEREQjSSQREdFIEklERDSSRBKxBpH0Og3z6cARq0sSScQQSPqepJ/VPj9P0uck9Up6WNKdki6VdPAq4uxbHkt+j6QHyiPLv11b5ddUdzrfNUK7EtFxXXtne8Ra5hvA31DdsHYN1c1ru1E9n6pfkvaieibSvwLvBh4Htgf27VvH9qNUD/GLGDVyRhIxPNOBz9v+me0ltn9n++u2TxmkztuAy21/zvYfbN9g+6e2j+xbobVrS9XLn9zPNLEs31jSbEl/lnR/eVLv1Fq8jSWdVpY/LGmxpGNG5CcS66wkkojhuR2YJmnjNutsL+mVbdTZmaqrq2/6GdXzv+4oT+OdC4wD3gq8Cvhf4KLaM7hOBF5Rlr+M6mm2y9rYfsQqpWsrYniOonrM/J2SrqYa2/iJ7QsHqfNVqqfKLpS0lOqZUD8HTrf9QH8VbC/vm5f0CeA1wK62H5K0J9Xzocbafqis9ilJbwPeRfUWvm2pHhr527L85mHtbcQgckYSMQy2/5fq4Zp7Ur1N8KVULyL75iB1/mJ7H2A74NPAPcDngUWSBn2xUUkOnwb+zvaNpXgn4HnA8jJw/4CkB4CXU72jBKr3lRwo6feS/k3Sa58RPKKhJJKIYbL9mO1f2T7J9huBTwFH9Y1fDFLvRtvftv0eqpcpbU31YqZ+SXo51dnPB21fUlv0LKonvE5pmbYvbcH2+VRnJf8GbAHMlfTddvc1YjDp2oronL73bTy/jTpLgAcHqlMG3X8KfMt261v/rqR6ResTthcPtAHbd1I9bv40SecDZ0p6v+1H2mhnxICSSCKGQdLFVC8U6qG652MH4HNUA+HXDVDnBKquqHlUYxWbAB+mSiJzBtjUj6kGx78k6UW18uVU4yuXAj+R9PGy7RcB04Cf2/6VpFlUCWcR1fH+DmBxkkh0UhJJxPDMpxrQ/ixVIrgduBCYZfvxAepcAnwA+D7VmcR9VF/w08uYS3/2KP+2Xmk1yfYSSW+hujLrW8CWVF1dlwI/KOs9Uto4CXgYuIzqMuSIjsmLrSIiopEMtkdERCNJJBER0UgSSURENJJEEhERjSSRREREI0kkERHRSBJJREQ0kkQSERGN/H+7nZpGCPqPUwAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "results_filename = \"100_shots.json\"\n", + "result_json = open_json(results_filename)\n", + "\n", + "independent_set_sizes, raw_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "(max_indices,) = np.where(independent_set_sizes == independent_set_sizes.max())\n", + "num_shown = min(len(independent_set_sizes), 1)\n", + "\n", + "figure = plt.figure(figsize=(25, 15))\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1, num_shown, i + 1)\n", + " color_lookup = {0: \"r\", 1: \"k\"}\n", + " seqs_color = [\n", + " color_lookup[raw_bitstrings[max_indices[i]][j]]\n", + " for j in range(len(raw_bitstrings[max_indices[i]]))\n", + " ]\n", + " visualize_graph(\n", + " axes, graph, {a: points[a] for a in range(len(points))}, node_colors=seqs_color\n", + " )\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "782ccbb5-524f-45f1-964c-15fe8899d38b", + "metadata": {}, "outputs": [ { "name": "stdout", @@ -272,9 +344,9 @@ }, { "data": { - "image/png": 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TGKckSZI05xZNcACoqlOBp02i3hJgyUDZciDT7PfbNFcpJlv/bGC36fQlSZIkzYfFMsdBkiRJ0hgZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktRpUQWHJFsm+WaSK5Ncl2RZkt2ncPxGSQ5M8o0kv09SSZZPUP/Ats5Er8MHjlk6Uf0ZfHxJkiRpbFac7wHMliQ7AscANwJHAdcAuwJHJ1mvqj44iWaeBLwDuA04C1ino/4JE+zbB3hwO6Zh/g24chJjkiRJkubdoggOSVYEDgNuB7arqtPb8ncCpwIHJ/lyVZ3f0dRJwNbAGVV1Q5IbJ6pcVScwJDwkeSDwFuCPwNdGHP6RqlreMR5JkiRpQVgstyrtBGwEfL4XGgCq6irgYGBl4MVdjVTVuVW1rKpumOF4XkwTyj5bVTfPsC1JkiRp3i2KKw7ADu32O0P29W4V2n5uhgLAS9rtpyao83dJVgduorkt6riphIwkp4zYtdlk25AkSZIma7EEh43b7TmDO6rqkiTX9tUZqyRPAjYBllXVLyeo+tGB9xcn2buqRs2JkCRJkubNYgkOa7bbq0bsv7qvzrh1XW04CfhfYBlwGfAQ4AXAm4FvJNmmqn7c1UlVbT2svL0S8cSpDlqSJEmayGIJDgtCkjWA3YBrgaOH1amqTw8U/QZ4V5LfA4cDbwf+fpzjlCRJkqZqsUyO7l1pGHVVYQ1GX42YTc8H7g0cXVXXTvHYI2geJbvNrI9KkiRJmqHFEhx6cxvuNI8hyTrAagyZ/zAG+7TbiSZFD1VVt9Gs67DqbA5IkiRJmg2LJTic2G6fMmTfLgN1xiLJXwFbAr+sqmXTOH59mgXnls/y0CRJkqQZWyzB4TjgXGDPJJv3CpOsCRwA3Awc2Ve+bpJN2/2zpTcp+vBRFZKsk+TBQ8rXApa2bz8/i2OSJEmSZsWimBxdVbcm2YdmzYaTkhwFXAPsCmwA7DewSvMhNIu07c0dJ+wkWRv4QF+9lYC1kyztK9uvqi7v7z/JysA/MBBQhtgUODbJD2lunboMWA94KnA/4HvA+yb1oSVJkqQ5tCiCA0BVHZ9kW+AgYA+ak/5fAG+qqqFPOBpiNe68wvSqA2UHApcP1Hk2zYn/F6vqjxO0/1uaoLJle8yaNE9g+jnNlYZPtXMdJEmSpAVl0QQHgKo6FXjaJOotAZYMKV8OZBr9fhH44iTqXQC8dKrtS5IkSfNtscxxkCRJkjRGBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjotquCQZMsk30xyZZLrkixLsvsUjt8oyYFJvpHk90kqyfKOY2qC19IRx6yR5ENJzk9yU5LlSd6fZLWpfWJJkiRpbqw43wOYLUl2BI4BbgSOAq4BdgWOTrJeVX1wEs08CXgHcBtwFrDOJLs/H1g6pPz0IeNcFTgR2Bz4DvAF4LHAfsD2Sbarqhsn2a8kSZI0JxZFcEiyInAYcDuwXVWd3pa/EzgVODjJl6vq/I6mTgK2Bs6oqhuSTPYEfnlVHTjJum+kCQ3vrar9+z7De4A3Aa8FDplkW5IkSdKcWCy3Ku0EbAR8vhcaAKrqKuBgYGXgxV2NVNW5VbWsqm4YxyCTBNgHuBZ418Dud7Xl+4yjb0mSJGkmFsUVB2CHdvudIfuOabfbj7H/tZL8E7A28Cfg5Kr6xZB6GwMPAo6pquv6d1TVdUlOBnZpb626YIzjlSRJkqZksQSHjdvtOYM7quqSJNf21RmHxwCH9hck+Tbw4qr6Q1/xyHH2le/S1pswOCQ5ZcSuzTpHK0mSJE3RYrlVac12e9WI/Vf31ZltHwT+huZqwxrtz98Cngr8T5IVpjjO/nqSJEnSgrBYrjjMm6rab6DolCR/B3yP5vaoZwH/PYZ+tx5W3l6JeOJs9ydJkqS7t8VyxaH3Df6ob+rXYPS3/LOuqm6necoTwDZ9uyYzzv56kiRJ0oKwWIJDb87AneYxJFkHWI3R8wrG5fJ2u2pf2chxDpTP9VglSZKkCS2W4HBiu33KkH27DNSZK1u12+V9ZecAFwHbtAvB/Vn7fhvgPJ+oJEmSpIVmsQSH44BzgT2TbN4rTLImcABwM3BkX/m6STZt909bkr9KstKQ8r+hWcztFuBLvfKqKuBTNFdA3jZw2Nva8sOQJEmSFphFMTm6qm5Nsg/Nmg0nJTkKuAbYFdgA2K+qlvcdcgjNgnB7A0t7hUnWBj7QV28lYO0kS/vK9quq3m1IrweekeQHNI9PvQV4NM2VjwL+uap+OzDc99FMmH5TkscCPwUe1x5zGvCRqf8JSJIkSeO1KIIDQFUdn2Rb4CBgD5qT/l8Ab6qqoyfZzGrceYXpVQfKDuSO+QtfB9aiWcdhZ5oVqi8BjgI+UlWnDhnndUm2b9vZFdgRuJjmsa4HjWvVakmSJGkmFk1wAGhP1J82iXpLgCVDypcDmUJ/XwW+OukB3nHcVcBr25ckSZK04C2WOQ6SJEmSxsjgIEmSJKmTwUGSJElSJ4ODJEmSpE4GB0mSJEmdDA6SJEmSOhkcJEmSJHUyOEiSJEnqZHCQJEmS1MngIEmSJKmTwUGSJElSJ4ODJEmSpE4GB0mSJEmdDA6SJEmSOo0lOCTZNcmK42hbkiRJ0twb1xWHLwEXJHlPko3H1IckSZKkOTLOW5UeCLwB+FWS45PsmeSeY+xPkiRJ0piMKzg8GTgKuAkIsB3wWeCiJB9JstmY+pUkSZI0BmMJDlV1fFXtCTwIeDXwc5oAcR/gVcAZSU5J8o9J7j2OMUiSJEmaPWN9qlJVXVlVH62qxwJPAA4DrqEJEVu17y9O8okkjx/nWCRJkiRN35w9jrWqflxV+wLrAv8I/JAmQKwOvBT4UZKfJXlFkjXnalySJEmSus35Og5VdUNVLa2qbYFNaeZCpH39NfBR4PdJDkuyyVyPT5IkSdKdzcsCcElWSPIc4EPAbkD1drXbe9Nclfhlkn+dhyFKkiRJ6jOnwSHJJkneC1wIfBl4GrACcAXwEeBRwIbAO4HL2n37J3n5XI5TkiRJ0l8ae3BIcq8kL0pyEnAWsB/NGg8BTgZeCDy4ql5XVb+qqguq6kDgYTThIoDBQZIkSZpHK46r4SRbAPsAzwfW4I7bkK4AjgQ+WVVnjTq+qq5P8lrgecDDxzVOSZIkSd3GEhyS/IxmojPcERhOBg4FvlRVN02mnar6fRIAV5yWJEmS5tG4rjg8pt1eQbNi9KETXV3ocCR3TJ6WJEmSNA/GFRx+yB1XF26cSUNVtWRWRiRJkiRp2sYSHNo1GiRJkiQtEmN5qlKSTyc5PMlKk6yf3jHjGI8kSZKkmRnX41iXtK9JBYd2HL1jJEmSJC0w87JytCRJkqS7loUSHFZptzfP6ygkSZIkDbVQgsOT2+0l8zoKSZIkSUPNylOVknx6xK5PJLl1gkNXAB4EbEuzVsPJMxzHlsBBwN/QzK/4BfChqvriJI/fCHgh8Dhgi3Zs51fVhiPqbwzsBjyVZnXrtYFLgeOBg6vqV0OOWQq8eNQYqiqj9kmSJEnzZbYex7qEOy/SFmCvSR4f4AbgvdMdQJIdgWOAG4GjgGuAXYGjk6xXVR+cRDNPAt4B3AacBazTUf9dwB7AmcDXgauBv6IJH89L8tSqOmnEsf8GXDmJMUmSJEnzbraCw+/4y+CwQfv+AiZe9fkW4HLgVOBjVfXr6XSeZEXgMOB2YLuqOr0tf2fb9sFJvlxV53c0dRKwNXBGVd2QpGvxum8D762qnw2M5/nAF4CPA48ecexHqmp5R/uSJEnSgjArwWHwVp4kt7c/Pqqqrp+NPjrsBGwEfKYXGtpxXZXkYGApze1B75yokao6Fzh3sp1W1dIR5UclOQh4VJK1q+ryybYpSZIkLURjWTkaOJLmSsMtY2p/0A7t9jtD9h3Tbrefm6H8We+zj5rj8XdJVgduorkt6riq8qlSkiRJWpDGEhyqask42p3Axu32nMEdVXVJkmv76oxdkifQ3KJ0WlVdOaLaRwfeX5xk76o6ZmjtO/dxyohdm01ulJIkSdLkLZTHsc7Umu32qhH7r+6rM1ZJ1gSOoJlv8cYhVU4CdgfWp1m/YmPg7cBawDeSPH4uxilJkiRNxYyvOCRZv/dzVf1usGyqem3cFSVZBfgqsCnwlqo6YbBOVQ0+uvY3wLuS/B44nCZE/H1XX1W19YgxnAI8cWojlyRJkiY2G7cqndduq6+980bU7dLfxlT0rjSMuqqwBnDFtEY0SUnuRfNI1h2BQ6rq4Ck2cQTwn8A2sz02SZIkaaZm41al9L2GlU31NR29uQ13mseQZB1gNYbMf5gt7ZWGbwA7A++rqgOm2kZV3UazrsOqszs6SZIkaeZm44rD3pMsG6cTgTcDT6FZ/K3fLn11Zl0bGr5OExo+UFVvmmY769MsOHf2LA5PkiRJmhUzDg5VdcRkysbsOJr1F/ZM8u99C8CtCRwA3EzziFja8nVpbmu6uKpGTaju1Hd70s7Ah6rqDR311wFWqKrfD5SvRbPWBMDnpzseSZIkaVzGtY7DnKqqW5PsQ7Nmw0lJjgKuAXalWcV6v4FVmg+hWRBub+44YSfJ2sAH+uqtBKydZGlf2X59C7p9giY0XAJck+TAIcNb2tf3psCxSX5Ic+vUZcB6wFOB+wHfA943hY8uSZIkzYlFERwAqur4JNsCBwF70Jz0/wJ4U1UdPclmVqMJFP1WHSg7EOgFhw3b7TrAO0a0eQKwvP35tzRBZUvg2TRXPa4Ffk5zpeFT7VwHSZIkaUFZNMEBoKpOBZ42iXpLgCVDypczhQnaVbXDpAfX1L8AeOlUjpEkSZIWgtlYx+HtszGQnqp652y2J0mSJGnmZuOKw4E06y/MFoODJEmStMDM1q1K011/QZIkSdJdwGw8jnU2FpGTJEmStIB50i9JkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnWZjHYdz2x+rqjYaKJuqP7chSZIkaeGYjcexbthua0jZVM3mehCSJEmSZslsBIcjJlkmSZIk6S5qNtZx2HsyZZIkSZLuupwcLUmSJKmTwUGSJElSp9mY4zApSVYGHgSsDlwDXFRVN89V/5IkSZKmb6xXHNJYkuT7wNXAb4HT2+3VSb6f5MVJMs5xSJIkSZqZsV1xSPJA4OvAlr2igSorA3/Tvl6W5NlVdem4xiNJkiRp+sYSHJLcC/gesClNYLgU+Abwf8C1wGrAo4C/Bx4IPAH4bpLHV9VN4xiTJEmSpOkb1xWH1wGPpFnQ7RDgwKq6ZbBSklcCBwH70wSJ1wLvGdOYJEmSJE3TuOY47EETGj5VVW8ZFhoAquqWqjoA+BTNlYnnj2k8kiRJkmZgXMFho3b7sUnW/492+/AxjEWSJEnSDI0rOPTmKfxukvUvaLc+nlWSJElagMYVHH7dbtebZP1evbPHMBZJkiRJMzSu4HAEzZyFl02y/ito5kR8dkzjkSRJkjQD4woOhwLHAvsmOTDJCsMqJVkhyUHAP7X1Pz6m8UiSJEmagRk/jjXJi0bs+hLNZOe3Afsk+X/ceR2HZwLrAue29V8IHDnTMUmSJEmaXbOxjsNSmtuMJrIuzVWFUR4KfLJtx+AgSZIkLTCztQBcZqkdSZIkSQvQbASHh85CG5IkSZIWsBkHh6o6fzYGIkmSJGnhGtdTlSRJkiQtIgYHSZIkSZ0MDpIkSZI6zdZTlYZKsiKwB7ALsCmwVkefVVUbjXNMkiRJkqZubMEhySOArwGb9IqGVKuB8q71ICRJkiTNg7EEhySrA98GNgCuBI4FdqMJBkcBqwJ/RfMo1wJ+BZw6jrFIkiRJmrlxzXF4GU1o+D3w6Krao2/fS6vq2e0tSdsB/wdsDCyrqr1n0mmSLZN8M8mVSa5LsizJ7lM4fqMkByb5RpLfJ6kkyydx3C5JTkxyTZKrkxyf5MkT1N8kyReTXJ7khiRnJHl5EhfSkyRJ0oI0ruDwTJorCf9eVRePqlRVPwC2Bc4D/j3J46bbYZIdgZPb9r4IfAJYBzg6yesn2cyTgHcATwf+BNw+iX7/gebqyiOBpcARwKOBY5M8b0j9R9FcXXkW8C3g34EVgI+1P0uSJEkLzriCwyPb7TFD9q3Q/6aqrgLeDqwE/Mt0OmsnYR9Gc6K/XVX9U1W9HngM8Gvg4CQbTKKpk4CtgdWr6q+AWzr6vQ/wUeBy4HFV9aqqehXwOOCPwMfb27b6fRxYE3h2Vb2wqt7U1v8+8MokW0/uU0uSJElzZ1zBYc12e1Ff2c3tdrUh9U9st9tPs7+dgI2Az1fV6b3CNpQcDKwMvLirkao6t6qWVdUNk+x3N5onRX20qi7sa+dC4D+AtYHn9MqTbEJze9bxVfWtvvo3A29r3750kn1LkiRJc2ZcT1W6Hlid5oS95yqaE+kNgMHbl3oB5oHT7G+HdvudIft6Vz2mG0pm0u+Bbb9HTqL+D4DrmOQ4k5wyYtdmkzlekiRJmopxXXFY3m7X7Ss7q90OOzHu3Z5z85B9k7Fxuz1ncEdVXQJc21dnNo3st6+sv9+JxnkbzVyPDdtbryRJkqQFY1zBofdt+EP7yo6lWbPhdUl6cyBIsjHwXprJ1D+bZn+9W6OuGrH/6r46s2mifq8eqNNVv3fMPWiu1kyoqrYe9gLOnMS4JUmSpCkZV3D4X5qQsFNf2adoTozXBn6e5KdJTqc50e0FjP8c03gkSZIkzcC4gsNxwOeAG3sFVXUpsFdbtgKwOfDXNE9TCvDhqvryNPvrfYM/6qrCGoz+ln8mJup3jYE6XfV7xxRwzcyHJkmSJM2esdxL3z6V6IVDyv83yabAS4DHAvcEzgW+UFXfn0GX/fMJftK/I8k6NE9yGsfK1OcAj2/7/ePAvmHzGYbNewAgyQo0V17Oq6pbZ3mckiRJ0oyM64rDSFV1QVUdWFXPqqqnVtUrZhga4I7HuT5lyL5dBurMpqn2O1H9bYFVGc84JUmSpBmZ8+AwJsfRXLnYM8nmvcIkawIH0Dyt6ci+8nWTbNrun4kv0tx+9KokD+lr/yHAK2kWhvtqr7yqzqZZZG7HJE/rq78y8K727admOCZJkiRp1s3pYz+ThOa2oWurqmar3aq6Nck+NGsnnJTkKJp5ArvSrBuxX1Ut7zvkEJoF4fYGlvaNb23gA331VgLWTrK0r2y/qrq87feKJK8EPgv8NMnRbZ09gPsBe1TV4HyFVwAnA19r618MPAN4NPAfVfXDaf0hSJIkSWM09uCQZAeaOQ1PAh5CMxG6klwIfB84vKpOmGk/VXV8km2Bg2hO3FcCfgG8qaqOnvDgO6zGnVeYXnWg7ECaKwm9fv8ryeU0Vzb2ppnc/BPg3VX13SHj/GWSrYB30wSGVYFfA/8MfHyS45QkSZLm1NiCQ5JVab7Nf26vqH83sD6wJ83tRf8NLKmq62bSZ1WdCjxtEvWWAEuGlC8fGOdk+/028O0p1D8b2G2q/UiSJEnzZSzBIck9gG/STPgNzRyDE4H/o1nFeTXgUTSrSK9MEy7un2Snqrp9HGOSJEmSNH3juuLwcppbkwr4AvDq3ryAfu2cgn8DXtDW3xdv15EkSZIWnHE9VelFNKHha1W117DQAFBVl1fVXsDXaK5MDM4vkCRJkrQAjCs4PLLdvm+S9d87cJwkSZKkBWRcwaH3qNVfT7L+ZOtJkiRJmgfjCg6/bbcPmGT9Xr1zxzAWSZIkSTM0ruBwNM2chRdOsv6L2u0XxzMcSZIkSTMxruDwEeAM4A1JlkxUMcnewBuA04EPjWk8kiRJkmZgxo9jTbLdiF3vAD4MHJ7kFcBXuPM6Ds8FHg+c19bfCjhppmOSJEmSNLtmYx2HE7hjMvQoW7SvYQI8lOaRrDVLY5IkSZI0i2brJD3zfLwkSZKkMZqN4LDjLLQhSZIkaQGbcXCoqhNnYyCSJEmSFq5xPVVJkiRJ0iJicJAkSZLUaU6eYJRkB2B7YENgDeBqYDlwYlWdMBdjkCRJkjR9Yw0O7RoPnwAeMUGdXwH7VtUPxjkWSZIkSdM3tluVkjwPOI4mNKR9XQNc1G57ZY8Ejk/y3HGNRZIkSdLMjCU4JHkQcASwAs1tSfsDG1TVWlW1XlWtBazfll/Z1juyPU6SJEnSAjOuKw6vAVYBLgW2rKr3VdUF/RWq6sKqeh+wZVtvFeDVYxqPJEmSpBkYV3DYBSjgrVX1m4kqVtVvgbfS3Lb01DGNR5IkSdIMjCs4bNhuj5lk/W8PHCdJkiRpARlXcFip3d4wyfo3DhwnSZIkaQEZV3C4tN1uPsn6j2u3l8z+UCRJkiTN1LiCww9o5iy8I8mEa0W0+99OMyfi5DGNR5IkSdIMjCs4HNputwG+meThwyol2Rj4VlsPmsXiJEmSJC0wY1k5uqp+kOSTwD8BTwbOTnIGcCbN4m+rA5sBj+k77NCq8oqDJEmStACNJTi0XgFcR7OmQ2jmO/QHhbTbAj4EvHGMY5EkSZI0A+O6VYmqur2qXk9zZeHfgJ8BVwG3t9ufteWbVdV+VXX7uMYiSZIkaWbGcsUhyRrtjzdW1VnAa8fRjyRJkqS5Ma4rDlcCfwJ2HlP7kiRJkubQuILDjTRzGE4bU/uSJEmS5tC4gsNFY25fkiRJ0hwa14n9d9vtNhPWkiRJknSXMK7g8GGa25Xe2TdRWpIkSdJd1FiCQ1WdDewBPAQ4LcluSVYbR1/9kmyZ5JtJrkxyXZJlSXafYhv3TPL2JOckuTHJRUk+meQBQ+ouTVIdr7cNHHPCBHWXz/CPQJIkSRqLcT2O9dz2x9uBjYGjgEpyOXD9BIdWVW00zT53BI6hudJxFM0K1bsCRydZr6o+OIk27gF8HdgFWAZ8pR3/PsCTkzyxqi7rO+RrwPIRze0HrNqOaZiDhpRd2TVGSZIkaT6Ma+XoDQfep33d6Vv7ATWdzpKsCBxGE1S2q6rT2/J3AqcCByf5clWd39HUi2lCwxeAvaqq2nZeBnwceDew758HW/U1mvAwOJ4tgHcAv6iqU4d1VFUHTvoDSpIkSfNsXMHhSKYZAqZpJ2Aj4DO90ABQVVclORhYShMK3tnRzkvb7Zt7oaF1KPAGYK8kr6mqGzraeUm7PXxyw5ckSZIWtrEEh6paMo52J7BDu/3OkH29W4W2n6iBJPcCtgLOHrwyUVWV5Fiaqw2PB74/QTurAHsCNwGfnaDenjRXZq4HTgdOqqrbJxqjJEmSNF9mNTgkuT/NSfz6NLcmXQicUFWXzGY/Q2zcbs8Z3FFVlyS5tq/OKBvRTBa/UxsDbW/MBMEBeB6wJnBUVf1pgnqfG3j/6yR7VdWPO8YJQJJTRuzabDLHS5IkSVMxK8EhyQrA+4FXACsN7L4tyWeAf6mqm2ajvyHWbLdXjdh/dV+dmbTRX2+U3m1Knxqx/+s0f1Y/A66gueqwL/BK4Ngkj6mq33X0IUmSJM2p2bri8Fmax69mRB/70Dya9Rmz1N+ClOThwHbAecD3htWpqg8PFJ0FvCbJ1cDbaJ7G9C9dfVXV1iPGcArwxCkMW5IkSeo043UckuwEPL99ey3N043+mebqw8dpvqkP8NQkz5lpfyP0rhKMuhqwBqOvJEyljf56w/wjzWf99MDk6sk4tN262rYkSZIWnNm44rCk3V5E8yjU8/p3JjkEOJHmlpwXA1+dhT4H9c8/+MlA/+sAq9E8lnUi53LHuhPDjJxH0fazAs3nuw34TPeQ7+SPNE+iWnUax0qSJEljNRsrR29Fc8L71sHQAFBVFwJvovkm/gmz0N8wJ7bbpwzZt8tAnaHaR6yeCjwiyQb9+5IE2Bm4Dhg1efnpwIOAb1fV7yc57n5PoPkzWj6NYyVJkqSxmo3gsG67PW6COt9tt10LwE3XcTRXDPZMsnmvMMmawAHAzTRrS/TK102yabu/3yfb7SFtWOjZF3gY8LkJ1nDoXLshyUOT3HdI+YOBj7VvPz/qeEmSJGm+zMatSqvRXHEY+ejRqrqyPQ9PklUmsYDalFTVrUn2oVmz4aQkRwHXALsCGwD7VdXyvkMOobmtaG+axeF6jqCZ5P0C4KFJTgQeDjyXZsLzW4f1n+SBNBO/LwX+3wRD3R74eJLvt+1dATy0PXZVmke0jlz7QZIkSZov41o5eiLDnrw0Y1V1fJJtgYNoTv5XAn4BvKmqjp5kG7cneRawP/BC4LU0gehwmluxLhtx6Itp/iyPqKpbJ+jip8CXgC2ALWlC15XAyTQTqic1TkmSJGmuzUdwGJuqOhV42iTqLeGOSd2D+26iCR8HTaHf9wHvm0S9nwMvmmy7kiRJ0kIxm8FhrySTWeBtwnpVdeSofZIkSZLmx2wGh0907O+tazBRvaJvErMkSZKkhWG2gsNY5i1IkiRJWhhmIzjsPQttSJIkSVrAZhwcquqI2RiIJEmSpIVrNhaAkyRJkrTIGRwkSZIkdTI4SJIkSepkcJAkSZLUyeAgSZIkqZPBQZIkSVIng4MkSZKkTgYHSZIkSZ0MDpIkSZI6GRwkSZIkdTI4SJIkSepkcJAkSZLUyeAgSZIkqZPBQZIkSVIng4MkSZKkTgYHSZIkSZ0MDpIkSZI6GRwkSZIkdTI4SJIkSepkcJAkSZLUyeAgSZIkqZPBQZIkSVIng4MkSZKkTgYHSZIkSZ0MDpIkSZI6GRwkSZIkdTI4SJIkSepkcJAkSZLUyeAgSZIkqZPBQZIkSVKnRRUckmyZ5JtJrkxyXZJlSXafYhv3TPL2JOckuTHJRUk+meQBQ+pumKQmeB04oo91kxye5OK2j7OTvCXJStP86JIkSdJYrTjfA5gtSXYEjgFuBI4CrgF2BY5Osl5VfXASbdwD+DqwC7AM+AqwMbAP8OQkT6yqy4YcegbwtSHlJwzpYx3gR8BDgK8C5wDbA+8GnpDk2VVVXWOVJEmS5tKiCA5JVgQOA24Htquq09vydwKnAgcn+XJVnd/R1ItpQsMXgL16J/BJXgZ8nObkft8hx51eVQdOcrjvBdYDXl5Vn2jbD/B54Pnt6wuTbEuSJEmaE4vlVqWdgI2Az/dCA0BVXQUcDKxMEwq6vLTdvnngW/9DgXOBvZKsMt1BJlkd2KNt69C+cRaw/8AYJEmSpAVjsQSHHdrtd4bsO6bdbj9RA0nuBWwFnD14ZaI9sT8WWBV4/JDDH5Tkn5MckOQlSTYa0c3WwD2BYwdvR2r7PBvYJskKE41VkiRJmmuL4lYlmnkI0MwX+AtVdUmSa/vqjLIRTZC6UxsDbW8MfH9g387t68/dJvkc8LKqum4y4+wrfwSwAc1ViZGSnDJi12YTHSdJkiRNx2K54rBmu71qxP6r++rMpI3+egDXA+8CtgDWAu4L/C3NvIp/AI6chT4kSZKkebdYrjjMi6r6A/D2geLj2qsBPwWem+RxVfXTMfS99bDytu8nznZ/kiRJuntbLFccet/gj/qmfg1Gf8s/lTb6641UVdcDn23fbjOOPiRJkqS5tFiCQ//8g7/QrpuwGqPnFfScS/M411FzIbrmJwy6vN2u2lc2cpx95TcDv5tkH5IkSdKcWCzB4cR2+5Qh+3YZqDNUVd1AMzfhEUk26N/XrrOwM3Ad8ONJjmmrdru8r2wZTTDYuW2zv48NaCZGn1xVt06yD0mSJGlOLJbgcBzNFYM9k2zeK0yyJnAAzcn6kX3l6ybZtN3f75Pt9pCBE/t9gYcBn2sDRq+dxw4GgLb8uTTrRlwBfKtXXlVX06xq/TD6FpJr2zikfXvYJD+zJEmSNGcWxeToqro1yT40azaclOQo4BpgV5pHm+5XVcv7DjmE5sR+b2BpX/kRNAu0vQB4aJITgYcDzwXOA9460PWHgY3aCckXAisAjwO2BW4ClrSL0PXbH9gR+FiSvwV+Q7PGxBOB/0cTLCRJkqQFZbFccaCqjqc5YT+Z5uT/5cClwPOr6oOTbON24FnAgcD9gdfSTG4+HNi6qi4bOOS/gDNpTvpfRnMV4UHAp4DNq+obQ/q4mOY2ps+0430tcD/gbcDzBheGkyRJkhaCRXHFoaeqTgWeNol6S4AlI/bdBBzUvrra+RRNSJiSNjy8ZKrHSZIkSfNl0VxxkCRJkjQ+BgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1WlTBIcmWSb6Z5Mok1yVZlmT3KbZxzyRvT3JOkhuTXJTkk0keMKTu5kne1fbzhyQ3JTk3yceSPHhE+yckqRGv5dP86JIkSdJYrTjfA5gtSXYEjgFuBI4CrgF2BY5Osl5VfXASbdwD+DqwC7AM+AqwMbAP8OQkT6yqy/oO+QSwFXBq2+dN7fuXA7sleVJV/WpEdwcNKbuya4ySJEnSfFgUwSHJisBhwO3AdlV1elv+TpqT+oOTfLmqzu9o6sU0oeELwF5VVW07LwM+Drwb2Lev/ueAf6iq3wyM503Ae4APAs8Y1lFVHTiFjyhJkiTNq8Vyq9JOwEbA53uhAaCqrgIOBlamCQVdXtpu39wLDa1DgXOBvZKs0tf+RwdDQ+sDwA3A9lP5EJIkSdJCtSiuOAA7tNvvDNl3TLud8CQ+yb1objM6e/DKRFVVkmNprjY8Hvh+x3gKuKXdjupvT2BD4HrgdOCkqrq9o93+408ZsWuzybYhSZIkTdZiCQ4bt9tzBndU1SVJru2rM8pGNFdg7tTGQNsb0x0cngesAXxpgjqfG3j/6yR7VdWPO9qWJEmS5txiCQ5rtturRuy/uq/OTNrorzdUkvWAf6e5VeltQ6p8HXg/8DPgCpqrDvsCrwSOTfKYqvpdx1ipqq1H9H8K8MSu4yVJkqSpWCzBYUFIcj/gm8ADgBdV1dmDdarqwwNFZwGvSXI1TdDYD/iXcY9VkiRJmorFMjm6d5Vg1NWANRh9JWEqbfTX+wttaDgOeDTw8qr6r47+Bh3abreZ4nGSJEnS2C2W4NA//+AvJFkHWI3Rcxd6zqV5nOuouRAj51H0hYbHAK+sqkMH60zCH2kmU686jWMlSZKksVosweHEdvuUIft2GagzVFXdQLPmwyOSbNC/L0mAnYHrgB8P7OsPDa+qqo9NefSNJwABlk/zeEmSJGlsFktwOI7misGeSTbvFSZZEzgAuBk4sq983SSbtvv7fbLdHtKGhZ59gYcBn2sDRq+d+wLfpQkNr66q/5hokEke2h4zWP5goBc4Pj9RG5IkSdJ8WBSTo6vq1iT70KzZcFKSo4BrgF2BDYD9qmp53yGH0CwItzewtK/8CGAP4AXAQ5OcCDwceC5wHvDWga7/G9gc+BVw3yQHDhneR6rqyvbn7YGPJ/l+294VwENpVpdeleYRrZ+d0oeXJEmS5sCiCA4AVXV8km2Bg2hO/lcCfgG8qaqOnmQbtyd5FrA/8ELgtcCfgMOBt1bVZQOHbNhuNwXeMaLZpcCV7c8/pVnbYQtgS5q5F1cCJwOfnuw4JUmSpLm2aIIDQFWdCjxtEvWWAEtG7LuJJnwcNIl2Npzi+H4OvGgqx0iSJEkLwWKZ4yBJkiRpjAwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1MjhIkiRJ6mRwkCRJktTJ4CBJkiSpk8FBkiRJUieDgyRJkqROBgdJkiRJnQwOkiRJkjoZHCRJkiR1WnTBIcmWSb6Z5Mok1yVZlmT3KbZxzyRvT3JOkhuTXJTkk0keMMExeyU5te3ziiT/k+Rx4xynJEmSNFdWnO8BzKYkOwLHADcCRwHXALsCRydZr6o+OIk27gF8HdgFWAZ8BdgY2Ad4cpInVtVlA8e8BXg3cD7wCWB14PnAD5M8uapOnu1xSpIkSXNp0QSHJCsChwG3A9tV1elt+TuBU4GDk3y5qs7vaOrFNKHhC8BeVVVtOy8DPk4TEPbt63dj4EDg18ATquqqtvxjNMHjsCSbVdXtszxOSZIkac4spluVdgI2Aj7fOxkHaE/kDwZWpgkFXV7abt/cCw2tQ4Fzgb2SrNJXvjdNAPvXXmho+z2dJnw8Eth2DOOUJEmS5sxiCg47tNvvDNl3TLvdfqIGktwL2Ao4e/Ab/zZEHAusCjx+Bv3OeJySJEnSXFs0tyrRzEMAOGdwR1VdkuTavjqjbEQTpu7UxkDbGwPf7/v52qq6pKP+bI6TJKeM2LXFmWeeydZbb93VxKy7+HdXzHmf/bY+8d3z2r90V7bQ//0u9PFpcfP3b3G7u/39nnnmmQAPm86xiyk4rNlurxqx/+q+OjNpo79e7+c/TLF+Vx9d45zIrddee+0Vy5YtO3cGbcyHzdrtmdNtYNlFszQSSVO10P/9LvTxaXHz929xuyv+/T4MmFZaWkzB4W6lqub+ksIY9a6gLLbPJd0dLPR/vwt9fFrc/P1b3O5uf7+LaY5D7xv8Ud/Wr8Hob/mn0kZ/vd7PU63f1UfXOCVJkqQ5tZiCw7D5BAAkWQdYjdFzF3rOpXlM6qg5BsPmJ5wDrNb2Mdn6Mx2nJEmSNKcWU3A4sd0+Zci+XQbqDFVVN9CspfCIJBv070sSYGfgOuDHM+h3xuOUJEmS5tpiCg7H0Vwx2DPJ5r3CJGsCBwA3A0f2la+bZNN2f79PtttD2rDQsy/NZJLPtQGj5zPArcBb+ttqx/AC4CzgB9MdpyRJkrQQLJrJ0VV1a5J9aNZCOCnJUcA1wK7ABsB+VbW875BDaBZa2xtY2ld+BLAHzUn/Q5OcCDwceC5wHvDWgX5/neRAmhWlz0jyFWB14PltlZf2Vo2e5jglSZKkeZe/XBz5ri/JE4CDgL8BVgJ+AXyoqo4eqLeUNjhU1dKBffcE9gdeCKwH/An4H+CtVXXpiH73Al4DPJrmqsHJwNuq6qczGackSZK0ECy64CBJkiRp9i2mOQ6SJEmSxsTgIEmSJKmTwUGSJElSJ4ODJEmSpE4GB0mSJEmdDA6SJEmSOhkcNHZJliepEa8TplC393rSPH0U6W4ryXOSHJvkj0luTHJeki8kWa+vzl5Jvprkt0muSXJtkl8m+XCSB8/3+IYc87B2jJXkE+Mcnxa3yf7+Jdk4yWeSnJPkhiS/b4/7+/kau4ZLsmQS5yPH9dXfPMnBSY5Jctmwc5zFYNGsHK0F7yrgI0PKlw+8/wiw1pB6awP/DFwBnDZ7w5I0kSQBPgH8E/BboLfa/YOA7WlWvL+grf58YGNgGXAxEGBz4NXAkiTbVtUv53F8/cfdA1g6m2PR3c9Ufv+SbAUcT7Po6zeArwAPAJ4LfD3JgVV10Fx/Bo10Os1CvcM8j2bB32P6yp4NvJlmEeBf05y3LDouAKexS7IcoKo2nEEbrwc+AHy0qv5ldkYmqUuSV9ME+o8B/1JVtw3sX7Gqbm1/vldV3TikjZcAnwK+XFW7zdf4BspfD7wHeAPwYeDQqnrZbI5Ni98U/318E3ga8Oyq+npfnQ2AX9B8mXufqrppjoavaUiyMnARsCbwkKq6tC1/NHBPmr/L+9F8eXJiVe0wT0MdC4ODxm6WgsP/AY8ENq+qM2ZnZJImkmQV4Pc0V/oeMewEfJLtrEFz1fH0qnrsfI8vyabAz4D3A9+j+RbY4KApmervX5JfAZsA96qqmwf2nQz8DbB2Vf1xTEPWLEiyO3A08LWqes6IOuuwSIODtypprtwzyRKay7dXA6dV1Y8mc2CSv6EJDT82NEhz6inAfYDPACu092FvAlwJfLeqfjPJdp7Rbs+c7/ElWQE4AjgHeDfNyZo0HVP9/TsTeATNVYf+Kw7rA38FnGFouEvYp91+al5HMU8MDpor69D8x/XPkpwGvKCqfttx7Eva7d3yH6k0j7Zot7cBP6c5Keq5PcmHq2q/wYPab+QeBdyb5j7gXYDzgLcvgPG9GXgc8MSqurm5RV2alqn+/r0V2Ab4cpJv0NwH35vj8Ftgj/EPWTPR3lb2ZOBC4NvzPJx54VOVNBc+Q/MP7YHAqsBjgc8CWwLHJVl91IFJVgN2B64HvjD+oUrq84B2+zqaW42eAKwObEdz0vP6JC8fctzuwDto5g88nea2oJ2r6rz5HF+Sx9CEl/dX1U9meSy6+5nS719V/Qp4Is2/h+cC+wP/SBM8PkMTHrSw7U1z7rx0cD7L3YXBQWNXVQdV1feq6g9VdX1VnV5VL6IJDxsAL53g8D2A1YAvVdXVczFeSX/W+3/EzTQTOk+rqmur6vvAbsDtwOsHD6qq51VVaG7j2Am4BfhJkp3ma3zthMYjgN8w+kkp0lRM6d9HkicAp9DMidiC5ou0jYAjgX/DL8cWtPZJbHsDBXx6noczbwwOmk+HttttJqjjbUrS/Lmq3f64qi7q31FVZwLnAhslWWvYwVV1ZVUdDzwVuAE4MslK8zS+N9PcR763T63RLJn071/7e38UTZh4TlX9tP0i7dyqeh3wNWC3JBP9/1Dz62+B9YHvjeHq6V2GwUHz6fJ2u+qwnUkeBWwN/KqqfjBno5LUc3a7vXLE/l75KhM10l4tXAY8GHj4bAysNZXxPZbm/3nL+hdwonmiEsC+bdnXZnF8Wtym8vu3KfBQ4EdVdf2Qur3fw1l76phm3d16UnSPk6M1n7Zqt8tH7O9dbTh8/EORNETvZOaRgzvab1AfDlwHXDaJth7Ubm+ZnaEBUxvfsdzxZUW/dWnmYfwKOJnm/nNpMqby+9f7/b//iLZ65V4NW4CS3A94FvAn4KvzPJx5ZXDQWLXPS//d4Dcsbfl727efH3LcSsALaU4yjhz3OCXdWVX9Nsl3gKck2aeq+r9p259mlff/qqpb24ccPKiqzh5sJ8k/0kwcPWcKj3Cd1fEB/zmsjSQ70ASHE13HQVMxxX8fZ9I8inybJE+pqu/0KiZZD9iX5t75E+fuE2gKXgisTPP3ebcOdwYHjdvzgdclOQk4n+bbl01o/ke9EnBIVZ005Li/p/kG5r+r6g9zNVhJd/IK4IfAYUmeTfPN/GNpJj2fT/PkJGhWSj0ryY/bOr+nmRy9Jc3jT68GXjyP45PGYVK/f1V1U5I30Mzt+1aS/2nrrkPzhKXVgA9W1a/n/BNoMjrnW7ZfiO7fvu3dvrlpkqW9OlW1ZByDm0uuHK2xSrI9zX9YH0vzONZ709wu8CPgY/3fugwc902aRXKeXlXfmqPhShqi/Ub0nTSTnO8HXAJ8A3hnL9gnWRV4I7ADzZcD96N52sxy4DvAh6rqwvka3wTH7oArR2sGpvL7l2Rn4NU0t+reB7gWOAP4ZFV9bi7Hrclpn4b1I+DUqtpqgno7cMfta0O1T5u7SzM4SJIkSerkU5UkSZIkdTI4SJIkSepkcJAkSZLUyeAgSZIkqZPBQZIkSVIng4MkSZKkTgYHSZIkSZ0MDpIkSZI6GRwkSZIkdTI4SJIkSepkcJAkSZLUyeAgSRopyZIk1b6WTFDvIUnekeT7SS5LcnOSK5L8ui37zyQvSHLfGY5nkyTvS3Jqkj8luSXJH5OcleR7ST6U5NlJVhty7A59n2WHmYxDku6OVpzvAUiS7tqS/CPw78CqA7vWal8bA9sCrwD+E3jlNPt5C3Agd/5/133b16bAjsBrgTcAH5hOP5Kk4QwOkqRpS/Jc4PD27R+BDwHfAi4AClgX2AJ4OvCMGfTzWuDd7dsLgPcD3wMupvl/2YOBJ7R97DLdfiRJo6Wq5nsMkqQFqr096TPt272raunA/t8CDwOuBh5XVb+doK01gYdX1U+mOIZ7A5cCqwG/A7aoqssnqP9AYO2q+uVU+pEkTcwrDpKkaUnycJrQAPDFiUIDQFVdBUwpNLT+hiY0AHxyotDQ9nMpTdCQJM0iJ0dLkqbrAX0/X73Q+5locnSSE/r2db2Wj2g/SZ6T5EtJfpfkxiRXJflZkncnuX/H+B6f5NNJzk5yXZKbklyU5PQkhyXZY7qfXZJmg1ccJEnT9ae+n3dKskJV3TbmfnYGPjqGPmYkydrAl4HtB3bdE9i8fb0iyXOr6oQhx78a+DCQgV3rtq/HAPsk+UpV3Tqrg5ekSfKKgyRpus6mmXMAzYnxfyd5QpLBk9+Z+iFwXfvzM5McnuTRs9zH04DVJ3jtDtze1v2L263aORjH0YSGa4B3AI8F7gc8BNgTOAe4D/CNJJsMHL8x8EGa0HA6sBuwUVv/wW27bwX+b/Y+riRNnZOjJUkjTWJy9HOAr/CX35T/kebk+qfAMuDEqrpyhuN4Dc038v0uBn4M/IwmXHy/qq6foI0dgOPbtzsO++Z/xHGbA9+nmWdxOvCkqrq2b/97gDcBVwDbVNVZQ9pYCzgNeDjw1ap6bt++V9E8zvY24IFV9cfJjEuS5ppXHCRJ01ZVX6V5BGr/xOj7AU8B9ge+Blya5Kj2m/Xp9vMRYAlwSV/xusAzgbcD3277+USSdafbz6Ak6wH/SxMaLgSeMRAaVqFZnwLgkGGhoR3/lcC/tm+f1T5hqqd32/D1NOFDkhYkg4MkaUaq6lvAI4Cn0izwdjpwS1+VlYE9gJ8ledoM+jkC2BDYlWbtiLO44/YhaE7u9wXOSLLFdPvpaU/uvwk8iGZS9jOq6qKBalvT3MoE8L0kq416AWe29e5Bs7ZFz0/b7erA0iTrz3TskjQOTo6WJM1YOyn6mPZFkpVp7vN/Ks3J/Lo0K0sfnWTj9pGp0+nnJuC/21dvfsHjaa487EOzUvX9aeZbPKKqbpxOP0lWopnsvBlwK7B7Vf18SNVH9v384yl08ecnRVXViUm+QhOIXgi8MMkvgR8AJwPfraqLp/gRJGnWecVBkjTrqurmqvpRVR1EczXiR+2u1YGXzGI/11fVSVX1BpqT+PPaXesDzx19ZKdDgb9tf35FVR0zot5a02z/XgPvnw+8muYqCsCjaQLXkcCFSb45hgnhkjQlBgdJ0lhV1TXAv/QVbTmmfi6hmVcxo36SvB3Yu337nqo6bILq1/T9vH5VZZKvpQNjv7Wq/r2qHkUTenYH/g34Nc3/q58GLDM8SJpPBgdJ0lz4Rd/P916o/SR5EXBQ+/Yo4ICOQ/onhU978ne/qrqgqr5UVa+pqkcA/wAUzRyO/Sc+WpLGx+AgSZoL/RN+BycYL4h+kuwEfKp9ezKwpLqfWX4icEP7815T6W+yqupz3BGIHjlRXUkaJ4ODJGlakmyU5L1J1umotwJwcF/Rt6fYzzZJ3jzwCNNh9e5Ns/jalPtpbwH6b2AlmsXantVOxJ5Q+2jWj7VvlyTZfRJ9PXLg/Sbtn9Go+qvQLAQHzRoZkjQvfKqSJGm6VgHeCLw2yTHA/9AscnYRcCPN0422opnf0JtvcCrN04qm4j40weNtSb5BEwh+QrOmw63AOsCTgNfRTMQG+EpV/WhIW3fSPir1f4E1gato5hfc1JYPc/vAQnNvB3YEHgccleRZNJOaf0Gz4vUawCbAtsDzgJtongTVcwCwY5IvAd+jWSH6ynY8m9PcnnS/tu7nJvOZJGkcDA6SpOm6keYk+J7A37WviRwH7NE+unUqrqNZVXkVmvUg9uiofxTwj1Nof21gg/bnNWlWop7I+TTrSQDNk52S/C1NWPg7YM/2NcopQ8rWB17fvkb5t6o6smNskjQ2BgdJ0rRU1W+S3B/YGdiO5hv3jWi+HV+B5olD59Gsb/DFqjpumv0cn+SBwC40VxYeAzyM5koENIuz/RZYBny+qk6d9oeapqq6Anhmku2BFwHb0Cwcd2+aP4flNFdJeldm+r0R+A7NVYvH0qx5cX+aRfR+B/wQOLyqfjj2DyJJE0j3vC9JkiRJd3dOjpYkSZLUyeAgSZIkqZPBQZIkSVIng4MkSZKkTgYHSZIkSZ0MDpIkSZI6GRwkSZIkdTI4SJIkSepkcJAkSZLUyeAgSZIkqZPBQZIkSVIng4MkSZKkTgYHSZIkSZ0MDpIkSZI6GRwkSZIkdTI4SJIkSepkcJAkSZLUyeAgSZIkqdP/Bz/HyWgsLRsPAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, @@ -327,6 +399,78 @@ " )\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9f685a4b-89d5-4d08-abf6-d7f9bee7f125", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average pre-processed size: 69.0000\n", + "Average post-processed IS size: 69.0000\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "results_filename = \"1_shot.json\"\n", + "result_json = open_json(results_filename)\n", + "\n", + "independent_set_sizes, raw_bitstrings = analysis_MIS(graph, result_json)\n", + "\n", + "(max_indices,) = np.where(independent_set_sizes == independent_set_sizes.max())\n", + "num_shown = min(len(independent_set_sizes), 1)\n", + "\n", + "figure = plt.figure(figsize=(25, 15))\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1, num_shown, i + 1)\n", + " color_lookup = {0: \"r\", 1: \"k\"}\n", + " seqs_color = [\n", + " color_lookup[raw_bitstrings[max_indices[i]][j]]\n", + " for j in range(len(raw_bitstrings[max_indices[i]]))\n", + " ]\n", + " visualize_graph(\n", + " axes, graph, {a: points[a] for a in range(len(points))}, node_colors=seqs_color\n", + " )\n", + "plt.show()" + ] } ], "metadata": { diff --git a/work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb b/work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb index 2d705388..dbe3dd41 100644 --- a/work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb +++ b/work/lieb/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb @@ -2,17 +2,25 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0;35mYou have already enabled qBraid Quantum Jobs in the amazon_braket environment.\u001b[0m\n" + ] + } + ], "source": [ "!qbraid jobs enable amazon_braket" ] }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 13, "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", "metadata": {}, "outputs": [], @@ -38,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 14, "id": "731287c5-8f76-41b0-967e-cd23924dfa01", "metadata": {}, "outputs": [], @@ -48,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 15, "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", "metadata": {}, "outputs": [ @@ -96,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 16, "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", "metadata": {}, "outputs": [], @@ -120,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 17, "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", "metadata": {}, "outputs": [ @@ -156,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 18, "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", "metadata": {}, "outputs": [ @@ -186,6 +194,7 @@ "unitdisk_radius = 1.03 # 1 —> sqrt2\n", "# Find blockade radius\n", "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", "\n", @@ -202,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": 19, "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", "metadata": {}, "outputs": [ @@ -242,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 20, "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", "metadata": {}, "outputs": [], @@ -255,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 45, "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", "metadata": {}, "outputs": [ @@ -263,49 +272,54 @@ "name": "stdout", "output_type": "stream", "text": [ - "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/b3def40f-8384-43cd-b191-993bb1d82565')\n" + "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/d401b122-0a52-4858-a0f2-9df453627722')\n" ] } ], "source": [ - "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", + "raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", - "nshots = 50\n", + "nshots = 1\n", "task = qpu.run(ahs_program, shots=nshots)\n", "print(task)" ] }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 46, "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[46], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mtask\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresult\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m save_result_json(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr=1.03, df=80e6, a=15.8, nshots=1, trial=2.json\u001b[39m\u001b[38;5;124m\"\u001b[39m, result)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/braket/aws/aws_quantum_task.py:337\u001b[0m, in \u001b[0;36mAwsQuantumTask.result\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 335\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 336\u001b[0m async_result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39masync_result()\n\u001b[0;32m--> 337\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43masync_result\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loop\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_until_complete\u001b[49m\u001b[43m(\u001b[49m\u001b[43masync_result\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 338\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m asyncio\u001b[38;5;241m.\u001b[39mCancelledError:\n\u001b[1;32m 339\u001b[0m \u001b[38;5;66;03m# Future was cancelled, return whatever is in self._result if anything\u001b[39;00m\n\u001b[1;32m 340\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_logger\u001b[38;5;241m.\u001b[39mwarning(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTask future was cancelled\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/nest_asyncio.py:84\u001b[0m, in \u001b[0;36m_patch_loop..run_until_complete\u001b[0;34m(self, future)\u001b[0m\n\u001b[1;32m 82\u001b[0m f\u001b[38;5;241m.\u001b[39m_log_destroy_pending \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m 83\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m f\u001b[38;5;241m.\u001b[39mdone():\n\u001b[0;32m---> 84\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_once\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 85\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stopping:\n\u001b[1;32m 86\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n", + "File \u001b[0;32m~/.qbraid/environments/aws_braket_kwx6dl/pyenv/lib/python3.9/site-packages/nest_asyncio.py:107\u001b[0m, in \u001b[0;36m_patch_loop.._run_once\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 100\u001b[0m heappop(scheduled)\n\u001b[1;32m 102\u001b[0m timeout \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m 103\u001b[0m \u001b[38;5;241m0\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m ready \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stopping\n\u001b[1;32m 104\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mmin\u001b[39m(\u001b[38;5;28mmax\u001b[39m(\n\u001b[1;32m 105\u001b[0m scheduled[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39m_when \u001b[38;5;241m-\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtime(), \u001b[38;5;241m0\u001b[39m), \u001b[38;5;241m86400\u001b[39m) \u001b[38;5;28;01mif\u001b[39;00m scheduled\n\u001b[1;32m 106\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[0;32m--> 107\u001b[0m event_list \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_selector\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mselect\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 108\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_process_events(event_list)\n\u001b[1;32m 110\u001b[0m end_time \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtime() \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_clock_resolution\n", + "File \u001b[0;32m/opt/conda/lib/python3.9/selectors.py:469\u001b[0m, in \u001b[0;36mEpollSelector.select\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 467\u001b[0m ready \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m 468\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 469\u001b[0m fd_event_list \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_selector\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpoll\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_ev\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 470\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mInterruptedError\u001b[39;00m:\n\u001b[1;32m 471\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ready\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], "source": [ - "result = task.result()\n", - "save_result_json(\"r=1.03, df=80e6, a=15.8, nshots=50.json\", result)" + "# result = task.result()\n", + "# save_result_json(\"r=1.03, df=80e6, a=15.8, nshots=1, trial=2.json\", result)" ] }, { "cell_type": "code", - "execution_count": 158, - "id": "1173bc59-540e-4283-af27-e048949b9ae2", + "execution_count": null, + "id": "a452119c-659c-46e4-a9d9-e41736c3c961", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", - "nx.draw(graph)" + "filename = \"r=1.03, df=80e6, a=15.8, nshots=10, trial=1.json\"\n", + "result_json = open_json(filename)" ] }, { @@ -326,8 +340,7 @@ } ], "source": [ - "filename = \"r=1.03, df=80e6, a=15.8, nshots=50.json\"\n", - "result_json = open_json(filename)\n", + "\n", "num_measurements = len(result_json[\"measurements\"])\n", "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", "\n", @@ -409,266 +422,6 @@ " \n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": 63, - "id": "a16ecc13-bb1b-41d1-96b9-79e6bc859295", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average pre-processed size: 43.6200\n", - "Average post-processed IS size: 42.6250\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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tWkREjAXdJpLXAP9W5rV6Fpho+xfA8azj8d+IiNgwdZtInmlZ/wWwY1l/HNiuJy2KiIgxpdvB9puAPYAfA1cCJ0l6GfCXwM29bVpERIwF3fZI/gG4p6x/GFhF9UXErXj+FxQjImIc6KpHUr5FPrS+iuox4IiIGMe6/h4JgKRXAr9bNm+zvax3TYqIiLGk2++RbA2cCRzCb95iKEmXAO+w/UCP2xcRES9w3Y6RfAnYCdgH2LQs+wLTgTN627SIiBgLur219UbgANvXtpRdI+mvge/2rlkRETFWdNsjWQX8cpjyJ4Dc1oqIGIe6TSTzgc9ImjJUUNb/mcyzFRExLnXyhsRbALcUTQeWSxp6N/rQvFvbUI2hRETEODLaNyRGREQAnb0h8cR+NCQiIsamUb0hUdL+kuZKeo+k/bqoN0vSHZIGJc0bZv9ESReW/ddLmlbKj5a0pGVZI2n3su/Kcs6hfduM5poiImJ0uv1C4hTgG8Dr+c2cW9tJGgD+zPY9a6k7ATgNOBBYASyWtMD2bS2HHQc8ZHsnSbOp3nFypO3zqd6DgqTdgG/aXtJS7+jW6VsiIqJ/uu2RfJbqPSQ72d7e9vbAjFL22XXU3RMYtL3M9jPABcChbcccCpxT1i8GDpCktmOOKnUjIuIFoNtEciDwHtt3DRWUebbeW/atzRTg7pbtFaVs2GNsrwYeAbZuO+ZI4GttZV8ut7U+MkziiYiIBo1mjMQdlvWcpL2AJ2zf2lJ8tO3dqKZt2Qd46wh150gakDSwatWqPrQ2ImJ86DaRfA/4nKTthwok7QB8puxbm5XA9i3bU0vZsMdI2hjYgud+Y342bb0R2yvLz8eAr1LdQnse26fbnml75uTJk9fR1IiI6FS3ieS9wG8ByyT9VNJPgTtL2XvXUXcxMEPSdEmbUCWFBW3HLACOKeuHA1eU98MjaSPgL2gZH5G0saRJZf1FwMHArURERN90O2njA1S/8e8H7FzKbre9zgkbba+WNBdYBEwAzrK9VNJ8YMD2Aqop6s+VNAg8SJVshuwL3N327pOJwKKSRCZQTRyZWYgjIvqo40RSHt99BHit7cuBy7sNZnshsLCt7ISW9aeAI0aoeyWwd1vZL6keRY6IiPWk40Ri+9lyK2uTBtsTEbFW0+Zd2ti5l59yUGPn3pB1O0byj8ApQ+MSERER3Y6RvJ9q9t+VklbQ9m4S26/pVcMiImJs6DaRXEz1nZF86S8iIoAOE4mkFwOfAg4DXkT1nZG/sX1/c02LiIixoNMxkhOBY4FLqb4Q+CfA5xtqU0REjCGd3tp6C3Cc7QsAJJ0PXCNpgu1nG2tdRES84HXaI9keuHpow/YNwGpguyYaFRERY0eniWQC8Exb2Wq6H6yPiIgNTKeJQMB5kp5uKdsUOEPSE0MFtg/pZeMiIuKFr9NEcs4wZef1siERETE2dZRIbL+96YZERMTYNJoXW0VERPxaEklERNSSRBIREbUkkURERC1JJBERUUsSSURE1JJEEhERtSSRRERELX1NJJJmSbpD0qCkecPsnyjpwrL/eknTSvk0SU9KWlKWL7TUeb2kW0qdz0rKS7ciIvqob4lE0gTgNOBNwC7AUZJ2aTvsOOAh2zsBpwKfbNl3p+3dy/KulvLPA+8EZpRlVlPXEBERz9fPHsmewKDtZbafAS4ADm075lB+M6/XxcABa+thSNoW2Nz2dbYNfIXqLY4REdEn/ZwGfgpwd8v2CmCvkY6xvVrSI8DWZd90ST8AHgU+bPvqcvyKtnNOGS64pDnAHIAddtih3pVswKbNu7Sxcy8/5aDGzh0R689YGWz/ObCD7dcBfw98VdLm3ZzA9um2Z9qeOXny5EYaGRExHvUzkayketPikKmlbNhjJG0MbAE8YPtp2w8A2L4RuBN4VTl+6jrOGRERDepnIlkMzJA0XdImwGxgQdsxC4BjyvrhwBW2LWlyGaxH0iuoBtWX2f458KikvctYytuAb/XjYiIiotK3MZIy5jEXWET16t6zbC+VNB8YsL0AOBM4V9Ig8CBVsgHYF5gv6VfAGuBdth8s+94NnA1sBlxWloiI6JO+vnPd9kJgYVvZCS3rTwFHDFPv68DXRzjnALBrb1saERGdGiuD7RER8QKVRBIREbUkkURERC1JJBERUUsSSURE1JJEEhERtfT18d/oXua+iogXuvRIIiKiliSSiIioJYkkIiJqSSKJiIhakkgiIqKWJJKIiKgliSQiImpJIomIiFqSSCIiopYkkoiIqCVTpERErENTUxVtKNMUpUcSERG1JJFEREQtfU0kkmZJukPSoKR5w+yfKOnCsv96SdNK+YGSbpR0S/m5f0udK8s5l5Rlmz5eUkTEuNe3MRJJE4DTgAOBFcBiSQts39Zy2HHAQ7Z3kjQb+CRwJHA/8Gbb90jaFVgETGmpd7Ttgb5cSEREPEc/eyR7AoO2l9l+BrgAOLTtmEOBc8r6xcABkmT7B7bvKeVLgc0kTexLqyMiYq36mUimAHe3bK/gub2K5xxjezXwCLB12zF/Dtxk++mWsi+X21ofkaThgkuaI2lA0sCqVavqXEdERLQYU4Ptkl5Ndbvrr1uKj7a9G7BPWd46XF3bp9ueaXvm5MmTm29sRMQ40c9EshLYvmV7aikb9hhJGwNbAA+U7anAN4C32b5zqILtleXnY8BXqW6hRUREn/QzkSwGZkiaLmkTYDawoO2YBcAxZf1w4ArblrQlcCkwz/Y1QwdL2ljSpLL+IuBg4NZmLyMiIlr1LZGUMY+5VE9c3Q5cZHuppPmSDimHnQlsLWkQ+Htg6BHhucBOwAltj/lOBBZJuhlYQtWjOaNf1xQREX2eIsX2QmBhW9kJLetPAUcMU+8k4KQRTvv6XrYxIiK6k7m2utTUnDuw4cy7ExHjy5h6aisiIl54kkgiIqKWJJKIiKgliSQiImpJIomIiFqSSCIiopYkkoiIqCWJJCIiakkiiYiIWpJIIiKilkyREhHxAtPUVExNTcOUHklERNSSRBIREbUkkURERC1JJBERUUsSSURE1JJEEhERtSSRRERELUkkERFRS18TiaRZku6QNChp3jD7J0q6sOy/XtK0ln0fKuV3SHpjp+eMiIhm9S2RSJoAnAa8CdgFOErSLm2HHQc8ZHsn4FTgk6XuLsBs4NXALODfJU3o8JwREdGgfvZI9gQGbS+z/QxwAXBo2zGHAueU9YuBAySplF9g+2nbdwGD5XydnDMiIhok2/0JJB0OzLL9V2X7rcBetue2HHNrOWZF2b4T2Av4GHCd7fNK+ZnAZaXaWs/Zcu45wJyy+TvAHT2/yOebBNzfhzjrK976iJl4Yzve+oiZeL2zo+3J7YXjZtJG26cDp/czpqQB2zM31HjrI2bije146yNm4jWvn7e2VgLbt2xPLWXDHiNpY2AL4IG11O3knBER0aB+JpLFwAxJ0yVtQjV4vqDtmAXAMWX9cOAKV/feFgCzy1Nd04EZwA0dnjMiIhrUt1tbtldLmgssAiYAZ9leKmk+MGB7AXAmcK6kQeBBqsRAOe4i4DZgNfAe288CDHfOfl1TB/p6K209xFsfMRNvbMdbHzETr2F9G2yPiIgNU77ZHhERtSSRRERELUkkPSJpU0k3SPqhpKWSTizlB0i6SdISSf8jaaeG4+1f4t0q6Zzy9FvPlBkFfiDpkrI9vUxnM1imt9mk4XhzSyxLmtTLWCPEO79MwXOrpLMkvajheGeWv9ObJV0s6SW9jDdczJbyz0p6vOl4ks6WdFf5P7FE0u4Nx5OkkyX9WNLtkt7bcLyrW67tHknfbDheI58x3Ugi6Z2ngf1tvxbYHZglaW/g88DRtncHvgp8uMF4/4dqZoDZtncFfspvnoLrlb8Fbm/Z/iRwapnW5iGqaW6ajHcN8CdU19aE9njnAzsDuwGbAX/VcLy/s/1a268BfgY878u1DcRE0kxgqwZiDRsP+IDt3cuypOF4x1J9TWBn279LNQNGY/Fs7zN0bcC1wH82GY/mPmM6lkTSI64M/Tb3orK4LJuX8i2AexqM9yzwjO0fl/LLgT/vRTwASVOBg4AvlW0B+1NNZwNVEjusqXgAtn9ge3mvYnQQb2H5szbVI+dTG473aNknqsTV06dhhoupas66TwEf7GWskeI1aYR4/xeYb3sNgO37Go43tG9zqv8f32w4XiOfMd1IIumh0uVcAtwHXG77eqrfYBdKWgG8FTilqXhUH3Qbl98uofouzvYjVB+Nz1B92Kwp21sDD9teXbZXAFMajNe0EeOVW1pvBf6r6XiSvgzcS9UT+lwP440Ucy6wwPbPexxrpHgAJ5fbd6dKmthwvFcCR0oakHSZpBkNxxtyGPC9oV8OGozX2GdMp5JIesj2s6V7ORXYU9KuwN8Bf2p7KvBl4F+aikc1O/Js4FRJNwCPUfVSapN0MHCf7Rt7cb4xGO/fge/bvrrpeLbfDmxHdfviyF7EGymmpO2AI+h9wlrbNX6IKknuAbwUOL7heBOBp8o0ImcAZzUcb8hRwNd6EWsd8Rr7jOmY7SwNLMAJwAeAO1vKdgBuazDe+9vK3gBc1KPzf4Kqx7Gc6rflJ6jGD+4HNi7H/D6wqMF457XsXw5M6uGf34jxgI9S3Z7YqB/xWo7ZF7ik4ZgPlfXlZVlDNaN2v65xv15d40jxgB8B08sxAh7pw7+ZSVTTO23a8N/fpf36jFlr2/odcENdgMnAlmV9M+Bq4ODyQfuqUn4c8PWG421TyiYC36MakO/1tf76Pz/wH1SD+wBfAN7dZLyWsuX0MJGs5fr+CvhfYLMG/+3sB1xSPuR2KmUCPg18uulrbCt/vA9/ptu2XONngFMajncK8I6W8sVN/3kC7wLO6cO/mY2b+ozpZhk3s//2wbbAOWXgciOqnsAlkt4JfF3SGqrf/t7RcLxPlS7wRsDnbV/Ro3gjOR64QNJJwA+oprlpTHl084PAy4GbJS10eY1AQ75A9YTYtdX4N/9pe35DsUT1d7p5Wf8h1UDxhuZ8SZOprnEJ1Yduk04pMf8OeJzeP3k3nNn0YazC1dRTTX3GdCxTpERERC0ZbI+IiFqSSCIiopYkkoiIqCWJJCIiakkiiYiIWpJIIl5AJO3X1MzGEU1JIonoQJn6/JKW7RdL+riqKe2fknS/pGskHbWO8xwm6VpJD0t6XNKPJLVOwPe/VN8ReqChS4nouXwhMWJ0vgD8AdWU3rdSTcG+N9XcUcOSdADVTAAfBd5ONQ/azrTMmGz7GarpLyLGjPRIIkbnEOATti+xvdzV9Paft33aWuq8Gbje9sdt/8j2T2x/2/av3+HSfmtL0vKy3b5MK/u3kHS6pPskPSbpqpbZn4f2n1v2PyVpmaT3NfInEuNWEknE6NxL9TKxLbqss7Ok13ZRZw+qW11DyyVUkxD+oryz5FKqqfsPBl4HfB+4QtK2pf5JVC/lOhj4HarpM1Z2ET9inXJrK2J05lBmP5Z0C9XYxrdsX76WOp8D9gGWlHdHXA98l2rG2GFfcWt71dC6pOOpZljey/aTkvanejvmZNtPlsM+IunNVO+l+CdgR+Am2zeU/U29WTLGsfRIIkbB9veBV1C9Ae8i4FXAdyR9cS11fmn7IGAn4ETgYaqpwZdKetna4pXkcCLw57bvLMWvB14MrCoD94+reuf6rlQvc4LqNaxHqnoP/Kcl/dHorjhiZEkkEaNk+1e2r7Z9iu03AB8B5gyNX6yl3p22v1RmLf49qpdYjTjLb3lB2vnAe2xf1bJrI+AXVL2S1mXn0hZsX0bVK/k01TsyLi1vYIzomdzaiuid28rPl3RRZznVC4qGrVMG3b8NnGG7fYr+m4CXAWtsLxspgO37gXOBcyVdBnxN0rtsP91FOyNGlEQSMQqSrqR6jeoA1Xc+dgE+TjUQfvsIdT5GdStqIdVYxZbAe6mSyIIRQn2danD8nyW9vKV8FdX4yjXAtyR9sMR+OTAL+K7tqyXNp0o4S6n+v78FWJYkEr2URBIxOouoBrRPpkoE9wKXA/NtPztCnauAdwPnUPUkHqX6gD+kjLkMZ9/ys/1Jq+m2l0v6U6ons84AtqG61XUN8JVy3NOljdOBp4DrqB5DjuiZvNgqIiJqyWB7RETUkkQSERG1JJFEREQtSSQREVFLEklERNSSRBIREbUkkURERC1JJBERUcv/B0eJNfw7BDabAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for df in [40, 45, 50, 55, 60, 70, 80]:\n", - " filename = f\"r=sqrt(sqrt(2)), df={df}e6.json\"\n", - " result_json = open_json(filename)\n", - "\n", - " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", - "\n", - " # ind, = np.where(IS_sizes==IS_sizes.max())\n", - " # n_show = min(len(ind),1)\n", - "\n", - "# figure = plt.figure(figsize=(25,15))\n", - "# for i in range(n_show):\n", - "# axes = plt.subplot(1,n_show,i+1)\n", - "\n", - "# color_lookup = {0:\"r\",1:'k'}\n", - "# seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", - "# visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", - "\n", - "# plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "307b3f26-8dc1-437e-84ac-1a4aea803e8e", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/work/lieb/lieb_lattice.ipynb b/work/lieb/lieb_lattice.ipynb index 2d705388..3aa689b5 100644 --- a/work/lieb/lieb_lattice.ipynb +++ b/work/lieb/lieb_lattice.ipynb @@ -2,25 +2,17 @@ "cells": [ { "cell_type": "code", - "execution_count": null, - "id": "3d048817-103f-4ca3-8a5a-6a5e87036058", - "metadata": {}, - "outputs": [], - "source": [ - "!qbraid jobs enable amazon_braket" - ] - }, - { - "cell_type": "code", - "execution_count": 105, + "execution_count": 25, "id": "42803af8-093b-4b4c-9b60-f3a41c44e1cf", "metadata": {}, "outputs": [], "source": [ - "import numpy as np\n", "import json\n", - "import matplotlib.pyplot as plt\n", "from pprint import pprint as pp\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", "import networkx as nx\n", "\n", "from braket.aws import AwsDevice\n", @@ -29,26 +21,34 @@ "from braket.devices import LocalSimulator\n", "\n", "from quera_ahs_utils.plotting import show_global_drive, show_register\n", - "from quera_ahs_utils.drive import get_drive \n", + "from quera_ahs_utils.drive import get_drive\n", "\n", - "from iquhack_utils import find_UDG_radius, visualize_graph, get_blockade_radius, get_graph_from_blockade_radius, C6, save_result_json, open_json\n", + "from iquhack_utils import (\n", + " find_UDG_radius,\n", + " visualize_graph,\n", + " get_blockade_radius,\n", + " get_graph_from_blockade_radius,\n", + " C6,\n", + " save_result_json,\n", + " open_json,\n", + ")\n", "\n", "from utils import postprocess_MIS, analysis_MIS" ] }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 28, "id": "731287c5-8f76-41b0-967e-cd23924dfa01", "metadata": {}, "outputs": [], "source": [ - "plt.rcParams['figure.dpi'] = 140" + "plt.rcParams[\"figure.dpi\"] = 140" ] }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 3, "id": "ff67e972-f4bb-4b02-9476-a084b4061d9c", "metadata": {}, "outputs": [ @@ -96,14 +96,14 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 26, "id": "5c14302c-bbab-4d1b-93e7-0ad1d47f0dfd", "metadata": {}, "outputs": [], "source": [ "def lieb_lattice(num_rows=1, num_columns=1):\n", " points = []\n", - " \n", + "\n", " for x in range(1, (num_columns + 1) * 2, 2):\n", " for y in range(1, (num_rows + 1) * 2, 2):\n", " center = np.array([x, y])\n", @@ -112,15 +112,15 @@ " points.append(center + np.array([0, -1]))\n", " points.append(center + np.array([1, 0]))\n", " points.append(center + np.array([-1, 0]))\n", - " \n", + "\n", " points = np.unique(np.array(points), axis=0)\n", - " \n", + "\n", " return points" ] }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 29, "id": "769ff901-145a-439e-8cce-bb5c7c3177b8", "metadata": {}, "outputs": [ @@ -148,7 +148,6 @@ "points = lieb_lattice(num_rows=4, num_columns=5)\n", "points = np.delete(points, 40, axis=0)\n", "\n", - "# print(f\"Points: {points}\")\n", "print(f\"# Points: {len(points)}\")\n", "plt.scatter(*zip(*(points)))\n", "plt.show()" @@ -156,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 31, "id": "493d2b2f-8c33-4a66-bf84-c9c123bd3984", "metadata": {}, "outputs": [ @@ -164,8 +163,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Blockade Radius: 6.385e-06m\n", - "Unit Disk Radius: 1.030\n" + "Blockade Radius: 6.385e-06.\n", + "Unit Disk Radius: 1.030.\n" ] }, { @@ -182,27 +181,26 @@ } ], "source": [ - "detuning_final = 80e6 # rad/sec\n", - "unitdisk_radius = 1.03 # 1 —> sqrt2\n", - "# Find blockade radius\n", - "blockade_radius = get_blockade_radius(detuning_final, 0) # no rabi amplitude at the end\n", - "print('Blockade Radius: {:0.3e}m'.format(blockade_radius))\n", - "print('Unit Disk Radius: {:0.3f}'.format(unitdisk_radius))\n", + "detuning_final = 80e6 # rad/sec\n", + "unitdisk_radius = 1.03\n", + "\n", + "blockade_radius = get_blockade_radius(detuning_final, 0)\n", + "print(f\"Blockade Radius: {blockade_radius:0.3e}.\")\n", + "print(f\"Unit Disk Radius: {unitdisk_radius:0.3f}.\")\n", "\n", - "# Compute scaling value a, which converts between logical and physical coordinates\n", "a = blockade_radius / unitdisk_radius\n", - "# Generate the atom register\n", + "\n", "register = AtomArrangement()\n", "for x in points:\n", " register.add((a * np.array(x)).round(7))\n", + "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", "\n", - "# print(register)\n", - "show_register(register, blockade_radius = blockade_radius)" + "show_register(register, blockade_radius=blockade_radius)" ] }, { "cell_type": "code", - "execution_count": 154, + "execution_count": 32, "id": "9d1dbdef-fce7-4512-9aa0-f83488023329", "metadata": {}, "outputs": [ @@ -220,130 +218,47 @@ } ], "source": [ - "# Define a set of time points\n", "time_points = [0, 0.6e-6, 3.4e-6, 4e-6]\n", "\n", - "# Define the strength of the transverse field Ω\n", "amplitude_min = 0\n", "amplitude_max = 15.8e6 # rad / sec\n", "\n", - "# Define the strength of the detuning Δ\n", - "detuning_initial = -detuning_final # rad / sec\n", - "detuning_final = detuning_final # Defined above\n", + "detuning_initial = -detuning_final # rad / sec\n", + "detuning_final = detuning_final\n", + "\n", + "amplitude_values = [\n", + " amplitude_min,\n", + " amplitude_max,\n", + " amplitude_max,\n", + " amplitude_min,\n", + "] # piecewise linear\n", + "\n", + "detuning_values = [\n", + " detuning_initial,\n", + " detuning_initial,\n", + " detuning_final,\n", + " detuning_final,\n", + "] # piecewise linear\n", "\n", - "amplitude_values = [amplitude_min, amplitude_max, amplitude_max, amplitude_min] # piecewise linear\n", - "detuning_values = [detuning_initial, detuning_initial, detuning_final, detuning_final] # piecewise linear\n", "phase_values = [0, 0, 0, 0] # piecewise constant\n", "\n", - "# Define the drive\n", "drive = get_drive(time_points, amplitude_values, detuning_values, phase_values)\n", - "show_global_drive(drive);" + "show_global_drive(drive)" ] }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 33, "id": "1a0ded22-14ab-4931-893c-5aa20dbb79d9", "metadata": {}, "outputs": [], "source": [ - "ahs_program = AnalogHamiltonianSimulation(\n", - " register=register, \n", - " hamiltonian=drive\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 165, - "id": "95293a4c-51a3-410c-b62b-d8819a8f12f9", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "AwsQuantumTask('id/taskArn':'arn:aws:braket:us-east-1:592242689881:quantum-task/b3def40f-8384-43cd-b191-993bb1d82565')\n" - ] - } - ], - "source": [ - "# raise BaseException(\"Only run this cell when you are ready to submit your job.\")\n", - "# DO NOT RUN THIS UNLESS YOU ARE SURE\n", - "nshots = 50\n", - "task = qpu.run(ahs_program, shots=nshots)\n", - "print(task)" - ] - }, - { - "cell_type": "code", - "execution_count": 166, - "id": "a68b9879-c92d-4bf9-b5bc-2e11d2cd87a9", - "metadata": {}, - "outputs": [], - "source": [ - "result = task.result()\n", - "save_result_json(\"r=1.03, df=80e6, a=15.8, nshots=50.json\", result)" + "ahs_program = AnalogHamiltonianSimulation(register=register, hamiltonian=drive)" ] }, { "cell_type": "code", - "execution_count": 158, - "id": "1173bc59-540e-4283-af27-e048949b9ae2", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "graph, _ = get_graph_from_blockade_radius(register, blockade_radius)\n", - "nx.draw(graph)" - ] - }, - { - "cell_type": "code", - "execution_count": 167, - "id": "d015b03e-994e-40ba-a3d9-f01c45e4725c", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "filename = \"r=1.03, df=80e6, a=15.8, nshots=50.json\"\n", - "result_json = open_json(filename)\n", - "num_measurements = len(result_json[\"measurements\"])\n", - "sequences = [result_json[\"measurements\"][i][\"post_sequence\"] for i in [0,num_measurements-2,num_measurements-1]]\n", - "\n", - "fig = plt.figure(figsize=(25,15))\n", - "for i in range(3):\n", - " ax = plt.subplot(1,3,i+1)\n", - " \n", - " color_lookup = {0:\"r\",1:'k'}\n", - " seqs_color = [color_lookup[sequences[i][j]] for j in range(len(sequences[i]))]\n", - " visualize_graph(ax, graph, points, node_colors = seqs_color)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 168, + "execution_count": 34, "id": "82ae19ae-38e0-4eae-805e-8c21e5a0f4ef", "metadata": {}, "outputs": [ @@ -351,13 +266,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Average pre-processed size: 65.2000\n", - "Average post-processed IS size: 63.8966\n" + "Average pre-processed size: 69.0000\n", + "Average post-processed IS size: 69.0000\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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2Fnxi95G2p5nPOw6SJEmSGpk4SJIkSWpk4iBJkiSpkYmDJEmSpEYmDpIkSZIamThIkiRJamTiIEmSJKnRjEocImLLiDg1IhZGxO0RMT8i9upz34iI3SLi0Ij4bUQsiog7IuI3EfGBiFhhjH13iYhzIuK2iLg1Is6KiGePUX/jiDghIm6OiDtrG2+OiJjI65YkSZKGbcZMABcROwGnAXcBxwG3AXsCx0fEOpn5mYZDLA+cCtwNnF2PtQKwC/CfwEsiYsfMvKOj3VcBXwduAubV4r2BMyJir8w8qaP+k4GfAisCJwDXAbsDXwGeDLx9vK9dkiRJGrYZkThExDLAkcADwPaZeVEt/yhwIXBwRJyUmdeMcZj7gQ8CX8nMW9qOvSxwMvBC4K3Af7VtWwP4EnAz8IzMvLaWfxL4NXBoRJyWmbe1tXMosBrw/Mz8Qa3/IeBHwNsi4tjMvGDCJ0OSJEkagpnyqNLOwIbAsa2kASAzFwEHA8sBrx3rAJl5b2b+Z3vS0CoHDqm/7tCx28uB1YEvtZKGus+1wJeBRwEvbZVHxMbA9sBZraSh1r8H+FD99Q0Nr1WSJEkauRlxxwHYsa5P77LttLruvOgfj3vr+r5xtju3tntMH/XPA26nzzgjotddiU372V+SJEkaj5lyx2F2XV/RuSEzbwAWt9WZiNfVdecFf89228ra2x0rzvuBq4H166NXkiRJ0rQxUy5QV6vrRT2239pWZ1wiYjfgjcClwFHjaPfWjjpN9Vv7LAWsAtzSow4AmblNj3gvALYea19JkiRpvGbKHYehiIgtgeMpF/ovz8y7pzgkSZIkaUrMlMSh9Q1+r7sKq9L7W/6uImILyqNJDwC7ZObvxtnuqh11+o0zKUPJSpIkSdPGTEkcuvUnACAi1gJm0b0fQlc1aTiDcn52ycyfj7dduvdnGCvOpYEnAFdnZmcnbEmSJGlKzZTE4Zy6fl6Xbbt01BlTW9KwNLBrZv5sgO2OVX87YOV+45QkSZJGaaYkDmcCVwH7RMRmrcKIWA34AHAPS4ZEJSLWjohN6nbayjenJA3LALv1MRHbCZTHj94eEY9vO87jgbdRJob7Vqs8My8DzgV2qp2uW/WXAz5Wf/1qn69ZkiRJGpkZMapSZt4XEftT5k44NyKOo/QT2BNYDzggMxe07XIIZUK4/YB5ABHxCErSsDrwQ+C5EfHcjqYWZubn29q9JSLeBnwd+FVEHF837Q08Eti7Y9ZogLcA5wOn1PrXA7sDTwG+nJk/neBpkCRJkoZmRiQOAJl5VkRsBxxEuXBfFrgYeF9mHj/mzsWqwBr1513r0uka4PMd7f5vRNxMubOxH6Vz8y+Bj2fmj7rE+buI2Ar4OCVhWBm4HHgrcGgfcUqSJEkjN2MSB4DMvBDYrY96c4A5HWULgJhguz+k3KXot/5lwMsn0pYkSZI0FWZKHwdJkiRJQ2TiIEmSJKmRiYMkSZKkRiYOkiRJkhqZOEiSJElqZOIgSZIkqZGJgyRJkqRGJg6SJEmSGpk4SJIkSWpk4iBJkiSpkYmDJEmSpEYmDpIkSZIamThIkiRJamTiIEmSJKmRiYMkSZKkRiYOkiRJkhqZOEiSJElqZOIgSZIkqZGJgyRJkqRGJg6SJEmSGpk4SJIkSWpk4iBJkiSpkYmDJEmSpEYmDpIkSZIamThIkiRJamTiIEmSJKmRiYMkSZKkRiYOkiRJkhqZOEiSJElqZOIgSZIkqZGJgyRJkqRGJg6SJEmSGpk4SJIkSWo0oxKHiNgyIk6NiIURcXtEzI+Ivcax/4YRMTcivhMRf4mIjIgFY9SfW+uMtRzVsc+8sepP4uVLkiRJQ7PMVAcwKBGxE3AacBdwHHAbsCdwfESsk5mf6eMwzwI+AtwPXAqs1VD/7DG27Q88rsbUzReAhX3EJEmSJE25GZE4RMQywJHAA8D2mXlRLf8ocCFwcESclJnXNBzqXGAb4DeZeWdE3DVW5cw8my7JQ0Q8BvgP4G/AKT12/3xmLmiIR5IkSZoWZsqjSjsDGwLHtpIGgMxcBBwMLAe8tukgmXlVZs7PzDsnGc9rKUnZ1zPznkkeS5IkSZpyM+KOA7BjXZ/eZVvrUaEdRhMKAK+v66+OUecFEbEKcDflsagzTTIkSZI0Xc2UxGF2XV/RuSEzb4iIxW11hioingVsDMzPzN+NUfVLHb9fHxH7ZWavPhGd7VzQY9Om/ewvSZIkjcdMeVRptbpe1GP7rW11hq3pbsO5wF7AusCKlITmw8DqwHciYothByhJkiSN10y54zAtRMSqwMuBxcDx3epk5tc6iv4IfCwi/gIcRUkiXtTUVmZu0yOGC4CtxxG2JEmS1Gim3HFo3WnodVdhVXrfjRikVwArAcdn5uJx7ns0ZSjZbQcelSRJkjRJMyVxaPVteEg/hohYC5hFl/4PQ7B/XY/VKbqrzLyfMq/DyoMMSJIkSRqEmZI4nFPXz+uybZeOOkMREU8FtgR+l5nzJ7D/upQJ5xYMODRJkiRp0mZK4nAmcBWwT0Rs1iqMiNWADwD3AMe0la8dEZvU7YPS6hR9VK8KEbFWRDyuS/nqwLz667EDjEmSJEkaiBnROToz74uI/SlzNpwbEccBtwF7AusBB3TM0nwIZZK2/VhywU5EPAr4dFu9ZYFHRcS8trIDMvPm9vYjYjngVXQkKF1sApwRET+lPDp1E7AOsCvwSODHwKf6etGSJEnSCM2IxAEgM8+KiO2Ag4C9KRf9FwPvy8yuIxx1MYuHzjC9ckfZXODmjjovoVz4n5CZfxvj+FdSEpUt6z6rUUZg+i3lTsNXa18HSZIkaVqZMYkDQGZeCOzWR705wJwu5QuAmEC7JwAn9FHvz8Abxnt8SZIkaarNlD4OkiRJkobIxEGSJElSIxMHSZIkSY1MHCRJkiQ1MnGQJEmS1MjEQZIkSVIjEwdJkiRJjUwcJEmSJDUycZAkSZLUyMRBkiRJUiMTB0mSJEmNTBwkSZIkNTJxkCRJktTIxEGSJElSIxMHSZIkSY1MHCRJkiQ1MnGQJEmS1MjEQZIkSVIjEwdJkiRJjUwcJEmSJDUycZAkSZLUyMRBkiRJUiMTB0mSJEmNTBwkSZIkNTJxkCRJktTIxEGSJElSIxMHSZIkSY1MHCRJkiQ1MnGQJEmS1MjEQZIkSVIjEwdJkiRJjUwcJEmSJDUycZAkSZLUyMRBkiRJUqMZlThExJYRcWpELIyI2yNifkTsNY79N4yIuRHxnYj4S0RkRCxo2CfHWOb12GfViPhsRFwTEXdHxIKI+K+ImDW+VyxJkiSNxjJTHcCgRMROwGnAXcBxwG3AnsDxEbFOZn6mj8M8C/gIcD9wKbBWn81fA8zrUn5RlzhXBs4BNgNOB74JPB04ANghIrbPzLv6bFeSJEkaiRmROETEMsCRwAPA9pl5US3/KHAhcHBEnJSZ1zQc6lxgG+A3mXlnRPR7Ab8gM+f2WfffKUnDJzPzwLbX8AngfcC7gEP6PJYkSZI0EjPlUaWdgQ2BY1tJA0BmLgIOBpYDXtt0kMy8KjPnZ+adwwgyIgLYH1gMfKxj88dq+f7DaFuSJEmajBlxxwHYsa5P77LttLreYYjtrx4R/w94FPB34PzMvLhLvdnAY4HTMvP29g2ZeXtEnA/sUh+t+vMQ45UkSZLGZaYkDrPr+orODZl5Q0QsbqszDE8DDm8viIgfAq/NzL+2FfeMs618l1pvzMQhIi7osWnTxmglSZKkcZopjyqtVteLemy/ta3OoH0G+FfK3YZV688/AHYFvhcRS48zzvZ6kiRJ0rQwU+44TJnMPKCj6IKIeAHwY8rjUS8G/m8I7W7Trbzeidh60O1JkiTpn9tMuePQ+ga/1zf1q9L7W/6By8wHKKM8AWzbtqmfONvrSZIkSdPCTEkcWn0GHtKPISLWAmbRu1/BsNxc1yu3lfWMs6N81LFKkiRJY5opicM5df28Ltt26agzKlvV9YK2siuA64Bt60Rw/1B/3xa42hGVJEmSNN3MlMThTOAqYJ+I2KxVGBGrAR8A7gGOaStfOyI2qdsnLCKeGhHLdin/V8pkbvcCJ7bKMzOBr1LugHyoY7cP1fIjkSRJkqaZGdE5OjPvi4j9KXM2nBsRxwG3AXsC6wEHZOaCtl0OoUwItx8wr1UYEY8CPt1Wb1ngURExr63sgMxsPYb0HmD3iDiPMnzqvcBTKHc+EnhrZl7ZEe6nKB2m3xcRTwd+BTyj7vNz4PPjPwOSJEnScM2IxAEgM8+KiO2Ag4C9KRf9FwPvy8zj+zzMLB46w/TKHWVzWdJ/4dvA6pR5HJ5LmaH6BuA44POZeWGXOG+PiB3qcfYEdgKupwzretCwZq2WJEmSJmPGJA4A9UJ9tz7qzQHmdClfAMQ42vsW8K2+A1yy3yLgXXWRJEmSpr2Z0sdBkiRJ0hCZOEiSJElqZOIgSZIkqZGJgyRJkqRGQ0kcImLPiJhRHa8lSZKkf2bDuuNwIvDniPhERMweUhuSJEmSRmSYjyo9Bngv8IeIOCsi9omI5YfYniRJkqQhGVbi8GzKJGh3U+ZF2B74OnBdRHw+IjYdUruSJEmShmAoiUNmnpWZ+wCPBd4B/JaSQKwBvB34TURcEBGvi4iVhhGDJEmSpMEZ6qhKmbkwM7+UmU8HngkcCdxGSSK2qr9fHxGHRcQWw4xFkiRJ0sSNbDjWzPxFZr4RWBt4HfBTSgKxCvAG4GcR8euIeEtErDaquCRJkiQ1G/k8Dpl5Z2bOy8ztgE0ofSGiLv8CfAn4S0QcGREbjzo+SZIkSQ81JRPARcTSEfFS4LPAy4FsbarrlSh3JX4XEf85BSFKkiRJajPSxCEiNo6ITwLXAicBuwFLA7cAnweeDKwPfBS4qW47MCLePMo4JUmSJD3Y0Gd3jogVgL2A/YFtW8V1fR5wOHBSZt7dttvciPgUMA94GfBm4NBhxypJkqTRWv/A74+0vQWf2H2k7c0kQ0scImJzSrLwCmBVliQLtwDHAEdk5qW99s/MOyLiXZTEYaNhxSlJkiSp2VASh4j4NaWjMyxJGM6n3F04sePuQk+Z+ZeIAHDGaUmSJGkKDeuOw9Pq+hbKjNGHj3V3ocExLOk8LUmSJGkKDCtx+ClL7i7cNZkDZeacgUQkSZIkacKGkjjUORokSZIkzRBDGY41Ir4WEUdFxLJ91o/WPsOIR5IkSdLkDGsehzl16StxqHG09pEkSZI0zUzJzNGSJEmSHl6mS+KwYl3fM6VRSJIkSepquiQOz67rG6Y0CkmSJEldDWRUpYj4Wo9Nh0XEfWPsujTwWGA7ylwN5w8iHkmSJEmDNajhWOfw0EnaAti3z/0DuBP45IDikSRJkjRAg0oc/sSDE4f16u9/ZuxZn+8FbgYuBL6SmZcPKB5JkiRJAzSQxCEz12//PSIeqD8+OTPvGEQbkiRJkqbOUGaOBo6h3Gm4d0jHlyRJkjRCQ0kcMnPOMI4rSZIkaWpMl+FYJUmSJE1jk77jEBHrtn7OzD91lo1X6xiSJEmSpo9BPKp0dV1n2/Gu7lG3SfsxJEmSJE0Tg3hUKdqWbmXjXSYeSMSWEXFqRCyMiNsjYn5E7DWO/TeMiLkR8Z2I+EtEZEQsGKP+7Ij4QEScGxHXRcQ9EfHniDgmIjbpsc+8etyuywRetiRJkjR0g/h2f78+y4YqInYCTgPuAo4DbgP2BI6PiHUy8zN9HOZZwEeA+4FLgbUa6n8M2Bu4BPg2cCvwVODVwMsiYtfMPLfHvl8AFvYRkyRJkjTlJp04ZObR/ZQNU0QsAxwJPABsn5kX1fKPUiaXOzgiTsrMaxoOdS6wDfCbzLwzIu5qqP9D4JOZ+euOeF4BfBM4FHhKj30/n5kLGo4vSZIkTQszZVSlnYENgWNbSQNAZi4CDgaWA17bdJDMvCoz52fmnf00mpnzOpOGWn4ccDnw5Ih4VH8vQZIkSZq+ZkpH5B3r+vQu206r6x1GE8o/tCa/u6/H9hdExCrA3ZTHos7MzHv6PXhEXNBj06b9hyhJkiT1Z6YkDrPr+orODZl5Q0QsbqszdBHxTMojSj/PzIU9qn2p4/frI2K/zDyta21JkiRpCg1iHocPDyKQlsz86AR2W62uF/XYfmtbnaGKiNWAoyn9Lf69S5Vzge8D84GbgMcDrwTeD3wnIrbNzF80tZOZ2/Ro/wJg64lFL0mSJHU3iDsOcynzLwzKRBKHaSEiVgS+BWwC/Edmnt1ZJzO/1lH0R+BjEfEX4Cjgw8CLhhyqJEmSNC6D6hw9mXkbBjGPQ+tOQ6+7CqvS+27EQETECpQhWXcCDsnMg8d5iKMpQ8luO+jYJEmSpMkaxHCs02FkplbfhtnAL9s3RMRawCzKsKxDUe80fBt4LvCpzPzAeI+RmfdHxEJgjQGHJ0mSJE3adLjoH4Rz6vp5Xbbt0lFnoDqShk9n5vsmeJx1KRPOLRhcdJIkSdJgzJTE4UzgKmCfiNisVVg7Kn8AuAc4pq187YjYpG6fsLbHk54LfDYz39tQf62IeFyX8tWBefXXYycTkyRJkjQMM2I41sy8LyL2p8zZcG5EHAfcBuwJrAcc0DFL8yGUCeH2Y8kFO3Wytk+31VsWeFREzGsrOyAzb64/H0ZJGm4AbouIuV3Cm9fW9ibAGRHxU8rjVTcB6wC7Ao8Efgx8ahwvXZIkSRqJGZE4AGTmWRGxHXAQsDflov9i4H2ZeXyfh5nFQ2eYXrmjbC7QShzWr+u1gI/0OObZLHn86EpKorIl8BJKZ+7FwG8pdxq+mpn39xmrJEmSNDKDmMfhqvpjZuaGHWXj9Y9jTHDnC4Hd+qg3B5jTpXwB4xjZKTN37Du4Uv/PwBvGs48kSZI0HQzijsP6dZ1dysZrkPNBSJIkSRqQQSQOR/dZJkmSJOlhahDzOOzXT5kkSZKkh6+ZMhyrJEmSpCEycZAkSZLUaGTDsUbEcsBjgVUocyxcl5n3jKp9SZIkSRM31DsOUcyJiJ8At1LmMbiorm+NiJ9ExGsjou8hUCVJkiSN3tDuOETEY4BvUyY7g4fOj7Ac8K91eVNEvCQzbxxWPJIkSZImbiiJQ0SsAPwY2ISSMNwIfAf4PWWm5FnAk4EXAY8Bngn8KCK2yMy7hxGTJEmSpIkb1h2HdwNPokzodggwNzPv7awUEW8DDgIOpCQS7wI+MaSYJEmSJE3QsPo47E1JGr6amf/RLWkAyMx7M/MDwFcpdyZeMaR4JEmSJE3CsBKHDev6K33W/3JdbzSEWCRJkiRN0rASh1Y/hT/1Wf/Pde3wrJIkSdI0NKzE4fK6XqfP+q16lw0hFkmSJEmTNKzE4WhKn4U39Vn/LZQ+EV8fUjySJEmSJmFYicPhwBnAGyNibkQs3a1SRCwdEQcB/6/WP3RI8UiSJEmahEkPxxoRr+mx6URKZ+cPAftHxHd56DwOLwTWBq6q9V8NHDPZmCRJkiQN1iDmcZhHecxoLGtT7ir08gTgiHocEwdJkiRpmhnUBHAxoONIkiRJmoYGkTg8YQDHkCRJkjSNTTpxyMxrBhGIJEmSpOlrWKMqSZIkSZpBTBwkSZIkNTJxkCRJktRoUKMqdRURywB7A7sAmwCrN7SZmbnhMGOSJEmSNH5DSxwi4onAKcDGraIu1bKjvGk+CEmSJElTYCiJQ0SsAvwQWA9YCJwBvJySGBwHrAw8lTKUawJ/AC4cRiySJEmSJm9YfRzeREka/gI8JTP3btv2hsx8SX0kaXvg98BsYH5m7jekeCRJkiRNwrAShxdS7iR8MTOv71UpM88DtgOuBr4YEc8YUjySJEmSJmFYicOT6vq0LtuWbv8lMxcBHwaWBf5tSPFIkiRJmoRhJQ6r1fV1bWX31PWsLvXPqesdhhSPJEmSpEkYVuJwR10v11a2qK7XGyOOxwwpHkmSJEmTMKzhWBdQRk1amyV3HS4FnkW5qzC/o/42dX0PkiRJGqr1D/z+SNtb8IndR9reRI36vMDD59zA8O44XFDXT2grO4MyZ8O7I6LVB4KImA18ktKZ+teTaTQitoyIUyNiYUTcHhHzI2Kvcey/YUTMjYjvRMRfIiIjYkEf++0SEedExG0RcWtEnBURzx6j/sYRcUJE3BwRd0bEbyLizRHRba4LSZIkacoNK3H4PiVJ2Lmt7KvArcCjgN9GxK8i4iLgEpYkGP890QYjYifgfMooTScAhwFrAcdHxHv6PMyzgI8Azwf+DjzQR7uvosxZ8SRgHnA08BTgjIh4WZf6T6bMWfFi4AfAFykdxr9Sf5YkSZKmnWElDmcC3wDuahVk5o3AvrVsaWAz4F8ooykF8LnMPGkijUXEMsCRlAv97TPz/2Xme4CnAZcDB0dEt74Vnc6lPDa1SmY+Fbi3od01gC8BNwPPyMy3Z+bbgWcAfwMOrZPhtTuU0nn8JZn56sx8X63/E+BtEbENkiRJ0jQzlMQhM++sF8Xv7ij/PrAJ8FHgu8DplDsDO2TmAZNocmdgQ+DYzLyorb1FwMGUTtqv7SPuqzJzfmbe2We7LwdWB76Umde2Heda4MuUuysvbZVHxMaUSe/OyswftNW/B/hQ/fUNfbYtSZIkjcywOkf3lJl/BuYO+LA71vXpXba15pIYxlCvTe3Ore0e00f984DbcUhaSZIkTUMjTxyGZHZdX9G5ITNviIjFbXVG0m5bWXu7Y8V5f0RcDTw5IpbJzPvGajgiLuixadOx9pMkSZImYlh9HLqKYpUhjB7UmnBuUY/tt7bVGVW7t3bUaarf2mcpoLNfhCRJkjSlhn7HISJ2BF5PGbHo8ZSO0BkR11I6BB+VmWcPO46ZJjO7dqKudyK2HnE4kiRJmuGGdschIlaOiBMpIyztA6xb24u6XreWnxkRJ0bEypNorvUNfq+7CqvS+1v+yRir3VU76jTVb+2TwG2TD02SJEkanKHccYiIpYBTKXMqBGVG6HOA3wOLgVnAkykdgZcD9gAeHRE7Z2bj3AldtPcn+GVHLGvV9i6cwHH7aXeL2u7fOrZ168/Qrd8DABGxNGU+i6ub+jdIkiRJozasOw5vpjyaBPBN4PGZuUtmviszP1TXu1AeXfomJbl4FvDGCbZ3Tl0/r8u2XTrqDNJ42x2r/nbAygwnTkmSJGlShpU4vIbyyM0pmblvZt7crVJm3pyZ+wKnUJKHxrkWejgTuArYJyI2axVGxGrAByh3PI5pK187Ijap2yfjBMrjR2+PiMe3Hf/xwNsoE8N9q1WemZdRJpnbKSJ2a6u/HPCx+utXJxmTJEmSNHDD6hz9pLr+VJ/1Pwm8pG2/ccnM+yJif8rcCedGxHGUfgJ7AusBB2TmgrZdDqEkKfsB81qFEfEo4NNt9ZYFHhUR89rKDmglQpl5S0S8Dfg68KuIOL7W2Rt4JLB3Znb2V3gLcD5wSq1/PbA78BTgy5n504mcA0mSJGmYhpU4ZF1f3mf9fuv1bjDzrIjYDjiIcuG+LHAx8L7MPH7MnZeYxUPveqzcUTaXcieh1e7/RsTNlDsb+1Fe+y+Bj2fmj7rE+buI2Ar4OCVhWJny+t8KHNpnnJIkSdJIDStxuBJ4GrAmcEsf9des66sm02hmXgjs1ke9OcCcLuULKI9MjbfdHwI/HEf9y4CXj7cdSZIkaaoMq4/D8ZQL8Ff3Wf81dX3CcMKRJEmSNBnDShw+D/wGeG9EzBmrYkTsB7wXuAj47JDikSRJkjQJk35UKSK277HpI8DngKMi4i3AyTx0Hoc9KPMgXF3rb0UZdUiSJEnSNDKIPg5ns6QzdC+b16WboEx8dko9zrD6XUiSJEmaoEFdpI+7Q/GA95ckSZI0RINIHHYawDEkSZIkTWOTThwy85xBBCJJkiRp+hrWqEqSJEmSZhATB0mSJEmNRjKCUUTsCOwArA+sCtwKLADOycyzRxGDJEmSpIkbauJQ53g4DHjiGHX+ALwxM88bZiySJEmSJm5ojypFxMuAMylJQ9TlNuC6um6VPQk4KyL2GFYskiRJkiZnKIlDRDwWOBpYmvJY0oHAepm5emauk5mrA+vW8oW13jF1P0mSJEnTzLDuOLwTWBG4EdgyMz+VmX9ur5CZ12bmp4Ata70VgXcMKR5JkiRJkzCsxGEXIIEPZuYfx6qYmVcCH6Q8trTrkOKRJEmSNAnDShzWr+vT+qz/w479JEmSJE0jw0oclq3rO/usf1fHfpIkSZKmkWElDjfW9WZ91n9GXd8w+FAkSZIkTdawEofzKH0WPhIRY84VUbd/mNIn4vwhxSNJkiRpEoaVOBxe19sCp0bERt0qRcRs4Ae1HpTJ4iRJkiRNM0OZOTozz4uII4D/BzwbuCwifgNcQpn8bRVgU+BpbbsdnpnecZAkSZKmoaEkDtVbgNspczoEpb9De6IQdZ3AZ4F/H2IskiRJkiZhWI8qkZkPZOZ7KHcWvgD8GlgEPFDXv67lm2bmAZn5wLBikSRJkjQ5Q7njEBGr1h/vysxLgXcNox1JkiRJozGsOw4Lgb8Dzx3S8SVJkiSN0LASh7sofRh+PqTjS5IkSRqhYSUO1w35+JIkSZJGaFgX9j+q623HrCVJkiTpYWFYicPnKI8rfbSto7QkSZKkh6mhJA6ZeRmwN/B44OcR8fKImDWMtiRJkiQN37CGY72q/vgAMBs4DsiIuBm4Y4xdMzM3HEZMkiRJkiZuWDNHr9/xe9RlzYb9cijRSJIkSZqUYSUOx2ASIEmSJM0YQ0kcMnPOMI4rSZIkaWoMtHN0RDy6doR+T0QcEBGviIi1BtlGQ/tbRsSpEbEwIm6PiPkRsdc4j7F8RHw4Iq6IiLsi4rqIOCIiHvKYVUTMi4hsWD7Usc/ZY9RdMMlTIEmSJA3FQO44RMTSwH8BbwGW7dh8f0T8D/BvmXn3INrrEcNOwGmUYWCPA24D9gSOj4h1MvMzfRxjKeDbwC7AfOBkSufu/YFnR8TWmXlT2y6nAAt6HO4AYOUaUzcHdSlb2BSjJEmSNBUG9ajS1ynDr0aPNvanDM26+4Dae5CIWAY4kjKK0/aZeVEt/yhwIXBwRJyUmdc0HOq1lKThm8C+mZn1OG8CDgU+DryxVTkzT6EkD53xbA58BLg4My/s1lBmzu37BUqSJElTbNKPKkXEzsAr6q+LKRfwb6XcfTgUuJWSUOwaES+dbHs97AxsCBzbShoAMnMRcDCwHCUpaPKGun5/K2moDgeuAvaNiBX7OM7r6/qoPupKkiRJ094g7jjMqevrKN/2X92+MSIOAc6hDNH6WuBbA2iz0451fXqXba1HhXYY6wARsQKwFXBZ552JzMyIOINyt2EL4CdjHGdFYB/gbsqdmF719qGckzuAi4BzM/OBsWKUJEmSpsogEoetKEOvfrAzaQDIzGsj4n3ACcAzB9BeN7Pr+oou7d8QEYvb6vSyIeUOzEOO0XHs2YyROAAvA1YDjsvMv49R7xsdv18eEftm5i8a4gQgIi7osWnTfvaXJEmSxmMQoyqtXddnjlHnR3XdNAHcRK1W14t6bL+1rc5kjtFer5fWY0pf7bH928ALgMcBKwFPBr5ASVzOiIh1G44vSZIkjdwg7jjMotxx6PntemYujAiAiIgVM/POAbQ77UTERsD2wNXAj7vVyczPdRRdCrwzIm4FPkQZjenfmtrKzG16xHABsPU4wpYkSZIaDXQehz51G3lpslp3CXrdDViV3ncSxnOM9nrdvI7y+r7W0bm6H4fX9bbj3E+SJEkauqlIHIahvf/Bg9QJ6GbRu+9Cy1WU4Vx79YXo2Y+itrM0pfP3/cD/NLTVzd8od25WnsC+kiRJ0lANah4HKEOV9jPB25j1MvOYCbR9DvB+4HmUyd/a7dJWp6fMvDMiLgS2joj12kdWivKc1XOB24FenZefDzwW+H5m/mX8L4FnUu5WLJjAvpIkSdJQDTJxOKxhe+vRnbHqJTCRxOFMyh2DfSLii20TwK0GfAC4p/24EbE25ZGk6+tcDy1HUPoHHFJHOGrF/EZgA+CIMfpnNM7dEBFPABZ1jrYUEY8DvlJ/PbbhtUqSJEkjN6jEYRj9FvqWmfdFxP6UORvOjYjjgNuAPYH1gAMyc0HbLodQHivaD5jXVn40ZQbsVwJPiIhzgI2APSgdnj/Yrf2IeAxlVuwbge+OEeoOwKER8ZN6vFuAJ9R9V6YM0dpz7gdJkiRpqgwicdhvAMeYtMw8KyK2Aw6iXPwvC1wMvC8zj+/zGA9ExIuBA4FXA++ijBZ1FGWeipt67Ppayrk8OjPvG6OJXwEnApsDW1L6XiwEzqd0qO4rTkmSJGnUJp04ZObRgwhkEDLzQmC3PurNYcmM153b7qYkHweNo91PAZ/qo95vgdf0e1xJkiRpupgpoypJkiRJGiITB0mSJEmNBjmqkiRJmgLrH/j9kba34BO7j7S9iRr1eYGHz7mRJsI7DpIkSZIamThIkiRJamTiIEmSJKmRiYMkSZKkRiYOkiRJkhqZOEiSJElqZOIgSZIkqZGJgyRJkqRGJg6SJEmSGpk4SJIkSWpk4iBJkiSpkYmDJEmSpEYmDpIkSZIamThIkiRJamTiIEmSJKmRiYMkSZKkRiYOkiRJkhqZOEiSJElqZOIgSZIkqZGJgyRJkqRGJg6SJEmSGpk4SJIkSWpk4iBJkiSpkYmDJEmSpEYmDpIkSZIamThIkiRJamTiIEmSJKmRiYMkSZKkRiYOkiRJkhqZOEiSJElqZOIgSZIkqdGMShwiYsuIODUiFkbE7RExPyL2Gucxlo+ID0fEFRFxV0RcFxFHRMSaXequHxE5xjK3RxtrR8RREXF9beOyiPiPiFh2gi9dkiRJGqplpjqAQYmInYDTgLuA44DbgD2B4yNincz8TB/HWAr4NrALMB84GZgN7A88OyK2zsybuuz6G+CULuVnd2ljLeBnwOOBbwFXADsAHweeGREvycxsilWSJEkapRmROETEMsCRwAPA9pl5US3/KHAhcHBEnJSZ1zQc6rWUpOGbwL6tC/iIeBNwKOXi/o1d9rsoM+f2Ge4ngXWAN2fmYfX4ARwLvKIu3+zzWJIkSdJIzJRHlXYGNgSObSUNAJm5CDgYWI6SFDR5Q12/v+Nb/8OBq4B9I2LFiQYZEasAe9djHd4WZwIHdsQgSZIkTRsz4o4DsGNdn95l22l1vcNYB4iIFYCtgMs670xkZkbEGZS7DVsAP+nY/bER8VZgNeBG4OzMvLJLM9sAywNndD6OlJnXRMRlwLYRsXRm3t8Q7wU9Nm061n6SJEnSRMyUxGF2XV/RuSEzb4iIxW11etmQcgfmIcfoOPZsHpo4PLcu/2g2Ir4BvCkzb+8nzrbyJwLrUe5KSJIkSdPCTEkcVqvrRT2239pWZzLHaK8HcAfwMUrH6CspicczgP8EXgWsROmgPZk2usrMbbqV1zsRWzftL0mSJI3HTEkcpkRm/hX4cEfxmfXi/VfAHhHxjMz81eijkyRJkgZnpnSObn2D3+ub+lXp/S3/eI7RXq+nzLwD+Hr9ddthtCFJkiSN0kxJHNr7HzxInTdhFr37FbRcRRnOtVdfiKb+CZ1uruuV28p6xtlWfg/wpz7bkCRJkkZipiQO59T187ps26WjTleZeSdlzocnRsR67dvqPAvPBW4HftFnTFvV9YK2svmUxOC59ZjtbaxH6Rh9fmbe12cbkiRJ0kjMlMThTModg30iYrNWYUSsBnyAcrF+TFv52hGxSd3e7oi6PqTjwv6NwAbAN2qC0TrO0zsTgFq+B2XeiFuAH7TKM/NWyqzWG9A2kVw9xiH11yP7fM2SJEnSyMyIztGZeV9E7E+Zs+HciDgOuI0yotF6wAGZuaBtl0MoF/b7AfPayo+mTND2SuAJEXEOsBGwB3A18MGOpj8HbFg7Q18LLE0ZVWk74G5gTp2Ert2BwE7AVyLiOcAfKXNMbA18l5JYSJIkSdPKTLnjQGaeRblgP59y8f9mymRsr8jMz/R5jAeAFwNzgUcD76J0bj4K2CYzb+rY5X+BSygX/W+i3EV4LPBVYLPM/E6XNq6nPMb0PzXedwGPBD4EvKxzYjhJkiRpOpgRdxxaMvNCYLc+6s0B5vTYdjdwUF2ajvNVSpIwLjV5eP1495MkSZKmyoy54yBJkiRpeEwcJEmSJDUycZAkSZLUyMRBkiRJUiMTB0mSJEmNTBwkSZIkNTJxkCRJktTIxEGSJElSIxMHSZIkSY1MHCRJkiQ1MnGQJEmS1MjEQZIkSVIjEwdJkiRJjUwcJEmSJDUycZAkSZLUyMRBkiRJUiMTB0mSJEmNTBwkSZIkNTJxkCRJktTIxEGSJElSIxMHSZIkSY2WmeoANHOsf+D3R9regk/s3nObsXQ36lhg7Himk3/m92k6xQJ+ZnrxvHT3cDkv0kzgHQdJkiRJjUwcJEmSJDUycZAkSZLUyMRBkiRJUiMTB0mSJEmNTBwkSZIkNTJxkCRJktTIxEGSJElSIxMHSZIkSY1MHCRJkiQ1MnGQJEmS1GhGJQ4RsWVEnBoRCyPi9oiYHxF7jfMYy0fEhyPiioi4KyKui4gjImLNLnU3i4iP1Xb+GhF3R8RVEfGViHhcj+OfHRHZY1kwwZcuSZIkDdUyUx3AoETETsBpwF3AccBtwJ7A8RGxTmZ+po9jLAV8G9gFmA+cDMwG9geeHRFbZ+ZNbbscBmwFXFjbvLv+/mbg5RHxrMz8Q4/mDupStrApRkmSJGkqzIjEISKWAY4EHgC2z8yLavlHKRf1B0fESZl5TcOhXktJGr4J7JuZWY/zJuBQ4OPAG9vqfwN4VWb+sSOe9wGfAD4D7N6tocycO46XKEmSJE2pmfKo0s7AhsCxraQBIDMXAQcDy1GSgiZvqOv3t5KG6nDgKmDfiFix7fhf6kwaqk8DdwI7jOdFSJIkSdPVjLjjAOxY16d32XZaXY95ER8RK1AeM7qs885EZmZEnEG527AF8JOGeBK4t657tbcPsD5wB3ARcG5mPtBwXEmSJGlKzJTEYXZdX9G5ITNviIjFbXV62ZByB+Yhx+g49myaE4eXAasCJ45R5xsdv18eEftm5i8ajg1ARFzQY9Om/ewvSZIkjcdMeVRptbpe1GP7rW11JnOM9npdRcQ6wBcpjyp9qEuVbwMvAB4HrAQ8GfgCJXE5IyLWbYhTkiRJGrmZcsdhWoiIRwKnAmsCr8nMyzrrZObnOoouBd4ZEbdSEo0DgH9raiszt+kRwwXA1uMMXZIkSRrTTLnj0LpL0OtuwKr0vpMwnmO013uQmjScCTwFeHNm/m9De50Or+ttx7mfJEmSNHQzJXFo73/wIBGxFjCL3n0XWq6iDOfaqy9Ez34UbUnD04C3ZebhnXX68DdKZ+qVJ7CvJEmSNFQzJXE4p66f12XbLh11usrMOylzPjwxItZr3xYRATwXuB34Rce29qTh7Zn5lXFHXzwTCGDBBPeXJEmShmamJA5nUu4Y7BMRm7UKI2I14APAPcAxbeVrR8QmdXu7I+r6kJostLwR2AD4Rk0wWsd5BPAjStLwjsz88lhBRsQT6j6d5Y8DWgnHsWMdQ5IkSZoKM6JzdGbeFxH7U+ZsODcijgNuA/YE1gMOyMwFbbscQpkQbj9gXlv50cDewCuBJ0TEOcBGwB7A1cAHO5r+P2Az4A/AIyJibpfwPp+ZC+vPOwCHRsRP6vFuAZ5AmV16ZcoQrV8f14uXJEmSRmBGJA4AmXlWRGwHHES5+F8WuBh4X2Ye3+cxHoiIFwMHAq8G3gX8HTgK+GBm3tSxy/p1vQnwkR6HnQcsrD//ijK3w+bAlpS+FwuB84Gv9RunJEmSNGozJnEAyMwLgd36qDcHmNNj292U5OOgPo6z/jjj+y3wmvHsI0mSJE0HM6WPgyRJkqQhMnGQJEmS1MjEQZIkSVIjEwdJkiRJjUwcJEmSJDUycZAkSZLUyMRBkiRJUiMTB0mSJEmNTBwkSZIkNTJxkCRJktTIxEGSJElSIxMHSZIkSY1MHCRJkiQ1MnGQJEmS1MjEQZIkSVIjEwdJkiRJjUwcJEmSJDUycZAkSZLUyMRBkiRJUiMTB0mSJEmNTBwkSZIkNTJxkCRJktTIxEGSJElSIxMHSZIkSY1MHCRJkiQ1MnGQJEmS1MjEQZIkSVIjEwdJkiRJjUwcJEmSJDUycZAkSZLUyMRBkiRJUiMTB0mSJEmNTBwkSZIkNTJxkCRJktRoxiUOEbFlRJwaEQsj4vaImB8Re43zGMtHxIcj4oqIuCsirouIIyJizTH22TciLqxt3hIR34uIZwwzTkmSJGlUlpnqAAYpInYCTgPuAo4DbgP2BI6PiHUy8zN9HGMp4NvALsB84GRgNrA/8OyI2Dozb+rY5z+AjwPXAIcBqwCvAH4aEc/OzPMHHackSZI0SjMmcYiIZYAjgQeA7TPzolr+UeBC4OCIOCkzr2k41GspScM3gX0zM+tx3gQcSkkQ3tjW7mxgLnA58MzMXFTLv0JJPI6MiE0z84EBxylJkiSNzEx6VGlnYEPg2NbFOEC9kD8YWI6SFDR5Q12/v5U0VIcDVwH7RsSKbeX7URKw/2wlDbXdiyjJx5OA7YYQpyRJkjQyMylx2LGuT++y7bS63mGsA0TECsBWwGWd3/jXJOIMYGVgi0m0O+k4JUmSpFGLB3+p/vAVEScCLwO2yMxfdtl+G3BLZq47xjGeAlwCfC8zX9hl+3uATwOvz8yv1bKbgBUyc5Uu9TcHfgF8PTNfM6g4a70LemzafNasWctuuummY+0+FL/60y0jbe8Z667Rc5uxdDfqWGDseKaTf+b3aTrFAn5meplO75Ox9Dad4jGW7qZTLDD6v3mXXHIJixcv/mtmPma8+86YPg7AanW9qMf2W9vqTOYY7fVaP/91nPWb2miKcyz3LV68+Jb58+dfNYljjFIrw7lkvDvOv27AkRjLWKZbPNPFdDovMyIW8DPTy3R6n2Z4LDC94jGW7mZELDAlf/M2ACaUIc2kxOGfSmZuM9UxDELrzsl0eD3G0tt0i2e6mE7nxVgeHqbTuTGW3qZTPMZiLNPJTOrj0PoGv9e39avS+1v+8RyjvV7r5/HWb2qjKU5JkiRppGZS4nBFXc/u3BARawGz2ur0chVlmNSHHKPj2O3HuQKYVdvot/5k45QkSZJGaiYlDufU9fO6bNulo05XmXknZS6FJ0bEeu3bIiKA5wK3Uzo8T7TdSccpSZIkjdpMShzOpNwx2CciNmsVRsRqwAeAe4Bj2srXjohN6vZ2R9T1ITVZaHkjpTPJN2qC0fI/wH3Af7Qfq8bwSuBS4LyJxilJkiRNBzOmc3Rm3hcR+1PmQjg3Io4DbgP2BNYDDsjMBW27HEKZaG0/YF5b+dHA3pSL/idExDnARsAewNXABzvavTwi5lJmlP5NRJwMrAK8olZ5Q2vW6AnGKUmSJE25GTOPQ0tEPBM4CPhXYFngYuCzmXl8R7151MQhM+d1bFseOBB4NbAO8Hfge8AHM/PGHu3uC7wTeArlrsH5wIcy81eTiVOSJEmaDmZc4iBJkiRp8GZSHwdJkiRJQ2LiIEmSJKmRiYMkSZKkRiYOkiRJkhqZOEiSJElqZOIgSZIkqZGJg4YmIhZERPZYzu6ou1tEHBcRf4iIhRFxR/35qIjYeJSxdNl3jYj4S637w1HGEhFzxqibEbHjKONp22fNiPhcRFwREXdFxN8i4oKIePNk45kuxnteIuKxEfGFiPh9RNweETdGxHkR8eqIWHrEsTwpIr4RETdExN0RcU2N7RGTiaOjjZdGxBn1vb8rIq6OiG9GxDod9VaNiM/WGO6ur+W/ImLWoGKZbprOTUQsGxF7RsTREXFpRCyOiNsi4mcR8ebJfl7GE0uts29EfCsirqxxLI6I39V/448bZSxd9tmgxpMRcdgoY4mIuQ1/f9cfZTxtdZ8QEUe2/Zu6MSLOioiXjyqWhvPSWnq+r4OMpdabHRH/E+X/pDuj/J99RkS8aLIxTCCWrSLi2xFxc31/roiIj0bEioOKZSrNmJmjNW0tAj7fpXxBx+/PB7YGfgb8ALgXeBJlkr59I+L5mfnjEcXS6cvAapNse7KxfBu4aBz1x6vveCJiM+B0YA3g+8BJwCzK+/VC4NABxTQd9HVeImIDymf3kZRZ4b8LrAq8BDgG2JkyS/0oYtka+BGwIuVzcyWwGfBvwK4R8a+Z+beJBhERARwG/L967OOA24DHAjsA6wF/rnVXBs6p7Z8OfBN4OnAAsENEbJ+Zd000lulmHOdmQ8q/m8XAmcB3KH9jXgh8BXh+RLwoJzHR0njeJ+AVwGxgPnA9EJT37B3AnIjYLjN/N6JY2vdbCpg30XYHGMvRdP9bu3DU8UTEc4FT6q/fBa6i/C3+F+A5wIkjiuWgHofZCNgX+H1mPuQ9HUYsEbEVcBZlMt3vACcDawJ7AN+OiLmZ2SveQceyB3A8cH+N4wZgW+BDwM4R8ezMvHuisUwLmeniMpSF8od2QZ91V+hR/mwggZ+PKpaO/fas7b+1rn844vMyp7Y7Z5q8T6sC1wB/Bf6ly/ZlRvkZG+YyzvPylfo+vaOjfPV6vhJYb0SxXFzbe1FH+Xtr+WGTPC/vqMf5b2DpsT4DlIuLBD7RUecTtfz9U/0+D/gz09e5AR4HvAVYuWP7ysDP6zFePsL3qdff39fXY5w4qlg6yt9D+RLpnYP47E7gvMytdXec6s9M/XldyhcIlwPr9nseh/0+ddT5Uj3Gu0d4Xk6tdV/cUWc94FbgDmD5YcdC+bLmr8A9wOZt24PyBWQCBw7rszSqZcoDcJm5CxO8WO9ynL8Dt4w6FuDR9Y/AMcD6mDgAHFjjed1UfKZGuYzzvPywnpfZXbZ9o27bfNixUL7JTuDCLtuWAm4GbqfjgnUccaxY/z1e2XQRUf+z/Avlm7luF8i3AVdO9fs8wM9L3+em4TivrO/hl6dBLKvWWH496liATYA7gY8COzKYpHdcsTDkxGEC8RxW49l5qmPpcYwV6jHuBh49wvPyB+ABYLku286v5+yRw46FJV90ntBl2+p12wIghvF5GtXio0oatuUjYg7llt6tlDsHP+t354jYhnIb9rwpiOUwyu3GdzD4R5XGG8vTI+KRlMcLFwA/ykk8bjKJePam/PE7OSKeCDyP8of1D5Sk6p4BxjQd9HteLgF2oTxy94VWYUSsTrlNfQPw+xHEslZdX925c2Y+EBF/ojwqtDXlEZnxeh7l3+P/AEvX54c3pjyy8aPM/GNb3dk11tMy8/aOWG6PiPOBXSJinZzEIw3TyHjOzVjurev7pkEsu9f1JaOMJUofj6OBK4CPA/86ifYnFUu1fX0c5oEa048yc/Eo46mPy7wc+Ftm/jgiNqc8JrMU5THWH2fmA6OIZQx71GOclJk3jTCWS4AnArtRHs8EICLWBZ4K/GYS/1+OJ5ax/v4ujIhbKHdBNqAkIg9LJg4atrUo/+D+ISJ+DrwyMx/yDycinkf5T2J5yoXHCyjfkr5rlLFExKsofwRfkpm3RMSgE4dxnRfK8+nt7oyIgzLzk6OKJyKWo/wRvgl4O+UxlPYBFq6KiJdk5sUDimk66Pd9+i/K8+mfi4hdgd+ypI/DHcBLM/POEcRyc10/oXPn+rz4uvXXjZlY4rB5Xd9PeY3tAxc8EBGfy8wD6u+z6/qKHse6gpJszabL8+0PQ+M5N2N5XV2fPupYImIv4MnASsBTKO/P1cCHRxzL+4FnAFtn5j3lmnkgJvoedT4fvzAi3pGZx4wwnicAjwB+ERGHU563b/fr2i/m2hHE0svr6/qrE4xhorF8kPIFzUkR8R3Ko1ytPg5XUr7wGkUsY/39XY2SgFCP8bBNHKb8lofLzF2Aj1A6ha5J+Y9oM8pjP63bdat02efTdXtruYJJPOIxkVgo35L+HTi2rWx9Bveo0nhi2QF4G+XiakXKs9GvBq6t9d8+qngoF65J+Sb0Hsrzx2vWmD5K+TZuAT2el364LeP9/FL+U289a9ta7qjHWXFE71FQ/kNKYPeOY7y7La4J9S1gyaMS9wEXAltSOsY/C7i0bntzrbtP/f3jPY71n3X7S6f6vR7Q56XvczPGMf5frXfmVMRC6bDd/vn9ObDhKGMBnlb/vhzcVrYjg3lUabyxvJQyqMETKI/hrE/5e/x3yt+7F40qHspdwlbd2yiPsa5RYzqibps/VZ/feo4eoPTpWmrUn1/KN/kXdnx+b6Z86faQfglDeo9mUfqg3AM8veM4X2iL65WTOT9TvUx5AC7/fAtLLnh6dp6q/wCfCXwPuAvYZ1SxUC7+bgQe1Va2PgNKHCZzXtrqPoXy/O/fGFKH5M54KAlV6w/f57vUP75ue9VUf8aGufT4zGxU/xP5ObBd/fw+ntIn5D7gp5P5z2ucsexS/+NqjerxKcpIT0n5xiyB902wvdYFyh3AYzu2bVrb/GP9/Z8tcej73PTY/wX1fVsArD3FsawO7FQ/twuZxDP14/zMLEd57Ob3tHVmZXCJw6TOS1vdZ1Mukn87qngod+Jbf3/f2eVY8+u27aboM/Oxuv/cyZyTicRCuVa4jvJ37hmUL1c2AD5Ljz4HQ4ylNaDAXcD/Ur4M/Sml30cr0dh7sudoKhfncdBUOLyut+1VITMXZ+aFlEc9/gAcERGPHnYsEfFaynOSb83Mm3vuNRyN56Uly9CI51G+5X7SiOJZ1LbtO13qt8q2GFI800W392ke5RuvF2bmefXze21mfoIyysg2lCEvhx5LZp5G+TbsB5S7FP9GGSb2pZShUaF0+p+I1mfgF5l5XfuGzLyEMjTkhrVvR6vuaj2OtWrHMR/uxnNuHiQink/5tv9GykX69VMVS62zMDPPAnalfEFxTEQsO4JY3k95HHK/HM6QlZM6L211z6Tc2XtqRKw6Vt0BxtP09/e7dT3Rv7+T+fwuRbkD8gDwtQm2P6FY6ufyuNr2SzPzV5l5R2ZelZnvpgxd+/KIaPx/dbKx1LKjKH3dLgBeTBk97V5KstnqDzHRv7/TgomDpkLrgnzlpoqZeR9lfOaVGc4FaWcsT6/rE6NtIhuWdHbapZZdNIJYBl1/vB50/CwdXP9SyxZ2qd8qmxGT3IzhQeclIlahXLhfmpk3dKl/Vl0/vcu2gcbSkpk/y8wXZOYamblCZm6RmadQLsoAfjHB9i6r64U9trfKV2RJ34bZ3as29oF4uBnPufmHiNgd+D/Ke7lTZl41VbF0ysxbKd9kP45yV23YsTydcl0yv+Pvb+vf0Btr2SkjiKVJ69/eShOMZbzxXEn5drtX/fa6w46l066UO6xnZOafJtj+RGPZhPKY1M8y844udSf793fc5yUzf5CZO2XmKpm5UmbukJnnUe5QPAD8aoKxTAt2jtZU2KquF/RZ/7F1fe+YtSamM5YLKI+ZdJpF6WB1LeV26CD+ODbF0lMddaSVSF0zhFh6xfNjSh+LJ/PQP35P7lJ/Juo8L8vV9aN61G/dKRvGN6jj+cysR3mM6vc58Q7srf+EH3KXq37ztxFluNebKCNJXQdsGxErZ9vISnViuG2Bq3NmjKgE4zs3rfLdKY+T/Z2SNPQ72tHAYxnDZP/+jieWM1hyQd5ubcq3uH+gDK/56xHE0lP9/D6l1p3Mnem+48nM+yLip5S7iU/moSMNTvbv72TOzaA6RU8kltbns9cTCZP9+zuoz8y2lEeeT83Mh/dd1ql+VsplZi6UbwFW6lF+PeU5v+3byrfocZzW89q3MPGx58cVS49jrM8A+jhM4Lw8pGM4sDRlFJ+kDME3ynhaz9leAqzeVr4WJam6H9h4qj9/k10mcF7+UMv276i/Okuea33OiGKZRcc44ZTHhc6tdSfbofO0Hq/1Q7X8621l/2wTwI3n3OxGeQ76euCJUxULsEqv9ikjPCVw+ajOS4/9d2QAfRwmcF4e8reM8s3ysbXu10b8mWnN8fEjHtwHZBPKxeutwBqjfJ8oF+b3UB6/ecg8CiN4n5anPE50P/C8jrrr1Lge6PZeDuk9WrXL/o+l/D9wL/CMQZ2jqVqmPACXmblQJs65ldK5+b8pHTRPqX9gkrYRM2r9pMx4+w3gk5RZFlsXOvcwiQ6U442lxzHWZzCJw0TOy2+Ar1Muto6g3DpNyhCWG4wynrrPZ+q2P9V9jqA8mz1jLgQn8D7tVv9TaP2n/l+Ub9/+WstOGmEsr6rvzTzg4I44PjiAc7Nh2/v9PUrnvzPr7wuAtdrqrkzp7JqU/3wPYcl/whcyydGmptvS77mhXOjdVcu/Wd/jzmXOiGJZn3JhdSGls/0hlJFkflnrLgK2GdVnpsf+OzK4xGG85+Vn9d/SJyjDIf+ZJQMNTGhSsUn8ewrgxLrtD5SReuZRRlm6H9h31O8TZXS9BD4zFf+Wat3WaGT3U+Zx+CRlHpDbavmnRxjLB+t781XK39+vU/5+3we8dpDnaKqWKQ/AZWYulGFEj6eMp7yIclF1PeWC53ld6r+fMm75tZRbindSLpAPB540ylh6HGN9BpM4jPe8fJpyS/oGyoXiYsqF2MeYxDdLkz03lI5wP6d8y7UY+AkzZHSciZ4XyjB9J1Aez7m3/qd1IWX4xskMBzjez8zTKB0lr6ufmZvq7zsN8PysQ7mIur628SdKsr9ml7qrAZ+rde6hPFr3aboMxzwTln7ODUsuhMdazh5RLCtT7gyd01ZvMeWu4meBx4/6M9Nl39b5mnTiMI7zsmotu5CSeN9LuQD8GfBeBpj0jvPf0zKUeY0uoSSfiyjJ+A5T8T5RRsBKJvn/9ADOy3MpF/U3US7SF9bP9KSSqfHGQhmQ4gxKonFPrX8cHcOzPpyXqC9UkiRJknpyVCVJkiRJjUwcJEmSJDUycZAkSZLUyMRBkiRJUiMTB0mSJEmNTBwkSZIkNTJxkCRJktTIxEGSJElSIxMHSZIkSY1MHCRJkiQ1MnGQJEmS1MjEQZLUU0TMiYisy5wx6j0+Ij4SET+JiJsi4p6IuCUiLq9l/x0Rr4yIR0wyno0j4lMRcWFE/D0i7o2Iv0XEpRHx44j4bES8JCJmddl3x7bXsuNk4pCkf0bLTHUAkqSHt4h4HfBFYOWOTavXZTawHfAW4L+Bt02wnf8A5vLQ/7seUZdNgJ2AdwHvBT49kXYkSd2ZOEiSJiwi9gCOqr/+Dfgs8APgz0ACawObA88Hdp9EO+8CPl5//TPwX8CPgesp/5c9DnhmbWOXibYjSeotMnOqY5AkTVP18aT/qb/ul5nzOrZfCWwA3Ao8IzOvHONYqwEbZeYvxxnDSsCNwCzgT8DmmXnzGPUfAzwqM383nnYkSWPzjoMkaUIiYiNK0gBwwlhJA0BmLgLGlTRU/0pJGgCOGCtpqO3cSEk0JEkDZOdoSdJErdn2863TvZ2xOkdHxNlt25qWBT2OHxHx0og4MSL+FBF3RcSiiPh1RHw8Ih7dEN8WEfG1iLgsIm6PiLsj4rqIuCgijoyIvSf62iVpELzjIEmaqL+3/bxzRCydmfcPuZ3nAl8aQhuTEhGPAk4CdujYtDywWV3eEhF7ZObZXfZ/B/A5IDo2rV2XpwH7R8TJmXnfQIOXpD55x0GSNFGXUfocQLkw/r+IeGZEdF78TtZPgdvrzy+MiKMi4ikDbmM3YJUxlr2AB2rdBz1uVftgnElJGm4DPgI8HXgk8HhgH+AKYA3gOxGxccf+s4HPUJKGi4CXAxvW+o+rx/0g8PvBvVxJGj87R0uSeuqjc/RLgZN58Dflf6NcXP8KmA+ck5kLJxnHOynfyLe7HvgF8GtKcvGTzLxjjGPsCJxVf92p2zf/PfbbDPgJpZ/FRcCzMnNx2/ZPAO8DbgG2zcxLuxxjdeDnwEbAtzJzj7Ztb6cMZ3s/8JjM/Fs/cUnSqHnHQZI0YZn5LcoQqO0dox8JPA84EDgFuDEijqvfrE+0nc8Dc4Ab2orXBl4IfBj4YW3nsIhYe6LtdIqIdYDvU5KGa4HdO5KGFSnzUwAc0i1pqPEvBP6z/vriOsJUS+ux4TsoyYckTUsmDpKkScnMHwBPBHalTPB2EXBvW5XlgL2BX0fEbpNo52hgfWBPytwRl7Lk8SEoF/dvBH4TEZtPtJ2WenF/KvBYSqfs3TPzuo5q21AeZQL4cUTM6rUAl9R6S1Hmtmj5VV2vAsyLiHUnG7skDYOdoyVJk1Y7RZ9WFyJiOcpz/rtSLubXpswsfXxEzK5Dpk6knbuB/6tLq3/BFpQ7D/tTZqp+NKW/xRMz866JtBMRy1I6O28K3AfslZm/7VL1SW0//2IcTfxjpKjMPCciTqYkRK8GXh0RvwPOA84HfpSZ14/zJUjSwHnHQZI0cJl5T2b+LDMPotyN+FndtArw+gG2c0dmnpuZ76VcxF9dN60L7NF7z0aHA8+pP78lM0/rUW/1CR5/hY7fXwG8g3IXBeAplITrGODaiDh1CB3CJWlcTBwkSUOVmbcB/9ZWtOWQ2rmB0q9iUu1ExIeB/eqvn8jMI8eoflvbz+tmZvS5zOuI/b7M/GJmPpmS9OwFfAG4nPJ/9W7AfJMHSVPJxEGSNAoXt/280nRtJyJeAxxUfz0O+EDDLu2dwifc+btdZv45M0/MzHdm5hOBVwFJ6cNx4Nh7S9LwmDhIkkahvcNvZwfjadFOROwMfLX+ej4wJ5vHLD8HuLP+vO942utXZn6DJQnRk8aqK0nDZOIgSZqQiNgwIj4ZEWs11FsaOLit6IfjbGfbiHh/xxCm3eqtRJl8bdzt1EeA/g9YljJZ24trR+wx1aFZv1J/nRMRe/XR1pM6ft+4nqNe9VekTAQHZY4MSZoSjqokSZqoFYF/B94VEacB36NMcnYdcBdldKOtKP0bWv0NLqSMVjQea1ASjw9FxHcoCcEvKXM63AesBTwLeDelIzbAyZn5sy7Heog6VOr3gdWARZT+BXfX8m4e6Jho7sPATsAzgOMi4sWUTs0XU2a8XhXYGNgOeBlwN2UkqJYPADtFxInAjykzRC+s8WxGeTzpkbXuN/p5TZI0DCYOkqSJuotyEbw88IK6jOVMYO86dOt43E6ZVXlFynwQezfUPw543TiO/yhgvfrzapSZqMdyDWU+CaCM7BQRz6EkCy8A9qlLLxd0KVsXeE9devlCZh7TEJskDY2JgyRpQjLzjxHxaOC5wPaUb9w3pHw7vjRlxKGrKfMbnJCZZ06wnbMi4jHALpQ7C08DNqDciYAyOduVwHzg2My8cMIvaoIy8xbghRGxA/AaYFvKxHErUc7DAspdktadmXb/DpxOuWvxdMqcF4+mTKL3J+CnwFGZ+dOhvxBJGkM09/uSJEmS9M/OztGSJEmSGpk4SJIkSWpk4iBJkiSpkYmDJEmSpEYmDpIkSZIamThIkiRJamTiIEmSJKmRiYMkSZKkRiYOkiRJkhqZOEiSJElqZOIgSZIkqZGJgyRJkqRGJg6SJEmSGpk4SJIkSWpk4iBJkiSpkYmDJEmSpEYmDpIkSZIamThIkiRJavT/AR/9oBxKiszdAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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"text/plain": [ "
" ] @@ -391,284 +306,27 @@ } ], "source": [ - "IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", + "results_filename = \"5_shots.json\"\n", + "result_json = open_json(results_filename)\n", "\n", - "ind, = np.where(IS_sizes==IS_sizes.max())\n", - "n_show = min(len(ind),1)\n", + "independent_set_sizes, raw_bitstrings = analysis_MIS(graph, result_json)\n", "\n", - "figure = plt.figure(figsize=(25,15))\n", - "for i in range(n_show):\n", - " axes = plt.subplot(1,n_show,i+1)\n", + "(max_indices,) = np.where(independent_set_sizes == independent_set_sizes.max())\n", + "num_shown = min(len(ind), 1)\n", "\n", - " color_lookup = {0:\"r\",1:'k'}\n", - " seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", - " visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", - " \n", - " # print(np.where(pp_bitstrings[ind[i]]==0)[0])\n", - " # print(seqs_color)\n", - " \n", + "figure = plt.figure(figsize=(25, 15))\n", + "for i in range(num_shown):\n", + " axes = plt.subplot(1, num_shown, i + 1)\n", + " color_lookup = {0: \"r\", 1: \"k\"}\n", + " seqs_color = [\n", + " color_lookup[raw_bitstrings[max_indices[i]][j]]\n", + " for j in range(len(raw_bitstrings[max_indices[i]]))\n", + " ]\n", + " visualize_graph(\n", + " axes, graph, {a: points[a] for a in range(len(points))}, node_colors=seqs_color\n", + " )\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": 63, - "id": "a16ecc13-bb1b-41d1-96b9-79e6bc859295", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average pre-processed size: 43.6200\n", - "Average post-processed IS size: 42.6250\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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EZ9+qqu93OnB6P+VLgR3aPI+IiOiQdq9Inqwt/wbYtiw/AmzVkRZFRMSo0u4VyXXAjsAvqDq7j5P0auCvges727SIiBgN2r0i+RfgzrL8r8Aaqs7tV/LcLyhGRMQY0NYVSemP6FteQ/UYcEREjGFtf48EQNLrgD8oqzf1DXsSERFjT7vfI9kcOA3YB1j3TLEuBj5g+94Oty8iIl7g2u0jORXYDtgF2Li8dgWmAKd0tmkRETEatHtr6x3AHravrJVdIelvgB90rlkRETFatHtFsgb4bT/ljwK5rRURMQa1m0jmAl+U9PRQ7WX5Cww+zlZERLxIDWWGxBuoZiXsMwVYKalvlN2+cbe2oOpDiYiIMWS4MyRGREQAQ5sh8dhuNCQiIkan4X4hcXdgGtUtr+W2L+9koyIiYvRo9wuJWwPfBt7GM2NubSVpKfAXtu8csHJERLwotfvU1peAp4DtbG9jextgain7UqcbFxERL3zt3traE9jN9m19BWViq48CP+xoyyIiYlRo94oEnv0o8GBlERExBrSbSH4IfFnSNn0FkiYBX2QIVySSZkm6RVKvpDn9bB8v6fyy/WpJk0v5wZKW1V7rJE0v2y4vMfu2bdHmOUVERAPtJpKPAi8HVki6XdLtwK2l7KODVZQ0DjiJag6TacBBkqa17HYYcL/t7YATgRMAbJ9je7rt6cB7gdtsL6vVO7hvu+272zyniIhooN0+knuBmcBuwPal7GbbQxmwcSbQ2zd3iaTzgH2Bm2r77At8qixfCPw/SbJdv3V2EHBem+2OiIgRMuREUq4oHgTebPtS4NI2j7U1cEdtfRWw00D72F4r6UFgc+Ce2j4HUiWcum9Iegq4CDiuJfH0tf9wynTAkyZNarPpERExkCHf2rL9FHA7sNHINWdwknYCHrV9Y634YNtvpJojZReqW1/PYftk2zNsz+jp6elCayMixoZ2+0g+DcyTNGEYx1oNbFNbn1jK+t1H0obApjx7ePrZwLfqFWyvLj8fBs6luoUWERFd0m4fyZFUo/+ulrSKlrlJbL9pkLpLgKmSplAljNnAX7XsMx84BLgS2B+4rO82laQNgPdQXXVQyjYENrN9j6SXAHuTCbYiIrqq3URyIdV3RtTugUqfxxHAImAccLrt5ZLmAkttz6eaD/4sSb3AfVTJps+uwB19nfXFeGBRSSLjqJJIpvyNiOiiISUSSS8DPgfsB7yE6jsjf2f7nsHqtbK9EFjYUnZMbflx4IAB6l4O7NxS9luqcb8iIuJ5MtQ+kmOBQ4EFVH0Ufwp8dYTaFBERo8hQb229GzjM9nkAks4BrpA0rjzNFRERY9RQr0i2AX7ct2L7GmAtsNVINCoiIkaPoSaSccCTLWVrGebEWBER8eIx1EQg4GxJT9TKNgZOkfRoX4HtfTrZuIiIeOEbaiI5s5+yszvZkIiIGJ2GlEhsv3+kGxIREaPTcCa2ioiIeFoSSURENJJEEhERjeTx3YgxZPKcBR2Js3LeXh2JEy8OuSKJiIhGkkgiIqKRJJKIiGgkiSQiIhpJIomIiEaSSCIiopEkkoiIaKSriUTSLEm3SOqVNKef7eMlnV+2Xy1pcimfLOkxScvK62u1Om+TdEOp8yVJbc8nHxERw9e1RCJpHHAS8E5gGnCQpGktux0G3G97O+BE4ITatlttTy+vD9fKvwp8CJhaXrNG6hwiIuK5unlFMhPotb3C9pPAecC+LfvsyzND1l8I7DHYFYakLYFNbF9l28A3gf063vKIiBhQNxPJ1sAdtfVVpazffWyvBR4ENi/bpkj6qaTFknap7b9qPTEBkHS4pKWSlq5Zs6bZmURExNNGS2f7r4FJtt8C/BNwrqRN2glg+2TbM2zP6OnpGZFGRkSMRd1MJKuBbWrrE0tZv/tI2hDYFLjX9hO27wWwfS1wK/D6sv/E9cSMiIgR1M1EsgSYKmmKpI2A2cD8ln3mA4eU5f2By2xbUk/prEfSa6k61VfY/jXwkKSdS1/K+4DvduNkIiKi0rVh5G2vlXQEsAgYB5xue7mkucBS2/OB04CzJPUC91ElG4BdgbmSfgesAz5s+76y7SPAGcBLgUvKKyIiuqSr85HYXggsbCk7prb8OHBAP/UuAi4aIOZSYIfOtjQiIoZqtHS2R0TEC1QSSURENJJEEhERjSSRREREI0kkERHRSFef2orumzxnQUfirJy3V0fixItXJ/7W8nc2OuWKJCIiGkkiiYiIRpJIIiKikSSSiIhoJIkkIiIaSSKJiIhGkkgiIqKRJJKIiGgkiSQiIhpJIomIiEaSSCIiopEkkoiIaKSriUTSLEm3SOqVNKef7eMlnV+2Xy1pcinfU9K1km4oP3ev1bm8xFxWXlt08ZQiIsa8ro3+K2kccBKwJ7AKWCJpvu2barsdBtxveztJs4ETgAOBe4B32b5T0g7AImDrWr2Dy9ztERHRZd28IpkJ9NpeYftJ4Dxg35Z99gXOLMsXAntIku2f2r6zlC8HXippfFdaHRERg+pmItkauKO2vopnX1U8ax/ba4EHgc1b9vlL4DrbT9TKvlFua31Ckjrb7IiIGMyo6myX9Aaq211/Uys+2PYbgV3K670D1D1c0lJJS9esWTPyjY2IGCO6mUhWA9vU1ieWsn73kbQhsClwb1mfCHwbeJ/tW/sq2F5dfj4MnEt1C+05bJ9se4btGT09PR05oYiI6G4iWQJMlTRF0kbAbGB+yz7zgUPK8v7AZbYtaTNgATDH9hV9O0vaUNKEsvwSYG/gxpE9jYiIqOtaIil9HkdQPXF1M3CB7eWS5krap+x2GrC5pF7gn4C+R4SPALYDjml5zHc8sEjS9cAyqiuaU7p1ThER0cXHfwFsLwQWtpQdU1t+HDign3rHAccNEPZtnWxjRES0p6uJJAY2ec6CjsRZOW+vjsSJeKHoxHsj74uRNaqe2oqIiBeeJJKIiGgkiSQiIhpJIomIiEaSSCIiopEkkoiIaCSJJCIiGkkiiYiIRpJIIiKikSSSiIhoJEOktClDmUS8OIy2oVdeyO3NFUlERDSSRBIREY0kkURERCNJJBER0UgSSURENJJEEhERjSSRREREI11NJJJmSbpFUq+kOf1sHy/p/LL9akmTa9uOLuW3SHrHUGNGRMTI6loikTQOOAl4JzANOEjStJbdDgPut70dcCJwQqk7DZgNvAGYBXxF0rghxoyIiBHUzSuSmUCv7RW2nwTOA/Zt2Wdf4MyyfCGwhySV8vNsP2H7NqC3xBtKzIiIGEGy3Z0DSfsDs2x/sKy/F9jJ9hG1fW4s+6wq67cCOwGfAq6yfXYpPw24pFQbNGYt9uHA4WX194FbOn6Sz5gA3JO4iZu4idtlI93mbW33tBaOmbG2bJ8MnNyNY0laantG4iZu4iZuNz1fbe7mra3VwDa19YmlrN99JG0IbArcO0jdocSMiIgR1M1EsgSYKmmKpI2oOs/nt+wzHzikLO8PXObq3tt8YHZ5qmsKMBW4ZogxIyJiBHXt1pbttZKOABYB44DTbS+XNBdYans+cBpwlqRe4D6qxEDZ7wLgJmAt8Le2nwLoL2a3zmkQI3ULLXETN3FHf9yR9Ly0uWud7RER8eKUb7ZHREQjSSQREdFIEkkDkjaWdI2kn0laLunYUv5jScvK605J3+lQ3D0kXVfi/q+k7ToUd/cS90ZJZ5Yn5tpWRhv4qaSLy/qUMtRNbxn6ZqMOxT2ixLSkCcOJOUDcc8pwOzdKOl3SSzoU97TyO79e0oWSXtGJuLXyL0l6ZDgxB2jvGZJuq/0NT+9QXEk6XtIvJN0s6aMdbHOj99wgcRu950aSpJWSbihtW1rKXiXpUkm/LD9f2Y22JJE08wSwu+03A9OBWZJ2tr2L7em2pwNXAv/VibjAV4GDS9xzgX/tQNz/QzWawGzbOwC388yTc+36e+Dm2voJwIllyJv7qYbA6UTcK4A/pWprE61xzwG2B94IvBT4YIfi/qPtN9t+E/Ar4DlfmB1mXCTNAJp+WDwnLvCxvr9h28s6FPdQqsf1t7f9B1QjUQzXs2J34D3Xb1yav+dG2p+U8+777sgc4Ie2pwI/LOsjLomkAVf6/if4kvJ6+ukFSZsAuwPf6VBcA5uU8k2BOzsQ9yngSdu/KOWXAn/ZTlwASROBvYBTy7qozv3CssuZwH5N45bz+Kntle3GGkLcheV3ZKrHyyd2KO5DZZuoElTbT7j0F1fVWHOfAz7ebrzB4nbCAHH/LzDX9joA23d3MHbftmG95waJ2+g99zyoDzM1rPfccCSRNFQuhZcBdwOX2r66tnk/qv8dPNShuB8EFkpaBbwXmNc0LtUH5oblf7ZQfX9nmwGqD+aLVB9o68r65sADtteW9VXA1h2I2ykDxi23tN4L/Hen4kr6BnAX1RXPlzsU9whgvu1fDyPeYHEBji+34k6UNL5DcV8HHChpqaRLJE0dToMHiN1nP4b5nhsgbuP33Agy8H1J16oaAgrg1bW/h7uAV3ejIUkkDdl+qlz2TgRmStqhtvkg4FsdjPuPwJ/bngh8A/j3pnGpRlSeDZwo6RrgYaqrlCGTtDdwt+1r223PCzTuV4Af2f5xp+Lafj+wFdVtkwObxpW0FXAAw0tK62vv0VQJb0fgVcBRHYo7Hni83IY5BTi9g23uM6z33CBxG7/nRtAf234r1ejnfytp1/rGcmXdne932M6rQy/gGODIsjyBaniXjTsU92PArbWyScBNnWpvrezPgAvajPNZqiuOlVT/C3qUqr/hHmDDss8fAos6EPfs2vaVwIRhnPeAcYFPUt0W2aCTcWv77Apc3IG495flleW1jmok7E63d7cOtfds4OfAlLKPgAc7/G837PfcAHEXdPo9N1IvqoFtj6QajHbLUrYlcEtXjv98/wJG8wvoATYryy8FfgzsXdY/DJzZybhUH8yvL+WHARd1KO4WpWw8VQfd7g1+J09/8AD/SdWJD/A14COdiFsrW8kwEskg7f0g8BPgpR3429gNuLh8YG5XygR8Hvh8J38PpfyRDv4e+j6IRHW7Z16H4s4DPlArX9KpNpf1Yb/nBvi327Dpe26kXsDLgd+rLf+Eaq6mzwFzSvkc4N+60Z4xM/rvCNkSOLN0em5A9T/5vkczZzP8+6n9xpX0IeAiSeuo/kf6gQ7F/Vy5tN8A+Krty4bZ7lZHAedJOg74KdUQOI2Vx0Y/DrwGuF7SQpepBBr6GtWTYFdW/eL8l+25DWOK6ne+SVn+GVWn8wvZOZJ6qNq7jOoDuhPmldj/CDzC8J+KG0iT99xzuBrWqel7bqS8Gvh2+TvdEDjX9n9LWgJcIOkwqr/l93SjMRkiJSIiGklne0RENJJEEhERjSSRREREI0kkERHRSBJJREQ0kkQS8QIiaTc1HNU4otuSSCKGoAytfnFt/WWSPqNqOPvHJd0j6QpJB60nzn6SrpT0gKRHJP1cUn2QwJ9Qfd/n3hE6lYiOyxcSI4bna8AfUQ07fiPVUO47U41N1S9Je1B92/+TwPupxjTbntoIrbafpBqiI2LUyBVJxPDsA3zW9sW2V7oa2v6rtk8apM67gKttf8b2z23/0vb3bD89T0vrra0yeZH7eU0u2zeVdLKkuyU9LGlxbSTnvu1nle2PS1oh6R9G5DcSY1YSScTw3EU1MdimbdbZXtKb26izI9Wtrr7XxVSDH/6mzG+ygGp4/r2BtwA/Ai6TtGWpfxzVRF17A79PNcTH6jaOH7FeubUVMTyHU0Y4lnQDVd/Gd21fOkidLwO7AMvK/BZXAz+gGr2236lyba/pW5Z0FNUoyjvZfkzS7lQzXfbYfqzs9glJ76KaO+PfgG2B62xfU7Y3nVUy4jlyRRIxDLZ/BLyWaja+C4DXU00y9PVB6vzW9l7AdsCxwANUw5cvlzToBEQlORwL/KXtW0vx24CXAWtKx/0jquZu34FqEimopoo9UNWc8Z+X9PbhnXHEwJJIIobJ9u9s/9j2PNt/BnwCOLyv/2KQerfaPrWMWPxWqgmvBhwRuExqdg7wt7YX1zZtAPyG6qqk/tq+tAXbl1BdlXyear6OBWW2xoiOya2tiM65qfx8RRt1VlJNotRvndLp/j3gFNutw/BfRzWc+DrbKwY6gO17gLOAsyRdAnxL0odtP9FGOyMGlEQSMQySLqea0nUp1Xc+pgGfoeoIv3mAOp+iuhW1kKqvYjPgo1RJZP4Ah7qIqnP8C5JeUytfQ9W/cgXwXUkfL8d+DdUERz+w/WNJc6kSznKq9/u7gRVJItFJSSQRw7OIqkP7eKpEcBdwKTDX9kBz3i8GPgKcSXUl8RDVB/w+pc+lP33zcLc+aTXF9kpJf071ZNYpwBZUt7quAL5Z9nuitHEK8DhwFdVjyBEdk4mtIiKikXS2R0REI0kkERHRSBJJREQ0kkQSERGNJJFEREQjSSQREdFIEklERDSSRBIREY38f/CCdfJi/QDRAAAAAElFTkSuQmCC\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for df in [40, 45, 50, 55, 60, 70, 80]:\n", - " filename = f\"r=sqrt(sqrt(2)), df={df}e6.json\"\n", - " result_json = open_json(filename)\n", - "\n", - " IS_sizes,pp_bitstrings = analysis_MIS(graph, result_json)\n", - "\n", - " # ind, = np.where(IS_sizes==IS_sizes.max())\n", - " # n_show = min(len(ind),1)\n", - "\n", - "# figure = plt.figure(figsize=(25,15))\n", - "# for i in range(n_show):\n", - "# axes = plt.subplot(1,n_show,i+1)\n", - "\n", - "# color_lookup = {0:\"r\",1:'k'}\n", - "# seqs_color = [color_lookup[pp_bitstrings[ind[i]][j]] for j in range(len(pp_bitstrings[ind[i]]))]\n", - "# visualize_graph(axes, graph, {a: points[a] for a in range(len(points))}, node_colors = seqs_color)\n", - "\n", - "# plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "307b3f26-8dc1-437e-84ac-1a4aea803e8e", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From bb8e479caeba597de752ec66036c55b4614538d3 Mon Sep 17 00:00:00 2001 From: David Shustin Date: Sun, 29 Jan 2023 14:47:06 +0000 Subject: [PATCH 12/14] documentation --- .../.ipynb_checkpoints/team_solutions-checkpoint.md | 4 ++-- team_solutions/team_solutions.md | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md b/team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md index 1a1c42c8..923c8459 100644 --- a/team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md +++ b/team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md @@ -2,5 +2,5 @@ ### Sample Team -- [Code](TEAM_NAME) -- [Documentation](https://url_to_documentation.com) \ No newline at end of file +- [https://github.com/areeq-hasan/2023_QuEra/blob/main/team_solutions/lieb_lattice.ipynb](braided_anyons) +- [https://docs.google.com/presentation/d/1uhDXvFxtjG8xquhI-VqeVyYr6z4I-uEvL9crFuy4AAg](https://url_to_documentation.com) \ No newline at end of file diff --git a/team_solutions/team_solutions.md b/team_solutions/team_solutions.md index 1a1c42c8..923c8459 100644 --- a/team_solutions/team_solutions.md +++ b/team_solutions/team_solutions.md @@ -2,5 +2,5 @@ ### Sample Team -- [Code](TEAM_NAME) -- [Documentation](https://url_to_documentation.com) \ No newline at end of file +- [https://github.com/areeq-hasan/2023_QuEra/blob/main/team_solutions/lieb_lattice.ipynb](braided_anyons) +- [https://docs.google.com/presentation/d/1uhDXvFxtjG8xquhI-VqeVyYr6z4I-uEvL9crFuy4AAg](https://url_to_documentation.com) \ No newline at end of file From 5c2fc094bd4b3631bce13f099cf5ebe19ca8659d Mon Sep 17 00:00:00 2001 From: David Shustin Date: Sun, 29 Jan 2023 14:48:59 +0000 Subject: [PATCH 13/14] move --- .../.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb | 0 .../.ipynb_checkpoints/team_solutions-checkpoint.md | 2 +- team_solutions/{ => braided_anyons}/100_shots.json | 0 team_solutions/{ => braided_anyons}/1_shot.json | 0 team_solutions/{ => braided_anyons}/5_shots.json | 0 team_solutions/{ => braided_anyons}/iquhack_utils.py | 0 team_solutions/{ => braided_anyons}/lieb_lattice.ipynb | 0 team_solutions/{ => braided_anyons}/team_solutions.md | 2 +- team_solutions/{ => braided_anyons}/utils.py | 0 9 files changed, 2 insertions(+), 2 deletions(-) rename team_solutions/{ => braided_anyons}/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb (100%) rename team_solutions/{ => braided_anyons}/.ipynb_checkpoints/team_solutions-checkpoint.md (79%) rename team_solutions/{ => braided_anyons}/100_shots.json (100%) rename team_solutions/{ => braided_anyons}/1_shot.json (100%) rename team_solutions/{ => braided_anyons}/5_shots.json (100%) rename team_solutions/{ => braided_anyons}/iquhack_utils.py (100%) rename team_solutions/{ => braided_anyons}/lieb_lattice.ipynb (100%) rename team_solutions/{ => braided_anyons}/team_solutions.md (79%) rename team_solutions/{ => braided_anyons}/utils.py (100%) diff --git a/team_solutions/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb b/team_solutions/braided_anyons/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb similarity index 100% rename from team_solutions/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb rename to team_solutions/braided_anyons/.ipynb_checkpoints/lieb_lattice-checkpoint.ipynb diff --git a/team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md b/team_solutions/braided_anyons/.ipynb_checkpoints/team_solutions-checkpoint.md similarity index 79% rename from team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md rename to team_solutions/braided_anyons/.ipynb_checkpoints/team_solutions-checkpoint.md index 923c8459..6945a20e 100644 --- a/team_solutions/.ipynb_checkpoints/team_solutions-checkpoint.md +++ b/team_solutions/braided_anyons/.ipynb_checkpoints/team_solutions-checkpoint.md @@ -2,5 +2,5 @@ ### Sample Team -- [https://github.com/areeq-hasan/2023_QuEra/blob/main/team_solutions/lieb_lattice.ipynb](braided_anyons) +- [https://github.com/areeq-hasan/2023_QuEra/blob/main/team_solutions/braided_anyons/lieb_lattice.ipynb](braided_anyons) - [https://docs.google.com/presentation/d/1uhDXvFxtjG8xquhI-VqeVyYr6z4I-uEvL9crFuy4AAg](https://url_to_documentation.com) \ No newline at end of file diff --git a/team_solutions/100_shots.json b/team_solutions/braided_anyons/100_shots.json similarity index 100% rename from team_solutions/100_shots.json rename to team_solutions/braided_anyons/100_shots.json diff --git a/team_solutions/1_shot.json b/team_solutions/braided_anyons/1_shot.json similarity index 100% rename from team_solutions/1_shot.json rename to team_solutions/braided_anyons/1_shot.json diff --git a/team_solutions/5_shots.json b/team_solutions/braided_anyons/5_shots.json similarity index 100% rename from team_solutions/5_shots.json rename to team_solutions/braided_anyons/5_shots.json diff --git a/team_solutions/iquhack_utils.py b/team_solutions/braided_anyons/iquhack_utils.py similarity index 100% rename from team_solutions/iquhack_utils.py rename to team_solutions/braided_anyons/iquhack_utils.py diff --git a/team_solutions/lieb_lattice.ipynb b/team_solutions/braided_anyons/lieb_lattice.ipynb similarity index 100% rename from team_solutions/lieb_lattice.ipynb rename to team_solutions/braided_anyons/lieb_lattice.ipynb diff --git a/team_solutions/team_solutions.md b/team_solutions/braided_anyons/team_solutions.md similarity index 79% rename from team_solutions/team_solutions.md rename to team_solutions/braided_anyons/team_solutions.md index 923c8459..6945a20e 100644 --- a/team_solutions/team_solutions.md +++ b/team_solutions/braided_anyons/team_solutions.md @@ -2,5 +2,5 @@ ### Sample Team -- [https://github.com/areeq-hasan/2023_QuEra/blob/main/team_solutions/lieb_lattice.ipynb](braided_anyons) +- [https://github.com/areeq-hasan/2023_QuEra/blob/main/team_solutions/braided_anyons/lieb_lattice.ipynb](braided_anyons) - [https://docs.google.com/presentation/d/1uhDXvFxtjG8xquhI-VqeVyYr6z4I-uEvL9crFuy4AAg](https://url_to_documentation.com) \ No newline at end of file diff --git a/team_solutions/utils.py b/team_solutions/braided_anyons/utils.py similarity index 100% rename from team_solutions/utils.py rename to team_solutions/braided_anyons/utils.py From 3d83095577c4c3e53f293871823066b6cbf1dfd7 Mon Sep 17 00:00:00 2001 From: David Shustin Date: Sun, 29 Jan 2023 14:51:01 +0000 Subject: [PATCH 14/14] fix docs --- .../.ipynb_checkpoints/team_solutions-checkpoint.md | 4 ++-- team_solutions/braided_anyons/team_solutions.md | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/team_solutions/braided_anyons/.ipynb_checkpoints/team_solutions-checkpoint.md b/team_solutions/braided_anyons/.ipynb_checkpoints/team_solutions-checkpoint.md index 6945a20e..ecfd13cf 100644 --- a/team_solutions/braided_anyons/.ipynb_checkpoints/team_solutions-checkpoint.md +++ b/team_solutions/braided_anyons/.ipynb_checkpoints/team_solutions-checkpoint.md @@ -2,5 +2,5 @@ ### Sample Team -- [https://github.com/areeq-hasan/2023_QuEra/blob/main/team_solutions/braided_anyons/lieb_lattice.ipynb](braided_anyons) -- [https://docs.google.com/presentation/d/1uhDXvFxtjG8xquhI-VqeVyYr6z4I-uEvL9crFuy4AAg](https://url_to_documentation.com) \ No newline at end of file +- [braided_anyons](https://github.com/areeq-hasan/2023_QuEra/blob/main/team_solutions/braided_anyons/lieb_lattice.ipynb) +- [Documentation (Slides)](https://docs.google.com/presentation/d/1uhDXvFxtjG8xquhI-VqeVyYr6z4I-uEvL9crFuy4AAg) \ No newline at end of file diff --git a/team_solutions/braided_anyons/team_solutions.md b/team_solutions/braided_anyons/team_solutions.md index 6945a20e..ecfd13cf 100644 --- a/team_solutions/braided_anyons/team_solutions.md +++ b/team_solutions/braided_anyons/team_solutions.md @@ -2,5 +2,5 @@ ### Sample Team -- [https://github.com/areeq-hasan/2023_QuEra/blob/main/team_solutions/braided_anyons/lieb_lattice.ipynb](braided_anyons) -- [https://docs.google.com/presentation/d/1uhDXvFxtjG8xquhI-VqeVyYr6z4I-uEvL9crFuy4AAg](https://url_to_documentation.com) \ No newline at end of file +- [braided_anyons](https://github.com/areeq-hasan/2023_QuEra/blob/main/team_solutions/braided_anyons/lieb_lattice.ipynb) +- [Documentation (Slides)](https://docs.google.com/presentation/d/1uhDXvFxtjG8xquhI-VqeVyYr6z4I-uEvL9crFuy4AAg) \ No newline at end of file