diff --git a/.gitignore b/.gitignore index e8a6ea4..5eac331 100644 --- a/.gitignore +++ b/.gitignore @@ -43,8 +43,8 @@ output/*/index.html # Sphinx docs/_build -.ipynb_checkpoints/* -*/.ipynb_checkpoints/* +.ipynb_checkpoints/ +docs/notebooks/.ipynb_checkpoints/ # gedit backups *~ @@ -53,3 +53,4 @@ docs/_build # virtual environment .venv + diff --git a/HISTORY.md b/HISTORY.md index f8683ee..ae4aa99 100644 --- a/HISTORY.md +++ b/HISTORY.md @@ -1,6 +1,12 @@ # Changes -## 1.0.0 (7 Oct 2022) +### 1.0.1 (Nov 22 2022) + * density_lookup method implemented for StereoNet.grid + * Stress tensor sigma* properties using inverted order of eigenvalues + * render2fig method of StereoNet implemented + * vector-like objects are not iterable, so properly render in pandas + +## 1.0.0 (Oct 7 2022) New major release APSG has been significantly refactored from version 1.0 and several changes are @@ -12,28 +18,31 @@ readability. See documentation for further details. -### 0.7.3 +### 0.7.3 (Oct 6 2022) * figure window title removed from StereoNet * for future only bugfixes planned, foo further development see versions >=1.0 -### 0.7.1 (master) +### 0.7.2 (Oct 6 2022) + * bugfix release + +### 0.7.1 (Jul 13 2021) * paleomag rs3 input/output improved * Simple SQLAlchemy API to sdb database implemented * StereoNet arc method fixed * StereoNet polygon method added -## 0.7.0 (3 Feb 2021) +## 0.7.0 (Feb 3 2021) * Python 2 support dropped * RosePlot added * Ortensor has from_pairs method for Lisle tensor for orthogonal data * StereoNet scatter method has labels kwarg to show hover annotations -### 0.6.3 (6 Dec 2019) +### 0.6.3 (Dec 6 2019) * Python 2/3 compatibility fix -### 0.6.2 (6 Dec 2019) +### 0.6.2 (Dec 6 2019) * few minor bugs fixed * Stereogrid apply_func passes Vec3 instead numpy array @@ -42,7 +51,7 @@ See documentation for further details. to generate list of DefGrad tensors * Added Tensor class to work with deformation tensors -### 0.6.1 (12 Dec 2018) +### 0.6.1 (Dec 12 2018) * Stereogrid always use Euclidean norms as weights * DefGrad properties e1, e2, e3 (natural principal strains) added @@ -54,7 +63,7 @@ See documentation for further details. * RamsayPlot, FlinnPlot and HsuPlot implemented * All fabric plots have new path method accepting list of tensors -## 0.6.0 (07 Nov 2018) +## 0.6.0 (Nov 7 2018) * Stress always gives eigenvalues sorted * Stress I1, I2, I3 properties for invariants implemented @@ -70,16 +79,16 @@ See documentation for further details. * SDB can modify database metadata * QGIS 3 plugin ReadSDB compatibility -### 0.5.4 (19 Oct 2018) +### 0.5.4 (Oct 19 2018) * StereoNet has cbpad keyword for colorbar padding * FabricPlot bug introduced in 0.5.2 fixed. -### 0.5.3 (10 Oct 2018) +### 0.5.3 (Oct 10 2018) * Bugfix release -### 0.5.2 (10 Oct 2018) +### 0.5.2 (Oct 10 2018) * Fischer distribution sampling added * transform method has norm kwarg to normalize tranformed vectors @@ -90,23 +99,23 @@ See documentation for further details. * velgrad method added to DefGrad to calculate matrix logarithm * StereoGrid has new methods max, min, max_at, min_at -### 0.5.1 (05 Dec 2017) +### 0.5.1 (Dec 5 2017) * Kent distribution sampling added * Automatic kernel density estimate for contouring * UserWarnings fix -## 0.5.0 (19 Nov 2017) +## 0.5.0 (Nov 19 2017) * bux fix minor release -### 0.4.4 (25 Mar 2017) +### 0.4.4 (Mar 25 2017) * Group method centered improved * Group method halfspace added to reorient all vectors towards resultant halfspace -### 0.4.3 (25 Mar 2017) +### 0.4.3 (Mar 25 2017) * Stress tensor with few basic methods implemented * StereoGrid keyword argument 'weighted' to control weighting @@ -122,11 +131,11 @@ See documentation for further details. * StereoNet allows simple animations. Add `animate=True` kwarg to plotting method and finally call StereoNet animate method. -### 0.4.1-2 (04 Mar 2017) +### 0.4.1-2 (Mar 4 2017) * bugfix -## 0.4.0 (04 Mar 2017) +## 0.4.0 (Mar 4 2017) * Density class renamed to StereoGrid * Fault sense under rotation fixed @@ -135,18 +144,18 @@ See documentation for further details. * StereoNet accepts StereoGrid and Ortensor as quick plot arguments * StereoNet instance has axtitle method to put text below stereonet -### 0.3.7 (05 Jan 2017) +### 0.3.7 (Jan 5 2017) * conda build for all platforms * numpy, matplotlib and other helpres imported by default * ortensor is normed by default * ortensor MADp, MADo, MAD and kind properties added -### 0.3.6 (03 Jan 2017) +### 0.3.6 (Jan 3 2017) * shell script iapsg opens interactive console -### 0.3.5 (12 Nov 2016) +### 0.3.5 (Nov 12 2016) * Simple settings interface implemented in in apsg.core.seetings dictionary. To change settings use: @@ -163,11 +172,11 @@ See documentation for further details. * Group and FaultSet can return array or list of user-defined attributes of all elements -### 0.3.4 (20 Jun 2016) +### 0.3.4 (Jun 20 2016) * RTD fix -### 0.3.3 (04 Jun 2016) +### 0.3.3 (Jun 4 2016) * Added E1,E2,E3 properties and polar decomposition method to DefGrad object * StereoNet has vector method to mimics lower and upper hemisphere plotting @@ -180,21 +189,21 @@ See documentation for further details. * Added Group class methods to generate Spherical Fibonacci and Golden Section based uniform distributions of Vec3, Lin and Fol -### 0.3.2 (22 Feb 2016) +### 0.3.2 (Feb 22 2016) * FabricPlot - triangular fabric plot added * .asvec3 property has .V alias * Resultant of Fol and Lin is calculated as vectorial in centered position * dv property of Fol added to return dip slip vector -### 0.3.1 (20 Nov 2015) +### 0.3.1 (Nov 20 2015) * SDB class improved. Support basic filtering including tags * StereoNet has close method to close figure and new method to re-initialize figure when closed in interactive mode * iapsg shell script added to invoke apsg ipython shell -## 0.3.0 (09 Nov 2015) +## 0.3.0 (Nov 9 2015) * Group fancy indexing implemented. Group could be indexed by sequences of indexes like list, tuple or array as well as sliced. @@ -213,23 +222,23 @@ See documentation for further details. * Group examples method provide few well-known datasets. * Matplotlib deprecation warnings are ignored by default -### 0.2.3 (21 Oct 2015) +### 0.2.3 (Oct 21 2015) * New Docstrings format * StereoNet.getfols method bug fixed. * Shell scripts to run interactive session improved. -### 0.2.2 (17 Apr 2015) +### 0.2.2 (Apr 17 2015) * FaultSet class added. Fault and Hoeppner methods of StereoNet implemented * VelGrad and DefGrad classes used for transformations added * G class to quickly create groups from strings added. -### 0.2.1 (09 Dec 2014) +### 0.2.1 (Dec 9 2014) * Quick plotting of groups fixed. -## 0.2.0 (09 Dec 2014) +## 0.2.0 (Dec 9 2014) * new StereoNet class for Schmidt projection * Quick plot when data are passed as argument `StereoNet` class instantiation @@ -240,6 +249,6 @@ See documentation for further details. * new `Group` method normalized * new `Group` properties and methods to calculate spherical statistics -## 0.1.0 (01 Nov 2014) +## 0.1.0 (Nov 1 2014) * First release of APSG diff --git a/docs/conf.py b/docs/conf.py index a1fcbe4..b343b6e 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -70,7 +70,7 @@ # The short X.Y version. version = "1.0" # The full version, including alpha/beta/rc tags. -release = "1.0.0" +release = "1.0.1" # The language for content autogenerated by Sphinx. Refer to documentation # for a list of supported languages. diff --git a/docs/notebooks/.ipynb_checkpoints/01_apsg_basics-checkpoint.ipynb b/docs/notebooks/.ipynb_checkpoints/01_apsg_basics-checkpoint.ipynb deleted file mode 100644 index df07f8c..0000000 --- a/docs/notebooks/.ipynb_checkpoints/01_apsg_basics-checkpoint.ipynb +++ /dev/null @@ -1,1436 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# APSG tutorial - Part 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**APSG** defines several new python classes to easily manage, analyze and visualize orientation structural geology data. There are several classes to work with orientation data, namely `Vector3` for vectorial data and `Lineation`, `Foliation` for axial data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Basic usage" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**APSG** module could be imported either into own name space or into active one for easier interactive work." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "from apsg import *" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Basic operations with vectors in 2D and 3D\n", - "Instance of vector object `Vector3` could be created by passing 3 arguments correspondig to 3 components to function `vec`:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "u = vec(1, -2, 3)\n", - "v = vec(-2, 1, 1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternative ways to create vector is to pass single iterable object as list, tuple or array, or to provide geological orientation according to **APSG** notation (default is *direction of dip* and *dip angle* for planar and *trend* and *plunge* for linear features)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Vector3(-2, 2, 3) Vector3(-0.25, 0.433, 0.866)\n" - ] - } - ], - "source": [ - "coords = (-2, 2, 3)\n", - "a = vec(coords)\n", - "b = vec(120, 60)\n", - "print(a, b)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The instance of 2D vector `Vector2` could be created passing 2 arguments correspondig to 2 components or single iterable with components to function `vec2`:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Vector2(1, 1) Vector2(-1, 2)\n" - ] - } - ], - "source": [ - "k = vec2(1, 1)\n", - "coords = (-1, 2)\n", - "l = vec2(coords)\n", - "print(k, l)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternatively, single argument is interpreted as direction in degrees (0-top, 90-right, 180-down, 270-left)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector2(4.33, -2.5)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "m = 5 * vec2(120)\n", - "m" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For common vector operation we can use standard mathematical operators or special methods using dot notation" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(-1, -1, 4)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u + v" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(3, -3, 2)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u - v" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(7, -8, 7)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "3*u - 2*v" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Its magnitude or length is most commonly defined as its Euclidean norm and could be calculated using `abs`" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2.449489742783178" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "abs(v)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4.242640687119285" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "abs(u + v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For *dot product* we can use `dot` method or operator `@` " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-1.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.dot(v)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-1.0" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u @ v" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For *cross product* we can method `cross`" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(-5, -7, -3)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.cross(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To project vector ``u`` onto vector ``v`` we can use method ``proj``" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(0.333, -0.167, -0.167)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.proj(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To find angle (in degrees) between to vectors we use method ``angle``" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "96.26395271992722" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.angle(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Method ``rotate`` provide possibility to rotate vector around another vector. For example, to rotate vector ``u`` around vector ``v`` for 45°" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(2.248, 0.558, 2.939)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.rotate(v, 45)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Classes Lineation and Foliation\n", - "To work with orientation data in structural geology, **APSG** provide two classes, `Foliation` class to represent planar features and `Lineation` class to represent linear features. Both classes support all `Vector3` methods and operators, but it should be noted, that `dot` and `angle` respect their axial nature, i.e. angle between two lineations cant't be bigger than 90 degrees." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To create instance of `Lineation` or `Foliation`, we can use functions `lin` and `fol`. Arguments have similar syntax to `vec3`." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:120/60, S:216/62)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(120, 60), fol(216, 62)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can also cast `Vector3` instance to `Foliation` or `Lineation`" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:297/53, S:117/37)" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(u), fol(u)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Vector methods for Lineation and Foliation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "To find angle between two linear or planar features we can use method `angle`" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "41.59741268003547" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l1 = lin(110, 40)\n", - "l2 = lin(160, 30)\n", - "l1.angle(l2)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "54.69639932197533" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1 = fol(330, 50)\n", - "p2 = fol(250, 40)\n", - "p1.angle(p2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can use *cross product* to construct planar feature defined by two linear features" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "S:113/40" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l1.cross(l2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "or to construct linear feature defined by intersection of two planar features" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L:278/36" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1.cross(p2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*Cross product* of planar and linear features could be used to construct plane defined by linear feature and normal of planar feature" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "S:96/53" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l2.cross(p2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "or to find perpendicular linear feature on given plane" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L:276/37" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p2.cross(l2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To rotate structural features we can use method ``rotate``" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "S:269/78" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p2.rotate(l2, 45)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Classes Pair and Fault\n", - "To work with paired orientation data like foliations and lineations or fault data in structural geology, **APSG** provide two base `Pair` class and derived `Fault` class. Both classes are instantiated providing dip direction and dip of planar and linear measurements, which are automatically orthogonalized. If misfit is too high, warning is raised. The `Fault` class expects one more argument providing sense of movement information, either 1 or -1 for normal/reverse movement." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To create instance of `Pair`, we have to pass two arguments for planar and two argumets for linear features following geological notation to function `pair`:" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "P:118/39-163/30" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p = pair(120, 40, 162, 28)\n", - "p" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "3.5623168411508175" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p.misfit" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Planar and linear features are accessible using `fol` and `lin` properties" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(S:118/39, L:163/30)" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p.fol, p.lin" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To rotate ``Pair`` instance we can use ``rotate`` method" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "P:314/83-237/61" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p.rotate(lin(45, 10), 60)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Instantiation of ``Fault`` class is similar, we just have to provide argument to define sense of movement" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "F:120/59-110/59 +" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f = fault(120, 60, 110, 58, 1) # 1 for normal fault\n", - "f" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note the change in sense of movement after ``Fault`` rotation" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "F:312/62-340/59 -" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f.rotate(lin(45, 10), 60)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To find rotation axis and angle between two `Pair` instances" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For simple fault analyses ``Fault`` class also provide ``p``, ``t``, ``m`` and ``d`` properties to get PT-axes, kinematic plane and dihedra separation plane" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:315/75, L:116/14, S:27/85, S:290/31)" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f.p, f.t, f.m, f.d" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Class Cone\n", - "General feature type to store small or great circles as cone. It could be defined by `axis`, `secant` and `revolving angle` or by `axis` and `apical angle` The revolving angle is by default 360° defining full cone. For segments of small circles, the `revolving angle` could be different." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "C:140/50 [25]" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "c = cone(lin(140, 50), lin(140, 75))\n", - "c" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To create small circle segment, you can provide `revolving angle`" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [], - "source": [ - "c = cone(lin(90, 70), lin(45,30), 115)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The tips of small circle segments could be obtained from cone property `secant` and `rotated_secant`" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:45/30, L:137/30)" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(c.secant), lin(c.rotated_secant)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To define cone using `apical angle`, use `axis` amd number arguments. Note, that `revolving angle` is 360 by default" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "C:140/50 [25]" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "c = cone(lin(140, 50), 25)\n", - "c" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "360.0" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "c.revangle" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Feature sets\n", - "*APSG* provide several classes to process, analyze and visualize the sets of data. There are e.g. `vecset`, `linset` and `folset` classes to store group of `vec`, `lin` and `fol` objects. All these feature sets are created from homogeneous list of data with optional `name` atribute." - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "V3(5) Vectors" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v = vecset([vec(120,60), vec(116,50), vec(132,45), vec(90,60), vec(84,52)], name='Vectors')\n", - "v" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L(5) Lineations" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l = linset([lin(120,60), lin(116,50), lin(132,45), lin(90,60), lin(84,52)], name='Lineations')\n", - "l" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "S(5) Foliations" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f = folset([fol(120,60), fol(116,50), fol(132,45), fol(90,60), fol(84,52)], name='Foliations')\n", - "f" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To simplify interactive group creation, you can use function ``G``" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L(5) L1" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "g = G([lin(120,60), lin(116,50), lin(132,45), lin(90,60), lin(84,52)], name='L1')\n", - "g" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Method ``len`` returns number of features in group" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Most of the `vec`, `lin` and `fol` methods could be used for feature sets as well. For example, to measure angles between all features in group and another feature, we can use method `angle`:" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([11.49989817, 3.85569115, 15.61367789, 15.11039885, 16.3947936 ])" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l.angle(lin(110,50))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To rotate all features in group around another feature, we can use method ``rotate``" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [], - "source": [ - "lr = l.rotate(lin(150, 30), 45)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To show data in list you can use ``data`` property" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:120/60, L:116/50, L:132/45, L:90/60, L:84/52)" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l.data" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:107/35, L:113/26, L:126/30, L:93/26, L:94/18)" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lr.data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Function `R` returns resultant of all features in set. Note that `Lineation` and `Foliation` are axial in nature, so resultant vector is not reliable. Check the orientation tensor anlysis below." - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(-0.941, 2.649, 3.993)" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.R()" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L:110/55" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(v.R())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There is several methods to infer spherical statistics as spherical variance, Fisher's statistics, confidence cones on data etc." - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.02337168447438498" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l.var()" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'k': 34.22945405911087, 'a95': 13.26402990511733, 'csd': 13.844747281750971}" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.fisher_statistics()" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "C:110/55 [13.264]" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.fisher_cone_a95()" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "C:110/55 [13.8447]" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.fisher_cone_csd()" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "12.411724720740516" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.delta()" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "95.32566310512297" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.rdegree()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To calculate orientation tensor of all features in group, we can use `ortensor` method." - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "OrientationTensor3\n", - "[[ 0.074 -0.096 -0.143]\n", - " [-0.096 0.284 0.421]\n", - " [-0.143 0.421 0.642]]\n", - "(λ1:0.977, λ2:0.201, λ3:0.0758)" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.ortensor()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/notebooks/.ipynb_checkpoints/02_apsg_tensors-checkpoint.ipynb b/docs/notebooks/.ipynb_checkpoints/02_apsg_tensors-checkpoint.ipynb deleted file mode 100644 index d4f5032..0000000 --- a/docs/notebooks/.ipynb_checkpoints/02_apsg_tensors-checkpoint.ipynb +++ /dev/null @@ -1,826 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# APSG tutorial - Part 2" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from apsg import *" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Matrix like classes and tensors\n", - "**APSG** provides matrix-like classes to work with tensor quantities used commonly in structural geology analysis. It includes `DefGrad3` and `VelGrad3` for deformation and velocity gradient, `Stress3` for stress tensor, `Ellipsoid` for quadratic forms and `Ortensor3` for orientation tensor. All these classes support common matrix mathematical operations and provide basic methods and properties.\n", - "\n", - "All matrix-like objects could be created either by passing nested list or tuple or providing individual components to class method `from_comp`" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DeformationGradient3\n", - "[[2. 0. 1. ]\n", - " [0. 1. 0. ]\n", - " [0. 0. 0.5]]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "F = defgrad([[2, 0, 1], [0, 1, 0], [0, 0, 0.5]])\n", - "F" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DeformationGradient3\n", - "[[2. 0. 1. ]\n", - " [0. 1. 0. ]\n", - " [0. 0. 0.5]]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "F = defgrad.from_comp(xx=2, zz=0.5, xz=1)\n", - "F" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For multiplifications of matrix or vectors we have to use matmul `@` operator" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(1, 0, 0.5)" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v = vec('z') # unit-length vector in direction af axis z\n", - "u = F @ v\n", - "u" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`I` property returns inverse matrix" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(0, 0, 1)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "F.I @ u" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To transpose matrix, we can use `T` property and for multiplification we have to use `@` operator" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DeformationGradient3\n", - "[[4. 0. 2. ]\n", - " [0. 1. 0. ]\n", - " [2. 0. 1.25]]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "F.T @ F" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.25" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v @ F.T @ F @ v" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Eigenvalues and eigenvectors could be obtained by methods `eigenvalues` and `eigenvectors`. Individual eigenvalues and eigen vectors could be accessed by properties `E1`, `E2`, `E3` and `V1`, `V2`, `V3`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Deformation gradient and rotations\n", - "\n", - "Deformation gradient `DeformationGradient3` could describe distorsion, dilation and rigid-body rotation. All **APSG** features provides `transform` method which transform then using provided deformation gradient.\n", - "\n", - "The rigid-body rotation could be either extracted from deformation gradient using `R` method:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DeformationGradient3\n", - "[[ 0.928 0. 0.371]\n", - " [ 0. 1. 0. ]\n", - " [-0.371 0. 0.928]]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "R = F.R\n", - "R" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "or could be created of one of the class methods like `from_axisangle`, defining axis of rotation and angle" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DeformationGradient3\n", - "[[ 0.552 -0.753 0.359]\n", - " [ 0.574 0.655 0.492]\n", - " [-0.605 -0.065 0.793]]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "R = defgrad.from_axisangle(lin(120, 50), 60)\n", - "R" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`from_two_vectors`, where axis of rotation is perpendicular to both vectors and angle is angle of vectors" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DeformationGradient3\n", - "[[ 0.938 0.074 0.339]\n", - " [ 0.186 0.718 -0.671]\n", - " [-0.294 0.692 0.66 ]]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "R = defgrad.from_two_vectors(lin(120, 50), lin(270, 80))\n", - "R" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L:270/80" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(120, 50).transform(R)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "or by `from_vectors_axis`, where `axis` do not need to by perpendicular to vectors. Note that rotation axis needs to be adjusted to provide correct rotation of vector." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DeformationGradient3\n", - "[[-0.393 -0.864 0.315]\n", - " [ 0.864 -0.23 0.448]\n", - " [-0.315 0.448 0.837]]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "R = defgrad.from_vectors_axis(lin(45,30), lin(135, 30), lin(90, 70))\n", - "R" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L:135/30" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(45,30).transform(R)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "L:90/70 113.1157146919613\n" - ] - } - ], - "source": [ - "a, ang = R.axisangle()\n", - "print(lin(a), ang)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`from_two_pairs` method, to describe rotation between two coordinate systems. Note that pair define X axis as lineation vector and Z axis as foliation vector." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DeformationGradient3\n", - "[[-0.071 0.97 0.234]\n", - " [-0.874 -0.174 0.453]\n", - " [ 0.48 -0.173 0.86 ]]" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1 = pair(150, 60, 90, 40)\n", - "p2 = pair(45, 30, 10, 25)\n", - "R = defgrad.from_two_pairs(p1, p2)\n", - "R" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "P:45/30-10/25" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1.transform(R)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Ellipsoid\n", - "\n", - "In deformation analysis, the quadratic forms are represented by `Ellipsoid` class. It could be used to represents either ellipsoid objects or finite strain ellipsoid.\n", - "\n", - "It provides additional methods and properties including `lambda1`, `lambda2` and `lambda3` for square-root of eigenvalues, Woodcock's `shape` and `strength`, `k`, `K`, `d` and `D` for Flinn's and Ramsay symmetries and intensities, `lode` for Lode's parameter etc. For more check documentation. Eigenvectors could be also represented by linear or planar features using properties `eigenlins` and `eigenfols`.\n", - "\n", - "We can create `Ellipsoid` object similarly to `Matrix3` (note that only components of upper triangular part are available in `from_comp` method due to matrix symmetry), or you can use aditional class methods `from_defgrad` and `from_stretch`." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Ellipsoid\n", - "[[5. 0. 0.5 ]\n", - " [0. 1. 0. ]\n", - " [0.5 0. 0.25]]\n", - "(λ1:2.25, λ2:1, λ3:0.445)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "B = ellipsoid.from_defgrad(F) # Finger deformation tensor\n", - "B" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In above example, the Finger deformation tensor `B` represents finite strain ellipsoid reulting from deformation described by deformation gradient `F`. We can explore several parameters:" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Principal stretches: Sx=2.247679020649623, Sy=1.0, Sz=0.4449033829176287\n", - "Principal strain ratios: Rxy=2.247679020649623, Ryz=2.247679020649623\n", - "Flinn's finite strain parameters: d=1.764484592491078, k=1.0\n", - "Ramsay's finite strain parameters: d=1.3118699860194967, k=1.0\n", - "Woodcock's parameters: strength=1.6197962748564998, shape=1.0\n", - "Watterson's strain intesity: s3.495358041299246\n", - "Nadai's natural octahedral unit shear: 1.3225581202197991\n", - "Nadai's natural octahedral unit strain: 1.1453689300917396\n", - "Lode's parameter: 0.0\n" - ] - } - ], - "source": [ - "print(f'Principal stretches: Sx={B.lambda1}, Sy={B.lambda2}, Sz={B.lambda3}')\n", - "print(f'Principal strain ratios: Rxy={B.Rxy}, Ryz={B.Ryz}')\n", - "print(f\"Flinn's finite strain parameters: d={B.d}, k={B.k}\")\n", - "print(f\"Ramsay's finite strain parameters: d={B.D}, k={B.K}\")\n", - "print(f\"Woodcock's parameters: strength={B.strength}, shape={B.shape}\")\n", - "print(f\"Watterson's strain intesity: s{B.r}\")\n", - "print(f\"Nadai's natural octahedral unit shear: {B.goct}\")\n", - "print(f\"Nadai's natural octahedral unit strain: {B.eoct}\")\n", - "print(f\"Lode's parameter: {B.lode}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Ellipsoid\n", - "[[4. 0. 2. ]\n", - " [0. 1. 0. ]\n", - " [2. 0. 1.25]]\n", - "(λ1:2.25, λ2:1, λ3:0.445)" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "C = ellipsoid.from_defgrad(F, 'right') # Green's deformation tensor\n", - "C" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.25" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v @ C @ v" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Orientation tensor\n", - "`OrientationTensor3` class represents orientation tensor of set of vectors, linear or planar features. In adition to `Ellipsoid` methods and properties, it provides properties to describe orientation distribution, e.g. Vollmer's `P`, `G`, `R` and `B` indexes, `Intensity` for Lisle intensity index and `MAD` for approximate angular deviation." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "OrientationTensor3\n", - "[[ 0.135 -0.192 -0.202]\n", - " [-0.192 0.405 0.394]\n", - " [-0.202 0.394 0.46 ]]\n", - "(λ1:0.962, λ2:0.201, λ3:0.185)" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l = linset.random_fisher(position=lin(120,40))\n", - "ot = l.ortensor()\n", - "# or\n", - "ot = ortensor.from_features(l)\n", - "ot" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.9255730638956233, 0.04034895410986441, 0.03407798199451173)" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.eigenvalues()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(Vector3(-0.332, 0.644, 0.689),\n", - " Vector3(-0.645, 0.378, -0.664),\n", - " Vector3(-0.688, -0.665, 0.29))" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.eigenvectors()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'L'" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.kind" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The instances of `Stress3`, `Ellipsoid` and `OrientationTensor3` also provides `eigenlins` and `eigenfols` properties to represent principal axes and planes" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:117/44, L:330/42, L:224/17)" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.eigenlins" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(S:297/46, S:150/48, S:44/73)" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.eigenfols" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1.6508807938939047, 18.54699925494892)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.strength, ot.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(43.00078680502128, 3.7905139234188607)" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.k, ot.d" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(18.54699925494892, 2.460816505452465)" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.K, ot.D" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.8852241097857589, 0.012541944230705357, 0.10223394598353519)" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.P, ot.G, ot.R" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "15.831725886151167" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.MAD" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/notebooks/.ipynb_checkpoints/03_apsg_stereonet-checkpoint.ipynb b/docs/notebooks/.ipynb_checkpoints/03_apsg_stereonet-checkpoint.ipynb deleted file mode 100644 index 88259d0..0000000 --- a/docs/notebooks/.ipynb_checkpoints/03_apsg_stereonet-checkpoint.ipynb +++ /dev/null @@ -1,362 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# APSG tutorial - Part 3" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "from apsg import *" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## StereoNet class\n", - "`StereoNet` allows to visualize fetaures on stereographic projection. Both equal-area Schmidt (default) and equal-angle Wulff projections are supported." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "s.great_circle(fol(150, 40))\n", - "s.pole(fol(150, 40))\n", - "s.line(lin(112, 30))\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A small circles (or cones) could be plotted as well" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "l = linset.random_fisher(position=lin(40, 15), kappa=15)\n", - "s.line(l, color='k')\n", - "s.cone(l.fisher_cone_a95(), color='r') # confidence cone on resultant\n", - "s.cone(l.fisher_cone_csd(), color='g') # confidence cone on 63% of data\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For density contouring a ``contour`` method is available" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "s.contour(l, levels=8, colorbar=True)\n", - "s.line(l, color='g', marker='.')\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**APSG** also provides ``pairset`` and ``faultset`` classes to store ``pair`` or ``fault`` datasets. It can be inicialized by passing list of ``pair`` or ``fault`` objects as argument or use class methods ``from_array`` or ``from_csv``" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0.00000000e+00, 1.42108547e-14, 0.00000000e+00])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p = pairset([pair(120, 30, 165, 20),\n", - " pair(215, 60, 280,35),\n", - " pair(324, 70, 35, 40)])\n", - "p.misfit" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "``StereoNet`` has two special methods to visualize fault data. Method ``fault`` produce classical Angelier plot" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f = faultset([fault(170, 60, 182, 59, -1),\n", - " fault(210, 55, 195, 53, -1),\n", - " fault(10, 60, 15, 59, -1),\n", - " fault(355, 48, 22, 45, -1)])\n", - "s = StereoNet()\n", - "s.fault(f)\n", - "s.line(f.p, label='P-axes')\n", - "s.line(f.t, label='T-axes')\n", - "s.great_circle(f.m, label='M-planes')\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "``hoeppner`` method produce Hoeppner diagram and must be invoked from ``StereoNet`` instance" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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ZrKysCjmK+vr6GDp0KI4dOwY/Pz8YGBigatWqsLS0/OkcRQAwMzPDo0ePvph08iNTvnx5WFpaok6dOjAwMICPjw9OnDiBkSNHFti/yHEcnj9/DisrK76249q1a+Hp6amSxdAZDEbJWLt2Lf75559i78OTyWTYt28f1q5dyxzFUsAiiwyVxtvbGxcuXMCZM2e+WlKgfv36GDp0KPr06YO2bdtCXf3/tuIuWLAABw8ehJeX10/nUP3sBAQEwMLCAvPnz8fmzZv5x6VSKZ4/f45bt27h6tWrCAoK+uLxpqamGDNmDIYPH45GjRoJZTaDoXT+i5FFANixYwcGDhxYrESV0NBQnD17FsuXL4eaGouP5ac4nyPmLDJUjrCwMNjY2ODMmTPw8PD44pjWrVtj+PDhGDx4MExNTb86l7e3Nxo3boy+ffvCzs5OWSaLRnR0NM6cOYPx48ejSpUqYpujUCwsLODm5obg4GAYGxt/dZy/vz9u3boFW1tbvHz58osRxQYNGmDChAkYN27cd+tJMhiqzn/VWWQoFuYsMn440tPTcenSJZw6dQpPnjwpdMGXSCT4/fffMXz4cFhaWqJ69epFntva2hpz587FvXv3vtgy6kfGzc0NXbp0waNHj77ZG/VH4969e+jVqxesrKywdevWIh8XERGBq1ev4uLFi3jx4sUXP0ddu3bFpEmTMHjwYOjq6iradAZD6TBnkaEImLPI+CEgIri4uODYsWM4f/78FwuNWlhYYOLEiRg+fDiqVatWIh2O49CrVy88efIE9+7dw++//15a0xlK5MmTJ+jXrx9+/fVX3L17t8RLRxEREbhy5QrOnTuH169fF3peV1cXI0aMwJQpU/Dbb7+x/UyMH4a8i7yxsfEP0ymKoXpkZmYiJCSEOYsM1SQhIQHnzp3DoUOH4O3tXeh5ExMTTJw4EaNGjSr1PsOYmBhUrlwZQUFBMDMzQ40aNeDq6vrFqv8M8YmNjYWpqSlSU1MxcuRIXLhwQSHzBgUF4ezZszh+/PgX23A1aNAAc+fOxdixY1GuXDmFaDIYykImk8HPzw+VK1f+KRP3GMIQHx+PmJgYmJubf7dWL3MWGYLx7t077Nu3D+fPny/UwkhHRwejR4/G1KlT8euvvyokyvPy5Ut06NABLi4uaNGiBVxcXDBgwABUrVoVN2/eRO3atUutITa+vr6YOHEiTp06hfr164ttTqmIi4tDt27dEBkZic2bN+P333+Hubk5HB0dcezYMRw/fhz6+vql0iAiPH36FKdOnYKNjU2haLaOjg7GjBmDWbNm/VSliBg/H5GRkUhKSkLlypWhq6vLIuOMIkNEyMjIQExMDMqXL1+kVTvmLDKUSm5uLq5evYo9e/YUaOeWR5s2bTBjxgwMHz5cIS3dbt++DU9PTyxbtgxSqRQnTpzAqFGj+Lm9vLzQrl07ZGVl4cWLF2jVqlWpNcXk48eP+Ouvv7BmzRrUqVNHbHNKjKOjIwYPHgwdHR04OzsXyF62s7PD6dOncenSJUgkEjx79gxt27YtddeajIwMXLlyBQcOHPjiMnXLli2xePFiDBs2jHWMYagcRISoqKhCPZMZjKJSvnx5VK1atUg3GsxZZCiF2NhYHDp0CAcOHEBMTEyB5/T09DBlyhRMnz4djRs3LrVWZmYmOI6Dnp4etm3bBmdnZ9jZ2X11r9vDhw8xYsQIcByH8+fPo3fv3qW2gVFy7ty5g1GjRiE7OxuOjo7o0KHDV8d++vQJxsbGOH36NMaNG6cwG9zd3XHo0CGcPn26ULSxcuXKWLx4MaZNmwZDQ0OFaTIYikAmkxVaqWEwvoeGhkbxbri/2+OFwSgGQUFBNHv2bNLS0irUps3c3JwOHjxIqampCtPLzs6m2rVr0+bNm4mISCaTFem4hIQE6tOnDwGg1q1bU3p6usJsEpKcnByKiIignJwcsU0pNsnJydS1a1cCQH369KH4+PgiHefi4sK3p9q0aRPt2bNHYTalpqbSkSNHqEmTJoU+v9ra2jRnzhzy9/dXmB6DwWD8CDBnkaEQ3r17RyNHjiQ1NbUCF1iJREIDBw6kBw8eEMdxCtFKTEyknTt3Um5uLhERXbhwoUQXcJlMRkOHDiWJRELm5ubk7OysEPuEJK9nqqurq9imFAsnJyeqVq0aAaA5c+YU2cn/nKVLl9KGDRuISN7nNDExUSH2cRxHzs7ONGDAgEJ9qiUSCQ0ZMoTevn2rEC0Gg8FQdZizyCgVTk5O1L179y9GYRYsWEDBwcEK13R1dSUdHR1ycXEp9Vzx8fGkra1NJiYmBICMjY3Jw8NDAVYKQ1JSEtnZ2VFSUpLYphSJJ0+eUNOmTQkAlStXjn755ReFzb1v3z6qWLEiJScnK2xOIiJ/f3+aM2cOaWtrF/qc9+7dm54/f65QPQaDwVA1mLPIKBFOTk7UsWPHQhfP8uXL04YNG4q8pFhUjh07RoMGDeJ/L20E6cmTJ3w0y97enlJTU/nlc01NTVq4cCG5u7uXSoPxf4SEhNDChQtJQ0OD1NTUaOvWrZSamkphYWFERPT+/Xu6c+dOqTQiIiLo/PnzRCSPDB48eJBSUlJKbXse8fHxtGXLFqpYsWKhz/3vv/+u0Og5g8FgqBLMWWQUi8ePH1OHDh0KXSxr1qxJ1tbWCt37l5WVRXFxcUQkd+gWLVqkkL157u7uBIDs7OwKPZeamkrr16+nsmXLEgDq2bMneXl5lVpTWcTExNCBAwcoJiZGbFO+iKenJzVv3pwkEgmVL1+e1q9fT7GxsYXGLVy4kJo2bUpSqVQhuu7u7qSlpUWPHj1SyHz5yczMJGtra34ZPf+/X3/9lZycnBSuyWAwGGLCnEVGkXj69Cl16tSp0MXRxMSEzp49y+8fVCS//fYbjRkzRiFzcRxHDx484H9/+vTpN6NA4eHhZGlpSdWrVycA1LBhQ1q6dCmfWKEqvH37ljQ1NVVq/1xycjLNmzePjzxXqFCBBg0a9M3lYY7jeIc3ODiYTpw4UeooXXR0NP/znDlz6Nq1a6Wa73Oys7Pp+PHjZGxsXOh70bVrV3r9+rVC9RgMBkMsmLPI+CZeXl7Ur1+/LzqJZ86cUbiT6OjoyC8x3717lz58+KCQee/evUsAiu1UZWdn06lTp8jQ0JBfZp8yZQodOnRIKQ7yj0pubi5dvnyZZs6cSeXKlSMAVKdOHTp16hRlZ2cXa65du3ZRrVq1FJY1n52dTUOGDKFz587xtiqS3NxcunDhApmbmxf6ngwaNIg8PT0VqsdgMBhCw5xFxhcJCwujyZMnF8oErVOnDp0+fVopjlJ8fDzp6enR3r17FTKfTCajJ0+eEJE8cvXq1asSzePj40MNGzak69ev04oVK3jHsXLlyjRt2jQ6fPiwwrJwfyQSExPJ1taWpk6dSvr6+gSAqlevTjNnziQzM7NSLd8nJCQQEVFcXBz9888/Jc6W/hKzZs2icePGKWy+PKRSKZ0+fZpq1qxZKHt67Nix9PHjR4VrMhgMhhAwZ5FRgKSkJFq+fHmhOolGRkZ07NgxhTuJCQkJtH79esrKyiIiIm9vb4UlCZw/f57U1NQoMDCwVPOkpKTQhAkTKDIykojkkapjx47R4sWLydTUlACQuro69erVi/73v//R4cOHBavb6OfnR926dSM/Pz+la6Wnp9Ply5dp8+bN1LNnT/6zYWZmRtOnT6f9+/fzUcS8v2FOTg69fPmyxJpnz56lihUrUlRUlEJeAxHR5cuX6eTJk0RElJGRwTumiiI7O5usra3JyMiowHdIU1OTVq9erdA6owwGgyEEzFlkEJE8KnLo0CEqX758gQucnp4ebdmyRWnOj5eXF5UvX75UDkV+OI7jl/2kUim9ePGixHPZ2NhQeHj4d/Vu3LhBS5YsoT59+pCOjg5fOqhz5870xx9/0LJly8jPz0+h0bE8goKCaOTIkRQUFKTQeWUyGb19+5bmz59P8+bNo86dO5O6ujoBIH19ferTpw+NGDGCHBwcvunc79u3j3R0dHhHuyTkJTmlp6eTjY2NQjOON27cSNWqVVPK5zs9PZ22b9/OJ0vl/atYsSIdO3ZMYck8DAaDoWyYs8igJ0+eFOpYoa6uTgsXLuQv1IrEzc2NZs2axTtPaWlpCpv7+PHjpKWlxZdkKSlpaWlUq1Yt2rRpU7GOy8zMpFOnTpGFhQUZGxuTrq4u/54aGBhQuXLlqHfv3rRlyxY6ceIE2draihppio+Ppxs3btCVK1doy5YtvN0GBgYFosrGxsZUrlw5OnbsWLEy0nNzc0vlsOfn3LlzpK2trdDl3MjISLK1tSUi+c2FMmpsJiQk0KJFi3hnO+9fo0aN6P79+wrXYzAYDEXDekP/hwkLC8PSpUthY2NT4PERI0Zgy5YtMDExUYqus7Mz5s+fj7t376Jq1aoKmTMhIQEVKlRAVlYWnJycStzvmYiQk5MDLS0tREVFoUqVKkVqsv45HMchPT0dBgYGCA8Ph5eXF54+fYozZ85AT08P4eHhSE5O5seXL18eEokEhoaG6NixI4yMjODl5YV27drB3NwcUqkUGRkZaN26NTQ0NBAfHw8dHR1UqVIFqampiI6OhqGhITQ1NRETE4OgoCDUrFkTycnJePz4MTIyMlC1alV8+vQJDg4O0NHRQXp6OpKSkngbypUrB11dXVSuXBkjR45EixYtUKdOHTRo0AAxMTFITk6GmZlZid5XANiyZQtSU1OxadOmEr2nABAcHAwTExPIZDK8efMGv/76a4nt+Zzz589jwoQJCAgIgLGxscLmzSMgIADLli3DtWvXCjz+xx9/YPfu3ahZs6bCNRkMBkMRMGfxP0h2djZ27tyJv/76C1lZWfzjTZo0we7du9G9e3eFa16/fh329vY4evQoALkzpaamppC5bWxsMGfOHHh4eKB69eqlmmvBggUICgrCzZs3S+TQnDhxAi1atECLFi2+OY6IEBQUBCcnJ2hqaiIiIgK3bt1CZmYmtLS0EBYWhrCwMEgkEnAcV9KXw6OpqYnq1aujWrVq8PX1RUJCAqysrFCtWjVoamrC0tISVatW/e5rzs3NxfPnz9GpU6di27Br1y6kpqZi3bp1JX0ZPKdPn8bUqVMRGBiI2rVrl3o+QP7aHjx4gN69e4OI8OTJE3Ts2LHEju3XuHr1KsaNG4eMjAz+MR0dHWzYsAELFiyAhoaGQvUYDAajtDBn8T/GkydPMGXKFPj7+/OPlStXDtu2bUPz5s1haWmJBw8eoHHjxgrVtbW1xb///otz585BS0tLIXPmOZyJiYk4d+4c5syZU2oH1NHREREREZgwYUKxj5VKpejQoQO6du2KzZs3F+vY8+fPQyqVFtIlIqSlpeHTp08ICAhAzZo1kZOTA29vbxARypYti7dv30JHRwfNmjVDlSpVkJmZieTkZLRs2RIVKlSAnp5egfclLS0Nzs7O6NmzZ7Edk/3798PKygofP36EkZFRsY7Nj4uLC1q0aAF1dfUSHc9xHJ4/f44OHTqAiBAdHa2wKDUAPH/+HO3bt4ezszN+//13hc2bh0wmw5kzZ7B48WIkJibyj9evXx9HjhxRiiaDwWCUGHFWvxlCEx8fT5MnTy6wZ0pNTY3mzp3LZ4NmZGSQlZWVwsrAnDhxgpYsWaKQuT7n0aNH1LRpU4XsqczOzqazZ88qJHEiOzu72HUFieRFoydMmFBqfWWTnZ1N79+/L9UcMTExpKenR3v27FGITWfPnqXy5ct/NxmpuDx//pz/TDg7O5c6QSk5OZlGjhxZoF96QkICzZw5s1CJqjFjxnyx0w2DwWCIAXMWf3I4jqPz58/ztQHz/rVs2fKbF/2YmJhSXxytra1pxowZSskCDg0NpUmTJinEsb1x4wZpamqWqgD4gQMHSl2ipyTvU1xcHJ08ebLYTnNsbCyNGzeO3Nzciq1JJP9cOTs7l+hYIqJnz56VyKn+EomJiXTs2DH+d0X3Z/bz8yOJREL//vtvqebx9vYmCwsL8vf3L/Tc69evycLColCf9YsXL7J+0wwGQ3SYs/gT8/HjR+rRo0ehUjgHDhz4ZtmO1NRUqlWrFm3ZsqXYmocOHaKtW7eWxuyvEhERQdOnT1dYmZP8F+H80Z7ikpKSQnXr1qX9+/eX6PiIiIgSOwSurq4EgFxdXYt1XE5ODv32228lzsa1tbUliURC3t7eJTo+D29vbxo/fjxfZ7O03Lhxgzp16vTN1oIl4dWrV7wz7+rqWuy/V9737VvHSaVSOnjwYIFMdADUv3//Umf3MxgMRmlgzuJPCMdxdPz4cdLT0ytw0RkyZEiRLzrnzp2jiIiIYmuvW7eO5s+fr5RoiIeHB5mampaqM0ge2dnZZGlpSTY2NgqwTO5glyQyyHEcGRsbk5WVVYl0OY6j3NxcwaNPMplMIbUxHzx4QL/88ovCllyfPHlCM2bMUNr7ERYWRpqamgUimd9j79691KtXryKXHIqMjCRLS8tCN3lHjhxhUUYGgyEKzFn8yQgLC6NevXoVuNBUrlyZbt68WaL5kpOT+Tp0X+Ps2bN8RwxlXMxu3brFR2YU1UFGKpXStGnTyMHBoVTzHD16lKKjo0t8vEwmI0dHR9H6B0dERJR6r19x+21/Tp6TnZSUVKwajt/j5cuXdPToUYXNl4eTkxO/hB4QEPDdz/yDBw9o3bp1xdaxtbWlihUrFvgud+7cmbUNZDAYgsOcxZ8EjuPo9OnTfI/evH8TJkwo1b6+PXv2kKGh4Tf3xE2fPp2mT59eYo1v4e3tTWpqanT16lWFzJebm6uw1nixsbFUqVIlpTgkRSUgIIAGDBhAAQEBxT5WJpNRtWrVaPHixSXWv3fvHgGgN2/elHgOIvnn97fffqPJkyeXap78rFmzhtq1a6eUPuZE8n29+vr69M8//3zx+YcPH5b65ik+Pp7GjRtX4Dutr69P586dY1FGBoMhGMxZ/AmIjY2l/v37F+rlbGdnV+q5OY6jkJAQIpLvc8u7QD1//pzu3r1LRIqL9uUnf1cTRXbV+N///keVK1dWWNeYuLi4El+0OY6jOXPmFHu/YX5K4ywSyf+O8fHxJdbnOO67Lf+Kir29fakzrT8nb39rSEgIxcTEKHRuIqJr165RSkpKAS0iebQVQKkj13k4ODhQlSpVCnzH//jjj1L97RgMBqOoMGfxB+f+/ftkZGRU4CIyevRovhyOIpkyZQpf3mXIkCE0YMAAhWsQyZcjTUxM6ODBg0qZO8/JLQ1Xr14tdZu+6Ohoat68OT148KDU9qgCiloezc3NpfPnzys0ctalSxfq2bOnwub7nJiYGKpZsyadP3+ef+zVq1cK1UhMTKRRo0YVuim8d++eQnUYDAbjc5iz+IOSnZ1NS5cuLVCfzdDQkK5du6Y0zaNHj/K9kpOTk5W2vEdEtHv37lJlKH+OtbU1RUVFKWSu2NhY0tfXJ2tra4XMVxqnSBEJLps2baLdu3eX+Hgi+U2Luro6vXv3rlTzEMmjaOrq6gqNMgYHB5Ovry8RKWdfbU5ODq1atYqaNm1KFy5cUPj8+bGxsSmUMb1gwQKFlSJiMBiMz2HO4g+Ir69voZps3bp1K1H2cnEYNGgQ/fbbb8RxHG3dulXhjunRo0fp+vXrCp2TSO7cVatWjY4cOaKwOUNCQr7pLKdl5ZJM9nWnhOM4hfy9Slo6Jz/Lli2jDRs2lMqO3NxcOn369DdLMhWH0tas/BrZ2dnUs2dPOnPmjMLn5jiOrKys6MmTJ9S5c2d6/vy5wjXyCAsLo27duhU4B7Ro0UJp7xuDwfhvw5zFH4xz586Rjo4Of4FQV1enHTt2KKXwNZH8ApiX3BIaGkpRUVEkk8nojz/+4KOMitL5448/SpVs8S0U1ZXm1atXRcrY3e7gTXc9I7/6/IcPHwgAOTk5lcqekhblVialXZ7Pz44dO+jixYsKmy83N5fmzZtXqoLi+cnKyqJZs2YV2EoQGxtLAwcO5COZykImk9HevXtJXV29QImdy5cvK1WXwWD892DO4g9CVlYWzZgxo0AkwcTEpFQRpaKwYMECatGiRaGIEcdxvIN67ty5Eu+7y8nJ4ZMz8ifQKIIHDx7QsGHDKCMjQyHzJScnU9myZWnz5s3fHBeRlEHmq27T0H+efXVMSkoKnTt3TmG2lZb09HSFZInfuXOHKlSooJD9ixzH0dixY0tUdqao8588ebJU5XpkMhkNGDCATp069cXn85anFXWz8iXevn1LderUKXBumDlzJmVmZipNk8Fg/LdgzuIPQHBwcKFl5/Hjxys0gvM13NzcvlmjUSaTUc+ePWnhwoUlmn/p0qVUq1YtpVzYbt++TUOGDFFo7b63b9/y2a9fY+nl91THyo7qWNnRmxDFJxrlJyEhgS5dulTqhKYRI0ZQmzZtSm1PcnIybdy4UWFddvJHzBX5dyQievfuHWlqahY7QSQ1NZUmT57M15f81g2Om5sbVa5cWSEFzL9FcnIyDR8+vMA5okmTJiXOkmcwGIz8MGdRxbG3ty+wmV1TU5OOHz+uVM1bt27R0KFDi5zAwnEc367NxsaG9u7dW2StmJgYevjwYYns/BqKKouTn6K25POOTCaT5Xa8szjjTOH6gxEREbRw4UKV2bNIROTp6anwZVNFRonv3r1LZmZmCt+Xmz8C+r0EkbzXk5ubSx06dCjynt08x5njOIVnSOeH4zg6evQoaWpqFqjJeOfOHaVpMhiM/wZqYKgkHMdh9erV6NevH1JTUwEAderUwatXrzB58mSlauvq6kJdXR05OTlFGi+RSKClpQUA8PT0xOvXrwEARASO4wqNDw8Px4gRI5CYmAgjIyN06dJFYbZnZ2ejY8eO2LRpk8LmlEql+P3332FlZfXdsdvu+ICj//v97ocohMSlFxgTGBiIK1euQFNTs9S2NW/eHMnJyWjevHmp5mncuDHMzc1LbU8eN2/eRLt27ZCdna2Q+Zo2bYo+ffrA0NBQIfPlUbt2bQDA+fPn0bJlSyQmJn5xnIeHBxo3boyQkBCoq6vj8ePHsLS0LJKGrq4uAODq1ato27YtfHx8FGL750gkEkydOhVv3rxBvXr1AABpaWno27cvNm7c+MXvIoPBYBQF5iyqICkpKRg4cGABh2fQoEF4//49LCwslKKZlpaGQ4cOgYjQtWtX2NjY8Be54vDXX3/hzJkzAAAHBwdYWFggLi6uwJjk5GQEBAQgISFBIbbnR0tLC9OnT8fAgQMVNqe6ujoOHjz4XSf9eWAcHvnGFniMCDj2NKjAYx06dMDHjx9RsWLFUttWpkwZlC1bFmXKlCn1XDY2Nli5cmWp5wEAU1NTNGvWTGHOYrVq1bB3715oa2sjPDwcMplMIfPm0aZNG1haWqJ8+fL8YxzHwc/PDwBgYmKCNm3agEh+JyCRSIqtMXjwYDx8+BANGjQAAOTm5pbe8C/QtGlTvH37FoMGDQIgv2lbs2YNBg8ejJSUFKVoMhiMnxxxA5uMzwkICKD69evzy0gSiYS2bdum9NZeV69eJQMDA4XucXJ1daVFixbxtudP6FDG6/H29lb4nEXdJyeTcTRg/xN++Tn/P/NVtykuNYufT5HL5EFBQTRy5EgKCgoq9Vz79++nUaNGqXQbudTUVKpWrRr99ddfStN4+vQpeXl50caNG8nQ0FBh+y/zc/78eWrRogUlJycrfO48ZDIZ/fXXXwVqsZqZmSnle8JgMH5uWGRRhXjw4AFatWoFX19fAICBgQEcHBywbNmyEkUyikJe1G/w4MEICAjgl68UQcuWLbFr1y5IJBJ4e3tj7NixGDVqFICSRWa+hYODAxo3boz3798rdN6pU6di9uzZ3x1n5xEJ97DkLz6XLeVw9uVHAMD9+/dRoUIFfPr0SSH2SaVSxMbGQiqVlnquuXPn4sKFCwr929y6dQsrVqxQ2Hz6+vqwtrbGzJkzFTZnfvbv349p06Zh/fr1mDRpEm7dulWiCPv3aNKkCXr27AkDAwOFz52HmpoaVq9eDXt7e+jr6wMA/P390aZNG9y/f19pugwG4+dDQkT0/WEMZUJEsLa2xoIFC/h9Raamprh9+zbMzMyUpuvr64s2bdrAxsYGffv2VZpOHocPH8agQYNQtWpVrFq1Ctra2lizZo1C5pbJZLhx4wYGDx6sUGfn/PnzUFNT453cL5EtlaH7LmeEJmSidgVd6GqWgU9UKirpayErV4a0bCkq6GnimVVXJMZF49atW5g+fbrSbgBKg0wmQ0REBGrVqqWQ+Q4dOoQ7d+7gypUrUFdXV8iceSQmJiI0NBTNmjUr1TxBQUEwMTGBRCLBH3/8AWNjY6xbtw4GBgYgIqX/nZydnZGRkYE+ffooTSMwMBD9+/fn90uqqanh4MGDmD59utI0GQzGT4S4gU2GVCqlOXPmFCh50atXL0pKSlK6NsdxtGfPHqVkD+fx5s0b2rlzZ6HHN23axD+elJRE586d4zOqi0NoaKhCWsyVhk/x6fTQJ5ri0+TZtCefBlEdKztac92DcqQyeh4QR5vtP5Czb4yodhaFRYsWUb169RS2FK3MJe1x48ZRo0aNSlWQPi+bPK84ev65wsLCqHXr1kqvZTphwgTq1auX0pf/U1NTqW/fvgXONQsXLlRY1x0Gg/HzwpxFEUlLS6N+/foVOHkvW7ZMqSdvjuNo7dq19OzZ1wtGK5Jt27bRr7/++s2yJFeuXKEyZcpQZKS840lISEiR34NJkyZRgwYNFP6e3bhxg+bOnVui2n4HnQKojpUdbbb/UODxoKAg2rx5s0ILNL99+5Y0NTX5mn+l5cOHD/TkyROFOy6PHz+mR48eKXTOqKioEu2x3bRpE40bN46I5M7hpUuXvljnMykpiYYPH67QHuVfQiqV8jVTY2JilOo0SqVSWrRoUYFzTt++fQWp2cpgMH5cmLMoElFRUdSiRQv+hF2mTJmvdoFQJFlZWdS5c2c6cOCAUnXydyYpSsQwPDyciOTOrLm5Oc2ZM4eI5Be3b0WOMjIyyN/fv5TWFub48eM0YsSIEh27654v1bGyo533CtYtvHHjBlWoUEGhF+aYmBg6cOAAxcSodtSyZ8+eJX4/v0dWVhadP3/+q8/HxsbSvHnz+A4158+fL3aryoyMDPrw4cP3B5aCjIwMqlu3Lq1fv16pOkREhw8fJjU1tQIFvJXdW57BYPy4MGdRBHx8fKhWrVoF+rnev39fqZoZGRkUGhpKRFTkYtslxd/fn6pXr16iFoB5hYu9vLyIiOjmzZtUtWpV3hnKi7rcuHFDIS3llMHm2x+ojpUdWT8q7MT+CEt+t2/fpi1btih0zoSEBKX1L79y5QppaWkVuGl4+vQp70BmZGRQgwYNit2pJT8LFy6kWrVqlWirRHG4ePEihYSEKFUjD0dHR9LX1+fPQzVr1lR6P2sGg/FjwrKhBebp06f45ZdfEBoaCgCoWrUqXrx4gW7duilVd+bMmejfvz84jlN4osHn1K5dGxMmTECLFi2KfaxEIsEvv/yCRo0aAQDMzMwwd+5cGBkZAQD69++PLVu2wMrKCrt27VKo3QCQnp6OXbt2ISMjo8RzZOfKk5S01f+v9qFMJgPHcQqph5if5ORk2NvbIzn5y5nYJcHLywsPHjzgawoqAkNDQ6ipqcHX1xfp6enfP6AYDBkyBC4uLrh//z5iY+V1Lm/evIndu3eDiKCjowNvb2/06NGjxBpr167F5cuX+eLzymLkyJGoU6cOMjIysHDhQiQlJSlNq3v37nBxcUGNGjUAAGFhYWjbti1cXFyUpslgMH5QxPZW/0vY29uTlpYWfyffuHFjCgsLE0Q7MDCQXrx4oVSN4OBg8vHxUdr8HMfRli1b6MaNGxQXF0ePHj2ievXq8XvKFNE72MHBgfT19UtVt9DK1o3qWNnRhVf/F/l8+PAhVaxYUeHRUEW1+8uPsvbMJSQkkI6ODu3evVsh892+fZsuXbpERETR0dGkoaFB06dPp6SkJMrMzFTK6+A4jjZu3Kj0fYweHh5Uu3ZtcnFxUaoOkXwLSKNGjfjzkra2NmsRyGAwCsAiiwJhY2ODgQMH8h0tunTpgufPn/N39cogMjISM2bMQGZmJurWrYu2bdsqTQsA5s2bh8mTJys0IvU5Ghoa6NChAypWrIgqVaqgf//+qFmzJgBg+PDhmDhxIgB5OaJPnz4V25ZevXohNDQUJiYmJbYxM1feXURb4/++XrVr18aCBQt4WxVF06ZNERERgaZNmypszrxSMWlpaQqbE5BHF+3t7UtcIzEgIABz5szhI5OXL1/GhQsXAACVK1eGp6cnLl++jLt370JbW1spJW+SkpJw6tQpODk5KXzu/DRp0gT+/v5o3bo1OI5TSrejPKpXr45nz56hQ4cOAICsrCz0798fZ8+eVZomg8H4wRDZWf1PcPDgwQJdFIYOHfrN7GBF8fz5c6pfv77SoyB5xMXFKXUfYXBwMFWoUIFu3LjxxeevXbtGN2/eJCJ5JxwA/D61d+/efXfPmpubm0L2FE4/40J1rOzotvuPmzAwf/58+uWXX5Q2/7c+/ykpKfzP48ePp3379hERkaenJ9WvX5/fz/qlSHJ8fLyCLS1M/sxpZe3DzM+6devI3Nz8ixnbiiQzM5MGDx5cIFN6//79StVkMBg/BsxZVCIcx9GmTZsKnHynTp2q9CSHyMhIfglO2cksmZmZtHDhQkEu0kRU5LIzaWlpdP36db5e5YIFC6hRo0b883PmzCF7e3sikr9H8fHxpKenR9u3by+1jeOPv6I6Vnb00Duat/n48eNKqZ0ZEhJCU6ZMUXhSxNOnT+natWsKnTOPu3fvUrVq1SgmJoYyMzPp2rVr/HaMPXv2UPny5fnP74oVK+js2bPFmp/jODpx4oTCygl9jdOnT1O3bt2U7sQFBQUV+z0oKVKplGbOnFngnLVt2zZBtBkMhurCnEUlwXEcLVu2rMBJd+nSpYIU3q1Zs6ZgJ3hvb2+qXbs2vXz5UmkaqamptG7dugLleIoLx3F8RrVMJqPevXvThQsXiIjozp07pKurS3Z2dhQXF0cODg6l2rM17NBzqmNlR88D4oiI6P79+ySRSJSS5erj40Nt27ZV6l7R0pKenk7v3r0r4AD+9ttvlJCQQOnp6SSRSPiyUd7e3mRjY1Oqm5ycnBxq0aIFrVu3ThHmf5WnT5/SggULBM1wP3funFJKReWH4zhauXJlgXPXunXrVLpnOIPBUC7MWVQCHMfR4sWLC5xst27dKpj++fPn+QLXyoLjOP7ioewl9YcPH1KlSpX4OnmKxs/Pj3bu3MkvKQ4bNowGDBhARPKoY506dejq1atEJHdmDh8+zL/mLzkKA/c/oTpWdvT2YwL/mCILcQuFo6MjXb58uUhjIyIi+DqEUqmURo4cSbdv3yYiIltbWwJAsbGxRET0999/08aNG/lj80fCFYUyuxJ9idDQUKU7U1lZWdSwYUNavXq1UnXy2Lhxo+A3uwwGQzVhzqKC4TiO/vzzzwIn2X/++UfpukFBQWRjY6N0nTy2b99OI0eOFGTPFpFyL/5LliyhoUOHFngsr55eeno6rV69mt6/f09ERKdOnSJtbW3eSezXrx+NHj2aiOQRrfHjx9OvCw9RHSs7uv/ak+7evcuPFeq9UhSjRo2i33//nf9937599OrVKyKSR9UaNWrER2snT55cYI+jpaUlv4wdHx9Pr169KnRTcerUKfr777+V+hpu375NdnZ2StUIDw8nAwMDOnHihFJ1iOTvZZ7DJsTnaffu3QXOZXPmzGEOI4PxH4RlQysQIsKff/5ZoP7fkSNHMGvWLKVrnzhxAmvXruWzrZVN3bp10bBhQ6ipKe8jFBERgW3btkEmk0FPT09pOh07dixUgy+vnp6uri7++usvNG/eHAAwYcIEpKam8vUSZ8yYgbFjxwKQZw/7hMUjgdMFAOy1f4uBo6egSZMmePPmDfr27YuRI0cCkGectmnTBo6OjgCAV69eYf78+cjNzQUAXLt2DTdu3AAg/1ydO3cOQUFBAICoqCg4ODhAKpXCzc0N5cqVK5C5euPGDQQHBwMAPn78iEOHDiErKwsAYGtri0OHDvFjJ0yYAHt7ewDAo0ePULlyZURGRgIAtLW1kZmZyY/duXMnXr58CUCefZz/PVu5ciXOnTvH/37t2jVYWloCACpUqIBffvkFmpqaBd7joKAg+Pr6fu3PohCOHj0KGxsbpWpUr14d//zzD4YNG6ZUHUD+XkokErx8+RIWFhZ8vVZlsXDhwgKfF2tra8yfP1+pFQ8YDIYKIrKz+tPAcRzNnz+/wF340aNHBdElkkcZ4uLilK4nZFu5M2fOUK1atQRLnikt/7p8IpPldlTHSv7PZLkdGVvZUb95f1FERATZ29vzGdlpaWk0ffp0vo7e9evXqVmzZvzfc8SIETRq1Cgikkc5AdCZM2eIiOjChQsEgFJTUykqKoqaNWtGHTt25O0oU6YMH82+desWqamp8dsSli5dSsOGDePHDhw4kGxtbYlIHp3etGkTJSTIl899fX3p/fv3SoskCRGhSk9PFzQSFh4eLkhtxE+fPtGECRME6+l8+vTpAue2RYsWsQgjg/EfQkLEbhFLC/3/iOKePXv4x3R0dODr64tatWopTTc+Ph6DBg3C33//jXbt2ilNJ4+YmBg0atQI27dvx+TJk5WuB8g7qigrqpiYmIiVK1dizZo1qF69eqnmCo5LR7edTuC+8G1SkwAPF3eGcaWSvQ4iQk5ODtTU1KChoYH09HQkJiaievXqUFNTQ2JiIogIFSpUACD/XOjp6UFbW5uPAJW05uDo0aNRtWpVpXTLAeSvzcHBAW3btoWhoaFSNADg9evX+Pjxo9Kjf6NHj4a3tzdcXV2VGnXPT0REBLS0tFCxYkWl6sycOROHDx/mf7eyssKWLVuUUs+SwWCoFmwZWgGsXbuWdxQlEglOnjyJkJAQ1KpVC1KplF8CVDQaGhqoVq0a7yQoGyMjI2zZsoVfXlQWQUFBOH78OIhIqcvPPj4+uHv3rkJa8F16E/rVi6YEwL9vSr5cKJFIoKWlBQ0NDQCAnp4eatasCTU1NaSmpsLNzY1/DgAqVqwIbW1t/tjSXMw7d+6s1BuR2NhYDB48GFeuXFGaBgAcP34cBw8eVPry6YEDB3D79m3BHEUiwpAhQzB9+nSlzJ+VlYVr164BAA4dOoRjx47xz23btg3r169Xii6DwVAtWGSxlGzfvh1WVlb87ydOnMCkSZP43+fPn48PHz7A0dFRYXfgmZmZSElJQZUqVRQy3/eQyWRwd3cvUa/nkrBr1y7s378fnp6eSnUWAYDjOIVc2OddfAd794gvRhYlIPRvXgP7Ryn+/Xv79i1atWoFV1dXtGzZUuHzC4G/vz9MTU2VGqHKyMiApqam0vui55Gamop//vkHS5YsUXg/8M9xc3ODoaEhateurfC5T5w4gblz58LPz4/vPnTo0KEC+7A3btyIVatWKVybwWCoDiyyWAoOHz5cwFHct29fAUcRAEaNGoXx48cr9EI4b9489OzZEzKZTGFzfouTJ0+ibdu2CA8PF0Tvzz//xLt375TqKLq4uCAxMVFhEaCahjpf/RurSSSoaaijEJ3PadSoEfz9/dGoUSOlzE9EePbsGfz8/JQyPwCYmZlBIpEgNTVVaRq6urpQV1eHn58fHylTJi4uLti6davSE3gAoHnz5qhduzYyMjKwadMmSKXSUs+ZmJgIAJg0aRLc3NwKtKmcOXMm9u7dy/++evVq/PPPP6XWZDAYqguLLJaQc+fOYfz48fyy1qZNm7By5cpvHrNz507o6+tjxowZpdIOCQlBUFAQunbtWqp5iopUKsWTJ0/QpUsXpeqEhITA09MT/fv3V6oOEaFRo0Zo27YtTp48qZA5lblnUUyICLVr18aYMWOwdetWpens2rULBw4cgJ+fn1Kjf/Pnz8fjx4/h6uqq9IhfUlISypcvr1SN/Dx9+hQDBgyAs7MzmjVrVuJ5Xr16hR49euDRo0do1arVV8ft2LEDS5cuBSDf7nDhwgU+25/BYPxcMGexBNy6dQuWlpbgOA4AsGzZMmzduvWb0UMiwvz582FoaIgNGzaUSNfW1hb9+vWDjo5yolSf4+HhATU1NTRu3FgQvXXr1uHkyZPw8/Pj99wpi+joaGRnZyt06e7ym1BYXXGHRCIBEYE4DpBIsP2P5hjWWjmJTqGhofj777+xdOlSpSVThYSEoGbNmkp14jw8PPDmzRuMHTu2wP5LRZOWlgY1NTXo6uoqTSM/OTk5WLlyJcaPH18qB66oJCcno1y5ciU6ViqVQl1dHbm5udi1axcWLlzIl5D6GitXrsSWLVsAAOrq6rC3t0fPnj1LpM9gMFQYIVOvfwZevHhBWlpafAmJmTNnFquERN7Y8+fP0/Xr14t8XFhYGOnq6gpS+DePQYMGUYcOHQQrkcFxHIWHhytdQ5nt2YJj02jrHW+ae96V2s7YQruPnlOaFhGRl5cXNW3alLy8vJSq87MRERFBDx8+VLpOeno6tWnTRrDezkTyMloLFiwo1rnizZs3ZGxsXOxWghzH0dSpU/nzoY6OjlJbfzIYDHFgzmIx8PX1JUNDQ/7EOHz48BJ3URg9ejRNmTKlWMcEBgYKWtssLS2NwsLClK4THR0t2AXG2dmZjI2N6dOnT4Lo/QzExcXRoEGD6MWLF0rVSU9PpwULFtDTp0+VqkNE1L7/SKpnaiZIX2che0cTyR24WbNm0aFDh747Nu/8lZqaSrNnzy5RHVWpVEqWlpb8ebFcuXJ860cGg/FzwBJcikh0dDS6d+/Ob/zu2LEjzpw5U+IEiXPnzvGbwm/evIlTp059sayHh4cH1qxZA47jULduXUFqmp0+fRrh4eHQ09NDjRo1lK63f/9+DBgwoEC3EGVhZGSEYcOGFdiwrwxiY2MVkmigCpQvXx65ubnIyclRqo6Ojg7evXuHjx8/KlXH1jUMH+sOwpZT15W+bxEAr7Fz505s3LhR6XoSiQT//PMPvzf6a9+rp0+fonHjxoiLi4O+vj6sra1hZGRUbL0yZcrg4sWL6NixIwD5UniPHj34TkAMBuPHhzmLRSAtLQ29evXiW2s1bNgQt27d+u5+nm8hkUj49mfOzs64fv36Fx3B169f486dO0qr1fg56enpWLt2Lc6fPy+IHiDfq/jo0SNB9mI2bNgQ27dvV7rTPXnyZKXXowTkNxM1a9aEh4eH0jTKlCkDe3t7/P7770rTAOTfCScnJ4wePVppGk/8Y7H8ijvK6BggJE1ep9Lb21tpevnJyMgQ5IYoPxcuXECTJk0QHx/PP5Zng7m5Odq3b8/vvS4N2trasLOzQ9OmTQEA4eHh6Nu3L9LT00s9N4PBEB+W4PIdpFIp+vXrh3v37gEAqlWrBhcXF4VH3HJycqCpqQlnZ2dcvnwZO3bs4JM8cnNzlbrp/3MSEhJQrlw5pUddsrOzERoaClNTU6Xq5HH06FHUqVNHkA34r1+/Rm5uLtq3b69UncjISBw+fBgzZsxAtWrVlKZDRAgKChIkup2WlgZ3d3f89ttvCp33Q0QKhh9+gbRsecS3o1klZN/diYCAALi6ugraiYSIBNELDQ3FiRMnsHr1apQpUwZHjx7Ftm3b4O7urpQkn6ioKLRq1QoREREAgP79++P6dWEiuAwGQ3mwyOJ3+PPPP3lH0cDAAI6OjkpZms2LMoaFhcHPzw/Tp0/H0aNHkZWVJYijKJPJsHHjRiQnJ6NChQqCnNwPHDiAli1b8kv7yoSIcOXKFTx8+FDpWgDwyy+/KN1RBOQ3L+vXr1eqowgAjo6OMDU1RWBgoFJ1AGDLli0YOHCgQpe9w5MyMenUa95RBAD3sGRs2rQJV69eFdRRvHz5MiwtLQWpk1qrVi0sWLAA/v7+CAoKQufOnTFr1iylnVOqVq2Ku3fv8jVS7ezs+PI6DAbjx4U5i9/g8OHD2L9/PwB5WYhbt24pvYzMmDFjcPv2bRgaGiIlJQU1a9bE27dvlaoJyFvf7d69G25ubkrXymPWrFm4cuWKUnsC5yGRSODg4IC//vpL6VrPnj2DtbW10lvLAfJtAy4uLkpf7mvbti1u375d6h7aRWHBggV4+/YtfwNVWpIzcjHxxGtEp2QXfDwzFxqG1WFsbIzc3FxBbloAoFKlSqhQoYLS94DmMWbMGEyYMAHNmjXDo0ePsHjxYqXegDZp0gRXr17l93Pv3r2bFe1mMH5w2DL0V3j06BF69OjB3/0fO3YMU6ZMUbpu3nI0IE+q2b9/P9auXQtNTU08ePAArVu3LnEdte+RmpoKAwMDpcz9OSkpKShbtqwgWkSEgIAAmJmZCaK3fft2nDt3Du7u7krX+hna/X2NvFNTaaJ+2VIZxh9/jVfBCV98fu9ICwyyqIGePXuifPnyuHTpUom1SoIylqOzs7Oxf/9+9OrVC02bNoW3tzfKly+Ply9folevXoLVmDx69Cjfs1pNTQ23b99Gr169BNFmMBiKhUUWv4C/v3+BZaJFixYJ4igGBATA1NQUz549AwBUqVIFGzduhKamJrKysjBs2DDs2bNHoZpJSUlYv349srKyBHMU79+/jzp16ii1hVx+nj17BnNzc7i4uAiit2zZMrx//14QrYYNG8LNzQ0NGzZUutbTp0/5AszKJjw8HI0bN8bz589LPAfHEZZcdv+qowgAbqHJAIClS5d+twOTonn27BnatWuH5ORkhcyXN4+6ujqOHz+Op0+fApB/RqpVq4bBgwdDV1cXoaGhgmwnmDZtGpYtWwZA3oN92LBhCAgIULoug8FQPMxZ/IykpCT07dsXKSkpAIBevXrh77//FkS7SpUqGDJkCJo0aVLoOW1tbXh6emLevHkA5Pv9JkyYUOqlzpcvX+LgwYOIiYkp1TzFwcLCAitWrBAs0temTRvY2tp+s3WZolFUz+nvoaOjg2bNmgmSSe7h4YF///1XIdmz36NatWro2rVrqW5g4tNz0KW+Ebb/0QxbhzTFsFaFyyW5hyUBAHr06AELCwsQkSCvDwBq1KiB2rVrK2Q5+ubNm6hRowaioqJQpkwZuLu7Y9asWYXGERFGjx6N+fPnl1qzKGzZsgX9+vUDIF+56N+/v1J7gDMYDOXAlqHzwXEc+vfvjzt37gAAzMzM8ObNG6UvlxIREhMTUaFChSIfc+7cOXh6emLr1q2QyWSwsbGBpaUlv7G8OKSnp5fouJIgVBaoWLx69QojR47EgwcPULduXaXrhYeH48CBA5g7d67Sa2L+6H+79Te9cOp5COZ2MUWtCjrYec8PKVm58FzfC+pl1JCbm4uePXti2LBhmD17tqC2leS9tbGxQVZWFiZOnIikpCScPXsWkydP/u532d/fH+XLly9RTcWSkJKSglatWvFRxUGDBhXY08hgMFQf9m3Nx8aNG3lHsWzZsnBwcBBkX521tTWaNWtWrOWosWPHYuvWrQAAV1dXjBs3Dp6engDkpUe+x8ePH7Fjxw7IZDLBHMXExES0bt0aL1++FEQPAA4ePIg///xTML0KFSpg6NChghQzB+SR8MuXLyMpKUnpWnnOjJD3lw8fPsStW7cUMtezgDgAwO/mRhjRpjaclnbG7M6mCE+S1x3U0NBAt27d0KBBA4XoFRVfX1/88ssvRSpG/vbtWz4S6eTkhMePHwOQF06fN29ekb7LZmZmMDIyQlJSksLe229RtmxZ2NvbQ19fHwBw48YNQYqTMxgMBSJkuxhV5s6dOySRSAgASSQSunfvnmDaERERdOTIkVLN8enTJ74VYK9evWjy5MnfHH/s2DEyNjam5OTkUukWh/DwcBo5ciRFREQIpmltbU1//vmnYHo/O6NGjfruZ0vRepaWlqWeJyo5k+pY2VHDNXcoO7dkLTqVRVJSEg0ZMuSrfZlzcnKIiMjf358AkK2tLRFRiVuN5rFx40YyMjKilJSUUs1TVOzt7flzLAC6efOmILoMBqP0MGeRiIKCgsjAwIA/iW3atEkQ3YSEBEpNTVX4vLdu3SJHR0ciIvL09KTu3bt/sRdyWlqawrX/6zg4OFB0dLTYZiiNCxcu0JUrVwTTS01NVUg/9CuuoVTHyo4mnnj13bExMTE0atQoCggIKLVuaVmzZg21b9+e/93Z2Zlyc3MVMndOTg59/PhRIXMVlS1btvDnWX19fQoKChJUn8FglIz//DJ0ZmYmLC0t+U3XAwYMwPLlywXRnjlzJvr166fwZb3+/fuje/fuAOQtxnR0dFC5cmUAwNq1a7FkyRIQkWDLz4C8pd+TJ08E0wPkWddC1c4D5Hs/+/TpI8jSXh5eXl6oX78+vLy8BNEbNWoUhgwZIogWAOjr60MikZQ6Y/hZgLzdXXvTSt8dq6enh+DgYKX3qP6c0NBQdOrUCd26deO3anTu3BkTJ07kzxG///471NXVFaKnoaGB2rVrIysrCwcPHhQkscfKygpDhw4FIN8uM2TIEGRnZ3/nKAaDIToiO6uiM2XKFP5O19jYmBITEwXT9vb2pkePHgmmR0Rkbm5O5cuXp/T0dIqMjKQ9e/ZQUlKSUjUzMzOpXbt2dOLECaXq5CcjI4P09fVpy5YtgmkSyZfahfwMhYaG0pIlSyg0NFQQvZycHLp7966gEakLFy6Qvr5+iT+nHMfRr5vuUx0rO/oQUbRtF4qIZhYVW1tbWrNmDaWmplLPnj2pU6dOgp4XHj58SNra2vTu3TtB9JKTk8nY2Jg/786ZM0cQXQaDUXL+087ixYsX+ROWlpYWubu7C6L78eNHhS0llYS4uDgiki9X6+rqUnx8PBHJ9xS9efNGKZocx5V6j1VxiYyMpISEBEE1f3ays7NJU1OT9u/fL5hmeHg4HTt2jDIyMkp0vH90KtWxsqNWf90jmazoTmBcXBxZW1uXSPNbJCYm0sqVK/k9ivv27aPBgwcL6qB+TmRkpKB67969Iw0NDf78e+nSJUH1GQxG8fjPOouBgYGkq6vLn6xOnToliK5UKqWGDRvSzJkzBdHL4+PHj+Tg4FDo8czMTP7nNm3a0IwZM4hIfve/f/9+3rEsKS4uLuTh4VGqOUqCGBfeLVu20O7duwXVzMjIIE9PzxI7UiXh48ePgjv+peH082CqY2VHcy+8LdZx169fJ319fQoODi61Df/++y/t2bOHiOR/sxo1apCdnd0Xx0ZHR9OIESME308olUrJ2tpaKfuov8Thw4f586+uri75+fkJostgMIrPf3LPYk5ODoYNG4aMjAwAwOjRozFhwgRBtMuUKYPjx48LWs4F+L92hVlZWQUe19bW5n9+8eIFtm3bBgBwd3fHn3/+yZdkuXXrFq5cuVJs3U2bNgles87Hxwf169eHr6+voLrJyckK68ZRVLy9vdGkSRN4e3sLplm7dm3Ba+QlJSVh6dKlJfqbPvWXl8zpYFqxWMcNHDgQISEhMDY2Lrbmx48fMXnyZERHRwMA3Nzc+H2IOjo6CA0N5YtVf46WlhaCgoLw6dOnYuuWhtDQUCxfvhz37t0TRG/atGkYNWoUAPne6qFDh7L9iwyGqiK2tyoGS5YsKbBPUajSEYGBgaItNXEc98WM6G+RP1t6woQJNGTIECIiys3NpbFjx5Krq+t358jOzqawsLDiGVtKfH19adq0aQWipj8rqamp9Pz5c8GiQUREL168oD59+lBWVpZgmpmZmWRmZlbsciu5Uhk1WedAdazsKDQhvcTaXytrk//7vHDhQr6SQmRkJDVp0qRI35HvzSskMTExguqlpqZSvXr1+PPxkiVLBNVnMBhF4z8XWbx79y527NgBQN5D1dbWVpCeyElJSWjdujV27typdK38JCQk4O3bt5BIJKhVq1axjs2fLX3q1Cn8+++/AIDY2FgEBgbyxYFPnjyJgQMH8hmbKSkp4DgOMTEx0NTUFKxAdR7m5uY4cuRIgaipssnIyCgUtRUCfX19tGvXji94LASampooU6aMIIXA89DW1oavry8GDBhQrOM8wpORmiWFcUVd1DTULZH2pEmTMGzYMBARIiIiEBcnj1TeunULVapUQWamvKh3xYoVUb58eQBA1apV4eHhgZYtW5ZIUyKRICkpCYsWLUJCwtd7WysaIyMjEBHOnDmD8PBwpevp6+vD1taWz/DeuXMnHj58qHRdBoNRPP5TzmJcXBzGjBnD/759+3bB+gWXL18e586dw+TJkwXRy2Pfvn3o0aMH0tPTSz1X3gm9WrVqeP78Odq2bQtA/trMzMz4Dh/NmjXD8OHDYWJiAk9PT9y7d4+/oCobT09P3Lp1S7D+vnlcvHgR5cuXF9xhjIyMxMaNGxEZGSmYZsuWLXlHSUgkEgkyMjKK1cf8eaC8ZM5vRSiZ8yXevXuHNm3awMbGBhzHwdzcHCdOnAAA1K9fH/Pnz+dvmlavXq3QLReZmZm4cuUK3NzcFDZnUUhLS8Py5ctx+fJlQfQsLCz4blREhFGjRgnqIDMYjCIgbmBTODiOo8GDB/PLHb169RJsqSc8PFwQnS+Rk5NDb98Wb2N/aeA4jmxtbenx48d06tQpsrW1JQB8tqW1tTXt2rWLHy+VShWqv2bNGjI2NhY8ASMwMJDOnz8vqCYRkZubG1WtWpXc3NwE1ZVKpYIvWRIRNW3alKZNm/bdcUGxabT1jje13HCP6ljZ0cmnXy/+nJOTw5c7CgwMpB49epCvry8REa1evZpMTU2JSP7ZfvjwIUVFRZX+hRSRvO4tQiP031Ymk1GXLl348/PQoUNFzQ5nMBgF+c84i+fPn+dPROXLlxesVERERAQZGBjQyZMnBdHLQyqVUkhIiKCaX0ImkxXohLFixQpauHAhEcmzQnV0dOjy5ctEROTj40MXLlwodVmh2NjYUh3P+D4jR46kTp06Ca776NGj73ZW+dflE5kst6O6y+2pjpUd1bGyI5PldnTJRb5n9927d7R9+3Z+fJs2bXgHND4+ngYOHMiX0crIyCCZTEapqanUsmVLsrGxUdIr+zoZGRm0f/9+hd9YFYU7d+4IlpUdGhpKZcuWFbxCBYPB+D7/CWcxLCysQDs/IWt6cRxHZ86cUXrh6885fPgw6enpCd56TiaTUc+ePen69evfHZuamkoHDhzgL/779+8nfX19PqIwYcIE2rhxIxHJE2Vu3rzJ14T8EmJcTInkf+Pdu3erRHs4oXj16hU9ffpUbDMKERSbRibL7Xgnkf+37BYZW92i4Ng0OnnyJFWvXp2ys7OJiOju3btFir6vXLmSXrx4oeyXUIjXr1+TlpaW4NqZmZlUq1YtWrVqlWCaly9f5s/Tenp6gpcPYjAYX0ZCpOBecyoGEaF37958OYiRI0fi4sWLgmgnJyejXLlygmh9TlpaGu7duydoazYASE1NxYIFCzB16lT89ttvxT4+LS2NT9bYunUratSogXHjxsHb2xuNGjWCk5MTOnXqhJMnT+LKlSuws7MDANy5cwfW1taoVq0ajh49qtDX9D2io6NRt25d/Pvvv+jfv7+g2t7e3hgzZgzOnz+Phg0bCqotBrm5ubh8+TJ8fX1Rq1YttGvXDo0bN4a9vT1mz56NGda3cfz5R8i4wqc1NQkwo1M9LOtVn99f+6MQExPDt+wUktDQUNSsWVPQ92v8+PE4e/YsAKBHjx64e/fuD/f3YjB+Nn76BJcjR47wjqKRkRGsra0F0Y2IiICJiQlsbW0F0ctPVlYW9PX1BXcUAcDAwAAnTpwokaMIoEBW7/LlyzFu3DgA8mSCsLAw/PrrrwCASpUqwdzcnB87b948SCQSdO/eHX5+fqhatSpcXV0BAI6OjgWy0H19fREfH18i+75ElSpVkJqait69eytszqKip6eHdu3aCdrnG5DXKrW2toaHh4fC5iQiuLu7IyoqCoC81ufMmTP5pKHx48ejb9++CA8PR2BgIBYuXIhnz54BAIyNjTF27Fh8Skj/Zq/1sMTMUjkeXl5eWLx4scL7uX+PypUrQyaTCd5fvVatWpBIJHB1dUVERIQgmvv27eMdY0dHR5w6dUoQXQaD8Q3EDGsqm0+fPhXo0nLnzh3BtHNycmjXrl2Ct5t79+4dVa5cWfCEByKiZ8+e0ZUrV0TZmJ6VlUXJyfK+v+Hh4bR+/Xo+EWHbtm3UoUMHfmzdunVp2bJlRCSvydi8eXPy9PQkIqL79+/Tvn37+LGvX7/ml8I4jmOb7v8/MpmMKlSoQEePHi30HMdx/BIvkfxzkVdr09PTk+bPn0/p6fKah0uWLKGhQ4fyx2lra/NdcJ48eUIWFhb8/uIHDx4U6Hrypb2tW+94U90V9oWXoa3sqO4Ke9p6x7tUr/vBgwdkZmYmStLaqVOnqEyZMsWul1pasrOzqXr16oLWQLSzs+PP2/r6+oLXamUwGAX5aZ1FjuOob9++/AlnypQpgmmLlcFIRBQVFUUrVqwQxYbFixdTmzZtRHGozp49W+Te3u/evaOgIHl2bHBwMM2ePZu/+G/atInatWvHj61bty4tX76ciIjc3d1JU1OTXFxciIjozJkzNGHCBFq0aBEtXryY/v77b7p16xYRydslnjlzht8zGhkZSV5eXvy8iYmJCmnRl5WVRcHBwaUukM1xHMXGxvJOXGxsLD1+/JjfB/ro0SP+ZovjOFq2bBk9efKEiIicnZ2pTZs2vLM+duxY6ty5Mz+3rq4u7wA+fvyYGjduTBEREUREZGtrS0eOHOHHurq6FqnFpEwm4zOW8/PVPYv/P8klODbtC7MVHY7jRNsbm5OTw3/2hObDhw+Cn1PGjBnDn7/79u3LbtQYDBH5aZ1FGxsb/kRjZGTEl8ZQNklJSWRqakrXrl0TRE/VEKobTn5kMhmZmJjQ5s2bFT53UFAQH9mKjo6m/fv389nW586doxkzZpC1tTVZW1tTr169aMuWLURE5OHhQQDo+fPnRET0119/UZUqVfh5LSwsaNasWUQkd1jV1dXp4cOHRCRPTmrUqBE/dvz48bRmzRoiIoqLi6OWLVuSs7MzERFt376dAPCdQubPn0+rV68mInkCUcOGDen27dtEJO9PXKVKFT4i98cff5ClpSURyR0RAHTixAkiIrp06RIB4BOzRo0aRV27duVtatKkCV8q6P379zR16lT+O+bs7MxrEsmjt4pO8NqxYwfp6el90eG+lJcNvcK+wP952dCKICwsjAIDAxU2X3HgOE6UskVERAEBAYIl68XHx1OlSpX48/jZs2cF0WUwGIX5KZ3F+Ph4MjQ05E8yV65cEUw7LS2Nli5dKspSUa9evXgnQmjyInViIZVK+aiYKsBxHGVlZfFRqIiIiAIZt/fv3+d/T0pKImtrawoNDSUioqdPn/JZ4EREO3fu5C+UycnJNGvWLH6bgZ2dHfXr14+P6u3YsYP++ecfIpJ/JhYtWsTruLm50V9//cU7i/b29nwklIjo2rVr/JJ7UlIS+fj48Pbn5OQUiuzcvHmTGjduLEqkLSwsjJ48efLVeprB/7/O4twLb2nrHe9SRxTzw3EcNW7cmMaOHauwOYvD6tWrqV69eoJH+jIyMqhy5cp8pF0Irl27VqDkWVGizgwGQ/H8lM7ixIkT+RNMXuTkZyc6Opr69+9PHh4egmv7+/uTRCIpdt9eRSHWsiCR3Hnz9vYW1QaxcHV1pYULFwral1pVcHNz4x10ofHy8qIbN26Isiz75MkTwf/ew4YN48/nkydPFlSbwWDI+elK5zx8+BDdunUDIM8U9fPzQ/Xq1ZWuy3EcBg8ejMmTJ2PQoEFK11MlpFIprl27hgEDBgjajxmQZ+WamJhg165dGDFihKDaAHD9+nUMHjwYERERqFatmuD60dHROH/+PMaMGSN4+z2xef/+PbZv345Tp05BU1NTFBs4joOamnhFJYhIlLIyCQkJKF++vCCvPSIiAubm5nzL0qdPn6J9+/ZK12UwGP/HT1U6JycnB9OnT+d/37lzpyCOIgBkZGTAwMAAhoaGgujl59ixY3wJETFQV1fHsGHDBHcUAfnffN68eWjevLng2gDQpUsXPHz4EFWrVhVFPzIyEuvXrxe0N3R+QkNDERQUJIq2RCJBcHAwX2pHaB49egRTU1MkJiaKoj9z5kysXbtWcN3Y2FiYm5vj9OnTguhVr14dW7Zs4X+fOnUqcnNzBdFmMBhyfqrI4t9//41ly5YBANq0aYOXL1+KetcvBBzH4ffff0enTp2wadMmwfX37duHgIAA7N27lxXO/Q/Svn17mJiY4Ny5c2KbIjjR0dHYuHEj1qxZI0rB7F27dqFcuXKYMmWK4NpHjhzBoEGDBItmy2QytGrVCm5ubgCA7du3Y+nSpYJoMxiMn8hZDA8Ph5mZGTIzM/kisi1atBBEe+vWrWjZsiV69uwpiN7ncByH3NxcaGlpCa59+PBhBAcHY+vWrYJrcxyHgwcPYujQoaJF9rZs2YJff/0VXbt2FUVfbDw9PVG+fHnUrFlTNBsCAwNhYmLy098YqiJCLsO/efMGv/zyC4gI2tra8PX1Re3atQXRZjD+6/w0Z9clS5YgMzMTADBjxgzBHEWZTAYnJye4u7sLopef8PBw+Pn5QU1NTRRHEZC/12I4ioDcSVi8eDF8fHxE0QeAmzdvwsvLSzR9X19fdOjQAb6+vqLoN2nSRFRH8cWLFzA1NcW7d+9E0ScinD17Fo8ePRJFPzU1FStWrEBISIjg2j4+PmjQoAG8vb0F0WvdujVmz54NQN6lasmSJYLoMhiMn8RZdHZ2ho2NDQCgXLlygi7HlilTBnfu3MGiRYsE08xjx44d6Nq1K6RSqeDaAHDhwgUkJCSIog0AZmZmiIuLQ4cOHUSz4cWLF5g3b55o+lpaWjA1NRXtZiE0NBSLFi0Sbd9g69atcfXqVTRo0EAUfYlEgqNHj+Lu3bui6KupqeHSpUt4+/at4NomJibo1KmToMlFmzZt4veFX758WfD2hwzGf5UffhlaKpWiadOmfHTpyJEjmDZtmiDaL168gLq6Otq0aSOI3udkZWXBx8cHFhYWgmtHRkbC2NgYZ86cESULGRAvE5TxfwQFBaF37974999/BYvmqxpZWVmiJHflIZVKoa6uLpq+0Bw5cgQzZswAADRr1gzv3r1jWxAYDCXzw3/Djh07xjuKlSpVwosXLwTT3rNnj2ibrDMzM6GtrS2KowgA1apVQ2hoKAYPHiyKfnh4OGrVqoXXr1+Log8ABw8eRJMmTSDm/VZubi5iY2NFyw6tW7cu/Pz8RHUUw8PDMXPmTERERIiin+cohoaGiqKvrq6O7Oxs3L9/XxR9V1dXjB07VrAVjsmTJ0NHRwcA4O7ujlOnTgmiy2D8l/mhncXU1FSsWrWK/3327Nl8/a3U1FSll/S4cOEC/v33X6VqfAl/f39Ur14dL1++FFwbkJerkclkqFy5smj17YgII0aMgKmpqSj6gDyqMX78eFGjmx4eHqhcuTI8PDxEswGAqA6zjo4OnJyc8PHjR9Fs+Oeff9CoUSOkpqaKon/69Gn07dsX0dHRgmsTEfz9/RETE6M0jYSEBIwdOxZeXl5QV1fHhQsX+OeWLl2KlJQUpWkzGAzgh+7gsmrVKr6y/9ChQws89/fff5Ourq5S+pimp6eL2t4uNjaW1q9fT5mZmaLoHz58mOrVqyeaPuP/SExMpBs3bgjW+/xLzJ07lwYMGCCavioQHh5OdnZ2onXyyczMJG9vb1G0iUhp3WTyuuRkZ2dThw4dyMHBgX9u8ODB/PnfyspKKfoMBkPOD7tnMTw8HPXq1UN2djbU1dXh7e1dIMqUkZGBly9fomvXrpDJZLCyssKcOXNgYmJSau3du3djzZo1CAsLQ/ny5Us934+Gm5sbnJycsGDBAlH0c3NzYWtri759+6JcuXKi2AAADx48QNOmTUWpsadK3LhxAykpKRg3bpyodiQlJUFfX/8/tX/vc4gImZmZ0NXVFVz7w4cP8Pf3V1gHq+vXr2P8+PEICAj44ncsKCgI9evXh1QqhYaGBgIDA1GrVi2FaDMYjM8Q2VktMfn7P8+fP/+bY/38/KhGjRr05s0bIiKKi4sr1Z1wWlpagTtcIVm3bh2dO3dOFG1V4dWrVwSA/3uKQWZmJkkkEjp+/LhoNhARxcTE0KFDhygmJkZUO8Tmw4cPVKZMGXJ2dhbNhri4OBozZgy9e/dONBv69etH06dPF0V7zpw51KJFi1KdWx8+fEhXrlwhIqL4+Hjau3cvpaenf3X8kiVLWN9oBkMAfsjIoru7OywsLEBE0NfXR0hICCpWrPjNY3Jzc6GhoQEA6Nq1K2rUqIGzZ88WWzv/PEJDRJg4cSKaNm0qWo2xf/75B/Xq1UOvXr1E0c8jIiICVatWFS0LkogQGhqKsmXLihpdfvv2LX755Re8fv0aLVu2FMWGzMxMPH/+HBYWFt/9HioLjuNw8uRJDBw4EEZGRqLYIJVK0a1bN6xatUq0Av2XL19GxYoVRSkSn5KSAi0trWKXccrIyICGhgY0NDQwefJkxMTEwM7OrkjHJiQkoE6dOkhLS4NEIsGHDx9EK6PEYPzUiOqqlpC+ffvyd5Pbt28v9vGPHj2ix48fExGRp6cnLVq0qEh7GyMiIqhGjRqiRi/EhOM46tGjB61evVpsUxgqRHh4OAGgGzduiG0KQwWIjo6muLi4Io2NioqicuXK8dHEtLS0YkcmN2/ezF8PLC0ti20vg8H4Pj9cNvSrV69w+/ZtAECVKlVKVBC5c+fO6NixIwB5ZrGjoyNfiuHRo0dISkr64nHq6uoYMWIEmjVrVjLjS0FKSgru3LkjatapRCLBvXv3sH79etFsiIuLQ6tWreDq6iqaDQBw9epVrFixQlQbVIVq1arBz88Pffr0EdWOqKgorFu3DvHx8aLaERkZiQ8fPoimHxwcjHHjxomSISyVStGyZctvdnVycHDAnDlzAMjP4Zs2bULr1q0BAHp6esWuLjB//nxUqlQJgHyfo5jltBiMn5UfzlnMXyrnf//7X6mL4VpaWsLd3R2amprIzs6GpaUlrK2tAciX1/LXDjMyMsLOnTtFWXa8evUqLC0tReuUAciTigB51xqxSE9PR+PGjUXrBZ1HVFQU/Pz8RLUBkN/s9OrVC/7+/qLZIJFIYGZmJtr2jDykUikOHDggWuvDPEaNGiVqKzpNTU28f/8ewcHBgmurq6vj7NmzBW6kZDIZ7ty5w9fDTU1NRXBwMLKysgAAc+bMKVWPZz09PWzYsIH/fenSpaLeVDMYPyM/1J7FJ0+e4PfffwcA1KpVCwEBAQqv8xcREQEtLS1UrFgRO3fuxIEDB+Dn54e9e/eiVq1aonYr8ff3h7m5uSj6nz59grGxMa5du6awbEdG6QkKCoKVlRW2bduGunXrimbHmTNnEBISgrVr14pmAyDfuyh2Nw8fHx9UqVKFb0snBiRydyOO4+Dl5YWmTZuC4zjUrl0b06ZNw7p165Sil5ubCzMzM77W5oMHD0TZt8lg/Kz8MJFFIipwt7phwwalFISuXr06v0m/Z8+eWLt2LdTV1eHq6opFixbB1tZW4ZrfIzs7GxKJRDRHEQAqV66MCxcuiH4Cfvz4MTIzM0W1AZBHS1SBunXr4vLly6I6igAQHR0talHsPNTU1ETrlZ5HgwYNRHUUAXm0Nzw8HO/fvxdMUyqVIj09HQBgZWWF5s2bw9/fH2pqanB1dVXqjYSGhgY2bdrE/64sp5TB+M8i4n7JYnH//n1+E3O9evUoNzdXUP3U1FRatGgRubi4EBHR1atXacqUKUovwstxHP3yyy+0bt06per8CAQHBxMAun79uqh25OTkkI6OjkqUMJJKpZSWliZaMWhV49mzZ2RgYEDBwcGi2mFjY0M9e/ZUWrHqotC7d2/q0qWLUjVycnKIiEgmk1GdOnVo06ZNRCQvVzZw4EAKCwtTqn5+pFIp1atXj79O/FcTERkMZfDDRBbz35Vu2LBBsMK78fHxePToEfT09LBr1y5+I3ZmZiYyMzP5/XtTp07F3bt3Fa5PRJg5cya6deum8LmLipubG2bNmoXExETRbACA2rVrw93dXdT3ApBHFXfu3Ml/FsTEzc0N+vr6cHNzE9sUEJHoEdeGDRti+fLlfMKaWBgZGfFNA8TC2toa169fV+ic+f/GJ0+eRJ06dSCVSqGmpobNmzdjwIABAAAzMzPcuHEDNWrUUKj+tyhTpkyB64SYiXgMxk+HyM5qkXjy5Al/t2hqaipoFGXfvn2ko6ND8fHxXx2TmZlJvXv35iNeTk5ONGPGDMrIyBDKTKViZ2dHrVq14qMIDNUhPj6eLly48M3PpxCEhISQtrY23b9/X1Q7GIUp7fkyr61nTk4OmZqa0uHDh4mIyMvLi/bt2/fNtp83btygkydPlkq/OOTm5lLt2rX568WzZ88E02YwfmZ+iMhi/r0oq1evFjQbd+7cuXj79i0qVKjw1THa2tq4c+cOn/gRGxsLf39/PlN7+vTpOHPmTLG1w8LCsGjRItFLgfTr1w9v3rwRNduViDBmzBg8evRINBvy8Pb2hqOjo9hmAAAqVKiAUaNGffPzKQTVqlXD1q1bC7TcFIvw8HAcP35c9IzYjIwMXLlyRdRo6+vXr1G7dm2EhYUV+ZjU1FQ+U3nz5s2wsLAAIN8XOHPmTLRo0QIA0KhRI8ybN++bFSkcHR1hb29f8hdQTNTV1QvsV2TRRQZDQYjtrX6Pd+/e8XeJ1apVEzS6pYjIIMdxNHXqVDpz5gwRyVvVtWrVij59+kRE9M3Xc/fuXTIxMaGUlJRS21FSwsPDKSEhQTT9PFJTU6l379509+5dsU2hFStWUO3atcU2g4jkkcWzZ8+KHllUJW7evEnq6uoUEREhqh3Pnz8nAPTq1SvRbEhJSaGFCxdSeHj4V8dERkaSh4cH/3OZMmXo2rVrRET0+vVrOn36NMlkshLpi7EakZOTQ9WrV+evG3n7zBkMRslReWdx+PDh/Jd+//79gunm5OSQiYkJHThwQKHzurm50aRJk/iT6NChQ2n06NFEJHcs379/XyB5p6QnaUUxa9YsMjMzE3WjvqqRm5tLkZGRYptBRESurq4EgFxdXcU2hVxdXenhw4dim0FZWVmUlpYmthnEcRwFBgaKbUYhoqOj6ejRo5SdnU1ERMOGDaP27dvzz58+ffqbzmVJePfunaCO46FDh/jrxvDhwwXTZTB+VlS6zmJAQADMzc1BRDA0NERYWBh0dXUF0c7JycHx48fx+++/o3HjxkrTuXXrFgBgwIABCA4ORt26dXHr1i00btwYoaGhiI6OxrBhw5Sm/z0iIyMRFBSE9u3bi2YDIC+CXblyZdFr6KkaHMfx/crFfm8mTJgAf39/PH/+XFQ7GAUhIgwaNAgWFhbYsGEDXFxc0LZtW7i6usLCwgIBAQHQ0dFRWjJKYGAgTE1NcenSJcHOZVlZWahRowYSEhIgkUgQFBQEY2NjQbQZjJ8ScX3VbzNt2jT+7jCvJMPPTHZ2Nj158oSSk5OpR48eZGJiQubm5vzzkyZNon///ZeI5NGt/1K5FFNTU1q8eLHYZhAR0bhx48je3l5sM1SOxMREysrKEtsMIiI6c+YMde/eXWwzKDo6mtq0aaP0iKtUKiV3d3d+y8iJEyeocePG/IpApUqV+PcjNzeXUlNTlWrP5zx8+FDwcmcbNmzgrx/z588XVJvB+NlQ2TBNfHw8Tp8+DQDQ1dXF7NmzBdN2cXHB8uXLkZGRIZgmIG/T1aFDB5QtWxZHjx7FlStX8PbtWwDy6EBWVha/ad/JyQn6+vr49OkTAHmx6sePHyvUnq1bt+LgwYMKnbMkEBEOHTqEiRMnim0KOI5DYmIicnJyxDYFgLyDy5AhQxAUFCS2KShfvjy0tLTENgOAPOGmcePGohfoNjIygoWFBfT19RUyH+VbCLp48SJOnToFAEhOTkazZs3g4OAAAKhfvz5GjhzJv/7Q0FA+KUtdXV1h9hSVLl26QF1dXdCko1mzZvGfxyNHjohe+ovB+JFRWWfx6NGj/AV56tSpgvZj9vX1xYMHD0rdd7o01KlTBy1atICenh4AeUeGCxcu8O0GzczMsHnzZn7paPfu3di2bRsAeR3Abt264cGDBwCAhIQEhISEFPtEHR0djdjYWEW9pBIjkUjQrVs3NGnSRGxToKamhlu3bsHS0lJsUwDIndfs7GxwHCe2KQgICMDQoUP5Gxgx6d69O/bs2SNYPdavIZFIcOTIEbRp06bYx3IcBwcHB77vt4ODAypVqoSUlBQA8vanzs7OAORZ8S9evODrHP72229YvXo1X8FAW1sbRISYmBhFvKwSsX79ekyZMkUwvUqVKvF6WVlZOHTokGDaDMZPh4hRza+Sk5NDlStXJgAkkUgoICBAcBvESujIzc2lnj17FnvZSiaTUVJSEhERJSUl0ciRI+n58+dERHTw4EFSV1fnN5j//fffdPr0af64uLg4lU5guXTpEl26dElsM4hI/tkUO+lIVQkJCaEePXqQt7e32KYQEVFUVBR5enqKbQbJZDJycnIif3//Qs+lp6fTs2fP+FqF+/fvpylTphCR/BxUoUIF2rhxIxERBQYG0qZNmygxMbFEdmzYsIGqV68u2vaV06dP099//y2oZkBAAEkkEgJAlSpVUpltEgzGj4ZKRhavXr3K3wH369cP9erVE0z7/fv3yMzMhEQiEUwzP0lJSShbtizKli1brOPU1NRQrlw5AEC5cuVw8eJFtGvXDgAwZMgQODo68lEGb29vBAYGApDXpKtUqRK/fOXo6IhVq1bB398fOTk5iImJEX0pz97eXuGdKErKuXPnoKOjozLL0KpEnTp1cO/ePTRo0EBsUwAACxYswPTp08U2A2FhYRg8eDDOnj0LAJg5cya/xcbd3R3t27eHj48PAMDAwICvmSmRSODp6YkVK1YAkPcBX7lyZYlXWYYNG4YjR46U8tWUnPHjx2PJkiWCatarV49fBYiLi8PVq1cF1WcwfhrE9la/RJs2bfiNyQ8ePBBMVyqVUtWqVenPP/8UTFNsUlJS6NKlSxQTE0NERIcPH6bff/+d6tWrR3PmzKGmTZvSnDlziIgoIiKChg8fTj4+PkREFBQURG/fvhXETlWJ5vn6+tKxY8fENoNHlUrnEMmjYd/q6CEkfn5+fD1TZXP37l2+np+fnx+1bt2aj2quXr2aqlatyn+Gp02bxnc1ycjIIDc3N76Mzc9OfHw87d69W9AyOk5OTvz1pG3btoLpMhg/EyrnLL569Yr/Yjdo0EDw5VF/f3/BLjCfk5CQQA8ePBA9yzmv3qOvry89fPiQ3r17R0Ty96ZLly7k6+tLRETLly8nY2Nj/rh+/frRnj17iIgoLi6ODhw4QNHR0URElJycXKLad6q8PK4KxMbG0tGjRyk2NlZsU4iIqF27djR16lSxzVAIQUFBFBISQkTyrOYlS5bwdRP37t1L9evX58e2aNGCZsyYQUTyv8mUKVP470lkZCQ/j9iEhITQuHHjKC4uThR9Dw8P0tLSopcvXwqmyXEcmZub89eV9+/fC6bNYPwsqJyzOHHiRP5LrUoRHCE4efIklSlThnewVJ2EhAQ+ykhEtH79erpx4wYREbm4uJCGhgYfXbGysiITExN+7JgxY+j48eNEJHcsjxw5wjs8SUlJ/P7Lffv2UfPmzVUmsmhvb68yUTxV5NatWyrVj3fVqlV09epV/nd/f38KDg4mInmUa+PGjfzvJ0+epA4dOvBjW7ZsSdOnTycieVTd1NSUf23Pnz+nXbt28WMTExO/+xkdMWIE7d69WwGvquRERUVR48aN6c2bN6LZkPfdFhJra2v+ujJt2jTB9RmMHx2VchYTExNJS0uLAJCenh6lp6cLpu3r60utWrX64iZ0oeA4TiWSA/7880+F1BHkOI6PDHp5eZGDgwP/3Jw5c8jGxoaI5NFkiUTCO5bLli2jevXqERHR48ePqUGDBrRv3z4ikrcfXLx4MR/99fX1LeCcpKamKjUy26RJE5Wq2ZaQkEBXrlxRiZaMQpGSklIgUufg4MC31IuKiqLp06fzUb3mzZtTlSpV+LGtWrXinYWIiAgyMjKiR48eERHR/fv3acmSJfxYd3d3ha4yrF27lq+T+l9HKpUKWusxJSWFdHV1CQBpa2uXOEmIwfivolLO4oEDB/i7v7x9ckLh4eFBI0aMUJn9VmIhlUqpd+/efLa0UOTm5vKRmQ8fPpCjoyP/3Nq1a+nmzZtEJL+Am5ub8xHNZcuWkampKT/W3NycL97t5+dHDRs25Jedrl69SosWLeLHXrhwgZ4+fUpE8qzUhw8f8heR5ORkioqKKmRnTk6O4AWNv4Wq7VkMCgoq8NnJv43g48ePfNQ8KSmJrl27xju5jx8/5rcwEBEtXryYTpw4QUTyaGCNGjV4h3Djxo1UuXJlfmzr1q15BzAqKopatWrFL3M+e/aMtm3bxo/19PQUbZuJKhEZGSnaUjTHcWRhYVHAMReC2bNn89eXvXv3CqrNYPzoqIyzyHEcNWrUiP8yu7u7i22SoGzdupVGjBghthkqRUpKCtnZ2X3TOUtJSSlw8b916xafdBMaGkoLFy7knz969CgNGTKEH2thYcE7lt7e3gSAnjx5QkREmzZtokqVKvFjO3TowEcUo6KiyMLCgndIrl+/TsOGDePHbtu2jXd00tPTafXq1fThwwcikjsrhw4d4sc6OjqSs7MzEckdZltbW97e8PBwcnBw4COlXl5efPSV4zhydnam0NBQio+Pp4iICHr06BGfOODl5VXAgXzw4AF9/PiRiOSOwqVLlygjI4OIiJ48eULXr1/nx1pbW/OOWXBwMK1evZp3LM6fP0+rVq3ix44cOZJP1nB3d6eqVasSAEpNTaXVq1cX2NdnampKy5Yt498HAHx5p7///puaN2/Oj50+fTrflz0hIYHWrVvHLxcHBgaSk5MTP/Z70eTs7GxBEyq+xYcPH8jLy0tUG7Kzs6ls2bL0119/iWbDpUuXBF8Kz/vMAWD97hmMYqIyzmL+xJY2bdoIqu3q6krOzs6injxsbGxo8+bNounnER4erjIn0fv37xMAfklRGeS91uzsbAoMDOQdqICAgALRzfPnz9PZs2dp4MCB9OrVK5o5cybvAF6/fr2Aoz9t2jRav349EcmTHWrVqkX37t0jInm2uba2Nj+2R48evKOZmppKAOjChQtEJK9LB4CvDWdpaUl9+/bl7c6/r9fW1pYA8JG6MWPGUOfOnXkdHR0dPppy584dAkChoaG8vfm/cyYmJvx+vFevXlHt2rX5Wqd79+6lcePG8WPnzp3L18AMCwujxYsX80kgz549o7Nnz/JjX758SUFBQUQkd4xjY2OV3gIuJCSENDU1C/wtxaRly5Y0duxYsc2gBw8eUHx8vNhmCE7btm3564yQSTYMxo+OyjiLkydP5r/EeVEZoZg+fTq1aNFCUE1VRCqVUsWKFfkiwGLDcRwFBQWpTHKLt7c39e3bV6HLmDk5OXzZFI7jKD4+nncO09LS6NOnT7xDGxYWxmtzHEc+Pj70/v17GjNmDHl4eJC/vz8fYYuOjqaIiAheJyQkhFJSUnjNpKQk/n1VlZsDZSCTyejAgQMqs/QcEBDA35D817l37x5t2rRJUM0TJ07w15m85CUGg/F9JEQCNuv8CmlpaTAyMkJWVhb09PQQHR3Nt7kTAo7jEBMTg6pVqwqmmZ9Hjx6hatWqaNiwoSj6echkMjx48AAmJiYwMzMT1RZG0fDz88P06dNx5MgRmJubi20OZDIZhg0bhunTp6N3795im8P4Bhs3boShoSHmzJkjiv7evXtx/fp13L9/H2XKlBFEMy0tDZUrV0ZmZib09PQQExMDXV1dQbQZjB8ZlejgcvXqVWRlZQEAxowZI6ijKJPJoKamJpqjCADLly/n+zqLSZkyZdCzZ0+VcRTHjBkDe3t7sc3gycjIgEwmE9uMApibm8PJyUklHEVA/hmSSCQq0as6j8DAQBw9elRsM3jmzZuHgwcPim0GEhISkJSUJJr+/Pnz8ejRI8EcRQDQ19fHiBEjAADp6em4du2aYNoMxo+MSjiLZ86c4X+eMGGCoNodO3bE9u3bBdX8nMePH4tuAwBs3rwZjx8/FtsMAIBUKkVmZqZKOR3Lly9HixYtxDZD5bly5Qr69u0rthk8L168wPz585GWlia2KQAADQ0NqKmJf+rdtWsXVq1aJZp+XkvVkJAQQXUnT57M/3z8+HFBtRmMHxXRl6EjIiJQs2ZNEBFq1aqFjx8/CtaXmeM4WFtbo0mTJujSpYsgmqqKTCbDr7/+iilTpmDWrFlim6OSuLi4IDo6Gv379xfbFJ7379+jffv2ePbsGSwsLMQ2BwBAREhPT4e+vr7YpgAAsrOzUaZMGairq4ttisqRkZGBsLAw0SLTd+7cQd++feHv7w9TU1NBNIkIJiYm+PjxIwAgODgYxsbGgmgzGD8qot/eXrhwAXn+6qRJkwRzFAFATU0N8+bNE9VR7NatGw4dOiSafh5lypTBmzdvMHPmTLFNAQAkJiYiNzdXbDMK0KZNG5VyFAGgevXq2LJlC6pXry62KTyTJk1Cnz59xDaDR0tLS+UcxejoaERGRoptBmbNmsUvy4pBp06dcOXKFdSsWVMwTYlEgmnTpvG///vvv4JpMxg/KqJHFps0aQIvLy8A8s36Qu2XIyLs378flpaWqF27tiCanyOTybBu3Tp06tQJPXr0EMWGPLKzs6GlpSWqDfmZOHEi/P398ezZM7FN4bGxsUHz5s1FT0RSdZ4/f460tDT07NlTbFN4li1bBolEohJ7g4kINWrUwLhx40S3x8fHB2pqaiqz51UogoKCUK9ePQDya5CHh4fIFjEYqo2ozqKHhweaNWsGAGjVqhXevHkjmHZ4eDgaNGgAGxsb9OvXTzBdVaVNmzbo1q0btm7dKrYpAIC3b98iKSkJXbt2FdsUHgMDA/z1119YuHCh2KbwpKSk4MWLF2jXrh3Kli0rtjkqy759+0BEWLBggdimAACePXuGevXqiZpYpyrEx8djxYoVWLBgARo3biyYbsuWLfHu3TsAgLe3Nxo0aCCYNoPxoyHqMnT+8P+kSZME1a5RowZiYmLQq1cvQXXzc/PmTURHR4umn59FixaplNPcsmVLlXIUAfnSuKrt5wwICEDv3r0REBAgtik8kZGROHnyJDIzM8U2hWf+/Pkq4ygCQPv27VXGUbx69SoWLVokmr6BgQHevn2L8PBwQXXHjRvH/8yWohmMbyOas0hEuHDhAgD5HpI//vhDUG2pVAodHR3R9jKlpaVh2LBhKlO6YfTo0ejYsaPYZgAAwsLCsG/fPlHLenwJdXV1lVqqB+RLaKGhoWjSpInYpvD4+Phg8uTJgl/8vwXHcQgKCkJKSorYpgCQb/tYunSpSmyzSElJwadPn0SrPKCpqYk3b94Ivm1h+PDh/B75s2fPQgVKDjMYKotozqKXlxeCg4MByO+yq1SpIpj2hw8fUKVKFbi5uQmm+Tn6+vqIiIjAmDFjRLMhDwcHB5UpmQMAnp6eWLZsmUrVNHz//j0GDhyIqKgosU0pgKamJmrWrAlNTU2xTeHp2LEjsrOzBctuLQoJCQmoV68eHBwcxDYFgPzv5uzszGfkisnEiRNx5coV0cv5xMfHIz4+XjC9GjVq4LfffgMgr8Xp7u4umDaD8aMh2tnhypUr/M9CZ+OVLVsWs2fPRv369QXV/ZyKFSvCwMBAVBsAYP/+/SpRJDiP3r17Iy0tDRUrVhTbFB6ZTAYigra2ttimFODTp0+YMWMGPn36JLYpPOrq6irlvAJApUqV4OjoiO7du4ttCgD5asrr168xevRosU0BII+8Cl3vMD9SqRRmZmaCV4bIf7POlqIZjK8jWoJLgwYN4OvrC0C+7FijRg0xzBAFIkLnzp2xZMkSDBgwQGxzVK4uHqPo+Pj4YNy4cTh79qxKbdAfPnw4Ro0ahcGDB4ttikqjKjUgV69ejePHjyM8PFy0CKOjoyOaNm0q6F7O6OhoVKtWDUQEc3Nz/prEYDAKIspZwdfXl/9S/vLLL4I6imFhYThy5AjS09MF0/yctLQ01K9fH5UqVRLNhvxIJBKVchR79uyJI0eOiG1GATIzM1VqWTyPBg0awMXFRaUcRQAqF1kE5BnIGzduFNsMnsDAQJQrVw5PnjwR2xRMmDABly5dEtWGHj16CJ70U6VKFbRp0waAvHSbKiWKMRiqhCjOYv4l6JEjRwqq/fz5cyxcuFDUC7+BgQGOHDmCdu3aiWZDHrt371a56E/Lli1Fq335NRYvXsxfVBjf59y5cyr3ufLx8cG///6rMi0kTUxMsGPHDpXoxW5mZoaOHTuKvm/xr7/+Enw5eOjQofzPN27cEFSbwfhREGUZ+tdff8Xr168BiNNqKT09HXp6eoJq5ufFixdo0qSJSuxXvHLlCjw9PbFu3TqxTVFpXFxcEBsbq1I9jwHA3d0d3bp1w4MHD/iapaoAx3HIzMwU9XvGKB737t3Dq1evsGbNGtFsGDlyJFq1aoWlS5cKpunr68tH5n/77TeVyFBnMFQNwZ3FuLg4VK5cGUQEMzMz+Pn5CaZNRIK2E/wSmZmZMDQ0xLZt21Sq7puqEBUVhfT0dNStW1f0v9WPQFRUFE6ePIlJkyapTN0+QJ44EBERgUePHoltikoTEhKCmzdvYt68eaJ/3g8cOABbW1s8evRIdFuEpl69eggKCoKamhqioqJgZGQktkkMhkoh+JqDg4MDX89K6GUqe3t7mJubIyEhQVDd/Ghra8PDw0MlsiATEhLw9u1bldqLd+zYMfz6668qd7G6fPmySrYEq1q1KlasWKFSjiIAzJ49G6tWrRLbjEK0b98e27dvF9sMHm9vbyxfvhwRERFim4K5c+fCyclJ9O9edna2oCV0APB1fjmOg52dnaDaDMaPgODOYv4votBLejVr1sTQoUNhaGgoqG5+JBIJzMzMVOLO1d7eHq1atVKZQsUAMG3aNNjb24ttRiHmzp2Lmzdvim1GIdLS0vD06VOkpaWJbUoB2rdvrzJlavLzxx9/oFWrVmKbwdO9e3ckJyerVDUIMZP/AHnS49q1awXVHDRoEP+zKp5/GAyxEXQZWiqVwtDQEGlpadDX10dCQgI0NDSEklcJZs2ahV69esHS0lJsU5CRkYEPHz6gdevWYpui8kilUshkMpXr4PL27Vu0atUKrq6uaNmypdjm8ISEhODRo0eYMGGC6EkTjKKzaNEiPHv2jN9TLgb37t1DzZo10ahRI8E0ZTIZDA0NkZqaCgMDAyQmJqJMmTKC6TMYqo6gZ/EXL17wEZA+ffoI6ihGRETgxo0byM7OFkzzcziOQ0xMDDIyMkSzIT+6uroq5SgSEZYtW4a3b9+KbUohVLHVHwA0atQIPj4+gl5Yi8KbN28wefJkJCcni21KARITE/HgwQOVau22c+dOQdudfos//vgDK1asENWGnj17Cv55LlOmDN9uMDU1FW/evBFUn8FQdQR1FvO32urXr5+Q0rh37x7++OMP5OTkCKqbHzU1NVy5ckUl9itKpVJMnDhRpRyztLQ03Lx5E2FhYWKbUoBPnz5hwIAB8PHxEduUQmhra6N+/foq11lm0KBByMnJEXXLx5d4+PAhunfvjri4OLFN4TE2NlaZTPb27durRMmjAwcO4M6dO4Jq9u7dm//57t27gmozGKqOoM7ivXv3+J979uwp6N39xIkT8fHjR1HL1URHR6tMMklcXBx8fHyQmZkptik8BgYG8PHxwcCBA8U2pQC5ubmQSCQquWUiLCwMf/75p8o52BoaGir5fvXo0QMBAQGoUKGC2KbwDB06VPA9et/CwcFBcEftc65duwYXFxdBNXv06MH/fPv2bUG1GQxVR7A9iykpKTA0NATHcTAzM8O7d+/QoEEDHDt2DL169UJ2djY0NTVFz8RTJp07d0a1atVw8eJFsU1h/CR8+PABw4YNw+XLl1VqKTopKQkTJkzA8uXLVaL4vKoTGBgIdXV11KlTR2xTMHjwYGhqaoraK1moMmePHj2Cvb09duzYAUAeqc/OzoaamhoSEhJQrlw5pdvAYPwICBZZfPLkCd85Ic85HDduHOrVqwcA2LVrFxo0aMBHGz09PRWWlff+/Xu0b98enz59Ush8JWXLli1YtGiRqDbkIebeza+xZcsWdOzYUWwzCpGTkwOpVCq2GV+kUaNG8PLyUilHEQC0tLQgk8lUpltKfv766y/Y2NiIbUYBevfujT179ohtBgDgwoULojqKgLxqBBEpbNtQ3ucwNTUVQ4cOhbOzMwB5ndIXL17wOtOnT+fHP3z4UCHaDMbPgGDOYv4vXteuXVGhQgVs3rwZpqamAORLAMuWLeNPEp06deLv9sLCwnDq1KlSlQepVasWqlSpUroXUUratWuHX375RVQb8ujduzemTZsmthkFaNOmjcps9M/PwYMHWYShmOjo6MDOzg7t27cX25RCeHt7IzQ0VGwzCmBra4uVK1eKbQYA+d9ObDiOg7m5Ofbv31/sY2UyGby9vfkbvEWLFvFl2vT19SGVSpGVlQUAGDVqFJ49e8b3Ms9LcgHAO5QMBkPAZeimTZvC09MTEokEcXFx39wzRETw8PBA+fLlUbt2bdja2mLkyJFISEhA2bJlsXnzZmhoaPAtobKzs1UyUzU/9+7dw6dPnzB16lSxTQEA3Lx5EwYGBujSpYvYpqg83t7eePfunUokJn2Op6cn+vfvDzs7OzRp0kRscwogk8mQm5urcsk3jG9DROjatStGjhyJGTNmiGbHkSNH0KJFiyL1ZD9z5gxq1qyJrl274tmzZ+jQoQPevXsHCwsL3L59G/Hx8Rg3btx350lKSkKFChVARGjatCnc3d0V8VIYjB8eQSKL8fHx8PT0BAA0btz4u5vLJRIJmjVrhtq1awOQl3NISkpC2bJlAchb5uUlZiQkJEBPTw+3bt0CIL+w37x5k1/OJiK8evVK1CxoAHj8+DHOnj0rqg35GThwoMo5is7OziqVpZpHw4YNVdJRBIAKFSpg7NixKpWwkUeLFi2wbNkysc34IqpUOgeQZ9zPmTMHkZGRYpsCiUSCjh07wtjYWFQ7pk+fzjuKHMchMDCQbyBw6dKlAgkphw4d4hMoW7RogQcPHsDc3ByAvPlDURxFAChfvjzfJ9rLy0vlSj8xGKJBAnDt2jUCQABo8eLFCp07OTmZDh8+TGFhYUREtGHDBqpatSr//JAhQwgA3bt3j7Kyssjb25tycnIUakNRkclkouh+jo+PD9nY2FBubq7YpvBkZWURADpx4oTYphTCycmJnJycxDbjh+PmzZv06tUrsc0oxKVLl0hXV5eysrLENoXn06dP1LhxY3J1dRXbFFHJf24+dOgQTZ8+ncLCwig6OpoA0OXLl4mI6N69ezRz5kz+HCaVShVmw7x58/jr1e3btxU2L4PxIyOIs7hs2TL+y3ft2jWlanEcR3FxcfzvCxYsoP/973+Unp5Or1+/JgD8CfnixYu0Zs0afmxkZKRCTzqqyp49e6hs2bLEcZzYpvDIZDIKDAykhIQEsU0pRP/+/WngwIFim/FF0tPTydXVldLT08U25YfB19eX9u7dy96zb5CdnU3Pnj2j5ORkhc+dd97Jzc2lAwcOkJubGxHJnXh1dXX+7zJx4kSSSCRkY2NDRESOjo6CnB8uXbrEX6+WL1+udD0G40dAEGfx119/5b98UVFRQkh+kdTUVHr48CFlZGQQEdHu3btp9OjR/PNGRkb0119/ERGRt7c3TZ48mbf306dPFB4eXiLd27dvk4mJCcXExJTyFSgOZVwEflZyc3MpLS1NbDO+iKura4EbIFXizZs3ZG9vL7YZPxSqsvoQGBhY4siaTCbjo7aBgYG0YcMG/pw7d+5c6tmzJxHJncZKlSrR4cOHiYgoKCiIDh8+XOC7lpiYWMpXUnwiIyP561WbNm0E12cwVBGlO4vZ2dmkqalJAKh27drKlivEvHnz6P79+98dx3EcOTg4kI+PDxERPX/+nNq0aUPx8fFEJL/L/fXXX/nxQ4cOpVu3bhERUUxMDN2/f/+ry1oeHh60fPlylYrkqRr379+nP//8k71HxUSVI4vz58+nxo0bi23GF3nw4AH5+vqKbUYBli9fXuAcIyYcx9Hbt28pOzu70HOfb+e5evUq/f333/zzFStWpB07dhAR0ePHj8nIyIiCgoKISH7jfP78eX6sqjjHn1O3bl0CQOrq6ryjy2D8l1F6gsv79+/55JLff/9d2XIFyM3NhZubG+Lj4787ViKRoFevXqhfvz4AeZmb169f84kDa9euxcGDBwHIszwlEgnfaP7x48fo3r07Xxdy7ty5BRIirly5gqFDh0IikSAtLQ1hYWGi1Z/jOA5dunSBo6OjKPpfIzw8HC4uLipZlH3SpEm4evWq2GZ8EV1dXbRs2RK6urpim1KIrVu34t27d2Kb8UXGjBmDCxcuiG1GAXr16oXZs2eLpi+VSvnzkqurK4KDg/mSMoMHD8bJkycBAK9evULDhg0RGBgIQJ4I8vTpU36effv2oVevXgCAjh07IiYmBiYmJgCAPn36FDg3qql9+xL08uVLtGrVCklJSYp5kUUk71ollUrh5uYmqDaDoYoo3Vl88eIF/7PQnRw0NDTg7OyM4cOHl3ouExMTtGjRAoC86fzly5fRp08fAED//v3h7+/P98Ht3LkzX68rNzcXhw4dgqurKwB5K61atWrxJ79Vq1ZhwYIFvM7ff//Nn5xSUlIQHBys0BaBaWlpqFGjBvT19RU2pyIYP348Hj9+LLYZXyQzM1Nli3JHRERg9erViIiIENuUQujo6Khkyz8AePPmDVasWCG2GQXo3Lkzxo8fr9A509PT+fPHu3fvcOPGDf656dOn88XJX758CU1NTfj6+gKQZxsvWrQIs2bNAiDvX513frOwsICzszNq1aoFAFi9ejWuX7/Ozzt69GiFlXEyMjJC8+bNkZGRoZD5ikr+cj1Ctx1kMFQSZYcuhw8fzu//ePfunbLlCpCeni76smZCQgIB4JdeoqOjyc7Ojrfrn3/+oZ07dxKRPBPQyMiIzpw5Q0T/t9E6b9/O4sWLaebMmfzcS5YsoRcvXhCRfJ/N3bt3+aXwrKws0V87Q/l4eHhQnTp1yMPDQ2xTCuHk5ESDBg36TySNKYLc3Fy6ffs2BQcHf3VMWloavXnzhjIzM4mI6OHDh3Ts2DH++VGjRtGpU6eIiOjZs2cEgLy8vIhInmhoamrKjx0/fjx/romNjaUjR45QbGwsEcnPH5cvX6bOnTuLVj1CTPKSIQHQ2LFjxTaHwRAdpTuLtWvXJgCkpaUleKmWwYMH05AhQwTV/ByO4yg8PLxECSWxsbHk6OjIO30nTpygAwcOEJH8wtKoUSO6dOkSEf2fY5mUlERERKNHj6YuXbrwc3Xv3p1u3LhBsbGx5OLiQitXruRtevPmDT179owfGxkZyV+MhKJFixZ8cpEqwXGcSpUY+pF4+PAh9e3bVyX3fF29epXmz58vmB7HcQX2NL969Yo+fvxIRPLkua1bt1JcXBxpaWnRqFGjaOHChfzYRo0a0datW4no/xxAT09PIiJatWoVtW3blh87a9YsPns4Pj6ezp8/z2cQZ2Rk/JCf5ZSUFP71CkVWVhapq6sTAKpbt66g2gyGKqJUZzEpKYm/O2vVqpUypb6Io6MjOTg4CK4rBllZWRQSEsI7ls7OznTnzh0ikm8iHz9+PD148IDmzJlDderUIWNj4wKOZefOnfm5dHV1affu3UQkjw7VrVuXIiIiiIho3759tHTpUn7sxo0b6fHjx0Qkj5ra2NhQSkoKERGFhYVRYGAgP/Zbm9kPHTqkkrUMQ0JCCAA5OjqKbQpDgZw8eZIsLS2/Oy4sLIy/qcpbFchL+rhz5w6dPXuWHzt9+nQ++/vFixfUvHlz/nszY8YMat26NT/WyMiINm7cyI81NDQkX19fCgsLo3/++YdmzJjBj/3nn3/o6dOnRCSPLL59+1awm7nPnVwxWLp0KdWqVUtwXQsLC/76lXeuZDD+qyjVWXRycuK/bLNnz1amlMqye/du2rZtm9hm8Hz48KGQU5aWllagNqWdnR3v5Hl7e5OVlRWlpqYSEdHevXsLFFZv1qwZX/rC0dGRAPDLaLNnzyYLCwt+bLVq1fgL5Nu3b6l+/frk5+dHRERHjhyhqVOn8mNXr15N169fJyL5RXrbtm0UGRlJRPKl1/wlWTw8PCg0NJSI5Ev5Hz9+5C9wOTk5pVpGS0pKomPHjvEXfVXDy8uLGjVqxC81qhoymazEGa8cx/E3P5mZmQXKboWEhFBISAgRyaPs9vb2fGF+Hx8f2rdvH6976tQpOnr0KG/P0KFDeef//v37ZGFhwX++p02bRv379+d1NDQ0+Gi+vb09AeB15s2bR7169eLH9u3bly5evEhE8lqOc+bM4ctlPX/+nK+ekPe8KtYU/ZwOHToUcFzFICQkhNzd3QXXnT17Nn/9KkpFDQbjZ0apzuKuXbv4L1veyVoo/P396dy5c18s/SAka9asoWXLlolqg1DIZDJKSUnhL9LBwcH0/v17/vmzZ8/y9QD/H3tnHR7V9fTxb4QoFiRAkEASgru7FUuhePACpbi7taV4C8Xd3TVYIEBwJ0KUOHF33WR35/1j3z2/LIQWyd5zgft5nj7dsGfvfPfulblz5swEBwfTnDlzKDY2lpKTk2nevHk0adIkNrZXr17sJu3u7k4lS5ZkxXsXLVpEVatWZWNr1qxJs2fPJiKVcwuAHj58SEREq1atorJly7KxHTp0oFmzZhERUVRUFFWvXp2NPX36NHXt2pWNXbRoEW3atImIVDU6R4wYQa9evSIiokePHtHUqVPZ2AMHDtCxY8eISOW8rFy5kuURqp0XtdPq5OTEor5EqiiXuoxLaGgoHTlyhDm7T58+1bhRXbx4kQICAohI5UTv27ePpk2bRuHh4eTq6kp37txhYy9dusScyNjYWDp27BiLkr148UKjQP6pU6fo5cuXRKQqBbVjxw7m6Dx48IB27drFxm7ZsoXV34uJiaEZM2ZQYGAgEakeNNTTu97e3gSAHf+xsbH0ww8/MDvHjh2j5s2bs+327duXpkyZQkSqFAwdHR2mcffu3aSjo8Ocxx49erAUk6ysLALAonwnTpwgIyMjVk5o6tSpNG7cOGanR48e5OjoSEqlklxcXGjy5MnMWbxy5QqdPn2ajXVycqKwsDBmJyoqSqs5mA4ODjR69Gitbf9TuXDhAps5+N44ePAgu3+p0wAkJL5XtOosjhw5kp1s6pusUOzZs4eMjY2/yhwdbSGTyWjNmjXsxi4WnJ2dCcBH172TyWQa00K+vr4sspienk43b95kURsPDw+Nm/+RI0fo5s2bRKTK6Zo3bx6Lbt64cUPDqZg3bx79/vvvdO7cOYqOjqZ27doxx/LcuXPUuHFjNnbMmDHM0cnMzCRzc3M6d+4cEamcF0NDQzZ12L9/f+rZsyf7bP6HqfPnzxMAFukdMWIEtW/fno01MTFhDuyNGzcIAHNmxo8frzHVWaZMGVq1ahURET18+JAAkK+vLxERzZo1i2rVqsXGWlpa0uLFi4lIFfXV09Njjv2qVauofv36bOwPP/xAy5cvJyLVA0HdunWZA3j48GHq0aMHEamisp06daJly5ax/W1vb88Wut27d485+erfRh1NzsnJoT179rAo9du3b+ny5cvMWfTx8WG/m1KppIiIiE+amg0ODiYjIyNydnb+6M8Iwblz56h///7S4rR3WLNmDV29elVQm25ubtIiFwmJ/0eHiEhbK61r1qwJPz8/6OnpITMzE4aGhtoyVSAZGRlcS8Tk5eWBiFitMt6Eh4ejXr16OHfuHH744Qfechi5ubmIiIhA5cqVRVdq5dy5cxg0aBCSkpJY6ZDCRl23U1dXFwqFAnl5eTA0NISOjg5ycnJARDA2NgYApKSkwMjICEZGRsjNzUVsbCzS09NhZWUFhUIBhUKB4sWLAwDS09NhYGAAQ0NDKBQK5ObmwtDQELq6uqwUkL6+PgCAiERZ41JbZGVlYf/+/ejTpw+qVKnCW45oSU5OxtWrV9GrVy+tHf8fQ48ePdClSxfMmzdPMJsymQwmJiZQKpWoXbs2vL29BbMtISE2tOYs5uTkwNTU9Ls+0ZydndGtWzcEBASworRi4HtzDL4EuVyOtLQ0mJmZiXKfubq6okmTJnBxcUHjxo15y9GAiHDx4kU0aNAA1tbWvOV8NcjlcigUCsEfrgvC398fNWrUwIMHD9CuXTvecgTH1tYWAQEB0NfXR1ZWlugeZiUkhEJrRbn9/PxYN4AmTZpoy0yBKBQKtG7dGk5OToLafZcaNWpgx44dqFSpElcd7yI2p+fEiRNYuXIlbxkFoq+vj1KlSolun6mxtbXFw4cPYWtry1vKe+jo6GDo0KFwdHTkLaVAHj16BFdXV94yNFAoFChWrBgOHTrEWwoAwMbGBunp6aJwFEmVNiWoTXUjBrlcjoCAAEFtS0iICa05i2/evGGva9WqpS0zBZKVlYWaNWuiRIkSgtp9l4oVK2L8+PGieRpdt24dBg8ezFvGe0RERGgcL2LiwoULmDJlCm8ZH6Ro0aJo27at6DryqImOjsaECRN4yyiQefPmYevWrbxlaKCnp4c9e/agY8eOvKUAULXjE8Ox9ezZM5iZmeHt27eC2s3ficbT01NQ2xISYkJfWxv29fVlr4V2FosVK4YDBw4IarMgLl26hEqVKqFp06a8pQAALC0tIZPJeMt4j/nz5/OW8EEyMjKQkJDAW8YHiYmJwcGDBzFmzBiUL1+et5z3UPdWFyOXL19GsWLFeMt4j5EjR/KWoMGGDRsQERGBDRs2cNNQrVo1LFiwQPAe6PXq1WOvPT09RfmwLSEhBFqLLOZ3FmvWrKktMwUSExOD5ORkQW0WxOLFi1nvVTFgb2+P3377jbeMr4qff/4Zp0+f5i3jg8TFxWHDhg2Ii4vjLaVAFi9ejIMHD/KWUSBly5aFkZERbxnv4ebmhosXL/KWwTAyMmILrHhRrlw5LFq0COXKlRPUbn5n0cfHR1DbEhJiQmvOopeXFwDVtIrQye1Lly5F586dBbVZEF5eXqLKxXvz5g0yMzN5y3iPOnXq4O+//+Yt46ukfv36iI+PR/369XlLKZCEhASkpaXxllEgDg4OokwxOHPmDObOnctbBmPy5MlYtWoVbxnw9PTEs2fPBLVpaWnJKgbkD4BISHxvaGU1tEKhgLGxMfLy8mBlZYWgoKDCNvGv+Pv7IyEhAa1btxbUrphRr67ctm0bJk6cyFuOBjt37kT9+vXRpk0b3lLeY+TIkYiPj8eNGzd4S5EoZI4dO4Zz587h0qVLvKVokJWVBUNDQ+jp6fGWAkC1sCQ5ORmmpqZcV2gPHjwYsbGxuHfvnqB2raysEBISAkNDQ2RlZUFXV2sxFgkJ0aKVoz40NBR5eXkANMP4QmFra8vdUXz58iV69OghqunBBw8eoE+fPrxlvMekSZNE6SgCqmlosTnX+Xnz5g2aNWsm2gVCYmbEiBGicxQBwMTERDSOIqCqbFG6dGnBo3rvsnnzZly9elVwu+o0KplMhqioKMHtS0iIAa04i/kjiTVq1NCGiQ+SnZ2N5cuXCx7NfBcigpGRESuQzBs9PT20bt0aFSpU4C1Fg8zMTNy+fRupqam8pRRI165d0bdvX94yPoiJiQkaN24seOL/xzJy5EjY2dnxlvFBeJRj+S/CwsLQq1cv0TwAVKtWDWfOnEHt2rW56ihfvjyXldn572GBgYGC25eQEANacRbzlzcQuhh1bGwstm3bhoiICEHtvkvz5s1x6dIl0STQe3l54a+//kJOTg5vKRoEBQWha9euos0HevjwoahLZlSpUgW7d+8WbReSESNGiDYy++rVKxgZGbH8arFgZGQEXV1dNjvDG0NDQwwaNAhly5blquPt27cYMWKE4OVzqlevzl5LtRYlvle0UjonJCSEva5atao2THyQqlWrimLqNykpCUWLFhVNqz8fHx+sX79e0HZZH0OtWrUQEhIiyrIvADBr1iw0bdoUu3bt4i2lQHJzcxEXFwdzc3PRHGv56d69O28JH6Rq1apYv3694Cts/wtzc3NcvnyZtwwNHB0doVAo0KtXL24a9PX1ERoaivT0dEHt5ncWpciixPeKVha4DB06lJWMefPmjeBT0WKgW7duKFGiBM6ePctbisQXkJSUBF1dXZQsWZK3lAIRc7s/QJXvFhkZKYrqBF8Tcrkcubm5okkvGDhwIJRKJS5cuMBbiuAEBwezih4DBgzAuXPnOCuSkBAerUxD+/v7s9eWlpbaMPFBVq1ahUGDBglqsyCWLl0qqvIXYuX+/fuYNm2a6PLG1JQqVUq0jiKgasd248YN2NjY8JZSIIcOHcK4ceN4y/ggN27cQHBwMG8Z79G0aVNRzQKcPn1aNI6i0NPz+du15p81k5D4ntDaamgAKFOmjOA5e7a2tmjevLmgNguiTZs2aNGiBW8ZjOnTp2P69Om8ZbxHTEwMXr16Jdrey9OnT8e1a9d4y/ggxYsXR/fu3UWzkOpdFi5ciOfPn/OW8UEGDhwIBwcH3jLeY82aNRgzZgxvGQyxrM7u1auX4B1uDAwMULp0aQDgngsvIcGLQs9ZzMnJQWJiIgDh8xUBiCKqmJWVhQMHDqBv374aT6U8qVu3riijd4MHDxZ1C63AwEDRtGssiLi4OJw6dQpDhgyBubk5bznvwbs/+38REBAAMzMz3jLeo2fPnrwlaPDw4UMsWLAATk5OXHtFT5w4kUutx0qVKiExMREJCQmQy+WsULeExPdCoUcWo6Oj2WsezqKPjw/3MiwxMTGYPXu2qJKhx48fjwkTJvCW8dVx/fp1/Pzzz7xlfJCoqCgsWrRItPXfnJ2dRX3cVahQQTQVC/Lj4eGBM2fO8JbBKFGiBGxtbbn3lu/Vqxe6du0quF31vUypVGrc4yQkvhcK3VmMiYlhr4Wu6UdEaNKkCQ4dOiSo3XexsrKCTCZD+/btuerIj5+fn+CrCD+GqVOnonfv3rxlfLU0bNgQmZmZaNiwIW8pBZKcnCzaskgA8Ndff2H37t28ZbzH5cuXMW3aNN4yGPXr18ehQ4fYdCwvIiIicPr0acFnSSpXrqyhQULie+ObchYBVZeSgQMHCm73XXR0dETTFoqIUKdOHRw7doy3lPfo0aMH7O3tecsoELlcjuLFi+PkyZO8pXy1DBgwAA8ePOAt44NERUVpXLPEwvz580UVLSYiJCYmIiMjg6uOJ0+eYMiQIUhJSRHUbn5nMTw8XFDbEhJiQKvT0ELXztPR0UGzZs1QsWJFQe2+y/nz52FnZyeaHEEiwv3790XZ6o9Hwvqn8Oeff6JBgwa8ZXwQf39/dOzYUaMCgcTHs2XLFixdupS3jPcwMDAQzaISQDX9am5ujuPHj3PV0bt3b6SlpQmeZ2phYcFeS9PQEt8jWo0sCu0sBgQEYPny5dxzFo2NjVG+fHnRrPDV1dVFmzZtNC54YsHFxYV7a8YPoa+vj9mzZ3Nvc/ZvFClSBJUqVUKRIkV4SymQK1euoGTJkoJHgr52PD090atXL8TGxvKWAkC1GtrBwYH7whtjY2MUK1ZMcLv5u9ckJCQIbl9Cgjff1DR0SEgIdu7cCaVSKajdd7Gzs8OBAwe4ashPVFQUVq9eLYrONu/y66+/Yv369bxlFIhMJsOdO3fY6n4xUq1aNRw7dkzwtpofS82aNfHbb79xWcH6McybNw+tWrXiLeM99PT0oK+vj9zcXN5SGL169eLeVjI7OxvDhg3Do0ePBLVbpkwZ9lpyFiW+Rwp9/X/+EL3QbbS6desmiimClJQUGBgYiKb7QlhYGDZu3Ah7e3vRlVdxcHAQbVQsLi4OP/zwA27cuCHatnVyuRxpaWkoXry4KMt5VK9eXdTF6Xv27In69evzlvEetWvXxqVLl3jL0ODq1avQ1dWFnZ0dNw2GhoaIiYlBVlaWoHbzRxbj4+MFtS0hIQYKvd1fixYt8OLFCwCqyIwY+9Vqm969e0NXV1eUxX4lPh65XI7w8HCUK1dONI7/u4i93V9KSgpcXV3RsmVL0e5DsaLuVCKWh6k+ffrAyMgIp0+f5i1FcLKysmBqagoAaN26NR4/fsxZkYSEsBT6NHRycjIAwMjISHBHceXKlaIoyr148WIsXLiQt4yvgoULF+L+/fu8ZRSIvr4+qlWrJmonp1q1ajh//rxop6E9PT3RpUsX0a4gDQ8Ph7OzM28Z75GZmQkDAwNR9SG+dOmSaBxFhUIhqD0TExOWSiFFFiW+RwrdWVQvLuGRhFyzZk1RtNhr1aqVqPKgzpw5g5YtW4pmdXZ+nJ2dERYWxltGgURGRmLKlCmsfaUYMTMzQ//+/UXZhQRQ9TgOCgoSrTN78eJF/Pjjj7xlvIeJiQkOHjwoiuuZGrEs2Pvhhx/wyy+/CG5XfY6JOYdZQkJbFHqSU1paGgA+bb7EUF8RAA4dOoTGjRuLJhfK3NwczZo1E83FPj/qlAUxkpGRgcePH3OvLfdvJCQk4NKlS+jbt69GEr5YMDY2hpWVFW8ZH2TUqFHo168fbxnvoaOjg9GjR/OWocHx48dx7tw5XLx4kauO6dOnc2k5WLJkScTExIiyuYGEhLYp1MhiXl4ecnJyAIBLpCMkJEQUK37nzJkDJycn3jIYHTt2xNatW3nL+OqoUaMG3N3dUadOHd5SPkhYWBjGjRsn2uhsVFQUpk6dirdv3/KWUiAlSpTQKLgsJq5cuYLXr1/zlsEoWrSo4OXQCuKnn35C586dBberni3Ly8tj+aQSEt8Lheos5q9vyKMt1ODBg7FkyRLB7b5LQkICZs+ezVsGIyEhQRSrxN8lNTUVlSpVgqOjI28pXy2NGzcGEYlycQugWhjw8OFDNuMgNtzc3DBx4kTBV9d+DDNnzsSpU6d4y2D06dMHO3fu5C0DXl5euHPnjuB288+WZWZmCm5fQoInhToNnd9ZLFWqVGFu+qPYu3cvjI2NBbf7Ljo6OqKa8l2xYgWcnZ3h6enJW4oGRYoUwdixY2FpaclbSoE8f/4cffv2xcOHD2FjY8NbzleJjY2NqKJj75KSkoJXr15BJpOJbiGTh4eHqOpT5uXlITU1FaVKleLaynT//v24efMmfHx8BLVbsmRJ9jojI0PjbwmJb51CPePzP53zuPA2aNAAtra2gtvNT1paGrp164anT59y1ZGfyZMnY/fu3bxlvIeJiQmWLVsm2g4p5cuXx6RJk0S7eAQAAgMD8eOPPyIwMJC3lK+STp064dWrV6L8jU1NTUVVO9PBwQFly5blHiVetmwZl+tr/jxJMecxS0hog0J1FtX5ioCqdI7Q/PPPP9wXTCgUCpQoUUJU9SVr1KiB1q1b85bxHjk5OXj58qVoE8YtLS3xxx9/cEmp+Fj69esHZ2dnUS7SAIDQ0FBYWFgI3nHjW+DPP//E5s2bectgtG7dGhcvXuQ+e1O8eHEuCyglZ1Hie+abcha3b98Od3d3we3mx8zMDGfPnkWTJk246sjP5cuXRdcNAgDevn2L5s2bc//NPkRKSgqePn0KmUzGW8oHSU5ORk5ODqtvKjaKFy+OCRMmiLIvOaBKNTA3NxdlZDYnJ0dUuZQWFhbo27cv96nx27dvY8yYMYLblZxFie+ZQp3j4O0shoSECG7zXRQKBXJycmBsbMw1ryc/Z86cQXZ2Nvr27ctbigZVq1aFm5ubaPMBnz9/jh49eiAsLEy0K2bFjpmZGZYuXcpbxgexsLDAjBkzRJl/9tdff/GWoEFcXBwcHBwwYMAALjnpajIyMris/s8fUc3OzhbcvoQET76pyKIY8PT0RNGiReHi4sJbCuPYsWM4f/48bxnvYWRkhIYNG3KpmfYxtG7dGp6enqIoF/Ih1CU8xFrKIzc3F8+ePUNKSgpvKQVSuXJlLFmyRJQ1KsXG27dvMX78eO7dePr27ctlNXT+/FG5XC64fQkJnnwzzmJ2djaaNGnCvb5hlSpVcPz4cVhbW3PV8TUQFRWFxYsXIyoqireUAilWrBjq1q0rmt68BaGnp6fxf7ERHx+PVq1a4cmTJ7ylFIiYC6/b29vDzs6OtwxGs2bNoFQq0aBBA95SuCA5ixLfM4XqLObP7eKxwKNFixZcp0cAVcmgYcOGcdeRn5kzZ2LZsmW8ZbxHUlISTp06Jdqok6+vL+bPny/aBTgAWKqDWFIe3sXc3BweHh5o164dbykFEhAQgLZt28LPz4+3lPcYN24cpk6dylsGQywlwRwcHGBiYiL4dUNyFiW+Zwr1DpO/97DQNy9jY2Ps2LEDTZs2FdTuu8TGxuLYsWPcy0vkp3z58ihXrhxvGe9Rt25dBAcHi7Z0TnR0NC5duiTqBS5KpVLj/2KjSJEiqFevHpde8R9DrVq14OPjI8ouPV27dhVVZDEqKgp2dnbc67XWrVsXa9asEXyhjeQsSnzPiDMc8RkoFAqEhYVxXz3o5+eHkSNHIjY2lquO/CxcuBATJ07kLeOro3PnzvD39xd1PptCodD4v9jIyMjAwoUL4evry1tKgRgZGaFWrVqizLF2cXHB48ePecvQwMjIiHsU29raGjNmzBC8hE9QUBB77e3tLahtCQneaO2sX7hwISpVqoRKlSqhfPnyqFChAipVqoQmTZrA1dWVTe3FxsZqdHjw8/NDaGgoAFXSvqurK+sMEx8fDzc3NzY2ICCArYBOSEiApaUlLly4AABITEyEq6sri3YGBQWxk52I4OrqisTERACq8iOurq7shhsSEoKAgABmx83NDfHx8QBUXWpcXV3ZgoLQ0FCNKaxixYrh7du3sLa2Rnp6OlxdXVkuZ3h4uEbXAU9PT9aGLzMzE66urmyVXWRkpMYFydvbGxEREQBU+Zmurq4szyo6OhoeHh5srK+vL1stKJPJcP/+ffbZ2NhYjVI1fn5+rG+ven+rp3fi4+Ph6uqqsb+Dg4MBqJwTV1dXJCUlAVBNKbu6urIIV3BwsEY5EldXVyQkJGjsbxcXF9SqVQt37tyBv78/G+vu7s56fKelpcHV1RW5ubkAVL2Q37x5w8Z6eHggJiYGgMoxyb+/IyIiNPa3l5cXy4/MysqCq6sre7iIioqCl5cXG+vj48P2WU5Ojsb+jomJ0djfb968Yfs7NzcXrq6uLLIcFxensb/9/f3ZMSuXy+Hq6srK3iQkJGjs78DAQNSrV4+dR+XKlYOFhQUqVaoECwsLlCtXju2nuLg4lC9fvsCxFStWRO3atdkx+/btW41j1t3dnT3cqPe3OpoaFham4eh5eHiwY1a9v9XHbERExHvH7Nu3b3H+/Hm8ffsWrq6urE1adHS0RoTKx8eHLZxQ7+/Cvkaoj1n1/k5MTMTNmzcxZ84chIaGCnaNeP36Ndvf/3aN2LhxI2bOnCnINSL/Mfuha4SFhQVOnz4NmUwm2DVCHcELCQlh14i4uDjs3LmTfVdtXCOaNm2KihUroly5cqhYsSIqVaqk0erQ2dkZEhLfFVSIHDlyhAD863/lypUjAHT37l0iIlq7di2ZmZmxbbRs2ZLGjh1LRERRUVEEgK5evUpERNu2bSMDAwM2tkuXLjRkyBAiIoqPjycAtHfvXiIiOnjwIAGgvLw8IiLq3bs39e7dm4iI8vLyCAAdPHiQiIjOnDlDACg1NZWIiIYMGUJdunRhdgwMDGjbtm1ERHT16lUCQFFRUURENHbsWGrZsiUba2ZmRmvXriUiort37xIACggIICKiadOmUb169djYihUr0tKlS4mI6MWLFwSAXr9+TURECxcuJGtrazbW1taW5s6dS0REXl5eBICePHlCREQrVqyg8uXLs7GNGjWiyZMnExFRSEgIAaDOnTsTEdH69eupWLFibGybNm1o1KhRREQUFxdHAMjBwYGIiHbt2kV6enpsbLdu3WjgwIFERJSRkUEA6MSJE0REdPToUQJAOTk5RETUr18/srOzY5/N/9ucP3+eAJC7uzvNmTOH+vfvTx06dGBjTUxMaPPmzUREdOPGDQJA4eHhREQ0fvx4atq0KRtbpkwZWr16NRERPXz4kADQmzdviIho1qxZVLt2bTbW0tKSlixZQkRELi4uBIBcXFyIiGjJkiVkaWnJxtauXZsGDBhANjY29PTpUwJADx8+JCKi1atXU5kyZdjYpk2b0vjx44mIKDw8nADQjRs3iIho8+bNZGJiwsZ26NCBhg8fTkREiYmJBIDOnz9PRER79+6l/KeknZ0dGRkZ/ec59bH/xcXFERHRqFGjqE2bNsxOsWLFaP369UREdOvWLQJAISEhREQ0efJkatSoERtbvnx5WrFiBRERPXnyhACQl5cXERHNnTuXbG1t2Vhra2tauHAhERG9fv2aANCLFy+IiGjp0qVUsWJFNrZevXo0bdo0IiIKCAjQyjUiNTWVANCZM2eI6H/XiBo1apC7u7vorhGpqalkYWEh2DXi1q1bRPTha4RCoaCwsDBBrxGJiYlERDR8+HB2jbh48SIBoFWrVhGRdq4RFStW/NdzqVWrViQh8T2hNWexaNGiVLFiRapYsSKVK1eOypcvTxUrVqTGjRuTi4sLpaWlERFRTEwMubu7s228efOG3r59S0REubm55OLiQikpKUSkcmZcXV3ZWH9/fwoODiYiIrlcTi4uLpSUlERERAkJCeTi4kJKpZKIiAIDAykwMJCIiJRKJbm4uFBCQgIRESUlJZGLiwvJ5XIiIgoODiZ/f39mx9XVld1oU1JSyMXFhXJzc4mI6O3bt+zCQ0R07tw56tmzJ0VGRlJaWhq5uLhQdnY2ERGFhYWRt7c3G+vh4cFuKBkZGeTi4kJZWVlERBQREcFuwkSqi7/6YpiVlUUuLi6Unp5ORKobpvoGQkTk4+NDoaGhRESUk5ND+/fvp3v37rH97ebmprG/1Y6Ben8nJyez/a12ptT7OygoSGN/qy/miYmJ5OLiQgqFgoiIgoKC2A2QSOWcxcfHa+xvtSMfHBxMfn5+bKybmxvFxsYSkeqG6eLiQjKZjIiIQkNDydfXl419/fo1RUdHExFRenq6xv4ODw/X2N+enp4UGRlJRESZmZnk4uJCmZmZREQUGRlJnp6ebKy3tzc5OzvTggULKD4+XmN/R0dHa+xvX19ftr9lMhm5uLgwpyI2NlZjf/v5+bFjNi8vT+OYVdtRExAQQHXr1mXnkbm5OVWoUIEqVqxIFSpUIHNz8/cexAoaa2FhQbVq1WLHbEhIiMYx6+bmRjExMRr7W31DDw0NJR8fH439rT5m1ftbfcyGh4e/d8xGREQQ0f+O2YyMDCJSHbMeHh4a+zssLIyIiLKzs7/pa4S7uzvb32K5RuQ/Zj90jfD392cOHc9rRGZmJl2/fp3tF21cI5o0aUIWFhZkbm5OFhYWVLFiRTIxMWHnmvqhU0Lie0FrzqL6KVsosrKyaNOmTexizwsPDw+ys7NjTonEh8nKyiJvb2924Zb4dNSR+nLlyvGWUiDx8fFUvXp1cnZ25i3lq2Pnzp20Zs0a3jIYqampdPToUebofm9s3ryZ3d/U0VIJie+FQs1ZzF9WQejVmTk5OVi8eLFG3hkP6tWrh2vXromqvdn169dx69Yt3jLew9vbG3Xq1NHILxITaWlp8PDwEG3Ba+B/KzTzr9QUE4aGhujXr59oC5t7e3ujWrVq3K8bBRETE8Ny7cRA8eLFMWLECO6VFV69eoVJkyYJ3kUl/wposZ5vEhLaolCP+PylDNTJxkJhZmbGkud5Q/+/qEYMNckAYOvWrShWrBi6du3KW4oGNWvWxOPHj1G9enXeUgrk4cOH6NWrFyIjI0Xl/H9NFCtWDH///TdvGR/EzMxMdHVR1fz555+8JWiQlJQER0dH2NnZwczMjKuOly9fCn59lZxFie+ZQo0s5i8/kb+by/fE69evoauri1evXvGWwnB0dMSZM2d4y3iPokWLonXr1jA1NeUtpUDatGmDZ8+eibp0ztfQ7s/T01O0hc0tLCywatUq6WHgIwgMDMSIESO49GXOT7du3fDq1SvByx1JzqLE98w35Sx27twZly5dEtxufipXroy9e/fC0tKSq46vgfj4eKxcuZJ7r9kPUbJkSbRo0YJLN6KPRezt/mJiYlC/fn1Rt/tzc3MT5cNt//79MWLECN4yGE2bNkVmZibq1q3LWwoXJGdR4nvmm3IWLS0tuXeKKFWqFH799VeYm5tz1ZGfNWvWYOHChbxlvEdqaiq2bt0q2t7QwcHB+PPPP0XbjhAQf7u/cuXK4enTp2jRogVvKQXi6uqKxo0bs7qNYuLnn3+Gvb09bxkMXV1dmJiYcH8w2b17N6pWrSq43fw5kkIXBJeQ4M035SwePHgQXbp0EdxufmQyGS5evCgqB8jExESUFzcbGxvExsaK1pGIiorC3r17RdW68V3U+bGUr9WmmDA0NETLli1RsmRJ3lIKpFGjRnj58qUoZwL69u2Ln376ibcMxqtXrzBw4EBW1JwXjRo14tIzW13gHFCl0EhIfE98U85iamoq9xt7VlYW+vfvj6dPn3LVkZ8ZM2Zg6dKlvGV8dbRt2xaRkZGoUqUKbykfpESJEhr/FxuJiYlYtmyZKCN3gGoBTtOmTUXZ7u/x48canV94k5eXh/T0dO6RxebNm2Pu3LmC25WcRYnvmUJ1Fk1MTNhrHj2aW7ZsyX0FYYkSJZCQkIA+ffpw1ZGfvLw8jQudWEhOTkaTJk1w79493lK+Wl6/fo24uDiNdnhiIjk5Gbt37xZVCZj8+Pj44I8//uDeU74gJkyYoNFijjetWrXCzZs3Ubx4ca46/Pz8uBzvkrMo8T1TqM5i/uiGuh+okGzbtg2//PKL4Hbzo6uri9KlS4sqAfr3339Hw4YNect4DwMDAzRv3ly0U5QeHh6oX7++Rv9asVGkSBGULVsWRYoU4S2lQGxsbBAVFSXaVIPQ0FAcPHhQY/GCWLh16xZ+//133jIYSqVSFOkO69atw/jx4wW3mz93WXIWJb43tOYsJiYmFuamP4ouXbqIYqXexIkT4eDgwFsGY+jQodi4cSNvGe9hamqKnTt3itKRBVRFiDt06KARMRcbb9++xejRo/H27VveUr5KevbsifDwcO7RsoKoUKECSpcuzVsGY/369ShbtixvGVi9ejVOnToluN3U1FT2WqzlviQktEWhOotFihRhuT88kqCdnZ1x+fJlwe2+S2xsrKimfRs0aIDevXvzllEgYWFhGhdhMVG1alVs3bpV1DX4ZDIZAgMDIZPJeEspEG9vbzRo0AD+/v68pXx1TJs2TVQpGt27d8f69et5y4C5uTmqVasmuF11rdAiRYqINpIvIaEtCr3ehvoJnYcDcOjQIWzZskVwu+9y8eJFDB8+nLcMRnBwMA4dOiSKKaR3sbW1xZEjR3jLKJDc3FwEBQUJ3lbsU6hRowYePXqEGjVq8JZSIKampmjXrp1op+2OHDmC5s2b85bxHkSEV69eIT4+nrcURv369TFq1CjeMrBu3TqcO3dOcLvqaWje5dkkJHhQ6Il1JUqUQFxcHJeODQcPHuS+Uk8NEYmm3d+zZ88wZswYDBo0SHTTJ9evXxdtu7/g4GDUqlULDx8+RNu2bXnL+SqpWrUqtm3bxlvGB7G0tETnzp15y3gPHR0dUVVUAIAnT55AR0cHrVq14qrjxYsXXCLp6tkyMaUGSEgIhQ4VcripRYsWePHiBQDVFJmYu19oC3t7e+Tm5nLvJqNG3QpOmjr5NLKysvD8+XM0atRItItw3N3d0b59ezx48ECUuZ9ZWVmIiYlBlSpVRLXoS+LTUdd8FEOqj9BkZWWxB+3WrVvj8ePHnBVJSAhLoU9D5+9cIvQiFycnJ3Tq1AlKpVJQu+8yevRojBs3jquG/Ig5x+bo0aNwdnbmLaNATExM0KlTJ9E6ioBqEcSff/6JChUq8JZSIA8ePIC1tbVoS+dER0dz73VcEIGBgShTpgyePXvGWwrj9OnTok0Z0TYJCQnstVjPNQkJbVLozmL+Eyk2NrawN/+vGBsbw8LCArm5uYLafRc7Ozv8+OOPXDXkJzw8HH369IGvry9vKe+xY8cO3Lhxg7eMAsnKysK6desQEBDAW8oHKVeuHGbPno1y5crxllIgzZo1w507d0SxirYgli9fjr59+/KW8R7FixfHnDlzRFUQ3tjYmPuDU1JSEsqXLw8nJydB7ebPHRXrsSwhoU0KfV6ofPny7HV0dLSgU2Pt2rVDu3btBLP3IUJDQ+Hh4SGaFchFihSBUqkUZS05seVl5Ucmk2H16tWoVauWaPMq09LS8OLFCzRv3lyU5V9Kly4typxANXPnzhVl729zc3MsWrSItwwNxowZA3t7e/Ts2ZObBj09PUyZMkXw1dD5I4tlypQR1LaEhBjQqrMo9NQTESEtLQ0GBgZceyE7Ojpi6tSpyM3Nha5uoQdvP5ny5cvjypUrvGV8dZiZmXHvg/tfBAYGomvXrnBxcUHjxo15y3kPb29v3LhxAzNmzBBlzqK1tTVvCQUSGRmJkJAQtGnTRhQL5YgIsbGx3CsDlChRgkuh8vyRRclZlPge0eo0tNDOYkpKCkqWLImrV68KavddRowYgbi4OFFc5NUoFAru0/MFsWzZMkyfPp23jK+WOnXqICQkBHXq1OEtpUA8PDywfPly3jI+yJEjR7hfLwrCwcEBnTp14i2DoaOjg+vXr6N///5cdURGRuLFixeClwGLiopir6WcRYnvkUJ3Ft+dhhaSkiVL4tSpU9xLOxQtWhSlSpUSlbNoYWGBdevW8ZbxHuXLl0fFihV5y/gg7dq1w/nz53nL+CCGhoaoWrUqDA0NeUspkKFDhyI1NVWUUUUAOHv2LG7evMlbxnuMHDkSXl5eormGiKXV39mzZ9GxY0fB7YaHh7PXlStXFty+hARvvilnUUdHB4MHD0alSpUEtfsuCQkJGDVqFDw8PLjqyM/WrVtFk0OZnwkTJmDBggW8ZXyQ2rVrw8zMjLeMDxIWFoYpU6aIckXv18CVK1ewdetW3jLeo1ixYqIqtP7gwQMYGBggODiYq45ffvkFr169EtyJzu8s8r6/SEjwQKvT0Dz61d66dYv7tJKRkRECAwORlpbGVUd+7O3tUb9+fd4y3iM7O1tjikds7N69W9QLNDIzM/H06VNkZmbyllIgR44cgZ2dHW8ZXx27d+/Gnj17eMtg2NjYYNOmTdynYIsXL47atWsLbld9L9PV1eW+DyQkeFDozqKRkRGrcM/DWdy/fz92794tuN38FC1aFI8fPxZV14+XL1/C0dGRt4z32Llzp6giKO8SHx8v2t7VAFCrVi24urqiVq1avKUUSOnSpUW7khwAWrZsidOnT/OW8R7e3t7w9vbmLYNRqVIlTJkyhevCQUDV6u/s2bOC242IiACgWtwi1pQKCQltopWj3tLSEomJiUhISEB2dragF5ijR4+KpgC1QqEQTfvBgwcP4unTp1zLXhRE3759Rbs4A1B1JBoyZAhWr17NW8pXyY8//iiqmqP5ISI0b95cI3VGLIihx31+nj17BoVCgTZt2nDV8eLFC9aRSihyc3NZgwlpClrie6XQ2/0BqqT2U6dOAQDevHkj6siRtujfvz/09PS4PAUXRFZWFgwMDKSn4k/k7t27sLCwEO0x7OHhge7du+PmzZuiTDNITk4GEaFUqVK8pUh8AQMHDkR6erooFwNpm+DgYFZiacCAATh37hxnRRISwqOVIoD5C6aGhIRow8QH8fDwQNu2bdm0AS9++eUX/PLLL1w15MfExESUjmJcXBy2bt2qUfRWTHTq1Em0jiKg6iYxZcoU0XaVWLhwIbp3785bRoHk5OQgJCRE8EjVfyGXy1G2bFmcOXOGtxTGyZMnWQDgeyMoKIi9FmtdTgkJbaN1Z1HovMXixYujWrVq3LuV9OrVS1RTvuqOMnFxcbylaBATE4O5c+ciNDSUt5QCcXBwEHU0pUKFCvjtt99Em3Q/depUbNy4kbeMAnFzc4OVlRXevHnDW4oGcrkcc+fO5bKQ40MUKVKEe1WAe/fuoWzZsoJfK/K3+7SxsRHUtoSEWNCKs1i1alX2WujIYtWqVXH06FENDTyIj4/HmTNnIJPJuOpQo87jzMnJ4axEk3r16iEnJwdNmjThLaVAdu/ejWPHjvGW8UEyMjLw9OlTZGRk8JZSIPXq1RPVQq/81K5dG7dv34aVlRVvKRoYGRlhwYIFqFu3Lm8pAFQVC/r06YMXL15w1VG5cmVMnz5d8D7o+Z1FMS/WkpDQJlpxFvOH6v38/LRh4l/JyMgQvHvMu3h7e2Pw4MFcVoQXRK1atXDlyhVUqVKFtxQNdHR0RFN4uCCuX7+Oo0eP8pbxQfz9/dG6dWv4+/vzllIgly5dwq1bt3jLKJASJUqgS5cuMDU15S1Fg6ioKDx+/BgKhYK3FABAeno6cnNzuZ+n1tbW+P3332FkZCSo3fz3MCmyKPG9opUFLgqFAsbGxsjLy4OVlZVGzocQdOjQARUqVOCaYyOTyZCVlcV96iY/crkcubm5MDEx4S1Fgz59+sDe3h7Dhw/nLeWrIzs7G8HBwbCysuJe1qQgevToAXNzcxw5coS3lPd4/PgxPDw8MGnSJN5SNNi5cyemTZsGmUwmmmoKYuDx48coW7YsbG1tBbVrZWWFkJAQGBoaIisrC7q6WomxSEiIGq0c9Xp6eixcHxoaKngC+d9//43ffvtNUJvvYmhoKCpHEQBq1KiBlStX8pbxHpUqVUKxYsV4yyiQTZs2Yfz48bxlfBBjY2PUqVNHlI4iANy4cUOUjiIAPHr0CNu3b+ct4z1+/vlneHl5icZRzM7OhlKp5C0DU6ZMwYYNGwS1KZfLWfeWatWqSY6ixHeL1o58db6NQqEQPLLYsmVLUeT7LFmyBDt27OAtg/HPP//A3t6et4z32L59O3766SfeMgqkRIkSol1pDKiKBc+bN4/76v+vkQULFsDLy4u3jPcwNTVFzZo1ectg/P7776hXrx5vGbh79y6WLVsmqM3Q0FC2WFKshe8lJIRAa85i/hNL6NWGsbGxWL16NfeVv9nZ2aJZ4AIA/fr1Q8OGDXnLeI/s7GzEx8fzllEgY8aMwapVq3jL+CCpqam4fPmyaLvM2NvbizayKFZWrFghqrI5Q4YMEcU5YGZmJvjiFk9PT/ZaTKvTJSSERhBn0dfXV1tmCiQzMxPr1q3j3vR+w4YNmDVrFlcN+Xnz5o0oF2tMmjQJffr04S2jQPLy8lj3BjFSp04d+Pn5ibYLTtmyZVG0aFHeMgpk+PDhWLt2LW8Z7+Hl5SWqUlJNmzZF3759uWp4/vw5xowZg/T0dEHt5ncWxRBdlZDghdaqNOefRhHaWaxWrRqSkpK4r94DVCuzTUxMRJHrcu/ePcyePRvDhg0TTT4UAEyfPh1ZWVm8ZRTIrl27MG/ePNGVHPpaEGNOoJpatWqhcuXKvGW8h5h6Vefl5eHgwYP48ccfUbFiRW46UlNT4efnJ/jivPxpCpKzKPE9o5XV0ICqnp+pqSmUSiVq164Nb29vbZgRNQ8ePECHDh3g7+8vivpc6tWVYuzkIlaCgoLg4eGBvn37iuLh4128vb3Rp08fODg4iC66SERISkpCiRIlpGPuI1FfjsVyrAUHB8PW1hZOTk7o3LkzbzmCY2tri4CAAOjr6yMrK4vVq5WQ+N7QWrjLyMiIOUh+fn6C5+6tW7cOPXr0ENTmu9SrVw9Hjx5FmTJluOpQY2hoKMqbdlhYGLZs2YLs7GzeUt7D2toa/fr1K/SbNxEh/3NaXl4eS6RXKpXIyspidfZkMpnG9Ftqaiorwl2sWDHY2dmxiEtOTg5SUlLY2KysLBYVJSJkZ2ez7SqVSq12OkpJSUGZMmVw6dIlrdn4XPLy8hAUFITc3FzeUjS4ffs2zMzM2Apc3lhZWSErKwvt2rXjqoNH0XmZTMYWZ9ra2kqOosR3jVbnRps3bw5AtSJa6FWHtWrVQqdOnQS1+S5mZmYYMWKEaEroEBH69euH8+fP85aiQVBQEBYsWPBJhdRzcnIQERHBHK6AgACW7kBEuHz5Msv7CgkJwZ49e9gDi4ODg8aiizlz5uD+/fsAAHd3d9jb2yMpKQkAsHz5cnTu3JktIOnRowf77KtXr1C3bl1WeH358uXo2rUr2279+vWxevVqAICLiwv09fXh7u4OAPjtt980OofUr18fCxYsAKB6uDI1NcWzZ88AqFax5y9036VLF8ydO5f9vXXrVtZlYteuXahUqRJ7r0ePHqz0T2JiIkxMTHD58mUAwP79+zVugD179sTAgQPZ/jU0NMTJkycBAOfPn4e5uTlLF5gyZYpG7/PGjRuz4+rhw4do164dZDIZzp8/Dw8PD8yfP5+NHT9+PGuh6O/vj3nz5iE5ORkA4OTkpJFXe/r0aZY3lpycjJs3bzLHISIiQmPxXGpq6kc/lIaEhMDGxgaPHz/+qPFCYWVlhYULF6J8+fK8pTAMDAy4OkrqXtl79+4V1K6vry8rGdS4cWNBbUtIiA2tOouNGjVir93c3LRp6j169erFbr48efjwIS5evMhbBgDV1FbJkiW1euFXKBSIiopiUcKwsDA4OTmx90+fPo2rV68CUHWGmDx5MkqUKIGsrCy8efNGo5/2+PHjMW3aNACqRUtGRkbMeTl79iwqV67MnIMFCxZgzpw57LN9+vRhdt3d3TFx4kQWnXNyctKIdj169AiRkZEAVDemlJQUFnHLyMjA3bt32fs1atRgkWIzMzN07dqV1Ths1qyZRgmgKVOmoH379gCAKlWqYOvWrcyR69evH/7++2829q+//sLQoUMBABUrVsTx48dZ8eF+/fpp3CjXrVuHCRMmAACKFi2KzZs3o0aNGgBUx33+9oR//vknJk+ezMYePXoUTZs2BaAqXn/w4EE2dsaMGZg4cSIAVa3U9evXs5tkjRo1MHPmTBgYGAAAWrdurRFtatu2LXNwTExMUK1aNRQtWhT9+/dH6dKlNY650NBQpKWlAQDi4uJw+fJlFv28ceMGDhw4wMZOnTqVHS9eXl7o0aMH+y02bNiA/v37s7ENGjTA8uXLAQCvX79GyZIl8fr1awDAtm3b0Lt3bzZ248aNmD9/Pho1aoS4uDjMmTOHtSZ1dXXV2Ifu7u7sgUChUCAtLU1rdQetra2xcOFC0USxFixYgD/++IOrBqVSif379wv+8K9+sAMgilJsEhJcIS1y7949AkAAaPLkydo0VSAeHh709u1bwe3mZ/z48dSuXTuuGj6GpKQkevPmDfv78uXL9OTJEyIiiouLo8mTJ5Ofnx8REZ04cYLs7OzY2G7dutG0adOIiCg8PJwA0PXr14mIaOvWrWRgYMDG9urVi8aNG0dERGlpadSoUSO6ffs2ERHdunWLBg4cSAqFgoiI9u7dS4cPHyYiIoVCQVu3bmUaIiIi6Pr165SXl0dERG/fvtX4rWNjYyk7O5uIiJRKJSmVys/aLwqFgukRIy4uLgSAXFxceEt5j8jISNq7dy+lpKR89jZyc3PZb5yTk0NhYWGUm5tLRKpjzdPTk429fv06+zs6OprWrl1LsbGxRER06dIl+v3339nYX3/9lfbu3UtERP7+/lSzZk1yc3MjIqKVK1eShYUFG9ugQQOaMmUKEREFBwcTAHbM7tq1i+rXr8/GzpkzhzZv3kxEquN7/vz55OvrS0REgYGBdPXqVTY2Pj6e0tPTNb7v3bt3ycfH57P2lTZYu3Ytbdq0ibcMLkyePJndv9S/t4TE94pWncWUlBR2sjVp0kSbpgqkUqVKNH/+fMHt5icnJ+ezHZVPJSsri1xcXCgjI4OIiB49ekTbt29n70+YMIF27NhBERER9ObNGypZsiQ9ffqUiIhWrFhB5ubmbGyTJk1owoQJREQUFRVFDRs2pGfPnhER0bVr12j8+PFs7NGjR8nR0ZGIiGQyGV27do3i4uKIiCg1NZUiIyP/U3vfvn3p4MGDX/Dtv08yMjLoxYsX7DcXE7du3SIA3B/YCuLevXu0a9euD76f/wEhODiYIiIiiEjlAJ4+fZo5oQ8ePKCVK1eysfPmzaOtW7cSkeq8sba2pvv37xMR0YYNG8jU1JSN7dChAw0fPpyIiJKTk8nS0pIsLS1p6tSpdPv2bfr555+ZjuvXr9O9e/eISPXwExISQjk5OV+8H74GHB0d6datW4LbbdiwIbt/fckDj4TEt4BWnUUioipVqhAAMjQ0ZBECofDy8qK0tDRBbRYGeXl5lJWVRUREiYmJdOzYMUpMTCQiolOnTtGkSZPY2BYtWtCSJUuIiMjT05MAsIjgX3/9RXXq1GFjZ86cSUOHDiVDQ0NKSEigv//+m8LCwoiIKDQ0lF68eMHGCunkEhFNnz6dLly4IJi9jyUzM5N69uxJzs7OvKV8lcjlckGPo49lxYoV1LhxY0Ft5uTkUHR0NPv78ePH9OrVKyJSPVQtWbKEXr58SQkJCeTg4EA//PADG9upUycNxxIAnT17loiITp8+TbVq1WLX161bt9L+/fuJSOVY3rp1iz28fQqpqakUERHB/ffr378/9e/fX1CbOTk5pK+vTwDIyspKUNsSEmJE686ivb09ezpTT/N8T8hkMurQoQOdPXuWRQLi4+Npz549FB8fT0REhw8fpp9//pl9xtramhYsWEBEKocXAD1+/JiIiA4dOkTDhg1jY/ft28ccmezsbI3IYkGEhISQo6Oj4I7714pcLqe+ffuy6JDYiIqKoqVLl1JUVBRvKRJaRKlUkkwmIyKVI+Pk5EQxMTFERPT06VOaN28eGztx4kSaO3cuEanSS/I7locPH6YyZcqwqfx//vmHduzYwWxcvXqVRU2PHTtGACgpKUmYL/kBlEole3gWihcvXrD71ogRIwS1LSEhRrTuLG7atImddPmnRIUgIiKCRo8eTYGBgVq3lZGRQffu3aPU1FQiIrpw4QLNmDGDiIgmTZpEVapUYVPi3t7epKury6aAT548qTGt6+DgQK6urkSkclbEOMVY2OTk5FB4eDhvGV8dHh4eVLFiRfLw8OAt5T1OnTpFgwcP5i3jq+HJkyc0bNgwdg0pDORyOYWEhLAZFnd3d1q7di17f/r06bR48WIiIkpISCAAdO7cOSIi2rlzJ5UrV445lgcOHGBOp1KppICAgG92Knz79u3svrVlyxbeciQkuKP1tiKtWrVir58+faptcxqYmprCw8MDCQkJhbI9Ly8vnDhxgv3dp08frFy5EoBq1W/Hjh3Z6suUlBRWumXHjh3YuHEjBg0aBEDV3UYmk6Fly5YAVL1Xd+/ezbb7008/sZXkenp6MDU1LRT9ag4fPox79+4V6ja/lNWrV7NSS2IjLy9PlDUgAVUtz4iICFF2lyhSpIjgHTc+lnbt2omuZ3VGRgaio6MLtT2inp4eqlatimLFigFQrRifN28ee3/z5s2s77OZmRkiIiLQvXt3AKo2f5MnT2Yrs2/dusVKTCUlJaF69eq4du0aAOD69esYOHAgq+Hp6urKVpd/CWfOnEGHDh2Ql5f3xdv6FF6+fMleN2vWTFDbEhKiRNveqEwmIwMDAwJAVapU0ba5zyJ/Mvvx48fZSt7g4GAqU6YMPXjwgIiI1q1bR6VLl2Zj161bRxcvXiQi1fd88+ZNgU/aMpmMXFxcuOf+qGnevDktWrSItwwN/Pz8RJsXWKdOHZo+fTpvGRKFhFKppDlz5tCdO3d4SxEtSqWSFixYoLHaPD85OTl0584dlgt55coVGjhwIHu/efPmNGbMGCJS5V03bdqU5VK/efOGHB0dP+p6ePv2bS7nnpWVFQEgfX19wafAJSTEiNadRSLVIgz8f0hfnWcjJMnJyex1RkYG7dq1i4KDg4lIVfqiTJky7MLVtWtXVgYmKyuLVqxYQUFBQUSkukB+ThmVa9euEQC2Hd6IuRSMGLl27RpbiCA2vL29qV69euTt7c1byntkZGRIubGfQGFOP38pcXFxZGVlxaocfCqRkZEsrSQ6OprGjh3LSggtX75co/LCsGHDaOPGjUSkuubeuXPnvZJCQhIdHc3uV82aNeOmQ0JCTGh9GhpQFf9VI8RUdHJyMm7fvg0AOHXqFEqVKoWxY8ey96dOnQoXFxcAQMuWLbFs2TI2fXLz5k1s2bIFAGBsbKzRacPQ0BC6up++y9q2bYsnT55odNbgyed8B22TlZWFzZs3w9/fn7eU97Czs0OTJk14yyiQYsWKoWPHjmyaUUwMHToU/fr14y3jPZKTkxEUFKS1wtqfAxGhUqVK2Lx5M28pAICyZcsiKCjos1umWlhYsOtd+fLlsW/fPtSsWRMAsHjxYpauA6gKkVeoUAEA4OPjgy5duuDNmzfIysrCsmXLMHPmTDY2ISFBo02mNnj48CF73aVLF63akpD4ahDCI7148SJ7UpszZ06hbVculxORqtTMhAkTWC2uM2fOEACKi4ujiIgImjBhgkZNNXXC9veKi4sL1a5dm5XNEQM5OTlkYmLCEujFxPPnz8nBwYG3jK+O+/fvs9qAYmL//v2ko6MjqsUZeXl5dPr0aY3C+DzhNfuQm5vL0nlu3rxJAGjAgAHs/XLlytHy5cuJSFWUfdeuXYUekZ02bRq7X6lTkiQkvncEcRbVq+wAUN26dT9rG5mZmXT79m2WPzJ//nxq1aoVe/+HH36gM2fOEJFqOicoKEhU062Ojo4aHSR4EhUVRVOmTBGVs0hEosnpfJdp06ZRvXr1eMsokOzsbAoICGDdaiT+m/j4eNGWQhIL7dq1Y/VbeSGTyejZs2fsuqBUKuny5cusw83ly5dJX1+flfb5888/6bfffmOf/9yp7Fq1ahEA0tXVlYpxS0j8PzpEWo7p/z/16tWDl5cXdHR0kJCQgFKlSv3nZ44ePYrSpUvDzs4Obm5uaNy4MR4/fozWrVvD2dkZERER+Pnnn/9zOy9fvoSrqyvrp8uDXbt24cyZM7hz5w50dHS46ZD4dGQyGYoUKSLK6XtXV1c0adIELi4urI+zWDhx4gQaNWqEWrVq8ZYiepydnZGRkaHRW5wn+/btg6WlJbp27cpbyr8ik8lgaGgIQNUzXS6XY9GiRUhNTUXp0qVx+vRpDBgwAGFhYUhOTkb9+vX/9fqbkpKCUqVKgYhQr149eHh4CPVVJCTEjVBe6ezZs1l08UOdOm7cuEE//fQTe5Ls1q0bzZo1i4hU0zS+vr5s6vlT+Oeff8jGxkZUkUbexMXFkbu7O28ZGvz99980dOhQ3jK+KtLS0uju3bui7FRkbGzM+iSLiY0bN5KTkxNvGRr8+uuv1KlTJ94yRENOTg4NHjz4sxs5pKen06FDh9gim6VLl1Lp0qXZvWXfvn308uXL9z535coVdp9S18mVkJAQaIELAHTu3Jm9vnPnDgAgNzcXrVu3xsmTJwEARkZGKFKkCDIzMwEAjo6O2LBhAwBAX18fNWvWhJ6e3ifbnjZtGvz9/UURGRJLvb5Vq1axuo9ioUqVKqhduzZvGe/x+PFj/Pjjj8jJyeEt5T3EvMAlLS0NEydO5C3jPc6fP49Xr17xlqHB3r174ejoyFsGAODFixeC18R9l9jYWERERHz254sWLYpRo0axRTbz58/HvXv3oKOjAyLC2rVr2SLIwMBALFq0CElJSbh16xbbRv6FmRIS3zuCTUOnpaXBzMwMSqUShoaG7MY7d+5c9OrVCx07dtS6BiLiOgVsb28PuVyOCxcucNOgJjQ0FAqFgq30lvgwT58+xd9//43Dhw+jRIkSvOVoEBsbiyNHjuDnn39GuXLleMuR+AYYMmQIYmNjcffuXd5StAYRITc3F4aGhrh58ybGjRsHX19fNGjQAEFBQdDV1UVSUpLozncJCV4I5iwCqkr46if6yMhIWFhYCGUay5Ytw8OHD9nTJA8cHR2hq6vLOiRIaKJQKBASEgJzc3MUL16ct5yvgtevX6NTp064e/cuGjRowFsOIzAwELNmzcKmTZtgbW3NW46oefz4MWbPng0HBweUL1+etxwoFAokJCRwffiIiooS9P5ARAgPD4elpSUAoEWLFnj27Jlg9iUkxI6g87LdunVjr/OH+4WgefPm6Nu3r6A236Vnz56ichSXLVuG8+fP85bBULcQE/rY+Bjy8vIEbzn2MTRo0ABJSUmichQBQC6XQ0dHBwYGBrylaODg4IAaNWogPT2dtxSGsbExateujTJlyvCWAkDVIpCno5ieno4qVarg8OHDgtnU0dGBk5MT+9vOzk4w2xISXwOCOov5C7yqe4oKRc+ePTF16lRBbRbEhQsX8PjxY94yAACenp6sf7UYKFOmDG7fvq2R3yoGkpOTYWBggMuXL/OW8tVQs2ZNXL58GZUrV+YtRYPKlSujT58+hdp/+Utp3LgxDh48CH19fd5ScPz4cQwYMIBrwXIDAwNcuHBB8JXYN27cYK/F9FAvISEGBJ2GlsvlKFWqFNLT01G0aFEkJSWxJvVC4OPjg4iICI0Ip9A0b94cbdq0wcaNG7lpkPg0lEolDh8+jE6dOqFq1aq85Wjg5+eH0aNH49ChQ6hRowZvOYycnBzo6+uLwgESOy9fvkSdOnVgYmLCWwouXboEJycn7Nixg7cUQVEoFDAzM0N6ejqKFSuG5OTkz1pMKSHxrSJoZFFfX5+F9zMyMvDkyRMhzWPbtm2YN2+eoDbf5e7du6JyFMU2vXr79m1R7R9A1R5xzJgxonMUAVUFgTp16sDIyIi3FA3++ecfVKxYkbeM93j+/DliY2N5y2AkJSWhefPmolj0BgB9+/bl6igSERYuXAh3d3dB7T5//pylJnTr1k1yFCUk3kHwWjK9evVir69fvy6o7RUrVuDFixeC2nwXU1NTrvbzExkZiRIlSrBSRmLA1dVVVHmUam7duiWa9IH8WFpasgLKYqJPnz7Yvn07bxnvYWdnh3379vGWwShRogRcXV1FkSMXHx8Pf39/rfde/jeSkpJw8eJFREZGCmrXwcGBvf7xxx8FtS0h8TUg6DQ0oGoEb25uDiJC9erV4e/vL6R57hAROnbsiEGDBnHPoSQibNu2DT/99JPonA2x0bFjR1SqVAnHjh3jLUWDvLw8JCQkoEyZMoKmdHyNEBFCQkJgYmIiilXHYmPTpk1YuHAhUlJSuEeqhS5zZm1tjeDgYOjq6iImJgZly5YVzLaExNeA4JHFMmXKoFmzZgCAgIAAvH37VlD769atw5AhQwS1mR8dHR388MMPsLW15aYhv5Zp06ZJjuJHcO3aNRw5coS3jPfw9PSEhYUFPD09eUvR4Nq1a9yj+O+io6MDKysrUTmKf/75p2gi6WPHjsXdu3e5OorqhgxCOop+fn4IDg4GALRs2VJyFCUkCoBLS5M+ffqw1xcvXhTUdpUqVVC3bl1Bbb7L77//znWRTX4iIiKwdetWrqsf86NUKlG3bl3s37+ftxQNTE1NRdEB6F2sra1x9epV0dUy/O233wQtffIxODo6YuHChbxlaODh4YHw8HDeMgCougG1atWKm/20tDSULVsWZ86cEdRu/ino/v37C2pbQuJrQfBpaED1JFezZk0AqtXBz58/F1oCV5RKJR49eoQKFSqgevXqXLU4OzvDzs4OPj4+ounmsnLlSnTu3BmtW7fmLYVx8eJFnDt3DsePH+ct5atAoVAgNzcXxsbGvKUw9uzZg/Pnz+PmzZu8pYiOp0+f4sCBA9i4cSO3skKZmZk4ceIE7OzsBF0c1aJFCxYFDwgIgI2NjWC2JSS+Frg4i4CqDpufnx8AVXRLyItDTEwMPD09Ba/jpUapVMLCwgLjxo3DihUruGhQI5fLoVAoYGhoyFWH2Ll48SJOnTqF06dP85aiQXx8PM6cOQN7e3tp+uwrQ11CjGcLUjVXrlzBP//8w/onfy/ExsaiQoUKICLY2tqye5KEhIQm3ObVhg4dyl4LPRW9b98+DB48GHK5XFC7anR1dfHs2TMsW7aMi/386Ovri85RTEpK4tqWsSD69esnOkcRUD1ozZ49GxEREbylMJKTk9GrVy+4uLjwlqIBr/P9Q4wbN06jOgRPevfujfv373NzFHNycvD7778LPiV/4cIFtvp7wIABgtqWkPia4OYs5j8xhb4JT5o0CQEBAVwLBletWlU0OXAnTpxA8+bNuZbMyM+tW7fQtWtXJCYm8paigUwmE53D0ahRI8hkMjRq1Ii3FIZMJoOenp6oCnInJCSgaNGiGl06eDN58mRMnz6dtwykpaVxP9f8/PywY8cOwdsw5k8rGTx4sKC2JSS+JrhNQxMRbGxsEBwcDB0dHURHR3PtRyo0SqUSAwcOxE8//YTRo0dz1fLo0SNcvnwZK1asEEWUUX3zsrS0FI1DHRgYiOrVq+Pu3bvo2LEjbzkSn0hKSgqOHj2Kfv36oVKlSrzliIpdu3ZhxowZSExM5NoGUS6XQ09PT7DoZkREBKpUqQIigrW1NQICAr6rKXgJiU+B251YR0eHTUUTEc6dOyeo/Zs3b6Jp06bIzc0V1K4aXV1dWFpaonjx4lzs56dt27ZYu3atKBxFAChevDiqVasmGkcRACpWrIiDBw+KqqUeoErI/+GHHxAQEMBbCiMnJ0d0EdiSJUti2rRponEUHzx4IJrFUv3798e5c+e4OYpyuRzZ2dnQ19cX1Fk7e/Ysm00ZOXKk5ChKSPwLXO/G+cP+Bw8eFNR2xYoV0aRJE8GnPfKzceNG0ZRqiImJEVWHks2bN2PLli28ZTCMjY0xevRoVKhQgbcUDfT19VG2bFlRTfnu3LkTZmZmvGVocOfOHbi6uvKWwbh+/To2b97MWwYAwNzcHL179+Zm/8aNGzA3Nxe8a8vRo0fZa2kKWkLi3+E2Da2mbt268Pb2BgD4+/tzLyUjNH5+fiAiVkqIF/Pnz8fx48cREREhiifs+fPnQ0dHB3///TdvKQwnJycULVpUVCV9xIivry9ev37Ntfj9u7Rp0wa2traCP5T+GzKZjHs038nJCQ8ePMCyZcu49UMOCwuDg4MDpk6dKti1Jzg4mNUmrVevHjw8PASxKyHxtcJ9ni9/vp7QrdRycnJw4cIFZGVlCWo3P4MHD8aaNWu42Vcza9YsuLq6isJRBIC1a9eKylEEgOXLl2PPnj28ZWigUCiQlpYGhULBWwqjVq1aonIUAeDevXvYsGEDbxkAwKY+eTuKgMppevr0KTdHEVA1Spg2bZqg156TJ0+y18OHDxfMroTE1wr3yGJUVBQqVaoEIkLlypURGhoq2EUjICAAtra2cHR0RI8ePQSx+S7+/v6oXLmyqIoXi4W8vDwolUpR3FQBVdFgExMT0TjUAODq6oomTZrAxcUFjRs35i0HgKpmX/ny5VlbTwlNduzYgf379+PFixdcnTQxcPfuXXh6emLq1KmC5SgTEapVq4bQ0FAAQEhICKpWrSqIbQmJrxXukUULCwt07twZABAeHo6nT58KZrt69eoICQnh5igCgK2trWgcxd27d2P27Nm8ZQAAMjIyULx4ccEXPv0bpqamonIUAaBatWo4c+YMqlWrxlsKY8mSJYLPEvwbly9fRr9+/USz6KZu3boYOHAgd0cxLi4OOTk5XDW8fPkSp0+fFnQx26NHj5ij2KlTJ8lRlJD4CLg7iwDw888/s9dC95NVXyh4BlhXrlwpCidNqVSK5oZatGhRbNmyBS1btuQthXH9+nXRFe41MzPDoEGDRLWgxM3NDX/99RdvGQw9PT2YmpqKZhFQ+/btsWjRIt4yMG/ePHTo0IGrhvnz5+PBgweC2jxw4AB7PXbsWEFtS0h8rXCfhgZUUaSyZcsiJycHpqamiI2NhampqSC2FQoFunTpgv79+3MrkLt9+3akpKRgyZIlXOxLfBw3btzA3r17cebMGe5RITWJiYm4cuUKevfujdKlS/OWI/EfBAQEIDg4GD/88AP3Y8jX1xexsbHc6oaqa+sKGVXMyMiAubk5srOzYWpqiri4OJiYmAhmX0Lia0UUkcWiRYti2LBhAFR5YWfOnBHMtp6eHrp27YpatWoJZvNdpkyZIhpHMSsrC4GBgbxlAFClJWzbtg1KpZK3FABAjx49cP78+UK7yRMR+25KpRIpKSnIy8sDoCpMrp4qA1S5vXFxcQBUDziBgYHIyMhAaGgoxowZg/v377Ox4eHhrAwJESEsLAyZmZkAVCtwExMTWSQ9NzeX2SwMwsPDYWdnhzdv3hTaNr8EpVKJ4OBg0XQnOn36NEaMGCGKdIZatWpxLTBvZ2eHyZMnC2rz7NmzyM7OBqBa2CI5ihISHwmJhOfPnxMAAkDNmjXjLUdwEhMT6c6dO7xl0PDhw6lx48a8ZRARkZOTExkaGlJoaKhW7eTl5VFcXBzl5eUREVFQUBA9ffqUvX/kyBF68uQJe2/27NkUERFBRERnzpyhqVOnsrEjRoygzZs3ExFRQEAAValShV68eEFEROvXr6dq1aqxsU2bNqXx48cTEVFYWBgBoBs3bhAR0aZNm8jExISN7dChAw0fPpyIVMcKADp//jwplUratWsX5T+V7ezsqF+/fkRElJ2dTQDoyJEjRER0/PhxAkAZGRlERDRw4EDq1q0b+6yhoSHt3r2biIhu3rxJlSpVovj4eCIiWrp0KY0bN46Ntbe3p0uXLhERkY+PD02cOJGeP39Offr0oSNHjtDx48fZWCcnJwoMDCQioqysLAoMDCSZTEZEREql8sM/zhfy5s0bAiCKc4tI9V0jIyN5y6DVq1fTqVOnuNlXKpX04MEDcnFxEdRuy5Yt2X3m2bNngtqWkPiaEY2zqFQqqXbt2uxEfv36taD2X758SWfOnBHUZn5WrFhBJUqUYDdQXnh7e5OPjw9XDWpyc3MpNzf3g+/L5XJKT09nf9+7d4+CgoKIiCg4OJj++OMPSkpKIiKibdu2MceMiKh+/fq0bt06IiJ6/PgxASBvb28iIpo3bx5Vr16dja1Rowb9/vvvlJ6eTgCoQoUK5OHhQUREBw8epCFDhrCxS5YsYU5SQkIC/fbbbxQSEkJEqgei7du3s7GXLl2iR48eEZHKgTp79ixFR0cTEVFoaKiGg+Pq6sr05ebm0r179yguLo6IiKKjo+nBgwfM6cr/G8rlcrp58yZzUMLCwuj8+fMkl8uJiOj+/ft069YtZmfXrl3Mjo+PD/3++++UmZlJREQHDhygtWvXsrGDBg0iBwcHIiJ69uwZNWrUiGJiYoiIaPr06dSuXTs2tnTp0rR69WoiInrw4AEBoDdv3hAR0ezZs6lhw4ZsbL9+/Wjv3r1M74wZMyg8PJzthytXrrCxoaGhlJaWRh8iIyODrl279q9jvkcGDx5Mf/31F28ZguLl5cXuL9WrV9fqQ4qExLeGaJxFItUNXX0yT5kyRVDbc+bMoUaNGnG7gCQkJDBH4XsmLCyMPD092d9//fUXPX78mIhUDknjxo2ZQ/Lrr79qRKHLli1Lq1atYmMrVarEolkHDhyguXPnsrGbN2+mBw8eEBFRUlISXbp0iVJSUoiIKC4ujsLCwtjY/MfE4cOHmfMnBgIDA6l3797se/ImPT29QAc/NjaWUlNTiYgoOTmZ7t69y5zQR48e0YkTJ9jYWbNm0cWLF4mIyN3dnWrXrk0BAQFEpDpPa9SowcZaW1vTggULiIjI19eXqlevzhz5y5cv0x9//MHG3rp1iznRCoWCRZKF4tChQ9S9e3fmqH+vZGVlkb29vcZ5LgSTJ09m9xd19F9CQuLjEJWzmJycTIaGhgSATE1N2c1ECNLT07/7i7iaU6dOadxkv5SwsDB2Aycimjt3Lt2+fZuIiO7evUtlypShqKgoIlI5gE2bNmVjy5Urx6JOfn5+NGHCBOYsPn/+nE3bEqmiTPkjjd8DYnMWp02bRnXr1tXa9t+NJj9+/Jj8/PyISHWczZ07lx1LW7ZsoZo1a7KHAisrK+ZYenp6ko6ODj1//pyIVMd8/gfUGzdusAirUqkslIfIa9eu0ezZs794O1+Kr68v16haQEAANW3alPz9/QWzmZaWRiYmJgSAjIyMKDk5WTDbEhLfAqJyFomIRo8ezZ7+9u3bJ7h9dXSJB69evaLatWtTbGwsNw1ERBs3btSYWi0IhUKhccFdv349y+t79OgRWVtbs5v2uHHjqEmTJmxs27Zt6eDBg0REFBISQqtWrWLTxSEhIRqOz/nz5+m3334rjK9VKDx69EhjGlRCE1dXV7p27RpvGUSkOkYbNGhAW7duJSLVua0+v+Pj42nv3r2UmJhIRET79++nESNGsM9WrVqVFi5cSEQqx7JIkSL08uVLIiJycHCgpUuXsrG+vr7s+BU7sbGxpKenR4cOHeItRVC2b9/O7iv5824lJCQ+DtE5i/kXutSsWVPQJ+Bnz56RoaEheXl5CWYzPwkJCfTzzz9rfUHHx/L27Vs2Nf7mzRv65Zdf2GKH8ePHayyEqVGjBpvaCQoKonnz5jGn9+3btxQcHCyweu0wduxYatWqFW8ZDKVSSXl5eVL+1b/wOfsmIyODTZvHxsbS9u3bKSEhgYhUi4969erFxlpaWtKiRYuISBX97tixI5s2d3NzI2dnZ3rz5g25ublx/53kcjk5Oztzc27DwsIEjSgSqX5/W1tbdl9xd3cX1L6ExLeA6JxFIqJmzZqxE1vIVYwymYw2btzIog3fOjk5OeTu7k5ZWVlEpFqsoX7qVigUVK5cOfr999+JSBVdadasGbsJvnz5kpycnATRyeMG8yGys7O53/Dz4+LiQgAEX1X6Ifbt28cWrvBGoVAIYsfV1ZU9DPn6+tLgwYPZQ9aUKVOofv36NHnyZLKxsaH27duz1eZxcXF0+vTp72rxzaxZs6hChQqCpvzcu3eP3U9atmwpmF0JiW8JUTqLp06dYid3/if47wG5XE5XrlwptBuuQqFg08FEqnzBw4cPE5HqJpe/hMShQ4dowoQJRET0+++/k5mZmSiinK1atfrPafHvlYSEBDp48CCLevFEJpORgYEBSzHgzdChQ2nUqFFcNajLMslkMvL396fFixez1efXr18nAGyl9x9//EG//PIL+6yzs3OhpqS8evWKBgwYwGYHeJCVlUVubm6C2uzXrx+7n+RfSCUhIfHxiNJZzM3NJXNzcwJAOjo6gifvr127ltWlE5q8vDyysLCgFStWfNbnk5KSaOXKlayEzMqVK6lUqVIsGjZ27FiWw5WdnU1PnjwpcCFRQEAA3b9/X7DozL/h5eXFPY9TjY+PD/3www/09u1b3lJEiUKh+NdyR0Jy9uxZruWw/gulUkmJiYnsHDt8+DD9888/RKRyvPX09GjXrl1ERPTkyRMaPHiwxoryTz03nZ2dua7G5hGRDwwMJB0dHQJAZcqUoZycHME1SEh8C4jSWSQiWrNmDXsanD59uqC2R48eTX/++aegNvPzX45RWloaW0xCRDRq1CiaNGkSEamS+EuVKsVWCfv7+9ONGzdENXX6NRMaGkoDBgxg0/G8SUpKojNnznw1Cyy+R5YtW0YzZ878pM8olUp6+/YtS4m5ffs2denShTmIPXv2ZIXX5XI5bdiwQVQlnd5FoVBQkyZN6OjRo4LazV8uR13nU0JC4tMRrbOYkJDAyuiYmJgIWupALI5VdnY2EakircuXL2cOoroLh9pBOHDggMb0SmHpf/HiBY0bN477/sjLy6Pp06drFI+WUCGmnMWLFy/Sjz/+KIpotKenJ926dYv7sUtEtGPHDlqzZk2hbvP+/fusJNDbt2/J2NiYlaM6deoUDR06lH33jIwMcnV15RoNz8zMpIULF7JuRkIQHx/P7iFGRkbSA5WExBegX7jNAwuP0qVL4+eff8bevXuRlZWFHTt2YPHixYLY1tHRgVwux8OHD9GpUydBbAKqJvdGRkbQ19fHDz/8gNevXyM+Ph76+vo4ffo0KleujFatWqFnz57w9PRE8eLFAQBjxox5T39h6Xn9+jUSEhJQtmzZQtnm56Cvrw8fHx80bdqUm4b8yGQyZGdno2TJkryloEGDBkhNTYWpqSlvKTAwMEDp0qWhq8u/5fyhQ4dw+fJl+Pv785aCSZMmFfo227dvz15bWloiPT2d9b/W0dGBsbExuw40atQIcrkcNjY2OHfuHF6/fo0WLVrAwMCg0HV9CBMTE6xZs0YwewCwc+dOyGQyAMD48eNhZmYmqH0JiW8JHVJfYURIYGAgbG1tQUQwMzNDRESEYI3fz549C3t7ewQGBsLa2lorNiIjI5GdnQ0bGxu4u7ujSZMmeP78OZo2bYo//vgDr1+/xqVLlwrN+ZMoHFq3bg1bW1scOnSItxSJD6BUKhEXF4fy5ctz1fHo0SNYWVnBwsKCm4azZ8+iXLlyqFy5Mry8vPDTTz8hJCQEVatWxZUrVwAAvXv31pp9b29v3L9/H7/++qtgDmpOTg4sLCyQnJwMHR0dBAcHo2rVqoLYlpD4JuEb2Pxv7O3tWc6JemGGEOTm5hb6qr2IiAiNYritW7cme3t7IlIltO/bt080CznyExQUJIrpvIyMDFEkqN+9e5dcXV15yyAiVQ/sIUOGiKKOZXR0tOAt9MSMUqkkGxsbmjx5Mlcd+dMC8vLyyN3dnZ3Pw4YNo4EDBxKR6po3evRoev36daHa37ZtG1lZWQm68GnXrl3svqG+xkpISHw+oncW3d3d2UlfoUIFListP9emQqGgQ4cOsTydCxcukJ6eHmtX5+npyV4XRGRkJM2cOZNrHTZ1kfT8C2p4EBkZSfr6+lL3lHfw9/enLl26iKIOZeXKlWnx4sW8ZdCNGzeoe/fuomj9mJSUpFG6SmjS0tKoatWqdPPmzQ+OUV/fwsLCqGnTpux6deTIERo7dmyhPCiqa7kKQW5uLllYWLD7hrrzjoSExOfDP7noP2jQoAF69OgBAIiOjsaJEycEtT9w4EDMmTPno8e/fPkS69evBwDo6upi9erVuH37NgCgZ8+eSElJQbly5QAAdevWZa8LQqlU4syZM/D19f2Cb/BlNGnSBOfOnUPDhg25aQCAChUqYNeuXWjcuDFXHQAQGhqKTZs2ITc3l7cUVK9eHbdv30b16tV5S8H+/fsxYsQI3jJgYGCAMmXKiCKP08zMDBUqVOBmPzc3F/369UPt2rU/OKZIkSIAgMqVK+Ply5do1qwZAICIoKenBx0dHRAROnfujHPnzn2SfV9fXxARjI2NP/9LfCJHjx5FVFQUAKBr166iyXWWkPiq4eysfhQPHz5kT4k2NjaC1gk7ePAgXb58+YPvZ2Vl0ebNm8nb25uIVNMf1atXZ0/r6hXNnwuvmmgSH+bWrVtkZGQk1VqU+CC5ubnUuHFjunr1Km8phUJWVhZNnDiR7t+/T0Sqle/du3f/1+tbYmIiGRsbC5o+lJeXR1WqVGH3C94zIhIS3wqijywCQNu2bdG6dWsAqkUvp0+fFsz26NGj30v+9vT0ZBHOIkWK4K+//sLz588BAL/++iv8/f3Z07qRkdEX2dfT00NaWhqCg4O/aDtfQnZ2NiZNmoS7d+9y0wAAsbGxWLVqFZKTk7nq6NSpE7KysmBpaclVBwC4ubnB0NAQbm5uXHX4+flhx44dyMnJ4aojIyMDnp6eUCqV3HW0aNEClStX5qbh4cOHOHDgQKHsC2NjY+zcuZOtwjY2NkblypXZ9W348OE4fvy4xmfMzMxw/fp1DB069IvtfywnTpxAWFgYANV52qpVK8FsS0h80/D2Vj+W27dvs6dFKysrQRPpw8LCqHfv3iwvbOXKlVS1alWWOK7tPMqOHTtSjx49tGrj31AqldStWzc6ffo0Nw1ERCEhIVSsWDEpWpCPuLg42rZtG8XFxXHVcezYMTIxMeG+wOXixYsEQIr6EtHSpUupRYsWWl+cJpfLaezYsXThwgUiUtVnnTlzpuA5o3K5nKysrNh9Ql2HUkJC4sv5apxFpVJJbdq0YRcCbfefVSqVbPGJn58fAaC5c+cSkWpVrpA3RTc3N4qMjBTMnpjh7Yyo+eWXX2jt2rW8ZYgKMaRMZGVlsalSXqSlpdHJkye/OAWlMOBRPeDs2bNUoUIFGjJkCCmVStq/fz95eHho3e6xY8fY/aFt27Zatych8T3xVUxDA6pCs/mLuv7xxx9aXWCwbNkyNG3aFEqlEra2tvDw8MDff/8NADA1NYW+vnD1zBs2bAgLCwtWdJcXycnJePPmDVcN+vr63KcYAVUh5H9bnCQUqampuHbtGlJTU3lLgZ6eHm8JMDY21ihYzQNnZ2cMHz4c8fHx3DT4+/uDiGBoaCi47YEDB2LTpk1o0qQJ5HI5VqxYgVu3bgEAEhMT2eKTwiQ3N1ejacOyZcsK3YaExHcNb2/1U+nSpQt7ety1a1ehbTc7O5t69OhBZ86cISIiHx8fcnR01KhRlpiYSM7OzoVm81Nwc3OjOnXqcI0w9uzZkzp27MjNPhHRo0ePyMzMjCIiIrjqEAtiaffXr18/2rZtG1cNERERNGLECFFMQfM8PqOioqhIkSJan335WPLy8ljpnJUrV1Lx4sVZxLOwpsh37NjB7gsdOnQQRV1YCYlvia8msqhm9erV7PXSpUu/KKE+NDQU27dvB6BaiGJlZcVa6NWqVQs9evTQaF22evVqjBw5EnK5/LNtfi7VqlVDo0aNWPsqHvzzzz84efIkN/sAULNmTUyfPl3QyG5B5OXlsegNT+rVq4eoqCjUq1ePq44aNWpw7VICADExMfDx8UHRokW5aVAoFACAihUrctNQvnx5ODg4oH///oLbTklJwZw5czSiqvr6+qx0zpQpU+Dg4ABDQ0Pk5uaiXr16uHTp0hfZzMzMxB9//MH+Xrt2rdT1SkKisOHtrX4OdnZ27CnyU/PGlEolZWRkEBHRuXPnqESJEh/dNSU+Pl6UHVYkhOfSpUsEgGvBZQnx8dtvv1HXrl2/28jW/fv3qWLFih91XqSkpNDs2bNZ2bEHDx7Q3bt3P9nm6tWr2f2gb9++n/x5CQmJ/0bUvaE/hIeHBxo2bAgiQtGiRfH27VuULl36oz77448/onz58ti/fz/y8vKQl5f3yf2mZTIZZDIZi0IKyZ07d5CUlIRBgwYJbhsAnJycsGrVKty5c4dbdC8+Ph6XL1/GmDFjNCK/QpKYmIjXr1+jdevWX1we6UsIDQ3FihUr8Pvvv3Mr5ZOcnIy0tDRUqVKFW0RHqVQiJiaGe3TTyckJgYGBmDx5Mhf7//zzDzw8PHD48GFuv0VeXh4rHfYpjBw5ElFRUbhz585HbycpKQmWlpbIyMiAjo4OfHx8ULNmzc/SLSEh8WG+umloAKhfvz5GjRoFQFXPbPny5R8cm5mZic2bNyMpKQkA8Msvv7AuE0WKFPlkR5GI0KpVK41kaiE5ffo0Dh8+zMU2AJQtWxZVqlRBWloaNw0+Pj6YMGEC/P39uWkoXbo0OnfuzNVRBICcnBx4e3tzrW944cIFVKtWjWtHG1dXV1SsWBEvX77kpgEAunXrxs1RBFSdjqysrLg4ijdv3kRmZuZnOYoAcOTIEZw9exYA8OrVK1SrVg0BAQH/+pk1a9YgIyMDADBmzBjJUZSQ0BJfZWQRACIjI2FtbQ2ZTAZ9fX34+vrCxsbmvXFxcXGwsbHB0aNH0adPn0Kx7eDgAFtbW9SqVatQtvcpZGVlwdjY+LvOyZHL5cjIyEDJkiW56jh69CiKFy9eaMfV10pcXBw8PT3RpUsXbhpSU1Nx/fp1DBw48LOdlS9l8+bN6NixIxo0aMDFPk9SUlJQqVIlrFy5EjNnzvzi7YWEhGDHjh3466+/oKenhzt37qBVq1YaD/fBwcGoUaMG5HI5ihQpgqCgIK5F0CUkvml4zoF/KUuWLGG5KgMGDGD/fuPGDWrTpg3JZDIiIkpNTdWKfZ55Sb6+vtzquMnlcrpy5cp3X/uxV69eNG3aNN4yJERAdnY2WVtb0549e7jYz8rKoqVLl1J8fDwX+0SqovmZmZmFvt2UlBQyMTGhf/75R+Pf+/Xrx67/CxYsKHS7EhIS/+OrdhbT0tKoVKlS7IKh7sPq6elJI0aMoMTERK3ZjoiIoGbNmtHLly+1ZuNDxMTEUJEiRWj37t2C2yZS7XdTU1Pavn07F/tERI8fP6YaNWpo9Tf+L8SwiMHd3Z3MzMzI3d2dm4a//vqLHj16xM1+YmIizZo1i8LDw7lpICJSKBRa7+b0IZ48eUIlS5akgIAAwW3HxMRovSB7UFAQpaWlERHRvn37aPHixey6X6pUKfaehISEdvgqcxbVFCtWDKtWrWJ/29vbQy6Xo27dujh69ChKlSqlNdvlypWDra0tlwUW5cqVw/Xr11neptAUK1YMvr6+XHOzqlatik6dOiE7O5ubBjGkApQvXx6LFi1C+fLludgnIhw9ehSenp5c7AOqfvFnz57l9nvk5uYiLi4Ourq63KbAW7VqhaioqAJTcbSNvb09hg0bplUbVlZWKFasGADg8ePH2LVrF3tv3bp17D0JCQnt8NXmLKqRy+WoV68e6yyyZ88ejBs3jrMq4ZDL5VxrDubk5HBf5MELNzc32Nvb4+bNm7CysuIt57uGiLg5i6dOncKoUaPw9u1bVKhQQXD77u7uqFmzJrfz8NWrV5DL5WjZsqUg9vbs2YMJEyYAUC12dHNz41YVQULie+GrP8P09fU1njLnzZvHVj4LQVBQEMaNG8elWPaFCxdQo0YNZGZmCm4bABYsWIDu3btzsQ2oVrpfuHABeXl5XOxXqFABvXv35hZNAoD09HTcu3cP6enp3DTwRL3YiWeUt1u3bjh06BAXR1Eul+PHH3/EokWLBLetUChARGjatKlgjmJqaioWLlzI/t62bZvkKEpICMA3cZZ16NABQ4YMAaC6mCxZskQw27m5ubh//z7evn0rmE01jRs3hr29Pbdeyd27d8e4ceO4dTHx9fXFgAED4OLiwsV++fLlsWHDBq4rMAMCAtCpU6f/LDGiLbZs2YJWrVpxsQ0Ajx49QpkyZbh9fwAoVaoUhg4dysW2vr4+7t69i7lz5wpue8OGDejZsyfrWiMES5YsQXJyMgBg0KBBaNeunWC2JSS+Z776aWg16nyd7Oxs6Ojo4NWrV2jcuLEgtpVKpfR0ywGlUomQkBBYW1tz0xAREYHk5GRu7fZycnIQERGBSpUqcZmGdHZ2xosXLzSiPUISExOD8+fPY9KkSVzOwQULFsDKyopNiwqJTCZDkSJFuF17bt68CTc3N8F++1evXqF58+YgIhgZGcHPzw9VqlQRxLaExPfON+PhWFhYYNmyZQBU+UsTJ04ULOKmq6uL2NhY7NmzRxB777J//35s2LCBi+24uDhMmzYNsbGxgtvW1dXl6igCwMKFCzFx4kRu9o2MjGBjY8MtX61z587cHEVAFd2dMmUKF4eJiJCdnc2tGPny5cvRvn17rjMLQv32CoUCY8eOZbMYy5cvlxxFCQkB+WacRQCYMWMGqlevDgB4+fIl9u7dK5jt69evY/HixUhISBDMppqQkBBu03BFihTBtWvX4Ovry8V+aGgoWrZsidevX3Oxv3z5cpw6dYqLbQAIDw/H9OnTER4eLrhtIsLdu3eRmpoquG1AlYaQv4OH0Ojo6GDLli2YNm0aF/t2dnYYPXq04I7ygwcPMHz4cEH3+44dO+Dh4QEAqFmzZqEU/paQkPh4viln0cDAQGOxy5w5cxAZGSmI7VGjRsHf3x9lypQRxF5+VqxYgZ07dwpuFwDMzMwQGBiIjh07crGvbm/GK5vCysqKa84izwUu0dHR6Ny5M+7duye4bUDVI3779u0wMDAQ3HZOTg7Onj0LuVwuuG01bdq0wa+//iq43eTkZGRkZHxyq9TPJSoqSmMBz759+7guKpOQ+C7hUdxR24wePZoVbO3Tp4+gttPT0+nBgweC2iRSFYi+dOkSeXt7C26bSNUl5/Xr11xs8yQ9PZ1mzJhBLi4uvKUIjlwupzdv3mitQ9LHauDB5cuXSVdXl0sRbA8PD+rVqxfFxsYKbpsHAwcOZNfzX375hbccCYnvkm8qsqhm/fr1MDMzA6Dq43zhwgXBbK9atQoDBw5ETk6OYDYBVQmNOXPm4OTJk4LaVTN58mQMHz6cS4RPqVTi4cOHgkWR82NsbIzbt28jKipK49+JiJX0USgUePPmDZuuDQsLw6VLl9jYq1ev4tq1awBUv+OKFSvYlJubmxtmzZrF8uJ27NiB9evXs89OmDCBRfY8PDwwadIkpKWlAQCOHTumkcu6cuVKPH78GIBqYc727duZJjc3N9y5c4eNdXV1RXR0NNOfk5Pz3m+rp6eHGjVqoHjx4p+6276YrKwsyOVy6OnpCW4bAHr37o3AwEAuRbCTk5Mhl8sF740eHh6O+fPnC1qq69KlSzh37hwAoGTJkli7dq1gtiUkJP7HN+kslipVSmNaduLEiUhJSRHE9sKFC/H06VPBFxwUKVIET58+xfLlywW1q2b58uW4ceMGl3p3MpkMPXv2LPTcwdTUVPj5+bG/r1+/jgcPHgBQVHO7dAAATsRJREFU3bB//fVXeHl5wcvLC6mpqRorort06YLRo0cDUE0V16pVC7du3QIA3LlzB/369WNTmPv378fhw4cBqJzMHTt2MLsxMTFwcnJijmd0dLRGfuKzZ88wYMAAeHp6Ijk5GS9fvmTb9ff3Z04nAJw8eRI+Pj7svVmzZrHzYs+ePZg3bx4b27NnTxw4cAAA8Pz5cxgbG8Pb2xsAsGbNGvTo0QPbt2/H9u3bMXHiRBw/fhwAEB8fj61btyIuLo7pDwkJ+Yy9/+9s2rQJtra2XBZ3qKf8q1WrJrhtAGjfvj0cHR0Fn353cXHBpUuXBJt6T0pK0phm37p1K0qXLi2IbQkJiXfgG9jUHkqlkuzs7Nj0xdixYwW1n5ubSz4+PoLaVPPixQtuPWrlcjmXnsl+fn6kUCj+c1x8fLzGlPHu3bvp3LlzREQUFRVFtWvXZmkEGzZsIFNTUza2Q4cONHLkSCJSTbs3b96cjX348CEtWLCAfXdHR0e6d+8eEan2ycOHDykhIYGIiDIzMykhIaFQ9lNUVBQtXbqUoqKivmg7WVlZlJKSwv728fGh6OhoIiKKjY2lo0ePsunmK1eu0D///ENz5syh2bNn06hRo+jIkSNERPTy5UsyMDAgT09PIiJasGABWVtbs+22bNmSVq9eTUREkZGRNGnSJAoJCSEiVf9fNze3j9Lr4eFBx44d+6Lv/DkolUpq2rQpzZkzR3Dbubm5tHDhQva78EDI68rw4cPZ9dvOzk4UvdglJL5XvllnkYgoLCyMTExM2AXn+vXrgtmeM2cOVaxYkWQymWA2iVTfWU9Pjw4dOiSoXSLVzb969erk7OwsuO28vDz2+sqVK3Tnzh0iUjlTDRo0oIcPHxKRygE0NjZmN54BAwbQ3LlziUjlxM2YMYPlfUZERNDjx4/ZdmUyWYE3rL1791KpUqWkm9n/o1Qq2b4IDQ2lly9fsve2bNlCt2/fJiIiLy8vatiwIfn7+xMR0bx58zQcy7Zt29Lff/9NREQxMTG0dOlSioyMJCKVs56dnS3I98mPUqmkCxcuaBwXQvH69WsyNzcnd3d3Qe0mJSXRhg0bBHUUr1y5wq7bRYsWpYiICMFsS0hIvM837SwSEe3atYtddMqWLUuJiYmC2I2MjKRXr14JYutdHjx4wCXxX6lU0pw5c8jLy6vQt61QKCg9PZ2IVI7CokWLmFO3a9cuKlq0KA0bNozWrl1LXbp0YRHArKwsmjhxInl4eBARUXR0NHl4eBSqY+fh4UHbt28X/MGAiCgjI4NevHhBGRkZ/zouOD6D/nL0paknXOkvR18Kjv/38f9FXl7eR0VyP4WEhAR68+YN+3v9+vXk5ORERESvXr2i8uXLk5+fH508eZJ+/PFHsrGxYWNnzZpFly9fJiKi7OxsCg8PL3R9YoCHg3z27FkqVaoUc9S1TXJyMpmbm7Pr9oEDBwSxKyEh8WG+eWdRqVRSt27d2IVn8ODBgtsPCwsT1Kaar3G1pNqJe/36NS1evJj93b17dxo4cCARqW6YlpaWdO3aNSJSRaj27dtHS5cupePHj3ObgueBi4sLAfjX1dinX4ZRtYVXyWrRNY3/n3n5+cfl5cuXycTEhMsx9uuvv1KvXr3I0dGR/VuvXr2YU3H37l0CQL6+vkREdOTIEVqzZg0bq37o+FQePXpEo0ePprS0tC9Q/3mcO3fus3UXBvlTFLTNyJEj2fW6a9euUsReQkIEfPPOIpFqOrFYsWLsAnTmzBnBbC9ZsoQqV64seETgyZMnZGhoSC9evBDULhHR06dPafHixf85ztXVlW7evElERDk5OVShQgU2fe7g4EDVqlWj5ORkIiK6ffs2l5JEH8vDhw/p+fPngtvNysqi169fU1ZWVoHvB8dnULWFV8lywfv/VVt4lUI+M8IYGBhIGzdu5HYj/7fIeWJiIl25coVFeleuXEmjR48mIlWE2tTUlLZu3UpERAEBAbR169aPcsQuXbpE3bt3FzxiGRsbSyYmJrRnzx5B7aakpNDhw4cF/Y3Pnj3LrtOmpqbcHrQlJCQ0+WZ6Q/8XJ06cwPDhwwGoSjD4+vqifPnyWrcbFhYGX19fdO/eXeu28iOXy7F7926MHTtW8JXZp06dwj///IN79+7BxMQEMpkMxsbG8PT0xJIlS3Do0CGUKlUK48aNw+vXr/HixQsAwLp169C1a1c0bNjws20HBgYiPDwcnTp1KqRv83F06NABFhYW3EoXfYi/b7zBngfBUCjfP831dHUwvr0VFvSoyUHZ55GQkPBFhe/lcjnOnTuHRo0aoUaNGjh79ixGjx6NxMREGBkZYebMmTAxMcHq1atBRAgKCoKVlRX33u+hoaGoVKmSoKWCDh06hBkzZsDPz0+Qa2VERATq1KnDSj8dOnQIo0aN0rpdCQmJ/+a7cRaJCAMHDmQ1F7t3747r168LehOIj49H2bJlBbOnJi8vT7COBzExMfD19UXHjh2ho6OD6tWrY+jQoVi+fDn8/f0xbdo07Ny5E1ZWVkhJSYGpqWmhahs/fjyePXumUTJGCBISEmBmZiZ43b/IyEhs27YNU6dORcWKFd97f9pJN1zziEIBviJ0dYAf61tg69BGn2z3xIkTaNmyJaysrD5H9mehVCphZWWFUaNGsT7whYFCoWC/28aNG2FkZIRJkyYhOjoaFhYWOHfuHNLT02FtbY3Y2FgMGDBAsBJRbm5uqFu3LreOJVFRUbCwsNC6HaVSiR9++AF3794FAAwYMABnz57lUopLQkLifb7JOosFoaOjg927d7M6XTdv3sTmzZsFs79x40Y0aNBA8LZszs7OsLa2ZgWWC5vU1FSsXLkS/v7+AIDDhw/jp59+glKphJ+fHyZNmoR+/foBAGxtbXHz5k3mYJQsWbLQb4IrV67Es2fPCnWbH0OZMmW4FIhOSUnB2bNnP1hHtJKZ8QdvuDo6OqhkZvzJNnNycvDLL79wafO3bds2DBo0qFC3mf93mzVrFiZNmgRAdXw6OTnB1tYWU6ZMwZYtWzBv3jy2P+fMmYOLFy8Wqpb8ZGZmokuXLli9erXWbBREUlISrl+/DgCCOIqA6vqodhTNzc2xZ88eyVGUkBAR342zCKhu6CdOnGB/z58/Hy4uLoLYtre3x99//42iRYsKYk9Nw4YNMWDAgELt47p9+3asXLkSgKoY+JYtW5izOHbsWPj7+0NXVxdDhgzBq1ev0KjRp0euPhdzc3OYmJgI3kkmJiYGvXr1gpubm6B269Spg8DAQNSpU6fA9+2bVv7gviAiDG766X2tjYyMkJKSgiFDhnzyZ78EXV1d9OrVC3Xr1hXEnrGxMbp27Yp69eohJCQEp0+fxuvXrwGo9l1gYCBz0p89e4ZWrVqxh7LCKFxtamqK27dvY9q0aV+8rU9h//79GDlypGCNDNzd3bFw4UIAqgeYkydPolSpUoLYlpCQ+Di+K2cRALp164a5c+cCUF3QBwwYIEi0r2LFihg5ciR0dHQQHx+vdXtqSpUqhY0bN6JEiRKf7UC5uLigXr16iImJAaCKZiUlJQEATExMEBsbi169egFQOeQVKlSAjo4Ozp49y7qACMnly5dha2sraMtFMzMzEBFryycWqpUxRb9G/5ue1tVR5Srq6gB/D6iPqmVMP2u7RkZGhfoA8l/k5ORg3Lhx7KFEKCIiIpCbmwtzc3Po6uqy1oY6OjpwcHDAmDFjAAAGBgaoXr06SzOxt7dnHXyI6JNb5IWFhYGI0LhxY8Edp7lz5+LVq1eCtBPMyMjAwIEDmXM9Z84cdO7cWet2JSQkPo3vzlkEVP2bGzduDECVOD5x4kTBbJ8/fx7W1tZ4+/atYDYB4NGjR2jRogVLHi+I/M7kkCFDsGTJEgAqR7d58+bMEVqyZIlGz+EPTRfZ2NjAyMgIiYmJgkb6atSogX79+gnqLBoaGuLatWto0aKFYDYBwNvbGzVq1GCt+N6FiPAmRvUw1KWWOX6sb4Hx7a3gPKcjBn1GVBEA/vzzTyxatOizNX8OoaGhePDggeDt/YYNG4bBgwf/57jGjRvjyJEj0NfXBwCMGDECAwYMAAAEBQXBzMwMjx49AqB62FIoFB/cVk5ODlq1aoWlS5cWwjf4eAICAvD06VPo6OgI0sqQiDBu3DgEBQUBAOrVq8dmLCQkJESG0MuvxUJQUBCZmpqyMg1CdTxJT0+n7du3C140OzQ0lIYMGfLBunhXrlyhihUrshIsmzZtKpQSQyEhIVS0aFFycHD44m2JHYVCQaGhoYLaDA8Pp7lz51J4eHiB77uHJZPlgqvUcNlNys4tnGNu48aNGnULhYJHmR4vLy+NDjSfQ0JCAm3bto3VZxw/fjw1b96cvV9QWa0bN24IfixNnDiRatWqJdi1affu3RplctSdfCQkJMTHd+ssEhGdPHmSXawMDQ3p9evXgtrn2eNVqVRS3759acuWLUSkqje3ZMkSVtewMO1s376d9UUWiszMTNq7d+8X90z+FLZu3UqGhoaiKgo+/+xrslxwlVZe9eYt5bNJSkoS/FxRKBRac05fvXrFWo8mJCSQiYkJXblyhf3Ni7y8PMEcVDc3NypSpAiX2rcSEhKfznc5Da1myJAhGDt2LABAJpOhT58+giV1u7m5oVq1aoKuKL179y46dOiA7t27IzMzE/Xq1WPlVmxsbLBy5cpCz1PS0dHB5MmTUbp0aUGnovPy8jBr1izcv39fMJs//fQTrly5Ipg9AMjOzoa3tzeys7Pfey8tJw+XX0cBAIY2r1Io9lJSUhAZGSnob7lr1y7Y2toW+B21xaFDh9CmTRutpDI0adIEPXv2BADo6+tjzZo1aNq0KbKysmBjY4MaNWoUus1/4969e/D19YW+vj6qVCmc4+TfSEtLQ79+/ZCXlwcAmDJlSqGvcJeQkChkeHurvMnKyqL69euzJ9xevXoJ0qFBoVDQzp07KScnR2s2lEol7dmzh+7cuUNEqs4qXbp0ofbt239w2lJb3Llzh1q2bEmZmZmC2RSyRRkv/q3d3+EnIWS54CoN2f200Ozt3buXdHV1/7MXdWGSnJxMt27dEswekaojz9KlSwW1qe6t/scffxCRqqtRr169tNqFSalUUrt27cje3l5rNt61N2DAAHa9bdiwoVavgRISEoXDd+8sEqny6ooXL84uYKtWrRLUfmhoaKFNXebl5dG9e/fY361bt6bff/+9ULb9JQQGBtKwYcMoLi5OULtKpVLQnrrnz5+nEydOCGYvPT2dnjx58t53VCqV1H3jfbJccJUuu0cWmr3Y2FjWolGi8CjI+Q4LC6OuXbuSl5cXERE5OTmx6erCJD09nZKSkgp9uwWxZs0adp0tWrQoBQcHC2JXQkLiy5Ccxf/H0dGRdHR0CADp6OgIdkNMS0ujMmXKfLGDqo6Gnjt3jgBQQEAAEdEHndCAgADq37//Nx9969OnDw0bNkwwe2PGjKGhQ4cKZu9DvHqbRJYLrlLj5U4kyxO2l3FhMmvWLNq+fbtg9qKiomjw4MEUGVl4DvZ/kZqaSpaWlrRv375/HffLL79Qjx49iEj1MPClfZP37NkjaE7vtWvX2DUWAF2+fFkw2xISEl/Gd52zmJ8ePXrgzz//BKAq6TBo0CAEBwdr3W6xYsVw4MABTJ48+bO3MWbMGEyZMgUA0Lt3b7i4uMDGxgYAPtghpUiRIggPD2e1E4Xizp07gpbHGDt2LH799VfB7O3fv1+j8Lu2iY6OxsqVK9/r0HPieRgAYGDTSjDQL5zTXCaTYc6cOQgICCiU7X0sQrbkfPv2LQICAgStIWlqaoqpU6fihx9++Ndx+/fvx9mzZwEAz58/h6WlJV6+fPlZNlNTU7Fs2TKcP3/+sz7/qfj7+2Pw4MEs13XZsmXo3bu3ILYlJCQKAd7eqphQKBTUs2dP9uRbvXp1Sk1NFcx+XFzcR5WPyMjIoC1btrCVywcPHqSTJ09+sj0epUi2bdtGnTp1EtWKYW0g1L59/fo1lS9fXmMlf0pmLtkuuU6WC65SSHzh5RYGBQVRtWrV6Pnz54W2TTEi5HnxubmfGRkZdOzYMTajsGDBAjp69OgnbSMxMVGQ75qamko2Njbsutq3b19B8sIlJCQKDymymA9dXV2cOHGCReUCAgJgb2//rwV0C5NRo0bhl19++eBKU/XqwbS0NCxatAgPHz4EAIwePfqzWq+pu8nY29sLViR80qRJuHPnTqH3hP43PDw8MHXqVEEKOiuVStSvXx+7du3Sui0AqF+/PrZceQH9MlXZv11wi4BMrkRbmzKf3aGlIKysrBAcHIzmzZsX2jY/hFKpxLlz5yCTybRuC1DNJvz9999ISEgQrCdxaGgorKyscOPGjU/+rKmpKYYPHw5dXV0QEaKjo5GamgpA1ds5KiqqwM+lpqZi5syZSE9PR6lSpbT+XZVKJYYNG4bAwEAAQM2aNXHkyBFBo8USEhJfjnTGvkPJkiXh6OjI2nrdvHkT8+bNE8T21q1bceLEiQIv4Dt27ECDBg2gUChQoUIFREZGFso0TpEiRRAWFobIyMgv3tbHoKurCx0dHbi5ueHWrVuC2ExLS8Pdu3cFmXLX1dXF0KFDUa9ePa3bUpOclYu+2x/j0OMQEBGbgh7WonDLoAjZPeXVq1cYNGjQZ0+zfioBAQH466+/WO9nIShXrhwmT56MVq1afdF2dHR0cPjwYZaKsnXrVtStW7fAsj9eXl64ePEi4uLivsjmx7Jo0SJcu3YNgCrl5sqVKyhWrJggtiUkJAoPHfpQGOs75+7du+jatSuLKu7bt4/VZNQ2WVlZuHHjBlq2bInU1FTUqlULHh4ecHJywrRp02BoaFio9ohIsGiKmkGDBiE1NRVOTk5at6U+xIX+jkLg6+uLH/vZQ9Z2CoqUqYyGlUvCPTwFZYsZ4snCziiiV3jPg/Xq1cPIkSMxf/78QtvmvxEQEAAbGxvBfre0tDT2kKht0tPTteY0paamwsXFBZ07d4ZMJsPy5csxffp0lCtXDgCQm5sLAwMDrdjOz969ezF+/HgAqoeo69evo3v37lq3KyEhUfhIzuK/sHv3btY3Wl9fH7du3ULHjh21bnfPnj2YPXs26tSpgzJlyrAnc22SnZ2NSZMmYdSoUejUqZPW7SUnJ6No0aKCTkeHhYXByMgI5ubmWrWTmZmJ+/fvo23btlp3PsLCwjBt4VK4lGwP/eL/+16lTQ3QrnoZWJY2hWVpEzSoXBLWZYt+th0iws6dO9GgQQO0adOmMKR/kLy8PEGPCycnJ7Rt21awRS0PHjxAv3798ODBA9SpU0ertlxdXdG9e3csXLgQYWFhWL9+PetfrU2cnJzQs2dPFo3evn37Fy3ik5CQ4Is0Df0vTJgwAdOmTQMAyOVy/PTTT/D29taavby8PKxfvx6dOnWCh4cHDh8+jOPHj2vNXn4MDAyQnJyMxMREQeyZmZmhSJEiePv2Lctn0ia5ublo3LgxNm/erHVbUVFR+PHHH/H8+XOt26pSpQqW/b1Rw1EEgMTMXFxyj8LmOwHY8yAYJgZ6X2RH3YlH244iAPz222/o0aOHIF1ikpOTMWDAAMFyTAGgQYMGmDVrFmrWrKl1W40bN0Z4eDiKFy+O1NRU9OzZU+vXFC8vL/Tv3585irNmzZIcRQmJrxwpsvgfyOVy/Pjjj2y6tHz58nj58iUqVapU6LaysrJQr149LFy4EOPGjYNCocDKlSvxyy+/oHLlyoVu712Eno4mIjRp0gQ2NjY4c+aM1u09efIE9evXR9Ginx9h+xiICMHBwbCystL6/pTJZHDxDcbQY37Q0X8/GtfKqjR2/9wExY2+LFL36NEjGBgYCLK4xcnJCWFhYYKVPAoICECVKlUKPb3jXRQKBVJTU1GqVCmt2slP/ihtTk4O5s2bh0GDBqF9+/ZamY6Ojo5G06ZN2QKbXr164dKlS9DT+7KHFQkJCb5IzuJHkJGRgbZt27Lk91q1auHp06coUaLEF287Li4Oixcvxpo1a1C2bFlkZ2fD2NgYAJCYmIjmzZtj5cqVGDp06Bfb+lgWL14MExMT/Pbbb1q35evri0qVKgma9M4jR1NbuLq6okmTJig/ahMMy9tovNenoQXWDWxQKHUWe/XqBV1dXVy+fPmLtyUWvL29UaNGDUGmZQFg7dq12L59O3x8fGBqWnir1D9EZmYm2rdvj8mTJxeYb923b19YW1tj/fr1hWIvLS0Nbdu2haenJwCgYcOGePTokSDfVUJCQrtI09AfQdGiRXHz5k1UqaJaXerr64vevXsXSlkPXV1dPH78GH5+fgDAHEUAKF26NLy8vAR1FAHAxMREQ4c2qVWrFooVK4bExEQkJSVp3d6JEyfQsWNHrU9x3r9/H3Z2dlovu2RjYwMnJyeYlNWMdE/sYI2N9g0LrSD3pUuXcODAgULZ1ocgIsyfPx++vr5atQOocnQ7duyI5cuXa92WmuHDh2P58uWCOU/Gxsaws7MrMBpMROjXrx/Lwc7Nzf2icyInJwe9evVijmLFihXh6OgoOYoSEt8KwpV0/Prx9/cnMzMzVlzW3t7+s4rLxsbG0qRJk1g/34/Zxs6dO2nSpEmCF9KWy+WC2LC1taUJEyZo3dajR49o5syZlJWVpVU7T58+pb59+1JCQoJW7ahpufo2WS64SlUXXqXDT0IEsVnYhIWFUdWqVenBgweC2Hv27BnFxsZq3U54ePhnF9/+HJRKJQUFBX3SZ8aOHUvDhw//LHtyuZz69OnDroslS5YkHx+fz9qWhISEOJEii59A9erV4ejoyHKbzpw5gylTpnzyE3lqaiocHR1ZNPFjCtQaGhrCwMBAkKR/NceOHUPr1q2RlZWlVTt6enrYtWsXli1bplU7ANCmTRts3LhRa5HTkIRM/H3jDY6HGKLlhDVIIyOt2FETGxuLDRs2wFSRAUN9Xewa0QQ/t6paqDaOHDkCe3t7rR97lStXRmBgINq2batVO1FRUSAitGjRQusr44kIQ4cOxfDhw7VqJz8HDx5EvXr1Pql26k8//QQ7OzsA+KTfmYgwceJEODg4AFBFM2/evIlatWp9mmgJCQlxw9FR/Wq5fPky6erqsifpefPm/WfELzs7m9asWcPa3OXl5X22/ZSUlM/+7Kfg7u5Oc+fOFbQ1X0ZGBou4aovc3Fzav38/eXp6Fup2T78Mo2oLr5LVomuq/y9U/f/My7BCtZMfNzc3KlasGA1ZfZJevU3Uio2zZ8/SlClTtLJtNaGhoRQTE6NVG0Sq87By5cq0dOlSrdtS4+XlRR4eHoLZy8rKorNnz37253/77TeaOnXqR81iLFq0iF0H9fX16ebNm59tV0JCQrxIC1w+k+PHj2PkyJHsKXzVqlVYvHjxB8e7uLigU6dOuHXrFlq0aPHZdj08PNChQwdcuXJF6xGY/KSkpKBkyZJataFQKNC4cWN06NABW7Zs0ZoduVwOW1tbTJs2DbNmzSqUbYYkZKLL+ntQvnM2ERH0dHXgPKdjobbee5ecPAWMiny9K07HjBmDZ8+ewcfHR+uLj65evYq6deuiatWqWrXj7OyM9u3bC7aAxtnZGVZWVl/8vXbv3o2MjAzMmTPnX8f9888/rLuVjo4OTp48icGDB3+RbQkJCXEiOYtfQP6i3QCwefNmTJ8+XWNM/i4UycnJMDMz+yKbcrkca9euxcyZMwUrIuzt7Y22bdvi/Pnz6Ny5s1ZtXbx4EXXr1kX16tW1aqewO2j8feMN9jwIhuJdbxGAno4OxnewwoIe2q+rV9ikpqYiPj4e1tbWWnXikpOTERgYiGbNmmnNhhAPPGoiIyNhZWWFHTt2CNL5SaFQoFGjRmjevDn27dtXaNs9cuQIqlev/l5Lwi1btmDGjBnsb6notoTEt42Us/gFTJgwAWvXrmV/z5gxQ2PFaEREBBo0aICDBw8CwBc7ioCqk4y6tE1oaKggvWxr1qyJhQsXClJjr1+/fqhevTry8vK0mitZrFgxEBECAgIKZXsRydkfzPUiECKSswvFzrv4+fmhbdu2LP+1sHFwcED16tW1ulJdqVTCzMxMq45iZmYmGjZsiA0bNmjNRn4qVqyIZ8+eYcyYMYLY09PTw61bt7Bt27ZC2yYR4fDhwzh58qTGv+/cuVPDUVy5cqXkKEpIfONIzuIXMm/ePI16hL/++isOHToEAKhUqRKOHz+OYcOGacX2rFmzMGHCBK0vPNDT08OCBQtQtGhRREdHa73EDRGhW7dumD17tlbt7Nu3D/Xq1UNcXNwXb6uSmfEHI29EhEpm2llQY2hoCBsbG60VlO7bty+cnZ1RunRprWw/JiYG1tbWePr0qVa2r8bExAS///47+vXrp1U7iYmJ2Lt3L4gIjRo1+qjFa1/CmzdvMHDgQKSlpaFcuXIwMiq8BVU6Ojq4du0ac7Dj4uKwf/9+Dcfwjz/+wJIlSwrNpoSEhDiRpqELASLC7NmzsWnTJvZv48aNw549e7RqNzExETKZDBYWFlq1o0apVKJx48aoXbs2Tpw4oVVbZ8+ehaWlpVajmcnJyXj+/Dm6d+/+xVOsH8pZxP+fXvfmdfqsnEX16amjo4OcnBxkZGSgTJkyAICkpCTo6OjAzMwMSqUSkZGRKFWqFExNTZGXlweFQgFDQ0NRFyCPiorCihUrsGbNGq1NEWdmZgpW7+/AgQNYsGABvL29tb7SGgCePn2KefPmwcHBQWsOPaDqQV6zZk1kZ/8vQr5w4UKsXr1a1MeXhIREISH4kppvFKVSSdOnT2crAwHQ3r17BbGdnp5OP//8M4WFaW/VrZoXL15QZGSk1u2oUSqVlJmZKYidL+XMyzCyXHBVVe9wwf9WRa+/8Jj8/PyIiCgpKYlWrlxJwcHBRKRaadynTx+2jUGDBtG8efOIiCg6Opp0dHTo6tWrRES0fft20tfXZ2O7dOlCAwcOpLi4OEpMTCQAdPLkSSIiOnz4MAEgmUxGRERDhgyhwYMHE5Gqrme9evXo0qVLRET08uVLGjduHKsF6OTkRNeuXaOoqCgaP348PX36lLKzs794//AgISGBKlWqREeOHBHMZlxcnNZtxMfHs/qsQtRePXToEOno6LBr2+zZswWv+SohIcEPaRq6kNDR0cGmTZswc+ZM9m9CRBcBVYTMzc3tk+qqfS7NmjWDhYUF0tPTcezYMa3b+/nnnzFixAit2vj1118/ucZjQEAAgoKCAADx8fGYMWMGaptmwaiILmTRAVC8fYnx7a3gPKcjTq6egb///huAqnPIli1bEBoaCkBVly5/RK1z584smlqyZEns3LkTdevWBQD07NkT586dY2NXrlyJvn37wtzcHIGBgbhx4wY6deoEAGjbti2OHTvG+gIPGTIEQ4YMAaBaJNWpUyeUL18egOr4cXd3Z6t29+/fj61btyIiIgIPHjxA27ZtWWrF3bt30bp1ayQnJwMAHB0dNVoAyuXyj96Hu3fvZvX5tEXJkiUxdepUdOnSRat2li1bhvPnzwMAypYtq1VbMpkMrVu3xtKlSwFA65G9Xbt2YfTo0SzKPXXqVPzzzz9SRFFC4nuCt7f6raFUKmn27NkaEcYdO3Zo3a46yqBQKCgxUTv19vJz4MABKl68uNajjFeuXCFHR0et2li3bh0dPnxY499kMhk9e/aM7cuLFy9S37592fvNmjWjsWPHEpEqklSnTh3affoaWS64Ss1m7KQtW7awse3bt6dhw4ZpRXtycjI5ODhQcnJyoW5XfTzJ5XJycnKi0NBQIlJFlkeNGsVqbw4bNox69erFxhoaGtKhQ4eISFWnc8mSJSwynJOTo2Gjf//+LIqqDYTqmqJQKGjIkCG0du1aQewREZ06dYpCQkK0bmfDhg0a17IpU6ZIEUUJie8QyVnUAkqlkubOnatxkV2zZo0gtn/77TeqVavWezfmwkapVFJ4eLhWbbxLYd/8lUqlRiHolStX0rp164hI5QACoPPnzxMR0bVr12jYsGGs/aGPjw9FRUVpbO+fm2/IcsFV+vOyl8a/nz17lm7fvl2o2oXgYx1Q9T6RyWS0Z88eevPmDRERXbhwgSwtLVkB+l69etGgQYOISOVgrV+/nvz9/QtfOKlac5YuXZqcnZ21sn016ml+pVKpdScqKiqKjh8/rlUb+Vm5cqXGNexjmg9ISEh8m0jOopZQKpW0YMECwS+2AQEBgt5Q5HI5TZ8+nR49eqRVO3/88Qc1atToi7rJ5OXl0cmTJ8nX15eIiA4ePEg6OjqUmZlJSUlJ1Lp1a1q0aBERqX4/d3f3T8qX7LPtEVkuuEp3fLXfiURNXFwc7dq1q9Dz5EJCQkhHR6dQnVxHR0e6efMmJSQk0NWrV8nExIRu3LhBREQnTpyg7t27s4hmXFzcZ/VdV5OVlUV//vmnVqOLz549oypVqrDjSdv89ddf9H/t3XlcVPX+P/DXsMomgijKIoGgKe7IrTQlr7nl/nVNTUuvS5iCLWr31k0TvVpdM9eUzCU1/bphmgjmiigqomyKLAIKCLLvMMyc9+8PfpyvI2Aycw6ovZ+PB49s5pz358MwZ857PquDg4PsOxwJgqCxMwsAWrZsGSeKjP2FcbIos1WrVml86M6aNUtsiZHbL7/8Ik6kkEt5eTkNHDhQ9gkEERERtGPHjgaft3v3bo0E0NLSktatW0dERGlpaRQQEEAVFRWUlZVFbdu2peDgYK3qV1CqJOelJ6j9579TcUXtrRyPHj0qS0J948YN0tfXpxs3bkgat6CggH7++WfJu7eJiNasWUPm5uaUl5cntjr+/vvvGlsKdurUiXx9fcW6BAQEPHPiJ0ed65Kbm0u+vr6yT/6peY2ebAmXg0qlonnz5ml8Zq1Zs0bWMhljzz9OFhvBjz/+qDGTcNy4cbJ3E5eXl5Obm1uj7IH7eAtQY8yarWtMZk2LY2xsLHXo0IFiYqq7gtevX08zZswQjysqKqo3bk2XojYCozPIackJmrDlcp3Pe3p6ko+Pj9bxXyYqlYoiIyOfekxwcDDdunVL/DcASkpKIiKiY8eO0ZEjR+o8LyAggKytrWUdz5eamko5OTmyxX/cvXv3qGPHjnT5ct3vKymVl5fT6NGjNRLFDRs2yF4uY+z5x8liI9m/fz/p6+uLH8IDBgygwsJCWcvMzc0VEzldEqFn9fPPP5Obmxvl5eXJVsaBAwfIyspKXIqGiGj06NE0c+ZMIqoe1zh//nxKSEjQKn55eblW49z+eSSKnJacoB/+qHsMntxdh1JSq9W0fPlySkxMlDy2Nq1+giBQamqq2A06Y8YMGjt2LBFVt7otXLiQbt++TUTV7/nvvvtOti5TQRCoT58+4qQeuZWVldHcuXNrjY+VWn5+PvXt21f8fNLX12/U5YYYY883ThYb0cmTJ8nY2Fj8QO7cuTOlpaXJXu61a9eoXbt2FB0dLWs5ycnJ5OfnJ8uNWhAEKi8vp/z8fJo9ezYZGhqK4/T+93//V7IZ02vXriVTU9MGJ7z9vzlLTktO0I3Up58n9WsTHx9PgwcPlnSiSGpqKtnY2NC5c+cki0lU3UpmZmYmjlPURU1LcnJyMrm6utL58+cpJyeHjh07RqtWrZJ1fF1cXJzsM5GvXLkitqTKLT09nTp16iR+LpmYmMi+AgFj7MXCyWIju3TpEjVv3lz8YG7Tpg1FRUXJWmZ+fj75+vo2yuLWNcLCwiRrYRQEgTw8PGjJkiVERJSVlUU//vijLK9bSUmJOJv3Wd3PLSWnJSeoy1enqEpV96QMQRBo4MCB9N1330lRTVFSUhKNHz9e8sRCrVZLPra2tLSU1q5dK8ukEx8fH3r11Vdp1apVNHz4cCKqfs39/PwkmYCSl5dHS5cubZQWerVaTd26daPp06fLXtadO3fI3t5e/DyysrKia9euyV4uY+zFwsliE4iLiyNHR0fxA9rMzIxOnz7dKGWnpKSIu3zIpaKighwdHWnRokVaxwgKCqJXX32VysrKiIho7969FBoaKj4fHx9PRkZG4tI2UlOr1fUmu0+2Wu0NSyWnJSdozu7rT435n//854VosWmsCVhSSk1NpWPHjhHR//19Hj16RG3atKHjx48TEVFMTAyFhYVp1ep45swZsrOz03p4w7Oqmczy4MED8b0vl9OnT5O5ubn4OeTg4KAxvIMxxmpwsthEMjMzqWfPnhpjhGoWM5bTV199RS4uLrLfiG7fvt3gyS5+fn7isj/x8fG0cOFCys7Orvf4vXv3yjZRaNKkSTRkyJA6n/O/mERHI9JIra5OOj7cE05OS07Q7ispstTlaVQqFZWUlEiW4BUXF5OVlZWYeElBEASaOHEibd++XbKYNRISEp76Xn68hdTb25s6duwoJovPsqD84+8vua+ZDRs20FtvvSX75Dei6kl3enp64udPly5dZB8XyRh7cfF2f03E1tYWISEhGD58OABArVbj/fffx+LFi6FWq2Ur96uvvkJYWBhMTExQUlIiW1mdOnVCs2bNkJKSgokTJ6KwsLDWMRUVFTh48CAEQQAAxMXFidvgubm54YcffoCNjU29ZUyZMgXGxsZITExEVlaWpPWfO3cuvvjiizqfszYzgu+BWxizORSXk3JwOSkXANDPtf66AgARISQkBHfu3JGsnpGRkTA3N0dkZKQk8VQqFRYvXoxu3bpJEq8mpq2t7VP/ltpQq9UYMWIEPvroo3qP0dPTg76+PgBg/fr1CAoKgkKhQGZmJtq1a4cjR47Ue65SqYSXlxe++eYbANVbM8qpZ8+e8PLygpGRkWxlqNVqLFq0CPPmzROvu3feeQdXrlxB27ZtZSuXMfZiUxD9/w0/WZNQq9Xw8fHBpk2bxMeGDBmCAwcOwNLSUrZyiQhDhw5F27ZtxX1/5RAREYF58+bh6NGjsLe3BwAIggA9PT2cP38eAwYMQEREBHr27KlVfEEQ0LVrV/Tu3Ru7du2SsuoiItLYBzfxUTHeXntR4xgjAz34DHSDob4C+np6aG1hjJHd7WrFcXV1xZgxY/Df//5Xkrrl5eUhKCgIQ4YMgbW1tSQxXyQ3b95E69atxffWs6qsrMThw4cxfPhwWFpa4r///S8qKyvxz3/+U+O4tWvXwsvLCx4eHlJWW1RSUoLt27dj4cKFsu+1XFJSgkmTJuHkyZPiY4sWLcK3334rJtSMMVYXThafA0SEzZs3Y+HCheK3fVdXV5w8eRJubm6ylXvy5EmYmZnBy8tLtjKA/0u2iouLsWzZMty/fx8HDx4EESE5ORkuLi46xY+KioKjoyOsrKwkqnE1lUqF//mf/8Hw4cMxd+5c8XG1QOi2LAilyrpbZY0N9LBv9uvwcKpdnwcPHsDe3h56es9foz4RYdu2bRgxYkSDk6/6/Prrr1Cr1Zg2bZok8YDqeh49ehSjR4+WLMlZsWIFKisr4efnh8zMTBw7dkzjby6XkydPYvLkyQgPD0eHDh1kKycpKQkjRoxAXFwcAEBfXx+bN2/GnDlzZCuTMfbyeP7uWH9BCoUC8+fPx+nTp8XWxMTERHh4eCA4OFi2ct955x14eXmBiLB06VJERUXJUk5oaCgyMjIwc+ZMBAYGismpQqHQOVEEgG7dusHKygo5OTk4evSozvFqGBgYwN3dvVbipK+ngLt93a2+egpgw7s960wUAcDR0VHSRDEvLw979uxBXl6ezrHu378PHx8fREdHS1CzaiEhITh9+rRk8YDqrvcJEyZIGvfLL7+En58fAGDevHmYN2+epMMFnvTo0SMA1dfgvXv3ZE0UAwMD0aNHDzFRNDc3R1BQECeKjLFn1xQDJVn9kpKSqGPHjuLAc4VCQWvWrJF13bjCwkLq1asX7du3T/LYJSUlZGVlRX5+fhQbG6sxo1lqX3/9NbVt27ZRFsBecTyWnJacqPXzy59MchEEgSZPnkwbN26UpB43btwgAJJt91dSUqLT/tt1kToeEcmyH3PNNVZWViZOtBIEgXx9fSXdTjExMZHMzc3r3YVGKmq1mr7++muN3aPc3NwavDQUY4xxsvgcKioqohEjRmhsuzVq1ChZ97x9/IZ+9uxZjS38GurevXs0ffp0cT29u3fvasQTBIH+9a9/Sb5Mh0qlkmWR88LCQpo9ezbFxsaKjwXcTKuVKH576tluwp9//jnt379fkrqp1WqqqKjQ6e9VQ8ovJHfu3JF8OajIyEjasmWLpDFrJCYmUs+ePTX+xkRE2dnZ1LVrV3HJI6le5y1btsj6paawsJBGjRql8RkyevRo2XeNYoy9nLgb+jlkYWGBY8eOaczG/e2339CjRw/cunVLljINDQ0BVM9IHjhwIAICAhocgx4b/nr9+nUkJycDADp06KDR9VpQUICAgACEh4frVukn6Ovrw97eHhUVFfDx8cHDhw8liWtsbIyoqCgkJSWJj3V3aKFxzLheDvhk8LN1Ja5atQqTJk2SpG56enowNjbWuWs7NzcXTk5OuHTpkiT12r59O7y9vaFSqSSJBwDHjx/Htm3boFQqJYtZw8rKCm5ubmjRooXG4zY2Nrh16xaGDBkCAHjvvffqnSX/NGVlZZg0aRLOnj0LhUKBefPmwdzcXIqq1xIdHY1evXrht99+A1A93GPlypU4cuQImjdvLkuZjLGXXFNnq+zpTp48qbHji6GhIf3000+ylnn16lWxlelZd305evQo9evXT1xU+M9aqR7fCSM1NVXLmtYtIyOD3NzcKCgoSLKYT/4+giBQl69OkdOSE/Te9qukrGfnlvrcvXuXYmJidK5XUlISjR07VucdXDIyMmjRokX08OFDnetEVP36yLFun9S7v5w9e1bcNvJZ/PDDD2KrcEVFxTO3xlZVVdG4cePEBcLlIAgCbdu2jYyMjMTPCwsLixdiIXjG2PONk8UXQEpKCvXo0UOjS2n69Omyj80LCwujVq1aUWRkZL3H1NwsIyIiaObMmQ2uU3BwMBkaGtLNmzd1qWotj3erS9F1SFSdOK9YsULsypvif4WGr79IxRVVDY7l6elJkyZN0rlOCQkJ9M4778i+s8izKiwslPRvWVlZSWPHjqXff/9dspg1ysvLycHBgRYvXqzV+T4+PjR48OCnvr9+++23p14/UiksLKSJEydqfEZ06dKl0faXZoy93DhZfEFUVFTQvHnzNG4Gzs7OFB4eLluZ+fn59MUXX9Q7QWHHjh00cuRInca6KZVK2rlzp2wTeP7973/TtGnTJImfmppK1tbWdOrUKSIi2hOWQllFDdulpkZ8fHyj7tX9NGVlZfTLL79QUVGRzrFWrlxJzZs3l2xsXFlZGU2cOJHOnDkjSTyi6i84Ne/pxMRErSfgnDlzhvbs2UNE1V9InnyPqVQq6tmzJ/n4+OhU3z9z48YNcnJy0vhs+PDDDxu8gxJjjNWHk8UXzJ49e8jExES8KRgYGNC3334rWetZfeLi4mjkyJEaXXZnzpwhb29vybYnu3DhAi1YsEDsypbCr7/+St99951k8RpjpnVjO3fuHAGQZIaxUqmkq1evSlArkm1C18cff0zjx4+X9AuKn58fjR8/ntRqNT18+FCcaJWTkyPbFyG1Wk3r1q0jAwMDjX3mDx48KEt5jLG/Lp7g8oKZOnUqIiMjxR1PVCoVPvvsMwwaNEiyCR11yc/PR0lJCeLi4rB06VIQEf7+979j06ZNMDY2lqSM1NRUxMfHiwuTS2Hy5Mn45JNPAAD37t3TOZ65uTnUajV2796t8+SNr7/+GkuWLNEpRkREBBQKBSIiIrSO8dZbbyEjIwOvvvqq1jFUKhVSU1NhaGiIv/3tb1rHqbFt2zZ07twZOTk5Osd6Uv/+/TF06FBJd0xxd3eHp6cnFAoFxo0bh/nz5wMAWrZsKcvOLGlpaRg0aBB8fX3F92HPnj0RFRWF8ePHS14eY+wvrqmzVaadyspKWrx4scYaalZWVnT06FFZy923bx9169aN/vWvf8myfl5NK8zdu3cpOTlZsrg3b94kAwMDsQtZili6do1+//33tGrVKp1iZGdnk7+/P2VnZ2t1vlStXps2bSJzc3Ot6/GkzMxM2rRpkySxiIiSk5Pp+++/lyzek5RKpdj17ufnR/7+/rKVtX//frKwsNDodvbx8dGYNMYYY1LiZPEF98cff1CrVq00bhzvvvsu5ebmSlaGIAgaXYt79+4lBweHBs0ibajBgwfTgAEDJIsnCALt27dPsi5uqWdwN5U//viDunXrRllZWTrFKS4uluSLSlBQEBUUFOgc50lbtmwhFxcXWWITEY0cOZLGjRtHREQzZsygWbNmSV5GXl4eTZ48WeNab9WqFQUHB0teFmOMPY6TxZdAdnZ2rUW8W7VqJdkyHYGBgQSAIiIixMdqJmcUFhbK0pr56NEjSklJ0ShLKrdu3ZJkdq0gCHTq1CmdWudycnLo8uXLWp+fl5dHhw8fpry8PK3Ov3HjBn300Uda/w5qtZpycnK0OvdJJSUl1Lp1a1q+fLkk8YiIoqOjiaj6byXHeNOaLx9BQUF05coVsayaVvfk5GRJWm9PnTpFtra2Gtf4hAkTJP1SyBhj9eFk8SUhCALt3r27VvfU9OnTdZ4oIAgCnT17ts7nNm/eTBYWFrK1MlZVVdHrr79OX375pWQxP/jgA+rbt6/ON/Hw8HACoNNOJZ988gnZ2dlpPUFJ6u3+Gmrbtm1kY2MjWcIYHx8vWevv4cOHSV9fX5atAYmI5syZQ3Pnzq33+ZycHLKysqIffvhB6zJyc3Np2rRpGte0ubk57d27V9YtQBlj7HGcLL5k0tLSaOjQoRo3l9atW9OxY8caHOvf//73n47LEwRBXMutoqKCzp8/r1W9n2bbtm2SzbAlqh7vWdMdqess8sdbW7WRnp6u0+LVVVVVlJubq1WCFRMTQ8HBwTq9BllZWTqPzwsMDKTZs2eTSqXSKU6NmtdCpVLJsgh2TZK2Y8cOcemc+hw6dEjrZYQOHjxI1tbWGtfygAED6P79+1rFY4wxbXGy+BISBIF+/vlnMjMz07jRjB079pn3TlYqlTRkyBBav379M5fr7+9PRkZGlJ6erm3Vn0oQBJo7dy6FhIRIEi87O5s8PT0lWcMvLCxM9uWLpLZkyRJydnbWqoVKrVZL1q27f/9+GjNmjCQTNGJjY8nV1VXsfpaSIAi0YMECWrZsWYPPTU9P/9PEskZGRgaNGTNG49o1MzMjf39/bk1kjDUJThZfYvfv36dBgwbVuuls2LDhqa04NTekhrb0CIIgdoeq1WpJWwOJqsdHenl50W+//SZJvIqKCpo+fbrO3ZR37twhhUJBhw8f1ur806dPU58+fbSaXX7v3j2aOnUq3bt3r8Hn6rIl3/r168nFxUWnhbwfn+0uVRJUWlpKc+bMkWWrQSKi1atX048//tjg81atWkWOjo5PTbBVKpU4rOPxa3bEiBHP/CWPMcbkwMniS65mFvCT3Vm9evWqc1u2hIQE6t69u84J1IEDB0ihUFB8fLxOcZ70eFLh7+8v2cLNlZWVFBoaqvX5Fy9e1DrhiYyMpOnTp2s17u/u3bvk5eVFd+/ebdB5uraCJiUl0caNG7U+//bt22RkZCRJ4p+fn0/vv/8+PXjwQOdYT1Kr1TRnzhzavHmzznGeNq732rVrtbb0tLKyov3793NrImOsyXGy+BeRm5tLs2bN0rgZ6enp0fz58zVmVCYnJ9PkyZN13q5NrVbThQsXiKg6wdMlEatLeno6tWjRgn755RdJ4n3//fdkZmam80SdmzdvvhDr3U2fPp3mz5/f4PMqKysl+f0EQaBffvlFkrU6s7OzqWvXrnTu3DmdY9Xl008/pR07dkgSKz8/n5YsWUJlZWVEVH1dzp07V2O9VAA0depUydasZIwxXSmIiKRb4ps970JCQjBr1iwkJCSIj1laWmL16tX4xz/+AQMDA8nLvHjxIry8vBAaGoo+ffpIFjczMxO2trZQKBQICQlB3759oaen3aZEKpUKN2/ehKenp9b1yc7OhpOTE9asWYMFCxY06NyqqioEBQVhwIABMDMzEx9Xq9UoLS1FXl4ebty4AUtLS5iamiIrKwsJCQno3Lkz9PX1kZ6eDoVCgU6dOsHIyAgPHjyAq6srnJycYG5uXut12bVrFwwNDTFlypQG1fPzzz/HuXPncOnSJa3eK7t27YKdnR0GDRrU4HMfJwgCNm7ciPfeew9WVlYQBEHrv/2TKisrMXXqVLz77rsYN26cJDFrxMbGYuDAgTh27Bhu376Njz/+GAUFBeLzHTt2xLZt29C/f39Jy2WMMV1wsvgXpFQq8d1332HFihWoqKgQHzcxMcHevXsxduxYScsjIoSEhIg3wFOnTmHgwIEwNDSUJP79+/fRvn17bN++HdOnT9c53vLly2Fubi5uE9gQFy5cQJ8+ff70dyMiPHz4EAEBAaiqqkJ6ejq+/fZbWFtbo0OHDsjMzER6ejqqqqq0/TVENdvNOTg4wN7eHkqlEs2aNcPIkSNhZ2cHpVIJLy8vuLq6/unWdBEREbh16xZmzpzZ4HoQEUaNGgUXFxf88MMPWv0uNTIyMtC1a1ds3rwZkyZN0ilWjccTztmzZ2PEiBEYPXq0JLEfd/r0aXz66aeIiooSHzMxMcGKFSuwcOFCya4LxhiTCieLf2FpaWlYvHgxfv31V43HJ06ciNWrV8PZ2VnyMlNSUuDq6opdu3Zh6tSpksW9evUqevfuDX19fSQnJ2tddyLCF198AQsLCyxdulTr+iQkJMDS0hKtW7dGXFwcUlNTERERgQMHDiArKwtlZWUoKioSj7eysoKZmRnKy8sxdOhQtGvXDpmZmTA1NUX//v1haWmJtLQ0uLi4oHXr1lAqlSguLoa5uTlOnDiBv/3tbzAzM4O1tTWqqqoQHh4OMzMz6OvrIz4+HleuXIG7uzuys7MREhKC/Px8EBHy8/PFOjRv3hz29vYoKyvDe++9hzfffBNdunSBvb09iouLYWZmplXrHREhKysLbdq0QWVlJYyMjLTeLzkwMBADBgxAs2bNkJeXB2tra63iPOnhw4cYMmQINm7cKFurXmJiIj777DMEBARoPD5hwgR8//33sLe3l6VcxhjTWdP0frPnSUhICHXt2lVjzJSBgQH5+PjIMm4qOjpanGl96NAhevjwoWSxU1JSyNjY+JmXKfkzly9fbtAahkqlkrZu3UqWlpb0yiuvkI2NjfiaNm/enF555RXq2bMnrV69mo4cOULHjh1r0l04iouL6ciRI7Rjxw5avXo1DR06lCwtLal58+ZivU1NTcnJyYl69OhBO3bsoPLy8gaVsXLlSnJ0dKSSkhKd6pqWlkZGRka0fft2neI8rqZOarWaPvzwQ4qMjJQsdo28vDzy9fUlAwMDjWvM3d1dkmWbGGNMbpwsMiKqXrZj69at1KJFi1pL7axatUryLfeIqpc5adu2Lfn5+UkWUxAE2r9/vziBQJedRR4+fEgmJiZPXWtSEAQ6efIkTZo0iYYOHUrm5uZisj1gwABasGAB+fr60s2bN2VZh7GwsJBOnTql84SkJ6nVakpISKAlS5bQhAkTaMCAAdSsWTMCQCYmJjR06FD65JNP6NixY386Wzc9PZ3279+vdV0uX74sfrmIjY2VbHbwlStXqEWLFhQbGytJvCeVlpbSmjVrNBJvANSyZUvavn27ZIuQM8aY3DhZZBoKCgron//8JxkbG9faa9rf31+yrdhq5OXliYndjh076ODBg5LFzszMJGtra51mTIeFhYkzdmuSlMrKSlq/fj394x//oPbt24uv0ZAhQ2j16tV06NAhWZLrujTmdn+lpaXk7+9Py5cvp6FDh4otZa6urvTJJ5+Qv7+/OFM6IyODZsyYodM6jETVS/To6enRvn37pPgVSBAEcVmoiooKWr58udb7atensrKSNm7cqNGqDICMjIzoyy+/lGWPasYYkxMni6xOaWlpNGvWrFpLejg5OdHOnTslTxqJiN577z3y9vaWLJ5araYtW7aIrYu6JAU1O4PMnTuX2rZtSwDIwsKC5syZQ4cPH5ZsvceGqqyspAcPHjTJcj35+fm0bds2mj17NrVq1YoAUIsWLWjp0qUUEBBAnTp1ori4OK1iX716VUzOL126JFmr7Lp168jMzEyWrn+VSkU7d+4kBwcHjWtGoVDQtGnTeJs+xtgLi5NF9lSxsbE0YsQIjZsfAHJ2dqZdu3ZJnjTWxNuzZw+NHTtWsiSouLiYHB0dae3atQ06r7Kyknbu3Ent2rUjAGRpaUne3t506NAhWRLmF1VVVRVt3bqVZs2aJQ5lsLKyop07dzb4b1jTWhoUFCRJ3WJjY8VY+fn59Mcff0gSt0ZVVRXt3buX3Nzcal0nY8aMoZiYGEnLY4yxxsbJInsmly5dorfeeqvOpHH37t2SJ04BAQH00Ucfif+flZWlU7ya/bJTUlKIiOjRo0dPHftWUFBAo0aNEne+6devHy1cuFDnblWppaam0pw5cyg1NbWpqyIqLy+nxYsXU+fOnQkA2dnZ0ejRo5+6Z7ggCHTp0iXx/8+cOSPZ2MSpU6dS3759JYn1uMrKSvrpp5/olVdeqXVdDBw4kK5duyZ5mYwx1hQ4WWQNcvHiRerXr1+tm6ODgwNt3LhRlrF6Z8+eJWNjY4qKipIknkqloi5dupCvr2+t57Kzs2nZsmVkaWlJCoWCevToIdsECCncuXOHevfurfP2jHKJiYmhIUOGiN32y5Ytq3PM3vHjxwkARUdH61ymUqmkRYsW0e+//05E1ZOcKioqdI5bo6ysjDZu3Eht2rSpdR289tprdP78ecnKYoyx5wEni0wrFy5coP79+9e6WbZo0YKWL1+u0yzkJxUVFdGPP/4otjTt2bOHMjIydIoZGBhIt27dIqLq8ZnFxcW0atUq0tPTI0NDQ/L19X2uWutedNHR0eTr60tGRkZkbGxMH374IRUVFYkJnVqt1mhZ1Mbj40ZHjx5NP/30k07xnpSbm0v/+c9/qGXLlrXe915eXnT27Fnex5kx9lLiZJHp5Pz58zRo0KBaN89mzZrRwoULKTk5WdLyCgsLqWXLlrRhwwbJYnp6epKlpSUBoK5du0q+jzX7P9HR0WK3rbOzM5mYmEgy2eTatWtkYmJCEREREtRSU3x8PHl7e4tLBz3+M2zYMLp8+bLkZTLG2POEk0UmiZs3b9K7775Lenp6tWaCjhw5kv744w/JWl3y8/PFhaG//vpr+vTTT7WKU7MQc824uosXL0pSv8YUGRlJNjY2siwmLacLFy5Qhw4dSKFQ0Lhx47Sa7ZyQkCAuqVNVVUVr166VbFa6IAh0/vx5GjFiRK0VAWrqLEdiyhhjzyNOFpmk7t27R/Pnz6+1TiMA6tChA23evFnSdebWrVtHK1euJKLqiRXXr19/pvNycnJo2LBhBID+/ve/S76odWN5+PAhrVq1StJdcBpLaWkp9e7dW2yhe9aljWoSy5UrV5KTk5OkywYVFxfT1q1byd3dvc7W8o8++ogSExMlK48xxl4EnCwyWTx69IhWrFhBrVu3rnXTNTMzo4ULF0q+pMju3btJoVD86Xp2Fy5coGbNmpGlpSUFBgZKWgfWcIGBgWRtbU02NjZ09uzZeo9Tq9U0dOhQWrNmDRFVb9VXs6C7riIjI2nevHlkampa6/1qa2tL33zzjeSLdzPG2IuCk0UmK6VSSQcOHKA33nij1k0YAHl6epK/v78kS9KoVCpxkoQgCDR+/Hg6fvy4xjExMTFkY2NDZmZmdPr0aZ3LbGrFxcUUEhLywu8KEh4eToaGhmRhYaHxJaKoqIi2bt0qLs20Zs0acVKMrkpLS2nXrl3k6elZ53vTw8OD9u3bJ+7gwxhjf1WcLLJGExERQR988AEZGRnVujGbmJjQzJkz6fLly5KMbSwuLqZJkyZRcHAwERHdvXuX/P39qVWrVtS9e3fKzs7WuYznQWNu9ye31NRU6t69O9na2oprFN64cYMMDAwoLCxMkjLUajVduHCBPvjggzpbEU1MTGj27NkvxevJGGNSURARgbFGlJeXh71792LLli24c+dOreednZ0xY8YMTJkyBW5ubpKUOWXKFOzfvx8WFhZISkqCjY2NJHGbWkVFBVJTU+Hk5IRmzZo1dXV0lp2dDQ8PD6SnpyMhIQEuLi549OgRWrdurVPce/fuYffu3di+fTvS0tJqPf/qq69iwYIFmDp1KiwtLXUqizHGXjacLLImQ0QIDw/HTz/9hD179qCsrKzWMT169MCMGTMwadIktG3bVqtyBEHA4MGDcf36dfz+++948803da06k9HFixcxePBg9OvXD0FBQdDT09MqTnp6Og4fPoy9e/fi2rVrtZ43NTXF5MmTMXPmTPTp0wcKhULXqjPG2EuJk0X2XCgtLcXBgwexY8cOhISE4Mm3pUKhQP/+/TFhwgSMGTMG9vb2zxx76dKlWLNmDYKDgzFo0CCpq96k0tLSsHbtWnz88cdwcHBo6upIJjg4GEOGDMGmTZvg7e39zOdlZGTg8OHD+PXXX3HlypVazysUCgwcOBAffPABxowZA1NTUymrzRhjLyVOFtlzJy0tDQcOHMDu3bsRFRVV5zEeHh6YOHEixo4d+9Su6pSUFDg7O6NHjx64efOmXFVuMrdv38aECRNw8OBBdO7cuamrI6nhw4cjMDAQsbGx6NSpU73HxcfH4/jx4zh8+DDCwsJqfdEAqruZ33//fUybNq1BXzQYY4xxssiec3Fxcdi3bx927dqF+/fv13lMhw4dMG7cOAwbNgyvv/46DA0Nxec+//xzbNiwAbdu3YKrq2tjVZtJICEhAe7u7vD29sa6devEx1UqFUJDQ3H8+HEcOXIEycnJdZ7v6uqKadOmYcKECS9dIs0YY42Jk0X2QiAiREVF4ejRozhw4ADi4uLqPM7c3ByDBw/GsGHD0K9fP3h6esLb2xurV69u5BozKSxZsgRbtmzB9evXERoaiuDgYJw8eRLFxcV1Hu/q6oopU6Zg4sSJcHd3b+TaMsbYy4mTRfZCSkxMxNGjR3Ho0KE6Jy88bsqUKRg/fjz69++Pli1bNlING0dMTAxGjBiBEydOoEuXLk1dHckUFBTg3LlzOHToEPbt21fvcXp6enjjjTcwevRojBw5Eh07duSJKowxJjFOFtkLLysrC0FBQTh58iQCAwNRVFRU77GdOnXCoEGD8NZbb70UyWNGRgY2b94Mb29v2NnZNXV1tJaRkYHQ0FBcunQJ586dQ0xMTJ1jDwHAzMwMw4cPx6hRozBs2DBYW1s3cm0ZY+yvhZNF9lJRq9W4fv06Tp06hYCAAERFRdWbdADAK6+8gjfffBOvvfYaXnvtNXTv3h1GRkaNWGPd9O7dG5mZmWjTpg3Cw8ObujrPRKlUIjY2FteuXUNoaCjOnz+PBw8e1Hu8np4eevXqhZEjR+Ltt9+Gp6enxrhUxhhj8uJkkb3UCgoKEBISgvPnz+PMmTOIjo6GIAj1Hm9oaIhu3bqhT58+6N69O7p37w53d3eYmJg0Yq2fnb29PTIyMmBnZ4f09PSmrk4tVVVViImJwY0bN3Djxg1cuXIFsbGxUKlU9Z6jUCjQqVMnDB48GG+//Tb69+8PCwuLRqw1Y4yxx3GyyP5SCgoKcOnSJZw/fx4XL17ErVu3UFVV9dRz9PT00L59e3h4eKB79+7o3LkzOnbsCBcXlyZv4bK1tRV3OMnKymqyeqhUKiQlJSE2Nlb8iYqKQkJCwlMTQwAwMjKCh4cHBgwYgL59++KNN96AlZVVI9WcMcbYn+Fkkf2lKZVKREZG4urVqwgLC0NoaChSUlKe6Vw9PT04OjrC3d0dnTp1QocOHeDs7AwnJyc4Ojo2SmtkY7YsKpVKpKSkICkpCffu3UNSUhISExMRFxeH5OTkP00KgepWQ2dnZ7z++uvw8PDAG2+8gV69esHY2FjWujPGGNMeJ4uMPSE3Nxe3bt1CZGQkIiMjER4ejvj4+GdKhh5nbW0NR0dHtG/fHu3atUObNm1ga2uL1q1ba/zosqezg4MD0tPTYW9vX+eex3+GiFBeXo68vDzk5eUhKysLGRkZSE9PF/+bmpqKjIwMZGdnP7UL/0kGBgZwcXFB79694eHhAQ8PD/Ts2RPNmzdvcD0ZY4w1HU4WGXsGSqUSd+/eRVRUFOLi4hAfH4/Y2FgkJiaisrJSp9impqawsLCAhYUFLC0tYWVlBSsrKzRv3hzm5uYwNjaGkZERjIyMNP5tYGCAzz77DEVFRbCwsICfnx8EQYAgCKiqqkJZWZnGT2lpKYqLi1FQUIDc3Fzk5+ejqKgISqVSp/obGhrC2dlZHN/p7u6Ozp07w83Nrcm76RljjOmOk0XGdCAIAtLT03H37l0kJCQgNTUVqampSExMxP3795GTk9Og1rjnkUKhgJWVFRwdHdGxY0e4urrCxcUF7du3R/v27WFnZwd9ff2mriZjjDGZcLLImIyqqqqQnp6OBw8e4NGjR8jKysKjR4/w6NEjZGZmIj09HdnZ2SguLkZJSQkqKioapV7NmjVD8+bNYWVlhZYtW8LW1hY2NjawsbGBvb097OzsYGdnB3t7e9ja2nILIWOM/YVxssjYc0StVqO4uBhFRUUoKipCSUkJlEql+FNZWSn+W6VSQU9Pr84fAwMDmJqawtTUFGZmZuK/TU1NYW5urtM4ScYYY38tnCwyxhhjjLF66TV1BRhjjDHG2POLk0XGGGOMMVYvThYZY4wxxli9OFlkjDHGGGP14mSRMcYYY4zVi5NFxhhjjDFWL04WGWOMMcZYvThZZIwxxhhj9eJkkTHGGGOM1YuTRcYYY4wxVi9OFhljjDHGWL04WWSMMcYYY/XiZJExxhhjjNWLk0XGGGOMMVYvThYZY4wxxli9OFlkjDHGGGP14mSRMcYYY4zVi5NFxhhjjDFWr/8H+OZgjbuVOhUAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "s.hoeppner(f, label=repr(f))\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## StereoGrid class\n", - "``StereoGrid`` class allows to visualize any scalar field on StereoNet. It is used for plotting contour diagrams, but it exposes ``apply_func`` method to calculate scalar field by any user-defined function. Function must accept three element ``numpy.array`` as first argument passed from grid points of ``StereoGrid``." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Following example defines function to calculate resolved shear stress on plane from given stress tensor. ``StereoGrid`` is used to calculate this value over all directions and finally values are plotted by ``StereoNet``" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "S = stress([[-10, 2, -3],[2, -5, 1], [-3, 1, 2]])\n", - "s = StereoNet()\n", - "s.grid.apply_func(S.shear_stress)\n", - "s.contour(levels=10)\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The ``StereoGrid`` provide also ``amgmech`` (Angelier dihedra) method for paleostress analysis. Results are stored in ``StereoGrid``. Default behavior is to calculate counts (positive in extension, negative in compression)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f = faultset.from_csv('mele.csv')\n", - "s = StereoNet()\n", - "s.grid.angmech(f)\n", - "s.contour()\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Setting `method` to `probability`, maximum likelihood estimate is calculated." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f = faultset.from_csv('mele.csv')\n", - "s = StereoNet()\n", - "s.grid.angmech(f, method='probability')\n", - "s.contour()\n", - "s.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "StereoGrid EqualAreaProj 3000 points.\n", - "Maximum: 48.3587 at L:250/11\n", - "Minimum: -36.1316 at L:158/14" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "s.grid" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/notebooks/.ipynb_checkpoints/04_apsg_fabricplots-checkpoint.ipynb b/docs/notebooks/.ipynb_checkpoints/04_apsg_fabricplots-checkpoint.ipynb deleted file mode 100644 index 4654159..0000000 --- a/docs/notebooks/.ipynb_checkpoints/04_apsg_fabricplots-checkpoint.ipynb +++ /dev/null @@ -1,303 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# APSG tutorial - Part 4" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from apsg import *" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Fabric plots\n", - "Tensor-type objects (``ortensor``, ``ellipsoid``) could be visualized in several specialized plots. ``FlinnPlot`` class provide classical Flinn's deformation diagram, ``RamsayPlot`` class provide Ramsay modification of Flinn's deformation diagram, ``VollmerPlot`` class provide triangular fabric plot (Vollmer, 1989) and ``HsuPlot`` class provide Hsu fabric diagram using natural strains." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "F = defgrad.from_comp(xx=1/1.1, zz=1.1)\n", - "g1 = linset.uniform_sfs(name='Uniform').transform(F)\n", - "Fp = defgrad.from_comp(xx=0.5, yy=0.5, zz=4)\n", - "g2 = linset.uniform_sfs(name='Cluster').transform(Fp @ F)\n", - "Fo = defgrad.from_comp(xx=2, yy=0.25, zz=2)\n", - "g3 = linset.uniform_sfs(name='Girdle').transform(Fo @ F)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "s.line(g1, label=True)\n", - "s.line(g2, label=True)\n", - "s.line(g3, label=True)\n", - "s.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = FlinnPlot()\n", - "s.point(g1.ortensor(), label=g1.name)\n", - "s.point(g2.ortensor(), label=g2.name)\n", - "s.point(g3.ortensor(), label=g3.name)\n", - "s.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = RamsayPlot()\n", - "s.point(g1.ortensor(), label=g1.name)\n", - "s.point(g2.ortensor(), label=g2.name)\n", - "s.point(g3.ortensor(), label=g3.name)\n", - "s.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = VollmerPlot()\n", - "s.point(g1.ortensor(), label=g1.name)\n", - "s.point(g2.ortensor(), label=g2.name)\n", - "s.point(g3.ortensor(), label=g3.name)\n", - "s.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = HsuPlot()\n", - "s.point(g1.ortensor(), label=g1.name)\n", - "s.point(g2.ortensor(), label=g2.name)\n", - "s.point(g3.ortensor(), label=g3.name)\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "All fabric plots has ``path`` method which accepts ``ellipsoidset`` or ``ortensorset`` objects plotted as line." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "F = defgrad.from_comp(xx=2, xy=2, yz=2, zz=0.5)\n", - "E = ellipsoid.from_defgrad(F)\n", - "L = velgrad.from_comp(xx=-2, zz=2)\n", - "Eevol = ellipsoidset([E.transform(L.defgrad(t/50)) for t in range(50)])" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "r = FlinnPlot()\n", - "r.path(Eevol, marker='.')\n", - "r.point(E, color='r', marker='o')\n", - "r.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "r = RamsayPlot()\n", - "r.path(Eevol, marker='.')\n", - "r.point(E, color='r', marker='o')\n", - "r.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ot = g1.ortensor()\n", - "otevol = ortensorset([g1.transform(L.defgrad(t/50)).ortensor() for t in range(50)])\n", - "f = VollmerPlot()\n", - "f.path(otevol, marker='.')\n", - "f.point(ot, color='r', marker='o')\n", - "f.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "r = HsuPlot()\n", - "r.path(Eevol, marker='.')\n", - "r.point(E, color='r', marker='o')\n", - "r.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/notebooks/.ipynb_checkpoints/05_apsg_various-checkpoint.ipynb b/docs/notebooks/.ipynb_checkpoints/05_apsg_various-checkpoint.ipynb deleted file mode 100644 index 59a3ee9..0000000 --- a/docs/notebooks/.ipynb_checkpoints/05_apsg_various-checkpoint.ipynb +++ /dev/null @@ -1,411 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# APSG tutorial - Part 5" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Various tricks\n", - " The `apsg_conf` dictionary allows to modify **APSG** settings." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "from apsg import *\n", - "apsg_conf['figsize'] = (9, 7)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Some fun with cones..." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "l1 = lin(110, 40)\n", - "l2 = lin(250, 40)\n", - "m = l1.slerp(l2, 0.5)\n", - "p = lin(l1.cross(l2))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "s = StereoNet()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "for t in np.linspace(0, 1, 8):\n", - " D = defgrad.from_vectors_axis(l1, l2, m.slerp(p, t))\n", - " a, ang = D.axisangle()\n", - " s.cone(cone(a, l1, ang))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "tags": [] - }, - "outputs": [], - "source": [ - "for a in np.linspace(10,25,4):\n", - " s.cone(cone(lin(315, 30), a), cone(lin(45, 30), a))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Some tricks" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Double cross products are allowed but not easy to understand.\n", - "\n", - "For example ``p**l**p`` is interpreted as ``p**(l**p)``: a) ``l**p`` is plane defined by ``l`` and ``p`` normal b) intersection of this plane and ``p`` is calculated" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p = fol(250,40)\n", - "l = lin(160,25)\n", - "s = StereoNet()\n", - "s.great_circle(p, label='p')\n", - "s.pole(p, label='p')\n", - "s.line(l, label='l')\n", - "s.great_circle(l**p, label='l**p')\n", - "s.line(p**l, label='p**l')\n", - "s.great_circle(l**p**l, label='l**p**l')\n", - "s.line(p**l**p, label='p**l**p')\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "``Pair`` class could be used to correct measurements of planar linear features which should spatialy overlap" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "18.889520432245405" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pl = pair(250, 40, 160, 25)\n", - "pl.misfit" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "s.great_circle(fol(250, 40), color='b', label='Original')\n", - "s.line(lin(160, 25), color='b', label='Original')\n", - "s.great_circle(pl.fol, color='g', label='Corrected')\n", - "s.line(pl.lin, color='g', label='Corrected')\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "``StereoNet`` has method ``arrow`` to draw arrow. Here is example of Hoeppner plot for variable fault orientation within given stress field" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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YmBh+/fVXli9fzrVr10odExwczJgxYxg5ciRt27Yt05V74MAB+vTpwwcffMDbb79dm8suRnKBiSPJBUTllB4yUDQ+9F5w4cIFevfuzf79+2nTps09O25l0JksfH0pk7/aj9UKGR181HTwccCxEglbRRk5ciSbN2/m/PnzJc6/sMKAxWIhPiKMq4d2ceXQbpKvR5Q6V2hoKOPHj+eRRx6hadOmVVqPhITEHSQhWvtIQlRCohxSU1NZu3YtK1asKNPt3rFjR0aPHs3IkSMrZZWaNm0aK1asICIiggYNGtTUkivE8eQCDiYVFNvmqpIzrRbjQ+8VFzJ05BksmIXALMBkEba/zRaBqehvITBbrL9Nxf62jjELKO/LTymDjj4O9PB3LFGu6m7ExsbSokUL7r//fnbv3l3sOSEEq67nEK8pWZ9UlxpP7OGdnPpjI5fPnS517jZt2jBx4kQee+wxfHx8KrwmCQmJO0hCtPaRhKiERCnodDo2bdrEL7/8wp49e0rtZtS1a1fGjx/PyJEjqVevXpWOk5OTQ1BQEPb29sTGxtZqTdCipBSYWHk9G6PFWgO04HZrzZae9gwL/OclDFWWJVezSNWa78mxZEAbLzXd/Bxwsau4JdlkMtG/f3+ioqKIiIjA1dW12PPXc/RsuJGHXAZ1HZT4OSmp52iHv5MSN5XcZmmPi4tj/fr1/Pbbb5w5c6bEcRQKBYMHD2bixIkMHTpUKqIvIVEJalqICiHIyMggPz8fZ2dnvLy8/vNl2iQhKiFRhAsXLvDjjz+yfPly8vLySjwfEhLCk08+ybhx48psV1ZZPv74Y95++23eeOMNPvnkkxqZ827kGcwsv5ZDntFCCw97evg7suRqNnqzuOfxoQCRkZE89dRTLFu2jODg4BqZ82yaFo3RgkIuQykDhUyGQm79rSz2NyjkMhS3xyjld8YqZTLb3zJg/sVMDJbiX4Mh7ioe8HPES135G4g+ffqwf/9+Nm7cyMiRI0s8H51jQK2UUcdBiVJesQvVzZs3Wb9+PStWrODixYslnnd1deXxxx/nySefpFOnTv/5C6CERHnUlBDNzs7ml19+YeHChUQXqSMaFBTEiy++yJNPPol7LbT1/DdQ4ddYSEj8j5KdnS2+++470aZNG4HVC1vsx8/PT7z++uvi4sWLNX7s9PR0sX//fvHxxx8LQCxfvrzGj1EUvckillzJFHPOpYkVkVnCaLYIIYS4nKkTc86liSydqVaPXxo3b94UkydPFjdv3rzrOK3RLM6kFojwDK2IztGLxHyDyNSZhNZoFhaLpVbXmFJgFHPOpdl+fr2WLRLzDVWe77fffhOAcHR0FBqNpgZXeofLly+LWbNmCR8fn1Lf182bNxfffvutyMnJqZXjS0j8L6DVasXly5eFVqut8hw7d+4UTk5OQiaTCZlMVuxzWLjNyclJ7Ny5swZXXjorV64UnTp1Eq6ursLFxUWEhISIyZMni5SUFNuYnj17iqFDh1Z67sWLF4sBAwaIunXrChcXF9GxY0exZs2acver6GssWUQl/uc4efIk3333HatXr0av1xd7zt7enjFjxjBp8mQ6dO2Gi33NusyFEMhkMl555RV+++03YmNjGTNmDJs2beKdd97hgw8+qNHjgbVu6MYbeUTlGvCwlzOhmTsORRJsDidp6F7X8R9tJdt1K5+w9JLdqGRYE4cclHLUChmtvdS09a45y25YupZdtzTUcVDQy9+JRq6qKs/13nvv8dFHHzF48GD69u3LSy+9hBCC9957j/Hjx9d45rvZbObPP/9k2bJlbNy4scR7Xa1W88QTT/Dcc8/Rrl27Gj22hMS/nepaRHft2sXQoUMRQpQa4lWIXG4Nt9mxYwcDBw6szpLL5NNPP+XNN99k5syZ9O/fHyEE4eHhrFq1imXLltG2bVsALl++jEKhqLSHqn79+gwYMIBhw4bh4uLC1q1bWbhwId988w3PP/98mftJrnmJ/xR6vZ61a9cyf/58zp07V+L5tm3b8swzz/DwmLHEmdScTtMypIEzgS5VFx5FMRqNDBw4kPHjxzN58mRSU1ORyWT4+Pig0+lo164d0dHRrFy5kjFjxtTIMQvZG5/PmTQdaoWMCc3c8VQXj2csFMf3GqPRSHp6Ot7e3tjZ3b2GqdEiWB6ZTZqu7PhPf0cljzZ1w66C7uyKcCy5AA97BSHu1Stov2rVKh5//HFCQ0O5cOGCLSY4MTGRzp07s2TJEgYMGEBmZiZubm413ns+NzeXdevW8f3333P6dMkkp44dO/L8888zZswYHB0da/TYEhL/RqojRLOzswkICECr1d5VhBYil8txcHAgPj6+Vtz09erVY+DAgSxZsqTEcxaLpdo949PS0kokRj788MOEhYURExNT5n4VfY2rtzoJib+ZhIQE3nnnHfz9/ZkwYUIxEers7Mzzzz9PWFgYB06eodnwJ1gVb2FvggadWRBQzQLvOp2OdevWIYTAzs6O++67z5Yh7+vra/vgqtVqLl68yCOPPMLYsWMZMWJEhb68KsLZNC1n0nTIZfBwY9cSIhT42yyhly5dwt/fn0uXLpU71k4u48GGLpS1UjeVnFGNXWtUhALcX9eR5h72VX6NLBYLH374IY8//jjDhg3j9OnTxRLT/P39iYmJoV+/fgA888wzDB8+vEbWXhRXV1cmT57MqVOnOH/+PM888wwODg6258+cOcPEiRPx8/PjjTfeICEhocbXICHxX+GXX36hoKCgwt/jFouFgoICli9fXivryc7Oxs/Pr9TniorQXr16MWzYsGLPb9q0ieDgYNRqNZ07d+bMmTM4Ozvz3nvv2caUVp2jXbt2JCYm1sj6JSEq8a/k2LFjPPLIIwQGBvLRRx+RmZlpe65ly5YsWbKE1NRU3vpsHrFujVkckcWpVC362xXfG7vYVbu/+qFDhxg7dizh4eGANTmpf//+pY61s7Nj5cqVjBgxgi1btjB69Ghyc3OrdfzoHAN74zUADK7vTINa7pxUWYKCgti+fTtBQUF3HZdvtHA0uYC10bmlllNSK2SMCXLFye6f9XWVk5NDs2bNePfdd3n33XfZunVrqdZGOzs728Xg1VdfZebMmYD1JmrOnDnk5+fX6LratGnD4sWLSUlJYfHixYSGhtqey83N5dNPPyUwMJDHHnusVO+BhIRE2QghWLhwYZX2/frrr6kNJ3SHDh1YvHgxP/30E8nJyRXeLywsjEceeYTQ0FA2btzIxIkTGTduHEajsdx9Dx8+TPPmzauzbBv/rG92CYm7YLFY2LZtG127dqVbt26sX78es9nqylUoFDzyyCMcOXKE8xcucP/Ix9hwS88v13K4km0oIXCUchnXsvXczDWQoDGSqjWRrTejMVowmEWZXxZffvklU6ZMAbCV6GnVqlWF1i+Tydi0aROLFy9m7969tG3btsp3yCkFJrbczEMA99d1oNU9zoivCG5ubgwdOrRY16lChBDE5RnZHJPLovBMDicVkGe04Koq/pWkuG3prUr2em1y8uRJ2rdvT2JiIjNmzOD999+vkFW1c+fOtpuVEydOsGDBAptVxWAovRFBVXFxceGZZ54hPDycEydO8Pjjj9tCAsxmM7/99hsdOnSge/fubN26tcas9BIS/8tkZGQQHR1daUEphCA6OrqY0aSmWLRoEZ6enjz99NP4+fnRuHFjZsyYwc2bN++635w5c2jUqBEbNmxgyJAhPPfcc7z99tvlfhdt2bKFPXv28Morr9TI+qUYUYl/PAaDgV9//ZU5c+aU6Hrk5eXFtGnTeOaZZ2w1P2PzDOyIzS+133plUMll2MlBk5aEg4MDnl5eHN+ymrS4GJ54+S3slXLsbo9RyWWEetpXuN7kjRs36NWrF7du3eLpp5/mq6++wtnZuUL75hnNLI+0lmkK9bBneKDzPXG/CyHI0ltKdf+XRlpaGmvXrmXMmDE2147ebCE8U09Yuo702/GgMqCpm4r23moauNjx1YUMbpc/ZXigMy08/zkiOz8/n169enHu3Dk6derEb7/9RuPGjas8n06nQ61WU1BQQGhoKJ9++injxo2rwRUXJykpiUWLFvHNN9+QnZ1d7LlGjRoxa9YsnnrqKakmqcT/PFWNEb158yaNGjWq8nFjYmJqrERgUQwGA3v37mX37t0cPHiQ8+fP4+LiwqFDh2zJSr169cLZ2Znt27cD1s/8iBEjmDdvnm2erKwsPD09mT17djH3fCGXL1+mW7du9O/fn7Vr1951TVKMqMS/nry8PL766isaNmzIxIkTi4nQZs2asXTpUhISEvjggw+KFZ4PdFExNdSDXv6O2JcRU9jA2Y6mbioCne3wd1Tio1bgppLjqLTWoAQwWAQ5BTo+Gt2bzT99Q4LGRIN+o+kw6VUuZxsIS9dxKlXL0WQt+xML0Bgrfk8XGBjI1atXef7551mxYgUtWrRg1qxZ5VqlDGbB+uhc8owWApyUDGlwb0Rolt7M2uhczqRpK7xPfHw8L7/8MvHx8aRqTey6lc834ZnsideQrjPjpJTRra4Dz7Xw4OHGrjR0VSGXyfC43Ya0h5/jP0aEWiwWVq9eTYsWLQgLC0OpVLJ79+5qiVDA9uUshGDKlCl06dIFgLNnzxIfH1/tdf8VPz8/PvzwQxISEli8eDFNmjSxPRcTE8Ozzz5Lw4YNWbBgAQUFBXeZSULiv0lFDQZl4eJSO41FVCoVQ4YMYf78+YSFhbFz504KCgruWqklKSmpRPynh4dHmcml8fHxDBo0iFatWtVsvGulC0pJSNQy2dnZ4oMPPhAuLi4laiR26dJFbN26VZjN5grNpTGYxa64PPFpkVqRc86liXNpBWXuk5iYKF555RWRna8ReQaz2Lprr7ielCFu5RlEdI5eXM3SiYvpWnE2tUCcSNaIQ4n54s/4fJFnqNiaEhMTRWhoqDhw4IAQQojo6GjRoUMHAYg2bdqIw4cPl7qf2WIR66NzxJxzaeK78AyhqeDxqoPRbBGHEzXi8zDr63YkqeK1MY1mi4jI0IkVkVnFXvtV17LFlUydMJVRI3TjjRyxIza31muIVpQDBw7Y3otDhgwR58+fF3v27BFCCGEwGMTRo0dr/Jg9evSoUr2/ymI2m8WOHTtEz549S3zWPD09xZw5c6R6pBL/k1S1jqjFYhFBQUEl6oaW9yOTyURQUNA9/V5r3769CAkJsT3+ax3Rhg0bipdeeqnYPpmZmQIQs2fPLrY9PT1dNG/eXLRo0UJkZmZW6PgVfY0li6jEP4bc3Fw++ugj6tevz7vvvlusA9LQoUM5cuQIJ06cYPjw4RUuR+FoJ2dAfWcmN3enSZEakckFJft8i9tRKnl5eaxYsYKoq1dwtpMzfEBfmtT1JMDZjsauKvwclTR0taO9jwNd6jjygJ8Tfeo54VxOMo1Wa7Um1qlThz59+uDl5QVA48aNOXPmDD///DNyuZwHHniA+vXrs3jx4mJxSPsTNFzPMaBWyHgkyBXHWk7euZlr4OerWRxJLuB2jhdOyvKPmWMwczBRw6KITLbG5hGvMaGSy2jvrWZKiDuPNXUjxMO+zGSxNl5qBta/N5besrBYLMyfP5++ffvSq1cv3Nzc+Oqrr9ixYwdt2rSxZcGvXr2aHj16EBsbW6PH37ZtG99++y0Ap06d4pVXXqmShVKUE3kll8sZMmQIBw4c4NSpU8Uy+jMzM3njjTcICAhg9uzZtRLbJiHxb0Mmk/Hiiy9Wad/p06fXyvdaSkpKiW1arZZbt25Rt27dMvfr1KkT27dvL+aJ27x5c4lx+fn5DB48mPz8fHbu3ImHh0eNrNtGhWSthEQtkpOTIz766KMSFlC5XC6eeOIJERERUWPHisnVi5+vZIolV4rf0a1YsUL07t3bZmk1GMrurpOutXbj+fpiulgblS0OJuaLyCydyNGbyrzbPXv2rPD29haXLl266/rMZrP4+eefhYODgwBE165dxXfffSeOxKSKOefSxGdhaeJmrr6SZ1058gxmsflGTjErZuHPtWxdqftYLBYRnaMX66JybNbn/9t8QjTv2lNsPnFR6E3/DOtmeej1evHrr7+K1q1bC0AEBQWJdevWlWmBN5vN4sSJE0II62uwbdu2Grd4rFy5Utx3333CZDIJjdEsTKaKd8n67Xq22BqTK+LyDBVe18WLF8WYMWNKWHycnJzE+++/L3Jzc6t6KhIS/xiq01kpKytLODk5CblcXiFrqFwuF05OTiIrK6vmT0QI4ePjIyZNmiTWrFkjDh06JFavXi26desmZDKZ2LRpk23cXy2i586dEwqFQowYMUL8/vvvYtGiRSIoKEioVCrx/vvv28YNGDBAKJVKsXTpUnH8+PFiPzpd6dcEISr+GktCVOJvIy8vT3zyySfCzc2txIf2ySefFNevX6+V41osFhGeoRU6nc7W/uzw4cNixowZoqCgbJd9UTaWIdQWXEwXa6KyxcEEqzjNzM0XQgih0+nEm2++KdLT0ys0v9lsFtu3bxe9evUSgFAo7UTvKS+L389crtpJV+SYFos4k1ogvjqfXuq5zTmXJhL+0v7SYLaIE8ka8V14hm3M52FpYktMrjh6KVKMGzdO3Lhxo9bWXFNER0eL4cOHC7VaLQDRu3dv8dVXX1U4BEQIIQ4ePCgAcezYsRpfX6GI/OHQReHrHyBOnj5d7j7ZelOx/7sfLmeKUykFosBYsXOKjIwUTz31lFAoFMU+n+7u7mLu3LkV/qxISPwTqW6Lz507dwqFQlGuGJXL5UKhUIhdu3bV8Bnc4dtvvxWDBg0S9erVEyqVSvj7+4tBgwaJffv2FRtXWovPDRs2iGbNmgl7e3vRoUMHcfjwYaFQKMT8+fNtY+52fjExMWWuS2rxKfGPxWg08tNPP/Huu++Snp5u2y6Xy3niiSd4++23iyVR1BYDBw5EpVKxbdu2Su+bXGBiWWT2XcdYrhxjwcynOX36tK3QfWVJ1Zp4/fvVHN+0gugTBzAaDLi6uvLqq68ybdo0PD09qzRvaVzJ0nMoSUOWvuyEqedaeOCmupM1b7IIFkVkUmASuKrktPNS09pL/Y+r+VkaKSkpvPrqq0RERHDu3DkUCgUhISGsWrWKNm3aVGnOS5cu2cp5rduylcyg+/F0sMNNZU2Gc7dX4KZS4K6So65AmMNfWXPmOgvmfsaE195jVPO65CffomHDhmW6+7L1Zi5k6LiYoUNzuxSBQgYh7va08VZT30lZrqvw5s2bfPzxxyxZsqSYC69OnTq8//77TJo0qdzOWRIS/zSq2+ITrG0+R40aZQubKSqnCj9Xjo6ObNy4kQEDBlR/0feAvXv30r9/fw4cOEDPnj2rNZfU4lPiH4cQgo0bN/Laa69x48YN23aZTMb48eN59913adq0aa2uISwsDD8/P+rWrcuRI0dwd3enZcuWVZprbXQON3JLFv4VRj2DG3vRWGXgiy++YNasWVXOtDyVqmVfggZz5Ck+njSaKVOmsHr1ajIyMpDJZDRq1IjOnTvz0UcfVaukiG3tQpCmM3M1S8+xlJIZ8q+08UL5l0oElzJ0OCjlNHa1Q15E1JjNZjQaDU5OTjXe0rKqHDlyhKVLlxIdHc2RI0cwm800b96cgQMHcvPmTdatW1esM1JpaIwWzmfoCHFXlVnf9OrVq4SGhjJ+7jJa9B5S6hh7hcwqTm+LVDd7xZ2/VQpUipIC8Uya1tbEwJCfy9zhHXj37bfKrednFoLoHAPn03XcyLvznvW0V9DWW01LT3scyxHGUVFRvPn2O6xfu6bYBTcwMJCPP/6YRx99tNqtBCUk7hU1IUTB2tVo+fLlfP3110RHR9u2BwUFMX36dJ588slSayn/U5g2bRp9+/bFy8uLiIgIPvzwQ/z9/Tlz5ky1P8+SEJX4R3H48GH+7//+r0Qf7AdHjOTzT+cQHBxc62vQ6XQ0aNCAKVOm8Mknn1R7vvh8Iyuv5xTbFrH/d/bMe4fwsLN4e3tX+xhZWVmkyx1p5KIiMz0NX19fwFp2Y9u2bXz44YckJSVhNpsJDQ3FxcWF559/nhEjRlSrTEihAFbJZRgs1q8ItULGS629KjzHuXPn6NChA2fPnqV9+/ZVXkt1yMzM5NtvvyUxMZEjR47YumANGjSIkSNH0rdv3xKdn8LDw3F2dr5rrb8V17JJ0JjwVisIdlcR4m6Pt1pRzLp4/uIl6gaFkGu0sP/QYQLbdCLPBDkGCzkGM+WVuXVUymzW00KRmmMwc7zIDULk0b20b9+BR9s3IvrCWQIDA++anABWK+nFDB0XM/Xk316EQgbB7va08bKngbNdmVbSbTfzUCZdZ9Ens221CAtp164dCxYs4IEHHrj7iUlI/AOoKSFaiBCCzMxM8vLycHFxwdPT829NuKwojz32GAcOHCA9PR03NzcGDRrE3LlzqVOnTrXnloSoxD+Cq1ev8n//93/8/vvvxba36nwfvV6YzZCe3RjUoHp12e6GXq/n22+/5emnn8bFxYXw8HBCQkLKtXpVlFXXs7mVb8JisSCXy8lNS+b4mp955fU3GRTkjaIavdFTU1Np3bo1n376KU899VSZ4/Ly8ti1axc///wzu3fvxmKxoFAoqF+/PvXr12fWrFl06tTJJmLLI8dg5qcrWRgtMLqxK8kFJo4kF+Blr+Dp0IpnS2ZlZbF371769etX81mWZZCamsqKFSvYv38/aWlpnD17FrPZjKurKw8++CADBgygf//+dxVrPXv2xMnJqcR7tijhmTq2xxZvzelpryDEXUWwuz2+DndEaVxcHEFBQfz00088+eSTgPWipTUJsg1mcgwWsvVmm0DNNpjJNVhslQoqghzBkqcG0KZ5MGtWr67QPhYhiM61Wkmji1j2PezltPVS08pTXaIywy+R2WTozDzW1I3YS2eZNWsWBw8eLDZmxIgRzJ07t9zWrhISfyc1LUQlSiIJUYm/lZycHN577z0WLlxoa8MJ0KhpMAOmzybw/n7IZLJa7wx08+ZN2rRpw2+//caQIaW7SKtDTK6B2T+vYd+PX/Lh6j9o7efOnwkaLALqOSkZ0dAFF1XV3dILFy5k7NixFRaRFouFqKgoDhw4wDfffMONGzfQaKyuXIVCQYcOHRg8eDBNmjShUaNGdO3atYTbfMONXK7nGAh2VzGykStCCA4mFZCoMfFY03+Gi8lkMnH9+nWuX7/O3r17Wbt2LTKZzNZnWaFQMHbsWHr27ElISAjdu3evsJspNTUVs9mMn5+f7QajxPEtgm/DM9GWoRbdVXJC3O3pWscBtVLOqVOnaN++PUqlkvDwcFq0aHHX97wQgjyj5Y441Vt/x+YZy+wYVpCThafcyFNdgok8f4bc3FxbO9HyyDHctpJm6Mm7Pb9cBsFuKtp4qwm8bSVdcDEDrVngpJTxRDN33O0V7NmzhxkzZnDlyhXbfEqlkhkzZvD222/j7u5eoTVISNxLJCFa+0hCVOJvwWKxsHTpUl599VWy8wuw9w/BrM3FXaZj2Itv0GTgGOQKBX6OSvrWcyLAueaTHBISEpg3bx5z5szBzs6O7OzsWrsYCiH4bOcZNi/9jsXzvqBtPS8SNEY2x+SRZ7TgqJTxUEMXAl1U5U92mw0bNuDo6MjgwYOrtbZz587x+OOPs2jRIuLi4li8eDFyuZzIyEhbkpharaZJkyZYLBYaNWrE/YOGE63wRimz8OaIXgTW9bGdZ2y+kYaVOI+MjAy2bdvG8OHDbTVTK0NKSgrp6emkpaWxd+9ejhw5gpeXF9euXSMiIsIWp1joAhs5ciQDBw5k165dtG3blueff77SxyxKbm4uAwcO5OXXZnFf/6Fk6s1k6c1k6s1k6sxk6M1Yyvj2VCtkDKrvTIhH8VaZKSkpNGzYkK+++ornnnuuUusRQvDz1Wxba9Si2CtkhLiraO5hda1Pe+45wsLCOHHiRKVu8opaSW/kGik8PQ97OS091RxOulPL1NNewePN3HBUyjGbzSxZsoQ33niDjIwM2xh3d3c++ugjnnnmmRrzQkhI1ASSEK19JCEqcc85fvw4zz//PGFhYTiF9sK99ySUztasbrVKSX0/N5rW8+CJDv509a89K2hYWBjDhg1jz549hIaG1soxDh06xPz581mzZg0xGgv7EjQ8E+phO6cCo4UtN/OIzTciA3r6O9LF16HccxZCMGrUKDw8PPj555+rtcbo6GjmzJnDt99+W6x3uBCCCxcusHv3buzt7bl27RqbNm1Cq9WSk5NTLBHFxcUFZ2dnjEYjAwYMwM3NjRs3buDn50fXrl1xcHDgxo0btGrVCi8vL3Jzc8nJyaFVq1Zcu3aNsWPH8tVXX9GlSxfy8/M5d+4cDRo0QC6XEx4ezoULF2jVqhXZ2dkcPnwYg8GAXC7n1q1bNksuWBPaFAoFvXr1olmzZhiNRpo3b84jjzxCvXr1ynxdhRAVep/pzRay9JZiQjM1T8vP779K5zGTqdu04u+jhi52DG3gXKYlfM+ePXTv3h0HBweysrIqHLaQoDGy4tqdmGSlDJq6qQj1tKeRi6pYEllhvJqXlxdXrlzh999/Z/r06ZXKbs81mLmYoedChs5mJf0r/o5KHm3qht3tY+fl5fHpp5/y+eefYzLdaRrRqlUrfvjhB7p27Vrh40tI1CaSEK19JCEqcc9ISkritddeY+XKlQC4dBiOS8eHsHMvPQ5PIZfRMdCD/qF1GBBalwZejtVew+nTp/n555/57rvvkMlkGAwGVKqKW+8qy4kTJ3j//ff59ddfcXd352aekUauxY9nEYLDSQW25JJmbiqGBDqjVpTuIk5PT8fb2xu9Xo+dnV21MhZNJlOlLVB/xudz7FYWluQYXG6eZeOGDVgsFry9vbly5Qr16tUjJyeHq1evAmAwGIqV86kshQIxMDAQd3d30tPT8fDwoG/fvhw7doxr167x448/0qpVKxo0aICDg0Ol5p8/fz4RERH8+OOPgNWdnm2wikyb4NSbydJZyDeVfR4quQw3heDaoT8YNvJhPO0VeNoruJZjKJY4pJRBL38nOvioKyR+k5KSaNWqFV9//TWPPfZYueN/j8sjPENPI1c7Qj3saepmX2pm/V9ZvHgxCxYsICwsrEoXXIsQROUY2HIzr9S41SZuKh5u5FKsYsLp06eZMGGC7b1SyKRJk/jss89qJJFPQqI6SEK09pGEqEStY7FY+P7773nttdfIz7+TuNGoWQhDXp1DtkHOif0HadpjBLFpGgoMJV2KAMF1XBjYsi7DW/vRtE7VMr13797N22+/zc6dO2u0tmZRoqOj+emnn/jkk08qZc29nqNne2w+erPAw17Ow41c8XEoLhK/+eYbPvnkEyIiIqqd2LNmzRrmzp3Lvn37Kpw5n1KkLuqTwe7UdbSu724WRYvFQnZ2Njdu3MDFxQW5XE5KSgrJyckEBgZiMpmIj4/HycmJhg0bIpfLSU9Pp27duvj6+uLs7Fym2E5JScHJyancslc5BjO7b+VjEberK9/+NhPAoU2/kXjjGqNeehudhbvWR1XIwMNegcdtkempvvO3k1LG1q1bGT16NBcvXqR58+YA7InP52yaDgBfBwUPBrrg7VBx8W+xWPj2228ZP348np6emM3mMstcCSG4nKWnsasKhyrUH9XpdKjVahITE5k/fz6zZ8/GycmpwvsfTtJwNLlkOa9C2nqpGVjfCZlMVuw8jh07xtNPP83ly5dtY93c3Pj888+ZMmWKVO5J4m9DEqK1jyREJWqVS5cuMWnSJM6cOWPb5uziyoMz3ib0wSdQKJUEOCnpG+CEn6MdBpOFc3FZ7Luayp7LKcSka0qdN6SuC8Na+zGstT8Nve9+ofzzzz/5448/mDt3LkCZiSU1xbZt23j55Zc5fPhwuSVy/kqW3szGG7mk6czYyWFQfWdaeN75YKakpLBpy1aeeXpKtUMWTp8+zfr16/n0008rNJdFCFZcyyGpwEQHHzX9A5y5desWAQEB1VpLdHQ0M2fOZN68eVXOoK6Iaz0sXcuuW6W/nwrxUStI15lxU8nxtFfgoVbYLJse9gpcVfJiFr3SiIyMtJUZE0Kw5WYeV7MN3FfHge51HatVISErK4uePXsyb948+vbtW+V5ymPbtm3MmDGDM2fOVPiG7Va+kV+v51DeheIBP0cckyIZN24c27dvt9UENplMLFq0iDfffLNYuEX79u358ccf/7bSXhL/bWqjfFOGNoN8Qz7OKme8HLz+FeWbapOKvsbS7ahEpdBqtbz++uu0a9eumAjt+fBjvLT5FK0enoino4oRDV0Y39QNP0c7IiIiGDZkEM3cZbw5pDn7/q8ne1/uwWuDgmnXwJ2in9WryXnM3X2NXnMP8OA3R1h6NIZMjaHUtSQlJXH+/Hm0WqulpjZEqNFoZOPGjQAMHz6ciIiISotQsFrbJgS709LTHqMFtsXmszM2l8+/+IKcnBzq1KnDg+OfYuX1HBI1JYvkVwRhbdlLp06d+Oyzzyr8JXg+XUdSgQlnOzk9/BwxGAy0adOGzz//vErrqCm2bdtGy5YtMRhK//8vpJ23A118y3bbX9mzmc1vTmZmKw+ebeHJmCZu9A9wpoOPA41cVbjbK8oVoYBNhH7++edMnz4dOTC+qRs9/Z2qJULBmuXfuXPnWu8oNnz4cCIjI/H09CQ3N5eXXnqpWHLRXzFaBEeTC6jnpKSZm4q2Xmrur+tAvwAnHmrowqNNXJkc4s6LLT25r44D3t7ePPDAA8U6iSmVSqZPn87169d59NFHbdvPnTtHx44defXVV22daSQk/m1k67JZcGIBTRc2xecLHxotaITPFz40XdiUBScWkK3LvifrWLVqFZ07d8bNzQ1XV1eaN2/OlClTSE1NtY3p1asXw4YNq/TcK1eupGvXrnh6eqJWqwkODubDDz9Er9fXyNoli6hEhdmzZw9TpkwhLi7Ots2/YRDD3vySRh27oZLLuL+uAx19HIolTty8eZOnn36aJUuWUL9+/RLzpuTq2HExie0XEzkXl13ieTuFjD4hvoxqH0BB1GnCL13g7bfftiXVlOk6FoJUrZlEjZF23hWL2/srGzZs4NFHHyUiIqJGuj4JITifoWNvvIb0hDgWPd6fxT/8wPhHRqExWlgYnglACw97evo74lqJ0k9ff/01u3btYsuWLRWOD803WvjxchZ6i2BEIxdC3O0xm838+eefNG3atEa6NVWVy5cv21rBllf1IEFjZE1Urq34flHqxp7k0NYNLFq0qEYsHz/88AMJCQnMfu+9CgnYyqLVapkxYwbvvvsuAQEBNT5/IUePHuXRRx/lyJEjVW5BW4jRaESv11eog9j+/ft55plnuH79um1bYGAgy5Yto1evXtVah4RERamRFp9Ruxi1dhQFxtstPov4DWTcbvFp58iGMRsY2GRg9RddBp9++ilvvvkmM2fOpH///gghCA8PZ9WqVSxbtoy2bdsC1u9UhUJR6QYyX3/9NdnZ2bRr1w5nZ2dOnjzJ+++/zxNPPMEPP/xQ5n6Sa16ixsjOzmbGjBksX77ctk1pZ0ffyS/R7cnpqOzVtPayp4efU7k9xnU6Hfb29mWKwssp+aw+G8+56DTCE3JLPO8gM+GccZnfPnyeJnVci89ttpCoMRGvMZKQbyKxwGjrXvN0c/cy2zGWRlxcHA0aNEAIwfXr12nWrFmF9y0Pi8VCYr6BrXEFpGRm4enhbi3x5GzHlxcyuN0SHKUMutRxoIuvY4WSUnbu3MnJkyeZPXt2hdeyJSaXK9kGglztGN3YtUZdSUIIW7xgbbmokgtMHE7SFCvIXpTCUIPa4uLFi7Rs2bJGrfGRkZEMHz6cdevWVbnnfUUxGo3Y2dmh1+v5+OOP+b//+78qtSOcPn06p06d4ujRoxVq52owGPjyyy+ZPXs2RuOd/7upU6fy+eef/6NbIkr8b1BdIborahdDfx2KEAILZcefy5Ejk8nY8diOWhOj9erVY+DAgSxZsqTEc7UVsvbWW28xb9488vLyyvzMS655iRph586dNG/evJgIbdT+Pl5cfZBeU1+jiZcLE0PcGdzApVwRqtfreeCBB8psrxmXZ2RPip4erQPY/uID7J7Zg2d6NMatSDK6VihJ82xNv3mHGfP9cRYfi2XHzVx+vpLF/IuZrI3O5Viylth8qwi11j+0L/V4ZXHw4EGaNGnCmTNnkMlkNSpCwXrRfmfGczwZ7Eaovzdak2BNVC4nUrS4FbGAmgQcTdbyw5UsLmXoKOuesXD7oEGDKiVCb+QauJJtQCmD/gHWclparZannnqqRLZzVQgLC8POzo6wsLAqz5Gfn8+KFSts4ReFpBSY2HAjl2WR2UTnGrGTQ9c6DtRxuPP61XFQ0Nv/Tpzxnj17GDVqVLEGC9UhKSmJLl262LLya4rg4GCuXLlCmzZtMJvNrFu3rsz/++pSWM7p4sWLLFq0iNjY2CrN8/TTT/Pyyy9XSIQCqFQq3njjDS5evFispNMPP/xASEgIO3bsqNI6JCTuBdm6bEatHVWuCAWwYLGW5Vs7qtbc9NnZ2fj5+ZX6XFERWpprftOmTQQHB6NWq+ncuTNnzpzB2dmZ9957767H9PLywmg0Vqtyim2N1Z5B4n+S3NxcpkyZwuDBg23dauydXXj4na+Y8sNm6jRqyshGLoxr4opvBTOF7e3teeqppxg6dGiJ586n61gdlYPWLGzuzmZ1XHhjSHP66w5SL3orfUProCxiGTwVk8mnW8N5Zelxtp+6SYHWgL+jks6+Doxs5MKLLT15JtSTYYEuFbKGFl7su3fvzvfff0+7du0qdF6VpVu3bvTo0QMnOwWPBLlyf10HBHAwqQCtueSHOt9oYUdcPr9cyyE+v6Tl78svv2TSpEmVEitGi2D3LWulg+5+jrjbWwXErVu3OHv2bI1YMAMDA1m6dCmBgYGA9fW9mmWtS1lR4uPjmTBhAidOnAAgTWtiU0wuSyOzuZ5jFdGdfR14NtSTXv5OtsYBKrmMEY1ci4WIODg4YDQai1V4qA5+fn5s3bqViRMn1sh8RSkUdHv37mXcuHFcvHixxo9RlE6dOhEbG0vr1q2xWCx8/fXXFYrb3LJlCyaTiVatWjFmzJhKHzckJISjR4+ycOFCm8UkOTmZYcOGMX78eLKysio9p4REbfPL+V8oMBaUK0ILsWChwFjA8gvLyx9cBTp06MDixYv56aefbNfrihAWFsYjjzxCaGgoGzduZOLEiYwbN66Yl6IoJpOJgoICDh8+zPz585k2bVqlahOXheSalyjB3r17mTBhAklJSbZtTbv24uF35+Net55tWwsPe4ZVsT2n2Wxm1apVPDZ+PPsStZxLvyNO7qvjgEPSNc5fjyGkx0BuZmtJ0VswI0erN3ItJp2I6BRy84sHSivlMoa08mNS90a0re9eqfUkJSUxZswYvvnmm1pxhwohOHz4MD169Cj1+agcA9ti89DfpcG4Si4j2F1Fb3+nYj3AV6xYQXR0dLl3sEU5mKjheIoWH7WCp0LcUdRydufNPAMHEwtIKjAxpIEzrb0q7gpLTk7Gzt2bI0kFXMm2Ji4pZNDOW03XOo44F3ktrmXr2RiTx4OBLoRW0hJeHSIjI1m9ejXvvvtujYchXLt2jWbNmhUrUl+bhIWF0b17d37//Xd69uxZ5rirV6/SqlUrVq9ezahRo6p93NjYWCZPnsyff/5p2+bn58eKFStqtZKAxH+TqrrmhRA0XdiUG1k3isWElocMGY09GnP9xes1/h0RHh7OyJEjiYqKAqBRo0YMHz6cmTNn0rBhQ9u4Xr164ezszPbt2wEYM2YMYWFhREZG2iyny5YtY+LEicyePbvYNcVkMhUTnU8++SRLliy5q9tfcs1LVBqNRsNzzz1H//79bSJU5ejEyLe+ZOK3a4uJUICILD27bmmq5DY8ePAgU6ZM4bOtR4qJUICzaTqmffAFcz7/gqPJBSTqwYy17E5nP2deH9CUP1/uycrJnRnSqq7N6mWyCLZeSGTEt0cZuego2y4kYirFwlgabm5u+Pj41FosY+FFvSzLVhM3FROD3fF3LGm59bRX8FBDF15s5cnQQJdiIhTgiSeeqJQITdeaOJlqdXUPauBsE6E6nY6EhIQKz1MeWVlZ/LhyNT+fjWV1VC5JBdZOO17qiidgZenNnNY58dOVbC5n6VHIoL23mmdDPegX4FxMhALUc7KjjZf9XUXo6dOnefLJJ2vEpVTI0aNHWbduHbm5JeOaq0thaMgvv/xC8+bNi2XB1gbt2rUjNjbWJkJ37dpV7DNeGNoQEhLCpUuXakSEgtWCvmfPHpYtW2arcZqUlES/fv2YOXMmOl3FLekSErVFhjaD6KzoSolQsCYyRWdFk6nNrPE1tWzZkoiICHbs2MGMGTNwc3Pj66+/pnXr1pw/f77M/U6fPs2wYcOKicmHHnqo1LFKpZLTp09z+PBh5s2bx7Zt22rMGyQJUQnAWkqldevWLF682LataafuvLT2EJ1HTUAms+YAqhUyXO3k+KgV1HNSkmMwczOv8uWG2tzfg9k7TqFo2AIAk9FAflY68ZfPY7AIRsz6hLd/2UTXOo483MiF6S09mRrqwdBAF9p4qfFxtKN7Ux8Wje/A0df78GKfJng63QkmDYvL5sXfwug19wDLj99EW0Yx/ZUrV3Lr1i0cHR3ZuHEjrVu3rvS5VIQhQ4Zw5MiRu87vbq+gc5EyRIVRCPlGC36OSlsbxUIWL17M66+/XqkbASEEO28XgG/rpaae05073J07dxIQEFDlOMGiZOnNLD1yialPPMr5yKhiz3naly9Es/VmdsTm8cPlLM7GpTF/TE905/5kaqgHA+qX3T7TyU7OgHKSk3Q6HdevX79r2aLKMmnSJM6ePYubm1ux1pY1ybBhw3j//ffx9fWtlfmLUtj56PTp0wwaNIh9+/YBVqvIsGHD+PLLLwGrGK1JZDIZTz75JFeuXClmjZ0/fz6tW7euVryxhERNkG+oXmhPniGvhlZSHJVKxZAhQ5g/fz5hYWHs3LmTgoICPvjggzL3SUpKwsfHp9g2Dw+PMt3tHTt2pHv37rz00kv88MMPLF++vFgZx6pSuR6AEv9zWCwW5s2bx6xZs2yWDrVazceffcG4SVNxsFOgkstQKWQoZWWXSqoM0TkGtt7MQ+FtLU1zbPWPnN60Cp+GTUmLucaLq/czpW2ArbtPedRxVfN/A4J5vncTtp5PZMnRGK4mWz/s8Vla3t0SwYK913nq/oZMuK8hbo7WD5lGo+Htt9/m2Wef5fXXX6/2eZXGzz//TGBgIP369aNbt27lji+M1ZTL4JHGrpzP0HE128AfcfmMa1I8q12n06HX6yv1f3IxU0+8xoSjUkYv/+KtVXv37s2GDRtsMZ1VQWO0cDS5gPPpOkx+wcw+dAOVw53jOChld+0MlGMwczxZy8UMHRZABnRu6EPG8EEMaxNULJmrLMqr6fnAAw9w9OjRGrd+29vbo9Fo6NOnD1OnTmXy5Mk1Or+3tzfPPfccYK2xevz4cT766KNabeLQqVMnzp07Z4uXjouLo1u3brZyMLVF/fr12bdvH19//TWvvfYaRqOR69ev06lTJz766CNeffXVCidGSUjUJM6q6lXhcFFVrXtgZRk4cCBt2rThypUrZY7x8/MjLS2t2LasrKwyY0SL0qFDBwCioqLo2LFjtdYqCdH/MElJSTz++OM2awdA27ZtWbNmTY1nihdSaL1r663mVr6RhDw9dYJCaDt4FO2HjUEIgVwu50RKASMauZYzW3HUdgrGdKrPIx0DOBadwQ+HbnDwmvVDlqEx8OWeayw+GM3YDv480dmfRn7enDlzptZi7oQQbNq0iWbNmtGvX78K7eOmsoqK4YEuNHRV4eugJC4/i9h8I2HpOtr73LGYvvTSS5Ve0/XbMZZ96zmh/osgdHNz4+GHH670nIUYLYIDiRoisvRYALlCgdq5+JeuVxnW0DyDmeMpWs5n6LAIqwBt6WlPt7qOeNgrGPLVl1VeV2nIZDKuXLnCqlWr+PDDD2tMlDo6OtK/f/9aS3Qr5ObNm8XqcNYm7dq1Y/369Vy9epX33nuP/fv388ADD9T6ceVyOS+99BL9+/fn0Ucf5dKlS5jNZt544w1+//13Vq9ejb+/f62vQ0KiKF4OXgR5BFU5RtTToeZbUKekpFCnTp1i27RaLbdu3aJFixZl7tepUye2b9/Ol19+abuh3bx5c4WOeeTIEQAaN25ctUUXQUpW+o+yfft2JkyYUCwr9ZVXXuHjjz9GpVLdZc+aZdoLL7Bn7598v+cESTrBrq2buXHuBINfeo+nW3pXOCO/LMITcvj+0A12XEykaK1zucXIlF7BTO3RGG/nmk9qKayfaTAYUCqVFbZaCSG4mKmnTZFknqvZejbH5GEnh8khHuzbsYWYmBhefvnlSgsoIQRRuQaauKqK7Xv48GE2bdrEJ598Uu2i7wVGC+FZenaHXWXdvA8Z+MJbeNazWllbe9kzpIFLsbFHU6wW1MI8rVAPe7rVdShW6cBisbBnzx7q1atHy5Ytq7W+QjZt2sTrr7/O0aNHba7omsRsNhMZGUloaGiNzw132p9evHgRX1/fKnX8qiiPP/44dnZ2DBgwgLFjxyKXyzGZTBVunFBdDAYDs2fP5rPPPrPdzHp4ePDrr78yaNCge7IGif8tqlNHdMGJBczcNbPSQnT+oPlM7zK9skstF19fX4YPH87AgQPx8/MjMTGRhQsXcuzYMTZu3MiIESOAkslKYWFhdOrUieHDhzN16lRu3rzJl19+ya1bt3jrrbd49913AejRowcjR46kefPmVkPRiRPMnTuXbt268ccff5S5LilZSaJUDAYDM2bMYPjw4TYR6uPjw549e/jiiy/umQgtTBSZOWMGi7/9hj713Rjf1J37nPT4mHLoFeDCrVJKFVWWlvXceOuhVrw5tiOtm9ZBddsKaJHb8cOhG3T/bB8fbb9MWl7NtCqDO/G20dHRqFSqSrlOZTJZMREKEOJuT3N3FUYL7IjL49KlS5w4caJKVjyZTEZTt5INBW7dusWpU6ewt6++KHe0k9POWw0WM5qsDCzmOzGTf7WIGiyCc2lWERrirmJyiDsPNixZbksmk/Hss8+yatWqaq+vkJEjR3Lp0qVaEaFgLavVrVs3srOza2V+mUyGEILJkyfzwgsvlDrmTKqW5IKqxaxeuHCBgwcPArBkyRKWLFnCo48+ilwu5/Tp04SEhNwzq6xKpWLOnDkcPHjQZvnJyspi8ODBvP766xVyJUpI1BRPtn0SRztH5BWUUHKZHEc7Rya0mVAr63nvvfdITEzk5Zdfpl+/frz88su4uLjw559/2kRoabRr1461a9dy+fJlRo4cyc8//8yyZcswm83Fmkp07NiRH3/8kVGjRjFmzBg2bdrE+++/X2HraXlIFtH/EHFxcYwaNapYcPGQIUNYtmxZiYDl2mTp0qUsW7aMPXv2lCp8Cy09Bw4cYN++fbzzzjuVrlUmhCAu38iJFC0xeUZiL5wm+fguvvt8DosP3uDXU3EYTHeyph3sFEzs1pBnegbh5lC9umgJCQm89dZbfPvtt7bs3+pSYLLw05UsCkyC/gFOtPOyr9XYwOqy+1Y+59J1eNkr6OCjZne8BoBRjV1o6lZc7Iala6nnZFeu9TslJQVfX98aj+2Mj49n3759TJhQsxcJjUbDiRMnar300K1bt7C3t8fX19f22SnkWHIBh5IKaOulpoe/I453ic+9kKEjwElpuwl46KGHMBgMpVo84uPjmTNnDl999VWN3LxUhvT0dJ544gl27txp29alSxfWrVtXagthCYnSuNedlX4f/zsDggZUZ8n3hL1799K/f38OHDhw1/JtFUGyiEoUY9euXbRu3domQpVKJd988w3bt2+/pyIUIDQ0lE6dOpUpKAq3X758mWPHjlUqKUEIwbVsPSuu5fBbVC4xtzP602OjiL14Blc7wXsPtuDwa72Z2K0h9rcvzFqjmUUHounx+X6+OxBdZpb93UhPTyc/P5969eoVK0FTEzgq5TTIjiZsxzr2J+STY6y5+8eMjAw0Gk2NzReVY+Bcug65DIY3dKG9jwP317HGtpaWMd/O26FCIRh16tSplfJaq1ev5s0336yxQveFODk52UTokiVL+T08luQC012rHKQUmMjSm9GaLFgqaCOoX78+vr6+ZGdnc99997Fr1y7bc4Wv6/kMHd9fzuJsmrbUeXMNZv6Iy+fddft4e91+DiRq+Hjh92VaPAICAvj222+xt7cnOjqaKVOm1Oh76G54e3uzY8cO5s6da/tuOHnyJK1atWLbtm33ZA0SEgObDGTHYztwsHNAdvtfUQq3Odg5/KNF6LRp09iwYQMHDhzg22+/5fHHH6ddu3b3JA68EMki+j+O2Wzmgw8+4MMPP7RdAAMCAti8ebMt6+1ecPPmTRYvXswnn3xSKUteYZ/c8+fPs3DhQubNm4era8kkJrMQXM7UcyJVS4bujohMib5KnSBriZk2HnZ4OtihkMlQyEEhk5Gj0bP+ZCy/n4/HWKSYvLezPZN6NObhDgGolQrkMlDKZMhv71daBYF+/frh4OBQaxfD999/n6W/reXp5Xtp6OHAY03cakSYvfHGG6xatYrY2Nhqz6cxWvj5qtVy65dxjalDe3PixAnatm3Ljrh8BhepW1oVxo0bR3BwMO+//3611lkUo9GIRqPB3d29xuYsSlZWFs2bN+eh5/6PRg9OxMVOTlM3FU3cVDRwtivW/WnehQz0RYKZ7eUy7JUy1AoZaoXc+ltZ5O/C7UoZwqDjnZen88orr9K2VShymYxcg5lFEcW7E/moFfQLuNOFCqzlto4kaZg+sj9ufvUZ97G1jJvz7bU2u73W0ioS7Nq1izfffJO9e/fi4eFh264xWspt+1tdTpw4wejRo4vVv33zzTf54IMPpKx6ibtSXYtoIdm6bJZfWM7XJ78mOivatj3II4jpXabzZJsncVO73WWGv5fHHnuMAwcOkJ6ejpubG4MGDWLu3Lklkp+qQkVfY0mI/g+Tnp7O2LFji2XFDx48mJUrV+LpWfOZe3dj27ZtzJw5k8OHD5fZE/dubN26lblz5/Lnn39iZ2dnE6iFnE/X8WdCPsYiHpKok4dYMm00zy3fRf0Wd89iztPoORMez7XYdIp+Itxd1HRt04BAf/cSIk0GzGzthep2wc/z589jNptrVeCnZGazNsGMxiToV8+JjkXqjlaVmJgYrl27xsCBA6s1jxCC9Tdyic410sDZjr5uetavW8eYMWPw8fHBIu60b60qX331FQEBAVVqJ1ke2dnZXL16tVjv85oiLS0Ni5MHSyOzi21XyWU0crWjiauKxq52rIvOQ2u2oDOLu3bZKg+z0ci1g3/QZfAIco2luw1D3FXc763kx6/nMWLECFq0aMGthAT0jh7EaCxczzYU29deISPI1SpKG7uqbO97uHPDmJ6eztWrV+nevTs74/Kp66ikrXf1kt/KIysri4kTJ7Jlyxbbtv79+7NmzZpiwlhCoig1JUQLEUKQqc0kz5CHi8oFTwfPWmuQ8m9BEqL/cc6ePcvw4cNtHZLkcjkfffQRs2bNumexhUIIjh49Svfu3QHQ6/XViicrjH+Li4tjwIABrFu3jlatWtme1xgtHEspICzdWgJICMHVQ7sJ6TEAmUxGe281SrkMsxCYLVYrqllQ7HFiZgG7z97kSmzx7hf167jSo30g3u5OmG7vB/BaWy/++P13Bg0aVGsWmOzsbM6ePWtz8xa2sVTKYHJzDzzKKIl0LVtPEzdVtcVfRQlL17LrlgZ7hYxJIe4Vqvn5T+LZZ59lz549XLt2rdb+L1/9YS3nw87Rd+orJZ6TAfWclAyq74y3gxIhrGJUV/hjstz522xBZyryt1ncfmz9+8zubax+Yyoz1h7Cp2GTEseyxZKaDPz4RD/eeu0VJk2aVGJMitbMtWw913MMpBXxNChk0NDFjmbu9jRxVdksn2+88QbLly8nKiqKXclGrmYb6BfgREef6t8w3Q0hBF999RWvvfaaLRGyQYMGbN++vdh3hIREITUtRCVKIgnR/zC//fYbTz31FAaDtWakl5cXa9eupU+fPvd0Hfv376dPnz6cOHGCLl261Ni8cXFxvP3223z77be4uLgQHh5OSEgISqUSi8XCizNfpsEDQxFBxa2gjzR2JcitYlUBwuKy+GjHFc7G3nFrymTwcLsAZg0KxsfFHgFci4ykZcuWrF27tlo1OO/GggULeOutt4iLi7NZsrfdzCMiS0+Ak5LxTUt30a+4lo2TUs6DDV2KuX+LsmHDBmJjY3n55ZertcYMnYmlV7MxCXiwoQuhHvbk5ORw5MgRunfvXiwDs7qcP38evV5fo+8psPa0N5vN1KtXr/zBFUBntpCuNZOuM5OmM5GuNbN68QKiwk4y/vMlyP8idu3lMgY3cCbEo/rJP0IILkdeB98GbL1pbe5Q+B5JuhbO2ref582lG+gb2ojGTjLU9uV/LrL0d0RpvKZ4Jn6Ak5KmbiqCnBVkxN8kODiYFeHJxBZYUNqp6OXvSNc6jmXMXHPs27eP0aNH2yqCqNVqli1bxtixY2v92BL/LiQhWvtIQvQ/iMVi4a233uLTTz+1bevUqRObNm2q9MU1VWtCJZfZOv1UhsL6gn+1iNYGer2egIAAnnnmGT766CN0Oh1Dhw5lwoQJDB4znkNJBUTlWAX5/XUc6OFf8QQiIQR/hCfz6R9XicsssG13UimY3rcpE7s1QqWUEx4eTosWLWrNDSOE4OrVqzRv3ty2TXs7i15jEvSt50SnUlz031/OJEtvIcBJyejGriUK2AN88MEHXLx4kfXr11d5fWaLYPm1bFK0Zlp42DO8obVO6Llz5+jQoQNnz56lffv2VZ7/rwwcOBB7e3u2bt1aY3MWRa/Xk52dXeEYKaNFkH5baKbpzKRrTaTpzOSV4hIXQtiaNhQNL/F3VPJgQ5cqfd7uxt74fL6Y8wkpN67Rc+J06jcLJVCh5bcPX+PLzz6hUaNGVZpXY7RwPcfA9Rw9N/OMFI0i8FEraOqu4o3np5KemsJTX/+GTCaje11HutV1KPdzkmcwl9nCtSLExcXx4IMPcuHCBdu2l19+mc8+++ye1T2V+OdTKJIaNmyIg0PtWuz/q2i1Wm7evCkJ0f8Kubm5PPbYY+zYscO27amnnmLx4sWVcocLITiTpuNAooa6jlZrW2Vcu8nJyfTr14+5c+fes0LT58+fx9XVFQcHB44dO0ZUVBSvvfaa7YIXn2/kQKIGhUzGo00rb5nTm8ysOB7L139eJ1d3xxLkqTTy5eP30Tuk+kHdpSGEICYmpszOFddz9Gy4YXXRTwrxwFNd/OJdNPHFW63gkSDXWnGXH0jUcCJFi6tKzqQQd9QKq7gyGo2kp6fj7e1d6fJbdyMxMRFvb+9q1bwVQmC0gJ28ZNLZ4MGDreVWfv+92HazRZChN98WnCarpVNrIttQegymUgZeagU+Dkq81Qp81EoEsP5GLslRV1jz1nM88dUvDGkXwgP+jtVK4irrHL+LyOLI9g2cXr+UzLhobsbG4eJQs+WW9GYLN3KNXM8xEJ1jsL3nYs4dpyA7kxZ9htrGdvV1oKe/Y5liNDrHwIaYXLr4OnB/XUfsymnXWhZarZZnn32W5cuX27YNGDCAtWvX1qh1XuLfi8lk4vr16wQEBODicm/abv7XyMvLIz4+nqZNm971JlASov8DREVFMWzYMCIjIwHrhXX+/Pm8+OKLlbLS5Rst7IjNs5U8auulpm+AU6UuBmazmZdeeonp06fTtGnTyp1INXjuuec4fPgwY8aM4cKFC2zYsAEhBNevX6dZs2YIIYjXmKjvXHVBlKUxMHd3JL+eiiuW0NQ3xJfZw1vQwKtmXY979+5l4MCBnD17tsze3ttj8wjP1FPPqfhNg8kimHsho9hYFzs5jwS52kr65OTk4OzsXK14yLh8I79ez0EGPNbUrVqv771m1618wtJ12MnBTi6z/dw8fxI3N3cCmzUn12ixtRzN0ptLrRYoBzzVCnzUCrwdlNbfaiXu9vISN3E38wysjsqlICeLHZ+/zrfzvqRrcMMaPzez2cxTU5/Fp213np/wKIqsRPLy8sjNzaVjx461VvvTbLHW7z2WUsCt/Ds3bQeXfU3DdvcR2KYTHXzU9KvnVOp305GkAo4kW70Prio5/QOcStSdrShCCL777jumT5+O2WyNbw0JCeGPP/6gYcOGVZpT4n+HwuuDk5NTjYXjSBQnISEBjUZD06ZN76pFJCH6L2f//v2MGDGC3NxcAFxcXNiwYQP9+/ev1DzXsvX8cSsfrUngoLDGqjVzr/gFYN26dTRr1ow2bdpU6rg1RWxsLFFRUfTt29eWiFEYFnD8+PEazYQOT8jhva0RnCkSP2qvlDO9b1OefqCxrXtTdTEYDGzatIkxY8aU+SHWmSz8dDWbfKOFPvWc6HzbRV9a2R6wxiE+3NiFQBcVU6dO5dKlSxw/frxK69OZLCy5mk2u0VJq2ENsbCwffvgh77zzDoGBgVU6RlnMmjULgM8++6zKc5gtglXXc0gso/OQEAJhsRSL5fSwl+OttorNQkunp72i1LJGpXElS8+Wm3k0dLFjWKALznZyNBoNDg4O1U4i1Gq17N27l2HDhiGTyZgwYQL9+vWzFerPzMykUaNGvP3227z66qvVOtbdMJgFP13JsmXcm4wGfn52FM17DqLHhOcB603uwPqli9EEjZFdt/JJ1VrFYxM3Ff3qOVU5bOHQoUMMHz7c9h3p4eHBjh07uO+++6o0n8T/DtnZ2SQlJeHj44OTU+nvR4nKI4RAo9GQlpaGn59fuaXxJCH6L2blypU89dRTtrv9Jk2a8Pvvv1fKEmkwC/YlaDifoQOgkYsdQwKdcbGr+Je+2WymS5cu9OzZky+//LLC+6UUmLiaraeHX9muuruh0+n45JNPeP3113F0LGmNNBgMbN++nREjRiCXy3n66adp0qSJTcRUhU8//ZSQkBAeeughtpxP5JPfr5BapD1oE19nPhrRkq6Nvap8DLC6tSvqzo7KMbD+Ri5KGUwMccdLrSS5wMSyv5QKKkQhg2GBLmiiL5GamsqQIUOqtMatN/O4nKXHz1HJ483cSriWIyMjeeqpp1i2bBnBwcFVOkZZLFiwAJlMxvTp1evbnGswsywymwJT8a9Bk0HPj1NHMuiRx3jhuWfxcVDipVZU2VVcyIV0HVqzhS6+1ljJwqSr0aNH8/bbb1d6PiEEBQUFODk5sWPHDoYNG8aVK1cICQkpdfy5c+do1apVjYZK/JX9CRpOpmqLbTMbjSiUSjzVSgpuXadNy1DaejvgrpKTqzWRrtGTnqcnQ2MgI19PttZIVKaO6CwdWoMJk8mMPQIFAoPJgsFswWgSGMwWDCYLJovFWj5cZrVey2//oZDLUCsVKDCTEHcTbVYKWQeWQdYtfvnlFx599NFaex0k/vkIIUhOTiYnJ+eujSYkKo9MJsPNzY26deuWe32XhOi/ECEEH330Ee+++65t28CBA1mzZk2l4p+SC0xsvZlHpt6MQga9/J3o6KOusCi0WCzk5ubi7u5OTk4Orq6u5e4rhCA238jJ2603AcY1caWhS+Xj/cLCwhg4cCDbt2+nc+fO5Y5///33CQwM5KmnniIuLo7ffvuN5557rtQC+aVhsVgYO3Ys7dq144033iBZa0JuEXy/P4plx2IoUoecUe0DeGtoczydKn9eubm5tGnThnnz5t21T3BRdsTmcamIiz4m18i6G7lljndTyRkW6FJlV3pEpo5tsfnYyWFicMn41H8DZovgSraeI0kFpcZ5RqxawNMP9qdHjx41d0whSgj277//nu7du9OiRYtKzzdixAhcXFxYsWIFJpOJmJiYCt2IRkRE8Omnn/Ljjz/WaMZwmtbEims5uKnkeKsVOClkGLR6tFoDuRo9V2OTWbp2M807dMOgdCI9X1+skcS9QJhNZP75I/lhO5g9ezazZ8+WLGH/ccxmM0aj8e9exv8UdnZ2FQ77koTovwyj0chzzz3Hzz//bNv2zDPP8M0331Q4I9QiBKdStRxKLMCCNZHlwYYuFWqzWJSXX36ZgwcPcvLkyXKPbRGCazkGTqZoSbrtCrWTW110nX0dKpUlazQaUSqVyGQyNBpNlVpprl+/nueee46bN2/i5OTE7t27adas2V1jx3RmCzE5BqJzDcTkGZHJZDwX6oFCLiM8IYe3Nodz4Va2bbynk4rZw0N5sI1/pS50eXl5zJkzh2nTphEQEFChfQrd5MHuKnr6O3ElS8+OuOItK+s6WDOzXVVydv6+g6ysLJ544okKr6uQHIOZJVey0VsEg+o713rB8rKIi4sjJyen0nUitSYL59N1nE3XkV9Gsfd6TkoebeJWZtmr2sBkMpGenk7dunXLHBMeHs6kSZPYvHkz/v7+bNmyBScnJ/r161epY+3fv58333yTHTt2VLu5hdkiiMss4HpKHtfT8rmVUUBMuoabGRpScvXlT1AJ5HIZCrkMlVKBs0qOvVKBSilHKZchBAjE7d/W7xyLRaAzWtCZzGgNZvSmO//fOac2kr1/CePHj2fJkiXVSn6TkJCoOpIQ/ReRl5fHqFGj2LNnj23bZ599xquvvlphoZNrMLM9Np+4fOvdXwcfNb38K5eQVEh4eDhXr15l9OjRZY4xWQThmXpOpWrJ1FtDCByUMjr6ONDeW41DJeMphRCMHj2axo0b88UXX1R6zUUpdH8LIWjcuDGjR4/miy++ICcnh5s3b9KqVSsy9RbCk7KY8dRj9Hj6Veq1vFOG6K+1Ec0WwW+n4vhs51XyimTX9w3x5aORLfFzq90SIQazsHW7OZlSwP7EAjzs5fSt58yGG7nIgGktPXG2k/PSSy9x/fr1YlUWKoJFCH69nkO8xkRTNxUPN3Ip87134cIFevfuzf79+2sldnjgwIHIZDJ27txZofFZejOnU7VcytTZOnD5qBV08nUgQWPkQoZVNLnYyXky2B1nOzkJCQm88sorzJs3764CsSaYMmUK586d48yZM8XiRb///ntMJhPPP/88WVlZtlJlzZo1q9bxCmOpc3JycHR0rJC7PiNfT0RiLtdS8rianEdkch7XU/PQlSHo74abvRxjXjptgoOo6+6Il5MKbxd7vJxUuDuqcFErrT/2driolahVCsIy9BxLLsAkrPHOD/g50t5HXWZlD53ZYqviANwWpma++vob3v/wY0x56YC1Pe+mTZtwdnau9HlISEhUD0mI/ktITExk0KBBXLp0CQClUsmKFSsYN25csXEmiyjTinM1y5qQpDcLnJQyhjRwqXCB90LS09OZO3cuH3300V2toHqzhbB0HWdSdeTftkK4qeR09nWgtZe6WrF233//PQEBAQwdOrT8wRUkPz8fnU6Ht7c3Py5ZxtTJE5lz4Aq4enPz/En+/P4Lhr3yka1vvUouY1oLj1Jrc6bm6XhvawS/X0q2bXO2VzJrcAjjOzdAfpdzf+edd2jSpAlPPvlktc5nf4IGrclCvwBnVAoZG2/kci3HQE8/R+6raxXPZrO50hnzx5MLOJhUgJNSxuQQDxzv0ks8JSWF5cuXM2HChBrpW1xIYcehWzHReHt737WNY2G1hNOpWq7dricL1ljozr4ONHSxQyaT2bpCKWXweDN36jpa39tZWVn07duXRYsW1Urrz6KEh4eTkZFBQEAAX3zxBXPnzsXZ2ZlXXnkFo9HIggULavyYFouF++67jw4dOrBo0aJiz2VpDFxKyOFSQg4X47MJT8glIVtbxkwl8XJS0dDbiYZeTtT3dMDf3YF67tbffm5qThw9zOzZs9m6dWulQoqy9Wb2xOcTnWu9mfZ1UDCwvjP1nIoL6cKbpkebuJWaTLZp0ybGjRtna/zRrl07du7cia+vb4XXIiEhUX0kIfovICoqit69exMfHw9YM+O3b99eInbNaBH8HpvHQ42KxzzqzRb2xGsIz7RafIJc7RjSwMXWlq8yfLd+B5/MfJYDBw4QFBRU4vl8o4UzaVrC0nS2eoI+agVd6zjQ3MO+yu0mLRYLJ0+evCeZrnq9nvUHjpNStxV6s4UFY3oQ0KIdo9/7GoO2gOSoKzRr1ZY2vs74OijwdVDiqVaUiP3bGZ7MO1vCSSuSzNS1sSdfjG5Dfc+SyVVCCKZMmUKLFi2q3ekox2AuVjP0Rq6BtdG5uKnkTGnmUqVkleQCE8sjs7EAY4Jcaex671yZhWWBrEXUDQxp4EyjuxzfIgSR2QZOpd4JBVHIoIWHPZ18HfD5SxhKgsbIims5tq5QRbG1w6xFvvnmGzw8PBg/fjzXr1+nf//+bN++nZYtW9bqccEqyBoHBaH2bcTZ2CzOxGZyNjaL2IyCcveVyaChlxPBdVxoVseZIF9nGno50dDbCTeH8t9jha9tamoqJpMJf3//Cq/7eo6ePbc0tuz8Nl729PJ3snlZYvMM/BaVSw8/R+6vW3pptSNHjjB48GDy861hLA0bNuTPP/8ss3avhIREzSMJ0X84Fy5coF+/fqSnW11I9erVY8+ePcW67BRS6I6d0twdb7X1QpugMbLtZh7ZBgtKGfSp50Q774onJBWSnZ1NrsKJ36JyGBuopqFncRdWlt7MyRSr27Mw96CBsx1d6zjQ6LbVqTr89ttvPPHEE0RGRpYqgGuD/SdOM3HKVAa89D4u3nXwCQzi2rF9LH1hLDM3HMO3UVPiLp3Fzl5NQHALvNVWUerroMTHQUEdByUGg5lPfr/CmjO3bPM6qRS8ObQ5j3VucM+SJCxCsDjCWlLnxtJPuHbxHAcOHKjUHAUmCzvj8nFRyekfUL4LMy8vj7Nnz9KhQ4cqFYwuq1C6k1LG8y09kctkvP/++7i6ujJz5kzA6oq9mKHnTKrWJlAcFDLa+ahp7+2Acxk3X3qzhZMp2jI7b6WkpPD7778zceLESp9HaZw4cYK5c+eyevVqlEolEyZMICAggE8++YQlS5Ywbdo0oqKiKhwjXFlMZguXEnI4Fp3B6ZuZnIvNKtasoTScVApa1HOjpb8bzf1cCK7rQlNfFxxqoEnC8OHDycrK4vDhw5X6TBjMguMpBZxM1WIR1v/rXvWcaO1pz94EDWfTdChkMKW5Bx5llH8KDw+nX79+pKSkAODt7c3u3btp165dqeMlJCRqFqnf2T+YY8eOMWjQIPLyrL2ig4OD2b9/P35+fiXG6kwWjqdY3WYXM/T08ldwLFnL0eQCBFb31YMNXWwCtTJkZ2fTqnVruj7xAh1GTyJH3JkjucDEiZQCrmbfcXs2c1PRtY4D/k41VyJm7Nix1K9f/56JUIA6rk7c1zqUYT3v5/LtvJ+gTg/w3C87GdKpJfZKOWtmfIFJrmT8vJUk5RtY+dXHtBv6CN4NrOt0sZPTsV0ggfU9WfZnJKm5OjQGM29tCmdneDKfjWqNv7sDERERREVF8eCDD9aKOJXLZLTxVnM4qYCALr3p1qHyMZuOSjkjG7mUWtS9NK5fv07v3r0r1eIzz2gmKsfAtWwDsfnGYpUICilqWddqtahUKnIMZs6karmQocdweydPewWdfNW09Cw/FMReIecBv7IbEmzbto3XXnuNhx56qFLJPQUFBTg6OiKEYNCgQYwdO5ZJkyYB1oYCGRkZ1KlTp1gHoPHjx+Pv71+jItRiEVxOyuXEjQyORWdwKiaTfH3ZwlOlkNMqwI3Wt39a1XOjkbdzheulVpaFCxei0Wgq/d5XKWT09Heihac9u29piMs38kdcPhczdOTcroRgFrAzLp9xTUqv6tGyZUtOnTpF3759iYqKIj09ne7du7N9+3Z69+5dI+cnISFRNpJF9B/Krl27eOihh9DrrW7djh07smvXrjIvggcTNTYh6qCU4WmvIEFjvdB08XXgAT/HKmcAmyyCyR98hf99A3Dz9aO9t5pmbiqOp2iJvZ30JJdBS097uvg64FUFsVsWS5cupXnz5rUen1cUIQQWi6VY/GREpo6dt/JtSS7DAp1p6alGr9db21jW9eP8tRiG9ryf1775hbpturJny3quHN3HqNnWmpeafA1nrqRw5UaabV5HlYKXBoUQs+Nn1q35jStXrtRajce820XuZcDzLT2rFJpRGXQ6HfHx8QQEBFSoRJBFCI4kF3AiWXtXsftkMzf8bt/kJGqMnErVEpltoPCLrIGzNf4zyLX6lvhCjEYj+fn5d41H1el0HD9+nLZt2+Lh4cGHH37IsmXLiI6OBuC1116jV69elarbeurUKTp16lSl80jP13P4ehoHItM4fD2dTI2hzLHeziraN/CgkYtgQPsmtKznir3y3pfkMhqNPP/888yYMaPS5ayEEFzO0rMvQYPGVPKyVviZLYuMjAwGDx7M6dOnAWv5mc2bN1e5zq6EhETFkIToP5C1a9fy2GOP2QrV9+nThy1btpSZ0ZlvtLA4IpO/fvc628kZFuhcpRqdYC1+fevWLeza9eFixp04RxnYLvoquYy23mo6+agrVYKpIpjNZvr27Uvnzp35/PPPK7yfEIIUrRmDWdDApfKi7ocffmDVqlXs2rWrmIDK0JnYHJNHms5MvwAnOvqUzIIv/DjJZDJWrFjBH3v+5N0F35OqMzGma0s6Dh9HgyGTOXAyioLbVQQAgup78unA+nRqUjuu2EI+23yAiJhbPPfow9xXt/Jlr+4FaVoTO2/l226kiuJhL2dqcw8SNCYOJGqI15jQ5edh0mro0iyQTr4OtkSj2qCgoID09HQaNGgAwI8//ohSqWTixIkkJCQQEBDAxo0bGTlyJOfOnSMyMpJx48ZVSUiGhYXRvn17du7cycCBA8sdb7EIwm5lcyAylQORaVxKyClzrLezivuCvLmvsRf3BXnR0OtOUwkhBF988QVBQUGMGjWq0uuuDpmZmQwaNIj333+fwYMHV2mOmFwDa6JL1tB1UMqY2tzjrpU6CgoKGD16NH/88QcACoWCdevWMXLkyCqtRUJConwkIfoPY8mSJUyZMsUmaB5++GF+/fXXu/aGLuyZ/Ve61nGgZxW7FgE8/fTTnLl0mTGLNpeYw0Epo9PtEkylZY5Xl8IkBp1Oh0qlKrf9odEiuJlnIDrHSFSugXyjhboOSp4Kca/0sQ8fPszu3bv58MMPSz3O3vh8XOwUdL+LK/evCCH47bffCA4OpkXbdixdu5V3Vh3GuWUf2xgHoefnp3twfxNvrl69SmBgIA4ONVvy6ekZ/8fW7Tv4YNsxpjb3qNUY1Vu3bvHFF1/w6quvUr9+/UrtW2Cy8POVrBKWre51Henu52jr2W6vkLFwTA96dLufZT//WJPLB6w3Q1u2bKF169Y0adKEVq1aceXKFfLz81Gr1UydOhVHR0fmz5+PEILIyEiaNm1a6WoEZbFv3z569+5ddotXo5mjUensuZzC3iuppOeXXrfT2V7JfUFedG/izX1BXjT1dS5zTiEEjz32GKGhobzzzjs1ch6VwWKx2D7vycnJlSqblaAxsiYq1xae8Vdae9ozJPDu8cpGo5HHHnuM9evXAyCXy1m5cqXUhUlCopaQhOg/iB9++IFnnnnG9njixIn88MMPdy2TlKkz8+OVLMr6T2ztZc/A+s4lMrrvRmFZn9gcLcvDU7BzLGmJdVLKeDLYHdcasoJqjBYMFoGHvYILFy4wZcoUNm3adNc4uRyDmejbBeZj84zFLMLOdnKauKoYUN+pwpn6ZrMZuVxeIXGWZzRXqg3qXylsLbfm+HW+PJiIwuHOxXHS/YG8P7oD332zkKlTp3LixAl+/PFHFixYgLOzMzExMTg6OlapJJJFCL48fhOzgwuPNnElsIrW8opw+fJlxo0bx+rVqwkNDa3wfhqjhdVROaTpzKjksmKi4plQa9KJENb6tMHu9pw6fhR/f/8qZzqnpqZy4MABRowYgUql4p133uHGjRusWrUKIQROTk7MmTOHGTNmsG7dOi5dusSsWbOq1Eihqpw9e5aWLVtib29Prs7I3ssp7IpI5tC1dLRGc6n7hPq50jPYh57NfGjfwANVJW4Yi4rByrSbrUl++uknZs2axZUrVypUUulWvpF10WWL0EIea+JWrqfEZDIxefJkW+yuTCbjp59+ssX3SkhI1BxSstI/hO+//55nn33W9njGjBnMmzevXFF0OElTpggFa+JSrsHCqMauFardGRERwSOPPMLy1es4IfMrVYQCaEyCjTF5jG/qVu3+2zkGM6ujcuhbzxkPewVOTk40btwYd3f3YuMsQpBUYCI6x0BUroFUbfELsJ+jkiZuKoJcVdRxUFTa2jdr1ixb7cvy9q2OCAXrhc3Pz48XHvTB1bCVvXleHIvOAGDJsVgeeH8Lbbpb+7NnZ2dz5coVHB2tFtjnn38elUrF5s2bMRqN9O/fn/fee49evXoRHR3N2bNnefjhh1Eqlej1elQqle185DIZXRv5cjRZy/l0Xa0K0dDQUC5evFipfXINZlZH5ZKpN+Nlr2BME1fWReeSrjPj56i0ZT7LZDJaeVnDJrp3715iHr1eT2xsLI0aNcLOzo5du3Zx69YtpkyZAlgTVJ599lleeOEFIiIiGDt2LJGRkTRr1ozQ0FC8vb1tx4mPj7fFhj7yyCM88sgj97QvdXp6Oj37DWT8a59j9m/FoWvpGMwlo2jVdnIeaOpD/+Z16BXsg69r5TteFbYgLRShO3fu5MUXX+TgwYOVKq1UE4wePRqFQlHhup4quYxhgc4UmAQFJsvtnyJ/G61/77yVz6QQ97vGzCuVSpYuXYpareaHH35ACMHkyZPRarU8//zzNXWKEhISSBbRfwTfffcd06ZNsz3+v//7P7744otyxVBygYllkdm2x3Zy8LK31rT0UivwslfgqVbgYa+osFhMT0/nlVdeYej/fUiG3AmzsF6czBYwCcFf20K38LBnWGDZbr7yyNCZWB2VS57RQj9vGa18nYuFIejNFmJyre72G7kGCoqYPe3k0MhFRdBt8VlWaZ6Ksn79etLT04vdENQmRetTWiyCJUdj+HxnpE1kOKoUfDSiJQ+3L24VjoyMxGQy0aJFC3Jycpg2bRozZsygc+fOLF68mBdffBG9Xo9cLmfw4MG4urqyZs0ali1bxsyZM1m+Zh0RPm1Ji75C3bizzJz+AkqlkkuXLqFSqQgODkYIQV5eHs7OzsjlclK1pkq3gK0s2Xozv0XlkGOw4KNWMK6JGzlpyaSZlPyRIaejWovm2jn69++Po6MjGzduJCYmhpdffpmPP/6Y9evX88ILLzBlyhQOHDhA7969uXbtGk2bNuWNN97g5MmT7Nu3D4AvvviC++67j+7du6PX69FqtSVufMoiPj6eIUOG8PPPP9OpU6daez0KDCb2XE5h24VEDkSmYiolg8vLSUXf5r70D61L9ybe1S6ltPtWPt5qBW29rd2KEhMT+eKLL/j000/vGh5U22zfvp2GDRtWu65qYTMEpVxWoeRNIQTPvDCDHxcttG2bN28eL730UrXWISEhcQdJiP7NfPvtt7zwwgu2x6+++iqfffZZhYTdlSw9BSYLXmoFnvYKXOwq5lYujcjISHx8fMotTSOEwCLuiFKzReBkJ69SofrkAhNronPQ3haXu9+ehKudnKVrNhCVYyAqx8AtTfESPm4qOU3cVDRxVVHf2a5GeoFXpcNQTTB69Gg6derErFmzbNsuJ+by4m/niE7T2LY93L4eHz7UEif78oVgoYB0dbU2Ndi9ezdKpZI+ffqwdetWXn31VX755Rdu+TRn7aoV/DH3LfJyspHJZAwcOBBnZ2c2bNiAVqvF0dGRFStWMGT0o7zyzS9s+2wWcXFxODg4MGPGDIxGI4sWLUIIQf/+/Xn55ZcZMmQIR48e5cMPP+T9999n1KhRjBo1CqVSyZdffgnAgAEDeOaZZxg1ahSHDx/m6aefZsvu/ezNtWfVR6+ReeMqYccO4aCU4+HhwRtvvEGT0c/icOMMQ/r3tYnLDz74gLCwMDZt2kSfPn1QKBS88sorDBw4kJycHMLCwujcubPNklxTmM1mnn32WV588UVat25do3ObzBaORWewOSyBnRHJFBhKut29newY1qYeQ1r50SHQo0ZLKh1LLuBQUgF1HBT0D3AmwPmOCzsuLg5/f/+7hgrVBhaLha5du9K+fXsWL158T499MUPHjtg8rvzyOSu+nmvb/s0330iWUQmJGkJyzf+NLFy4kOnTp9sez5gxo8IiFKz1FGsCi8XCmDFjaNWqFStXrrzrWJlMhkIGCqp38buVb2R9dK6tSDnA/eOfo0Bn4PvLWXeOBwQ4KW3i00tdeZd7eTzxxBM0atSIjz/+uEbnvRtCCDp06EDTpk2LbQ/1d2Xbi915b2sEa89YO2ltPJdAWFw23z7WnlB/19KmsyGTyWwiFKyir5AHH3yQBx98EADPbD3Rw8fRf/R42/NLlizBYrGa3RQKBWvWrKFLly5cydbjGtiUwROtIQEArVu3xmQy2c7F19fXllilVCpxdnbGy8uLKVOmoFKpbBUgAOrXr28rcO/r60ufQUPYfKsA4WjHAwOHEqrqbcts3rBhA40bN8avvjPU60ZKSgpeXl4AvPvuu7Y5Cy2dhbi5udGrV6+7vlZVRaFQ8OOPNZsYdTkxlw3n4tl6IbFYJ65CvJxVDGlRh2UfTueBXu1578GvANgbn49KIcNBIcdBaf2tVt55bK+QVeom0cfBekOWojWz8noOLT2t3YrkRh1du3Zl6tSpvPfeexxO0uCklNPYVYV7GYXiawq5XM6uXbts75l70emqEKXc+vqFPjWLIclJ/L52FQAvvPACdnZ2TJ069Z6sQ0LifxnJIvo38Vd3/Msvv8zcuXNtWeL32kJ3+fJlvLy8arQneFlE5xjYFJNrSy6Ku3iG+q062C4u9goZjV3saOKmorGr6q7lVqqLEIJvv/0WX19fxowZU2vHqQpbzifw1qZwW+Fxe6WcDx5qwZiO9St9Ic7MzCQyMpJOnTqhVCqxCMGi8CzyTRYea+pGA+eykzd+upJFus4qJEc0dCGkhm6A4LZVPCoHrVkQ6GzHqMauqBRVExlmsxmz2WwTy7XNmTNn2L9/P6+++mqV9s8pMLL1QgJrztwiPKFkuSEXtZJ2jX1wr+OOn48LbioF8thLDOnalgZebhgtgi8vZJR7HLVChoNShroMsWp7rJShNwtWRxVfi71cRnc/RxJP7qX7/ffj6uHJ/IsZtjAdL3sFjV3taFwNL0VFxeWlS5d49tlnWbdu3T2LWb2UoWNHXD5CCI58NtMmRsF681ZT3bYkJP6rSEL0b2DFihVMmDDB9vitt96ylQoaOXIkbm5u/PLLL7W+joyMDL766ivee++9e5YVeyVLz7abebaC5Rm3Yvjq4ft45MNFtB30MMMDnQnxsK9Uln9VuZeWlaJcu3aNzZs38+KLL5Zbnik2Q8MLv4YVqwk5qn0AH41oWal4wJUrV/LEE0+Qnp5usygeStRwLEVLCw97hjcsvaRNmtbEz1ezbY8dFDKmNPeoUDF8jUbD5cuXCQ0NLTXDPEFjZG10LnqzIMjVjhGNKpZQVxr5+fnUr1+fhQsX8vjjj1dpjsry/fffs3DhQs6cOVOhgv1gjQU+cSODNWdusTM8Gf1fAj/tFDL6hPgysl09egX7km0UxeLAC3HQZBDsYY+bly8mIdCaBDqzQGuy2H5rzdZ4yJrCW62gf4ATan0eO09fxDWkAzdzjcW8GnZya0OBIFdVpayl4Zk67OQygt3vfpMTGxvL9OnT+emnn/Dx8anW+VQEnU7HE088wQMjH6WgeQ+EEFz5+RNWLJoPWD0Qy5cvv2fvOQmJ/0UkIXqP2bhxI6NHj7Zl3c6aNYs5c+bYBNG2bduws7Nj0KBBtb6WXbt2MXnyZI4cOULDhg1r/XgX0nX8cSu/xPaYs8cIbNcVuVxOqIc9D5YhimoSIQRjxoyhe/fuzJgxo9aPV5Tly5cze/ZsDp4LJ9kox2QR3F+37DhGvcnMR9uvsOJErG1bcB0XFj3eniCf8nu+g7UczeXLl4vFNGbrzSy+nIVCBi+09CzV8lwoVovSxE3FqEYu5Yr4c+fO0aFDh1JbfMbmGVh/IxejxdoS9qGGLtWOdVy0aBF9+/YlODi4WvNUFJPJhFwuL7fGLUCWxsC6s7f49WQcNzMKSjzfOsCNRzoEMLyNP24OdhSYBLlGM7kGC3/E5aMrIigtFgsLHnmA+i3bM+aDhYS42zOovnOplmSLEOhMAq3ZUkysas0C3e3fRcWrxijILy0r6jYyIOybtzl9YA9Xr15FrlSSkG/iRq61jFqarnhMa0WtpWfStPwZr2FQfWfaeFdM1GdlZaFUKm0u+9rAbDbz1FNPMXbsWPy69GVPvMZaOuz79/n1h28BqxhdvXr1P86jIiHxb0ESoveQXbt2MXToUFu83LRp0/jmm2/KvKDPnj2bYcOG1XhmbtEagVqttsaLppdFgclCmtZEmtZMdFIKhw8coFGvYba2mYWU5yquCcxmM++99x4dOnRgxIgRtXossArfTL2Z2DwjsflGojPyMSmsLuQxQa40di3fnbzlfAJvbLxkS2BxUin4amxbBraoeMHvv7ImKoeYPCN96znRybf4+0AIwQ9XssjSlxQmQxs428onlYVWq+X69es0bdq02HvsRq6BjTesoRktPOwZGuhcpWS3fwpxcXGo1eoSZYaEEJyLy2bViVi2X0rC8BeB56K244HmdegaXBd3d0fybgvPfKOlRHWKvxJ74TTeDRoTUr8Og+u74KmumVCesHQtu25pSmx3VMpo46WmrbcamU5DRkYGjRo1KjEuz2DmRp6RG7mGUq2lgc4qmzAtai09kVLAgUSrQO/p50jXOg53vdERQtCrVy98fX1Zt25ddU65VE6dOoVcLqdjx47Ft6dq2ZdgFaMXvnmbNUt/AKxxrFu2bGHYsGE1vhYJif91JCF6jzhy5Aj9+vWz9Y6fMGECS5cuLdOaUlBQQJ8+fZg8eTJPP/10ja3DYrEwbtw4OnToUCxb+14zb948Pv74Y65du4bcyY1UrYk0nZk0rTUe8qGG5Vvc/unkGG4Lz9viM99oIfn6ZXwbByO/HQPs56hkQjO3Cp9rVGo+01ad5VrKHcvy9L5NealvU+RlWJtSU1N59tlnmTNnTglrYWS2nk0xeXirFUwOcS+2jr+WByuKvVzG5OaVb2hwLVvPlpt5mAW0ud1soaZEaFZWFmvXrmX06NG28IPaxmAwEBAQwKRJk/j000/RmSwka6yxnxtP3+JmWkkPQL06rjRv7Eujeh4oFKV//tUKGa4qOS52crL0FjL1xS2NKrmM3vUcCVIZMZlM5Va7qCiro3K4mWe0Pa7vrKSdtwPBbqoSFmudTsfChQt56aWXSg3tMQtRIWtpkKuK2Hwjx4tY3jv5qOlTz+mun4sjR47g4eFR6Z705SGEoHfv3vj4+JQqco8nF3AwqQBhsXBuweusX7EUAJVKxZ9//llqXVsJCYmykYToPeDs2bP07NkTjcZqaRg5ciRr164ttwyKyWSyjdm4cSP9+/evthtKCMHHH39Mq1ateOihh6o1V3XXER8fX+nWjzXBlClT6NGjR7E43drgWrae7bH5tk4v+oJ85gxsRa9JL9FrojUcoCrJPwUGE69vuMTWC4m2bf2a12He2Da4qEsKgsuXLzNt2jRWrlxZolOVWQgWhWeiNQsmh7jjpb7zntyXoOFUqvav09lo6GLH2CDXMsVCQkIC33zzDS+88AL16tXjSpaerTfzEEAHHzX9yhEalSU+Pp6GDRuya9cu+vbtW2Pz/pUjSQWk60zUcVBSx1FJzPlTdGnflnyzko/2XGfvxUR0BlOxfexVCoIb+hDaxJe67o642MlvC00FLio5rnby27+tj4vGym68kcu1HIPtcZCrHQPrO+NiJ6dTp06EhobaOgBVhwKThYWXMrGTy2jpaU87bzU+d6kde+rUKfr168fevXvp3LlzufPfzVpaGi087BkSWH5XOKPRyMaNGxk7dmy5a7jr+vLyyMzMJDAwkLS0NFxdXcusnXo4ScPRZC1YLBz+5AV+32gVrC4uLhw9epRWrVpVay0SEv8lJCFay1y/fp0uXbqQlWUtSdSvXz+2b99eqeLQmZmZNG7cmA8++KBYuafKkpCQQL169aq8f02wYcMGPDw86NOnT/mDq0FhbJzjX5JqTCYT06ZNo0+fPowbN67cecxCkKY1k1RgxGyBjr6VC2NI15nYeCPPZtGKv3wetzr+uHhZ3bgyrEkg/k5K/J3s8HdU4qVWlGslFELw0+EY5vxxxVZnNcjHiR8ndKRxBeNGC4nLN+JlryiWgCSE4LuILHKNFrzsFagUMpIKTLT1UtPI1Y48g4Vco4WWnvZlFrqPiIjgoYceYsuWLZjrBvFHXD4C6OrrQE9/x1qxeGs0mlpvvZlrMPPD5Sxb1YeUjHyuXE/mWlwmlr98nQbVdWVYuwCGtKqLt6MdLnaKSlcFWHI1i1StGQeljP71nGnucadT1r59+2jUqFGpbvLKEpdvJENnItTDHvsyLLV/JSsry9Z1qjKYhSBBY+JGTunW0kLulsRWmGy4detWRo8ezYULF2jevHml11LI8OHDycnJ4dChQ+WOFUJwMLGAE6laLCYDO157gmMHrCXEfHx8OHnyZI38n0hI/BeQhGgtkpKSQpcuXYiNtSaZdO3alT///LNKBbZjY2MJCAhAoVBw9OhROnXqVKkyNXv37mXYsGGcOHGCtm3bVvr4NYEQ4p5UBdCaLGy9mUdHHweC3Cr+GgkhyDVaSNSYSNQYSSowkVxgsgkOJ6WMF1p6VlpA6cwWtsbkciOvuJVMKQOLgL9GYKrkMuo6KvF3VOLnpMTfSVlmS9FD19J48bcwcrRWd6qLvZIFj7alT8idMlyJiYn4+flVat3JBSZOp2pp660mwEnJ2XQde+M1tPVSM6hB5YTuuTQtu+Ot3oAH/By5v5z4v38DhxI1/HoukfNXk0hOzyv2nFwmI6iBJw92aMALnSr3uv8VIQTzLmbSxE1Fv3pOJW6sCjEYDBgMBpydK/d/UxOYzWY+/vhjRo4cWSVL4IUMHX/ElQxhKKSek5JHGrui/ksy3ZaYXDzsFXSp40D8zRiCgoIqfWyDwUBubi7e3t5ERERgb29PkyZNKrSvEII/EzScSdNh0uaz5vlRhJ8/B0DDhg05ceLEPSmHJyHxb0cSorVEfn4+PXr0ICwsDICQkBCOHz9e4TaCZZGdnU2DBg146623KhXjaTQaWb58OZMmTarQhTFTZ8bDvuqdmsrCbDZjNBorXO6msqRqTWy8kUu2wcKjTVyL9VJ/66236Nq1K8OHDwesAjFZYyKxwPqTpDGiMZX8OHjYy/F3tMPPSUn7260PK8uKFStY8MMSRsxdiVJltYY3drFjZGNXUm4fv1D85hhKJge52Mnxc7SKUn9HO+o6Km2WtdgMDVOXnyUyxSqIZDJ4ZUAw03oFUVBQgJubG99//z2TJ0+u9LoLicqxZrk3dLFjXBO3Cu9XVIT29nekS52a7XL0V/bt28fzzz/P2bNna7yjElgrGGw6l8B3h24Qm148qUdu1tMy2J82oQ3oUs+FwQ3KdyuXh9EiiM0z0uQuN1RCCHr06EFoaCjff/99tY5XFQoKCujWrRvPPvsszzzzTKX21ZstfH85q1jr3qI428mp46Ag1MOeFp53vjOKlhVzUsp4wM+JVp4qvvj8c7p06ULv3r0rdPxhw4YhhGDHjh2VWnchQgh2x2sIS9ehz85g2dPDuBkdBVibPhw6dAg3t4p/XiQk/otInZVqAaPRyKhRo2witG7duuzZs6faIhTA3d2dw4cP2zrynDhxgpYtW5ZpCYmMjAQgODi4QkJECMHpNB0HEjQMbOBMm3IyoyuCxWJhxowZTJ06lVatWtVasf6rWXp2xOXZsvCLlooxmkycuxSB2dUbees8EgtMZJTiDlQrZDax5++kxM9RWSMF9evUqUPvrh0ZE+xtixs1CbCTywhwtrvdStHq9tcYLSQWGEm6LZKTCkzkGS3k5RhssYLFXPqOdnw/qTNztoazKyIFIeCLXZFEJObw0fAQNm/eTLt27aq1fg9762uQpS/dhVoaERERjBn5MKM/XcKYB9rT3qf2qzPUq1eP/v37U1BQUKNCNFNjYNGRGNadjCOnwFDsOQ9XB9oE16VJoDdKhZzOvg70rqHQAzu57K4iFKzlg1566SUaN25c7eNVBUdHR06ePFmlRgLHkrUUmAQywEutwNdBSR0H629fB2WZ9Wp9HJQ83tSNfQkaEgtM7LyVz8kkwY49fwLcVYjm5eVhMpnw8PBg1qxZ1bIiy2QyBgQ4YRaCi3jx+Lfr+eGpwaQmJ3Hx4kVGjhzJzp0771mTBQmJfyOSRbSGEUIwefJkli61ZlI6Oztz4sSJGsvsvJatx1utxFOtwGg00rhxY0aNGsX8+fNLHf/ggw+SmZnJ4cOHy70wak0WdsTlE3Vb7HSt40Av/+rH26WnpzNgwAA+/PBDhg4dWu35/opFCA4lFXDiL/Uue/g5ojMLEjVGm4u9aBF7hQx8HQqtjNYYTXdVzVuB/0ph3KhaIWNCsHu54wtLPyVq7lhO07TmEi59pUyQeSud347doPBTHVLXhR+e6EgDr+qJMpNFMPdCBjLglbZeFbL0xcfHs2DBAp55/kWaNGxQrePfa4QQpOvMXEzV8OuJWI6EJ6I3FhfhDeu60rxpXRr4WasNmE0mdMe2MKJ7Rzp06PC3rdtisdzzzmyF/Pjjj2g0Gl566aVyx1qEICJTj7dagbeDskrNDIQQXM02cCBRQ47BgtlkIsjDgT71nPAppR2wEIJ27drRsWNHfvp/9s4zPKpya8P39NRJBRIILQmB0JUqXQFBQUSRKoKKig0Vu0cOds+xF0AEUUCkS5feq/ReAklIIIH0MiXTZ+/vx06GhPRkCHi+3NelITO7vDOZ2ft517vWs+bMqfT5SkMQRdZfMXIux0rulThmPjkQvU5qQvHUU0/x66+//uPTUWqp5VZRK0TdzAcffMDHH38MSD23t23bRu/evd1y7Iu5VtYkGPBSynm6hT9eKjmJiYn4+PgQHBzM7t278ff3p127dq59dDodOp2ORo3KFgLX8uysSTCgtwtoFDIGNfIhqpwuJ5XB6XTekptjQT5oQiHLmZs5/tdSAkIbctc9PVwFQfW9pYhLVdoRVpbZs2fTu3fvItZJFqfA4TQzvaoo9O2C6FrST8mzcz1/SX9oE1+upeby2pKTGPJbg/qoYP4z99ChcfUsfmaczcZgF5jYMoCAW9xfvDpkZmYSFxdH165dK7WfxSmQaLCToLdxJi2PA+eucy4uDXsh/08Z0KdFXSbdG0lgoLerHaYMGBDmxZjeHRk3bhzvvvuuG19RxXA6nQwYMICBAwfy5ptv1vj5Ad577z2MRiPTpk2r0fM6BJFjGWYOpJmxOkXObFvLxfWL2bx+LUHenhw4cIDWrVuj1WrZsmULUVFRbm/iIYgiaxMNxOTauH7mCD8/8zB2u3Rd+uyzz/jXv/7l1vPVUsv/CrVC1I3MmzevSN/hpUuXuq3bRoEIFZAilb1Diy/9PfjggygUCtauXcs333zDuHHjipls30zhpXgBydfy4Sa+FW7NVxZZWVlMnDiR77777pbYNBXOBy0JX5WcNoFq/vX4w7Rv24bpP3zv9jGUh9lsJioqivfee48XX3zxlp4rzy6gkstQK2TEpRt5bsFRLmdIeYxqpZxvhrfjoXZV78+9MDaXJKODkRFamlbAgN9sNnP58mXCw8NrrGkCSJPBn376ifT09HJN0dPMThLyfS6v5TnIM9s4EZPC+fg0nIVc5RVyGY/c1YAX+kS4ulklG+38EatDKYOHm/rSzE/j9pSAyvLll19y9913069fv9ty/tvVNrcAk0Ngf6qJlVt2cXTdEh771xe08RZ5rGMU//nPf255FzWnKLI6wUCszkbMtjXMf/sZ13OLFy+ukFNHLbX8f6NWiLqJffv20adPH1fXpG+//ZbJkye75diXcq2szhehXep60qeU/DO73Y5Op8Nms9G6dWs6derEqlWrSr0x3rwU37GOB/fW9652q8UCzp49y5NPPsnq1auL+Fc6RRGHIFbYIqYk8uwCyy/rSTU5St1Go5DxQssA1HKpOvZWFUiVh81mQxTFSll2uQO9xc6LfxxnX1ym67G3Bzbnhd4RVRIL668YOJNtZUBDb+4KLl9YltXi81aSkpKC3W6nYcOGxV6n2SGQkO9lmaC3uYrTzBY7J2NSOB+Xht15Y2KjVsgZ0SmMib0iaBhY9HuUanKwOE7H8HBtfo6vxO30yL1T2LBhA0uWLGHevHkVaoHqbuKvZ/Dvr3+k1agXcditmK9fYWSfTrQL9iyx2FBnc2J2iIR4Vb9swiGIrErQE6+3s2vuD2ye9ikAKpWKnTt30r1792qfo5Za/peo+SvE/yCJiYk89NBDLhH6wgsvuE2ExuqsrE6URGjnMkQoSBe64OBg6tevz9dff40gCK5IlMlUtL/1tTw7c2NyidPZ0ChkPNrUl35hPm4ToQCtW7fmyJEjRURogt7GbzG57LhWvI1gZfBWyXmyuT8vtQ7gocY+tA3S4Kcu+nGOPXmU5fuPI5fLb4sItVqt6HQ61Gp1jYtQkKyc5j7ViREdb7z/X266yHsrzxQRWxWlYDk+t4SWnyURFRXFgQMHiIqKqvS5qoIgilw12BG0waiD65NhcZJlcZBrdWKwOVkSq+PHM9msTTRwNttKnkNEKThJuHSdpRtOcepiiut98VDJmdCjKXvfuZdPh7YpJkJBans5tplfEREK8PXXX9O+fXvM5tKbAdxK8vLyGDVqFFu2bLkt5y/AaDRisVhq9JwFcRVTVip/zfmBuvH7+WZIJ9Iz0tmcbGJuTC4Jelux/RL1dtZfMeAox2S/Ilwx2F1tcXs/+Qodhz4OSIGCwYMHExcXV+1z1FLL/xK1EdFqYjAY6Ny5MzExMYBUrblly5ZyuyZVhDidjZUJegSRClXixsbG8sUXX/DDDz/g7e3tWia7dOkSXbp0YePGjXTp0uWWLcUXcPToUb744gvmzJnjsi7JtTrZfi2P2Pzoa6BGwVMt/KtUoFAWuVYnV4x2rhrs/Gv8cGw2C6f37ahW9LWq/P7777z00kskJibWWMvJwkyePJkrV66wYsUKftoVz1ebL7qe69ksmBmP3422hE5MpXE+28raKwai/NQ8Gq69FUOuNruv5/F3mpm9f8xEoVTSbVTJ7XH9lJCdnMnig1cwWm9E1dVKOWO7NOb5PuHU9a3a5CUxMZGYmBjuv//+2xINFEWR0aNHM3r06NvaPa2mmTFjBitXrmTbtm3IZDL0ej0+Pj58+umn9B0zgVMWT/T5lhrhWhX31vd2dY5anaAnJtdGl7qe3NugannbWRYHO67lEa8vmq/utNuZ98po4g7tBiAiIoKjR4+6xUWlllr+F6i1b6oGTqeTUaNGuURoeHg4K1ascJsIXZUvQjvV8aiQHUx8fDwnT57E4ZBurAXbBwUF8dprr9G8dVtWXDawauWf1A1vzuAu7ejjxqX4ArKzszEajXh6emJzihxMM3Eo3YxTBJUcuod40bGO5y0pFPLXKPDXKGgX5EH/zauJT8nA5hS5HbU1/fv356effrotIhSgT58+ZGZmIpPJeOneSMICPHlr+WlsToG9sZkMn/k3vz3ViQb+Fcvf9M+3cMq1VczCKSUlhV9//ZUJEyYQGhpa5ddRGXqFepFhdrIhIxWFqngeq9MpcOVKBkfOXSenkA2TWiFndOeGvHhvJPW01YueN2nSxO2FMJVBJpOxZMmS23b+whw9epQpU6awYsWKW9Lx6vLly8hkMpo2bUrz5s3p1asXDocDlUqFVitNlqZOnQpAs8wszuoFThkUXNbbSdDn0i7Igx6hXlzJL3Y8lG6mmZ+6WJS7Ioii5MKRaXEW8QJWqFQ8/uVvzHzqQdIvXyQ+Pp7Ro0fz119/3TZ3g1pquZOojYhWgzfffJNvvvkGkHoMHz161C3LkPH5kVCnKOVt9q1ET+60PBv1vIvfgAuq4nOtDn4c0ZOHhwxh1ndf4XQ6kcvdb1lUYKuy41oehvwoRKsADX0aeJXaJchdpKWl4XA4bns70zuRI4nZPPv7UXJN0o23jq+G38Z3ok1Y+abbJofAj2eyUctlTG5bfoep06dPM2DAADZv3kzbtm3dMv6KYHUK/H5RR1Yhz1NBEIm9ksnRc8kY8m4IUKVcxohODXn53kjqV1CQV4SsrCxeeukl3nnnnWp7uFYVvV7Pxx9/zOuvv079+lUvUqsOFy9eZNKkScyfP9/tkxFRFGnevDl9+vRh9uzZZW4rCAJ33303HTt25MeZs9mXauJEpgURycatUF0a/mo5T7cIqHQr1sLjum5ycD7HSkyO1ZWHnH3tCjPG3o9Jlw1IDgOff/55lc5RSy3/S9QK0Soyf/58nnzySQDkcjmbN292S6XqZb2NFZclEdqhjgf9KiBCv/jiCzIyMnjzo/+w7qqRZ1r4u/YRRZHD6WZ2XzchAPW9lAysr8ETB76+vsycOZPffvuN/fv3V9t0edWqVWzevJkpX3zH7nQrSUYpMlvPU0H/MJ8qRRmqwksvvcTGjRuJjY29bRGHjz76iMaNG7s+IzVNcnIyFy9epFevXqhURd/3hMw8npp7mMQsKW/YU6Vg2ui76Ney7HaEoijy/elsrILIK20C8XKD0b+7ybY4OZhm4myOFZvNhtNuJ01n5+Cpq2TriuZsDmlXn9f7R9Ek2P2ROofDwYABA3jvvfduWwV7Tk4OHTp0YNq0abfEv/d2cPLkSZ566ik2bdpEvXr1OHXqFFFRURVyZdi6dSuRkZGuHvClLaUD3B3swf0Nq98utSBv+VyOlUs6G+cO7GbuS8MRBGlyvmzZMoYPH17t89RSyz+ZO+9O8g/gxIkTPPfcc67fp0+f7nYRendwxUQoSJ1NfHx8OJBmJssi5UiCVCG84rKBnfkitFMdDx5v5kddX098fX0BqQ3dsGHDUKvViKLIv//9b2JjY6s0/qxcHZfSc/kj3kiS0YGnUsYDDX0Y39y/xkQoSJ59f/zxx21d9kpOTiY9Pf22nX/t2rU88MADrhteYZoGe7Pyxe50bBwAgNnu5LkFR1l8+GqZx5TJZPgVLM9XosNSTZBqcrAqQc/sCzmczrbisDv47/D+LF93kA17LhYRob2j6vDXpB78OPquWyJCQfIQ3r59+20ToQABAQFcunTpjhChly9fpn///ly/fr3S+8bExLB582YAGjVqRPPmzcnLk4od27VrV2FrsP79+9O0aVMsFgunT58mUKModTJ1PNNSYlFTZZHLZDTRqhnU2JdJrQN5a9Qg3vj4v67nx40bx+nTp6t9nlpq+SdTGxGtJNnZ2bRv356kpCQAnnnmGX755ZdqHzdBL/XyLhCh/cPKF6GCILiKIdJMDuZezAWgmZ+arvU8XQb1HgoZgxr70Myv7Mrtq1ev0rVrVxYtWkSfPn24cuUKAQEBaLVaMi0O/NWKEvM6BVHkZKaFPSkmLE6pXV+HOh70CPHCowajZqIokpeXV62Wff8rCILAlStXXNGfkrDYnbz152nWnbohDsqzd1qVoOdiro0hjX1pGVj25+nChQs8/vjjLFy4kOjo6Kq9kDIQRZGrRjt/p5lJzM/xU8ggTAMHTyez5kQyktW8RPuG/rwzsAX3RNRczu61a9dITU29bZ2WACwWC3/++SePP/74bfP4zMzMZPTo0Xz//fcV6jKXk5ODl5cXGo2G559/nsOHD3Ps2DG3jP+NN95g2bJlzN59ilO60h0gfFVyJrTwd/s1TBRFxo0bxx9//AFAw4YNOXHixG3LJa+llttNrRCtBIIgMHDgQLZu3QrAXXfdxYEDB4g3QcsATbkXyQJrkJvFXGK+CHWIcFewB/dXQIQ6HA7uv/9+xowZwzPPPMPKy/oifchl4FqKf7ipL37qikUHHQ4HCoXUGu+RRx4hPT2dvfv2seCSjh51NUQEFI0+XDHY+PCHWSQlJdF34ls08VXTL+xGNWpNsmrVKp5//nlOnDjh1py4ypp079mzh+7duxeJyAr5LSOTjXY0ChmtAm+Pp+nNCILIfzZe4Je9Ca7Hnu3ZlH89GF3ia955LY9D6WZ6hnrRPaRs4/arV6/yxRdf8M4775Tb2asyiKJIrM7GwTQz1/N9ZNVyGdF+Ks5cTGHuvgTMhdpx+nlr+GBwNI+0r1/jQmzIkCHk5OSwd+/eGj1vYbZs2cKDDz7I8ePH3Z6rm2N1ur0tblpaGo0bN+b3339nxIgRZGZm4uvr6zYLtMzMTDacvMT1oPLz+VsHahjc2Nct5y2M2WymW7dunDx5EpAKC7du3eqWQtdaavmnUStEK8GHH37IRx99BEjLXidPnuS6Jphd101E+6t5uGnZljaxOisZZifdCt3AEw02/oyXRGj7IA8GNKzYcrzdbmfKlCkMGTKEyLu6uKKhhWkXpOH+aniDJicnk5KSgtCoFSsOn+eXpx5g66aNdOzYEZ3Nyc5recTk2tg9bxp5qVf5ZdbPRPmpb1vUJSkpicWLF/P222+75XgF+bXhWnWFhfWZM2do27Yta/9aT9te/biW5yDZaOeayYE1vyIi1EvJ+Ar0mC8LhyByPsdKmtlB/7CiEWCj0cjIkSP55JNPKmQkL4oiM3fH8+WmG/ZOj3UI47+PtkF5k+3ViUwzm5PyaBOoYZAbb9BOUSQ210Zz/9I/P05R5Hy2lUPpZjItktD0VMjoUMeD9NRcvtl8kWu5N5bgvdVytJYk5k1+jOah1WtvWlUSEhIICgpyVXDfDkRR5OrVqzRu3BiHILrVreLvVBNXjXYeaOSDtgKT3dTUVF588UW+/fbbIs4Cv/32G2vWrGHNmjUALFiwgPvvv5969crOW64OTqeTHbt2061XH+yCiE0QsQsidmehfwsQHaC+JfZvSUlJ3HXXXWRlZQHw/vvv8+mnn7r9PLXUcqdTO/2qIBs2bHD1kJfL5SxfvhxlUCh7LukAaF2BCFdMjo2LuVZaBmjw1yiKiNB2QZoKi1CbzYZareaLL74AYOVlfYnbJRrsZFmd1K1idDIsLAzvOqH8eiEHhVpDl6GPE9m8BftSTHzy8cfI1Wr6PvUKU957h051PFDfBq/OAox2gZAGYW4ToQ5BZFOSkbPZViL8yi/iyrMLJOfZSfNvwtRl2zhbtxXn4or+XbQqOWE+KhpVI182zy5wPNPMiUwLJofIvfWLRyWzs7Mr1clJJpPxYp9IArzUvL/qDIIIfx5LJtdkZ/qYu/Ao5HIQkC82KmLhZLVaSUlJITQ0tNSxmB0CJzMtHM+04KWU0SKg+HZ2QeRUloXDaWaXD6RWJadzXU9UNhufrz3NoYRs1/YKuYwnujbmvnoW+vd+BPOYznCbhGhBakRNtb7Msji4arTTNtDDNQGVyWQ0btwYp9PJ1A3HCW0Sjr9GgZ9agb9anv9v6aevSl5i56HS0KrlJBjs/Hohl75h3rQJLHtlyNPTk/T0dBISEvj+++8ZPXo0Xbp0oV69eoSHh+NwOFAqlTzxxBPVfi/K488//2TMmDFcvHiRyMjIW36+m2nYsCGrVq2iT58+CILA559/Ts+ePRkwYECNj6WWWm4ntRHRCpCQkED79u3R6yVh8Z///IfJb73N3Jhccm0CHet40C+s7LxEhyAy7Ww2VqdIpJ+aTnU8WJ4vQtsGaXigoU+FblRXr16lV69ezJs3jz59+hTJDS0JlRwGNfalhX/ll7VEUWRRnM5V/Q5S3pTBLrB15hcYr1xg1EMPMn7MKKZMmcK7777r1iXYimCyC2yPT+O1x4cx9T9fMv7+HtU+ptEusCpBz7U86XU/Fx1AoMcNMSaKItlWJ8lGB8l5dpLzbnRSKUAG1PFUEOatIsxHRZi3skIRo9JIMzk4kmHmQo61iNXMzWOrLhvPpPDqkpPY8jsMdWkayC/jO7qM73OtTn4+n4OvSs5LrcsWd2W1+My0ODiabuFstoV8dxs61PEoEt21OASOZ1o4mmHGlL9RkEZBl3qe1NfI+G7rJRYfvkrhZjg9mwXzwUMtiazriyAIOJ3OYq4BNc2mTZt4/fXXOXbsWIULa6qKQxD57nQW3io53et50TpIgyL/uvL+1A/4YfpPvLP+OCqPkschl4GfWp4vUhX4a+T5PyWx6qGQFblOJRntLIzVuX6P0Kp4oJEvPqobk1JBFFl/xYgh9hRpF07y2qSXEEWRbt268eabb/LYY4/donejbARB4Pjx43Ts2PG2nL+AL7/8knfeeQcAf39/zpw5U6QbXS21/K9TGxEtB5vNxmOPPeYSoUOGDOHtt9/mr6t55NoE6noq6FO//MrbKwa7a2k2Tif1uXaK0Daw4iIUIDAwkEceecSV67U/1VTqtp5KGXU9lFzPc9DYR4VnJZPuT2ZZiohQAINdoI6HgrnffM73H7xDfMx5EhIS2Lx5M++//z4gWZLI5fJbeoMxOwQOpZs5lmEm41oaKi8fZNrqJ/unmhysvKx3Rd4ARESSjfZ80engmtGO2Vl0/qaSw5Wd6zi0ZhHzl62kaaB3tZfzBFEkTmfjSIa52N8BIEAjd5nMFyYtLY06depUqavPA21C0XqqeO73o+TZnBxKyGb07IPMf7ozwT4atGo5MqTPQXnLvJGRkS7LHJAEfILBztF0M5cNxS1zGnpLgtFoFziSLkV9bcKNdIau9TyJ9FXx5/Fkxm+MIcd04xiNg7yYMqgl/aLrur5Lcrn8tnQ2upmIiAj69euHyWS65UJUKZdR31tJktHBxiQjB9JMdAvxonWghheee5YB/fvRvkN9cm0CuVYnOpuTXKtArs2JzipgdAjkWIX8iVXxv5FGIZOip/ni9OZLSrzezpwLOdwf5kNTT4Hly5cTflcXzjmC2Ld5F4dXzCeo/yjCVA4iW7S8rUVccrmcjh07Iooi69evZ+DAgbclR/PNN99k9+7dbNiwgdzcXIYPH86ePXtu+wSqllpqitqIaDm89dZbfP311wA0btyYU6dOcdWhYf1VIyo5PNncnyCP8i9e668YOJNtLfJYHQ8FT7bwd0UsysNqtRZZ4iyIhsqBIA8FdT2V1PGUftb1VOKtlFV5OVBvczLnQq5LCBSmS6Ge9wVLjoWXHsePH48gCCxYsACr1cpXX33F+PHjadiwYZXGUhiLQ+BwupmjGTdESoRWRc9Qb0K8qncTicm1sv6KAftNhbRypMKvwngrZfmRThVhPtL7vXXzZjZs2MCPP/5YrXEAWJwCy+L0rmKcslDJpWIdtUKGWi7j3w91o023Xrzw0ddFHi/tp6bQ70qZtJR7KimXJ+cedom9psHe/P50ZxoGevHzuWxybQLPRlfss+8URU5nWTiaYSHLUvqS/vgoP05lWTmTbXFFfZv4quhaz5PGPirOp+j59+qzHL+a69rHW63g5fua8XSPJmiUxSPDP//8MytXrrztfddrkr0peexPLeqZ6q+WuwSpXCZzLYHfjF0Q0VmdklC1OW/82yp1CyrpelCYlEvnyEq6TOu+DxHuKTKhUzhffvsdXYY+zoUMI8lWEJFhzTMy65mHGPHGBzwy6AGa+akJ9VJW+Hp1WW+jia+qUmkEpRETE0OrVq1YsWIFQ4cOrfJxqpN/m52dTZs2bVz2Vm+99RZffvlllcdSSy3/JGqFaBls2rSJBx54AACFQsGhQ4do2qo98y5KAu3BRj60DSo/N9QpiPyYvyx/M3U9FdxfAbP3v//+mxEjRrBt2zaaN28OQIbZgSBKItSdBQiiKLL8sp7LJRg9A5zZuoYWAR78+9nHSz2G0+lEoVBw9uxZevTowa5du2jfvj3r1q0jLS2NZ555plJjsjgFjqZbOJJuxpp/Mwz3VRG37nf69+hKp06dKnW8woiiyIE0M3tTSo8uB3soXKIzzFuFn5srhUvC4hT4O9XM0QwzJXx0kAElfXnjD+/Fyz+Q0KjybXJupn2QBwMbScvjcelGnvj1ECk6CwD1tBoWPtOFID8vvJSyciO+aWlpLFy4kMcffxy7dyAH0kylfqb81XIeDdfyW0wuAFF+au6p50motwq9xc63Wy7x+9+JRZbhH2pXnymDostsyblp0yb27t3Lp59+etuK6ECaRC5fvpw+ffoUWXa9arTzV6JB+kV2w2yq8EgLhi3Lf1RWzrYWh1gkol+YAI2cdR+8RJN6QUyfPr1Sr0EURcwOkVzbDXF67nomG1YsJ7r3ALR1Qtg8/TPObl/H6yv/RiaTIbcaGdW6gSsv2uIUuKy3E5trJS7Xir3Q6H2UciL91DTzU9PYV1XmNW1Vgh45MLiJb4Un8mVx9uxZWrduXeX98+wCi+J0dKzjwV3BVYt6Hzp0iO7du+N0SpO1tWvX8tBDD1V5TLXU8k+hVoiWQmpqKq1atSI7WyqC+Pbbb3nl1ddYcElHqtlBtL+aIU18K3Rzu6y3sSy+5IKiArrW86R3aOn95FNTU/nmm2/4z3/+c8uXj85mW/jrirHU5//88BWcDgfT5syjR2jZFj5Q1BLqnXfe4ezZs6xfvx5RFHnttdcYN25cqUt0VqfAsQwLh9PNWPLVWGMfFT1DvQjxkNGlSxeGDx/Ou+++W6XXahdENlwxcCG3dPPqep4KnmzuX+bfeseOHdSrV69CHomVJdfqZOf1PC7eNMYIrYrHwrXY8it+bc7Sf1pLe7zg3/m/d6jjyX0NbqSaXMs188Svh7icIRmIB3mrWfRsV5qHlF8xf/LkSXr16sWePXto3749IKU+bLhqIN1cNDJaYJNzJN1MuFZFkIcSURTZcCaVD9edI8NwYzUhvI43nzzcmu6RwVV9S2scg8FA/fr1mTZtWpFuWxW5NribSxuX0LVRMM+NHVWl/VesWEFeXh7jxo3j1yMJTOzWnMe/mkt07wFYTUaUag/8PNS0CFDTMkBTaqTTKYhcTNfx6eef0+bRp5H53fh7quUymmpVNPNTE6lVF/PyXBqnI8FgJ1KrZmhTX7dNxLdv306nTp0q7XJwOsvChqvSNfO+Bt50rls1Mfr9998zefJkALRaLefOnavNF63lf55aIVoCgiDQr18/du7cCcDAgQPZsGEDO6+bOJxuxk8t56kW/nhUMAdww1UDp7OsxR73Vspo7q8hOkBDmHfpy1I3L8nfSpyCyMYkI6IIHkoZHgoZHgqpSEH6XY5GDnKnHT9vT1RVuAEIgoCAjMPx13hx+GC+/PJL7r//flauXMnSpUtZtGgRTuQczzRzKM3sysds6KOkZ4g3jXxVRY7lcDiq3J7U4hBINNhJyrOTZLQXE0gFPNrUl6gyCr66detGZGQkv//+e5XGURGSjHa2X8sjNX+53lsp4+XWRXu+79mzh9jYWCZMmFClc5RU3Z1ltDJ+7mHOXpMEU4CXioXPdKVl/cpbEqWaHPxxKddVoFTAAw19aBd8I7KZnGNi6ppz7Ii50Z3KQyVn0n3NeLZnOOpK5DsnJEgeqWWZ+9cEJxJTade4XpHlZLsgYnIIFL4KF35rCh4X8x8V8/8n3rTtje3gXLaFIxmWYucP8VTSPdSTSG3lLNZiYmL47LPP+Omnn/D19eX555/HYDDw09zfmXkuB5vZhNrTCw+FjBb+GqID1DT0qdiyeUZGBh06dGD69Ol07vcgsTorsTpbke+hDGjkI4nSZv5q/NQKfr+Y60pbaeKrYli4tkrXosLk5OTQpEkTpk6dyhtvvFHp/Y9nmNmSLE3YeoR40T3Es9JReFEUGTp0KGvXrgUkf9Ht27ffEbnOtdRyq6gVoiXwxRdfuCJsderU4dy5cxg0fiyL1yMDxkb50cC7YonkTlFk2plsVzTPK198tvCv2MV6yZIlTJ06lYMHDxIYeHssaArYsWMHSqWSXr16VftY25KNpJkdPN7M3/XYqlWrWLV6DS9/NZODaSa+HfcgbfoNYcSzL9E5QI6f00RISAggefA5HA63iwuLQ+BansMlTFNMUvpDHQ8FT7coPSpqs9nQ6XTUqVPHreO5GVEUOZdjZfd1Ewa7wEutA/AtZK/04Ycfsm7dOo4dO+bW8+rMdsb9dphTSbkA+Hup+GNCF1o38KvwMYx2gfkXczHYBVoHavBUyFyCqSDf1OEUmHcgkW+3XsJUyCKqX3RdPhzSirCA8iPwN9O2bVu6devGzz//XOl93cnqfCeG1n4KOob44q26NeKioPtVAaFeSrqHeBGhVbk+vzk5Obz33nu88cYbNGvWDJCitgWtf4cNG0aXLl14++23uXjxIk888QQLFiygefPmrsnK3pQ8jqRbaOYnRT6b+Kqq5Flc0kQ71+okVmcjVmcjyWgvIs7reirQ2YQiqU5h3kqGR2irXSB44cIFmjdvXmXhdyY/MipSNJe+MmRnZ9OyZUvS0tIA+Oabb3j99derNJ5aavknUCtEb+Lw4cPcc889CIKATCZj+/btdO7Rm19jcjA5RHqFehUxpC+PBL2NtYkGSXwGqGlUwUhBATExMSxbtox///vftzXHDWD06NHk5OSwadOmah0nVmdlxWUDShlMbheEQibDIUhtQv9OM5HnEBFFkRMLpzO4ZxeeePgBtmzZwsCBA4mPjyc8PJyHH36Yw4cPk5ycfEt7ytsFkZR8YRrlV7KxfeFWqzWFXRA5lGamoY+Sxr5Fo8G3ajx6i50nfzvsKhbSeihZMKEL7Rr6l7j9xYsXmTBhAr/++ivhzaJYFKsjxeQgzFvJqEg/ZMCCWB06q5NX2gRyPkXPuyvOcObaDTugur4aPhrSioGtQ6r8+T99+jQhISHUrVu3Svu7iws5VoY+NIjgRuE8/PbntPDXcFewR5mrIZVFFKV8dLNDpL6Xkh6hXjT1VRU7vk6n4+677+bDDz/kiSeeYPr06UyZMoXs7GzkcjmfffYZLVq0YNiwYaWeK9lop56XstqRSJAadMyZM4fx48fj5VX0+mp2CMTrJVGaoLeXWjAV6qVkRIS20u4gJXH8+HFCQ0MJDQ2t9L4XcqysSzQgUPF2zTezY8cO+vXrhyiKKJVKjh49Srt27So9llpq+SdQK0QLYTKZaN26tWsp71//+heffvopy+L1JBjsNPJRMSpSWykhmWcX8FDKKp1QL4oigiDcUpFVWQRBQK/X4+/vX+Vj6G1OfovJdUWIxzbzI93s4O80M4b8AosQTyU9Q70ILxTBycrKYufOnQwbNgyZTMagQYMwGo3s3r0bh8PB2LFjef311+ncuTN2ux2l0n0397Kw2+1ER0fz2WefMXLkyFt+vtuN0erg6blHOJwo5U77apTMe7ozHRoHFNs2MTGRDz/8kA8++IDTBHEh14ZWLWd8lL8rGphjdbIz2cjluFR+3h3vaoMrk8HYLo15a2Bzl4fpPx2bU2T8f2biGViHqHvudT1ex0NBhzqetAzQoFZU7zObbnawOclIjxAvmhRKYZHJZPz+++/k5OTw6quvYjKZ8PX1ZdasWTzzzDNcvHiREydOMGzYsNtiGxQfH0+bNm1YtmwZgwcPLnU7hyCyJtFArK7knO46HgpGRfpVK9pss9mIiIhg+PDhfPvtt1U6RqzOyuoEA04R2gRqeKCRT6Ur/N98802++eYbAKKiojh58uQtt/+qpZbbQa0QLcQrr7zCtGnTALj77rs5dOgQx7Pt7LiWh6dCxtMt/PGthil5ZZg/fz4zZ85kx44dxSIENU1cXBxWq7XahTiCKLIoVkdy3g1LIoUMV0V4XU8FPUK8aFZOm1Cr1YpSqUSn0xEYGEhGRgYjRozgs88+o1u3bkyfPp1PP/2Ua9euoVAo2LZtG/Xr16dly5bVGn9JGI1GvvnmG4YNG1atqlt3cOnSJR566CFWrFhxS8disjl4et4RDl6WxKi3WsG8pzvTqcmN1BFRFMkyZ2G0GTmXI+d0jicahZyxUX5FOn2duJrDW3+eJi79RnFc83q+fP5omxLFbVW4fv06n3/+OW+99RaNGzd2yzFLQhSl4i+zU8TiFLA4RCxOEbNDwOKU/n022+Iy578ZjVxG6yANPUO9Kpx/fjO79uwltF5dmjdvzu7duxk2bBhnz54lJCSEf/3rX6SlpfHrr78CUu5sQEAAu3btqpZtkbtIT08vN2qdaXHw24XcYnZqhQnUKBgdqa3Wtfr8+fNERkZWOfccIFFvY0WCHrsALfzVPFTJCn+r1UqnTp04c+YMAJMmTXKLNVwttdxp1ArRfHbs2EHfvn0BUKvVnDp1Cv9Gkfx+KRdBhGHhvjTzq5mCIYCDBw+yfv16Pvnkkxo7Z2lMmDCBAwcOcO7cuWot+e65nseBNHOxx4M9FPQI9aJ5BfrUx8TE0KNHDzZt2lRqR5RTp05x6NAhnnvuOQCaNWvGQw89xLfffsvVq1d58sknmTFjBtHR0S7fvvr161f5dd0pFLRNnDp1KkFB1Tf3Lwuzzcmzvx9lX1wmAF5qBb892YkW9RXMPzmfaYenEZ8T79o+0KsJL3R6mTe7TsDfwx+zzck3Wy7y2/4ElyWTUi7j5fsiebFPZKWKkcojIyODXr16MXfuXLp27Vrh/XT5Ju9mZ76QLCQoLQ4hX3AWfbwiXD19lPTLF+k4tKj9WaBGQf8wb5pqSxc/giCQnJxM3bp18fDwYNmyZezZs8dlxdS4cWNGjx7Nf//7X5KTk5k3bx4TJ04sNXd51qxZTJ48maSkpFv+makIoiiyZcsW7r///mLXAlEUWRyn56rxhgWYHAj0UBDkoSDYQ0Gwh5JgDwUBmqKWdqIosu1aHi38NTSsRIvdy5cvo9FoaNCgQZVeT5LRzvJ4PTZBrFKF//nz57nrrruw2aQI8MaNGxk4cGCVxlJLLXcqtUIUKV+qZcuWLlHy/fff8/zLk5h3MZccq8DdwR7c37DsFp7uouDPcbvzQQtjtVq5cuUKUVFRVT5Got7GklJsapr4qhgeoa1QtCAtLY1p06bx73//u8JOAiaTCavVSkBAALGxsbz//vt89913NGjQgNdee42NGzdy8eJFAF599VX69+/P4MGDMZvNZGVlUb9+/RIFuNls5tdff+Xxxx8nIMA90bt/Eha7k4kLjrH7UgYATvUJsjT/weKQJhtioRKTAg9ML5UX/713Hiv2B5OQmed6vk0DP758rC3RoZWvxL9VbE02cqyE6vOy0CgKnCZkeCrlLtcJz3wHiphcGwu++w/nd21g0qIdyGRSM4HuIZ50rOOJQi5DEASysrJc4vHrr7+mYcOGjBw5krNnz9KmTRv27dtH9+7dmT9/Pps3b2bRokWA1AI4JCSkwpE8i8VCVlZWlYWWuzlw4ADdu3dnz5499OzZs8hzyUY7RzPMLrFZIDgrUiBVkJcOkkftvQ28CdCUHTEVBIHo6Gh69OjhiiJXhRSTnaVxeixOkSa+Kh5tqq1UCsb06dOZNGkSACEhIcTExODnV/EiwVpqudOpFaLAU089xbx58wDo1asXO3fuZENSHmezrdTxUDC+ub9bDePL4tdff2X16tWsXLnytrd4y8vLQ6fTVTtaaLQLzI3JIa+UJUmAtkGVa3XqLpKSkkhJSaFz586IosigQYMYPXo0TzzxBFu3buX+++8nLi6OiIgIfvvtN1JTU/nXv/4FwNy5c3nuuec4d+5ctUS6uzh27BhhYWHUq1evxs5psTt5ceFx1l/aSLr6I0AEWel/ZxkyRFFGXdsHeAodUCvlvN4/imd6NEVZzYrn8ihoslBRjmeYOZ9jxUMpx7NAYOaLS0+F3GVvViA4NQpZuXmAv1/M5WpuHlZTHk67jW7NG9NGY+G/H03l5ZdfplWrVnz11Vd8+umn5ObmIpPJGD16NNHR0UydOhWr1cr27dvp1q1btXK1b8bhcJCXl3dHCJzjx49z9913u/WYNqfIoXQTh9LMOESQy6RCou4hXmUWN506dYrw8HCXm0BVSTc7WBKnw+QQK13hL4oi/fv3Z/v27QA8/fTT1RLGtdRyp/H/XoiuW7eOIUOGAKDx9mHjgWPUDWvEuitGlDKphWdwCZXSt4r169ezd+9e/vvf/xZ5vCR/R3ciiiIZFmeR/L1PP/2U77//nitXruDt7V3G3mUfd2m8nsQSeovfTHmOBB9//DHR0dEMHz68SmMpD6Nd4ECqiQyLgzGRfuTk5PD3338zYMAAlEqlK+905syZCIKAl5cXH330Ee+88w4HDhxgypQpLFu2jODgYPbu3YvD4eDee6WilNJaKlYGURRJMzvxVMrwKyH/rWnTpgwfPrzGWwOmG7Np8G0YDsFSpgh1IcqQoWFg0Cp+HNmDyLq3frXhyy+/5JdffiE2NvaWnqfge2qxWNi8eTMdO3akQYMGrF+/nunTp9PvvwuwCzBv4lCaNQxl3YrlGI1Gunfvzg8//ECfPn2IjY0lJiaGQYMG1ZgbQ8+ePYmOjmb27Nk1cr6KkJSU5Ja2wIUx2JzsSTG52i1rFDK61fOkQx3PMoMNmZmZiKJYLXu2LIuDJXF6DHaBEC8lI0uo8LcLYokuBElJSbRo0QKTSer+tmnTJgYMGFDlsdRSy51EzSmsO5CcnByefvpp1++D3/iU42IgsiRpybBfmE+NilCAQYMGMWjQoCKPCaLIist6Gvmo6Fy38ibJ5SGIIhuvGjmfY2VEhNZlB/Tyyy/ToUOHKotQ6dgwMD+tQVa4LaFMio7JkB4r/FxJiKLI+fPnqzWW0jA7BA6lSa00C4K2aWYnIYGBRf4WU6ZMcf3b6XRy8OBBl6+pUqmkTp06ro4sP/74I3q9nnvvvRdRFPHx8WHatGk8++yzHDt2jBkzZvD999+j1Wo5ePAggiDQrVs3oLivYp5d4Gy2hbPZVjIsTjrV8aBvWHHxtmPHjtsSRV98dgFOsYIiFEAmImKlf8eLRNatmXy3Pn36EBAQUKUJXcEkwm63s3v3blq1akVoaCh79+5l3rx5zJkzB5lMxqOPPoqnpycLFy7E4XAwdOhQFi5cyJgxY/Dw8MBb6w9OOw80CkAY+iCfffYZRqMRHx8fTp065Tpfs2bNXN6eNcWbb755R3XwWbRoERMmTCA2Ntat4/JVKxjU2JeOdTzZeT2PRIOdnddNHM+00Ke+Ny38i+epC4JA79696dq1a7UikUEeSh5v5sfiOB2pJgeLYnXFKvz3XM+jbZBHMZu4hg0b8t133zFx4kRAWsWLiYmpdAeoWmq5E/l/HRGdMGECv/32GwAtet7PuO//cF2EfFVyHm/mh385eUTu4q+//mLVqlX89NNPxXIftyQZOZ5pwVMp45kWAW41wnYIImsTDVzS2VDK4NFwLeFaNRaLBQ+P0nt43y7cGRm2OgWOZlg4nHajf30zPzU9Q72KRIZLYsmSJbz33nucPn26xGU7QRAwmUz4+PjgcDj4/fffueeee4iOjmb79u1MmTKFXbt2odFoGDZsGHl5eWzatAlRFFGr1UybNp17Rz3Jss27+P27/zDmy1/x9PXj0s6/aKB28snLUuekPXv2EBUVRUhICFarFYvFglarrbEUB1EUaTatGZdzLhfJCS0PGTLCA8KJnRR7y8cqiiIWi8VlfXP27FlkMhmtWrXCZDLx008/8dBDDxHQKIKDO7Ywc/o0NmzYgEwm48EHH8TX15elS5eSl5eHj4+PS1yuX7+e//73v2zbtg2NRsOqVatQq9WuyUt6ejrBwcGuqKbRLqCUgYdSTlJSEn/99RdPPPEEPj41k3/+T8JoNLJu3TpGjhx5y6LCoihyWW9n5/U8Mi1S84T6Xkrua+BN2E0FTXv37iUqKsotaS8Gm5MlcXqyrE4CNQpGRWrRqhVkW5zMuZBDl3qe9K5ffMItiiL33Xcfu3btAuC5555j1qxZ1R5PLbXcbv7f9g3buXOnS4R6eHkz9P2vi9wQDXaBn8/nsDROx8VcK8It1utGoxGTyVSsyOBoupnjmRYUMhjWVOtWEWpzivx5Wc8lnQ2NQsaoSD/CtWp27dpFkyZNuHz5stvOVR1ycnLYvn2720SoZAZv4ufzOexNMWEVpCKCcVF+DAvXlitCAaKjo3n22WdLzR2Ty+X4+PhIY1YoePrpp4mOjgagb9++/P33364Jx8KFC1m0aBGiKHLdaOP1r38iqX57ViUYSLGCp9aP5nV8ebSpL5rYQ8TslhoKFNyYVq9ezcaNGxkzZgz+/v6kp0ttMSdPnsyjjz7qGtOwYcNYtWoVALGxsbz99tvk5OQAsG3bNhYuXOjadsWKFZw7dw6A3NxcduzYQV6etFKQkpLiWuLOMmcRnxNfKREKUiFTfE48Ow7uwGiUrJsSExPZs2ePa5vt27e7OkTp9XpmzpxJUlISALt27XJ1PwN4++23XZ6PmZmZNGvWzJVT99NPP+Hv78+WLVs4ffo0kydP5qOPPgKkCcOnn35KTEwMepvAxutWLCovcs1SlfLLL7/Ms88+C4CXlxeXL192mbwPGjSIvXv3uv6OjzzySJEIet26dYuIKB+V3NUzvWHDhrzwwgt3lAiNiYlh8ODBrs/E7cTHx4fRo0cjl8ux28tP66kKMpmMCD81T7fwZ2BDH7yVMq6bHPwRq2NVgp4c643OXj179qRevXqYTCby8vLItjixVdAl4WZ81QrGNPOjjoeCbKuThbE6cq1OdlzPQwDOZVspKT4kk8mYO3euK0Awe/ZsduzYUaUx1FLLncT/SyFqNpt56qmnXL+Pe/dj/OqW3EHjitHOFYMdcxmFNu5g1KhRLF68uIjQitPZ2H5Nuvk/2Min2Cy9OpgdAkvidCQa7HgrZYyJ9HMdPzIykokTJ9KkSRO3na86LF26lEGDBpGVlVWt4zgFkROZZmadz2HndRNmh0gDbyWjI7WMivSjfgXbtgK0a9fOVbRUFntTTGSU0r/eNS6FmjiHJ7/F5LIgzkBAr0fwbRhBHQ8FTw7sxd/rVzEmui5R/hpmzpzJ8uXLXftevHiRkSNHkpSURGZmJsuWLXNV8Pfq1auIMNJoNK6l+9TUVFavXo3VKuXKrV+/nl9++cW17cSJE1m3bh0gdSbq27cvycnJgJRvOXToUMhOwbixehGZfg/24+TJkwAsXryYxx57zPXcu+++68pZ1Ov1TJo0iZiYGEDKmSt8E1apVK4cXC8vLx555BFX2kS/fv347bffePnll5k3bx6//vqryy/Yx8eH3NxcHn74YRr5qGjaqScDPprFnEsGNl01ck/fAfTr1w+QhEDTpk0r7NZQHikpKXzwwQcugX+7CQgIQKfTkZqaeruH4uLHH3+ke/fuCEJZzqHVQy6T0T7Yg+daBtCtnidKGVzMtfHLhRy2JRsxO6RzO51OunbtypQpUziXY2HX9ar/3bxVcsY08yPUS4nOJjDvYi5x+Sb9ertAUiGv5cI0adLEZXIPMH78+Dvm81NLLVXl/+XS/HvvvecqBuratStPzvmLHFvRt0EGtA7U0D3E65Yuzx89epRVq1YxderUIje4NJODP2JzsQvQI8SLHqHuM7U32gWWxunIsDjRquWMivAj0OPO6eB0M6IocvHiRVq0aFHi8ya7gKdSVmq0VBBFzudY2ZtiQmeTbip1PRX0DvUu0r2pohw8eJDk5GRXl6fSOJxuZse1PB5t6kuUf1Hx4hRE4vU2TmdbuayzuQy6PRQyWgVqaBPoQT1PxW2z8bJYLMjlctRqKU3j+vXrhIWFoVarSTyyl9xdq2lvSiRTNFNHtrHK59k+YDudW3d2CUKDweAqUNHr9ahUKjw9Pd0SDc/IyCAoKKjMpd5FsboiPpUyJDPyrvW8qOfl3nzx+Ph4OnbsyJYtW+jUqZNbj/2/wt9//83+/ft59dVXayz/WW9zsvemgqbuIV7cHezBmlUradu2LQfFOlzLczAqUksT36qb3ludAgsu6VypAQW0C9LwQKOSV1sEQaBPnz7s3bsXgLfeeqvGCxRrqcWd/L8ToqdOneLuu+9GEASUSiXHT5xko71ekU4d0f5qeoR6EeRx6wuV5s6dy6xZs9i3b58romOwO/n9og6DXaBVgIbBjd1na5RrdbIkTkeuTSDIQ8HICCk/CaRI8dChQ/n444/p0qWLW84HkhCsbHu7Am4u3LkZURRZFq+nb5g3wTf9vURR5KLOxr4Uk+tCH6RR0DPUi+YlFCVUlLfffrvIsnFJnM6ysOGqtOTcr4E3HetK+YlpJgdnsi2cy7G6ouwyIFyrom2QBxFadZWswtxRlV8uV87DvpUQm/+65QrsbXrTIP5bMvKuQA3niAqiiEMApyjiFPN/FvpdKHhcKPR84Z/CTduJIgl6O9dNJUejwrUqutbzoqEbe8Pb7fbbbtN2MxcuXCAzM7OYj+f/N1JNDnZey+NK/sTEXy2nT31vmmhVfHciA1Emw1+j5Olo/yp1wjLZBbZfy+NcjrXYcxqFjEmtA0u9FsTFxdGyZUvsdjsKhYITJ07Qpk2bSo+hllruBP5fVc07nU6eeuop1zLPlClTCIlojhCTC0CkVipUcXfkoyyeeuopxo0b5/I3tDlF/oyXLD7CvJU80Mh9IjTD7GBpnB6jQyDEU8mISC1ehexDsrOllo3uMmcXRZFjmRYu5FgZHelXaYElCAIdOnTgySef5M033yxxmyMZFhIMdpKNDpcQFUWRBIOdPddNpJolUeGnltMjxItWgZoqi+ICvvzyyzKXwy7lWtl49UbLynSzgyPpZs5kW0gvtEwf7KGgTaCGVoEe+FQj9zc7O5vQ0FBWrVrFgw8+WOXjlIgowqWjkgBNkpbFUaqhQ3+452GWX5PhFXMJxBll2x6UwCtdXqnWZ/t0lpVNScbyN8zn+sUzbJ72KaM+n4Wn1r/S57ust5NnNzKkia/bJqkqlQqbzYZcLr/1E4kKMmXKFHJycu6o/MMvvvgCHx8fXnrppRo7Z4iXklGRWuLzC5qyLE5WJxrwFKzMGDeILo+Np9MjT7AtOY/BjSvuMyqKImezrWy/lldqNy6rU1oxae5f8iQ8MjKSKVOm8MEHH+B0Onn22Wc5cOBAjdl91VKLO7kzrnw1xMyZMzlx4gQgWaS8++67XDY5aeyjold9LxpUIkewumRlZbFkyRImTpzougEJosi6KwbSzE781XIeDde6zUj/ep6dZfFSd4+GPkoeCy9uqNygQQM2b97slvM5BJEtSUZO5y9vxelttCjloloagiAwadKkUs2tU00OV55WktFO+2APkox2dl/Pc/Wz91HK6RbiSbsgjwp1YCmPAlP00mykEg021iQaisQGpfdAeh88FDJaBmhoG+S+pXeFQsE333xT8YiI4AR5OakYTiec2wf7VkH6FekxDx/o/AB0GQzeWrZfSOOLP08hmHsg85iDKForaOEkw0vlxbh24yo23lJQykElB4VMhkIm/ZTLpFahclnRxxUy8Azyxc9TQ2OljXqBGunxm/ZPzrOX6HkboJHTK7Rke5/qcO3aNVq1asWSJUvumNaNBcVddxLp6elYLJXrcuUOZDIZkX5qwrUqTmVZ2JtiwuTQ0PLeBwhp1gqAs9lWovzUxdJvyjpmI18VPUK9iM21kWS0U1IG7Llsa6lCFOCdd95h/vz5XL58mUOHDjF37lwmTJhQlZdZSy23lf83S/Pp6elERkZiMEht3gpa5NmcYqXarbmLRYsW8fLLL3PhwgWXJciOa3kcTjejUcgYF+XntqhLosHGist67IIU9X24qW8x0+TZs2dz1113uSVXzWgXWJWg51qeA6UMBjX2JTrAPQUeBdicInMv5pBjlS7h3koZdT2VJOSLCA+FjHvqeXJ3Hc8SDaKryvPPP09OTg5Lly4t9lxKnp3FcVJf6Ztp4K2kUx1PIv2qtvTuNuxW2DgHhpQSWbJb4cQOOLAacqXqe3wD4Z4h0OF+0Hhicwh8uSmGOfsSXLt5ac9y0fE+iCJCibfVfETJObZnwDdseXESHqo7Kzd5TYKeC7k21+8+KimS3iZIU6EWtJVFFEW+/fZbHn30UZo2ber241eHvLw89DI1Vw12GnirCPFSuuWz6xTFW/Je3mpEUWT9VSNns4svpXvlW+t5VWFlw+IQiNfbiNXZuKy3u64fChlMah3oclooie3bt7uK6fz8/IiNja2W6X4ttdwO/t/E8d977z2XCH3iiSfo3r07wG0RoQBjxowhLi7OJUJPZlo4nG5GDjza1H1LfxdzrSyPl0RoqwANj4QXF6FOp5PZs2ezcWPVi04KSMmzM/9iLtfyHGhVcsZG+VdJhJ47d463337b9Te7ma3JRpcIBchzSMvxarmMHiFevNAqgC71vNwqQgEeeOABBg8eXOzxTIuDZfEli9ACovxvjQjdv38/hw4dKn9DUYS/foaTu8BxU9TPkgd7V8D3E2HDbEmEBobCQy/Cqz9Dt4dB40lStonhPx8oIkLvb1mPv197nQ1j1uOp8sxvVFD0dRY8JkdDXduHXE1pxqTFJ3A4b101dEk4HI4y3Reu5UfSNQoZfep7MbFlAO2DPW6ZcJLJZLzxxht3nAg9evQoISEhbD50kp3XTfwRq+Pb01n8fjGXbclGYnKs6G1lu0GUxsrLegxV2NfhcDB37lyXe0NNIooiO67lFRGhebnZzJ00iqRzJzA5RDYlGUu0XSoPD6WcVoEeDG2q5ZU2gYyM0HJ3sAdeSjkxhSZFJdG3b19GjRoFgE6n46233qr0+Wup5Xbz/yIievjwYVfxjbe3N/Hx8W4xJj6RacZgF+hWz6vCAkMURbZu3Ur//v1dS3wJehvL4vWISDZNbYMqZyRvdgjobUKx3NbTWRY2XjUiIvVV7h/mXeqyotPpxOFwVMua5my2dD6nCGHeSh6phu/pn3/+yYcffsiJEyeKFXOcz7ay9kpxgSqXwYQW/jVSZFYYnc3JH5ek4rKyKK+FaVUZPHgwCoWCNWvWlL3h4Y2SyAR47muoHwGGHDj0FxzZBFapfSCh4dBjGER3KbKEv+FMCu+sOI3BIok1tULOvx5swfhuTVyfq1xLLr+f+p0fD/1IfE68a9+IgAhe6fACHc9beTY+mjykSuNRnRryn0fb1Jg7wNChQ7HZbGzYsKHYcwabk1nnc+hU15MudT3LjES5E6vVypw5c+jduzetW7eukXMWJi2/OKvw9cNms/H111/Tf9R4MpVaruc5yLAUF4++KjkNvJU08FbRwFtJPU9luSkwM85mI4rwSLhvpdKh9Ho9ERERfPbZZzz33HMV3s8d7E81sTfFVOQxp8PB4neeodvoZwnvKAU2Bjf2oXWgexqBiKKIySGWew1NTU0lMjLSlbe+Z8+e//eFZrX8s/ifF6JOp5NOnTq5ckO///57Xn311Wof12Bz8suFXGyCyPBwLRF+FbPw2LlzJ/fddx+HDh2ic+fOZJodLLikwyqIdK3nSZ8SOmqUx7EMM5dybYyKvNFR50i62eVB2j3Ekx4hXiXe7JOTk7Hb7dWKyAiiyK7rJg6nmwFoHySJ3urmZAqCUCz5PtfqZG5MrqsT0s2EeikZHel3SyLdGzduxM/Pz9WKswCnKGK0CxjtAgZb/k/7zT+dOAUY19yfEDcXw9ntdvR6PUFBQaVvdDUG5v0bhPyK8J6PgdkIJ7aDMz862qQ19BwG4e2knqv5WOxOPlt/gQUHr7geaxzkxfTRd9MmzK/E04miSPz1eNZtWcdD9z9ERP0I6fMnCOz9czlPH/fEjiRyJ/UJ542B0dV7EyrIgQMHAIr9DUH6TstksmoVjlUFp9NJw4YN+fjjj3nmmWfK3f7vVBMWp0igh4JAjfSfVxn2ZeVxLc/OolgdvUK9ymwhbHEKpOQ5uJbn4Fqe5C5gvanYRiGTvoP184VpA29Vsfdz5rlsdDYBhQwGNCx54m1zihxKN9E60IOAQvZ52dnZBAYGVul1VhVRFMm1CdgFEZtTxC5I/9mEgn/jek4hgx6hXtUuiKwsM2fO5MUXXwSgTZs2nDhxwlUAW0stdzr/80L0l19+cc2eW7RowZkzZ9xSnboqQc/FXBvN/NQMCy+/36/B5sRbJUcuk3Hs2DE6dOhAnl3g90u56GwCzf3VDG3iW6WbybyLuaSaHAwP1xKuVbEv1cT+VEkU9m3gTad866CSePHFF9mwYQPx8fFVunBZHAJrEg0kGOzIgf4NvbkruPTzVYRz584RHh7uaslYgFMUWXhJV6q9TgERWhXDwrVuvxn07duXsLAw5s+fX+l9RVHEKogIAlXKI6sWhhyY9QYYS+mY06IL9HgUwqKKPXU1y8TzfxzjfIre9djgtqH859E2+HqUHc06fvw4HTp04NixY8UKztau28Gr+02I+Uv4Hw0IZ/y9NSNG70RsNluxrmql8cuFHLJuik5q5DICCgnTAI3cJVRvLkq8mVyrk5/PS5+NRj4qBjX2wS/f0u2nn37C19eXJ554oth+oiiSaXFyPV+YXstzkGUtHjX1U8tp4K2ivreSMG8VaxL1RdJqOtbx4L4G3kW+r2eyLKzPd55o4K2kdaCGaH8NHko5oihy7ty52xI9LonU1FS++uorPv3002LXrJrC6XTSrl07Vze0OXPm1BYu1fKP4X9aiGZnZxMREUFubi4gtQXs3bt3tY8bp7Px52U9armMZ6L9XT6cZXEwzURaaioPtwsHpBn04lhJVIV6KRnTzK9K+YwZZge/5ttPBXsoaOyr4liGBRnwQAWW+fPy8rh48WKplellkWlxsOKydFPxVMp4pKmWRtXs/iSKIs2bN6d3795FOv0AXDHYOJNtdVVEy8D1b7lMCuIpZDLkQKSfmjoVaNVZGQRBwGg0otWWP/GoKS5cuMC7777L9OnTXUbwRXA6YP5UuHqh+HPh7eCBCVCnhP2A3ZcyeGXxCXRmKWKqUcr5cEgrRnVqWKEJkyAILp/Mkmxl5m08woe7pYIoGSLTHghjcO/25R63Ouh0Ov744w+GDBlS8vt1GxFFEafTWe5EOSbXSpbFSbbFSY7VSZbVWSwyWRhvpYwAjaJIBDVQo8Bfo0Apl+EQRL4+dSNvVqOQcX+YN60CPXjqqaeoU6dOhQ3TzQ6hiDBNMTnKzJsuoImvioeb+OKZnw6RanJwNMPMxVwrBRkvCpn0vU7eu4FXnxzDpUuXiIyMrNC4biWXLl2iT58+rFu3jg4dOty2cezZs8d1fwsMDCQhIeGOulbVUktp/E8L0VdeecXVyq9///5s2bKl2se0OUXmXMhBbxfKjTYW5pfDcUy67y7+++33vPrs06xNNHAh14ZWJWdcc/8qLwfuvJbHofwl8QIUMhjSxLdM6w+QuucU9C2uLLE6K+sSjdgEkbqeCoaFa11RlOoSHy/lFkZERLjleO6gop19RFEkOc9BQze2Yy2LEydO8N5777F48eKS/V83zoFD60veWRsEz34FvkX3E0WRn3bF8/WWixRcHcKDvZnx+N1Eh7r3xvbV2pPMOHANABVO5vbT0qNfH7eeozDZ2dmEhISwatWqIu1PbzcOh4OWLVvy6quvVtorUxRFzE6RbIuTbKskTrOtN4RqWd2J/dRyAjUKEg32Yu0Iov3V3B/mjWc1nA2E/KhpgTC9arSjt5WcS+2vljMsXFtkAmlzilzSWTmbbXXZajnsNq4d28ejgx+gTZBnhW3Qsi3OW9ZBrjIR7VtJs2bNiIuLA2o7LtXyz+F/VojGxsYSHR2N0+lEo9EQHx9P/fr1mTx5Mo899hg9evSo0nELLJbqeSoY39y/Qsu/gijy7clMDv+1jC59H6B9o7ocybCglssYG+VH3SpG7gRRZMbZbPJuutM09FEyrKm2zGKL8+fP07NnT7Zu3VpqNDTd7Cg2NlEU+TvNzJ78xP0W/moebOR729wHaopHHnmEVq1a8emnn5a6jc7mZEuSkXi9vcS2njXO6d2w8vuyt2nYAsZ/DEpJOButDt5cdopN5270G+8XXY9vR7ZDW85S/M1cvnyZN998k6+//prw8PAStxFFkXf/PMXSY5IY9cbG0q5WWg8ZAbfInLtGulBVgR9//JF77rnHre0+RVFEbxfIyRep2YVEqs4mlNsLy1cl54GGXmRdOuOWcW1LNnI0o3Q/ULVcxtCmvoRri4s6vc3J+RwrZ7KtrtQEQRCo56WidaCGloEafEsRzaIo8tO5HIaFa92eo12AwWBg+/btDB069JYcvzQ2b96MWq3m3nvv5fDhw/To0QO73Y5SqSQmJuaOmtDXUktJ/M/aN7399ts4ndLF6p133qFBgwYYDAYOHz5MZmYmIFWrVoY0k9QhRwYMbORT4RzE1Dw7DmTcPXgkdk8tR/KXzoc29a2yCAVI0NuLiVCAJKODXy7kcDG39NcXGBjICy+8QKtWrUp8Pt3sYHWCAaHQPMXmFFmTaHCJ0N6hXjzcxH0i9MqVK3Ts2JGYmJhStxFu07ypX79+pQp2QRQ5lGZizoUc4vV2NAoZjhpyJcrOznZ1CiuCzQoJZyH6HojqCI1bSsVIDVtA/Uio1wSCG0h5o3tXABCfYWTojP0uESqTwev9o5j9RIdKi1CQRILVai15fPnIZDI+e7Qt/aLrApCHmicPKklc8D1YzaXuVx3uRBEK0grOzWLPWk17K5lMhp9aQROtmrvreNIvzIcREX483yqQN9sF8Wy0P53LWNUx2AX+NW0uXbp0qbZtksHu5ERmcRGqUciI1Kq5t74XY5r50cS35M+aVq2gaz0vnmnhz/jmfhyd+RGrP3qFDIuTnddN/HQ2h6VxOs5lW7DdlKpgdYoY7AJL43VkWcrOMa8qv//+O2PHjnV1qKspvv32W+bNmwdA586dXRZODoeDyZMn1+hYaqmlKvxPRkT379/vingGBweTkJCAj48PgMvnTSaTMX78eARBYMGCBeUeUxBF/sgvlOlQx4P+YT4VHk//ocORh0Vx74QbFwW1XEaPUC/uCvaostflzebbN6OWyxjQUMr1qix/XTFwNtvKI02lJX6dzcmKy3rSzU7UchlDmvgSWUGngIoSExPD1KlT+e2331x/r8JkWiRx3C/Mmya+t38ZDKRcto1XpW5YIEWI+4X51FjldadOnbjrrruYPXt2yRsYcyXv0Cvn4MUfJHP6Eth6Po3Xl57EYJVu0r4eSn4Y1Z77WlTf5qwiWOxOnvj1EEcSpaKZxjIdq+ofJ3DsWxDg3jH8+OOP7N+/v8SmBNXlfLYVtUJGsIcCrVpeqYI5p9PJypUriYqKol27doBkiXbVYKdfmM8tW3VYFq/jsr54N6kwbyUt/DXUV9q4cvE8Xbt2rZbN1tZkI8cyLGgUMhr6qGiU/19dT0WVCgsXLVqEXm+g7+gnOZttJU5no0B/quUymvuraR2ooZGPikyL05VL76uS83gzP/w17l2mt1qtZGRkEBYW5tbj3kxGRgYjR47ks88+45577kGv1+Pre6PQ1WAwEBERQUZGBiCZ3t933323dEy11FId7szQQDUQRbHILPCzzz4rImoKX0gfffRRV9u4rKws9u3bx0MPPVRiYcXJTAvXTQ58VHJ6hVbcC1IUReo2a1WsIMQmSAbJB9NMdKnryV3BnpW60VgcApd0xUVogEZOhFZNpJ+aht6qEi2Upk6dStu2bXnsscdKPLbBLi2BARxMM+OpkLMqUY/ZIRKgkfK4gm+BV2eLFi1YtmxZic9dzLWy/oqUk3og1UxjH1WNeU9u376dBg0a0KJFC9djNqfInpQ8jmVYEAGtWs6AMJ8K23i5i//85z+lt2M8/7ckQk160HhBelIxISoIIt9vj+XH7bGux6Lq+TDriY40Da68lVhV8VApmDOuEyNm/c3FNANXRD+eux7NH7PewWPkm9D0pgrpy6elHNfgBpU+V/369YmKKu4Q4A62XTNiyl+lUMog0ENBkEZBkIeSYA8FQR4KAvKLhG5GLpfz5ptv8swzz7iEqLdSzulsK0l5dh5u4v5l5Ryr0yVCZUhV8839pXaVNyZTntS/555qnUcQRYI9FDzV3J86VRSeNzNmzBjXv5v5aTA7BC7kSPmk100OzmRLy/halZxQ7xvvm8EusCROx9ioqufml4RGoyEsLAyHw0FmZiYhISFuO7YgCJw8eZK7776boKAg6tati8MhTRpvLkjy9fXlyy+/5KmnngLgzTff5NixYzV2vayllsryPxcRXb58OSNGjAAgKiqKc+fOVWgpbs6cObzyyiskJycTGBhYxMPSaBf45XwOVkF0RQgriiCK/HA6u1Tfy3qeCjrU8aRlgKZSXXdOZJrZnJSHHGjooyLCT02kVl1uMr4gCIwaNYoePXrwyiuvlLjNrut5HEy7sSwqA0SgaX5l660w+j569Cgmk4mePXsWuWAKosjeFBN/548n2l/NAzWck9q2bVu6d+/OzJkzAalQa2tSHnq7gAzoVFfyab1j8mTNRtjwC5zZI/3etC08/DL4F239pzPbmbz0JDti0l2PDWoTypePtcVbU33B47JvWjyLu0c8U6Gcz+u5ZobO2E+6QZoIPSSP5wfNHuQPPgOdCvVin/dvSYQOfr7a43QXzvzuO5lmqZLdWEqDAxngr5ET7KEkKF+oBntIVe3WvKKuDGkmB3Mv5gKSQ0SvUC+6lOH1WVl2X88j1eSgub+GKD91qdZiRqORESNG8NJLL91RRV56vZ7PP/+ciRMnFvFCzrY4OZtt4Wy2FX0pf4c6HgrGNPNzVeq7i0ceeQSDwcC2bdvcdszffvuNiRMncvXqVUJDQ8vdXhAEWrduzYULklvG8uXLSw081FLL7eZ/SoharVaaN2/OlSuS8fb69et58MEHK7x/YmIiTZo0wW6307ZtW6ZOncro0aNZnaAnJtdGhFbFY+HaCt8Edu7cyba9f+P1wNMoColhuQxa+GvoUMeD+l7KKt1UjmWY8VbKaaJV4VGOT2BJlFYFbnOKzDiXXcwOppmfmkea+t4yo+bnnnuO48ePc/ToUddjZofA2nyPUhnQp37Zhtu3CrPZjNFoxMM/kG3JeVzMT4cI8VQysJHPLSt+KI+EhAS2bdvGmDFj8PbOj17GHoe1M8CQDUo13D8eOg4sJgJj0ww8+/tRErOkfF+5DN4Z2ILneoW77f3NPLKT1Z+8ztC24QS/Nxe8K1ZxfyZZx4hZf2O2S+kOkxQneEN1DDoOgAeegZTLMOcd6fVN/qXCxy1AEASuXLlCQEBA6dFkN2BxCmRbnGRanGRZnGRaHGSVUyTkq5JL4tRDEqeeCjmrE4t2EWvso2JwE59SC3Mqg0MQKzwBfuqppxgzZgz9+/ev9nndhclkom3btnz99dclFgmJosiFXBtrE4t3YgPJfH9UpLZcr9XKcODAAby8vGjfvn21jvOvf/0LrVbLu+++i16v5+zZsyU2YiiNDRs2uCYNERERxMTE3LH50bX8/+Z/SohOmzbNFeXr1asXu3btqtJNNS8vjy+++ILhw4fj1ag5Xy7fhMNs5NuJIytlUfTdd9/xx5+reWzan1LHFqWc9sEetA/2qPHuLSDlFp05c4Z777231PflaLqZbfkdmQojA3rXd280pjCCIJCRkeFqvZpmcrAyQY/OJnmUPtzE95bmhToFsdROUKIociLTwu7rJqyCiEoOvUK96VDHo8Y7qBRm+fLljBkzBp1Oh5dCBlvmwbF8i7Kw5vDIKxBUv9h+ey5l8NLC4658UH8vFdNG30XPZnWKbVtlBCf8/AakX4F+T0iG+ZVg6/k0nltw1GUf9bV6H4/JY6BxK1Ao4fIp6Yl7x0Dv4ZU6dl5eHj4+PsyfP59x48ZVal934BBEsq1FxWlWflW73eFk1oSH6PDQKDoPK31sngoZDzb2oZnfbXZmuANwOp2lNuMQRZEVCQbiSkhjKqCRj4oREdpKrUhVhML1CKWRYXa47KoEQWDjxo307dsXDw8PPvzwQ7RaLa+//nqVz9+jRw9XN7FffvmlQp27aqmlpvmfEaImk4nGjRu7KuJL6uZSWeyC5Bk674PXsV+L5/jfewG4du0aDRpULDdtWWwONlFGhzqeRPmpq932sjr8+OOPvPfeeyQnJ5foOSmIIrPO56ArxecPIFyrYnBjX7zcuJxVYHpewLn8nvUOUYo6PhLu6zaP0pIQRckNYEiT4hHf8c88h0lbjw5PSG1hI/0kb8WKNDGoCWw2G+rrsbB6GuSmSSLt3tHQ7eEifeILWHDwCh+uPYczP1WkZaiWWU90oGFgxfOeK8TxbeQs/Y6d6Tbu/eIPAupWvuDo130JfPLXeQBUcvjddw/3WC8V3cjbHybPdtlPVZTt27fTtm1b6tRxo/iuJoIokmsV+PCjD4nqeA9NOvYk2Wgnt4zv413BUleiqhY8VpaYmBjS0tLc0hjEnVgsFs6dO1fMUL5wh6abkcukCLSvSgoQuKtHPEipDA8++CCvv/56qXZOxzLMbE3Oo3ewgnsaBnDp0iWaN2/O6tWrefjhh90yjgMHDtC9e3cA6tWrR0JCwm3r/lRLLaXxPxOn/+mnn1widOjQodUWoQD7U03obALPffItj9aXbuqnTp2iffv27Nmzh549e5a4nyiKrF27lsGDB9O/kbZIr+TbyaRJkxg4cGDJxufApVxbqSI0UKNw9Y62OUXctRotiiJ33303Tz31FK9OnszOa3kun8E2gRrub+hzy2+y53OsxOTaaG+0u6KudkHkQKqJVE0Qvr7B+Cjl9G/oTZSf+s5J+rfbUO9cCH+vA0QIaQqPvAr1Ghfb1CmIfLr+PHP3J7oeu79lPb4f1R4vtZsvA1Yz7FhEQq6JYfN2cWzStSoJ0ae7N+FKVh6//30FuwATTT1ZKUsjUq67sVFeLpzZC3dVriq4b9++lR7PrUYukxHooeDH/3zieuzPy3pybSVH87yUMgRRMrKvV0PpIR9//DFXrlxh//79NXK+ivLhhx/y22+/kZyc7DKWtzgFYnKtRPur0aoVkuhUy9Gq5PiqFXgrZbfsu+zj40P79u0JDCzZpQKkNKgtMz5nxqHdLN6yl+7NmnH+/Hmio93X6rZbt24MGjSI9evXk5aWxvTp0132TrXUcqfwPxERNRgMNGrUiNzcXGQyGWfOnCnVH7MkSsqXTDc7mBeTiwCMi/KjvrcUccnLy2PVqlWMHDkSlUrFSy+9hJ+fH59//rlr3wL7qP3791cqp+dWYjKZ8PIqPeoliiK/X9KRYnKglssI9VLSwFtJfW8VDbyVbk/oL8DhcDBr1ixatruL6/VakmR0IJdBvwbe3BXscctFn8UpFaLlOUTuCvZgQEMfEvU2NiUZXZGou4M96FXfq0q5uNXCpAevUvIfr8Xx+NBBdK/rwYudI6HnMOg1vMTIoNHq4JXFJ4oUJU3sFc47A1sgvxUif+cS2L0UR71w9MPfQ+vvX+XcNIdT4Jl5h9kVK7WgbCTTs0q9liBZIT/Kuo3hhe8k49MKEKuzcmjPbtJjz1Z52fNW4nQ62bt3L4GhDdlg8ivynL9aTpS/hmZ+ahp4K2s8NSQtLQ1/f380mjsrJSAlJQWDwXBL3BByrU63WT3pdDpefvllXnjhBbp168Zv67ax+eQl2g8aTse6nvRr4O32a965c+do06YNoiii1Wq5cuXKLc2NrqWWyvI/YWg/bdo0Vz/5kSNHVkqEAmRZnOxPNbl+F0WRzUlGBCQRUiBCAby9vRk7dqxrKblZs2Y0adIEgOvXr/Paa68RERHB+fPn7xgR6nA4aNOmDdOnTy91G4tTpG2Qhqea+/Na20BGN/OjV31vIv3Ut0yEgmQu/uiTz3HevwVJRgfeShljIv24u07NFCXtTTG5mgJczLWyLtHAkng9uTYB69WL3K81cX9Dn5oXoaIIS7+APH3Rx50O2LkY5rxDmFokuF4ITPgP3DemRBF6LdfMYzMPuESoUi7jv4+24b0Ho2+NCNVnw4HV0rkenEBgcHC1CiSUFiPTrStpIZOE6FVRy3O2/ljEQsIg/cqNnNFyEEWRXddMLNp+gB/m/sGOa3mkm2+NwXlVEUWRhx9+mGnzFwGSs0bPUC+ebuHPxJYB3NfAm4Y+qtuSn1yvXj00Gk2ZTQpuB6GhoURFRSGKIu6MrWRZHMy+kMOaBD16m7PS+8fFxTFhwgSX44avry9paWnk5Eh+uU8/1I+PJk1AKZdxLMPCuitGV9qMu2jVqhVjx44FJJeBH374wa3Hr6WW6vKPj4jqdDoaNmyIwWBALpdz/vx5mjdvXqljJBpsLInTc299L7rU8+JkpoVNSUa8lTKebRlQYRGyZ88exo4dy6lTpwgICGDFihXUrVu31CX8msJmszF37ly6detGmzZtbssYYnKsNPcvuqxtsViY/MFn1Ok/Cq+gejTwVvJIU22NFXKlmhzMv5hbrIJZKYPuIV68O+pBAvz9Wb16dY2Mpwhn98Gf38ADz0KXfOeHtCuw6kdIvSz93vUh6Ps4qEqOTp1MyuWZ+UfJNEpWSFoPJT+P7UC3yOBbN+410+HEdmjRhYQuI/n3v//NJ598UsRap9I47KTEXmTo0kTSLNLnZ7A8nh9VO3Fp6Yi74Imp5R7KKYgcSjdzNttKtvWGsKjrqaB1oActAzS3pZDwZi5fvozBN4Qmfppbmh9dFVavXs1rr71GTEwMHh7uy6usLnq9nj59+vD+++8zbNgwtxzzfLaVDVcNOEQpT/meepJzR1mFTU6nk507dxIVFcXly5cZOnQoWq2W+Pj4IrnwhUk02Fh52YBNEAn3VTG0qdatdnAJCQlERkYiCAI+Pj4kJyfj5+dX/o611FID3P4rbjX57rvvMBgka45x48ZVWoQC5OX7zO28bmJfiomd16Wq8X5hlYuE9ezZk6CgINcy/fTp01m4cKF0jrw81q9fX+m2ou5ArVYzceLE2yZCrU6BjUlGrhhvdG9xCCKztx1m7k8/kGcwcFewB2Mi/WpMBIiiyJYkY4k2OgMb+XBPiBfLli7lq6++qpHxFMFug2353b5O7ZQq0PevgtlvSiLUvy6GYe9yrc0ARGXJTgIbzqQwctbfLhHaOMiLVS91v7UiNDUBTuyQiqT6j8Nut5OcnIzdXrxrT6VQqgiNbs2vz/bEM9+y6C8hgulRL0reoiFNpYho2pVyD6WQy+gW4sWz0f6Mi/LjrmAPPBQy0s1OdlzLY8bZbJbH67iQY8VewciUzuZ0e+vZ8PBw2tXxuuNEKEgRtieeeOK2XMvKQqvV0q9fvwoXklaEloEanm0ZQHN/NXYB9qRIrXxvrsK3WCycPn0akIovH330Uf7880/69OlDUlISiYmJpYpQgCa+akY30+KplHHZYGdpvA6zG/sEN23a1OUQYTQay1wdq6WWmuYfHRHNyckhLCwMk8mEQqEgNja2SpGXw+lmdtxkWdTEV8XIiIp7hoJkv7FmzRoaNGhA586dEUURk8mEt7c369evZ/DgwcTHxxMeHs6RI0cIDAwkIiKi6DFEkXPZVloFatyy9HbixAmWLFnC1KlTb3hN1jAF72+4r4oRkX4Y7E5WXTZw3eRAtFsZFBFE26CajaycypIq80tCJYdh4drb10Z0/2rYOv/G76HhkncmwN39YcBTLF29llGjRpGTk1Mk30sURX7aFc9Xmy+6HuvcNJBZYzsQ4H0LX48owoKPJEHYZZDk93kL2HY+jWcL2TrNfqID97cKkQqk7Fbw8a/QcUwmEx07duSzzz7joYeHEq+3cTbbSrzORsHtX6OQ0cJfTetAD8K8S/f7PZpuJsPiYGBDH7elk2RnZzN27Fjee++9276iUotEot7G1mt5ZFmkSLp3dhKDWjYkPDSYqVOnMmPGDFJTU1GpVFy5coVGjRq5Pg+ZmZlkZmYW6c5WElkWB0vj9OjtAnU8FIyI0OLrpslIXFwczZs3RxAEtFotycnJ+Pr6uuXYtdRSHf7REdEZM2ZgMkm5nU899VSVl/9K6oCSaLCzKE7HkXRzhXOD5HI5jzzyCJ07dwYk/7gC8ffggw9y8eJFwsPDAXjjjTd45513ACmHc9OmTZjNZg6lmVl/1ci6UgyYK8vFixfZsmWLawnNYHeyLF6Hrgr5TlXBKYgcSZe6Il022DmRaWZeTC5Xcox44eDJ1nVrXISaHQK7SvBKLcAuwOv//ZHJ739Yc4MqIE8Pe5YXfSzlMvgEwJgpMORF0HjSp08f/vrrryIi1OEUeGfF6SIidNjdYSyY0PnWilCAuOOSCPXwht4jbtlp+jXx5K1CRcWTl57kUpoBNJ4VFqEAXl5eDBo0iLCwMJRyGc39NQwL1/Jy60D6hXkT4qXE6hQ5lWVlYayOWedz2JuSR661+PfGYBc4lWVl53WT2/IT/f398fDwcGu+ozvR6/X89NNPrtz8O4mjR4+6cjLdST2Vk26kcl8Db4Q8A6/e35G3Zi5g17U8xj/9DHv37nXlQzdu3LjIpGT48OG8+uqr5Z4jyEPJ2Cg/gjwUZFic/BGrI9vinmt1ZGQkjz/+OHDj71dLLXcC/9iIqMlkIiwsjJycHGQyGXFxcS6RV1nWJRo4l1P6MlO4r4qHmviWWbTz999/M2vWLH788cdivX9LwmAwkJOTQ6NGjTh48CD33HMPG3ft44xfc66eO0X/MG+G9O5apddzMwWuAA5BZFGsjusmB1F+ah4Nr1xHmqpwOsvChhIij/EbFrP6+49JTEys8UjtxqsGTmVJf2+5DHyUcnxUcrxV0k8flZylM75Bn5HK3JnTa9auacMcOLy++OPNO8Fjb4KqZEFptjl5adHxIpXxbw1ozot9Im79+J1O+HkyZCTB/U9KHqbAyZMn6d69O/v37692lxnXeaa/jJidyiuhL7IuUVoebRzkxZqXuuPv5V6xnWl2cDbbyrkcK4ZCk9UwbyWtAz1o4a/GQylnbaKB8/nXj56hXnQPcbMn6x3I9evXadq0KWvWrGHgwIHl71CDfP3118yfP58TJ05Uq1DO4XBw/PhxWrZsiY+PDy+++CLbtm3j0qVL5NkFpq3cjLVBNBpvH3xUcu6t70XLAE2J37fz589Tt25dgoMrlhpjdggsi9eTYnLgpZQxIsLPLR3cLl68SHR0NKIoEhAQwNWrV/Hx8an2cWuppTr8Y4Xojz/+6Jphjho1isWLF1f5WEvidCQaiuex+ajk9GvgXazIpiTWrl3LtGnT2Lx5s6tHfUURRZFz589zRBZCmlVkw9SJyPSZ7N69G1EUmTFjBoMHD3ZV51eU06dP06xZMzw9PRFFkQ1XjZzJtqJVyXmyuX+pfaXdhSiK/HIht0hRCIBWLae3IpO/9+2p8U4fgiiyJ8VEiKeSRr4qPBW3zkuw0mReg59elXJCS6JRSxj9Hnj68Ntvv9GoUSP69etHTp6Np+cf4cTVXADUCjnfjmzH4LbFuyrdEo5ugb9mgn89eHmaq3o/PT2dJUuWMGrUKOrWreuecx3eCBtmY/YK4jH1E5xLlSY5PZsFM/fJTigrkdOdmppKWloa7dq1K3M7QRS5arBzJtvKJZ2VAk2qkEmtb9PNziKf8X4NvOlYt/qm4aIoEhMTQ9OmTe+ooqAC9Hp9qZNus0O4pW4bZWG1WlGpVJW+DoM0eTIajfTo0YOEhATCw8NZs2YNQ4YMITY2FrvdTsuWLV3bX8+zszU5jxST5LwQ5q2kf5hPqb6u1wxWGvhWzPrK5hRZmaAn0WBHI5cxLFxLI9/KNW6wOgUOpZnpUMcT7/zr/ejRo1myZAkAX331FW+++WaljllLLe7mHylEbTYbTZo0ISUlBZAEV3UKcX69kENGoeUPGdCxjgc9Qr3c2oO4LA6mmdh13YRWJWdcpDe6rEwaNGhAamoqERERLF26lMGDB7Nnzx4OHz7MG2+8UaaAEgSBJk2aSDYw06a5WncqZfBElH+NGGBfyrWyMqHkFIN6ngoeaap1mz9fRRBFkb/TzOxJMeGrkjOhhT8eJdwsc3NzUavVZfquuh1BgBmTIOt62duFhMP4j+g9cBBdu3Zl0rsfMO63w1zOkFINfDVKZo3rQLeIW1iUVBirGX58AfJ0UsS2dfdbez5BgHlT4OoFrkX3Z8ilZmTlSZHRZ3o0ZcrgluUc4AZvvPEGa9euJTY2tsL7WJ0Cl3KlfNLCxXc3M6iRD22qmXJy9uxZ2rRpw/bt27nvvsoZ9tcUoijicDiKFOLYBZFpZ7IJ9FDQwl9NC39NjX7PC0hJSaFOnTplRkWTk5NZsmQJr776KiqVimHDhqHT6di2bRuiKHLkyBHuuuuuMguNRFHkdLaV3dfzMDlEZEgdr3qGehUR4+fOnaNX/wH8sWo9D3Qpe/JTgEMQ+euKgZhcGwoZPNzElyj/okL2Uq6VCG3JXfsKVvvaBWl4oJGUD3r+/Hlat26NKIoEBweTnJx8x/nC1vL/i39kjujChQtdIvTBBx+sdjW4sVB1YgNvJU8296dvmE+FRejq1avJysqq8vkzLQ72pki5rgMb+eDjoXFVfoaEhJCTk8OAAQMAqfho0aJFLhE6btw4Fi2S/AYFQXDllMnlcnbu3Mmbb75JosHG9vycyEGNfWtEhIqiyME0c4nPnd+1kb8Wz2fuxVxidTVTeesUpIjwnvz3uXNdTzSl2KN8//33RERE1Fx+ns0K8/99Q4R6eEP9SGjVA3oMgyEvwfhPYPIv8NyX4OnD7t27efK1fzFs5gGXCK3jq2HpxHtqToSCVM2fp5N627cq6pur1+vZvHkzer2+lJ2rgFwuvR8KFQ0ubGXmvTd6hM/Zl8CKY8kVPtSrr77Khg0bKnV6jUJOmyAPRjfz44VWAYR5l/xd2nDVyMXc6n22W7ZsydatW+nSpUu1jgNSg44Ms8Otn2m73U50dDSzZs0q8nimxYGISKrJwa7rJn4+n8PcmBz+TjW5Ld+xPBISEmjYsCHr1xdPc3nnnXdYunQpIAnRDz74gLi4OABmzpzp+kzIZDI6d+5cpggt2K5dkAfPRQfQoY40+TieaWHW+RxOZJpdjgoNmkbQvNdADmULWCpYEa+UyxjSxJe7gj1wirAqwcDprBvNHOyCyJbkPOL0JXff6hbiiRw4lWUlNT9q27JlS1cL0czMTJezSy213C7+cULU6XTy2WefuX6fMmVK9Y4nipgdIh4KGQ809GFsM79KCTWj0cj48eOZP39++RuXgCCKbLhixClC20AN4drieW5qtdp1MXz11Vc5duwYIIk9hULhamm3c+dO6tevT3KydDOWy+WIGm9WJxgQgXvqeRIdUDMz3ySjg+um4kbh3koZueePkH5oG0Ob+BLmXbmlpqpgcQgsjddzJtuKSg6PNvWlU93SDfPHjh3LnDlzambJXp8tRfiunAeVBwx/C979A577Coa/Af3Gwt39oGlr8At29Y8/dDmLEbMOkqaXxE7TYG9WvtCNlvVvYd6v/qbJli4TDqyR/j3gyWKdjeLi4hg4cKDrJu82ghtAn5EAdD7yKx89eKObznurznAyKbdCh2nUqBHNmjWr8jCsTtG1JHszIrAm0UBCKQKhIsjlcvr16+eWHOq9KSZ+jcll1vkctiYbSdTbqm2crlKpePHFF4sJ5VAvFa+0CeLRpr60DNCglstIMzvZnWJi9oUcfovJYX+qiSxLxRsJxOtsOCshov39/Zk9ezZ9+vRh/vz5dOrUyfVccnKyqx10p06d0Ol0rraadevWdV1PK4uHUk7/MB+ebuFPIx8VFqfI5qQ85l/MJdloJ9kCQ975Lx4hDV0WgRVBLpNxf5g33UI8EZEmOYfSpAn1kXQzRrvAmaySJz1BHkpXmsjWZKNrIvLuu++6tvnvf/97xzUoqOX/F/+4pfkVK1bw2GOPAdC9e3f27dvnek4QxUpbHhnsTvZcN3Fvfe8q50xmZmbi4eFRpaTvQ2kmdl4ve6m4oly6dImFCxcyduxYRo0ahZe3DzqZhjHfL6Kpj4KEFbMYMWJElYu6KsOyeB3JRgehXkrpP2/pp69KjkwmQxCEKuVwVZZcq5Pl8XqyrE68lTIei9AS6nXrxW+FSLkMiz4HQ5aUXznmfajbsNzdpq3ayzcHskAhvY52YX789mQngnzcNMnIug6BocVbZi78FNrde2P5fdUPcGoXtOwGI4r3r7bZbKSnp1fr5l4qTgf88o7kq9plMO9bOrPw0FUA6mk1rHu5B3W1ZS+N5+Tk8PnnnzNhwoRybXWKnV4QmX8pl3RzyRE+hQx8VXICPRQMaexb5e/12bNn+eGHH5gxY0a13sMtSUYu5FoxO25c7jVyGU21KiK0aiL81HhVYowmhwAiFbpmOgSRBIONmBwbcTob1kICuI6Hgub+GloEqAn2KD0AsCZBj1OUlqZLWoI+cOAAer2egQMHkp2dTVBQEEuXLmXEiBHs27ePjRs38uGHH5Yb3XQXoihyMdfGjmt56POTir2UMkwOkQt7tmDSZfPV5OcqbRFXkGIFUte/s9lWbIKUDvBS68ASfZitToHZ+W2MH2rsQ6tA6Xtxzz33cPDgQQD++usvBg0aVI1XXEstVecfJ0S7dOnC4cOHAdi0aZNryRpg5WU9TlGkbwMfAj0qlpNUUp/5imK325HJZFWuzMyyOPgtJhenCMPDtUT4uedmff78eT7++GO6jH+FRL2NVm3aca+Xno7t2rJy5Ur69u3L4sWLWbFiBcuXL0cmk1Uon6oscqxOAvLzwERRJMvqJEijKPbeZmdnExAQUCPRxmt5dlZc1mNyiNTxUPBYhLZcg/Dz58+zdu1aJk2adGur+S8cgpXfSd6XjaJh5DvgXX6nkwUHrzB19VmXEX/vqDr89PjdeGvclG6RdgV+fRead4aHXy7aNnTOu5B8CR56QfI2nf0WKBTw0jQIDHHP+StDymVpDKKI7cnPGLspl8OJ2QDc1cifJc91RaMs/e9tMBho3749s2fPpm/fvpU69alMC2dzLPiqFGhVcnzVcnxVcrRqBb4qOV5K9xTBHT16lGeeeYbVq1dXuljxZgRR5Hqegzi9JAgzb8qLb+CtJNJPTaRWTZBH8e9uYVJNDtYlGhgZqWXXpvWo1eoKVc87BJFEg52YXCuxOhtW543bT7CHgub5OaXBN51/SZyO+BwzTb1gZHQ9zp45zdSpU1m4cCE+Pj6MGzeOpKQkdu7cickusH71Cnr06MEff/yBKIq8/fbbVXvTqonNKXIw3cShNDMFL3XtF++iz0jl5R9/5+kWAZXuoHQu28L6K0ZujmEWdAYsiQL3Eh+VnOeipXOuXbvWtUTfo0cP9u7dW9mXV0stbuEftTR/5MgRlwht0aIF999/v+s5g81JrM5Ggt5eau5fSVTnZrFgwQIiIyMxGks2Ri8LIb+K3SlCm0CN20QoSDlAk77/DWtIFE1atGFYuC/NmjQmJyeHPn36AKDRaAgODna9/t69e7su1unp6Xz55Zekp6eXdooixOts/HJeWm4rEPbBHiUbgD/88MM8++yz7nmhZRCTY2VxrA6TQ6SJr4rHo/wq1KXm7NmzfP/99+6P4BUgirBvpdRH3m6Fdn1g3EflilBRFPl26yX+XUiEPnp3A+aM7+g+EZqng8Wfg80iFQUpbjqu3QqIsO4nWPJf6d+dB5UqQq9evcrEiRO5evWqe8Z3M6Hh0P0RQET910/8NKoN9f2kaM+Jq7l8tO58mbv7+voSHx9faREK0C7Yg8eb+TOkiS99GnjToY4nUf4aQryUeOdH/d1Bx44dOXnyZLVFKEhLvGE+KvrU9+aZ6ACebxlAvzBvmviqkMkgOU/K6ZxTgSV8m1OabP4Rq2PGz7NYtmxZhcaglMuI9FMzuLEvr7QOZHi4ljaBGjwUMjItTvanmvk1Jpc5F3KZs3k/M+ctQBRFzA6BLx5sz/yffmR1ogERGRaLhexsaeIxY8YMtm/fDsCKBD261v1IVwWQq9e7N0e5kqgVMqL9NUXuSYNe/4SxX88j1yawN6XiS/QFhHqpSiz+Op1tLTUHuE2ghlAvJUa7wN/5y/qDBw92rY7t27ePo0ePVnostdTiDv5RQvTbb791/fvmqvHT2VZEoJm/2mVT4S6cgljiF7xLly5Mnjy5SkvyRzMsXMtz4KOS07eB+yJvR48eZdGGbezJz0F6qIkvQflLXnK5HIVCuoA9+uij/Pzzz679Zs+ezYQJEwCIjY3l008/xWyWio2mTp3KqFGjXNtu2bKFa9euAZBisrM6UY+AFO0o7wY8depUnn76afe82BIQRZFDaSZWJ0r9odsFaRgeoa1wq9YRI0aQkpJya5bwHHapF/u2BYAIfcfC0FeKRh1LQBBEpq45x4/bb1R3P9ExhG+Gt0PlLlcHh10Sx7npUqHU0JeLL83bChWf6aUcO+xWuHxa2v8mTCYTx48fdzWduCX0HgFB9SEzmeDja5k9riMe+d//RYeusvJ4xYuXbhc2p1huvuateA/9NQo61vFkVKQfr7YJZGgTX1oHavBUysi1CRzLsLAkXs+PZ7JZnaDnbLZFWpIHbPnj1dsEBnw8my9mzK70+RVyGfaUyzSzpjCpTSBd5ZnMn/AgOZdjyLI6Wbp6He9P+TezL+SQYxV46K3PiO49kFidjTifJqzfuIlGjRoB0qRCLpeTZxfQ2QQyLU42JhmpO+I17n/pvRKbltQEmRYHi+OkCbHrdedfW9IvX+JIupnreRVrgSvkX9t+i8kpZokHkGVxlpiXD1LApX+YdJ85nG4mx+pELpe7mqoAt6edcS218A9amr9+/TqNGjXC6XTi7+/P9evX8fSUkrAFUeTn8znobQIjI7Q0LaHgpzrsvp5HgsFOvwbehPlUX6BkW5z8FpODQ4THwrVEujEa+sRTE9h9+Dgv/rGV3qFe3FNFc+2Cj4VMJmPZsmVcu3aNyZMn43A48PLy4rvvvuPxZ57no2Vb2DDrG6ZOm8OY9o2Jj4/Hw8ODsLAwt72miuIURbYm5XEyv6q0T30vupRRlHQzhV+z28nTw7IvpKIkpRoefQ1a3lPubk5B5J0Vp/mzUDV43Wt7aGC8xKpVq9wzNlGUBPLJHeAbBM9+CdrA4tt99RTk5ZZ8DKVaMrK/d3RxAXuruXIe5r4vFXI99zV/XlPy5vJTAHio5Kx+qTstQkou4po0aRIpKSn8+eefNTniIhxINXEkw0zrAA1tgzyo41k0Ev3NN9/wzTffcO3atRpJaSlYwo/PX8K/2dqugbcSL6WcS4X6rXsoZDzSyJPG/kWvN4IgcPXqVYKCgvD19WXjxo388ccfrkrtzp0706pVK+bOnYtOp+OVV17hjbfewrdRFGdS9Vy2QGmF9hFaFY80veGaUIBTEInJtXIk3UKq2YHdauH6ueMM6ncvnep41ohrCEjX+YWxueQ5it9ik84e56dxA3julzV07t6TJ5v7l5j7Wpij6Wb2pZqwOEu/ZbcP8mBgo9IDI39dMXA220ozPzXDwrWYzWbCwsLIzs5GLpdz+fJlGjduXPEXWUstbqBmvpFuYObMmTid0hXpxRdfdIlQgAS9Hb1NwF8tp0klDX/Lw+oUOJ5pweoUi9xfP/zwQ3r27FnpZT1pSV6K1rUK0LhVhFocAt3e+IJGqelE+6vpWq/qptqFb3gjRtxo2ahQKEhOTsYhV7I0XofZIeDroeaxVg2QyWS8/vrrOBwONmzYgNPpZMiQIbz11lv06dOHDz/8kEaNGjF+/HhXZNZdWJwCaxIMJBjsKGUwuLEvLSrpEHD58mW6du3Kxo0b6dixo/sGl5EEiz6DnDTwDYTR/4L6EeXuZncKTF56kr9OS1Zlchl8PbwdrX2aYbdXLIpSIQ6slkSoUi0Z5pckQkFasi8JuQJ6DoMej9a8CAVo3BI6DYQjm2DtDB6b8F+OXclm8eEkLHaBF/44ztqXu+PrUfzacO+991YptcadXDc5MDtEjmRYOJJhIdRLSdsgDdH+GqkSu39/6tWrhyAIbv/elETBEn6Yj4re9b3JtTqJ09uI19m4YrSTnFc06mYzm1j00av8YjWzYd1alv38AyqVitdee43s7GyaNm3Kn3/+ybBhw3A6nRgMBhwOB0qlkj/++IPAQOnz5ufnV8R9pKk2GEEUWRynI8lYPNIXr7ezKkFfTIwq5DJaBXrQMkBDcp6DT79fwJyP3iZ4yznOZgfSyEdFp7oeRGrLb1RSHQI0cp5vFYjFIWB2ilicouvf5tDuNJi7lHa9euKQKUg02MtNz+pY15O763iQYpImCZd1dlLNRd+XCzlW+oZ5oypF1Pap782lXFt+GpuNplpPXn31VT744AMEQWDWrFl8/vnnbnsPaqmlIvwjIqIWi4X69euTk5ODQqHgypUrLp9NgBWX9cTqbNWKAJZGQVV7Qx8ljzfzB6TWb/3792fEiBG88MILlTrekXQz26/l4a2U8Ux0gNu6jwiiyOKYLJIsUNdTwdhm/pVOgq8odkFkcX6r0LqeCh5v5ufyXE1MTMRsNhMdHY1er2f8+PG88cYbdOvWjfDwcJKSkrBYLKhUKt58800CAgJ4//33cTqdrFmzhu7du1OvXr1SX2NynoNGN0WldTYnf8brybA48VJKHUgaVMEW6tq1a8yePZvXXnuNgICAyu0sCJLH5c3En4RlX4HVJOU0jv4XaIPKPZzF7uTlRSfYdiENAJVCxo+j7uKBNqGVG1d5xBy+mkjZDgABAABJREFUke854u3So7SCAB8/Jm1XmDoN4ZFXSxTWp0+fpm/fvmzfvp22bduWfFyzERZ+IvmQDqxGyobFJHWl0mdC//FYOj/EYz8f4Ow1KT/wgdYh/PT43XdOF61CiKJIqtnB6Swr53OsrgIepQya+2toE6ShsY/qto79woULmEwmWre/i7NpesY/MZZ7RkwgonNPjq1bwp8fTOKxj6bRecgo4uZ/QT1fTz7++GNEUWTLli107NiRoKDyP/c3k6C3sTS+7BzP0iKjBej1ei5eSUYX0IjTWVZXWkGgRkHHOh60DvQo81p5LttCdICm0o4sNUGeXeCy3ka83kaCwY7VKTK4sQ+tA0t3jChonhKkUfB0tD8ZaWmEhYXhdDoJCAggJSWl1uC+lhrlH5EjumjRInJycgB47LHHiohQg91JnM6GHKrdyeRmHILIkXQpCtS17g2Bq1Qq2blzJ88//3yp+zrF4nmlOVYnu/NzNwc28qmyCL2QYyX3phyhXdfyeGNILw4t/plh4dpbJkIFUWRNooHrJgdalZzhEdoixv9NmjRxefJptVpWrVpFjx49kMvlnDp1ioMHD7ryL/39/V0tAlNTUxk2bBhHjhwBYN68ebRs2dLlb/f777/z6/K1bEky4nQ6paisw0GqycHvF3PJsEhV+uOi/KskQgEaNGjARx99VHkRmpEMx7cWf/zIJvjjE0mERneFpz6rkAg125w8+/tRlwhVK+XMfqIjD7QJxWAwMGXKFOLj4ys3xpJITYQV3wEi3Dem7FQBh42iIlQmFQo993Wp0d26devy+uuvl93eMzVRqsS/eqHy4y+MhxcMzv8+7lyMhz6dmY93QJufH73xbCq/7ksotpvBYGD37t1YLKVEe2sAmUxGqJeKAQ19eLl1IA819qGxjwqHCOdyrCyJ0/P6/L/4csFKdLbyDeGzLA6XeXlZOBwOcnNzAcmfecaMGZw5cwaQ8sCjoqJceeIffvghb7/9NhqFHCNKnHY7Qn4r2qhu9/H83A20HzgMpwgR495h1OT3Xa9twIABVRKhdkFkc1LRaLUcSUBGaFV0quPB/WHedKrrWabHqFarpVOblvQL8+HF1gHc18AbrUpOttXJluQ8fjqXza5reehLeW8PpZvZff3W5Dm/9tprfP3111Xe31slNVgY2lTLq20CebyZH+pylvg71vEkQCMny+rkWIaFkJAQhg0bBkiWZsuXL6/yeGqppSrc8UJUFEW+//571++TJ08u8vyZrBtFSiV5qFWHc9lWjA6BOh4KwrWSuHE4HJw9exYoO5cw0+wscvESb1qSb+ZX9RlnvN7GmkSDq8DhXLaFv1OMdB02nicH3luh6vCqIIoiW5PziNPZ8FDIGBGpxVdVsXMZjUb8/PyKGEtPmTKFSZMmAVC/fn0yMjJcqQ5RUVGMHDnS5TW6dOlSVvy1gUyLk70xV2jYsCG/rfiLhbG5HNq8jpXvPs3YZlLL0LVr13LgwAFAylHLysqqkGHzunXrSEpKqtR7AsDhDbB3heRtCeB0woY5sH4WiILUHWn4W6Auf6JktDoYP/cwe2OlYiBPlYK5T3bi3haSmEtPT2f+/PkuQ+4qY8yVKuTtFmjTC3o+Vvb2hZflA0Lg6c+g/zhQlb6cGBISwnvvvUdISBnWTmn54jCkSYWHXipRHaBtb0k0r/uJhgGefDeyvevp/2yM4Ui+vVMBZ8+epU+fPpVq83krUeUvK49u5sfzLQPoHuKJViVn959/MOenacw8l8OSOB3ns63YSyhwEgSBpCw9y+J1ZJkdLF++nEuXLgFw+PBhhgwZQl6eNBkeO3Ysjz76KCAVMk6ZMsXlK1m/fn0eeughbDYpD/S7775j2bJl5FidHE63MP6HhTTr2gcA36C6RHfoDMkX0e9fx4BGPgSoq38tTjTYCNeq6dfAm+HhWia2DODN9kE81zKA4RF+9A3z4e46njTxVZfbBS85OZmuXbty9sRxOtf15PlWAQxt4ksDbyUWp8jBdDM/n8thbaKBlELFQ05RJMvi5FC6mTNZ7p+s+Pr6uq2VsFwmo6GPqlgL0JtRymX0bSDlke5PMZFnF3j55Zddz0+bNs0t46mllopyxwvRo0ePumbp7dq1K9LFQxRFV2FKezdHQwVR5FC6FA3oWu9GwcumTZto06YNFy6UHcHR2ZwcTDdzOP8YxzMtJBkdeCtl9AurXpX89TwHKSYHO67nkWpysPGqEYVSydQ3XuHh+25dr++/08ycyLSgkElFVmUZUBfG6XTStGlTpk+fXuo2MpmM4OBgV+5vt27d+OCDD1zP/75iDX0mSx21zlk1fLtwJUl1orEL0NTPg+Z1/fHMF8WffvopCxYsAKTl9uDgYDZv3gzA8uXLGTx4sOu4S5cuZceOHdhsNoYNG8avv/5aueiYOQ9O7gRdhmTubjFJAu/wepArpar4fmNLXra/CZ3Jztg5hzicIIklH42S3yd0pnvkjZadERERJCUlVa/to90mLcfrMqBBlNQys7xlxwIh2mkgPP+t5H1aDkajkX379pWdg5maKP2s17RiYy+PAU+DlxYSz8LxrfSNrseLfaSIrVMQeWnhcTIMN7rQtG/fnpiYmEob2tcE/hoFPUO9GRMm5/vPP+arRWuQI/Lngnn8suMI089m8/3q7fTu2x+DwQDAE088wTMjHsHkEFl2Wc+TTz5ZpGWl0+l0VeC/9tprfPjhh67nsrOzXdZqrVu35ptvvsHPT7IVq1+/PkFBQexNMVHPU0m7IA19G3gzKlLLpNaBvNImCNOxrayb9S1tAzWEuqFjWjM/Dfc39KFjXU8i/NQEaBRVXh4PCQmhWbNmromtXCajRYCGJ6L8GRflR7S/GhE4n2Nl/iUdf1zKJSbXSrbF6fL/3JRk5FoFK9wryieffMKLL77o1mNWhEg/NeFaFVZBZE9KHj169HB9Bw4fPsyJEydqfEy1/P/ljheihfsYF0TPCkgwSEVKfregSOmSzka21YmfWl6kLeaAAQPYtGmTa/m5NPQ2KQK341oeB1JN7Mpfkr+/YdWX5AHMDsFl3XEsw8KSOB1Wu4OYxdOoa616v/vyOJNlcfVpH9LEt1LuAU6nk2+//ZZ+/fpV+fzHM2+IQ4NMgzW6J94BQfQM9eLjZ0ayYMHvrucPHTrkiqIHBASwYsUKOnToAICXlxehoTfyLGfOnMmKFStQq9UcP36cjz76iF27dgHwyy+/FPk7f/LJJ8yZMweQ8pbnzJlD0uYlYLeQY7Zxdc1cyQw+7rgkhsZ/BO3vrdDryzJaGf3LQVd7Sj9PFQuf6UKnJqUUDlUVMd8HNPkiaINh1LtlRjVdKJQw9gMYNBE0FSuCu3TpEj179nRF5EokLVH66Y6IKIC3Fh7M96ndMh/0Wbx+b1Pu8ZbyDNMNVl5ZfAKHU/p+enp60rx58wrZdeXZBbYmG7E6K28FZLVauXr1qitdZ//+/WzdKqVzCILAxIkTXZ+7rVu30rRpU3Q6HQAvvfQSU1+ZyMNNtbzSJoiN30wh8/TfWJ0i8SbIlnvy65k0jqSbefq55xnx8psA6GwCX+w6z8SXpOtmp06dWL9+PXXq1AGga9eu9OrVyzXG8nJQRVHqzDOuuT8PNJLa5DbxvWGX9/7773Pq1Kk7Mg9XqVSyYMEC7r777mLP1fdW8XBTLc+3CqBLXU80ChnJeQ5WJxhYcEnn2s4pSk1TSlvCrypZWVmsXLnSrcesCH0beCOXSX3o08xOXn31VddzM2bMqPHx1PL/lztaiOr1epfNh5eXFyNHjizy/MnMG9FQd178RFHkYJoUyexc17PILFylUhXp5lQahXO59qSYsAsQ7a+meTnLJuVx7aaKVYtTRHc1jpWzvq+wAf3/sXfe4VEU6B//zJbspvdCEgKBQEhC74hUKYIIgqCI/RTFhr173unpeepZT7GDBQULiIA0pUrvNYSSkBCSkIS0zW627/z+mGTSNslusgne7/J5Hh42u7Mzs23mnbd8v+5yTmdh7XkpqzUu1tft1+Dl5cWtt97a7KyTxS5y3ImXckKgF1dE1pdnEgRBbrb38/NjxowZcp/iNddcw2effSYvu2XLFjlT27VrVzZt2sTgwYMBSElJ4ZZbbpGXzc3NlUvihYWFzJ07l9R10gnkm6PZJP5zqTQhHxbLlI25zHvtfUDqQxw9erRsR7tr1y6eeOIJuV3gx9UbmPruJlLzpGApUKPgs5tS6NMxCLPZjE6nkwOYN99806XvX4NsXw5Ht0q+9nOeA38X+2EDwyChr1ubSk5OJi0tjeTkZOcL2O1QUNkKEelByZiU4ZA4SOrNXf0JqpUf8L5tFRFIF4O7Mop4+7fq4Pif//ynLN9kt9trCaBnZWVx7pzUPrDmXAmLFi/hzY1HuaC3cujQIZ544glZzePll1/m+eefl9cTFRUlH79WrlxJp06d5OBywYIFvPqqlOFXKBScOHGCoiLpQjI2NpbZs2fL3+unnnqKN954g0mTJvH1ws8pKy3hm5ef5C89gpg2cgh3v7UIk3cQG3MMHAhMQpNyhbz/epUvy86VOy3ju4sgNO4W5ePjg0KhaFBU/XIjiiI7d+6UW6vqEuilZEyMLw+khDAu1pcgL4U82FSFwSayLEOHpREJJXf5+eefmTNnjvz5txWhWhUDw6t96G+++Wa5TWDx4sXyXEY77bQ2f+pAdMmSJXKZ9NZbb60lHK+3OjjTSkNKWXorFyts+KgEetdY91tvvcUjjzzi0jrKLPWzJuk6K6syy8nQWXA082DtTPw4pEsPntlwgouhCRQ3JLrXTC5W2Pj5XDkOYEiEt3zgcoc333yT1NTGXW4a40SJqZY/dRVnyywsPaujvIUZCkEQ+Otf/8r777/PmDFjZDmZK664Qg4sQMqePvPMMwB07NgR2/GdjIuQMmkzkqL5dU7lsE9oNLfcfDPXXnstIGW8YmNj5baD7Oxs1q1bh0KhIK/MyHO/F5Cjl74vEX5epH5wDxkHJbu977//nsDAQFmu6ddffyU/P19eb//+/Vm1ahUgBbg33nij3AP45Zdf1spsvPrwvez/5j+AQOaQG/jo53Xysvv27WPTpk3yslu3bpUdkUpLS9m+fbv8W8zKyqp1Mj9x4oS8T0ajkbS0NMxmM1qtlpCQEHJzc+VlT506RV6eJEdVkX2WfecL0HsHg9aX8+fPy8NqIJUIq7Kper2eZcuWyRdbR44cYdGiRfKyX375JatXrwagTKfj0e3nSS21wul9bFi5nMdXbOdDr01UzfAt2JLOprR8SktLefnll+XnfvnllwQGBsoXCffffz+PPfYYAMOjvFny7D0c2b2db8+UseFYOqtWrZIHenx9fWVbWKVSyfz580lJSQFgxIgRrFu3Tv4OfP7557ITEEjONlUDI0lJSbz22mvyIF+fPn0YPHgw/fr1o0OHDrINb4S3inGx0oDTdfH+dA1QI4pgrBMkSdk9XaMDPZ7i7bffZtiwpvVxLxd33XVXLSMPZ3gpBQaGe9MvzPl5Jd9o59fz5R4LuOfMmUN2dnazBrpayvAob3xVAjkGG+etatlsxGw2s3jx4jbfn3b+N/lTB6I1T6L33ntvrceOFpkQkbJinh5SqsqGDgz3rqXH5uPj47KLkrPpVotD5ESJmR/SdfySWY6tGVmKuhlRu9WKzWpB4aXlaLGFddn6ZgVmzg6qpWY7P6aXYXGIJAdrGB3tflN9WVkZb7/9doNZiKb2RRRFDhY23LOZpbfyRVopmeWWBpdxBaVSKfePNYbOYie1RMrOKvevlUWoYwO8GRsvlTw5tZfZRTu5ppdknxcYGMjixYvl9oAbbriB48ePk68zMeezPVi1UlYyNtibpfcMYe/vK2X72pEjR/L999/LpeP58+fz17/+FZCybkOGDCEsTOohNZvNFBcXoyzKBYuZEydOcPjwYWmf8jL49KvFnCgoh3G3cMLsxfz58+X+zQULFsjrBZg6dao8PXvw4EFGjBghB5RvvvlmrUzx+PHj5RaaI0eOkJSUxJkzZ7hw4QKTJk2qpbU7ZcoUuW0i/cBOBn++lRMW6YS/aNEirrvuOnnZuXPn8v77Ula5oKCAmTNnyt+j33//nSeffFJe9scff5QCO4MO274NbFixjMJSKbNptNrJN5gZpMjn2UH+8nOe+PEo5TYFf/3rX2WHmTFjxvD999/L38G3336bN954A4DoAB+KS0qZd+ftiIDYazTPr9yDVS0Fl48//jjPPfecvP7nnnuOvn37AlKP4sSJE+VMvbe3t9uaoP/85z/li5uaKBUCPYI0zOoaWKuNqCbpOitrsvStnq3s378/s2bNcmk4sK0RBIHffvtN/k41xnm9lS2NTMqfKrWw46KxwcfdwcfHh/DwcBwOR5tnkzVKBaOipYunzbkV3H5Xtf3yp5+675bVTjvN4U+rI3rgwAFZVLxfv34cPHhQfkysdFIqszi4oWsAXTzopHSxwsaXp0rxUgjcnxKMtpn9nO8dLaqXmQAI8FIwNtqXxCD3xZQdosi7R4trlYuO/b6Sn195nI83H2JcYgzRzRgSEEWR33MMjIvxlffJaHPwzekyis12OvmpuaFrQJPOH42t3263y5mcxjhyyURmuYVrOvmjUgic11v57kxZveV8VQJxfmri/NV08vMiWOM5f++G0FnsfHemjFKLgxv9S4lf/GTDCwsKSTd0xiMQFlPv4cJyM7M/3UV6oZSRjAvxYek9Q4kOajzjfOTIEWJjYxvPnmz6TvKNv7ZS47a8GD57CnRFkrf9dfPrDSeZTCasViv+/lKglpmZSVBQEEFBQRgMBrKzs+nSpQteXl7k5OSg1+tJTEwE4PDhw4SHhxMTE0N5eTlHjhyhX79+ZGVlcd111/HKK6/IpghHjx4lODiYjh07Ylz9OadXf0e3abfhM+kOCgsLKSsrIyEhAZAmnbVaLWFhYXLJ3N/fv+Hv0cVMWPwy6BsuKYpT5jH3RKgsjTWsSyiL7x7i9nc7q9zC6iw95VYHXgppALFXiKZVv4NWq5WjR4+SnJxcy9CjitOlZpafK290HYPCtYyt8Tv/X0UUG7Yj1lsdLEorceqIpBKkjKmXQsBLKTA5zp8oDzg1ZWdnM3LkSL7++mtGjBjR4vW5gyiKfH26jLwKaZj2jZvGc+GENKx06NAh+WKqnXZaiz+ts1LNIaW6ovHnyq2UVQ4pxXt4SGl3vnQV3DdMWysI/e233+jbt6/c6N8YFrtYLwhVK2BYpA+DIrwbdL1oiksme60gVK2ACcMG0ufvf+e2/p2btU6A4io9OW8VvUK1WB0iP2XoKDbbCdcqmd7Fv9lBqN1uR6lUuhSEppdJGV0RSAq20D1Iw8FCKevgUxV4VgafoRqlx06mVVqKQUFBDS5TbrGz5KwUhEZ6K+l4YkPtBRQqiEmATinQKQk69gCtc3WEIr2ZOZ/tloPQ2GBvlrgQhAKMHj2aZ555ppZHdD3On5Smxrv2hW79pQl5XZG0T9fe73RCXqvVotVWlyI7d+4s3/b19a3V31tTxxeodaLy9/fnyiuvBKQe0bqDSjWF7b1Lc+kTFQidpIA2PDy81u+rpk2sUqlsWt81qjPc/x5sXgL710vSWXUQdEW8OXMMk977g4s6E7syivjLm0vY/OEzciuCK3Ty9+KuHkGsy9aTVmphzXk96ToLV7dwGLEx0tLSGDhwIFu2bGHUqFG1HtNbHazNrq9O4KMS8FMr8FMp8FUrUCkEDDYRP3XrBaJnzpwhLS3Nafb2z8BTTz1Ffn5+LRenmljsItM6S1rMakV14KlWCK0mah8TE8PMmTPl6kZbYbGLZOklOT6QemAHTL1JDkQXLlzoUga5nXZawp8yI2o0GgkPD8dgMKDVaikoKJAzNSBNLp4uszCygw9XeNBJqdhk57OTJQgC3JccjH+lHqfVaiUqKor58+fXkhRqiEKjjS/SSuW/e4ZoGBXt47LmZkMcvmRiXbYeX5XAgMoeJk+c9A4UGvntggGNQuDOHkFsyjFwusxCgFrBrd0D5ffBXWw2G506deK1117jtttua3TZvAop82l1wBWR3oyM9sUhihwtMhPjqyJM67nAsy5vvfUWf/vb3ygrK3NaLtVbHXx3RsoOR3gruSlGgfdH8yEqXrKX7JQMMd1A3fQQV7HBwpzPdpN2UcpcxQR5s/SeoXQMce17fOTIEcLDw4mOjpbuKMqD4MhqeSibFf51i6SlqfWFuGQ4vQ8CwyUPeb8gl7bTJvz7L1L2cv4CCPGwY9TFc7D2c8mHviZ9x8J1D7E7o4g5n+3GIUrWqTMCs3jz6fvc/o6JosjxYjO/XTBgcYj4qRVMifOjswerNFXYbDb27dtHv379al00gKS5WWK21wo6fdUKlJch8/m3v/2Nzz//nAsXLvwpM6+LFy+mvLzcbVe8/0/YHCJrz+tJKzVTt3Bn1JXyzwk9sVnMBAYGUlBQgJeX57/P7bRTxZ8yI7p69Wp5iOKGG26oFYTqrQ7OllkQoNYgkSfYW2BEBHqFaGoFX2q1mlOnTrl8UK0aVIrxVXFVjG+zyuXOMNsdTIrzIyVYg0ohsG3bNlJTU7n33ntbdMA/Vy4NwpgdIl+eKsVkF9EoBWZ1DWh2EApSAP/44487lUypidSLqsPqkIL2ER2koEwhCPRtYGDAk8yaNYvk5GTXgtCEQLxFKzz+hSRp5AalFRZu+XyPHIRGBWj5bu4Ql4NQkAZXZAqz4YtnoWs/mD4fVGrIS690QQJMBikI9dLCnOfbPAg9fvw4U6ZMYfXq1fTs2bP2g4YyKQj10kKQc0vXFhEVD3e8Ase3SzJO5ZUTyTrp/6FdQnlwbDfe33gGhwi76IHOZCPQ273fqiAI9ArV0tFPzaqscnIMNpam6xgUrmVUtG+DtpPNQaVSNTgI1Nnfi87+Th9qcx599FGeeeaZP2UQCtTqb/6zsWLFCoKCghg9enSrbkcStfeVtVNr4h0QRMrYaziybjllZWWsWrVKHqRrp53W4E85rFSzZDLk2hvJ0FUPohwrMuEAunl4SElvdXCsWBqKGRJRu0QqiiJhYWEuTzU6KvX2bukW6LEgFGBIpA99QrXyyW3btm0sXLiwRQd8uyhyvrx6Et9UeXk8qoMP4d4tu07x9vbmscceqx+E1KDC5uCHdB0VNpHO/momdfRr8xNYXFwckyZNqne/wepgSWUQGq5VMjshUMpAqzVuB6FlRiu3frFXlmiK8New5J6hdAp13dzg1KlTvPDCC1Irgb4Uvn1VCjbtVlBUBtHOrDKtFsn5KT/LrX1uKSEhIdxyyy2yCkEtqoTsIzq5JPbfLAQBeo2AB/8DkZ2l+y7lyA/PH5vA4Eqd1pxSI49+t6/ZwyJBGiU3dwtkRAcfBGBfoYmvTpVSaHRutVlitjdLOWPjxo089dRTzdrHtiIoKMhpD+ufiXPnzvHzzz9f7t2ox7vvvttmFps+agVTO/tzfRd//OpU1gZMvUm+/cUXX7TJ/rTzv8ufLhAtLCxk3bp1gORV3W/4SH5I17Hxgh6ro4aTkoczZfsLjNhF6B7oRWgNx6D8/HwSExNryco0RfcgDSkhntU2dcYLL7zAjh07WrSOPIOtnlYewIYLBlZmllNibr400pIlSzh79myDj1sdkiZfVbZxenzze1GbS0VFBX//+9/JzMysdb/B6mDJ2TKKKoPQmxIC8WlmG4TOZOW2hXs5liMNXYX5SUFofJh7DltZWVl88803CDYLLHkNSvMhOgFmPFodzGU5CURFBxz/Az56ROoX1Zc263W4S3R0NK+88kp1G0FNPC1k3xgab0gaKt22WyVRf0ClVPDO7L6yH/2mMyUs2dsMi9dKFILA8Cgfbu0eSJCXgkKTna9OlbK/0FgvwN2Tb+RYcX1t3KbIyclh165dsnbpn5X3339fHlD7M7J06VLuvfdebDbnFwqXizVr1rS5mHy3QA13JwXRO7S6tajroBEERUm94OvXr68lwdZOO57mTxeI/vDDD/JB9vbbbydAI50k9hWa+KxyUj6ghUNK+RW2WpkKk93BoUpx/KGRta/kzWYzo0ePpkuXLs3eXmtQUVGBKIouOcI0RmZ5fV3SKlJLzCxKKyVT5740ksViYd68ebK1Zl0cosiqTKmUGaBWMKtrQJN+0a1BdnY2CxYsqOXdXlEZhF4y2QmrzIT6NDP7rjfbuGPhXo5UOiaF+nqxZO4Quoa7JgNWkwkTJpB17hyBG7+EnNNS3+ec58Gr8gTicEB2A9azSjX0uwpGz26zEn1FRQUHDx6ULSVrIVt7dm6TfWHIFND4SC0BNbLGMUHevDGzeoDqpVUnOJ3f+OR5U0T7qrmzRxC9QzTYRPj9goEf03XorVLLjsUuklpiZntehdtC87fddht//PGH29JPzcXqEJuVJY6OjqZbt25uP6/UbOf7s2WcLbO0qpTRAw88QFZWlktDlG1JlaC8WzbDHkCrUjA5zp8buwYQ4KVAoVQyYIpkIONwONosS9vO/yZ/umGlQYMGsX//fkCSevHrlMj36bpay6gVkphzkJeSII2CrgFebpXAM3UWlp8rZ0onP7oHadh1sYKteRV08lNzU7dAj76eujhE0SOTl3fddRc5OTly9ri5LD5dygVD/axAqEZJ3zAtPUM0zR6IMplM2O12WeS7ClEU+e2CgYOXTGiUArd0C2xxG0BLqPoJCIJAhU0qxxea7IRqlcxJCJQtDN2lwmLjjoX72JspeccH+6hZcs9QekQFNH9nN3wFO1dIQdVd/4KIjtWPFZyHBQ/XXt4vGAZNgoETwLcVvtui2KBP/cGDBxkwYAAHDhyo3yf80aNSVvSu16Rp/rZg03ew7UdJTeDW2kOHL6w4xuLd0tR8YqQ/vzw4HG0LhwsBTpWaWXtej8ku4q0SmBznh9EmsqbSqWxMtA9DIt0fuLTZbG0SRP2aVU6hyc6gcC09gjWtPvy0OcfAngJJKSPIS8GAcG96hWrQXoaLVE/hEKXPu09lL3FTPP744+zbt49t27a1wd7Vx2IX2ZpnYM2eI7w7U1LAGDRoEHv37r0s+9PO/3/+VL/uM2fOyEFocnIyvXr1cloOtTokYfcTJWYu6G2Eat07YSgUAhaHyPJz5fyRZ2B/pURQ3WxoXl4ey5cvx2JpmVh6FRa7yCepJWzOMbTY5eTWW2+tJ/LvLma7o5ZAvlKAlGANc7oFcndSEIMivFs0la/VausFoSANhR28ZEIpwPXxAZc1CIVq60JjzSBUI5XjmxuEmm127v3mgByEBnqrWXz3kBYFoQ/Pvo7bnvyr1A9649O1g1Co3R8anSBpmD7yCYya1TpBaEk+fPwYpO5y+nCPHj04cOBAfWtXmxUKLwCC1CPaVgy9VhqOSj8M2adqPRSavY1wtfQ7P5Vfziu/Nt8JrCaJQRru6hFEZ381RpvIsoxyNuYY5Md35Rsx2dwTfx87dizz58/3yP41hs0hcq5ccplblaXn4xMl7LpYgdHF/c3Ly6s2VHCRYZHejIn2IdBLQanFwcYcAx8eL2ZDtp4ik2fL6D/99BO9e/du9TaHE8Vmjheb+fZMGasyyym3Nr69KVOmXNaJfi+lwPhYPx6bOJgePZIAyXmtyuq2nXY8zZ8qEK3yZQZkqzGfRvTuUoI13NCMkq6qxip3XDRisIn4qgT8vRS1BgjWrl3LzTff7LEyyeEiE2UWBxcM1ha/8aNHj2b69On17r9YYSOtxOxSWeu83ooIhGiUjI3x5cGeIVzb2Z84P3WL+1uvvfZaFixYUO/+1GIzmysdS6Z08ifOwzqw7jJlyhReeuklKQg9KwWhIRolN3ULbPYwnN0h8tj3R/jjjFTu99eqWHzXEFKiWxAMnjnIUFsuIzuFSkL1XXrXXyb7FCRfAX/5pyTV1HuUNEnfWmz9Qcpqpu1x+rCPjw/9+/eXy40yly6AwwYhUVL/Zlvh4w+Dr5Fub6tdasw8e5r+psNoKz/zxbvP83tqvkc26++l5MauAYyN8UUBmGvo5ZjsIrsL3HPomTdvHjNnzvTIvjWGSiFwb3IwEzv6EqpRUm51sDWvggUnilmfrW/STvjxxx/nnnvucWubWpWCIZE+3JsczIx4fzr5qbE64OAlE5+dLOX7s2Wke6hs36VLFyZNmiRbtLYWPYI1DI/yRinAiRIzn6WWsie/AnsDbRljxozhpptucvpYW9LRT81tt90q//39999fxr1p5/8zf6rSfGJiIqdPn0YQBLKzs4mJicHuEHnzSFG9ZYdEeDM62qdZAVN+hY1Fp0qdPlZV9r8i0oeugV7k5eXRoUPLNQ5tDskNSm91MLNLAAmBzddl++GHHwgICODqq6+udb8oinxzuozcChsTYn3p34QvfHqZBbVCoKOfyqODVaIo8sILLzB06NBaotZZ5Ra+T9fhEGFsjC+DI9p+stZsd9S6cHn//feJ7hhHedIo8o12gjUK5nQLbLbmqyiKPPfzcZbslcq8WrWCxXcNYWBnJ5PjrnIxExY+BxYjjJgJV93sfDmToUERfY9TlAsfPCTdfvADCK3/G8nNzWXBggXcf//9tQeWDm+GFe9D0jC4sY0nwA06ePdesJqkYD2mdh/jd3vO89zPxwAI8/Ni/SMjCfVrWh+2KURR5I+8Cnbm1w96VALcmxLcYp3h1kQUpezovgKjLPcG0DVAzaAIbzo5uXjNyMjA19eXyMiWyXMVGm0cKDRxvNhEldlRsEbBgDCpbN9YIsJkc1BqcXjE/aillJrtbMwxcKZMyryHaJSMi/V16gyYmprKqlWrGjeuaAMyMjLo2rUrIFUpT5w4cVn3p53/n/xpMqInT56UXVgGDx4su7coFQIaZe0D3LhYX8a0wKZO2cjTrA7oGuBFvL904PJEEApSeUZvdRCuVdI1oGVZqm+//Zaffvqp3v3Hi83kVtq0pYQ0ffLsGuhFnH/Ls591EQSBV199tVYQWmi0sfxcOQ4RBoZrGRTe+vqgdbE7RJZnlNfKet9z/4Pok0ZXB6EJzQ9CAd5cf0oOQlUKgY9uGdCyIFRXDN+9AhYj+707UdxnYsPLtlUQCrDle2kav+9Yp0EoQHFxMYsXL6Z4/2bJ7ahqWr8tJ+br4hsAgyulurbWH8C4aXBHxiVFAHBJb+G5n4+1OPtmc4iszCx3GoQC2ETYked6Vk6n0/HDDz+QnV9IhZtl/eYiCAJdAry4MSGQu3oE0SdUg1KQPOyXntWxMK2Uo0UmbDWyfF26dKkXhJ7TWdxuSwr3VnF1nB8P9AxhTLQPAWoFJWYHv+cY+PB4Cb9daDg7W2iysyxD12A5vKioiGXLlrm1P80lSKPk+i4B3NA1gBCNkmKznR/SdSzL0FFaR53kyJEj/Oc//0Gn0zWwtrahS5custV2amoqJ082MAzZTjst4E8TiNY8GMyePbvWYz6VtXSlANfF+zOwiUxfUzQkEaRVCtzQNYAronz48MMPGTNmDA5Hyw/0DlFkd4FUjh4a6d3iwO+XX37ho48+qnWfye5gc67UezYmxveyTKADFJls7Nx/kAsXLsj3lVukA67ZLpIY5HXZvK6z9Fay9FZZIeHMuSz+tWIruQYLQV4KbkpovosUwGfbMliwJR2Q5nfeuqEPYxIjmr/DZiN89yroirDHdGfIc/9h2Z9B+7AgG479IdmajprV4GI9e/YkMzOTnqMmSmX8d++FVR9BZmVWJbKzNOxkNkLZJbC4L2fULIZNBZWXJPaflwFIUmNBQUE4HA5em9GbEF8pS7X+RD7LDuY0trYmOXTJxCWTvdEL4CNFJpd7IEtKSrjxxhtZtGEHn6aWsL/Q2CxN0uYS7q1iUpw/D6SEMKKDD74qgUKTnTXn9Sw4Ucz2vAoMlQoBr7zySq1j1cFLJjZeMDS06kbxrizbz0sJZnq81EJkcYgcKDTx6ckSfkgvI0NXu2xfZLJTbnWwLL3cqULBli1bmDVrVpvKE3UJkOxhR0f7oFbAmTILn58s4Y88g7yPs2bN4vz58wQEtGCw0UPcfHN1Baa9PN9Oa/CnCUS/++47+faMGTNqPearUqBRCsxOCKRHUMvLZM5OCBHeSu5IDJLLJImJiYwbNw6FB8S2T5VaKDE7CPJSkBTcsv2vaqyvK9u0I6+CCptIrK+KlBZuoyWcLbNw573389hjjwFSgPxDuo5yq4NYXxVTOvm3ml9zU5wqlQKdbXkVFJvsPPfBQv515zSCNUrmdAskoAVB6A/7s3l1TXW24OWpKUzrG9PIM5rAYYdlb8PFDAjpgDD7WQ4dOsR1113X/HV6ii1LABH6j4MgFwLtwDAp6LRZ4MAGyf0JYPm78PJMeG0O/PBG6wnb18UvCAZVtrVs/QGA3r178+KLL2K32wn31/DP6b3kxf++8gTZxU4kqFxkUIQ3dyUF83ifUOYlBzOrSwBXxfjSL0xLnJ8aP7UCEel76QpxcXFcLCig+7AxmOwiv18wsDCtlMxyzwxVuoqPWsHwKB/uSwnhmjg/IryVVNhEtl+U+kjXZJVzPi+fkpIS+TmXTDYOXjJx6FLz+zIVgkBikDRU+ZfK7KxKgAydlR/SdXx2spQDhUbMdgeXKoP7i0Ybq7PK62W3J0+eTF5eXj2tW5ubslruolQIDI304Z6kYJKDJZmvHReNfHayhFOlZpRKJQqFwul8QltedIAUFFclDhYvXtym227nf4M/RY/o2bNnZc25AQMGyJPzVfx2QU+/UC1hHpqurrA6eP94sfx3crCGSXF+qFtBTF0URRadKqXAaGdiR1/6hbUsmztt2jRiYmJqDQIVGm0sTCtFBO5IDLqs/VDfny3jWFYuQwJFJvdP4od0HVl6KyEaJbd2D2zRFH5LcIgi/zlWjLFyUEQlQEWFAdulXB6/ejCBLQhC15+4yH2LD1B17np0XHceHue+hqKMKEo+6XvXgLcf3P06hDoRhb8c5J2DTx6TdEkf/ggCGnYbS01NZdasWfz4448k5x6E7Q2UQLW+cO/bENyC7LG7lBfDe/dJwfG8d5y2CTz+wxGWHZQy+0PiQ1gydyiKVjJcMNsdlJgdRHorXa4WiKLImTILG3MMsq1w90Cp4hCkaft+U1EUOa+3sq/AxNka2sOd/dUMCvemo5+at49K/f4K4MaEADr5e8bD3GhzcKTIxMFCE7rKbKyXQkCtAIOt+hQ3LNKbUdGNt7A4RJHPT5YS7SvNCoS4qcrSHLL1VjZk6ymsbDHo7K9GkbqdO2+6gaysLMLCwuRlt+Ya6BembdGFs7tcccUV7NolqWOkpaWRmJjYZttu5/8/f4qMaM2y/I033ljv8XExvh4LQqE68SIAV8X4cm2n2kHonj172Llzp0e2da7cSoHRjq9KoFdIy/siZ8+eXcuOUhSljIgI9AvTXtYg1OYQydZb8QsJ57Q6gp/PlZOlt+Krkloe2ioIdVaCO6+3ykEoSH15Gm9f7hs3sEVB6M70Szz03SE5CL3jis7MvyrB9RUc3wGWOlmPPaulIFSpgtnPQmg0qampPPfcc5SXt0xsvcVsWSL9P+jqRoNQgICAACZOnCiVF7v1b3jB6x5q2yAUwD8EBoyXbm/7EavVyubNm7l48aK8yN+mJhMTJF047jlXzBfbW0++RqNUEOXj+tDgV199xd133033IA1zk4IZ2UEq854us/DZyRK25Rqw2Ns2xyAIAp38vZjZNYB7koLpH6aV9qmgjG+OXOCzk9WZUQfw87mWObfVxFulYGhl2f66eH86+qmwOMRaQShIclnHimr/3rZs2cKQIUMwm6WKSa7BRonZzvFiM5+dLGFVZrmcWW0tOvpJJgjjY33RKAUyy60c9+3C7U++iF2oPm6KosiJEjMbsg0UGqXg1V35r+ZQs0r5yy+/tPr22vnf4k8RiNbsO7n++uvrPe7pfkKVIOCjErgpIZBBEfV7Nt9//32eeeYZj2xrV75UbhsU4S17xLeEm266qdYQ0KlSC1l6K1qlwMgO7gtje5Icg5U9K5ey/oNXsTrgrM6CWgGzuga2WYZGZ7HLfXM1k/2nSmuXLR0OBz/+7SFe/3kLB5rZY3f0Qilzv9qPxS6dCKb3i+HFKcnufV8PrIcNX1b/nbYH1i2Sbl83HzolA3D+/Hm+++47j7SKNJucM3BqH6g1cOWMJhePjY3l7bffJjY2FmITQevETWrYVOgxxLXt52fBazfDVy+6ueMNMHy6FOyn7sJ84Sxjx45l06ZN8sMBWjVv3dBH1ut/c/0pTl28zBcClahUKtldSaUQuCJKKvOmBGuwi7AzXyrzpha7JuXmaUK0SiZ09OP+5GDeuXYAB5ctpNxaO2Ay2UV+ytBhtnsukFIIAj2CNMxJCCTG1/lF+dpsPdn66sn/iIgIkpOTKSuTLHhj/dTcmxxMn1ANApLk0ucnS/nlnK6WI5+nUQgCA8K9uTdJ2rZPSDhx0+7ih1yR48UmRFHkksmOzuLgrM7Cykx9paxVCScqH28tpk2bJt9evnx5q22nnf9NLnsgmp2dzaFDhwBISUlpEytNpSCVsBvSsPz66689Yml2QW8lW29DoxToF9bybOi6devk8ghIAvmbKsWxR0X7XLaydxVZ5VaMZaXoiwvl++wOOHzJhM7S+t7Y1sqp+HKrg9OlFqoOyw5RlPtDqzCVl3HpfDoGvZ7fLhj45nSZPGDhCumFeu5YtA9D5eu6qkcEb8zs7V7p1maVtD/3r5cCvJyzsOwdQIQxc6DXCHnRq6++mszMTKcGAW3Gpsps6ODJLtmEmkwmTp06JfW5KZWQ0Lf2ArHdYdytTp/rFHOF9M/qoaGmgFCpzxUR3/2/cubMmXravEO7hHL3lfEAWOwOHvn+MGbb5fd5v/nmm/n0009r3efvpeTazv7c0i2QSG9J93NlVjnfninjYsXl8VT3Viv5atEXPHzHHKePF5nsrMws93jf4858Yy2zjpo4RFieoZOzscnJySxatIiIiOqsfJBGyaQ4f+5NCaZfmBaFACdLLXyRVsrP53QUtGJA6qNWMCnOn9sTA/ExFLHm8/f4+VQhi8+UsbeG5my51U60jwqDTWRVlp6lZ3VNars2l27dusntc3v37iU/3zMau+20A3+CQHTNmjXy7VmzGp7A9SSCIDTaX6NUKlusfQfV2dABYVqPTLG//vrrfPzxx/Lfu/Mr0FmlvrI+oa0nh5Sps3DSBZH8zHIrV94yj+tffFe+z4Ek5P9Jagm/X2i9MpIoiqzJKuei0Uagl4Lp8dVDURf0NirqlOh8AoO5f9Eaxo8by+Q4P27sGuCyi1JhuZnbF+6l2CBlWQd3DuHDm/ujbuwzNhpAV0cP98IpqUcR4JcPYMk/pSCr71gY2fqC5W5x/iSkHwIvbxh+nUtPSU1NpUePHqSmVroUdRtQ/aDWD2Y+LmUkXcVceRL28qD+7PAZoFAhnNhJQqAWb+/66358QiKJkf4AnMzT8e7vZ9zeTHqZxW1f+abQ6/VO5X1i/dTcnhjEpDg/fFQCFww2vjxVytrz5VQ0cLFlF0UydK0z7DTq6ms4rmz4eJqus7Ilt/nDYHXJLLewvZHBLwEQgd8v6GUpqYqKCrZv315v2UAvJRM7+jEvWWo1UApSdWVhWinLM3StGuB38FEzLsTOls/foizrFDkGG8eKqy/CTHZJT3VSnB/eSoEsvZUv0qTp+9YYtqoyURBFkdWrV3t8/e3873LZA9GaX+hrrrnmMu6JxNNPP83999/f4vUUGG2k66yoBFosN1XFxo0b+c9//gNAidkuezKPj/VrtUl0s93BmvN6fsksr1feronJ5iCrSIfFWP8EoBQkq8PugZp6mrCeYne+kZOlFrwUAjO71O5HTauRDRWQBgHGd9DyUK8QbugaSO9QLVoXs8kVFht3f7WPCyXSe98jyp/P7xjYuC+5ww7L3oJPn4Tc9Or7zx2vsWId6EugQxeYMq+ef/uTTz7ptH+6zdhUqWoxdAr4uCYp0717d/744w+6d+8u3dG1L9InAEyf79rEfU2qemk96cYUFA79xgIibz/5IAsXLqx+TBTBZkWrVvL2jX1QV353P9mazv7MYufrc8KJYhM/Zuj4KV3nsWBUFEU6dOjAZ5995vRxhSDQJ1TLPcnBDArXogCOFJn55GQJ+wqM9bQ8cww2fs0qd9m+01VsDpHFh86z9vN3Kct3LpGkVsDxYpPHAmGD1cHVcX5c19mfG7sGcFv3QOYmBfFgzxAe7xPKU31DeaR3KLO6BqKs/J39+OOPjBgxgkuXLjldZ4CX1GowLzmYgeFaVILUj/vlqVJ+SteRZ7A6fR5I+sVHiprnzpeUlERpcTGvzBxLsKb+MepEiQV/tYK5ycH0DpHaMnZcNPJFWgnnPHxhUbM8v2LFCo+uu53/bS6r3YTJZOL3338HICQkhP79Gxlo8DDHikzE+KoJ1ihq9fR1794dg6F5Onc12V0pXt07VItPM60i66JQKGRduY0XDNhF6BmiIdav9Wwct+ZKWdcobxXdgxqecD2vt3Js42qWv/wIf918Go2vH8EaBX1DtfQK8dx74IwzZWa2VmZAru3sV8u7vmqyOM5PTVKwF4mBGnzUCubOnUtGRgYbN250eTt2h8j8JYc5ckHqJesQqOXLOwcToG3i/f/9Gzh7SArgvP2r7888Xn/ZvAxY+i8YM7uW68/gwYNlh5M259wxaV+1vjBsWtPLV+Ln58eVV15Z444giEmATimQOMj9/bBUZUQ9nP2/8no4tJHTxw8SHtZZus9uk5QLeo2ETsmkRAfyyLjuvLn+FA4RnvzpKGsfHtH4BUglUT4qfFVSxuqndB0zuwa0WKFDEAS+++47kpOTG11Oq1RwVawffcO0bLxgIKPcysYcA4eLTIyL8SW+Uq4uo8yCwSayMcfAlE7+ja7THfRWB/3DNDzz1fvcMnYY4xKTpWl2ZdVUu+Dxi+iUZgyFTps2jdTUVEJDGx/A8/dSMi7Wj6GRPuzJr+DQJUkh4KzOQpcANcOjfIjxrX08KDDa2JCtJ8JbSQcf947VgiDg5eXFb+elsruz/vN15/XcnRTM5E7+9ArVsj5bzyWTne/TdSQFeXFVrF+z7YprMmjQIMLCwrh06RIbNmzAYDBc3lahdv7fcFkD0a1bt8o6aVOnTm2zQYxyq51fz+tRK+DhXqG1vOfvuuuuFq+/1GznZIkZBTAk0jPZm8cffxyj0ciCBQtIL5MOfF4KgdFNSJG0hGy9lYOXTCiASXGNZ10zy610GXAFs176D31iQugbpnVq++dpCo02VmXqARjVwYdugbU1VO0i3J4YVO9AfNNNN9XSN2wKURT5x+pUfj8p9Ub5aVQsvGMQUYFNnPSObIGdv4BCCTc8WT0dbjVLpXlnnD0o/et3lZQdVararG2lHqJYnQ29Yhp4u/59u3jxIosWLeLOO+8kKipKunPUDZWZ0WbQGqV5kD6TPqP52GGHvl2lNoof34SMI9B7tLzYvFFd+f1kPofOl3LukoF3fjvNs5OTmlx9qFbFnG6BfHemzKPBaM2hRVf2YVbXANJ1Vjbm6CmqDFQSAr24KsaX9Mrs2fFiM0lBGrq2wIK4JkEaJcO6RlNWUnJ5B+2aICgoiKCgIJeX91NLAf7QSB/2Fhg5eMlIhs5Khq6MeH8pIK1KEORW2LCLsOJcOXcmBrlcfQHpuPP5b7t59MZrueeLVUTE15eF01kdbM0zMD7WT5q+TwxiX6GR7XkVnCy1kKErYWS0T2Wva/O/cwqFgunTp/PZZ59hsVjYuHEjU6dObfb62mmnist6ZKhZlp8yZUqbbTdDJ5VR4vzUtSbZDxw4INuMtoQ9BUZEIDlE0yJpoJqkpKTQs2dPbA6R33OkwGt4lLdHrnSdYXOIrD0vbWdopDeRTchClZrtTOvfnc+enMt18QF09vdq9SDUaHPwU4YOi0MkKciLoU6CfpVCcPoejR071qlCQ0N8sf0cX+7MlNf50S39SerQRIk65wysrNR7nXQ3dO5Z/Vj2KSnr5oyOPWDGo3DNvXIP5eHDhykoKHB5fz3G2UOQnSZlcoe49xstKCjg7bffrr3f3Qe61xdak9YozVcx4noQFNKFw+dPSUEoyJ0EIImQvzmzN16VvcCf/ZHB4exSl1ZfFYz6qRRk6a38mK5rsbxSamoq7777rsvLC4JAQqAXd/UIZnS0D14KgbOVrj6FNYZc1mXrPTrJDvypg9AqNmzYwG233ebWc3zVCsbE+HJfSgjDIr3xUgicK7ey+EwZS86Ucb7cSm7l0FSZxcGv5/VuTbfrrA46dU1gys13kBwZSLy/migfFUFeilptTgcKTeRUtgdUieXfnRRM1wA1ZofIbxcMfH2qjLwK5y0EDhd7hGu2z61fv97l19FOO41x2Y4OoijKemRKpZJx48Y1vLDNClbP9btU/eCqXJSqeP7553n44YdbtG691cHRyn6goRGeO2H+5S9/4f7772dfgZESs4NQrZKBHlx/XXZerKDYbCdUo+SKqKZloaZ11LLtq/9QnHehyWU9gV0U+flcOWUWqW1gcid/lwNfg8HA0qVLKSoqanphYN3xvFquSf+c0YsR3cIbf1J5sVRit1thwAQYWMcjvm5ZXuUlTXDf+zbc9Rr0Hgmq6jLe+PHj+fzzz13a30Zp7CRY185WFCWPeIArp7sdAPbu3ZvCwkJ69+7t5k42QGuU5o16Kdg+uo0PDmbT5d11UFSjl1GofYhMiPCXzQocIjz10xGXp+hDtSpu6haAn0rBeb1VuohqQTB66NAhXnrpJSoq3Bv0UVW5+iRXyz3VpNzqYHOO54aHQNKejIuLw2JpW/cnd7DZbBQXF2M0uu/65KNSMCral/tSgrkiyhuNQmrF+O5sGakl1T3qZ8ostSbfmyLQS8mEruEs/eDf3D08mRsTArkjMYh5KSE82lvqd324Vwj3JAXjWyfTGqRRMrNLADPi/fFXK7hotPHVqTJJe7TOhUa23sqarPr312XMmDGybNivv/7q8utop53GuGyB6OnTp8nOzgbgyiuvJDAwsOGF0w9L+oGrPmp4GRdxiCKZ5dJVYdc6geiyZcv45JNP3FpfXZ2+/QVG7CJ0C/RqsQh/lYjy6dOnOX78ODqLnZ2Vk/jjY3zlRntPk19hk3tcJ8X5uaR/mpWVxauvvkpOTst8uV1l4wUD5yvF8md08XerzJmWlsZNN93EuXNNC5QfPF/Cw0sPy/Hb/LEJ3DCwY+NPslrg+9elYDQuWcqG1v2szh2T/g/pABPvhMe/gKkPQId4p6vctGkTd9xxR5P72yiiCEtfgz2/SgNUddnza+0A+dQ+yD0LvkEwaHLLtu0JqjKinirNZxyFt+6CxS/DlqUMjvBh/pCm5ePuGdmFnjFSNvx0vp4PN511eZM1M6MtDUZnz55NcXExPj7N0w/2VQk0VCU+XGQiy4OWod26deOOO+6QReP/jEyePJnVq1c7VU5wFW+VgpEdpID0yigp61z3092SW8EFfcPDTc4oLi5m0aJF9Sw/FYKAt0pBiFbpVKtZEATZ9GBwhDcCSNqjqSWk1lBCOV1mQW9z8EcTNrMBAQEMHToUkI75rhxD22mnKS5bIFozrd9kWf7CaXDYpGGJFpJjsGG2iwRrFPV+uL6+vsTFxbm1vr0FRn4+V47FLmKyOTh4STpQDPNAb+iGbANHiky888473HDDDWzOMWB1QGKQF50DPNPDVReHKLLmfDkOoH+Y1uVBqO7du1NaWsqQIS6Kk7eAQ5eMHLxkQinAjC4BblvdDRgwgOLiYvr06dPocllFBu7+aj/mykniGf1ieHR898ZXLorw6yfSdzYwXOoLVdV5D60W8AuGW16EBz+QRN29nYi916BXr171/LDd5tBGKbjc+gOYnAzkVejgm5fg6DYpO1qVDR1xPXhp6i/fBGlpaQwaNIi0tLSW7XcVZg9nRLv0luxTQzoAMDgmmEeG1nHFEuofItVKBW9c30e+QFuwJZ0TuWUubzZEq5SCUXXLglGl0nU70LqIolSuPVLUcGC49rzeY+5MycnJvPzyy/j7e24QqjVwOBzk5eW1eD1alYKugWqn+qgi8Etmw1JazsjOzuauu+7i6NGjzdofL6XA2Bhf7uwRRIyvpD26MrOc79OlIajTlYooBwpNDZbvq6jp7Ldhw4Zm7U877dTksgWiVdPyQO3JWmfkVOr2xTYRBLjAuQbK8u+++y5PPPGE2+tTVMp4fHO6lG15FVgcIp381ET7tnyS3WhzsPa8ntueeYUPFn/PyVILKgHGxrTegNLeAiP5RjsBagWjot3LtCgUilbvBTuvt/JbthREXd3Rr96EqqsEBwejVjf83BKDhTsW7ZO1Qod1CeVf1/du+sS/ZzUc3iSV2mc/41z4Xe0FNz4FCf2q/WYb4eLFizz33HNcuNCCtofykmoHp6vvci7BJDqkvtXl78APb0B+piT6PmBCszbp4+ND//79m52xq0dr9IhGdYZ7/g3JV1ButrLpXCHl5hon4gY+7+ToAO4fIwWtNofIUz8dxepGX2WIVsmchOpg9MeMsmYFfdOnT+eDDz5w+3n7C00cL248O1lqcbAtr+UKIlWkp6ezZ88ej62vNXj44YcZP358i9ejs9hZll6OrYGPtNzqYFVWucv9or169eLSpUsMHjy4RfsV4a3ilm6BXN3RD22llejnJ0tquV6tO69v1GBg7Nix1cuuW9ei/WmnHbhMgajdbmfz5s3y3z17SkMcn332GStXrqy9sMMuZZcAYloeiFZNh9YtyyuVykYDk4ao0jAvNNnlbGhnf7VHMglV3uhbi0VOqKVs2NBIH48NQNWl2GSXhaCvjvNzS4T/6quv5p133mmV/aqi1Gzn53M6HMDgCG96NVPE/7XXXuPVV19t8HGT1c493+zn3CXpJNwtwo+Pbx2AV1PTrulHYP2X0u3rHpI0QT1AYWEhS5cudSpe7jJrP5eyoAn9azk21aLmySetMmCI7AwFWQ0PVjVCXFwcn3zyidtVhgaxtNLUvNYHZj3BuZRJXPX1DlILa9h46oqkz9UJD45JkIXuT+Tq+HRbhlubrQpG/dUKsvW2ZgWjKSkpzcqUD4rw5rE+1T2G85KDuSMxiNkJAVwX78+kjn6MifbBSyl4bHDp1Vdf9YhGc2syd+7cZgX2NbFUWpfqm9BkPVduZWe+a/2iCoWCkJCQFu1XFYIg0DdMy9ykYJKCvKi7l/lGOwcLa7cArFmzhpdffhmQZJyqLsh///13bLbL49rVzv8fLot806FDh9DrpYns6dOn4+cnlSVXr15Nt27dmDp1KhcvXuSee+7hzWceJdFilMqcAS37IRqsDvKNdlQCdKxTcn7ooYeatU5nfZpb8yrYmldBqEZJJ381Y2N8m+Uzb7I5OLtnGwd//Z7pz7+FWqPFIYoUGG2Ea5tflnOGKIqszZau4FOCNfUyxk0xYsSIauHyFmK2O/BSCLVen8UusixDh9Em0sVfzWg3s7U1sdvt2O3OB0xEUeS55cfYlylJO4X7a1h05yACvZu4SCnOgx//LWUVR1wPPZvI8rtBr169yMhwL8ipRdoeSN0Jai1MubfBLF+9YSWAMwekf2qNNPV/3UPg20g/dw0sFgsFBQVERETg5eWBVhJPl+ZrIggkzrqb9C49iN3xHRgqBeuXviZlhR/+RLIprYGXSsEbM3szfcEOHCK89/sZJiRH0i3S9fJziFbJTQmBLDlbJgejs7oE4uWi8cMrr7zi8racIfUYCrSwnd0pFruIWoH8O37llVda1H/ZFnhisE6pgJu7BSIgyD81ofIfQo3b4NYxfMeOHdx3331s375d1pNuCSoFtTKhNVl9NINXFrzIKy+/RM+ePUlPT2f79u2IoohKpeL666/np59+Qq/Xs3fvXq644ooW7087/7tcloxoTRHxCROqy36//PILb775JgAlJSVUVFTgp5N0G/+6PaOWs8zFixfdksGA6mn5OD91reGW3NxcCgsLG3paozR2vlAIUuahOUGo1SFiE8FcoaeitAS1Rjr57sw3sjCtlI9OlHD4UvPcOpxxuMhEtt6Gj0pgXKz7pf/nn3/eY85Yp0stcnYZKi3lssopNNkJ0SiZ2tm/RXp4L7zwAn/729+cPvb5H+dYfkgauPJWK1l4+yBig5sIes1GWPIamPTQfZDkE/9nwWSAXys9ya+6uXE3I7GRDE5QhOQL72IQCnD8+HE6duzI8eNOhPubQ2vKNwEajYYuV1yF1wPvSjJTIF0A64rgzH6nz+nTMYi5I6XMt8Xu4MmfjmJ30z2pqme0KjP6Q7rzzKizzKTRaKy2UP2TsS5bz7dnymRZoejoaIKDg1t9u9tyDWzLNTTbJWrp0qX8+OOPzd6+UhDQKBV4KSXBfrVCQKUQUCoElIIk4C8IgtuJhOjoaIYOHSoncVqCye5g6Zkyjp/NlO/7+dUn+OlvUkJG6RdI+sVCuQrz0EMPsWHDBnmfa/aJumMK0k47zrgsgWjN/tCa/SZQfYWYlJTE77//ToxFykz06T9Avuoym83ExcXx6afSCTYjI4OVK1ditTbeZH2uclo+vk627+2332bgwIHNei0NBUQpwRpuSwwi2MkkoytUebKnjJnMHe9/V+sxpQD9wrT0CnV/gMQZOotdlmsZH+tXyx7TFTIzMz16Mswx2NiUY5B9nLdfrOB0mQWNUuD6Lv5uCULXxW63N3gg33yqgNfWVss0vX1DH3rFNhF4ORyw/F0ozIawWJjxiEt9n+6wcOHCZn8/+X2xNL0f0x0GT2p82YYC0f7jYe6bENnJrU0nJCSwbt06EhISml7YFVqrNF+DJ598kg3bd8HsZ2H8bdBzuPTAvoY1Ex8d150uYdLF2+HsUhbtcH+SOFhTHYxeMNQPRu2iyLKM8nq9ez/++CMpKSluSzi1Niabg8xyCxcMNr45XcaKczouVViYO3duq+pPGm0O9hYY2Zlv5KMTJWzJMbg1FARSQuTPqJEZHx/Pp59+2qKhxTVr1nD06FG25Vaw67dfef2afpQVSMNZnfsNpcsgqW1HrdFy84fLiUhxftwZPXq0fHvr1q3N3p922oHLEIhaLBb++OMPACIiIujWrb5TRC0q+0Nn3nqnrPEpCALLly/n6quvBiQ9s9mzZ8tB7Kuvvso333wDSNk0m81WS7C3bn/oY489xpIlS5r1eupmRBXA+FhfpnTya5FzitEu4rDb0ZfU9j7u6Kfirh7BDIvy8Yh8kyiKrM/WY3GIJAR60aMRG8+G+OCDDzxqSHDBYK10ItFxpMjEjotGBGBaZ39CtS2rIZ46dQp/f3927txZ6/6zBXrmf3eIqmTWw1d1Y1KvDrWfXObEh3rLUji1V1J0uOlZqd/Qw3Tt2rV52easVNi/TnJ1mnq/9H9j1K0waHxg5uPSc5sxNR8QEMDEiROlMqLZCAufk1ym3KxkyMjyTa1Qmq/kwIEDkgSZQgHDp8PwGdLgWfohqf3CCVq1kjdm9pbLsG9tOM2FEvcDQ2fBaFUW9EChifN6K+fryP5MnDiR7du3N6u/vTXRqhTcmxzMsEhvVAKklVpYeFrHsXPZFBa77mjmLt4qBbMTAunir8biENldYOSj1GI25RjQuxiQfvfdd57R7G0FysrK2LFjR6PL1Gw9+umnn3jggQfkxx588EGWLFnChI5+/PPmyaxcuZKnr+jCvcnBvPXwXfzjobuY2NGXK6N86B+m5bze6rTyGB8fT3i4pKW8c+fO9j7RdlpEmweie/bskbXkJkyY0Hh5wmyEgvPSCbSGvqKXlxdTpkyhUycpQ/Pggw+SmZmJSiUFKWfOnCE3VxKlTk9Px8/Pj1Wb/sBkFynPSOXQji21NhMdHd3sHpeawaCfSsGcboEMCPducf+mySZy8cwJXr0qiezjB/FSCEzs6MuchEBCtM3LsjqbhDxZaiFdZ0WjEJgY69us/X7++efrD5k5odBoY8U5XaMnBJPNwaVKl5dSi0N2dxoT4+t236ozoqKiWLx4MUlJ1daMZRVW7vl6P+Vm6WB6dUoUD19V5wJJFCW9yZrB6IkdsO1HSeJn5hMQ2kJ5pQYYNWoUL730kntPslpgVaWr05UzXMtm1uwRjekG977Vol7XgoIC3n//fclZ6fR+OH8STu5uuEe1Kap6RFupNA+SXuudd95ZfYePP6RUZkX3NyxVM7BzCLcNld5jo9XO33454XbrENQPRn+slNepGiI8VVpb2zMyMpLhw4f/6QJRAI1SEnm/JzmYXiEaHCJc9+ZiClPGsye/ApubLQyuEuun5oaEQG7rHkjXADVWh6QG8vGJYn6/oKfc2rgBQdUxsDmfX2vz7bffMmbMmFoZ8G3btsnBaUZGBgEBAWzfvh2QWjcKCwvl17J3717++c9/AhASEsK1115LkL8vwRolsX5qEoM09Avz5soOPkzo6MfYGOfnBEEQ5Gqm0Wjk0KFDrfq62/n/TZsHotu2bZNv1y3L1yPnDCBCVLw0LNEAgiAQEVHd+/bll1/y9NNPAxAYGMgbb7yBMqozACdWL2H+/PnyshMnTmTq1Kno9XoMBgNnz55tcJDFGVVJz1hfFXf0CHJZd7MpjHYHwdFxzH7tU67o34e7k4LoF9ayAPdYsZm00mrJlgqbg98uVAd6/s2cxg8ODpaVDxpC0ifVk1ZqYXd+w9mi3Ir6V9ZKQfpn9cCJKyQkhJtvvlnuVbPZHTy09BAZlRPyPaL8eeuGPijqZrNLLkrl95/ekibI887Biv9Ij024HRL6tnjfGiIjI0M2f3CZP36CSzkQGgMjZrr2nKrS/BXXwZ2vQkiUe9usQ25uLs8++6x0UXhMqoLQs4GJ/aaw2ySXKkEhZSjbkkFS5YVDGxt1eHt8YiIR/tJxamNaAetPXGzW5qqC0YDKYHRhWgmWyu/+qVJzvQvKd955x+3yaK7BeaarNQjwUnJNJ3/uTAyis78aXXk5m3Mr+PRkCSeKTa22H9G+amZ1lZyIugV6YRMl2aqPT5SwIVtPmcX5cd5ut5OcnCy3fl1uHA4HmZmZlJaWcsMNN/DRRx8xZcoU+X175ZVXeO+99wBJqeKll16ic+fOANx666388MMP8nkjLCzMY0Ouo0aNkm/XPK+30467tHkgWrOsMHz48MYX9oB+aHh4OPPnz6dIJU0Zvv7227J0lCiKWCwWDh06hLe3N3/88QfdunWTT/pfffUV//nPf+R11byyrEIpCAwM13JTpUC1pzDZREJDgnnx3tuYkxzhtmi7M8osdlZllstaqhsvGDDaROL81PRpZr9pcXExc+fO5cyZM40ut6/ASF6FDX+1ghEdGi5fO3McsYvw2wUDH50oZtfFiiZt6Bpj8+bNrF27Vv77X2vT2HZaGlQL8fXi4Sk9UTnrQc0+Vfl/Gqz9QpqmtpqhzxgYem2z98cVHnnkkVrltSbJz4Lty6XbU++XdEtdwccfbv6rFFjXFeFvBn379sVgMNA3MUGy0RQUkNLM6dqaZflWchQDyUp3zpw6w2Yx3SCqCxjLJfWBBgjQqvnbtSny339fmYre3LySZbBGyfR4afq+phZlhU2sV55fvHgx+/c7H6Zyxjmdha9Pl/FLZnmLfkvuEumjwvvEFv5+ZTzepjJ0FgersvR8dVryZG+K5gasUT4qru8SwF96BNEjyAu7KLkLfZJawrrzekrNtQNSpVLJ7bffLk/Qe9JhqiFEUSQvL09+jZ999hn//ve/AamdrUuXLixbtoywsDB69OhBbGwsBoN08fz999+zdOlSAFQqFU888YRcLWxNRo4cKd/esmVLq2+vnf+/tGkgKoqiHIgGBga60B9aefJvoZB9hc1BXoUNpQDxAVo5eyoIAps3byY7OxulUsnQoUPZsGGDrHt46tQpDh8+DEg+xNHR0Xz88ceAJEE16975qCwGRnbwRVda2uSwlDtE+CipWLcI47kTHruCLbc4sIuw/JyO7XkVnCgxoxIkG8/mbqOgoIADBw402iNUYrbL1nFXd2xcnzTH0PiJ2y46Vxlylc8//5y3334bgB/3Z/P5dmmwRKUQePSaFI6UO1hyRlf/pFcViILUd1lWKA0ATZnXqoERSMN0b7zxhmsLO+ywcoH0/8CJ0CnZ9Q2NmQPd+jdvJxvj5G7JGS2+l3OBf2fYbZLTUxVtUJYHyeZx2rRpte8UBBg0Ubq9v/Ehlsm9ohidKPXOXdSZeGvDqUaXd4Yoihy+ZOL7dOe6sWkltQOjAwcO8Pjjj7u8fotDxEshkFZq4cu00iaddDzJoEGD+Prrr7mzZwST4vzwUyu4WGHju7Nl/JSuk22N6+2zXXRZc7MhIrxVXBcfwF09gkgOlloFDheZ+DS1hDVZ5ZTUCEiffvpphg0bhkMU+flcuUeCUZPJJLs2iaLI008/zaZNmwBYuXIl0dHR5OdLKjHZ2dmyfaZWq2Xjxo1ce610wZuVlUVsbKwsexgcHNzqRiLOSEpKkq25t23bhqMlB+Z2/qdp02/v6dOnZTmIESNGNB78iKLHhOyrMoCxvupa+nwOh6NW8BgUFMT48ePlH/U///lPvvjii8rdEVm2bJksW3Em8zxbN6zlQKmIIMDtt9/O9OnTAam0c+utt8ouIpcuXSItLc2tH2qYGj58/z2P9t5UacZZHdIkOsCVHXyaPdkP0KNHDw4ePFir57ImYqVlaJU+adfAhrNzDlEk18lJMUyrZFKcH/enhHBlBx98WpB5/vbbb1m9ejUHskp4/udqWaEnJiVxUSHt25BIJy0QF5wEFBajFGS50crRHBISEujRo4drC+9bBzmnwT9EkltyBw+fzE6fPs3o0aM5/dsK6Q53+k0VSlj8D1j0POxYARcrdVS9tJJL1OkDklXp3rWNrsZdZs6cWUsmTqbnCGlaPzsNLmY2+HxBEPjHtJ5oK7+jX+3M5HiO6/afFVYHi8+UsS5bj6kBcftTZfXL8+6QGKThzh5BRHorKbU4+OZ0GfsKjG1Sqo+OjubWW28lwN+fPqFa7kkKZkQHyZP9rM7CFydLWZ+tx1Cnjzxbb2V7XgW5hpYHzeHeKqZ29mduUhApwRpE4GixmU9TS1iVWU6RyYZOp2PVqlVcKJE+h5WZ5S4NO508eVJ2QEtLS+O2227j0iWpr3z+/PnyUKcgCGzfvp2srCwAhg0bxooVK2QL1JdffpkPP/xQXu+YMWPkBEpxcTHnz59v8fvQUhQKhVye1+l0nDhx4jLvUTv/rbRpIFpzUrnJ4aDSAjCUgbd/i3vVMnTSwatLQO1yY9UE9b59+5pch1qtZurUqXLvTdLIiTy2fBfxQd6oFQLPPvsszz77LADl5eVkZmbKDeXLli2jZ8+eciD66KOP8o9//AOQMq2LFi2S2wHsdjuiKKJWq8nOzubOO+8kq1zqq3RXhqQuOkv95+/KN/JrVjkZOgv2ZpyImpqWdEeftMBop+ZLjPdXc0NXKYPRJ1TbLD1WZxSbHNz7zQEslWXJOUPiUIYGYRehT6iGpOA6bQpmo1TurkthtmSH+Z/7pUGWVjqR/+tf/5KHDxqltFCSawK45h5pkv8yolariY2MQJ13FhQqSBrq+pMFAQZPlib/f/sKlv5Luv9SDrz1F/juFdjyvSSy70FycnKcTyVrvKHPaOl2E1nRjiE+zK8cdnOI8NzPx1zWFvVRK7g+PoCrO/rR2V+Ns2+80SbWKmUvXLiQIUOGuLT+KoI1Sm7tHsSAcC0OETbmGFh2rrzZ2pvusGnTJtka0kspMDzKh3uTg+kXJqkhHKosm++4WCFLWGWWWxCB1Vl6j/SKA4RqVVzb2V8epgI4UWLms5OlfL71MFOnTmXbfikRUG628UumjvyCAr744gvKyqSLi/fff59Zs2bJ6xw/fjyfffYZICU60tPT5WUffPBB3n//fXnZHTt2yINxERERTJs2DV/fpn+zDz74IIsXL/bAO9Byapbnd+/efRn3pJ3/Zv68gWhVNjS2u1ulT7tDrNWELooi58qdyzaFhITw+uuvk5iY6PL6q8io41k/bNgwuec1KCiIP/74gzFjxgBSluWPP/6Qp/rDwsIIDQ0FpL7Tv/zlLxw9ehSQeoOCgoLkoPWtt97ijY8+Z0tuBYcLDezYsUM+sLmDKIpOp0XNdpFjxWZ+SJfK9e5mRSZMmNCgbV9NfdIJLuiT5hisKAXoHaLhrh5B3JgQSJcAL4+1JpjNZkaOuYo5C7ZwSS8NbQ3tEsLQPnEUme2EaZWMi/VzsmNnGtbY9PKGpGGSb3wrlei/++47+fshU1GnbCuK8OsnYDVB8jDo4V5g0hrEx8ez+LHbiQ/yhm79wNvJe9sYPa8Ev0YE0AdMgIiOLdvJOixZsoTJkyc7f7BqaOnolupWgQaYO6KLbP959EIZ3+zKdHkffNQK+oZpmZ0QyEO9QpjU0Y/4OkHpyRpDh127dmXcuHFu/3ZVCoHxsX5Mj/dHoxQ4W2ZhUVqpLEDfWnz88cf1bDR91QomdvTjrqQgEgK8sDhE/siTBpqOFJnIrAy8i812tuQaPLo/KksF3un7uDlOTd9QLSe3rGHlz8t5es1hiqOSeXvGFWz89E2y9TZWHU5n7ty5pKenA1KGt2a1YvXq1XI/d3JyMjt27KBr166A5NrU5FyEi9jt9pZZ/nqIwYMHy7erKoDttOMugtiGGhWJiYmcPn0ahUKBTqdr/Opv7RewZzWMuQlG3eDyNkRR5KMTJfQK1TA00ocik50vT5USoFZwX0qwR4Iahyjy/rFiTHaRe5KCmy2nVIXFYkEQBNRqNcePH2fXrl0cO3YMvV6PXVCQowph4n1PcV1gBd27dOLXX39l8uTJfP755/zrX//izJkzCILA22+/TUREBLfccgtWq5UtW7YwYMAAQkJCMNkcvHus2On2Y3xVjI/1I8rHfY3OH3/8keDgYMaNG1frflEU+TFDR4bOSvdAL6bH+zf53meVWwjVqjw69FWTkpISrn7hK/L9pWxVxxBvXp8zkG2FFlQC3J4YRLgzr8NtP8Km2qYCBIRKQ0r9x7Ve5tFikgZ8nA0b/fIBJA6qDjiP/QHL3pb25YH/gH/rO9g0hc1mQ/fhEwQUnUM164mGPe4bY+sPsNmJxq/GBx760PWeUxcpKiqitLRUDh7qsfB5OJ8K19xbHZg2wIGsYq7/aBcAfhoVvz82iqjA5mugGm0OTpdZSCsxU2C0cX/PEI9oCQOUmu38kllOXoUNARgV7cOQiJbL0DnDZDKh0WgaXff5ciubcqtNLeoyu2sAnZ3IuYmiiCAIGAwGDh48SL9+/ST5vlWrOHDgAH//+98BGDp0KJMmTeJvf/sbR44coW/fvuzZs4fBgwfz1vsf8NPqtcx44ytpsGn1D4TFdSGu90AcdjvTO/mSFO7mRZWH6du3LyNGjKg1THs5MBgMBAQE4HA4SE5Obi/Pt9Ms2iwjWlZWJk9Wp6SkNF2CqJkRdQNBEAjWKNlx0cinqSX8kSddPTvLrC1dupRTp9wfJsirsGGyiwR5KVochIKki1qlA9izZ0/mzp3LkCFDGDZsGHe98h7j5j1F90AvOsd24Pjx41x55ZXysnfddZf8uo4cOcLp09L7lp+fz4QJE+Sr1Pc/XMBrE3vJWZPfP3mTwz9/xTVxfsyK07L6uy/l9oCysjJyc3NdyrDMmjWrXhAKUokrQ2dFoxSY0NG1YahO/l6tFoQCbD5nkINQjUrBmzf2Y3eRlGkZF+vnPAiF2oNKHbrAjEfh4Y/himmtW/5evwg+fQIuOnHqKS2QvO0zjoJBB2srBbjH3/6nCEIBju7YQugj73G0yCgFzc1h4ERQOpngHzGz6SC0MBu+eVm6qHWR0NDQhoNQqA4+969vshVjQKcQbhosZWz1ZhsvrWrZSdpbpaBPqJYbEwK5OylYNl+w2+0cP36c4mLnF5quEKRRcku3QAZHeCMCW3Ir+DFD1+J2IGdotdomjwdx/mpu7x7IFb4mjLpSAPQll9j38zdUlJXw63k9X36zuJaaRN++ffnrX/8KSPrRI0eOlB3fsrKyamXs7rjjDrms3KNHD86cOUPfvn0BeHz+g2xft5rMLStZ/o/H6D/lBuJ6Sw5DCqWS9XnmBqWf2opXXnmltt7tZcLX15fu3aVzdFpa2p/O4aud/w7aLBA9cOCAHNiMGNFEZsRmrRxOECTpFDeJrMzslVsdpFf2h57VWfjqVCnfninl+7Nl5BvMzJs3T+5Vcof0OmX51uDmm2/mrrvv5miRVILrG6ZFrVaTkpIiOdUgXdVX9aWCJDf18ssvA5Jwe0ZGhnywTew7kJG3P4ggCCiAAIuOXt5WeoVqKSoqYu7cufLV7DfffEN8fLWBwC233MJTTz0FSOLF8+bN48iRI+Tm5rJgwQK+/PJL+bPNzs7mXM5Ffr8gXQBcFePbqsGlq6Rd1PHc8mPy3y9NS+GkUZog7hHk1bB8VdXQXLcBcPs/4J5/Q++RoGyZw1OTnD0EBzaQk5lB8sgJ9cteumJpsnzJa/DTv6VSfeeeUob2T0J8RR7LbhhM/MARzXdD8g2EPqNq3xcUCUNccJoyVUiOSFUXtS5w9uxZ5s+fLw+Y1CNpKPgEQH5m7QuUBnj66h6E+krHibXHL7IpLd/lfXGIIptyDOy6WP/k7q1SyM5tJpOJXr161ZIlaw5KhcDYGF9mdglAqxTI0FlZeKq0nlyUuxQXF8sT4AAfffQRAwYM4OjRo2RkZHDXXXdJblbAv//9byZMmACACMy6ajjbvpLK+OWF+Sz/x2MUXcik3OrgcL5eljACqfe+apg0MTGRkydP0qdPH0Dqq6z5/sybN09undJoNCQkJODlJX1OoiiyLltPUYUVi9FQ74LcZBf55Vy5y32/rcGUKVPo378VFC6aQVWbncPhkFVm2mnHHdosQqg5/T1gwIDaD+qKobiG+PPFc9JJNiymWRmnSO/6WUq9VZJwytbbiA/wItJXQ0FBAXPnznV7/dXDT60TiBYVFbF7925SC/XorQ5CNEri3BTKV6lUxMfHy5nnTil9GT7nXjr7q/lLUhDLF37E888+A0BMTAw2m03ObE6bNo1Vq1bJWYvhw4fTr18/QCrF7N27l9LSUrZu3coDDzzAvffeKy975513csu992Oyi3RQmBndLZpffvkFgN9++41p06bJA07ffvstP/zwAyAd/JcvXy5PnOp0Os6dO+cRSRCdycp9iw9iqhzEmD2oI2EdQsg32gn0UnB1Y/JVNgv85VW4+QWI79nqUk0AGA3wizQxq7pyOhOvmSLb6cmUF0n/W01wrjLAvvL6ttk/FwnOOsSMpGiCh01o2YqG1LGPHX+r69qoblJeXs7mzZsb7sNWqauD/f1NX8QG+XjxwpRqRYm/rTyBqQlnnypyDTb2FhjZmlfB2bKG5YN8fX3ZuXNnw72tbpIQ6MVfegThrbtIYVExS86Usfp4Fj/8+KOc8Vq9ejUffPABuQYrZruDW2+9VbZJ3rdvH5GRkXIF7B//+Ecti9rXX38dk8mEIAhYrVZSU1PR6yVjjeTkZMaOHYsoivx2wcC0F99nwLSbAIhMSOKVvXl0TJGORVFXzeSZdz6R13v77bfLPZgajYYePXqg0bivj7ynwMixYjN9J13P7H9+4vTYkFthY7Obvaqe7ILT6/UsWLCAjIwMj62zudTsE927d+9l3JN2/lu5LIFoVVAjo9bAhw9JTjVFeS3WD41sqMQKDI30ZnCEpEXo5eWFj4973uAGq4OLlZqknfxbx1Zv48aNDBs2jD3npaxM37CmS1lNIQgwPd6fG7sGEObEr12pVMrDVB07dpSzEgD33XcfN90knQzCwsI4ePAgo0aNYvbs2eTm5lJSUu0dPf+l1xl8x2OoFTA+LoBnnnlGbuavOhArldKFwtq1a9mwQbJNrKio4Prrr+ePPyQHnpUrV9KlSxcsFukEPHv2bGbOnCmvZ9iwYaxatQqA/fv3c9ddd8knsxUrVvDdd9/Jy855dw3nKp2Tor3t9A/WsztXhwIYFybgMJsafuPUGgj37EBMk6z7Qgo0Y7oTOeUO3nnnHbp06VL9uKmiWuC9Jotfgs+ekvzcSwvbbn+dUXiBSxlpfH40l0tBcS1bV2Qn6CJltujYA5LdFcV3PQDo168fx44da7w8P2AiIEgWr4amB0au6xvDsC7ScGJ2sZHPtrkWPMT6qRlZaf5QJSsEUga06rsuiiLHjx+ne/fuBAcHk5eXx7Jly2RZulWrVtWasJ47d678m9u1axeDBg2isFD6rjz88MOy212Al5K/XzeC/N+WIgIrdx/mxhtu4HSm1L6zb98+1qxZw658IwcLTXh5ecm/6+joaB566CG5cnP//ffz9ddfy/tw6tQpjh8/Tq9evUhMTGTXrl3ywOjkyZN55plnOFdu5ZLJxhUjR9Gje3cCvBT4eSnRetU+dq3P1rvsIe8KoigS7atmTrdAbu4WyA2dvJneQcFt3QO5vXsgtydKTk13JgbRO1TrcnBpsDr49GQJ2/IMFJtaXtZXKpU8/vjjHDhwoMXraimDBlW33biiQNNOO3Vp5fpiNVVfUJVKRUpKSu0HvX0hohMc3gRHtkilL5Cs/E7tk7KjNgvEJUFQBE0RolWiEmo7koA0jT2q8sD+yiuvUFhYKFujuUrVBH6cn1oujXmaqVOnsm3vAXYo/VEK0DOkea5HNekT2vwhiYYQBIEOHTrIf5tsDrICOhPpIzI62pfoYG+5pA/ShH3NALfmCdLHx4eioiK8vaWLhPHjx/Pbb7/JGY1bbrlFtl612+2kpKTINp06nY7U1FRZ/3XdunUUFhYyZ84cvth+juOl0tc8QKvilm5WbrxqOM9tOM743vH867mHSE1NZdcuaaikS5cuPPHEE9x///3s37+f+++/n59//pmYmBg++eQTTp06JQviP/3004waNYrJkydz4cIFFi5cyLx584iIiGDPnj2cP39elnbZuHEjMTEx9OjRg4qKCk6ePEmPHj3w9fWlpKSEiooKYmJiIG0vur0b8PLSop0+n9Lyci5evEi3bt3kE72cDXVGzhkpSO3QBYLCG16utTm+nfNlRub+vJf+L+QRFtWh6ec0xrBrIeMITLzT9ayvB7LDZrOZiooK+buWnZ2NWq0mqlt/LGn7OLB4AT1uuJfg4GDOZWRwYut6ptx5HyB9D7VaLaNHj+bZiV2Z9tElRAQ+3HKWTmI+a5d9y4IFCxAEgZdeegmlUskLL7yA2Wxm8ODBvPLKK0yZMoUVy37i/acfQL01jbv7dOCWW25Br9fLbUV9+vThzjvv5IorriAsLIyZM2eSn59PREQE69at48KFC9xyyy2A1CtZWloKSKYi/fr1k38311xzTa3s1ooVK4iPj8ceFMDP4mBe3HKGrdZAgnQWXnrpJcosdj4+UUK23sqCTz+TjSpiYmJ44YUX5PXUNS7RaDRUVFRQUlIifeed0CXAq8GKkyiK2ETJ8tfqEFF58DAsCEKt6lNcXFfuuOMOueWpuZwqNVNidrDzopGdF4108FHRM0RDUpCmWbrI3t7e6HQ6ebbgctKrVy/UajVWq1U+jrbTjju0SUa0oqKCs2fPAlLvTlUvTi3iK/UARQcYSqXb+9fBkn/CD2/Awd8lkW4XUAhCvcGThECvWiXY0NBQIiMj3X4trV2WB6mZX4yRMgSJQRp8mpA9ulw89NBDtTIdG3MMGGwisb4q+oe5F/gKgkBISIgciEZGRjJu3Dj585oyZYrseKNSqfj888/loa2xY8eya9cuObv98ccfs2zZMvaeK+a1tWnyNqZGlpJtEXnw29/p2TGKwRHe3Hfffbz66qu1XtPAgdJggo+PD3369EGrlV6Lw+GQg2GAw4cPSz7qwMWLF/n444/lku5PP/3Eiy++KC97991388033wCS0PvAgQM5efIkIHmFDxs2TOrzXPURwxf+wTNpFgiL4auvviIpKUkOOt555x26DBgmr3fa0t0887vU21tgEei9+BDbe86A+F4sW7aM8ePHy8s+8cQT/Otfkh6nXq/nmmuukTUzN27cyIwZM+RWiDfeeIO33noLkKbfb7/9dnnZffv2MXfuXEwmKSv7xRdf1Jrevf+++9i24gf6dwji8MqlfPzxx7LUzKJFi+R9AHjggQdYv17S5UxNTeWOO+6QM3RfffWVPHxC137MO6hn2R6pDSEtLY0pU6bIguCffPIJt912m7zeGTNm8OGX30rvd34xKSkpHDsmPffdd9+V3u9KRo8ezXPPPSd/poIgyN+J9957r1Z2dNasWVKQNXAilyrMXDHvWXZu3w5GPWteeZTr73lIXvbNN9/kk0+k0nHnYA3mY1Im0mR1sOhQCfv27ZO/T0qlUr7QUKvVjBw5ksjISARB4JbRg5j2wNOU2mBVVjmPPPqovL+CILBz504cDgdbtmxh4sSJFBUVERYWBsCHH34ot8YAbNiwgRtukFRIqvzUq6TkJkyYwM033ywvO2rUKOLi4ogP8OKeXpEkRodjdAgsTdexLdfAoUITIlLP5P7CRqoKTnjwwQeZMWOGW8+pQhAE1AoBH5WCQC8l2lY8Pn7wwQfODQ7cRJLjCqBniAYvhUBehY3fLhj44HgxP6aXcbLE7LY+6p8hCAVpP3r2lM7f586do7y8/DLvUTv/bbRJRvTo0aPyCa5mGr8WnXtJJUVnBIbDrCfdGhCJ9FaRVyn9EeurYlpnfxQ1MiT33Xefy+uqwiGKsktTXXF8TzJ//nzsPUfRcdAo+roZ0LUFZrsDhSBgNBrlfs8MnYVjxWaULbQM9RQF5SYe/O6gPFDwwJiufPTwDOKGjeP6x/7G1K6SlFdV0FnFo48+Kt9OTk6Wxamh/nemKoACGDhwoByUghSE1LTl3Ldvn3wBlpiYyMGDB+Vy5O233y715675DAylvH3LNYTf/AQA1157LTk5OXI7y/Dhw9EUZAKSs8rkhEii/LTQezTqgVMZY3iXkHCpauDv71/Lc9rf37+WWoWXl5ecDbPZbHLfHkjKCSqVCiwmREFJRkaGXA4uKSnhyJEj8m/69OnTtU4+B/bsYmyCF8QkofOP5PDhw/L35MKFC7I6Q9Vzq6a9jUYj6enpclm5uLi4+j1VKCjxDsFolPQ7BUGQW0kAAgICavXRJicn0yEyHHLAX+PFhAkT5FJx79695ZYPkLLtVba+nTp1YvLkybJA/LRp02q5hi1YsECyVkzoSkSHWI7fN5ZOqlL4+DHu7ODghi9fk5fdsGGD/P4GBARw8qe3GPvvLRQZLBwqUvDd9+vk11Azg6hQKGoF9r1Tkvjk5Wf56lQp6TorEfF9GRVd/TkOGTKklqB9c/oim8JPrWB2QgA7LxrZcbGint3m3gIjA8K1aBux763Jo48+Kn+Wf2amTp3qkfUoBIHO/l509vfC2lHkTKmF4yUmzumspFf+0ygEEoO8SAnREOenbvIY+srn37Hi47fZt2/fZT3emuwO+vfvL7ffnThxgqFD3TCvaOd/njbREf3oo49k0fP333+fhx56qP5CZiP865b6wuEqL7jrX9Ahvv5zGuHQJSPrsw2Ea5Xc3C2w1lWzwWCgsLCQTp06ufUDzjVY+fp0GYFeCuYle0aTtC4Oh4Nho8bQ5ZpbGDttJnf3CGq1g0yp2U5QM+w9cwxWdl6sYEaXAJSCgNnu4IuTpeisDkZH+zA00r2+W09jszu4+fM97DknBThXdA3llRv68WNGOXa7nTmJwXT2b72MdrM4sRN+fFPqSb3vHQhppJRdU9c0sjNMnuuep7yrmAzw/v2QOFhyalK5ePG14SvYuYKzMf15eMVu3nvvPRISEjy/f01x4TR8/jREJ8A9b3pmnaIoOb4V5cL25XCmTo/eiJlw1c3Onwt8v+88Ty+TMrOJkf78Ov9KVC4Gb1nlFpae1SEC0zr713cAayPOlJlZllE/63VllA9Xdri8v31Pk52dzbJly5g3b55cGfEkBquD1BIzJ0rMtTRTA9QKUkI0pARrCGtg5uGRb9aRuXU1S/7zplxJuhz8kWdgzZcf86/npIvnTz/9tFlDwO3879ImNd+DBw/Kt+sNKlWh8YYYJyer6x5yOwgFiPBWEeil4MaEwHqlm82bNxMfH++2X2/NsnxrBYcKhYLHFq2kz8Tp9A1t+ZBSQ+itDj47WcLi06Vuy5DoLA5OXdKz4nQRoiiyNbcCndVBlLdKHgS7nDy+4oQchEYGaHh9Zh/WZBsQgSuj/f58Qai+VHJFAkkHtEYQumXLllqe04CkMqHxgUlzJTmp1ghCAXavltoFivMaDkItJilgrcLhkIZ4AEWPwWg0Gjkr+N/C0aNHnR8bii/Ce/Pg33fCoufrB6FQ3d/eALMGdKR3bCAAp/LLWbzbiXVsA3Ty9+KqSpvcX7PKya8RuPz222/Ex8e3uttOidnOllznWpH7Co2yMkWT6ykp4c033/xTeKY3RmZmJs8++2ytLL4n8VUrGBThzR2JQdydFMSwSG8C1Ap0Vge78o18nlbKorQS9hUYMdQYyrI5RKJ6DmToA3/nj0t2j07ku4PNIXLokomKyOpzdz0XuHbaaYI2OUPU1Bbr3bt3wwt27lX77+HTJZu/ZhDhreLGroFONSyHDx/OmjVr5HKcq2S0QVm+qMLCuXKrx4aUGuJAoRG7CD4qBUo3h650Fjtpf/zGrKQIFh3I5OAlEwqkkryiFUtEoihy+JIJs73hk92WUwX8sk86uakUAh/O6c/uYgvZWZl8ee80QkoyW23/moUowuqPpYAvvrck4F6DnTt38uWXX9Z+TlyS5Co0ZDIo3c9ou4TRALtWSrfHzG54OVGEDx+WhgpBUrwoK4SAULoMH8/y5ctrT/z/FzBjxgwWLFhQ/4GQKLj5r40PTPr4N7puhULgpanVw5pv/3aaIr25kWfUZkCYll4hGmwiLKshOB8bG8vs2bNbNSDJrNRiLmpg6ttsF9lX6Fq53Waz8fLLL8sGHA1xuQKsKq644goMBkO9gavWIEyrYlS0L/elBDOnWyB9QjVolAL5Rjsbc6R+0h/OlnGi2ESJWfoMyvJz+e3QSbbmum/PXJNik50PjhfzzpEi3jlaxLuV/947VsT7x4r4z7EiPjhWzAfHizldw142tcRMhU3Ev3O1TXbNxFM77bhCqweioiiSliYNjERFRcl9Wk6pGlgC6Nqv0RJXU6gVQoOuR8HBwUyaNMmtbGOFzUFulWyTX+tl1J79x2u8OXUQPYI0TXqzNxez3cHBS9JwwZBI9zOY5VYHMUm9mfHiu+QrJKu7HsEaIpzot3qS02UW1mXr+eZ0GQ4nB93CcjOP/3BE/vumEV1x+HiTrrPiJUDvrp3w97u81nz1OLYN0vZInvXTHoQ62cPnnnuuviRK75Eet7asx+6VYK6A+F6SUH5DaLzBbpWGCpe9IzkOAfS8EgfS1LkntGDbklWrVtXqFa5FeCzc/bpU7neGd+OBKEC/uGBmDogFQGey8eZ6193dBEFgYkc/on1U6KwOfs7UYRdFkpKSeO211wgMDHR5Xe7gEEX0Ngc9QzR08lPj08Co+v4Ck0tZ0bCwMHQ6nVNXtioydBa+Pl3WoM1nW6BUKts8o181uT8pzp+HeoZwXWd/EgK9EICMciursvQsSisFYMkzd/P7J2+yu8DIrvzm99yGaJVMjvPD4hAx20VMlf+MNpEKm4jBJn3+nfzUdAusFv7fX3nh4Rcchl+o1KN94sSJy34B0c5/F63+CysoKJCHHOrJNtWlYxIoVBAcBTMfA0XrBDZvv/02W7dudes5VUNKHf3UeClbJ+tnF0UCel/BmL880qpDSkeKzJjt0nR7jK/72V2dxUFwdBwDp82Rg/nUEjMLTpSw8YKevAqrxw9EJruD3yrdmvqHaetlXh0OkSd+PEKRoVJeq0MQPpEhbMmRnnPrFSn8sOS7WsM7lx1dsTSgBHD1Xy6v3FJNjHqpLA8wupFsaBXBUdL/x7bB0crflcXE4R+/QKvVcvj3NWBtWJC91Whmdj4pKalxRQ2/ILjjH9DdyeClj7+UHf7un5BztsFVPHV1In4aqffv+/3ZHL1Q6vL+qRQC07v446dSkK23sfGC5P5z7NgxCgoKXF6POygEgZ4hWsbF+nFTt0Dm9wrloZ4h3Ng1gLExvvQK0RDprcQuiuwtaDogEgShyUTArvwK8ipsfHmqlPXZeowulv09iUMUeeSRR2o52LUlKoVAj2ANM7sE8GCvECbE+hLto6LqnbjuuX9z9UPSoNu2vAr2ufDeN0SXAC/GxTZsIBOmVTKxhl3zeb2VAmN1djwqQWoRKisr4+LFi07X0U47zmj1QLRKogZcCES9NNClN9z0LHi3Xubqu+++c7t80BayTWfKLIT16MfVs28j1rd1BA3sDlE+WDV3qEhndXBy2wayjtR20Si3SpnWM2UW7B6+IN6WW4He6iDaR+U0SF+44xxbT0uyPz5aNWMGd0EQBByAn0qBSV8u6yf+KRBFWLVA6q/sNgD6XeV0sccee4xHHnmkbfdtV2U2tEsf1/pPg50EbfvX0/ngCr6ZPoDOOQfrZXr/zHz99df12yHq4qWF2U9Xe89X4e0PGUfh9L7qoNwJEf5aHhknlXtFUXJccrjRq+2vVjKji6QzfPCSiSOXTPTv358ff/zR5XW0FF+1gvgALwZHeHNNJ3/u7BHMY31C6ePiRfRTTz0lD7E6Y2aXAAZHeKMADl0y8enJEo4Umdo023akyMRF7wiE4Ci35ZU8jY9KQf9wb66K9aUqhI/qlkxgZLS8zMYcA0eK3JPSqsJsd2C2i06DArUCrov3r5WEqSvZFZlQrS5RJZXWTjuu0KaBaE0ZlAaZ+RhEtNCJpQn279/fcOkNqeRwssQsH/BEUZSF7Lu0kpsSwOFLJo799gtRpkutNqSUWmKm3OogTKukazN7XcstdjZ//jYHV31f6/7ugV7MTQpmZAdfVB4U+88xWOU+1Kud9KEezynj9XXVeqFjhnTFW1v92vQ2B4+98iadu/dgT36FywMVrcqhjdKwi9YXrr2/wexd9+7d6d69eQ5jzaJC5142FCDYec9kiLcXt9x8MyG3Pe+W9NrlZteuXa4JcyuUMPkeacCsCp8AqXUC4Ph2sDfsonPbsM50DZcyUIfOl7LicI5b+xntq2ZiR+mCfUOOgV82bWf27NqfWVuXSBWCQKCXa5Ws7t27k5zc8IWORqlgbIwvd/YIoqOfCqNNZO15qTWnrcr1aSUW+t5wDwHjb2bB8WK25hoot7TcGam5WB0iv2bpZa+wktxsVr/1V/Qll+Rl1p7Xk1riet+xyeZge14FC06UsC2vAmdHx6s7+tVy5Cs12zlTx3Y2qmsP+XZVO1477bhCq58d3A5Em+Et72kEQWBXvlTmGBfriyBAhU0kQK0gtIG+U3fJr7ChUkBo5Y+7xGzn1MUSvnv6bsZ3+Ab6eb45XhRF9lRmQwdHeDcr2LU5pH6h+75ai63SGjNMq2RcjC+dWyFbbBdF1p2XWjsGR3gTUUfKxGC28dCSQ1grU7CjesfQMap+n1yfidPp1mcAgiC4PZzlCqIoNvx+7l4Ffa8CbWUGurQQ1i2Ubk+6GwIaNmqYN2+eh/e0CXauBIsRuvaFuB5NLg5Ul+brUNx1COtNEUwsKyMkxDUzilbBzWDso48+cn1hQYDh10lax798IH3G0QmS8kFxHmQek95LJ3ipFPx9agq3fiFVFt5cf4pJPTvg7WIgB9A7VEuB0cb+QhPpQQlc6R8kPyaKIn/kVTAy2rPHVLsoovTAhfLdd9/t0nLh3irmJASSWmJmU46B3AobX50qpV+YlpEdfFpV0P6GrgEcK9Sz/sgZyoOi2JUvsiffSI9gDYPCtXRoRmtTS9iWa6C4clBJALSilbPbN3DDzbfRO7IjAWoFAV5Kgryafk+MNgf7CowcKDRhrsz2dvRTcWWUD+uzq7fTN1RLSkjtLPd+J0NpoXHVQ4lVBjbttOMKbRqIVnmOX04+//xzPvjgAw4ePNhoE3qkt4pjxWa+Pl1GsEZarpO/GrsIShoJOlzEZHfw0xkd42L96B2i4cglExpfP74/doEpXYJbtO6GyNBZuWSy46dWkNJMDcLyyildQRDw8/Xhyigf+odrPXJicsa+AiOFJjuBXgqGO9Eo/PvKE7KPfO/YQAb2jMVQJ2GhVQrMHNabAeFDWqW/t8xiZ8W5csbF+jrvuU3dBaf2w80vSJnBlR9KwV6PIdB7VKPrzs7Oxt/fn6CgII/vdz0MOtj7q3Tb1WwoOC/N9x9PZvRg5gwaxIEDB9wPRFN3STqdAydC/4YHWhqnDUW+ew6H0A7Vme3eo2DLUji6rcFAFGBEt3DGJIaz+VQheWUmFu44xwNj3NNcHRvjS6HRzorvv+OICj56ah5qhcChSyZ25hsZFOHtscFHo83Bt2fKGBTu7XIJviHMZjPp6el069atSZcgQRBICdGSEOjF9rwK9heaOHjJRFqpmdHRUo9qa1SRlAqBivRjPDNxOBt2H8AQlMCpUgupJWZSS8zE+KoYFO5N9yCvVlUMAamtKtpXzS1BGgK8FPipFSj6hfHSlHS31lNhdbC30MjBQhOWygC0k5+a4VE+xFVW/KJ9zRSb7UR6K+v1jZrtDo4WSRlXrVJAUZmo6ZlYnTxpSg2hnXZq0uql+ePHjwOSq0tERNM+8bXIOSOJ3C/5p8f2JzExkRkzZjQ5CVkz81ZiloKvY8Vm/n2kiNcPS9IWLSkP+agUWB1SGWVlZjlHi6Xs4hWdI2SrSk+zu0DS/xsUrm12VlBnsVOad4EfH7mRUVxkUIR3qwWhpWY72/Okfb66ox/qOvu88kguPx64AICvl5J/39CnVhCqUQhcGeXDfSnB5Gxfw+4df3h8H0VRKhfmVdgaHhQoyYdzR2HFf2DfOskz3dsfpsxrcqBmwoQJ/OMf//D4fjtl5wpJFzShP3RMbHJxmaA6geigSTBlHn369UOv19OnTx/39yX9MOSelcTj25jXX3+9ljWqy3SoIVPVa4T0/8ndYG28TPrc5CSqvtoLNp+lsNz1sipI5fDr4v3JPbqHI3t2sO68nosVNjZWDurlGDxXxj5dauGSyc7abD2bcgxO1StcZceOHaSkpLilJapRKrgq1o87ewQR66uiwiay5ryexWfKaumqOsPezH3t3bs3v//+O8NSunNdfADzUoIZEuGNRimQY7CxIrOcj0+UuNT2k2uw1tIDdQelQiApWEOsn5oAL6Xbga/B6mBTjoGPUovZnW/E4hCJ91dzS7dAbuoWKAehANE+KjQKgeviA+q1WWWVW+kTquGmhADm9wqha2UlbESPTrKwfntpvh13aNWMqNFolKfnEhIS3L9iNRqkYQ4PTtyOGDGCESNGNLlcpE/Db40AXNPJj6hGlmmKmv7xJ0ul13fi91+4/9/beeODjwnSKAnWKNC46LrSFLkGK9l6GxqF0KKJfC+lwHVx3pwJCyIkoPXaKERRZH22HpsIycEa4uuU/bOLK3h+eXVD/MvTeuLrqwXMeCkEBoZrGRzhLZft/v3vfzNgwABGjhzp0f08WmQms9yKt1JgfKyTATurBcolcX2O/yH9A5hyr0sSTAsXLpS9wFsVQxnsXSvdHu2mt3ZAqNQv6bDD0Gth4p0gCCihlqWoW2RUimLH92p8OZdwLwDp1auX7PvebEKjpRJ97lkpG95zeIOLdov0Z/bgOL7bcx6Dxc57G0/zynXuvW5vlYJlX33ON6dLOVFirjUwmGuwkhDombaZPmFaEGD9eT17C4wUm+1M7eTfrErDgAED2LZtG9HR0U0vXIcIbxU3dwvkRImZzTkGcgzSdH3/cC0jouqX6y12kd8u6LmmU9PyWnXx8/PjqquqhwkDvZSMifFleJQPx4tN7C80UWy2szm3gu0XK+gVomVguLdT+cDMcivpOgM3JQR6rI/+3nvvpaysjKVLlzp9vNxqZ0++kcOXTNgqvxNdA6QMaHQDrQXRvmomd/Ij2InzXvcgDd2DqitqVZ+91QHx8fGkpqaSnZ2N1WptMtPdTjvQyhnRrKxq15BmleWrHFu0nssQ7t27l8LCwiaXa0wTc1KcH90CWyY27+1Eh89itpBdomdFZjlfnSolrcRzAXhVb2i/MG2LgtsOPmqG9kxk2bJldO7c2UN7V5+TJZKwv1YpcFVM7WDGancwf+khys1SBuS6vtHM6B9DqdnOkAhv5qUEMzLat9bJaPfu3bX8uz2BzmJnU2XWaXysH75OzBModSKno1DChTNw8VyT2xg2bFjbDCvtWAFWkzTBH+vm9pRKqUfyiuvkIBQgIyODWbNmkZGR4d76SvKh5KLkHhXd1b3n1qSZmfrJkyfzxBNPNH+7VVQNLR1rWiru0XHd8a3sDV2yN5uzBfUtNJsiVKMksTJAsNSY8PZkRhSgT6iWGxMC0CoFzpZZWHymFF0zBngCAwMZMWJEs+0phUpJqbnJwQwMly6uDxRK0/XH6kzXZ5ZbOFZsJr2secfUb7/9lhUrVtS6z0sp0D/cm7lJQczqEkBnfzVWh6Ri8OnJEn5MLyNTZ6m1H5dMdnIMNtae13tskGz8+PFMnTq13v06i50N2Xo+PlHC/kIpCO0W6MUdiUHM6hrYYBAKEOld/V1qCk1lQG22i/LwmcPhIDMz0/0X087/JK0aiNb8IsbHu2/TKQeiGs9k3kRRZMzYsXz8xaImDwJapYJAJw3fY6J96B3aco1PhSCgrZNF6HfNLG589SPUCkm6pKU9WFUUm+ycKrWgFGBARMvXqdfrMZvdKx+6g9Hm4PccaUBpTIxvvQDv/Y1nOHS+FIC4EB/+cV1PBEEgOVjDmBjfWtnmmnhSmLoqY2t2iCQEepEU3EDGqTS//n0OO+z6BT5+DBY8ApknGtzOu+++y5EjRxp83CPoS2HvGun2mJuat45Jd8H422oFf3a7HZ1Oh72RyXGn1MyGtpKWcGMUFxd75j1PuRIEBZw5BBWNB5bh/hruGy0F3XaHyGtrXC9tmu0O9uRX8JfXP+HucUPqPZ5XYWtRCd0Znfy9uK17EMEaBQVGO1+fKiOvwur2et577z23NZ3rolUqGBfrxx2J1eX6X8/r+fZMGQVGKQivmvBen63H0gxtueXLl7Nu3TqnjwmCQNdAL2YnBHJXjyD6hGpQCZCus7I0XccXaaUcuWTC6hAprNyfEyVmOTnQUmbOnMmcOXPkv8ssdtZn6/kktYSDl0zYRUgM8uLOxCCu7xLgUiXPneplVUbU4hBrOVC1Dyy14yqtGoieO1ed8WlW9sxclRH1XCD6wLcbMQ2cgittOpF1JrQHR3gzpJnam86oGzBZTUZ8VAJzEgLp6qFSGiALTKeEaPBXt/zE/vLLLzetCdsCtuQaqLBJgvu969icHjxfwoebpQOcSiHw3uy++FdKNTV08LRYLIwePZpNmzZ5bB+PF5tJ11nRKAWuriHyXI8SJ4FoFcFRkn1mI1qd//jHP+o7K3maHT+DzQKJg5qfgew+sF4Gslu3bqxfv959e8RzlYFoFzd7S61mWPuFNCCkK679mN0u9Zzv+Bn2b2h0NT/88AMDBgxoecbKP1jSRXbYIHVnk4vfdWUXogKkC8WNaQXsPHupiWdIx7QjRWZ25Rvx6dCJpJET6+23xSFyqQFbzpYQolVyW/cg4vzU6G0Ovj1dRpobskEAX331FXv37m16QReI9JHK9dfE+eGjErhgsLEorZTfL+hJrzQk0VkdbMszuL3uZcuW8fHHHze5XLi3iklx/tzfM4SRHXzwUynkntoFx4tr2aNuya2oZZfZXMrLy9m0aRO5JeWsPV/OJydKOFQZgCYFeXFXjyCmxwc02m7WErwqM6IWe+1A9MyZM62yvXb+/9GqPaIey4h6KBC1iBAS1xW1Apd6miJ9VJyuvJLuGaJhTLRnh4h8VALFNY5Db147gIfnz6fDiy94bBsGq4NjlYNQQyKaVwKryy233MLo0aM9sq66ZOutHCkyoxAkzdCaAZ7RYueJH45QVXV8ZFw3+sU1rTBgsViIjY312BCY3urg98qS/LgYX/ycleSrKHFSmtf6wqgbpKEeVeM9VEVFRS3Z1aYpL5EGqMC9SfnWwuGozoh26e3ec9WVFy3L35H+96v8bhRegDduk0T6Ae57t9HVTJ8+nYEDB7q37YboNVIavDq6TVIAaARvLyVPTEzkiR+lbOyra06y6sErUTTSSygIAoMjvOkbquVYh9HsHTSEMkv9q+xcg62e9Jkn8FYpuLFrAOuz9RwtNrMis5xRZjtDI12Th/O0L7kgCPQK1dIt0Is/LlZwsNBUT3j9QKGJlGBNq0ov+agUXBHlw5AIb9JKzewrNDkdbl2VVc4tXsoWBYlnzpzhqquu4sHFvxGT3BcBSAnWMCzKu5b2Z2tRMyPatWv1hWx7ab4dV/lzZ0Q9HIhu3radNe/8Ha1Tyd76VPWJdg1QMymukayXi+wrMLLrYoXcT1UzIxrto+I/777LrOvq9/q0hAOFRuyVvUGhHjoo9e7dm8mTJ3tkXTWxOao1Q4dF1j+Ivrn+FBmVUk19OgYxb5Rr2Ts/Pz8WL17M0KFDW7yPckneLtIlQE3PkCb6qEpqWN0JChh8DcxfAMOmNhmENocjl0xUNJTut9vqa2pWZUN7DKk99e0BDh48iEqlci/YKMiSRPUDQqWBH3e5cjqoKqsJ+hLpf5ulOghNvgIiG7d5jYyMZODAgZ6RA+oxRNqf86nO+4XrMKNfDMkdAgA4kavj50Ouidx7KQVS/AWG2bKZEK6gQ53AJsfgftncVZQKgUlxfvKF+ta8Cn49r8d2GZ2ItCoF42P9mNKp/gChCKzN1rs1Rb927VqSkpKwWt17H5UKSXZqery/nDmsidUByzJ0zZ6kB8mxcP/xk8R2T6FniIa5ScFc29m/TYJQqM6Imu0OOnbsKN+fnZ3dJttv57+fVg1Eq1LzgiDU+oK6jKny5OGhYaX0rPOc3buVAG/Xyt6R3ipifVVcFx/gEYmig5eMbM2roKJydLEqEE0I9OKmboHcfsscevd2MwvUCBa7yIFLns2GAixdupQDBw7If+8vMLIpx4C+BQdTgN35RorMdkI0SobVaYHYlV7Ewh3ShY1GpeCtWX1QuTh0ZTabKS0txeFouaPSyRILZ8oseCmaKMlXURV8dB8E978Hk++W3Hdc4NKlS1xxxRWuufwA58utrM3Ws/BUqfMg4GImrPm02u1HVwz710u33Z2Ud4GOHTvy4Ycfuvfbz6hRlm/Ob84/pPHM46gbmlzF2bNnefHFF9HpdO5vvy5aH6nlASSnpSZQKAReuKba+OPfG05hdHEQ6MyZM/Tr2xfLhdNM6ih5ksdXuqfltrITkSAIDIn0YUa8P2qF1Lqy9GwZFU3IGb3xxhtMnz69Vfap0FgtYVWXAqPdLV/2Dh06MGnSpGb1xtscIj+fK681QFYTndXB8nO6ZgfuGo2GASk9mN8vkimd/J1O67cmNTOiNRUQaiai2mmnMdpkaj4iPAyNphlT5h7OiI6bNov5Szbj66K4s79awcyuAfX0K5uD0eagxOxAJUB4ZabVRyXQL0zLjHh/8nNzWLJkCRUVFc3exuFLJow1DvxHikyY7VKvZayf57Jvzz77LL/88gsgWc7tzK9gb4FRHgxwhaNFploH3iKTjV350muf2LG2RajebOPJn6qHR56cmEhChBOppAbYsmULwcHB5OS4Z6FYF4PVwW8XpIzt2BhfAppywBFF8PKG216COc9BeKxb2xMEgR49euDn1/RrdYiivG99Q7UNSMOIUhl+6WtgNkqC8TYLJA2DqGa0zjRBeHg49957L+Hh4a4/yROyTcOvq86K1iR5WJPZUA7+Ts63b/Pl559RXu7+5LpTelVOzx/d5tLiVySEMbaHpLmcV2bii+2uqQ4kJCSwe/duUlJS2HBBciDSKgTu7hFIR191s4Z03KV7kIabuwXhp1ZwwWDj61OlFJmcHxeqegoHDx7s8f0oNNpYcrZMvuh3xva8CkrMrgX5ffv25e2333bpt1iXjTmGBjWnBUCjFNBZHG4FxnV5/fXX+WnJt81+fkvQVAWidhGNRiObV1y4cOGy7E87/320Wu7eZDJRUiKVxjp2bKZ3vIcDUUNlkOZUZscJgpPJ9uaSWymhEuWjkrOrfcO0+KsVCILA7t27mTNnDsXFxc3uZbxgsLI7v4IZXQII1SrlA9uQSM9lQ0GS5bHZpNdz+JKJCptIBx8V8f6uB7vHi82cLrUwvYs/CmB9tgG7CL1CNHTyrx1EvPrrSS6UVFqTxofwl+HuBU19+vThhx9+cC8gcsJvF/QY7SKd/dX0CXXxwuqOl5s9+R0aGsrChQtdWvbwJROFJjsBXoqGP++qUuSZA7DwObhUGZi3QjYUoLS0lG3btjFy5EjXnKFsVsiqVBBwtz+0JlVZ0d2rat8/yoXXmXuWUWIe51cshJiY5u9DTRL6gbef1HaQn9V0MAw8N7kHW08XYneIfLw1g5uHdCLYt/FKjre3N0OGSFPzk9V2Fp0q4WSpha6BXlwd534A1VyifFTc3j2QnzJ05BvtfH26jOmd/WtZAJvtDlZmljOrlbKhxWY7A8O9MdocVNhEjHYHRptIhU363+IQsYnSFP2NXQOarGyIosjZs2cJDg4mLCzM5f2w2EU6+qrpGuCFl0LASyngpRDQKKXbKsG9CfWGSEtLw2LxnNyfO8jDSpWJhdjYWIqLiyksLMRms6FStU2LQDv/vbRaRjQ/v3paOK5T0wdep3g4EL3/hqmsffclfJxoeLY2OZXSJjUtIAO8lPJB6Prrr6e8vLxFVo4qQaDU4uCb06WsO69HZ3UQqlGS4GEPeEEQUKvV2BzV3vVXRLnnXa+3Ojirs7Aqs5yjRWbO6614qwTG1tEM3XKqgCV7JecVHy8l/57Zp9HhDWdERUUxa9YstNrmS1ellZpJK7WgVuBaSR6k0nIL5IcsFgv5+fly0N8QRpuDbZUOVFfF+LqWwc/PBLtVahM4f1LSNHV4drI6IyODadOmua4jeuG0NPke3lEKJltC3axokgvZUJD6eAHElrdxyKjUUm8qwFHXpIoSIvy5YaCUQdebbXy81TUbx5dffpk9e/YQolUyrtJgYUO2gVIXM3+ewt9Lyc3dguge6IXZLvJ9uo5Dl6ozfocumUjXWUm/pCM1NdXt3sumSAzScEWUD1fF+nFtZ39u6BrI7YlB3JcSwmN9QnmiTygPpAQzJtoXVxPFKSkpDYrGN4SXUiA5RENCoBdx/mqifFSEaJX4qhWoFYLHbEkXLVrEX//6V4+sy128amREoXoexOFwyIY27bTTGK0WiObl5cm3m+OcAdToEfVMIDps0nV07j/M5dK8J6nKiEb7Or86FAQBP7+WDURVvSyrQ7IjBUli5YLBhtnumRNrdnY2EyZMIDU1lWPFJvRWB+Fa94Pdqub8tFILa7OlkvJVMb61PLHLKqw8veyo/Pfz1yQRF+p+tvjgwYMsWbLE7edVUWFzsKFyH8dE+xLkxG2kNTh8+DBRUVGkpqY2utwfeRWY7CKd/NR0b0z2y9lwRoUOfv1E0jR94/bq0rgH6NWrFwUFBfTq5WKZPaOy/cJd2SZn1O0VdaE3FACFgtNFenrNeYCjRz33XtB7lPT/sT8kZQAXmH9VN7wqfw9f7swkX2dq4hmwePFi+fvSO0RDYpAXFofIyszyZltcNhcvpcD0eH+GRngjIlU9fr+gx2x3yJJyS9Zvddvm0xOoFAL+ldPqrjgcCYLA5s2bmTVrVhvs3X8Xmkp95qqMaFxcdQW0vTzfjiu0WkRW80ooKiqqeSvxcEb0ypm3kjRygsuleU8hiiJ5TQSi7777Ls8991yLtqNyEsSeKbPw7Zky3jlazNenSls0nQnSVW5AQABKtZpd+dLJZHiUj1sBtNUhYnbSmJ9eZiGt1Iy18rG/rzpBvk4KqEd0C2PO4Oa1eKxevZonn3yyWc8F+P2CpGva0U9FPw+ZDLhCt27dWLlyZaPSZwVGG4cumRCAcbG+TXwOjQQifsFw4zMtK4nXQa1WEx4e7rrN37lKy1ZP7cPwygn6pGEQ1dm15wgKAjQqxg7ohb+/+3aQDdKxh+Q+pbskZaCrcDicS3wBHQK9uW2olMU12xy8v7FpXcbTp09z5513AlLwdHVHP/zVCnIrbOy42Pz+8+YiCAKjY3yZHOeHQoD9hSa+SCuVezftcSms37y1+cmKNmT48OFERkZe7t1wyqJFiwgNDfWYW5M7qGskQByiSGxsdS98++R8O67QJhnRDh06uL8Cu02yHBQU4NXyk7/JZOLgjj8w6cvbPCNaZLJjdogEqBUNCso7HI4WT3U3NkQe4a1kamf/FgfhnTp14qeffsIc0hGdRSr9dw9yLxva0HT9yVILK86V8/6xIj7fnS1L1/hrVbwxs3ezs8Uvvvgi6ecy2ZxjaDQQt9jFeiXMM2VmUkvMqASYHOfvsVKaKwQHB3Pttdc2GBCJlQNKItA/XEt4UzqRDZ2juvaFeW9DfM+W7G49MjMzueOOO1zTEzRVSKV5QQGdPGSW4B8Mg652PRsKoFAQ5aflvfl/aZ72cSPrpeeV0u1jlUNLRbnw5QvVmWAn3De6q2z9+f2+bLKK3BNj91YpZAmjXReNZOtbT8apMXqHapndNVAezKlC4xeAT+LAZtt8uoIoipg8UBFavnw5X3/9tQf2yPMMGDCAv/71r+67mHkAQRBqidrH1Oitzs3NbfP9aee/jz9vRrSmdJMHTv6ZmZm8dtsU8k4fb/OMaE5F49lQgMcee4x//etfLdqOs4woQHKwhlu7B3mkpGwymTBUVMgT7sOivFG4+fk0JvMUrFEwNkLLR79VWxz+/doUOgS27ES1v8jCngIjy881LMlTarHzfXqZHKyabA7Wn5dO/KOifQluo5J8FefOneOjjz5qUEkhrdRCtt6Gt1JgRJQrLQt1IlFBAVfdAjf/FfyCWry/AGSfAqs0NGE2mzl79qxrkjdZJ6S+zNjuHpNrA6TX52o2FEBQYHM4OJudg16v99x+QHV5/sRO2LECPnpUyo4GNTxEF+qn4e4Rkr6rzSHy7u+NZ0XnzJnDiy++WOu+Tv5eDI2UyuOrssoxNSGp1Bo4RJEsvaXe5L7dauX1f73GwUOHW23bmeVWPjpewo6LFS1SDtiwYQO//vqrB/fMc/Tu3ZtHHnnksg0GaWpIONUcCm11Q452/l/QJoFoszKiHvaZj4+P56kVu4lJ6tPmGdHcSjHp6EacPIxGY4vLKnV7nQRgTLQP13by84gEFcCXX35JgL8/RUYbQV4KkoPdl+VylpVUCTCigw939Qjm621nKTJIwcz45Ehm9G/Z9PKL/3iVF194HoCRHRoOcnQWSWLrh/QyzHYHG3MM6G0OYnxVDAhvu5J8FcePH2f+/PlOA1GrQ2RzTnWQrHXlO13z+xUQCnf8A0ZcL2XrPIFRD1//Dd69ByrKSUxMZPv27SQmJjb9XE/INjnDXdMAhZISo5Vucx5i48aNLd9+SQFkpUrBZ+ZxUGvBpIffvpKkswCCIhpdxd0j4gnykV7HisM5nLrYsKzU4MGDndrvjojyIcpHhc7iYMMFQ5uWcEvNdr49U8aOi8Z6SXlBqWTzNx+zcX/DWeGWkqGzYHaI/JFXwcepxewvMDZLs/Pjjz/m+++/b4U9bDkmk4mNGzdSWFh4WbZfMyNaU1Xgcu1PO/9dtFpEVjMl36yMqNmzg0qo1ATHdcXX18cle09PUjWoFNNIRrRjx4688cYbLdpOzVhEqxS4sWsAQyLd699siquuuoq73/wUhULBsEgft7OhUD8j2jVAzd1JwQyP8mHH2UtyST7QW82r03u2eP+zjKBQa0gOri8NVZOySuHwfKOdb06XcazYjFKgsr+t7ZUWrr32WqxWq1O5mN35FeisDiK9lfR2VUqqiu4DpVJ8Ix73zeLg79LUe2Rn8HGzv9KTg0otQaEgSKtmyzt/Zfjw4S1fX146fPUi/PgmrP1cajeqS0DjckD+WjX3j5ZcxERRErlviEceeYQbb6wvU6VUCEztJInNp5aYOeGmJ3xzEUWRLL0Vb5XCqRSeQqHghY0niRw5rdX24apYP+YkBBLjq6LCJvJ7joFPT5ZwtMiE4zL0VLYGOp2OcePGsXPnzsuy/apzqtnRHoi24z5t0iPaLP1GeVDJM2W63zZvZc07f8O7jYNQs91BocmOQpCcmhrigw8+4JprrmnRtqpK8xHeSu5IDKql2+cpHOFxxI+ZRoBa0bS9ZQPoK0uDAWoFM+L9mdklgCCNkgqLjed/PiYv9/zkJCL8W5aJPFtmIWnWvUya9yRjYhr/LtXsXbtkkoLSTn7qWlasfwZKzXb2VA6KjYt1I0hWKGHCHXDTcy67O7mM3Q5710i3h0jf48OHDxMQEMDhw4drL2s0SDJGVT3R5cVQmC15xcd29+x+uYugQK1UMKp3D7f0IhskeRjMfgaUDWRm/YJB3fTv9LZhnYkMkH5vv6Xmc+h8idPlCgoKGuzJvRySToIg0CdUy8wuATzcK4S/9AhifKwvPYK88K0ho5dbYZMrR61BnL+aW7oFcn0Xf8K1SnQWB2vO6/kirZRTpWaXMsTLly/n/9g77/A4quv9f2artOrNsqxmWe6922CwjcEGgwm9d5xQEloSEkISQioEQu/EENNNr8bgAhgbjKvcbXXJ6r2ttpf7+2N2R5K1K+2uVia/fPU+jx9Lu7Mzd0czd8495z3vO2XKlB+lIag/JCcnU1JSwrJly1h7zMh3tWaqTY4TFmj7y4h2jwOGMAR/GLQnbEtLCwAxkRGh8VbC3DFfeqyCsr3bifbTLDRYqPXwQ1Mj+5YJufzyy5k8OfRmkapOB04hmBCv4+ox4eGDHg8hBK98/jUF329iXmok6hDL/Ranm/mpkfx0QgJj4/VKxvOJTUWKcP38UYlcMjs4J6Lj4XALNlV1YreYmZ+i89so5kWHDyvFUqODpw+18F5JO0daujr6TwS++OILli5d2quJ7ZsaE04hc38zg3HMyhwHJ58XFs51LxTshPZGSEyDMbMAmZLz5z//uTc1J8IAX/4HVv1W7pT3luWzJwVfSg83VCqEEDy85lP27w9TuXjsbLjyD77dnrqV5bfXm3kl37eyRYRWzR2nj1F+95cVveeee7jqqqv8DqW7pNNnx4wnNCMoSRLDImXlifNzYrltciI3TUhg6wO3c+iNJylqH1xBdkmSGBOn54bx8azIjiZOp6LZ6uKjMiOvFbZTbuz7+Onp6SxdurRfXd8fAyqVilGjRhEZGUl6lIbv6sy8XtjOkwdb+KC0g7xGCy1W16AF0d1tPqOiohQnxe564kMYgj8MWiDa3t4OQGx0gBlNU3tXgxKEPRBddtHl/OK19Se8Uak//VCQyypvvvlmyGUMIQQflxtZX2liwfDIQaMelHQ4WP/2K2z5z5NMTQo9U7kkPYrFI6J6jPNQdTsvbZWFz3UaFQ9cMGXAJfkd9Rba7G5eWrmCN/5+T7/bt9t9N3G4hZyxsbsFJzKhrtPpSExMRNWNw1lutFPgEdZfPCKMTT0Dxfa18v/zzlE4p6mpqfzqV7/qLXkjSTBidFfZ+suX5dfjU6C6CGpKoK5c1jg90ZBkp7OH3/08vDqiudPgmvt7K4B0a1Sq7HRQZ3FS7Ccgu3R2JlmJ8t/8++Jmvi9u6rXN7373O55//nm/w+gu6VRtOvGSThanm//kt3GoxYokSSRGqFk4ezrnzJ7IohFhomH1A5UkMTkxgpsmJLA0I4oojUSt2cnbxR2sKWqn1k9mdt68eTz22GPYOLHJjEDx97//nTVr1jAlMYJoTxXH5hIUtdvZUCXTEZ4/3Mq6CiNHW22Yw9i05s2I2jzNYAkJCQCKu+IQhtAXBq3FzuvTHB+oFp8Q8NhKyJoIE+ZBq2clFREl/1xXJj+ccqdB1oSgx2P2ZBlOdKNStWdSSzf4z/SUl5dz9dVXs3379pBoDA0WF50ON9FaFUkRg/MnFUKwrc7MJX95hlNTtANqftIfpzPldLn53YcH8CYb71gymlEpA7MkbLO5lM7+v/3jH0zM7J+n3OEjE6UCZqVEsGC4IbCGoDDi9NNP5/TTT1d+dwvBpip5gXZSqqF/r/sThZoSqDgCegNMX6K83NHRwc6dO5k7dy6xscdRAdLHQHGe/LPF052+e738DyApHVY+cAIGfxw8QXTTu0/DmdeEd9/ZE+Hav8Abf+1aaHfLiI6N01PS4aCw3cY0H3q1WrWKXy0dy13v7APgX+sLODk3qceCLZDGMK+k05riDrbVWRgZo+uVWRdCDIpU2ZFWG01WF2uPddJidXFqmoF77ul/kTgYUKskZqVEMiUxgj2NFrY3WDjW6eDVwnbGxulYOMJAcrf51G63U15ezkF3HNPSEhjdl3nEj4D8/Hw0Gg1qCSYm6hXTgO7ocLg50Gyj3OjgwpzYsNGOcmN1RGlVJEfIc1JycjJ1dXW0tbUN2rU0hP8dDMqT1Wq1KpZt8XEBctGi42H8PPnh9Nnz8N2H8uvb18KTt8A7D8m8shGjQxrTfbffzLt/+gUG7Ym7IYQQ1AQg3TRlyhQ6OzuZNWtWSMcp6ZAzKLmx2kG74Y91OqgxOzFoVMwdERfWfa/+vpxD1XL2a1xqDDctzB3wPjdWdeISMClBz3UXnsucOXP63N7lFr2aqEbFalk5IZ7TM6IHJQjd2SCXy3zB7hK0myw9JITymqw0WV3E61TMHTZ4uotBY4cnGzrjdNB3jau4uJilS5dSXFzc+zPpfdzHUfFw9X3h57EGgsGw+OyOjLFw3d+6vltc18LTG9iUGx1+ndDOnTaCcany4n5fZRtbinpmRb/77juefvrpfofRl6ST0e5id2P/Lk6hYFZKJEszopCAbfUWPi03UtfY9KM68OjUEicNN3DLxATmD4tEI0Fhu52Xj7bx+TGj0sRYWlrKuHHj2LZzN+sqjH3K0J0oCCFotbk40mrjxodeJPOiW3j8QIvPINSLnBgtN4yLZ7ghfEmLiYl6lqRHKcowXp6o2+1WklJDGII/DEog2tbWpvyc6EnRB4S5Z/t4sRun5cwbQuaQTT31dMaefPoJzYi22d1YnAKDRiJO5/+4kiQRFRUVsgZcqScQHTUIzUleeEt42565n5f//ULY9lvZYuaxjYWAXLF98KIpiq1hqChqt1HS4UCvkjgtPYp33323X5vM7tnQRL2aS0bFcmlu3KBlmCuMDr6uNvFqYZvPoKPD4eKmv/xLcSkxO9xs9fjJL0mPCsiW8ITA2AoHvwOkXvfvpEmTKCsr8ykn5HdBqY2Q+ZQJP5KDjUrO6Jzxu3/xxhtvDM4x0nJk6azohB4Z0SitiowoDS4BpR2+y8NqlcSdZ3RxRZ/cVNiD9/fDDz+watWqgIZx6nADwyO7JJ1AXgC9X9rRL19yIJiVEsnFo2LRqSSOttm59Ja7uOjiH986M1KjYnF6FDdPSmBGcgQSslXyv4+0srGqk5T0LNZt+prokeMxOwXrjhlPaOOSEIJ2u4v8Nhubq02sKWrniYMtvHiklU/LjexssFDZKVOIYrQqnw/3k1MjuSQ3toeV8mAgPj5e+TnserxD+J/DoDxluweiCYmJgX8wY6xcsqv2Ido8ahqM6zur1R0FbTZcAkbH6tCpJWYvv4C4dvsJDUS764f2lancsmULTz/9NK+//joREcFxLy1ON9UmJyoJRsaEp9GjrMNORnRX+b2y00FlpxO9WiI1UhO2rKsQgj98fAiLQ844XDs/m5lZQSxcfMDhFmz0PFRPTTMQrVXxs5/9jD/96U9MnOhfrqjD7kKvkliQZmBWckTIjViBwOUWrK+SJ+c5KZG9qAogc63S5y/lqoyRmB1uttSasbkEOTFaxvw3lQR3rwe3U65mJPakP+j1ekaOHOn7c9HxcjawvRsvWlLBJXf3nS31B7cb3voHpI2CxZeBOsSpzVOan5SVFpraR6AYlgU3/L1XA9PYeD1VJieFbTYm+NHoPWvScMamRlNY30leRRvfFzdzyhg5A/Wb3/wmYDtbtUriJyNjWF3QypFWGzkxWgra7dRbXArXb7CQG6fj6rFxvF/Swewrf47OZaXR4uzfHewEIEar5szMaOYOi2RrrZkjrTb2NFo50AyZ2TOJNMrzeqnRwe5GK3MGoTohhFyhqTU7qfP8q7U4sTh7/12iNBLDDRref/iPVBcd5cv1G4jWqnj8QLPyd9SrJFaMjGZMXGhKJ8GiuxvcUCA6hP5wAgLRpOA+PPds+OjJnq9JKjhrZVDdvvE6NasL2tCqYEycnt27d0NsMm0jRrOn0UKz1YXR4eacrPCVXY/nwlR79UP7KYE4HA7a29sD9+TuhjKjAwFkRWl9BjShoKTDzpZaMxeNiiVaq2KbJxs6OyWCXz75RFiOAfDp/hq2FMqBSFpcBL85a/yA9/lDvZkOu5thkWpmekToGxoaejT8+EKMVs1NExNOSDPbzgb5+kvQq5if6vshZnUKhuWMgZwxvF7URqvNjQo4vV8/+RMIpwN2fyn/PG9Fr7crKip46KGHuOeee8jKyur9+fTRPQPRFTfD2NDoKTRUyLSexko43X/XeL/wlOaf/NklcOaZoe8nECT19lcfG6fj62oTJR0OnG7hM/OtUkncvmQMt6/ZK4/1q0IWjE4K6brwSjp9UdHJ5xVdAUOb3e33+OHCsEgN146L50PtRGrMTl4vbOf8nJhBrewEgwS9bIs8PzWSb2tMFLfbWf30o4yZv5gR46cCsLnGRHaMlmEDDKBN3YLOWrODOrMTk4+gM1ItkWbQMNzzL82gIVorN9hFn382jY1ziPbMYQ5PEJoSoeaCnFgSI04cpzw6uovjPxSIDqE/DMpTt6Ojq9s1Nj7IDNekBRB1HAdx7nIYlhnUblINGoZHanC4ZYL8C3dex473X2FzjZmNVSbymqxkRGnCyv37ttbMjvouG7lA+KEgN6Vs2LABtTr4iaLE02GbG8YsmYQsO/VqQRv7mqyUGR3oVBKzUyKx2+1hKUe1muz89bOucvn9P5lEtH5gk3lrN33NZd30NfV6fb9BfmKE+oQEoW02l0JzWJYR7fdBb3W5qck/wMFNn9Jqk0v38XpZ/zAUV5hBwaGtstpF6kgY2bv8bjKZ+OGHHzCZ/Pijj+gqMbPwEpi1LPSxVByV/w+hkbEHPAuW+pa2HvPYiUK8Xs2wSDV2t+CY0b+u5tlT0shNkbvMd5W3sr1Ulsv76KOP+uVDd0enw43J4cbXZdhyAnRGo7UqRjUfpXzta9jdgvdKOtjT6J/f+GNgWKSGS3LjmJYUwfdv/ZvawsPKey4Bn5YbByzrtvaYkfdLO/iuzkxJhwOTU6BXS2RHa5k/LJLzR8Zw66QE7piSyKWj41g4Ioqx8XpidGplAbJ8+XKuvfZaeVxugZsue+cTGYTCUCA6hOAwaM1KXkTGBNlwoNH2fCBFxsDiy0Max7TkrjLEyhc+4KTLViq/D4tUB1RSKeuw88LhFjZU9n8zJUeo+abGzPNHWthWZ6bB7ESCfknhbrc7pODOLQSlxq5GpXDBG8AZHW6+9HzvsfE69GqJ9PR0/vnPfw74GA+vL1BsPJdMSCXfpWVHfehSMkIINlbKDUpTEvVkeLqAXS4XF1xwAZs3bx7wmMOBTVWyBuiEeB05fWR+rC7B4W/W8fljXb7hLTYX75Z08MSBZt4raaf1BAQKfiEEbPf4bs9f4bNaMWHCBPLy8pgwwU9w6C3BT1sMp10xsPFUeBY1Aw1EPRnR2b9+mEcffXRg+woRYz3l08J2/+5Hak9W1IunvpLpTCkpKcyePbvf+aTO7OSD0g6ePdTCllozvuKoZj+NdOHG9m3f8/XrL3Cyp3lqY5WJjVWd/1WuR4darBxosfH7DYeY9ZOe12qT1aXY7YaKrGgtmdEa5g6L5CcjY7h5YgJ3TUnkijFxLE6PYnyCnrhuQacv1NTU8O233wLgFIIz0qM4Nzv6hDsJwlAgOoTgMCiBqMXStaKNMHTThnMHOLHNPlNpGmDJlRAZmpTPxAQ93iRXctYoYpK7GiDOzAzMkcbmErTZ3ZgC0FzL8gQ/FqeQJ3fP668VtvP84RaeOSQHtMc/JO6//35yc4PvFK8zy5yhOJ2KxDAK2Ps6LYdabDx+oJlLf/9PUuYs8Sm6HSgOVLXx9q4KAKL1Gk6ZmY3V1btrPRgUttspNTrQqyUWd9MjdLvd2O12XK4fMWjzoLDNRnGHHZ1KYklG35qJVpfg9Jt/y28+2dXrvUiNipnJkSQMgmlBwDh2BOpK5e7vyaf63GT27NlkZGQwe/Zs3/tIy4Xc6XDuzwcmsi8EHPNkRAdqW+rJiL52+1VcffXVA9tXiBgbLy9QitrtfQZj504bwahk+Tr6obSZnWUtnHLKKTz//PP9lulTItWK5I4/nKhA9O6776awsJCFI6JYkR2NWoI9jVbeL+3wqx5wIlHWYWfdsb6DqbwmK0V9LBz6w0nDDVw1Jp4l6VFMTNCToO876PSFDz/8kGXL5CSOXq1i9rDIH43GMxSIDiEYDHpGNKK+VJZjWvVbWBtgt3VsEkyYL5f8Zi0NeRx6tYrx8XqEEKx7/H6qjuwDYHpSBOlRgWUQnZ4HgSaAGzpWpyZB3/OUCuQJvd3uxqCRu7iPnxx+8pOf8MADwWsmdsk26cI64fi7KBxuGLXkPE6aOS3kMrbbLbj/08N4n683LsylwSmhkWBeamAC7ceMdoX+AHKn71eeBqVFaYYeY9NqtXz++ec99Dh/DNhdXRqgC9MM/bo8WZ1uVCoV6uMoBTOSI/jphPiwUjFCgleyafaZfi0qKysrqa6uprKy0vc+Igxw+b0Dd1NqawRjM0REQ3KQblztTbDtE7lB0uVSFsCnTc5lTO4o+fWtH0BB7wXBYCElQk28ToXZKRSeuS+oVRK/OK2rseupr4qwWCxUVFT0u/BSSxLTkyO4eWICp40w+PSBrzcPnuWmP0xOjODy0XFEqiVKOxy8UdiuyCcdjxPhciaEwOR0c1p6FKeNMLDhTzdR9clLnJQaydxhkcxKiWBGcgRTE/VUGE+cpaYvXH311f2qgwSKgdJ/hgLRIQSDwQ9E87fBng1QfwwWXRb4TuadIzcoqQaW9ZmWFIHb6SR/60ba66oxaKSgHGm8C/JAqxtZfiwXIzUSF42K9SkEP2fOHC6/PHj6QYlH4iU3zOR+fzFtvFYi9sAGojrqQt73B3lV7K1oA2D0sGgysuVu3xnJEQrJvj+UdDh4r7RdCUZ/qDfT4XCTGqlm+nFC4EKI/wpv6O/rusbobaLqC1aXYM+na/j4wd8CEK9TccXoWM7MjA5bU1rIaG2A/J2g0sCcs/xu5uU898l9DsBnvV90L8v305TWC7FJcHS7vFD+59Ww+R0A3njvA77/+XL59S3vQ0b/QvHhgiRJjI33lOfb+s6ynTd9BNlJ8nz2XXETz7+3nuzs7B4No31Bq5KYlypraJ6UKmtoenGs03FC7p3PP/+ck046SbGyzYzWcu24eBL1ahqtLl4raOvlQ29zuVl3bPD1KSWPC9OcYZHMSzWwcNZUFk8ezaIRUSxJj2JpRjRnZkZzdnYMp2cEVmUbLMTHx4dUWTseHXYXbxa1D+hvHxXVVfHxyxEfwhA8GHyOqDfzc8qFEJcc+E6yJkBO6N7rXqRHaRgWE8GvPtzGpCXncHp6VFANSkpGNMDuUV+BqAScPzKGOD9OOHl5eUFzGE0ON3VmJxoJssIk2+SFRO/vOj5ex1W5Udx07VVs2bIlpP12WB089GW+8vsdy8ZTanQGlQ0FWbKqstPJe6Xt1Jmd7PCINy/zQbdobGxEpVLx2WefhTTmcKDR4mSXZ4yBUkKsLk8A7XYzd1gkKyckkB0T/ixoUbuN90s6aLIE4Z+9c50s+D55AcT4l2fzKhX0p1gwYAykUUmSYImny95hhZZaAB7+5iCfHz4mvz7nTIg6seL6Yz0Z78L2vpsDNWpVj6zoLnMS69ev7yGfEwgiNCoWjYjilkmJTPbIRtndcKB5cITtuyMuLo6JEyf2+J4JejXXjo0jO1qLySl4q6id/NauoHxPo5WjbXaarSfW9/3Pf/4zF1988Qk9ZqDYt28fd9xxR4/nb7CoMzt5rbCdWrMTH037AaN7c6jTeWL/RkP4/w+DnxHVqCA2GU4+fzAO1S8kSWKaxxc9O1rLRD/afP7grQAHmhH1FSycnhHVZxDx3HPP8bvf/S6ocXlF7LNiBma36Qvdd6cCzkiP4ryRMURH6DEajSFlbwGe2FhEU6c87uWTh+MwyM1iwWRDAcUjubLTyWuFbbgFTEvS+6RbxMTEsGrVKqZNmxbSmAcKIQTrKztxI3/PEQFSQqwuN2dddg0fvrqKJelRYf8bg9zstrnaTHGHnXJ/HdrNNbKFpxc2C+RtlH/2IdnUHd7AYtCzat5ANDvERqWcyZAztcdLB25dwgOnTwS1Fk46r8+P212CNptrQLzp45EepSFKI9Fud9Ng6bvMfsGMdDIS5Hvph/IOhk2Yi04X2qIlWqtixcgYlniqRpuqTbQNclPcKaecwssvv9wrcx6hUXHp6FimJelxCvi43Mi2OjM2l1txDtozSA5Q/tDQ0EBTU1P/G/4IaGpqYvPmzdhsoXFVi9ptvFnUpnD1rQPwou9uzjIUiA6hP5yAQFQNS68F3YkR0vWFFEcb/1oxi6jyPUFzKb1cmUAFzqO1PRuHpiTqmeXDN7o7nnzySb788sugxtWdHxpueL9pjFbFVWPjFNK7JElER0eH9JArqDPy6g/lAERoVdy0ZCxF7fags6FAD1FnL5WpzeZmf7O1VzAQGRnJT3/6U986licAB1tsVJmcGDQSi9IC/57TkyK4dkwswyMHryHpQLONZptsGTrD3zXqsMPL98LuDXJT0P5vwGaGzPH9Cs97H0CD+iAyd8jaoRqd3PwUKpb46dqftRRi+pagKzPaeeFIK+sDUNYIFJIkKeLjfXXPg+xB3z0r+suX1g/YVnHOsEjGxulwuOHzisF1ELJardTW1iql+e5QSxJnZUZzmicw3lJr5tWCdqyeDMGhFtsJbWi68MILufvuuwdl340W54A4pmeccQYHDhwgLi44C2YhBLsaLHxQaqT79GkdgKnBUCA6hGAwKIFo9xWZbng2TD5lMA4TMBKiIrnyysuZMDI4LVIAVxDNSl5ke0rlIwwazsyM7jf4jYqK6mGJFsiYyoyDww8FFJemG8bF98gydnR0cNlll7FrV3CNG0II/vzpYVyeqPHni0dTapV/DjYbCmDx8eA51ungi4pOnj5OmcBkMvHhhx/S0NAQ1DHCAYvTrci6LAmSEjIpMYLf/PpXg5bJtbsEW2s9DV4jovwvtPQGcDlg7fPw8VOwo5tkUz/wPoxCta4NCN5saPqYgTU9ZY6HMV1i+is/yeOZXeU/WiUHurrnC9v6t9u8aGYGI+LkxUSZLZq9JaHzuEEOhM/KjMagkajsdA6a9zzAunXrGDFihF9eqyTJPNYLc2LQqnrqm9rdgoPNoXerB4vHHntMCUS/qzVzsNlKtckxoOyhFwVtdt4u7qDDT3PWYMAtZCe6r3zIT4UrEHU4TnzT2xD+/8KgkrckXSTS3LMHJs0SBsTHx/P0vx5izJgx/W98HIJtVgKZJxqlkbhgVExA3NKnnnqKRx55JOD9V5uc2FyCJL2a+EGQ8BkXr+fS3FgMxwWILpeLlpaWoFe4nx+s5YfSZgCyEg2cNydLyYbODzIbCmD2Q17SquSA74xu7kP19fVcdNFFHDp0KOjjDBSba0xYXIKsaC2TgqSEAFx55ZX87W9/G4SRwa5GCyanIM2gYXx8H4sZfbdM6f7NcqlepZblIJqq5U5zP/D+DQZVQqYiTLJN0EPLNNmgJ3bMFIgfRJvPfpAdrUWvkmi0uvrVjNVpVKw8dZTy+yeFoWvyemHQqjgrU+5+3lxjCo5HHAROOukk1q5d26PT+ni4haDR6sJXvLenyXLCGhLnzp3L5MmTMTvdfFdn5vOKTl4vlD3fnzrYzBuFbXxRYWRHvZmidhstVlfAWc5orYqKTgcv57dxtDX44HrHjh1kZGRQVlYW0PY2l5v3SzvIa/K9yBiIzetQRnQIwWDQUhXqmGRSLvg9Ijl9sA4BB76FnV/A1EWy+5If2Gw28vPzyc3N7XOy8wVvs1Iw3uNZ0VouHBXbr0SPF83NzZjNgT84Sj1uSqPCKGLfHVqVr3YlSEhIYOPGjUHty2x38o/Pjyq/37diIrua5El2Zkpk0DJQLiF8TpCjYrQsy4zuFZhnZ2fT3NwcdPOGFw634KOyDuYNiwyqWaiq08H+ZhsqCZZlhmbLOW/evKA/EwhMDrfiQLV4hKHvsel8mD64XfC+Z+Gk1sjUm/nn9trMKyE0qBquxwbQqHQ8RuTChJPg6A88tGwK3P7QwPc5AKhVErlxOo602ihss/WgsLiF6NX0dvmcTJ76qoh2i4NP9lVz95ljSYsbmA/62Hg9UxLtHGyxsfZYJ9eMi0Md5oVFWloa55xzjt/32+0uPis3UuVHyqrV5qbM6Dgh1qAff/wxWq2W085czoLhkbRYXTTb5IWC2SkwO529xqmSIEGnJjFCTaJeTVK3/yO7VUmitPJ5tbkEn5QbKW63sywzKmCVjNTUVFauXElsbP+NdR12F++VdNDYh1asdQCUh6FAdAjBYNACUUkXgT5tLHkNLpYM1kEsnVBVAKnZfW5WWVnJ9OnT2bx5M4sWLQrqEN6YRxPE3BulVQUVYP3lL3/x+54QAqPDTWy3jnuFHzpIWpLvlsgcrEtGxZI8QA/lZ78pprZdXnEvHpfC5OxEXi1sl7mhAThbHQ/LcdlQg0bijPRoJiT41lJVq9UkJvrv7O4PP9SbKe1w0Olwc8M4rc9jVHQ6iNeplL+R29OgBPJ3TI4I7Rzu27ePxsZGli4NXUvXF76vM2N3C3Jjtf0H1xqtzL90+ioPS3D61X6blga9Wclug9oS2Q0pXPJKp10OR7fTkTsHTUQcwefrw4sx3kC03c68VANCCI602qgxO1ma0XNRHaXXsHSknvePyj71L28t448rBp4pPiMjimOdDuosTrbVmTk1rW8zhmBRXl7OunXruP766zEYep5xIQSFbXZUkqw17K+Te3ej5YQEoq+88goxMTGcc845Pc6DEIIOh5sWq4sWm4tmz/8tVhcdDjfNNjlgPR6RakkJUI/PdRxutVFlcnBudoziFNcXRo4c2eezpDv0aonlWdHKOAvb7L3GN5DS/KFDh4jImoq18hAPPvhgSDrZQ/i/g0ErzXtzak9+XUJGZiYZGRkMHz6ctLQ0MjIySE9PZ+LEiQqpvr6+nv379yufLygo4NgxWT7F4XCQl5dHe3s7IEvy7N27F+KHAVBUkK+UI1wuF3l5ebS2tgJytrGxsZEdO3YwY8YMSkpKKCmRu4CFEOTl5dHcLJeNW1tbycvLUzI4ZWVlHCuRrfPUKom9e/fS2NgIQHt7O3l5eQr/5dixYxQUFCjj379/P/X19QAYjUby8vKUJq7KysoewsMHDx6ktlaWjTGZTOTl5SnuVDU1NTzx5Q6+rzPjcAt27DtA8bFKdCqJJJWTvLw8RTC4traWAwcOKPs9evQoFRWyg5HNZiMvL0/xz66vr2ffvn09znd5eTmtNhc1HVaKDu4Di1E533l5edTX16PT6fj3v/9NaWlpj/Pd0iJ7Xbe0tJCXl4fb7aai2cy/v5W306ol/rRiIq9/9QOm1mZmpkRi75TPoXfFXFZWRmFhoTKmffv2KdzOjo4O+Rowy+ewrbaKhJZj/GxCAhMT9Rw8eJC6OpkX19nZqZzvhoYGLrzwQj799FNlv4cOHaKmpgYAs9lMXl6ekpGuqalRyvitNhefbttHe30NyzKilXPoPd91dXUcOHCAOrOTNcXt7DlwmIqKCnY3Wqk1WmgvPshkg/zdGhoaepzvwsJC5Zp1Op09rtmmpiby8vL4z3/+w69//WuKi4uV8+12u32eb+81W1paSlFRkXKcvLw85Zpta2vjmx92safWiASMcjT2uGb37dunXLPe822z2UAXQUW7maON8vUw+9+bSX3kC0Y8t4WMS39BekYGqamppKenk5GRQVpaGsOHD1f2VV9f3+O+777tiBEjSE1NVdyXjhw5ogjgW61W8vLy/M8RW9dzrMUIqSNxqLW+5wgPioqK+pwj8vLy5IB5WBYlwyYx58+r+N3vfhfQHFFeUgzIbIVwzxGjYrWy09C+A+wqruDt4g4+yK/n2OH9yhxRXV3N4cOy//mFkxOR3PI1t2ZnBXUtHQOeI/RqFedkRdNYXszavAJqTQ5lTvbyOr1zRPfzHcgcAbBp0ybuvPNO5e+cl5endKa3tbWhrjrKpTlR3DU1iVO1LWSbqojWSKglqCk4SGdLI6UdDsob5L+N3S4vmioqKsjP75KLO3DggM85AqCqqqrHnOxvjvj444956KGHelB9jhw5QnV1NXE6NWk6N1LlUU5OgMtHx3Fhsp2lVHPDuHjOGxlDprGSFHMDwyM1qFwOig/to6S+lYMtNr4vqqKm4KCy38ZjJZSVlfFmUTtfV7aza8+eXnOEF8XFxezfv59du3Yp4+1rjqgoLWFElJYpSRFE1+ZjbJHPd5LbRPXR/bgcDqxOQXl5eZ9zxMSJE8nIyOhx32dkZHDfX/9B8nn3oEkcwRCG0C/EIODee+8VmrhUkX3PWpF9z1oRNXGxQJ6ne/375ptvhBBCPPzwwyIhIUHZx/z588XKlSuFEELU1NQIQKxdu1YIIcQzzzwjdDqdEHXlQtx/vjh9bIa4/PLLhRBCtLe3C0C8++67QgghVq9eLQDhcDiEEEKce+654txzzxVCCOFwOAQgVq9eLYQQ4t133xWAaG9vF0IIcfnll4upCxaLB/MaxaFmi9DpdOKZZ54RQgixdu1aAYiamhohhBArV64U8+fPV8afkJAgHn74YSGEEN98840ARFFRkRBCiNtvv11MmTJF2dZgMIhx48YJIYTYuXOnAMT+/fuFEEL87ne/E8OzcsSDeY3iuUPNIj1ntDj1ml+I90vaxaFDhwQgtm3bJoQQ4m9/+5sYPny4st8ZM2aIn//850IIIcrKygQgNm7cKIQQ4tFHHxUxMTHKtgsWLBDXXXed+L7WJP7w1VEBiE8++UQIIcQLL7wg1Gq1MJlM4tlnnxWnnnqquPjii4UQQnR2dgpAvPXWW0IIIV5//XUBCKvVKn7x5h7lGnhw3VFRa5LP98X3PSY67S7xwQcfCEA0NzcLIYS46qqrxKJFi3qclyeffFIIIcSXX34pAPHD0RLxwuFmccUNK8Xs2bOVbZOTk8UDDzwghBBi69atAhD5+fmiurpapKeni1GjRinbZmdniz/84Q9CCCH27NkjALFnzx4hhBB/+MMfRHZ2tnC73eLd4jYxbNQ4cd7KXwghhMjPzxeA2Lp1qxBCiAceeEAkJyeLb6o6xYN5jSJ70gxx9Y0/FY/uaxK/+2K/AMSXX34phBDiySefFAaDQRnDokWLxFVXXSWEEKK5uVkA4oMPPhBCCLFq1SoBCJPJJNrb28XZZ58tLrjgAiGEEFarVQDi9ddfF0II8dZbbwlAdHZ2CiGEuPjii8WyZcuU46jVavHCCy8IIYT45JNPBCD+8NVR8fmxDnHdddeJBQsWKNvGxMSIRx99VAghxMaNGwUgysrKhHjiFvHz2TlixvA4Ie4/X6THRfm9n0P9l56eLoQQYsqUKeL2228XQghRVFTU9xwxcYxYOSNbiHWr/M8RHpx++umBzxHnnCPmz58v9u7dG9AccdKi08SDeY3i/ZL2sMwRHXanWHnrL8T4SZNFfqtVvHi4RcQOSxOn3/Qb8WBeo/j56xt6zRG5ubnKfnMuuVe57+5b813Y5ohJc+aLmedeJv59uEVU19X7nCO8WLZsWUBzhBBCXHDBBeLss89WPguIVatWCSGEzzlizoJTxYN5jeLBvEahjzSIO//6sHi3uE088tbHAhCVlZVCCCFuuummgOYIIYT45S9/KSZOnKhsG8gc4cXEiRPFL3/5SyGE/znCi9mzZ4ubbrpJCCFERUWFAMQrH34m9jSYxRW/f1BoIwzKd8uZdbKYvvxi8WBeo7jvm0IBiFfffk8I0TVHeHH22WeLU089VQDKcyGYOeL83z8inj7YLD76WD6Hf/06X2yqNAY0R/j6F3fy5SL7nrVCk5jRY5xDGIIvSEKEv272+9//nn8+8hhZv/oAAGFswPXp/TgddiRJQq1WI4QgLi6OHTt2EBMTQ319PXV1dUqXcEFBAREREWRnZ+NwODh48CC5ubnExcXR2NhIVVUVMyaMg39eRVG7Dc3tz5AzahQul4v9+/eTk5NDQkICzc3N7N+/n82bN3PjjTcqq8Lc3FyEEOzdu5fs7GySkpJobW2lrKyMadOmoVarKSsr4/PSNjoTMzk/JwZL2REyMjJISUmhvb2dkpISpkyZglar5dixY1itVsaNk0uE+/fvZ/jw4aSmpmI0GikqKmLixIlERERQWVmJ0Whk4kS5bPbss88SGRnJjTfeiMlkoqCggAkTJhAZGUl1dTVfF9VSHTcSgPqSfCKiY8nKzCAWO7WlhWSNGsPCnBREeyONjY1MnSprIh49epSoqCiysrKw2WwcPnyY0aNHExsbS319PbW1tUyfPl0533q9nq8scdQZrUy2VLBo2jji4+NpbGyksrKSmTNnAnK2Q61WM6rb+R45ciSJiYm0tLRQXl6OlDSSC57/AYD4CDVbf3c666stfLtjF0umjOaCKdnK+Z46dSoajYaysjIcDgdjx44F5NX3iBEjGDZsGB0dHRQXF5MzbiIxkXpqqioxm82MHz8ekLMdw4YNY/jw4XR2dlJYWKic76qqKmX1DnK2IzExkREjRmA2m8nPz2f8+PEYDAZqampoaWlBnzmGD0qNtJYXsnJ6BmNzsrBarRw5coSxY8cSHR1NXV0dDQ0NVMblcLDFRkNZEfqISOLSMhgZCWPNFcr5bmhooKamRjnfhYWFaLVacnJycDqdHDhwQLlmm5qaqKioUM53cXExKpWKUaNG4Xa72bdvX6/z7b1mS0tLcblcSmNeXl4emZmZpKSkcKS6kee/PUDGmIn8fNowmmsqsdlsyjW7b98+0tLSSE1NVc73pEmT0K++l4qCw5jsLibMnMPsZ7+ksroGtVqNSqVCCIHT6USj0SBJEi6XCyGEkjkBGD58uHLfd9/W5nRhdbjIyMzg6L48jhw5QkxMDJmZmcr5HjNmjO854qHbiKgtIvtnf8Ixdq7vOWLGDOWa1Wg05OTk+Jwjjh07xowZM5AkSamYBDpHFLaY2atKZUycjlHtJQOeI5qcal78/gidnZ2kjpK3rSs6giE+kdiU4dgtJk4S9Zwyc4oyR7S2tjJu4iRwOVm7eTu//roDt4CkKC3PnpXE5AnjiI6Opra2NuQ54tDRfD6rtiElpTM9Xs2w1jJGjRoV8hwxffp0VCoVpaWluN1uRo8erVyzWVlZJCcn+5wj7HY77QlZfFtjojL/IBkjRnD5jFHEuc2UlJQwefJkdDodFRUVYZ8j7r//flwuFzfeeCOTJ8uGK0eOHCE2NpaMjAy/c4T3fOfn52MwGMjKysJut3Po0CFGjx5NdEwMD28ppKa2hhHjpgByRlSt0ZCRPZLcKDXuqgJOmjyG5MREn3OExWLB7XYzduxYjh49GvAc8a9Pt9AePYzlE7OYFGGntLSUjLETqbQIkkz1fc4R8+fPVzLo3vteExWH+rx/IOkiqf73TfzmluuGSvND6BODFog++OCDpF7+DyKy5YfGgxdO4Yq53bQczR1yI8RAfab/eQ1YO+Hu1RAd73OTsrIyFi5cyPvvvx90A8h7Je2UdDi4eFQso38kf+/CNhsflvnXBZyZHMHSjNAaYrqj2epk1dE29GqJ2ycn9ur4t9lsbNy4kVmzZpGWluZ3P0IILvv3dnaWyaWhv543iWXTMniloA2NBLdOSgzZq/5EwOEWvHS0lXa7mzPSo5jdD5fVe410x/BIDZMS9YyN1/l11OoPr732GocPH+ahhwbeNCOE4M2idqpMTk5KjWTRiCB4fqv/AMeOwLTFcO7PA75n09LSqKurY/jw4Qr15PgxvVLQRr3FxTlZ0UxJ6t/6VIHLBQ9dDXYr/PrlPh2eQsFHH33EiBEjApovCtpsfFRmZEycjotGhceBqcLo4N2Sdr+cyF9PS1JMDg61WPm62sT05AgcR7ZzxhlncN2LW9hcKgcI/7hgMlfN65tHHyhqzQ5eK2hHAFeMjg2L29e2bdu4//77ee+994KSsWu0OFl7zEi9R/B/TkoEi0ZEBeyCFwoeeeQRdDodd9xxR1j3m99m4+Nuc3ysVsXYeB3j4vWkR2kGzTq03e7ihcOtSBL8fFJi0FJ6vvD3tUd46TuZBlP59FX84dd38Ne//nXA+x3C/y4GNRpo3fK68vNTXxVhdXjI0K/eDw9fB9VFfj4ZBDw8Udr860Tm5ORQWVkZUheyMwT5pmBx6NAhXl2/hW9rTLT46GIc1kfD0MQEfViCUICjrTK3amyczudk3tnZybnnnsv27dv73M/GI/VKEJqTHMUVc7P4rlbmYIbSKT8QVFRUYDAY+OqrrwL+zPZ6M+12NykRgfnC+5KTqrM4+araxPOHW/ms3Kjo0QaDjo6OsLm4FLXbqTI5idRIzEsNskksIgrOuAbOvyOohWN/XvM1Zif1FheRGokJ/clbmTpkcX0v6svlIDRheNiDUID77ruPNWvWhH2/gSIrRstFo2J9zjtxOlUPp61ItQqzU1DSbmfKlCl8+OGH/HxJl1Tdqi2liobvQJFm0LJguNxQ9PmxzgF1Vnuh1WpJSkrye534Q0qkhmvHxbNgeCQSsKvRyisFbdSZB69L++677w57EAqQ12glQa9ifmok142N49ZJCZyREU1mtDbgILSwsJB7773Xrx6rL+xtsiKA8fH6sAShNW0WXtsu93a4HTbcFuPg6ggP4X8CgxIR6PUer+KafKZ4nhG17Vbe8FygSuayuWbgB/Pq/LU1DnxfPuANIIKRbwoW//rXv3jgD/fwQ70Fkw+hvDidCr2P44+K1XJOVv+C+YEiv02WVRof7zsoSEhIoLa2luXL/UtlOV1u/tZNrumes8bRZHNR3GFHqwqtU34gSEhI4MEHH1TKfv2h1eZie71/73pf8GftqJFgUZqBs7OiQ5K8ue2223j55ZeD/tzxcAvBtzXyQmBBqoGIAOVgFCz/GZxyYdB6wKKfrnmvPeO0pIj+s1gWIzz9c9nhyeWECk9jSTj0Q33gwIEDPPbYY4Oy70CRE6vjgpzYXt3USRE9A7asGC0aCTmoT0jiggsuYO7o4ZycmwRAebOZ9YcHJnDfHScNj2S4QUOHw81XVT2F0GvNDmpMwQmYz5kzh7fffjskiTW1JHFqWhTXjI0jUa+myeritYI2vq8zD8ilyB9aW1sxmXqLvw8EbiFYmhHFTRMSWDwiirQo3+oc/aG2tpZ33nknYItPp1uw36MhOiuABXcgeOqrIuyeZ5gxby0Idw/f+SEMwRcGJRCNiOi6qM9MdyjPr6e+KqLVZIckTyddWAJRT0a03X9GtL29nSlTprBp06agd+9NdgUj3xQsHn30UW587BUAn6tSSZJIOc7qMT1KwwU5sWELkBstTpqsLiLUEiP96JOqVCqGDx/e4+97PN7ZXUllixz0jE6LZdnE1K5saPKJzYaC7DV/5513kp0dWGlyU1UnLgGTEvRkBiCZIoTA7GPxkBOj5acTEjhpuGFQFzGBICArz74Qoqh7XxafJoeb/DYbEgQ2pqQRcgC69nl45jbI82S4sybIuqZOhyzn5ApPNkylUqFSBXatDuZfd3ScjvNGxvQ4RtJxWrlalcRIT4n8u0PFrFq1CovFwi2LuixPX/y2JGwyWmpJYkV2NBpJtrAt9Cxg22yyNmWDJTjdWLvdjtE4MBvREVFabhgfz+yUCNzA1lozrxe202wNb3b0rLPO4q677grrPlWSREqkZsAJhUWLFlFaWkpqampA2x9ttWFxCVIj1YwwDDxrWdrYyXt7qgCIUAs6tr8PDLKz2hD+JzDogWiy2sqFMzIA6LA6efKroq5AtKU3byxoKBlR/4GoTqdjyZIlpKQE/0D1lrTCLeLcHUlJSahi5exFlB8byO7l+ZQINZeMiu1RnhsojnoeJuPidX6/q9Pp5MYbb+T777/3+X6nzcnjG7voFpMnZvBOiZGSDgdaFcw9wdlQkB9y69ev79E44w9F7TZKOhzoVRKnpQfGobS7RQ8eX5RG4ryRMVyaGztg16t7771XaXJQjhektl/AVp6DgL4sPvc1W3ELOdAKiEMrSV2i9a310OCprnz6LPz1Yvj7pfD8XWAbuKMQwM0338zq1avDsq+BYly8nnO7BaNJPnRpc+PkRdO3u/Zy00030dnZyaljkpmYJnNW91e1s8NDlwkHkiM0Cs/4y8pOmqxO3ilpx+wUtPXjAnU81qxZQ2xs7ICFz7UqiTMyorl8dCyxWhW1Zier89vY3RA+56WHHnqIn//852HZ148JIYRSkZiVEjngILio3cY/v8hXnpeLhjlwW2XO61AgOoT+MOiBqMVi4TdnjiPS4zL0+vZjFOOp1zeHIRCN83JE/ZfmIyMjefLJJwPy7T5+wlIE7QcxkffWO++y/vmH0asldH7IqN5ANE6n4rLRcUH5lvcHIQT5Hn6ov7I8yFmio0eP+uUgrdpSSlOnHNCOykhgeHIMxzodnnGrqex0nFAfZZB5lmeddRY//PBDn9s53IJNnjLjKWmGgPlS3fmhM5Ij+NmEBCYk6MNCl1ixYgW//e1vld/dQvBGURsfl3X4zMI63ALbcZy9gK08BwH+LD5dQrDPWxIMJkPbl3uS3gBX/gEM4WkWUqvVg2tNGiQmJug5O0sWsD++NA+Q6xFzT5l3Bg6Xm+TkZCRJ4uZFXbafq78vC+uYZqdEkBWtxewUrM5vo9UmX3utQd7jixYt4p133glbwDIyRseNE+KZnKjHKWBTtYm3izto9zEu0e1aDASLFy9WlBj+2/DRRx8xfvz4gLzda8xO6ixOItUB8LP7QXmHnWe2V7HhiLzYT4nRMy+ha0E4FIgOoT8MyhXSPRC1Wq0Mj4vg5kWjeGJTES634J+7jLwEckbU7YYAS2A+EUCzEsjyFklJSSQkJPS53Tc1ZtpsLkbF6siJ1eL0rPAkJOrMTmpMDlpsLpakR4Wtk7HkWAUNZQV9Bj/DItVEaSQuHx0XFlJ5dzRYZHcNg0YiO8Z/OVqlUvkN6Bo6rPx7iyxgrVZJzJ2a1eP9JquLj8vlFXK8TsVFo2JJGaBrUyBISEigoqKC5OTkPrfbUW9RGpSC4UuZnfJnzsqKJj0qvFyoBQsWsGDBAuX3PY1WGiwurC6Bxse11+lw82m5kUtyYzFoVMFZeQ4CvILl3v+9KGqzY3S4SdSr+7zeeiHLDx9UUsElv4GUjFCH2gvPPfdc2PYVLkxJisAlfAeisTo1KRFqGq0uKjsd5HgC0+WT0/hHzFEajDY2HqmnssVMZmJ4/KIaLC5lLuqeqG8NMiM6cuRIRo4cGZYxeRGhVrEiO4axcTq+rOzkWKeD/xxt44yMKCYndi0UK01ONlZ1khOrDSgzv2bNGnJzc5k7d25YxxsOZGZmsmLFioACv7xu/OyBVNZsLjdry41szTumvPbbM8fRmleq/B4VFV4nriH872HQM6Je54qbFo5ieKz8+qbCZr7XjZFtA40DLBfFd8uI9lF+mTRpEm+99Va/u5ueFEFhu50vKzt5/nArHZ5GlJfzW3mloI0NVSZitKqwymlcfeudXPnQy0T3keVMidRw2eg4EgZY7vWFfKUsrw/5ez2+qRCLRxVh+bR04mN8B3PxOhXn54QvCHW6BW8UtrG/yeqzOUGtVpOZmUlkpH9aQJvNxQ/18go+0AYlL5L0aq4fHx/2IBRkLcZvvvkGAKPDxVYP13ZpRpTPzLnTLag1O3mzsJ0Ouys4K89BgD+v+bxuDRJBBcfDc0Dr47o6ayWMnh7SGN8obOPTciOW4zLMdru917j7Q/hbY3pjenIEBj/zxOg4HcU7tnDZ+ecqWTGdRsXV82V+tFvIFamBQAjB3iYLLx9tZXVBG0daezfGNFlcfFcbeEPPwYMHefvttwc0Ln8YG69n5fgExsTpsLkFn1d08mGZUWkwPNhsxSVgS01glI7f//73rF27dlDGOlDMnj2bRx55pN97yuRwc9TDz54eCme8G76uNrGzoI6WdnnBOzUjjotmZtBp7JKiio6O9vfxIQwBGKRAtPtD3xuIGnQafnNmlx/036yzcQpp4A1LkVFyWc5hVSwpfWHjxo1ceOGF/e4uMULNWB96od4Vf4xWxayU8HIdOz2TYl+ZTq1K6lPGKVQIITja6u2W7z9YGTNmDI888kiP14rqjbyzS7ZljNZruPzkHJ+fHR+v4/rx8QwPAzHei71NVqpMTnY3Wny+L4Tglltu4bvvvvO7j01VpqAalLojQqMaNP7w66+/znXXXQfAV1Um7G7B6DgdY+J8l9K82ftmm4vXC9vZ12RFAhYHoxkaRmRmZpKenk5mZqbyWqPFSUWnA51KYnJikCVBtRoyxvZ8bfZZMNe/ikNf6LC7qDI5KW63oz8usM/Nzf3/TvswN1aHpFLhUGl7NFpdOS8LnUcp4e2dFZjtoXMxJUlidKyOtD7uYTfwXZ2FcqPd7zbdsXbt2kGRRPIiSqviwpwYzsmKRq+SKGq383J+K0dabBS0yWM83GoLSPaprKyMP//5z4M21oGgrq6uh72vP3TnZw+Ex17aYWdnrYmdh6qU1+4+awIqlURne5vy2lAgOoT+cEI4ol5cMCOdqRlxAOTbo3jNNTG8nfN98EQXLlzYpwh7d8zvQ2fx1DRD2AWT33n9FR5YNjnsJfdAUG9x0WZ3E6WRAgrCfvWrX3HKKaf0eO3RDYV4ZQpvXZxLnKFnQKuWYFlGFOeNjAleOqgP2FxutnkymQtHGHxmMiVJYs+ePYr/9/EobrdT3GFHF0SD0onC3Xffza5duyjrsJPfJstfLc3wP0ZHt5Sc0eHGDURqJMqNDhotzrA1bASK3bt3U1VVxe7du5XXvNnQyYl69KFcC915ojlTYfnKoGWlvKj08JczonsLhj/++ONccMEFIe33x8KIKA2T55/KZf96hbZuF0NytJ6fTJcbRDusTj7Mqx7QcWJ0as7OjuGGcfHk9EGt+KzcqCyy+8Lvfvc7qqqq+t1uIJAkiSlJEdw4IZ5sD6/102NG7N30Vb+uNgV0jwSqpnCi8fTTT7N06dI+twmZn30crE43X1R0sudwNVabHMDnZiZiiJVpH0OB6BCCwaDcUbGxXQ0DXvsvAJVK4i8/maQ8Nx5zzqK+Jgz6dgF0zr/66qt88cUXAe1uRJSWLB9BWXKEOvgsTiDHGzuZBVfeTNRgakT5gTcbGmhZ/tZbb2X+/PnK74dr2vnSo1GYEqPnxgU9s6EJehXXjI1nZhg6M4/HjgYLFqcgI0rD6Fj/2dxdu3ZxwQUXUN5h7yHn4nQLNlV1AvIC48dYCPSF2NhYklKGscEzxgXDDX3y2Jw+RMvNTsFX1SZezm/j2cOtVAep8TgQHDlyhKlTp3LkiKz5aXW5OdQiPwRnhvoQ9OqGJqbBJXeDOvTseoUnEPV1r1988cWKteX/L1BJElmREk67jeL2ntnI608eqfz8yrbysCxKUg0yXejS3FhSjuOtJunVmJyCT8uN/ep5SpKETndiqCNxOjWXj45lio95vKLT0cshrTucTifLli0LyhzjROLWW2/lgw8+6HObkPnZx2FTtYljTZ0cKpIblNRqifnTshSqRmdHu7LtUCA6hP4wKE/e7jZtra2tPd6bkZXA5XPkRpZOdPztSBjKtHH9Nyy9+eabbNy4MeBd+sqKLkzznXUbKNLGT2XR9bcTE6IVZKgQQiiyTYF2Tu7evZujR7sE65/Y1FUK+vniXCK7fYfx8TquHxfeUrwXJoebXQ3eRpzAnKUarS7eKurSFtxeb6EthAalE4Uvv/ySy2/6Ba02N8kRaub0Qwlx9OGeE69Tcf7ImEHhsvpDTEwMixcvVoTKDzXbcLjlwC85VJpJ+hi5M/7KP4AheAH07ugrEP3ggw/Iz8/3+TmHW/TrVCSEwOpD2WCwsW3Nv/n7GRN6BVST0+OYO1JWKylu6OS74vA4dgGMitVxw/h4lmdFKzz3nFgtURqJik6HoiPsD88//zy//OUvwzae/nC01e6T2wrwTbXJb+DsdDqJj48/YUFzsMjIyGDWrFl9brOnSZ4zg+Znd0NRu42DzVa27ilXztX08SOIidJTY3bSZnPR2S0BNRSIDqE/nPBAFOSuukSPQPva9gS2Fg3QFSkAd6UNGzYE5ZSSE6NlWDcR+fQoDWMGyWu+vrmV0j3fo3EFxqkKF2rNTjrsbmK0KjKiAgsMbrvtNoUjerCqnY0eyY7UWD1XzJUXGBqVxJmZcik+pPJrAPi+zozDDaNjdWT0QymYMmUKjzzyCBaXG5NT8FZROyXtdrZ7yvpLg2xQOlEor23gwCE5m7gsM7pfDVBfGVGAaUl6bhgf3+95CjcyMzN56qmnyMzMRAjRo0kpZOgj4YZ/QHL6gMZmtLtotbnRqSSfC6Ubb7yRzz//3OdnhYAXj7TydnE739eZFQF3q9PN/mYrn5Ubee5wKyUdJ/Z+Brjy/BVc9MfHqOp09LLfvGHBSOXn1d+Xh/W4KkliWlIEN01M4NQ0A043/MSjfbqt3kJpP+fiRCg6CCHYUW/m02NG/MnxNttc7G/2LecUERHBu+++y6mnnjqIowwdb731Fu+8847f9xssTio7naHxsz2wON18WdFJQVkTtY1yT0ZstJ4Z40co2xxttWE0DmVEhxA4BkU/p3sg2tzc3Ov9hCgdvztzHL/9WH7I/unjQ3z5y4XoNSFmBAOUcAoGkiQxb1gknx2Ty6KBZt1CQeHhg6z62fn8bN5hSB4cy0KAcqOdzGit0lzTVZbXBfzd3n//fQwGmQf0+KZC5fXbThtNhEcrdnwQ+wsFrTaXwnNaNKJ/KZqbbrqJGTNmYPJofpqcgvdK5RX7pAS9z4zYjw0hBPGnnseN089mcmJgYzze8t6gkVieFe23uWmwYbVaqaqqIiMjg1q7ihabixitauALujDINFX0wQ8FqK6u9mtNqFNLzEyJYHONmXJjV+axyuSkyiTPF4l69YD1GUPBjKmTWR6RQZXJSXmHg/HdxrB0Yirp8ZFUt1n4Or+BsiYTOcnh5UXr1BILhhtwugUalcQpaQa21pr57JiRG8bFE+uj6nPrrbeGdQz+YHUJVJLEzOQI2mwuWu0u2m0yl7o7ttaamZjQm8PsdDqxWq1ERQ3es2Ag+PLLLxFqDXOXX8DImN42oV7JppD52UCLzcWMeC2rDlUqr506ayTTh0Vicbop7XBwpNVGe/tQIDqEwDFozUreSdxXRhTg4rkjma2Vg9SyZjPPby4J/YCKzWe3jKixFQp2Kb8++OCDXH311UHtdkKCnjiditxYbdDd1IFCCEHSuKn8+uPtTByT2/8HBoDCNjuvFrRRZ5YbV/I9HaPBPDAzMjJITExkb0UrX+fLgf+IuAgundPVGT3Yk/TWWjNu5Ak1EBmo22+/nVNOOaWXRA/IAcmGyk5KO+x+M4o/BvLb7JQbHUSoJZYE2PXeffyj43Qe2ZrwB0PVJgdHW2398gyPHDnCmDFjOHLkCHs8C4cZyRH/FdnnvsryID889Xr/525mciSRfswnABYMj+z3ezZZnKyv7CTPj+JDKNi5cyeNu2XJr+LjspAatYprTuqyun11W3nYjns8vA2dJ6dGkhOjxeLhi7p8XDM2W//XUjgQqVExZ1gkyzKjuXR0HDdPTORX0xLJjNIwMUHH7JQIZqdEkB6lpbCtdwZ39+7dxMTEcOjQoUEfa39wCUGDxcnBZitfVXXyVlE7M+9+nEl3PExRu73XHGx1ujnc6uFnD6AikR6l5dMdZXRY5Ptn6qhkMofHMylBzyW5cdw6KYFx8XoaW9oAubHLS80ZwhD8YdC6M7wXnz8XHpVK4m8Z1ag969FnvymmoM6//FIPuN1QvA8aKsBm6SrNt9bLweeaB+Gxn0JTV3foyJEjmTChD2cWX2P0ZEUHU/7G4hRoIgxk5IwmKmJwMyjxejUNFhevFrTxSbkRo8NNrFYVlM/wW2+9xUMPPcTj3bihty0ZE3o2O0jUm50cabWhluQGo0Cwf/9+CgoKsByfMkTuLs9rsvJuSQeflBv/K4JRm8vNV1Um8ta+w19OG4chwCYqp1ugVcHyrGguyokhahCar4QQbKw08Um5kf3Nvnl2RocLIQRjxozhm2++ISVrFMXtdtSSLKD934D+AtFLL72Ur7/+2u/ndWqJeX7UNQLNhrbZ3extsvYKGAeCV155hdUPy7JTpR32XgHe5XMyifBcF+/vqcJoHdzmNUmSODc7hmitiiqT06de5+mnn84NN9wwqOPwhyarm0qTkyOtdnY3WtnbZMXidNNqc1FutPfgXefm5vLmm2/2K75/qMU6KA5yR1psfH7MyOr8Vh7b38x/8tv4vKKTXY1WKjodnoyv7/6Ggy0yPzs7WkuyD4vYQLGzrIV3d8sKBzF6DafMkBc23ibKWJ2aU9IMtHqe+/Hx8f+V2eMh/Hdh0Kxt4uLiaGlp6dE1fzwmpCdwc8UBnnNNx+ES/Pb9/Xxw68lo+isbqFRw7DBsfV/+PdKz4rJbYM0Dno0kmNwlM3TFFVeE9D1mJIdO6g4ERocbl8PB50/8lZN+fj3z5s0btGMl6OXzKkDJhjqF4KMyIwaNCoNGYmSsrs8ycGlpKbvKmtjfKmefMxIiuXhW71Lp2mNGEvVqZqZEhFWy6dsaWSh7RnJEYB7lyKW/cePGceo9vjnCEWqJJelRTEkMjzXnQLG11kyn083UqVOZfc9vEUIENK6kCA03jk8YFNMDLw612KizOInWqpjoJ9g62mqnzuzkzMwoFi9ezDfVJsDJ+Hj9oATHwaI/fqjb7aatrQ2bzXeg7cXM5EhFuaE7AsmGAkp2MJw6tE899RQ2m41Xy2102N3Ump2M6NagFm/QceHMDN7aUUGnzckHe6q4/jili3DDoFVx3sgY3ipqZ0eDhcxoLaO70TP+8Ic/9FBaOZFI1Ku5aFQMFUYHFZ0O6i0uD8XCybZ6CyoJRhg0ZEVryYqO45LLr+jXiajR4mJztZmLc2PD2qiZHq1hR4OZeovvIPfZa5Zx5U2/IHb6yl7vTU7U4xZiQFrUVoeL3314QPn912eOpd7j4hSn7XlOmjtkikp/ToZDGAIMYiCamJhIWVkZJpMJp9Pp23YsMY07NJtYr5tEiUXL/qp2/vN9GTctDKBEvehSyN8BjZW+hexHToK4LltHq9VKdXU1OTk5QenA+QsAXG5Bh8ONELIIfqgwOd2oNBoKtm+h5vxlIe8nEMT7CNzMTkGhR+olPUrjN8vjxR//+EeufmkHeLpu71gyBt1xTi8tVheHWmxoVQNsTDkOx4x2So2yGPrJwwO3KXzrrbcwGAy819A72zkxQc/p6VH/FQESQJ3ZyZ5GWYj+Z0tPIvW8wBsjRg9SM50Xdpdgi6cDelGawae7E8iB/ZFWGwUV1bRv/ZiIk89DE58yoJJgOKHwQ6N880NVKhUbNmzodz86tVwx2dwtyxcMN9TbMNNHhT9oaDQaNBoNo2Pl5rDiDnuPQNQlBNedNJK3dlQA8NbOCq47eeSgL8Ayo7UsGmFgc42ZtceM3DA+XllILl8emiFBOKBTS4yJ0ysUFqvTTaXJQYXRQWWnk3qLUwlMP/xuDw0l+Zx90aVkRct0rfQorc/7oNPp5s2iNs7NjmFsfHgqXXE6NVePjeeLis5eXf9CCHJmnsSiSaN8fjZSo2Je6sCsXR/fWEhpo5wImJYZz7kzMlmV30asVoW6dB/sXg/j52FKn4DVLt9jqampAzrmEP5vYNCevt3F4/2JiZM0ggjJxcPDixVt0Uc3FFLa2Nn/ATRaOP8O2WfaF6Ys7PHrl19+yejRo302T4WCgjY7Lx5p5dsgrOx8wehwI0kSz23YPugC2n25aGREabg0N7ZfEvuO0mZF+iU7ycAFM3t3L+/zdJ1O8EH4DxVCCOWBPy810q/NoS+MHDmSYcOG9eCIxmpVXDIqlp+MHJwSts3l5kCzNSjumxCCDZWdCOQAXm1uY/PmzYpd44+NnQ0WjA43qZF96+lGeB7MVbV1PPbwQzQ21JOoV5M6CM5goaCyU5bvyhqAjqIXM5Mjieym/xtoNhRQJKDCmRH9y1/+wqOPPkquR1e3xLPIdHuEzDdVmRg3PIbZ2XKmqrC+kz3HfPP4w415wyLJjdVidQk+KTMq3/+dd96huLj4hIyhP0RoVIyJ03N6RjTXj4/nzimJXDwqlrnDIqne8RWfPvx7JVv6TkkHTxxo5vXCNr6tMVHWYcferR3f4YYPy4zsbLCEjQOrVUnMSong+ClLkiTu/fs/Ofv008JynOORV9HKqq2yf7xOreKRi6di9MyncXoVjJoGdWXwydM0PXij8rlATWSG8H8bgxaIjhjRJedQV+dHtD5J3maWpUgRQrc53dzzwQHcgXD10kfDAh/Bm1oDE0/q8dKCBQv46quvwkacjvOUudttA9MKDMTeM1zQqiRifBxHDkLjAgoaf/dml1XmHUvGoD2+s9QtOOgRLZ8eRj5gYbudWrOTKI3Ur57m8Xj77bd59PHHla7y2SkR/HRCArmDmEHcUmtmXUUnG6t8L1TsLtHr4bSv2UqNWS57n5pm4LvvvuO0007r0YH6Y8HocLGjQV4InJ4e3WcGLcKzSEgbO5k/bS4ibexkWmwuHt3fzAuHW3ivpD1g+8fBQH/80KamJjQaDZ999lm/+/JmRSH4TnlvzBLEmqpf2O12HA4HWTFaNJLsnJbfauPVgja+rOxU5pkr52Upn3lzR4XPJqJwQ5IkVmTHEKtVUWN2srnGhNvt5sorr/yvFYmP0KgYHadjSXoU7z7yZ6qqKpTAdLhBgwCqTU5+6BaYHi//9HW1ifWV/vVJA4UQgl0NFt4sbMfh7vnwdljMJLdXYreH/76yOlz85r39inveXUvHMCY1hjbPsy9Op5btd+fIme0mU9f3T0lJCft4hvC/h0GLfoYPH678XFtb63uj+GFyRrOtkbuXjCI7UZ7Qd5W3sjrQjs7Fl0FKZs/XxsyCyJ6SESkpKSxZsqSH/ehA4C0rtQdJSrcfJ2DnDUT/ceu1YZUxsTjdPhtv4vU9/+SZ0XIQ6q/M2h3bSpooM8lZrZwkA+dNH9Frm8J2OxanYFikuk8/6mDgFoJvPdnQk4f7Lwn7w5EjR9ixcxcpEWquHRvHGRnRQe8jGFSbHEp53V9zTmWno4eloMnhVjK+Z6RHoVerOOOMMyguLv6v4FltqZF1W8fG6frNJEb4ObcCPAYCGrJ/JMkso8NFi82FTiWR6uf6NBgMPPPMM0yZMiWgfXqzoicHkQ2F8HNEKzsdXPqr+zhj5Z3sabQoVYOPy40Kr9CrjXz2lDTiIuW/waf7a/imwj+XP5yI1Kg4LycGFbCr0UpRhwOTycR1110HyMFWsHPqiYIkScRHGZTA9Ppx8dw5tStjmuYJTK0+REr3NVt5r6QDmyu0xIXV6eajMiNfVZtwA3NSIrhoVBevVld1hLlTJ1FWVhbit/OPxzcVUuItyWfEcdOpcvnf+3dSKF8zzwCNjiZzF21gKBAdQiA4IYFoj4zo/s2w43M48gPUlkB0AiCI/PwZ/mn9VNnsoS/zA+ui12jh/Nt7luiPK8uDrAH3+OOPc+DAgV7vhYIojYRGAotLBDW55LfJ2YndjRZMDrcSiJ5+1tmKT7DF6e4VsAaLr6tNPLq/WbFU9CKhG080K1rLJaMCC0JBVjbw4s4zxvpsKvPqe05PCl+T18FmGy02F/E6VUhZ1r/+9a+8+eabXD8+vgdfbjDgdAu+qJCpJfNSI/0GOyanm12NVjbXmBFC8E2NCZtLkBOjZVy8nKmNjo4mNzcXtfrEOm4djzqzk4MtNlQSnJbev4KENxBtLC/mueuW01guXzcSsDwzmsXpP54OY6VRLstnRGn8BoAGg4Fbbrml3+5oL3RqiTMzo/02b/mDUynNB/Uxv4jWqthc2cGmKhOba8x0+PB5T/F0TEdo1Vw0U24ydLnFgP3ng0F6lJbFnutoXUUnVkmrJAi211vY3+RbUP7Hxj333NPLFCVC3ZUxvW5cPJfl+m+6KjM6eKOwPehAu87s5JWCNgrb7ehVEhfkxHB6RjSjYrUkRaiRgMtPm8e3335LdnZ2v/vzwuJ0K82f/rC3opVVW7pK8v+6ZJoy77fZ5O8Rp/M8BwwxMHURjeaurGxSUlIQ33QI/1dxQjiiPTKiKZmwfjW8+zC8fC8YPZzNw99zkvsYK9UHAbA73dz59l5szgBu2vQxsOB8+We9Acb2tjlTq9X8/e9/Z8+ePaF+pR6QJEkRZ263Bx6Ijo/X02x1sanKxDOHWijzSLdknXExxklLeOJAM68VttFPY2a/aLK6EECstmcQ4+WJZkdruSQ3NuAgdG9FK98Xy3+rVIOKhSN7ByQtVhcVnQ60KpgUonPH8UG9wy34rk7OFJ6aZujXXcgftCoprFw8f/ih3kyT1UWCXsWCPhqqzB5+1Y4GCx+XGznUIktSLcvsKnuXlZVxxx13+Ke2nAAIIfi6Wn5YzUqOCKgj36uSoNHpSc0dh0anR6+SuCw3lmmhesyHCUpZvo+sbkdHB59++qlfDWRfGB+vD1of1VuwCNd1maBX89A5M9m86hGf7+tUUlfQAFw5r6uStO1ILSbHictEzkmJYEycjuqyYs449wJKysopabfzba2ZeovzhI0jGKjV6j4bXYUQbKv3rwlr0EjE6dUcMwbG+RZCsLfJwuuFbbTZZW729ePjGedpfpIkiVnJEUxK1JOdksDChQsDrvi12Vy8XtiuNKr6gsnm5Jfv7FOu0zvPGMPY1C5qm/e516P3YN45VHd0nYPuFL0hDMEfTnxGdEQuLL7c7+d+k1bHOM/Fnl9n5JH1BYEdcNFlkJwBE+aD1hMECQHVRVC4G0mSaG5uDqteXbxnUg9mhatTS4z3ZLwEXW44h8ur+GHb91hdgrMyoxVB6FAghKDZKo8pObJn4JCgVzMyRsvFubH9ypB0x3PdDAeOfPA4+/bm9domHE1KW2vNiuMTQF6j3CAzLFIddMbJi9WrVzN27NiQPhsMGi0yVwxgeWZMn+fX1C1bVeCR0hoXrye2W6BgNBrZvHkzRmOA+rqDgKJ2OxWdsrB+X4F1d2hV8sSSMCKTi/70BNkjs7l6bBwjY8PDybU63azOb2VvU/BNIP3xQ0FeAJx33nmD3kDj9JbmwzgLP/rIv7jrqgt7NbOAXJbvnokePSxG8Z9vM1r59HD4nOn6gyRJnJMVTSQuOoxGvqm18Okx+Tpv8CNP9GPjgQce4K677vL7frlHAgrk7H9qpJqZyRGsyI7m5okJ3D5ZLuNPDaCqY3O5+exYJ+srTbiELFd3zdj4XgvByYkRLBhuYO3atbz88ssBfY9as4PXCttosbl8mnx48ZfPDlPeLCcBpmXGc/PCnh35bUppvtvFlppNFV3zRGbmcbS5IQzBBwatjbV7RrSmpqbnm6dcAEV7oDK/1+ciJp/EE+Omc94z32N3uVm1tYzF44axYHRyr217QKuTS/SObrIWVQVy1jV+mMwbDXNGLE6vBqMjqIwowJSkCA609JTfOLjpU9Y9/mc+KWwkO2ZgD+wOhxu7W2DQSL26y7M8Gn7BBKEFdcYenvKfvvkEY3J7ag+Gq0nJ5hJ8Um7E7HQzKUGvBHYDsVidOHEi11xzTchjCgRuIZfk3UL+/v3xKM0+xPWPtNoo7bCTG6tjbLyOiZOnhI1KEgpcbpkyAHBKmkFpQuoPkiQRoZEwWuxE29q5clYO8WHsmM9rslJvcVHYZmdGcuCNa4HwQwEmTZpEfX19D6viwUC4M6LQpZc8tsPO+6UddKeJ+3Ihu3JeFjvLWwB4b3clV0w/cV3OERoVP186h+is92gCpXvL6HBztNXKhIT/DrkvkBf3nZ2dREf7b9SrNjlZmGYgPUpDmsG3rFMgaLA4+bjMSIvNJRtUZMYw0U+FSaeW0KnVbNmyhYMHD7JyZW8N0e4oabfzcXkH3nWwxSl86hSvO1irCNdH6dQ8edn0HlQsu0tgdgrUUu9G2wrRdU9mZAzcjncI//sYtIxod/2wioqK446qhgvuBJ2PiWbiSUxIi+W3Z41TXvr1u/tpMwfQDZgxFnK6NRikj5U5qG0NUFfGX//617BmRL1lrnZbcCv4jCiNIi7vxbQzL+Tej74LiIPXH5o8GQVfDhpRWlVQQSjA85u7MkM3Lcxl6uSJREb2DADC1aTkpcZurDLxZlE7VpcgK1pLzgCkdubNm8d9990X8ucDQV5jV8f74vT+M4dmP5kIq0tQ1G6nw+4eMD1joMhrstJqc5OoVzMjyJJ6hFqFvr6IuxZOoDT/cNjG5HQLdnssMb3d6v7QaHH2cLjx8kPT++CHgqzFOWzYMHS6wdVlDTdH1Gq18u6771JXV8eoWB0/ye6pEDIssjet4qzJw4k3yPfWvtImGox9i/iHCw63YH+zlc9KWn12k39a3snhlv8ermhrayuxsbF88MEHfrc5Jc3AycMNZMfoQg5CDzRbea1AzlamRKi5fly83yC0Ox5++GG++OKLPrfZ32Tl/dKuIBTw2VxV02bh3g8PKr//+SeTGJnc87nkrQLG6dS9gtjyxjZA1uPtXhkdwhD8YdAC0YiICKXbt7KysvcGicPhrONWb8kZMEyWFblxQQ4LRstE57oOK795/0DwWmwqFYyfK/98dDs5OTlB23z2hbgQOKIgZ4ymJvZ8sEclJHHFSVMxaAfemNJklR+4yQMQ2veiotnMp/vljHaCQcsVczN54IEH+Oijj3psF64mpe4yMo0eeoFBI1FudPSw2wsGnZ2dbN++HYslfJ7e3dFudyl6sssyogJykjL5CUTHxOn46YR45gyLpLamhszMTLZs2RLW8QYCi9PN9x5u7mnphqCzdguGR/LTU6eydu1acnMDMKgIEIdabJidgtRINdn9LE4cbsG/j7TyTbUJi9MdUFke4ODBg9xwww20tLSEbdy+oAjah2nF0dDQwGWXXaZk0ccn6Dkrs0s9JMXHwjRCq+ZiT9OS2y1Yvf1YWMbSF+rMTl443MIXFZ28/dRD/Osnc3ptI4DPjnWyu2Fw7tlgERERwZo1azjppJP63zgEONyCdceMrKvoxClgSqKea8fFkzQAO04vhBBsrTXxhUej+Hh0XxS73IJfvbuPdo+X/DlT0nw657XZj2tU6oaqarnxLSUlxbeRzRCGcBwGVbzS28HX0NDg2y5vxukwvpulZTftT5VK4pFLpimr9Y1H6vnP9+XBD2L8fPn/o9u55ppr+O1vfxv8PvwgLgSOqBeTE/V0f/yMUNn491/vYd++fQMeV5OXHxqGQPTl70qV8t4NC3Iw6DTs2rWrB3+ue5NSIKv3vuBLciq/zc47JR08fqCZT8o6gvaDP3ToECeddBIlJSX9bxwkhBCsr+jE4YZx8bqAXVSOL83HalVcmBPDRaNilSa4mJgYbrzxxh+F8P99nRmrS5AdrWV0CNzOSYkRxMfHc8455xAXFxeWMbmFYKcnMJmXauh3wZMaKcvp7Giw8MKRVvLb5DkoVqei2epU/h1/PXV2dlJYWIjbPTCN4P7QJd8Unv1lZGTQ1tbG4sWLldemJ0eweIScoU/xkREFuKKbpuiHe6rCJr7uD8MNGq4ZG8+0JD2TF5/NWbf9odc2qZ6xbqo2saXGNOhj6g8Gg4HLL7+c9PTeBh4DRbPVyWsFbRxosaGR4OysaM7J7ptj3h1CCKZPn86aNWt6vecSgnUVnXxf5z+g7z4XvfBtCdtL5QVYWlwED1wwxed95tXPPt4kxWazKQu4obL8EALFoAaiY8aMAeQbxWdWVJLg3FshyvOgmnhyj7fT4iJ57NJpyu8PrjvK3oogXUBGToKIKGisxFFbTmFhYb8e0oHCmxFtCzIjChCjU5MTKwfZWhWcNSqRDRs2+NdcDQJKIDpAXl6rya7whCK1aq49SV5YfPTRR/zmN79RtuvepDRQX/m+VKvGxulYFkIj15QpMtdy9OjRAxqbLxxutVFqlJt5lmZE9/8B5PvB7KmPScgdxD+dkNAriI2NjeUvf/nLoIy7L7RYXeQ1yn/TJQOQWmpsbOTZZ5/176wWJIra7bTYXMTpVErDX19Qd/OSt7mEUoL87Fgnq462sepoG5trzL0oECeddBLff/89ycn98NIHiC6Lz/BEoiqViri4uF6UgvmpBs7MjPLbQJibEs0Mj9NSfZuF7aXhcZ/rC/F6NcuzYvjbJYu59sorev0NBHJAJgHb6i1hEYQfCA4cOMDbb78d9v0eabXxakE7jVYXiXo1146LD6iZqTucTifLli3zKTfWYHaiU0vkxmpJ1Kt9PvC9DUvbS5t5dIPcHCxJ8Phl04kz+K4e+GxUomc/SE5Ozz6CIQzBHwY1EO1+IZaXl/veKCoOzrtNdllK7a2BtmR8Kjcvkrv1nG7BbW/tDYwv6oVGC2NnA7Bv7buMGzeOI0eOBP75PmDQSGhVnodcH92H/uAtz58y3MCwmEiOHDkyYN9lIYRSmk8ZYEb0je3HsHgkXS6bk0m8offDP9xOSr4cXnQqucP2vJExRIZgQxMVFcWUKVPCZmbghdnh5iuPc9KS9KiA3bGsLoEbSDNouG5cPKf7EdgXQrBr1y7q6+sHNM46s5Pt9WafD3JferXf1Mii2VOT9H029fSHqqoqfvWrX1FVVRXyPrwQQrDD07g2Z1jgwvHpfejGDo/UcG52TNCyS+GCK8wc0R9++IGrrrqKzs7eFsn9NXVdN7+b09IuH0mDQcJ3G79kRFspN09MYEZyhHIumqwuJiXouXBUDBpJXux+Um4MuhoSLqxdu7bPjvlg4XQL1ld28mm5EbtbMCFex3Xj4hgWQvJAq9Xy8MMP+6QNpEVpWZoRzSW5cdw0MUHZv77bRWd2ChqMVm5fs1epft2+ZAzzR/nXAPXS0eJ0PZ8x3RNOQx3zQwgUgxqIdl+h9en4MHY2XPxrv13tdy8bxyzPir26zcLd7+0PrlQzQS7PT7LV8vXXXyuZ2oFCkqSQeaIAo+N0jIzRMqefpotg0G5343DLgvuhBG1eWB0uXv2hHACVBCtP6VpUPPzww8yaJWu1httJ6XhvgBEGDTeMj2fKALinQgjuvfdefvjhhx6v15udvFfSrggzB4tN1SYsnvL1lCAoCXa3YGlGFNeMjVMydv4wf/58Pv7445DGB/IDb+0xI5trzOxu7N38sa/ZqjT/ABwz2ilqt6NVwcK0gTXOzZgxA5vNxowZMwa0H4Aqk5Mas5MIdW9+dV8YEeX7/MZqVVyUG+NzAfDSSy/1K8T9Xa2Z/c3WARlPhJsjarFYqKmpCanJ6sxJaUR45rJNh+sx20+Mluedd97Jm2++SZxOzZmZsszRzOQIJKDZ5mJMnJ7LRsehV0sUtNkH5E40EPz+978Pm2tRu93FG4Xt7G2yytrBGVH8ZGRMyJJ39fX1FBQU9PtMrDU7qLPI99DNExKY7JmzOu1O7lizl0ZPo9opo5O58/S+n5HeOfP40nx3+lOghhBDGMKPnxH1Im2U37e0ahVPXzGDBE+ZYNPRBv7tcXsICLkzQKPD0FTOaTOnEB0dWAk1EAyEJ6pRSVw0KlbJyNx8881cdNFFAxpPFz90YEHhh3nVNHXKmeflU9LITOzqBJ83b55iyRduJyWvtqKEnCm+emxcQCLqfUGSJNauXdtjknQLwZeVnZR0OHoEYoGiuN3OkVaZ07U8q2/v9eMRp1MzK6X/rJ4kSezdu5dLLrkk6PF5saVWFtj31/ludwk2VZnYVidnTL/yiNfPTzUEnOE9EfBmQ2elRATVkZzuIxDVqSQuzo0lxk9j4Jw5c/pUWbC63GyrM/NlReeAPNq9n9WEKSO7ZMkSvvnmm5AC0UidmtMmyEonVoeLLw+dGBOFw4cP9zjXsTo1yzKjuWViAjpPgJ4ZreXK0XFEaSSOdTp4q6i9hw7vicLxSiGhQiNJGB0yxeSasfHMTIkc0Nz52muvMXv27H63887VUxL1GLQqVmTHcG52NO/+UKbwQlNj9Txx+fQ+F0eyDas3I9pzjigqKlJ+DlfCZwj/+/jvyIgGgBHxkTx22XTl94e+zGdrUYDcM50eRstZmTefeIj3339/QGPpjoFkRIEehPTly5eHIRD1dMz7aUwIBG634KXvugL944WMFy1axB133BHWJiUvXELmHV09No5T0gxhK5sePHiQq6++Wvl9b5OVWrOTGK2KU9P6lls6PtNgc7nZUCmXP09NM/TKCoQTU6dOJTExMaTPVnY62NlgQQJWZEf7bH6we2pxW2rNrClup8HiIlarYm4YsvRFRUWcccYZPR5OoaDJ4qS4w45GgllB6IYCxGjVxHYLqCXgvJExfZZAp02b1mcZtqzDgRs5yB1I1aGLIxryLnpgoM1V18ztKs97ueGDDb1e7zMxEKNT97ivUj0NTvE6FfUWF28UtYVcyQgFV111FW+88UZY9hWlVXFpbhw3jIvvtyISCK6//nq++uqrPoNZq8vNEY9RyPRuC9KGhg4+3SXLK6pVEs9cOZPk6L7ncotLYHcL9CpJsfP1ovu9fqK57UP4/xcnpGseID+/t3h9sDht3DDuWCJf3G4Bt721lwqP80O/8JTnP1u3jk2bNg14LF4MJCN6PM4//3yuvPLKAe0jHB3z3xY2UtooZ8bm5SQyNSMegL1NFjodbsxmM1u2bOG7Mpm7GI4mJS8mxOu5YXx8n9y+gcJod/FtjXzdnJHhv4kD5KDzeNu+bz0+3sMjNWGlVfjCv/71L9atWxf05+wuwecep5r5qZGM8HM+u5eWKzvlRcyIKA1Gu3vAncoajSYsEi47PJ3yU5IiMISQpe2eFV2aEUVuXN8Zw4KCgl40ju4o9tgijulnP/2hS0c0PJHo7bffzvz580P+/EmjEkmKlYOUHaXN1LQNrnRSWVkZF154IaWlgVW34vVqrh4bz7BINa02N28UttN4guxADQZDWDnmqQZNwAYR/SElJYW5c+f2uc2RFhsOtyxd5pWEKm8ycefbe5Vt7jlrHHNG9r/oNTvdRGtUxOtVvYJfb/+FSqUaKs0PIWAMaiAaGRmpCNoWFxeHRYLjrjPGcvr4YQC0Wxzc9PruwPhMYy0SXooAAQAASURBVGeDSs3bZ4/nhUcfHvA4vBhoRrQ7Ojs72bRpk89mg0ARjtL8f77vyl7f2I0b2mBx8XJ+Kz8UlLNo0SLWf78DCE+TkhenpBlC5kr1hZUrV3LzzTcDsli+3S0YE6dTfJv9wWh3s7XWrJTvqzod5DVZUSGX5Ae70WXDhg0cOnQo6M9trjHRZneTEqHu05rTlzZrfpudfx9t5YUjrWyo7AyZB5mTk8OaNWsG1D1rtLs43GpDgpCztN4gfE5KBDNT+t/Hiy++6Nehxi0EJR1yIDo6yED0QLOVPY0WWj2ZPMVZSSVn3VttLg63hM47veyyy7j77rtD+izIVJClk2VnJQF8tLc65H0FAqvVitlsDmqhEq1VceWYODKjNXQ63bxR1E5Vp2/vdmsYuaSrVq3i4osvDtv+wom//OUvbN261e/7sme9XJb30nOMVgc/fW03HZ4K2rKJqfzsVP/0uO5IjtBw25RErhsX3+s43kVFZmYmWu3gJROG8L+FQSeBTZ48GZB9sxsaBu5lrFJJPH75dEalyI0U+XXGwMTuI6Nl1yXhhsJdAx6HF3Eeh6RwlIlKS0tZunQpBw8e7H9jH5A95gcmZl/cYGRrURMAmYmRnDGhyyHLoJGwOAXbHQk8vG4HaVPmhq1JabCxcOFCFi5cSFG7jcJ2OzqVxNKM/ptxjB4u2qYqE/uarHzhKcnPS40cUEd5oNi4cWPQ2rdlHXY5WJZgRXZMn3JXtj66kLUqialJwXEyu8PlctHR0YHLFfq9sbvRilvIGq2hcoXTozSMjtMF7Fr2pz/9iQ0bNvh8r9rkxOoSJOhVQYuNp0Zq2Fhl4sUjrbxwuIVmz6Lx62oTTx9q4cUjrRS02QM6301WJ1trTRS0dUnRLVy4cMDB0vXzujqd3x9kTdEJEybw5ZdfkpWV1f/G3RChVnFZbhxj4nTYXIK3i9uVLLUX1SYHW2sDrJb1A7PZTHt7e1j2FW643W4+/vhjCgsL/W5TY3bSaHVh0EiMjdPhdgt++c5+ihvkuWzMsGgevXRa0DzV4xfhdXV1WK1ywDt+/Pggv8kQ/i9j0APR7k5G4SjPA8RGaPn3NbOJ1ssPgs8P1PLCtwGUd8bPY39dO6OXX9rnjRsM4j0Z0Y4wlDLHjx9PcXExc+b0dhoJBOHomF/dzTTgupNG9iCte33r1VotruGj0Oj02F2CDVUmdtSbKWizYQwDRWEwcN1113HJ5VeysVKmHJyaZlCE4/uCsVtTxJeVnTR7Gn/6yjL+mLA63ayrkB8wpww39BssO3xk3yRg/rBIrh8gh23//v3ExcWxf//+kD5vdbmVBov+7Dz7Qmqkhp8EIdMUHx/vV4zbG/CEIvKfatAwyqMd3GZ3K4uAapMTs1MgAQv74St70WBx8X2dhaOtXYHoF198QUFBQdDj6o7xqTGMHB4LQFmTibyKtgHtry9YLJaQea0alcQFOTFMTdTjFPBBaQeHPDJyQgi+qTZxuMUWFrmnjz76iPj4eIxG44D3FW6oVCr27t3bp8e8Nxs6NSkCtUriiU2FbDoq06piIzSsunY2MREDz152NzkZO3bsgPc3hP87OKGB6NGjR8O239HDonm8W/PSw+vzWX+4n07P8XMZERPJebnJ6H2anQWPCLWETiVhcwtsLoHN8/D8tNwYdGCq0+nIzc0NmVM30LJ8u9nBh3lyOc6gU3PJ7J46cIZuwe22t1ex66PXabO72dtk5ZsaM7saLEGLzZ8oNDc389KXWxVu56yUwOgERh/duWanm01VJo4Z7YMusn3TTTdxyy23BLz9pmoTRoebEQYN81P7D97sxz2oE/Vqrh4bx+L0qAH/LXNycnj33XdDLs3vb7JicwuyorWkDYAzrFZJQWV1n3vuOV544QWf7ymBaIj80PnD/AeakxP1AZtQeCWMuutB3njjjbzzzjshjas7lk3pcvL6IK+racmXQoBbiJAXn3feeScLFiwI6bMgZ+SWZ0Uzf1gkAlh7rJOdDRaKO+xUeTLXx2dKQ8HChQt59913iYmJGfC+TjQsTreyWJmeFMG6g7U89bUcMKokeObKmb185EPFUKPSEELFoNcWBysQBVg6MZVfLR3LYxsLEQLufHsv7918MlMy/FgKxiSSMn4qj0bpwN4EjAvpuLsbLbRYZfmNOJ2aCLWE3S347JiRik4HDjecnBqaJMezzz6Lw+EISTx5oB3z7+yuUATsL5mVQVxkz4e/QdP1fRrKitAburpdx8bpOHdk4LZ0/cHscBOpkcIiCQXw79fe5I+//TX/2FHDWUFwO40+uL9Wl2Bfs5V9zVaGR2q4NDc2pCaaQHDyySejUgW278I2G4c8NoHnZAf2HbvzEeekRLBwRFTY/oYJCQk9pKeEEAH/PV1uwa7GgWdDQ0FhYSFqde97qNXmotnmQq+WyOjHr94fMqM1jDBoqDH35LWrJZkfHShsnr9b9ybBgoKCsNwvl81M5z9fF+J0uVm7v4Y/nTOBMpOLwjYb5+XEKts1WJy8X9KBQavi+uP4goHghhtuUOwgQ4UkSSxOjyJSI/FNjZmvq03ou12/B5qtjE8YmKJHZmbmf604+2OPPcZbb73F7t27fb5/qMWGS0BOjJaqpk5+/W5XdeL3Z09g4diUsI2lO5d9qDQ/hGBwQgPRw4cPh33/ty8ZTWljJx/vq8HqcLPy1V18/IsFjIj38/CaMJ/KQ3m0rf+IKZNDW42PidPxck1br2xSSUcXaX5iiJNfVVVVwBakTrfokbVqtMhBZEoIGVG3W/DG9grl9+tOHtlrm+4Z0fPv7Wr4mpkcwRkZUWFr3BFCsKa4Ha1K4rycmF7uHcHCLQRRc5dz+1szmJ0SEVS52ejwne1RSTA3JZKThxtC5lAGguuvvz6g7cwON196+KuLRkQFzF+0uwXxOhVnZ8eQFWJw5Q/Nzc189tlnnHvuucQlJLKmuJ2piRFMTdL3CpgaLM4ekkqHW210OuRmK285+0ThiSee8Pl6kSe7lhurC7nTXZIk5qdG8mFZzzLvzOSIoK5zbyDaPSMaGxvrb/OgMCpez9isRI6UNdFhdfLnb8qJHxbfqykxQa/G5hZ0mJ3Um51Bc6Z9OQGFinmpBtSSxKZqUw/ec6nRQYfdFRANxx9efvllpk6dGjJlKlg43LI7XqPFxahYXZ96vrNmzfK7+OjepDRCCze+sktJNFw4M72HSUk40J2CM2XKlLDuewj/2xj00vywYcMUnbg+A1GXE+qC1xqVJImHLp7KnJGy81KD0caNr+yi0+ank378PO796gi3PPUqOH13W/aHOJ2a0/tofBgWqQ7Z5/3Pf/8H/3j4kYC23VZnZu0xI3We7ErTABqVthQ1UtEik/tPHZPMqJTe2n6G43inQggWDo9kaRiDUJD9lxutLowON1FhkDjZ02jFbEhg7IRJLBwRnJmBr9J8ToyWlePjWZweNahBKMiuKf1VEoQQrK/qxOyUy9izA6QdgFwOvnF8QtiDUIBjx45xww03cOzYMbbVm6k2OdneYMZXU/g31Sa+qZb9xIUQ7PRINs0dNjCx73BiIPzQ7hgTpyOp2z2qU0mcFCTn2HpcIFpeXs6VV14Zsl5zk8VJfpuNA81W8pqszBwzTHlvW77MJ0w5rtKiVUmKO8/+5t6uXX1BCMHq1av7NzoJEEXtNn6o992cdKglsIW9Pzz44IN89dVXA9qHL7g9zaX5rTa21Jr4sLSDF4+08Oj+Zl4taGdPo4UoTd/X/qJFi/jlL3/p872KTgctNhda4eZvH+6jweOcNDs7gQcumBL2+8obiMbFxSlqOUMYQiAY9EBUkiQlTV9XV0dHR0fvjUwd8Pxd8Mp9YPbxfj/Qa9S8eM1sspPkyTy/zshtb+Xh9CXfkTicv1x8Bu9eNAtKD3S9Xl0MVYE3ME1N0pMT4/vhHWo29ECzlccPtLCp0hhQp3FOrI5DLTZeKWjjzaI2pQvX6hIUttnY75GLCYTH+Mb2Y8rPV8/P9rlNZLdJsXj7Zv6+cBRjtZawTmgut1C6XU9JMwyYp9hhd7G11ozV2MG+lx+kpDC4hrnupfk4nYoLc2K4NDc26I7pUPHYY4/xk5/8pM9tjrba5W5rlcTZQbo8LRoxeMH0jBkzcDgcjBg3he11cmB5dpbvLn61SmJHg4V3Szo41GKjyeoiRqsK+V4aCGbPns0DDzzQ4zWr001VpwMJBpyhlSSJ+d3oBvNSI3st8vrD8RlRs9lMTU1NyPeiXi3xTbWJdRWdbKwyERUfTVSkHHBX1bVjtTl9LnCnebKkh1ttPqXA/KGlpYWVK1eyd+/e/jfuAxanm0/LjXxQasTk9H38A83WATWSFhcXc/svfx3y549HRaeD/+S38uj+ZlYdbePjciPb6iwUtttptXXNN6emRfX59xRC8MUXX9Da2urz/X1NVlxuN1//UExhvVwtGZlk4N/XzibCj6tYqGhsbKS5uRmASZMm/dcsHofw/wdOiIff9OnTlZ8PHDjQewNDDMQmg9UEm98N6RiJUTpWXz9H4TVuLmjkvk8O+ZyAcheeRXpsJBzdLh9z3SpYFZxEjuQhyut9PFQnhPjwNGhUNFWUcNGE4X0KanshO7vIx6/sdOKdh98v7eDDMiNfVHSiUUn9ZisrW8x8lS9La6XFRSg6rUCPIFYlSUR6mrOuXzidv/z5fp9cuoFgf7OVNrubRL06KP92f/Bqho6O07Hpkw+oqgrcMcbhFlhcAo0kd6D/dEICY+N7l5XDje7X7C9+8Qs++OADv9saHS42VMkPmdPTowbV5SlYSJKEpFbzRWUnbuTyc6afzKvWc0rLjQ4+93T9T/N0+Z5o3HDDDZx88sk9Xis1ym5KmdHasAiRT0zQE6tVYdBIzAlA2/R4eJuVvBzRiRMnsnnz5pBFxGN0aq4YHaeUgSVJIjdTFjd3C0FZVYtPys+wSA1pBg02l+ghJdUfkpKSsFgsnH322SGN1wuVJEt7TUvSE+OnhN1md/NxmZHDLVZaba6QgtLvGmzkNVrCImeVFa1lVkpkn+2yaQYNuf0seCoqKjj77LPZtm1br/dMDjf5bTa27i7ncKUcqCYYtKy+YS6JUQPL6PtCd37ozJkzw77/Ifxv44QEot0vTJ8rYEmCM28ASQW7voDGypCOMyolmhevmYXWkyVYs7OSxzb2znJac6bzyy8P8sOXn8Azt8POdYCA5PSgjherU7PkOC3KjChNyJzGaK2KuNR0LvrVn3q4UvmDSpL6LBNOiNcxNYBgbs3OCrzz65Vzs9B0a4D4ptrEf/JbKfWIeA+L1HDlmDhOmTSau+++m4SEhH73HyjsLsH3dXI2dOGIgdt7FrbZKPJohp43IU3RaQ0UnQ43Y+N0/HRCAqekGcLWxNMXqjodvFrYroieZ2VlMXXqVKCLeuGFEIIvKjqxugSjYrVMTTrx2cO+UFJSwqKzVnCksJhYnYrFI/zTWXwFnN/VmXn6YDPvFrfzbY1JCb4GG7/4xS9YvHhxj9cG2i1/PNQqiTnDIlkQIsf4+IzoQLRavYjXq7k8N1ZZ3I7OSlLeK6tq8duQ582KeqW2AoVer0evH9g1q1erGBevZ3lWDD+flMDK8fHMSYno0VgJUNBu57Njnbx4pJUnD7bwTnE7W2pNFLXb+vStf/vtt+VrQbjZUCVnjMMhCTUtKYIrRsf1GqcXp6YZ+l3wZmVlUV5e3utaBTjYYmX34Rryy2QbbJ1GxaprZ5MTpg75Xsfrpn3tna+GMIRAcUIC0RkzZig/5+Xl+d4oNRtmniELzm94NeRjzR+VxGOXTsd7Dz/9dTGvfl8Ga1+E5+6Cx36G/o372VrRTE1zG3R6yhrRCRAR/E06NVHPqG4l+kkDyOLFaFVo9RHMv/ymgLs0/dkMxulUnBlAmdbudPPubjnw16gkLpvb87glHQ4aLC4lCLtoVKzS7LNz586Qxfd9YXejBZNTMNygYVyQD/zjpWVsLjcbq2TN0EUjDMSEsDiI06m4cFRsSFlGIUSP4KChoQGTSR6P0Wjk0KFDOJ1yYFlQUEBeXh6dDjlz8/UXa1m7Q64cbNy4kbPPPpvW1la+rzXz9Luf8dJLLwFwoNnG6qceo3L3VpZnRVNRUcFdd91FbW0tAB988AF//OMflTH86le/Ys2aNYDMKTzvvPMU3cnXX3+dyy67TNn2xhtv5PHHHwegpqaGU045hT179gCwZs0ali1bpmz7s5/9jL/97W+A3KA0Z84ctmzZQovNSXllNW/cfQNnZ0ajU0vceuut3HPPPYBcTp4zZw4bNmxAI0kUfP8VL9x4Di6HzN3e+Pw/+fCJv1NlcpJmUHP+inNYv349ANu2beP8889XXMieeuop/vKXvyhjWrlypSJKf+TIEe644w7a2toA+Pjjj3nxxReVbZ999ll27twJQHV1Nb/5zW8Uh5h9+/bxxfr1iptSw4HtlJSUAGAymcjLy8NikWkHHR0dNDU19bgG+sK0pIiQXcmO54j+4Q9/YNKkSSHtqzuSIzVclhuHXiWRkhhFbJQ8n1XWt9PU6TvjOSFBh1YFVSanYqjRH15++WV++tOfDni83SFJEimRGk7PiOaOKUn8cmoiK7KiGRWjJVItMSpWS5RGwuoSlBkdbKuz8EGpkacPtfDcoRY+KutgR72ZY0a7suhJSkpi+vTp6D2Vn4MtNt4obA+LpbNLyNqxxyM9SuOX9nX8983OziYqqudzSwjB6m3l7DrUVf159JJpzA7AvjNUdK90DjUqDSFYnJBAdOrUqYoEza5dfbganXYF6A1QtAeKQ+cOnTttBPevmKj8/ue1R1ibsgRcDuhoQnLY2H3TYi6a2C0DGmQ21AtJkjgrKxq9WkIF/VpG9gWDRkICyguP8tHHnwT0mZExOo5fVEvAT0bGBOT/vuloPU2d8kP2zMnDGRbT9WBssbposbmIUEuKX3f37M1tt93mt8M4WFicbsVTfPGI/rMBx+PjMmMPjtqWWjNGh5vUCBXZKjM2m41rrrmGG2+8ke3bt3dtt2WLUtqy2Ww8+uijivHC7l27uO222xTR7QceeIC///3vADidTmbNmsWnn34KwCeffEJiYqIien3FFVdw5plnKsfJyMjg1VflBda3337LlClTaGyUsxUPP/wwP//FL/ikvINOp5sP7r+Nmu0bAdixYwdffPEFFRUVtNndfPDlJla9+jptNhdfVZs4/M06YptKidGq6ejoYNOmTcoY6urqejQ6NTU1Ke9JkoTb3WXCYDAYSEzselCNGDGCpCQ5I6bVahkzZgyRkXIJOTExsYdgdW5urrJw0mq1zJw5k5jYWI6qUznnV39l1vyTGOnJ3E+cOFH5rEqlYsaMGSQkJKBRgT4qmqTMHLyryIjoWBIT4rluXByjY3UYDAZFY1cIgdPpVK4Ts9ncwxq3oqJC+a4tLS18++232O3ydb59+3bWrVunbPvoo48q18C+fft45JFH+PzzzwFYvXo1v/r13dhcgiS9mltvuJbXXnsNkAPcWbNmKeYY//znP3t4fk+YMEFxxSosLCQtLU2R2XnppZc49+yzlEzwHXfcwfPPPw/IwfxPf/pTxbd7x44dyqIA4KuvvqLwgLygV7md7Nmzh6VLl/LHP/4Rq9U6IItggOEGDZfkxqJTS+RmydeEEPDFwVqf2+vVKoWOtL85sPK8VqtVrqfBgl6tYnJSBJeOjuOOKYlcPCqW2yYn8vNJCZyfE8O8YZFkRWvRqSQ6HG4K2ux8U2NmTXEHjx9o4aWjrdjHzue6Pz6IydmVNa2zOHmloI1jxtA0St1CsKXWxNvFHZicgtjjMs2BZEMB/vGPfyjXTHe8srOK9Tu6mtbuXT6ec6eN6LVdONE9wRSOBdEQ/m9BEoPp4dYN48aNo7CwEI1Gg8lkQqfzk/H6/iPY+BqkZMItj8MAOIiPrC/gmW9k8V6tWmL1peM5ZfO/oFUWvne43Gi9wdrss2DFzSEf60CzlYI2G5fk+tEwDRDPHmrhgyf/QdH696isqOj/A8B7Je09pKMWpRkC7sK95uUdiqXnmz+dx4LRycp7uxosfFVtYmKCnp+M7C3mXF1dTUJCAgbDwF2Gvqo08m1JHWOHxXP1xBQqKiooKytj0aJF8tjefJOUlBSWLVtGU1MT9957L7/85S+ZOHEia95+hz89+QJ/e/1jLh4Vy9nnnosxahjn3/sw58TbmDIqg08//ZTGxka2bdvGK6+8omQjzzzzTGJjY3nvvfcwm82kpaXxn//8h4suuojPPvuM++67j507d6LT6fj73/+O2+3mT3/6E0IIfv7zn3PNNddw8sknk5+fz6effsodd9xBREQEmzdvxmq1ctZZZwHw+eefM2nSJEaOHElraysFBQXMnDkTnU5HXV0dmyvbKdckEa1RcV6qYFhcdK+y5ZMHmrG4BGpJFp5vtLoYF6/j/JEx/3XNATsbLHxV1YlBJbhpchKRmr7v4801JrbXW3q8lhur5dwAF1Thgsvlori4mOHDhxMXF4fVamVjeSuHLVrmDYtkLG0YDAYSEhIwmUwUFBQwfvx4DAYD+fn51NTUsGTJEgDee+89srKymDdvHg0NDbz44ovceOONpKens27dOrZs2cI///lPQM5Wjxs3jptvvpnq6mouvPBCnnvuOWbNmsWzzz7LY489pmRi58+fjxgxmgvue4LLU2zkZGbw2WefsWLFCp577jnuuusuJei+8MILGTZsGC+88AImk4nTTz+dBx54gCVLlrB161ZeeeUVXnzxRTQaDR9//DEajYYVK1YghOCNT79khxjO2u01AMzMiOGDX5zq81qrMTl4rbAdg0biF5MSfxRub6hwC0GL1UWN2Umt2UmtyUmD1YlbQG3hIZKzR6PV985cS8Bp6VHMSYkI+P7rsLv4tNxIlUmefxYMj2TusEieP9yK1SXIjNZw5ei4gPZ31113kZKSwh/+8Aflta1FjVy/ehcuz6L85kWjuHf5BH+7CAscDgdRUVE4HA5ycnKUasIQhhAoTlggevXVV/Pmm28C8uqpe7m+B5wOePZ2aK2Hs2+CuctDPqYQgt99cJB3PKVng07N65eNZdaGf/Letn1c+/EeWn57DpFaNZy1EuavGNCxmm2ukF2NvHiloI1jjW1cOymFnITAqAL7u3mgZ0druXx0bEATWWWLmYX/+gYhZF/5b+8+DVW3B8iaonaOdTo4NzuaSYm+S4hCCGw2GxER8vu7du0iPj6eMWPGUF9fz6pVq7jhhhtIT0/nnXfeYcOGDbz88ssALF++nLlz53L3H/7E37/YzcPnz+fDL7/igjOX8NBDD/HQQw8pgtdLlixh6tSpPPHEEzQ2NnLOOefw1FNPMX/+fD76/AsefHkNF973GLmxWjZ+8DY2fQzXXXwep6RoWbt2LSeddBJpaWk0NzdTV1fHxIkTkSSJzs5ONBqNMv4fA0dbbXxSbkQFXDkmzqdYutXl5okDPcW/JeCasXGMGIDr0GCg1ebi5aOtHDuyn2euOoM9e/b028DwXa2Z7+q65HdOHh7JqcODz4z3BSEE75d2KM0igSoyvHikhVabm6vGxPlttjqR6DSZeHRfI3pDNL+cGMPhw4cpKChg9uzZSJLEvn37FM/5t956C4PBoNAY7rrrLm699VZmzZrFZ599xoMPPsj333+PJElcfPHFaLVa1qxZg8ViwWAw8PALq3mzKZM2oxUh3Hz7q1MYmZrAypUrsdvtvP766wghOO+88xh93vUMm7mQqfYaDm7+gttvvx2DwcChQ4dwu90Kd9BkMtHe3k5aWtp/3QLKC6dbkF9Zx5SRI/jtM6+SePLZfpuLJsTrWJ4V0y/Xt7jdzufHjFhcgmiNinNHRpMdIydkvqrqZFejlStHx5EVQFneF/ZVtnHFqu1YPLSBC2Zm8NglUwf9HOfl5TFr1iwArrzySuU5P4QhBIoTlmroHnj2Kdmh0cLS6+Sfv1kDFlPIx5QkiX9cMJmlE1MBMNtdXP9eEYfO/B2zxo7ksWVTurrCk317SwdzrIEGoSA3LOmjorFLge8r18OnjNRInBtEduy9PVVKk9IlM9PBM9UWFhayftNXVJpkuZoPnn9MKWXm5+czf/58CgsLOXDgAJMmTephWnDttdcq5aKOjg6efvppamrkjIrb7cbh6MrcnnPOOcyZM4fv6yxEpQznN8++xikzZX7RTTfd1EMg+euvv1ZoACkpKezcuZP58+cDMG/xGVx432OAzGkdtfQiZi05k1OGG9DpdFx44YWkpaUpmcju8iLR0dE/ahDaaHGyrkIuIS/JiOoVhJaUlDB58mS27tjT67MCeK2wnTcK29jfZMV6gpp5+oIQgnUVRpwC5k/IZfXq1QE13nkb0XUeD/GF/UjXhIKCNjslHQ52NFhw+ll/7ztayDW33E59vayd2Wx10mpz96Cn/NhQ6yPRG2Q6kF6vZ+bMmdxyyy18/PHHjB49WglCQQ4Mzj//fEC+1l966SUlaDj33HPZtm2bcp7ff/99hUOs1+spKyvj5isuZPmUNAAkScXXRTKn/swzz2T5cjlJ4HQ6UalU5MbKGfxv9h7i4YcfVmgff/3rX/n1r2X5IyEECQkJpKen8/bbb/Ptt98yc+ZMhVv71ltv9Sg3b9iwgcrKSuU43krGYEOjkhg3Ipnt27dz5YplfXa4H22zs7Gq069Mnsst+Kqqk/dLO7C4BDkxWm4YH68EoQAzkiMZGaMNOAg1mUxK1hugsN7IDat3KkHolJFJ/Oui8GuF+kJ3ut2JEv0fwv8WfpRA1Nv04BcT5kP2JLAYYUtock5eaNQqnr5iBqd4Ss5Gq5Or3y/Gfs2D3HraTKJ0nodLiBzRcCNao0IIwR03XsNbb70V2Ge0KtKjNKzIilHkV6xWK/n5+YpL03fffadwFAGuve56XvlW5kJKwK8uOFkxHFi9ejU//elPcQuZOP/dt5sVrmFMTAyTJ09WuHoGg0HhwQGsW7eO++67D0DJinonpyuuuELh14HMMT35jOXsb7aij4zinhuvICVFtpxLSEgIuGGr06cfvOClo61squqkstOBWwg+//xzFixYoDQN/diwudx8VGbE4ZblfGYl9w6I4+LiOP300xF9NNJVmZwcaLHSYh14A8VAsa/ZSmWnE4NG4oIpWVx//fUK17QvaCSJBL2Ka8fGDYhn7Q9Ot+CbGvnvfmqawW+539TWwoaNG3mvsIVGi1Ppls+N1YXVtGEg8OWqVF1dza233hq2Y6hUKkaOHElsbCw3zuu6Dz87IPNEL730Uq688kpA5nt+/PHH3HjBctQSJM1bRklNg9JE8+yzz/Kf//wHkAPRVatW8dxzz7F48WLi4+OZN2+eYnqyb98+ha8rhGDFihUKD3vjxo1otVqqq6sBeOihh7jjjjuUsT3xxBPKs6Wzs5PS0tIBBa5arZZ58+ZxxN6by5qoVzMjOYLzc2K4c0oi52TH+Lw+2mwu3ihqZ1ejFRVw2ggDl+bGEnUcLzQxQs2K7MC97FetWkVqaioul4uSxk6uXLWDVrO8yJ8/KpG3b5jdQ/1kMOFt9AN6cKSHMIRAccKW+F4rMiEEW7du7XtjSYKzboQX74Yd62D2mZAUOtk6Qqvm39fO4vr/7GJneQttZgdXv1/Kn6ZchOrjx1gxOgVi+39YnghEa1VIkoTOEKUEe17Y7XaOHTtGVlYWer2er7/+msLCQm655RbOyYrhyvPPYcWKFdx2223s37+f+fPnc+DAAaZMmcIXX3zBunXruO46OdtsiRtJh1Pm7Z2am8CiJx4mLU3OfPz2t79l6mU3c0zID2Bv9zFAenq60rUN9PI4zskJzjZuS60JgWwQEKpIvK9AFKDD4WZ3o5XKTgcrsmM4++yzOXTo0I+aAfVCCMHnxzppsblIiVBzVqZvhYPk5GSefPJJtteboaa3c0ycTsVpI6IYF6/70cuc7XYX31TLY1yWEY3N2M7nmzZxxhln9CvzlRGtZXKiPiwanb6wu9FCu91NcoRakRvyhQUnzedvn/1Ai83Ff/LbFCmjjGgNDresKftjn2er4jPfNQ5vIDcYGJMaw7jUGArqjeytaKOq1UxGQm9eeKRGllI60mrjQIuVhWlyIOpdXIIc4HrnIIC0tLQeGdCHH+6yDgbZncvLQZ88eTIvvfQSyclyUiE+Pl5ZaAsh+Ne//kVERASzZs1iy5YtnHPOOVRVVZGens59991HRUWFshj38mTnz59PR0cHFRUVjBs3Dq22KyO5atUqrGodphnnEK1RkR2jZWSMluwYbUCWoUdbbXxZ0YnNLYjVqThvZAzpfdBo+rLyPB7Lly9n+PDhVLZauXLVdkXRYGpGHKuunU2U/sRl770LB5VK1UMzfAhDCBQnLCMaFxfHmDFjANnqs9+sVNoomLEE3M4ByTl5YdBpePn62UzLjAegqdPOb7+38vvDdsgcD6oT1xBxPOx2uyL1U7Z/F3lr3+WWfzzFpZdeyk9+8hOee+45QKY0jB07VpHc2bp1qzKxJkaomT9/viJoPWnSJLZs2cKoUaMA+Pvf/96DEjFsXpdbzzULclm5cmWPCb5RLa/Oc/uRURJCYLUGpx/oRZ3ZSX6bHbVHMD5UdO9o7Q69WmJpRhTXjYsnJVJDYmIikyZNCrsIfyjY0SA7qejVEheOiu2TX1ZSUsKx2oYer+nVEqeNMPCzCQmMTxh8kf3+IITgy4pO7G7B2Dgd4+J1lJWVcemllwZkOzncoBm0INTkcLPN4+y0JL1/O1qvg5BAzqwDrK808ej+Zh7a18zq/Fasfq65EwGvtJA3I7pr1y6uuOIKRZ5qMLBiapry8+cHfHfPA0zzaNkebLb5LVVv3LiR9957r99jSpJEWloacXFyA2hmZiYrV65Umvhuvvlm/vSnPynbVldXc8sttwByQ9fGjRsZNkw25xg3bpwSJHntRb0VoK1btzJlyhQaGuR77P777+dnP/sZP/zwA/t370a37T0WUc25I2MYH6smgr4rDw63fC98Um7E5rkfbhwX32cQGizGjRvHgmU/4cpV26nvkIPQiWmxvH7jPGIiThyP2WQyKaoR3qa9IQwhWJzQ6GvhwoWAzBU8PpPmE0uuBG0EFOzsaccZImIitLx2w1wmpsUCYFVFEHXBnyk/4/YB77svNDQ0sG/fPuX3P/7xj7z//vuATFPQ6/WKM8X2r9bz7eonMdpdVFRUMGnSJNLTZdrAxIkT+frrr5Xg8v777+/hwPTnP/+ZFSvkhqvo6GhOPfVUpTzWPVBpNzvYeETmwCVF6Vg8ritjAXKAaPbIiqT041u/YsUKrr322qDPCcC3nlLprJTIgDIM/uArIzopQc/PJiQwKyVSCTyEEPz+97/n22+/DflY4UC50c63nuzmiuxoEvrRKZ0xYwafvf0GIN+ws1IiuGViAvNSB26BGi4cbLFRZnQQoZZY5snuTps2jfb2dqZNm/ajjm1rrRm7Wxb9H9WPT/yzzz7Lb1ac7Pf9GK2KC3JiBxQ015gcvcwJgkFXaV4eg9lspq6ublCDgBXd5H/W9hGIZkVrSdCrMDrclHZT8uiOjz76iBdeeCHsY+yOxMREzjjjDCXDefXVVyue7JIkUVRUxMqVKwE45ZRT+O677xR/9JycHMaNG8d//vMf/v3Mk/zl979Tsn7r169Hr9crWr3PPvss//jHP5TjrvtmC8/tKGVfsxW1BMsyorggJyasi6yOjg7++ugzXPrC99S0y0mA8cNjeOOn84gznNhmury8PEXe7qSTTjqhxx7C/w5OaCDa3TbPly1ZL8QkwqkXyT+vXw3ugXPg4gxaXl85lzHD5FJWbbuVy17ZS0njwLT3vvvuO0XUt7i4mJNPPlnRAXzmmWc499xzlW0LCgqUiWz06NG8/PLLjBghT/S//9P/Y++8w5sq9P//OllN924pbaEDyt5LtmwEZCOKiqioOK9eN+6r3ut174EbF3sICCgiW/aGAqUtbWlLd5s0zc75/XHS090mbRn3++vreXyIyVlJk3M+5zPe75d4bOVujh/aT9u2bZk1axZTpkwBpP7MESNGNLkMt+54FhZnVmVyz9YVElZOzjvFu+P9Gy73Pvzww43qTUvTW0jVW/FQCAwMb5qeYOVANFir5JZ2ftwY41uj1CUIAn/++acsg3M10FnsrL2gRwQGhXvS3r/hfsiNGzfSZdw02jtdnsZE+eB5mbKHrlA9iCq1OvgzU7qpGBXpLX/uSqUSPz+/q5qBzjXaOFZgQkDKhjZEjx49mHrTLbW+5qUSuLld4wwOKvNnpoGvEotJKnHdErMyciDqvAkZPnw4f/31V92SeM1AbIg3XSOlG/gTmSVkFhtrXU4QBLo7FTaOFdReKfn0009lY4JrAX9/fwYPHix/T+fNm8c///lPQCo3FxcXy+L7PXr04Ntvv5UzrYWFheTn5yOKIocu6Zk0egTbN6wlyENJXPZRHpk2hpKSEkC6Rrhi3dwQu46cZlGSJ9nO83S7MB9+uLs/WeYrn6Wv3B86YMCAK77/Fv5vcG0HogADbwT/UMi5AEe2NstxBPt48PM919EhXCo/5+jM3LxoL0k5+jrXMRgMrFmzRi7ffPPNNwwePFh+/ZFHHuHjjz8GkOWLyk9s9957L3/88Ye87PLly3n4YSkL6+/vz1133SX3Ufk7yyqB8Z1Zt24d7dq1a5b3XJmVhyscN2b0rqkWkFwiZTLqsw8tZ/z48YwYMaLeZUos9ipi86IoyhnB/uGeTQ6qDDYRtUISwr+rQ9Vp1Ors27ePu+66q0n7K8fuptWfzSGyOlWP0SZNzg6JcC2DNWjQIG7vl8CMOD+CGshQNycGq6PWYGlFso6MUuk7IooimzNKMTttRrtWchZLTU3llltucak0fzkQRZGtmVIPcq8QrUuqFkOGDGHhM0/XeN5DKXBTvH+j+5jLyTPayDTY8FAItPVpXOAo94g6+1dNJpPbHug5ZTb25ZSRXlp71rI2xnZuJT/+49SlOpfrFqxFQJIrql6tsDtERFFkT66Zvy/V7Hm+Vvjmm2+Ijo7GarUiCIJ8Lo+OjmbevHny/7/wwgu88fY7rE8rZXOmkcdW7GbG9OnM6xBAVJAvcXFx+PlJAfwbb7wh68babDY6dOjAunXrAOm3snbt2iqqIrWRVmDg9b/LUAU4s7ch3nxzZz925Vvkm8Gm4s53aceOHfLjchWTFlpwlysaiCYkJMg/yp07d7r2hVd7wBhn6XfrT2CqdvJqpAxqqK8HP98zgACkTGie3sxNn+9h8dot8jIPPPAAL730EiCVQ6ZNm8bfKxbD798TExPD0KFD5fewYcMGPvroI0AaMPn+++/p0KEDILnqdOzY0aXjKndXsqu03DBhovx5NRcpeaUcSS8GpHJOl9ZVt19qdXDJaEMl4JKUiF6vZ/HixbJEU21kl9lYcr4Eo7OvLqnEQlaZNFndL7Tp7iqtvVTM7xTIdeFeV0xI+2Shie/OFrtl9bflooHsMht+GgWTY2qfsq2NpUuXsneTa05bzYXVIWlurkzRc6qwIrNlc4gUWxysSNGR4+zxTSqxoFEINQaubDYbeXl5V0xypzrJOisX9FY8lILLQf+ZM2coyEilcsuuWgGzKlnbNoWjzixhlyAPlz3mMw1Wfs8o5YLegl0Ua2REJ02axM1zbq1zaK82Mkqt/JVVxpki17Oy5TJ4AH8k5tS5nI9aQTt/DSJwwvl+HaLI3pwyVv99lG49e7F23wm2Z5eR6Mb+ryS9e/fmscceqzK8VBuXyiSXpVNFZjxUCuYN68mtvWPQKAUGDBjA4sWLZVfB1atX89133wHSzcPkyZNlZZCNGzcya9Ysedm77rqLhQsXApLJwh9//MHR5Cxu+uJvORsdG+LNB7f15bcsE2eLG+fyVB2bQ7p5cwWHwyG3Ofn5+bU4KrXQaK5oICoIgpxFLCkpISkpybUVuwyWBooMJbBzRcXzFjNs/NqtY3A4HBQVSVp4HljpmPU7Mf7S3W2R0cZzf+Zx5IJkvRgXFyefKFq1akX2+TNMLtgPe9Ywsm0Qb7zxhnzhjYiIqOGE0xgUgiCXNv/cuYv//ve/Td5mZVYdzpQfz+gdVaP0Xu6p3dZXLfvL14fZbOaOO+6ot+fX4YBMg40fk0ooNtvZni3dTAxu5eXyxbg+xkb74O9ij+k777wj6yg2lnS9ld/SS8kz2UnR1bwAZBmsNQLU4wUmuW9sWqyvW1ngX3/9tYol5eXGIYqsu6Anu8yGv0ZBTKUMc3mwY7aLLEsu4feL0o3ciEivGn2+7du3Z8uWLfKQ4pXELor85bygDm7lhZeLn/eTTz7Jk088QbAz86wUYHqsX60mA+5idYicLJQCr/om96sT4aXifImFJed1fHSikBPOG4O0UitLz5fQfsa9BI2ajViv2mVVygf8XP1cQLpxjQ6Sbhz3pRRSUlZ39q5ncEV5vsRiZ8l5HduyyvDSqBk0oD/jOkmVmPVpei66kZW9UvTu3Vsuz9dFsdnOD+eKKTI7CNUquaNDAN3q+buq1WpZPcLHx4e33npLHqC6//77yczMlDOtvXr1kpMX6enpTJxzD3O/PyIPJqnL8lk4vQebL5nIyL6Ew970tjWrQ2Rlio7D+a5l2BMTE+W2g2HDhslBdAstuMsV/+ZULmfv3r3btZUEAcbdKT3eu05yXTKVwY//gtP1l/jT0tJ4++235azM7NmzufnmmwFJAzP3YiqzgrPo0krqH1N6+TH328PsTy3kiSeekHuDBEGgVXwHhOtnSxvesAiszXMXWp1yjbnDR4/zww8/yBP1TUUURdYekwJRhQBTetWUxCrXTWzXwLR8OSEhIej1eiZPnlznMuXi4QUmO1+fKaLAZMdfo5AvVleSvn37cvvttzd6/XyTjZWpOhwi9A3V0iukZkY3TW9ldaoem7N0f6nMxman89XYaB8i3Bwo+Pnnn2UdxivBX5kGeaJ/VlxVzcPKAbbBJmK0iXiqBNpcA45DlTmab6LAbCfQQ1GrPmtdfPrpp7z33nuEalUIwOQYX2JdaFFxhbPFZsx2kQgvFeFuZFcVgkDvUOk9mOwiJRYpiMw02EjVW2l73UhunzQGX7XrbRvlgai32vUbQUEQGNNJKgnbHCJ/nc2tc9lYPzU+agXFFgdfni6SWwA6d0xg0aJFjOkQSa8QLXYRVqbqKDJffQ3ccoxGI7/88oucsKiLAA8l3YK09ArRMrdDQJMMTQRBqCJz9fDDD8tDoDqlPx0f+Jzye16tMR+vUys4VGLHLsJX905jw7uSdnNBQQEffPABeXl5bu2/PAhN1Vuxi6B3IbteuSx//fXXu7W/FlqozBUPRMsn50Fyy3GZqAToPhzsNvjtS1j8EqSfBrMRURRlZw5RFJk1axY//PADIPXevPTSS7I7x6OPPsrzzz8PSI3o69ev59EH72OM+gx92kp3q3qzjdu/3sfWM7WUnwZOhtBoKMyump1tRsozolPn3s3JkyebbdjjSEYxGYVSWWdwuxDCfKteoG0OkQt66WzX0HRxleNtYHiqcitl+fnN5hDZkmkgscjsVkmxqQwfPpxHH320UesarA6WJ+sw20Xa+2vqHH7JLrNxqczGlosGjDYHq1N12EVJ2sadTNjV4FCeURLfdmZuQzyrXlx1lpp/K6NN5MvEYr49U8S+nDL0VimoOHLkCB4eHvU7qV0GTDYHO51Z9xGtvd1q14iOjiYuLo5QTyUT2/o0q7j+0Xwpk9mYG7AewVpUtbwNo66YM5tX0E5V+/BQXZRZpR+lt5v92VXK86ernh/PFZtZkaLj68Qi3jteIP+ubZV+/+lnT1NUVCQFtVHexPmpMdpElifr5Nadq83x48eZM2cOaWlpDS47LtqbcdE+LlWPGsP+1EJu++YAOmeg3rm1HwvuuIFb3v5WXmby02/Qd8qtgDQI+/TTT6PT6QCpL3XevHnysrm5uTWynRa7yIpkHRf0FZlpV24MKquPVL6ut9CCu1zxQHTAgAFyCfv33393r8l+8DRAoOz0Ptb9tZNCowWsJhY++4w8sScIAmEhwbKUydChQ9HpdLLQ+uDBgxk6dKi8SS8vL7Zv385dt8/hh7v7MyxBuis12xzcs/gQa45kVj0GlRomSVp17FoNeRdpbnycFweD8wzu7iBCXfx6tKKP88YeNbOhGaVWrA4I1SpdLnWD1MNYLhtVG/Zajt9gEzmSb2LtBT0/JRVfsYyI1Wpl165dsoWjy+s5MwYlFgcRXipurMNJBaQMKEj9gIvPFVNicdDKS8WYqMapHXzzzTeMHDmyUeu6w/kSC1suSuXsG6J9qpTky6kvU5JrtKO3OlA7P5eoqCjeffddoqKaZp/rLrsvlWGyi7TxUdPexcx+OS+++CLbt2+nb6gnXYOa76Yh32jjosGGRiHQKdD94NZTpaBzUM31clPP8f2z91OQV3d2sjYaU5oH6BcTSIAzo7/tbC5mW8XvNt5Pg0YhkGeyU9fXZO6safz73/8GpEzvlBhfQrVKCs12VqXq5CrC1WTAgAHk5ubSrVu3Bpe9nPq9f5zO4fav96F3qlR0bO1PlLeO3Pyqf+v4/kOJSJD6MwcNGkRpaaks8RcZGUlCQgIg9Wy3bduWTz75BJCqhavW/MqSM/mkVWuPKK7lhrMyoijKiSRPT88qzokttOAuVzwQ1Wg0ciCYm5vbcJ9oVjJsW8oPd0/ipwdmAiKFRiuTl+xjV3oBAHNmTJcn1kk9wSfxFmb0kfprlEplgxnFQYMG4efnh5dGxVdz+8rizXaHyKNLj/Ld7mpTv207Q+/Rktj++s8bPTBVF+UZUYPVwfz587llzq0kFpmb1Etlsztk/T+NSsH4rq1qBLjlsk2uluXLCQgIoHXr1nW2ENjr+Xi6B3kwr0NAg1qazYXFYmHo0KFuyceU90xmOXsmZ9YjQG+wOtBVugoXOSVVxkZ5N1rzMyoqir59+zZqXVe5VGZj7QUdIjC4lWedvW61ZUQBYnzV3N0xgNFRPrJmYmhoKA8++GCVkuPlptBk55Az8zgy0n2/+t9++42UlJRm12ctH1LqHOj6kFJ1+tTSBjJ08GB0Op0cbLhKRWnevUuASqlgZEdJushgsfN3coH8mlIhcGNbH/qG1v7dEZCGOh988EH5OQ+lglnxfvioFWSU2tiYXtpsN95NITQ09KrKji07kMF9PxzE7Pw7DUsIZfFd/dnw8v0kr/qKKO+62wBUKpX8vb/99tvloSdRFFm2bBkTJ04EYN2G35h90yzSDdJ1ZffPX3DiD2kosriBxEBqaqpc/h80aFANF8AWWnCHq9JdPHr0aPlxXeX5PXv2MGLECExWG5w9wJ+HjrMrTSq/R/l5kvboWG5MkPqVuiXEc8MNN0grHt4CpUVS6f7AJpeOJysri3vuuYfU1FQ0KgUf3NyLWwe0kV9/ed1p3t58tuoJcvRc8PKDtFNw9C933n4Nisx2fs8o5WCukeQSizx0kGGwEtJ7GOpeI1l3QU9QE4K1v1MKZBu4kR3C8NOq2ZRRSqoz+BRFsYqvtjuMGzeORYsW1Xnirk3myEMpMDXGlwltfWVh7iuBt7c3p06dYtasWS6vU6Vnshaf6MqUZ0Or81NSCRvS9OQa3Z8gHzt2bA3rw+akxGJneXIJVodkBFCfy5Wu2hBWgEbB9FhfZsf71Sjjl5SUsGHDBnmg4UrwV5YBhwjdgjwaNeV+8OBB7rzzzmY9JlulIaWebvSrVifcS1UlABGA0VHe+Pr6uhU0iaJImfNmyd3SPMDYSuX536uV5wVBYFSkNyNa1/wOeakEunTuLLu/leOnUTIzzg+1Ak4Vmdl1lWWdJk6cyOrVq6/KvkVR5PPtyTy18rjc0jSlZ2u+mtuXMB8NRw8f4r0Xn6JfmHRT4s59hFqt5sYbbyQ2Nhaz3YH/qJt5asNhVGrpfJ927ADZSZL29fm0DEaNGkViYqJ8XJXZtm2b/Hj48OGNfLcttCBxVQLRUaNGyY/L9TVFUWT06NGyBJKvry8hISEUe/jD/Df47oN3+GxyRVaojb9XRbbDXOnENfURGDhFEr/f8AWs/0LqK60Hb29v9u3bJ4vMKxUCr03tysMjKzQ8P/7rPI8vO4alvI/Jy7digOr378Cga8xHAUCghxKDzcGWTAPLU3TsdtoRZpTaCBg4gS5jptLOX4OXm9mLylQuy0/uKZXllYLA0mQdK1N0pOislFgceCoFWtdzt10XhYWFdUo4Vc+ItvGRsmcdG1GibA46d+6Mp6drslGVeyanx/o2OJBwqY5A0y5K7kMrknVkGdzLbJvNZpKTk2Vf7ebEZHewIlmHwSaVsie0qd3zvpzybK9aAcMivJjfKZCEgNotRpOTk5k0adJlMxCo/jmm6SUpKbUChrduWLz+SnG22IzJLtLKU9VkCai+leTOeoZo+ezN13nttdfc2obFIWITQSW4F8iUMywhFA9nALvldA6OajeagiAwINyLSW19qlxgknb9UcWFqDKtvFRMifFDAHZfMsqyT1cak8lEaGiobCt6JXE4RF7fkMgbG8/Iz905OIb3buqJplKVISIigt3OYP361t7c0MbHrQu5XRTZkFZKVpkd35CKm4o5//2KsQ88C0BOsQ4fHx+CgoIAeOKJJ2RjFaCKikfl63kLLTSGqxKI9urVSx5wWbNmDXa7HUEQGDZsGPHx8QB069aN5cuXS7ZrShUMnwX3vgWt4mpu0FypUV+phHHzpIBUqYaDm6TsqKHurIy/vz/Hjx+vIrgvCAKPj+3ASzd2pvwau+pIJvO+3U+J0XkB7D4cYruBUQ9/fN+kz2R0lLesC1idlIO70WS7KHVVCxabg81OAWpvjVIurYV6SlmUpBILy1OkQNpHreBkoZnEIjPnSyzku5jBGzNmjDwEVp3yHlEFMDzCi5vb+TXJ0tNV6irxrVq1qs5jrUxSiVnumZzQxqdeofxysuvIiAZ5KJnQxof7OgfS2k3P6SNHjtCuXTvZ07m5sIsia1L15JnsBHsomR7rW+9gjyiK6CwOugR6cG+nQAa1qt9itFu3bmRlZbnUa9fgsdaSVd+QXioPADlEURb0vi7cq4arliucOnWK2NhYTpw40bSDrUZ5Wb4p2dBy2gdo8FUr8FAKDI3wQqVSuV1CLnP2nnurFY3qcfTSqBjSLgSAXL2Z45m1n1u7BmmZGe8nB7vFF1PYuXNnndtt569hdJR0A7Exo5Q0/eVRJakPrVbLd999d0V6sitjstp58OfDfLWrog3syXEdeHFSZxTO39izzz7LRx99xLkSC7lGOz5qBT2CtfQI1nJTOz+0LrZ8KAWB6XF+PNkzmEe6BTE1RjJ2qfyL8YyMZ82aNYSHS4Hq8OHD5TkAvV7PypUrAWlQtX///k19+y38f85VCUSVSqXsxuNwOGQf9hdffJEJEybUvWKrGLjnv3D9zaCodPI11zIx2nME3Pka+ARC2mlY9CRcqt/hpbCwUPbNLefOwbF8dmsfOQOwJ7mAWZ/vkUSFBQEm3icFyke3woVTDb73uvBVKxleSzkLYN1/n2bTL9/W+por7EnOR+dseB/VKRytU+YltJbsXp7Jzm/ppay9oGdjut7lieNPP/20nkAUAj0U3N7Bn4GtvFwWcm8KOWWSbmn1UjJIrRjl9qt1canMxq9OK84hrbxcHlypXpoP91QyNcaX+Z0C6B6sbZTgfpcuXdi6das8cNcciKLI5vRSLuiteKmkloOG/LAdItwUL9mn+rpwI6FWq4mIiGhQFLwhjhWY+P5cMfpqf0uzXWRTRin7c42cKDSTa7Tjp1bQP6xxJgn+/v7MmTOnWXtaC0w2MkptqBXQKbDpMlBKQaBXiJahTm3U5557jmeffdatbRiaUJYvZ2yXSuX5elyW4vw0zGnnj6dKYNY9D7NpU/3tUn1CPekbqsUhwqpUPQWmK2uGcPbsWQyG5nEocpX8UsnZb+NJ6XNUCPDG9G48OKJdlRsFq9WK3W6Xs6EDwz3lG8EYXw03t3Mvi6sQBLxUCrldqFuwBzfF++GnUWC2i7KDF8DkyZO55557AMlfvpzRo0e39Ie20GSumgJt5T7Rv/5yo8dSqYLrZ8M9b0F4jPScuY6eoqgEuPdtiGwPJXnw9bNwunav33379hESEsLJkydrvDa+ayt+ufc6grylC8m5nFKmfbKbk5klEBIJQ2dKC67/HGyNHyjqFaIlspay+EfLNvDhhx+6tS27KPLB8QK+SizitxPZ8vMTukXIj8szorWhVQrMbufv8hDRgAED5EnN6sT7qbmzQ6Db+pmNpdhsZ1lyCZkGG3tzat6kPPTQQ6xatarO9Sv3THYN8mBwK9cCG73VLkvWRPuouCnej3kdpBaEpgTfvr6+jBgxokGZLHf4O8fI8UIzKgFmxrnmn65UCG4Ju6elpTF//nyXZHDqIlVnYVN6KblGexV5GZBkZwC2Zhr4w6nTOry1V6OldKKionj99delKkwzcaxAaqfoHOjRbL3QvUO09ArVYrVaG9S6rA15Yr4JrT6jOoXLlaK/ztavWRnhrebWeD8iPF3b38hIb9r7azDbJVmnsiso7zZ16lSeeOKJy7Z9UzWJqvO5pUz7dDdHM4oBqWL19bx+3Ny/TY113377bW6Yd3+VbGhl3FE6KUcURRKLpe9op0AP4vw0zO8YSN9QraxXW51du3bJj8ePH+/2PltooTpXLRAdN26c/Hj9+vXubyAiFu55E4bPBls9JRy/IJj3GnS/HqxmWPYm/PWLZPdTiR49esj+wrXRu00gq+4fREywlLXM1ZuZ9fnfbDqZDUOmQ3BryL8Ie9a4/16cCIJkk1j9Ojqic1u3XSuMNhGjXURvsckDBV4aJdd3qMj2eCgV+GtqbletgFnxfoR5un6nq9PpeOGFF2rNNLb11TSLg5IrGKwOliaXYLCJtPVR16n1KYpirVP+JpukFVq+/g3R9fdMVianzE68n5rb2vtza/sA4vw0zSbv8v7777N//36313PU0p5wutDMDqfO5o0xvm63CriKyWTi1KlTmEyN6/fLNdpYnSplpa8LrzrJL4oilkrl+nKtymSdlZOFJjnr5w5ZWVnNWpa3OUS517E5zRu0KgVKQeDYsWMEBQVVyVC5Qln5xHxtwqQuEuLjQbdIKQOXmK0jV1f/3/jc0QOMbB/hkpueQhC4sa0vrTxVFFscrEzVYa3WmmGxi5dFd3T58uUNOiq5i0MUSdFZWJWiY0N6qfz838kFTP90t6zt3MpPy/IFgxjRIazGNtLT0yktLa01G9oUcox2iswOvCqZUmiUAqOjfAivI1GxceNG+fHYsWObfAwttHDVAtGEhAQ56Nu1a1fjJmtVahhxM3QbWv9yag1MewTGzgNBAduXSQFppZK+Vqtl3rx5sgVbbcSEeLPqgcH0bhMAgNFqZ8GPh/lw+wXEifdJC+1YAQXZdW6jIUI9VVxXqbQY6a3CS7QyceJEt2weyy/E+fmlFDut+EZ0DJPL8uVUDzbLLQ0j3QxOtFot33//PefPn3drvebEbJeCyCKzgzBPJdPjfGs9WZeVlREYGMin3/9U5Xm7Q2R1qp58k50QrZJpDfRMVifWV82seP9msYOszocffuh2IKq32uWAs5yMUisb0vUAjIr0blbB9up06NCBv//+mw4dOri9rt5iZ3myDotDpFOAhuHVvOLrijNPF5lZn1bKRycLOZLvnsj7t99+26yDF+dKLBjtImGeymbxqa9ObGwsS5YscfvzNTRSzL46w9pX3NTuSMqvd9moqCiee+452rZt69K2NUqBmfF++KkVZBpsbEjTV+n5/jOzlFR946tPddG1a9dms6TVWezsyi7j81NFLEvWca7EQlvnuWHJ/nTmfrNPbpnqFOHH6gcH0bm1X63buu+++7hh6vQ6s6GNJbFIyoZ2DKhZtantJlqn07F3714A2rZt26ztQi38/8tVC0QFQZCn8Ox2O1u2bJFe0BW6vzGFCyUJQYBBU+DW58HDC87sg6+fgcKK/qb09HQWLlxIWVnd8iFB3hp+vuc6pvWKlJ97949zPLzXhrHLCCk7u+GLJmmLDmrlRaCH9KfpHqTF09OT4OBgt3pxystvSRkVn+eErhE1lgvVVnx2TbE01Gg0pKen12v1WWZ1cLzANR9jdykPIi8ZbQRoFNwU719nKdTLy4vHF75ATnA7OasiilK/YVqpFW+VwMy4hnsmq9OY/k9XSUlJ4aGHHqp3GVEUq2RA0/VW9uYYZXvFQpOdlSmSy1PvEG2deo9XG7PdwfIUHXqrgyhvFRPb+ta4KFrqET73UyuYHe9Xq/1qfdx7772yikdzUNlJ6XIInwcHBzN79my8vd1TCChrhtI8IJt/AOw4V395vk2bNjz99NNoNG44tqkljVEPhcCZYgvbnTdV54rNHCswk97Mgegnn3zC119/3aRtOESRpBIzy5NL+OxUEbsulVXRFY7yVvLi2pM8s+oEVmdryfUdQlm+YCAR/nV/X99//31G3i/pgTZXNlQURc44y/KuKpj89ddfciWpXI+0hRaaylULRIEqbjxyef6nVyGn8T1lDdKul1TSD46E3HT48klIlcpxBoOBL7/8UiofiSJk1p7d06qVvHtTD54e31Huk1p/PJubsnqQ7REKKcfg5K6aK7oYgKkUUolerYCOzgGHxYsXu1UGMVgd0okmXQpEPVSKKmX5cipnRMe3abqlYfVhL/l5UeTXND2/pZfW2rfZFERRZEOlwZvZ7fwbnJoeN+8BfNoksDlDEtDekyMNvKgVMDPetZ7Jawm7KLIxvZTfMwxyoF/ulrL+gp4iZ9+syS7Szk+aTr6crjCAXDo+duyYy+vYRZG1qXpyjXaCPJTMiPOr9aJrttf+Pese7MFdnQIadTMVGhpKjx493F4PpL7kyjcBhSY76aVW1ApqdURqDlasWOGeTbITWcy+iRnRXm0C8PGQzh+7zufXkHGqzE8//UR6errb+wj1VDE11hcB2JtjZM+lMjY6y9tppU2fqj9VaOJssRmLXeTUqVMNDjHWRanVwY4sA5+eKmJlip5knZXqn4bKbuexnw6z+O+K69u8QTF8Nbev/DnWSXgMnnFd8W3GbGh2mY0SiwMftYJoFyX7NmzYID+u3F7XQgtN4aoGosOHD0erlX5Uv/76K46CS5BzAZb8B4yl9a/cFEIipen79n2k/Sx+Gfb9RscOHbh06ZJ0MUo7BWs/qjN4FASB+6+PZ9HtffF2NomfyC7lRvMU9jvCYdM3YKw0fZl+pvbgtA7a+mqYFusnZ/VEUTpRFhcXu7R+mc1BbqEBXZl0sh7aPgTvWk525QNLIyO9m3yC+/333wkICKCwsGZWe88lIxf0VjxVAl2a8cIsOmV7TheZ0SgEbop3bcBq38mznN6+iTPFFtanlcre5JNjfK/YUJU7PP/88yxYsKDW18xOLdDjhWZOFppkN6c0Z8ZIZ3XwdWIRxRYHrTxVTI6p2560OWnVqhXPPvusy8M/oijye0YpKc7vyax4PzzrCJaqZ0R91ApmxfkxoY0v2kYOBX322WcsX768ztcdolinFW1aqZVfzleoNBxz9oZ2DPBo9PE0xGeffcaSJUvcXq+8bcerCT2iNodIttFOn1hJZ7LQYOFkVu3tVXq9njvvvJMdO3Y0al+xfhrGRUuDejuyyzA6M4lFZkcNJQV38VYrWJ2q54MTBQz/53+Y88xrlDRim54qAV+NghrRp5OC4jJ+2XyCv1MkJyq1UuDNGd15eXIXVA18Pz744AP+8/EXgNQr3VyuXxVledd62R0OhzzkqdFoWvRDW2g2rmogqtVq5en5wsJCDm+UtMkoyoGV70mi9Jdt595wy7OSf73ogI1fIqz/DKXowGw2I+5cKWVMk4/Wu5kxncNZ+cAgogKlskq+CW6xTOLrkkjELT9IC2UmSZneQvd6R+MqZXUKCgro2rUrv/76q0vrGmwiFzIrJmrHVHJDqUygh5JhEV6NlrypTKdOnXjuuedqPH9BZ5HdUia39W1WDdF9uUYOVhKcd6UXzyGKbNnwK0ufWyAF+M4T8uhIb9r7Xx2R/YaIi4urtRdQb7XzU1IJqc5s8Jz2/gRplZRY7FWmXsuHeYZEeF2xwbHw8HCefPJJWYuwIfbmGDlWUDHJX98NhaWStEzXIA/mdwwg3k1r2ups27aNAwcO1P16VhnfnCniXHFNYwEvlUBGqY1vzhRzusjMicLm0w6tiz///JNPP/3U7fUaa+9ZGb3Vwc9JJWj9K5Qc6irP+/r6UlxczPTp0xu1L4tdxGR3UNvXNr0JtscAbX3UhHkqMeh0JJeY+eOigc9OFfF1YhHbswxkGqy1DvxVR5LV8uS+LoFc39qryoU1OaOA1X+eokAvfW9CfDxYcu913NSv9sHY6uw7fpoLyeebNRsqleWlJEUnF8vyBw4coKBACqTHjh3rdktICy3UxVUXAJs0aZJclt+w7lf6dnIOJZw/DNuWwsg5l2/nCiWMmSvJQP36CRzewsGDBxn+9hIO3TWYjiG+sGetVM6vh46t/Fj74GAe/uUIe5ILsCPwqm0gR/9O5o3QTXhv+0mSmCp1X2qlnJCQEHbt2kWvXvUfSzkGq0MORAUBRnasPRhQCAKD6rF0dIfo6GiefvrpKs/pLXZ+TZOGYwa38mxUybQuThSY2JYlBbiT2voS4+K2L5XZ6DX1dvrMuKNKJuBsiZkwTxVtfK+9jOhdd91V47k8o43lyTp0VgdBHkpuqtRSkFZH/9yKFB3t/DUMbeVF+GUYoKmMXq/n0KFD9OnTB19f33qXPV1olnsAJ8X4NjgsZ3GIeKsExrfxababh6VLl9b52pkiM/tzjSig1ixteZnbZBf59YL0ffdSCSgESYnB3X5jV2mMhqMsaN+EYyq/EUiICmDzPum57efyeGhk7YM+Xl7un2MsdpEj+Ub25hox2moPBtNLrXRxUeO3NgRBoF+oJx8/sYCSnCzuWSRZe+aZ7OSZjPydY8RLJTC4lRd9Qhu+WVcrBEQRHIDd4WDvsQxOnKuYQ+gW6c+iuX3q7QetjCiKjHriDfJM9mbNhmYabOitDvzUClq7eB5Yu3at/Hjq1KnNchwttABXOSMKVBGwX7urWjZix3JI3Hf5D6L7MLjzdfANprM9nxcHxRGgdV4IU47BpQsNbiLYx4PFd/VnwfB4+bl1jnimrc0jpcz5MZcWN+kwBw8e7PIJPaPQQJFO6sXsFR1AqO+VyfSdP39eztraRZG1F/SU2URifNUMbqaAF+B8iYXfnL1ioyO96eyGXWia3orWxxeNZ9U7+oxSGz+fL+GXpBJy6nBIuloYjcYq0jcX9BZJsN/qINJbxe0J/lX6WusKREH67NZe0F/295iUlMSIESMalOypPMk/MtKbji70KQd7qJjfKfCKZLDzTTb5uzYi0pvoWlQRvGoJ6spsIt+fLeH9E4W8d7yAU4XNZ1v53a+buG7goAZ1RKsPBtocIma7iAJcduKpjXI5pTB/T+JCpN/R4fRidKaa37u7776b9957z+19lGci63Kcg/q/57VhF0XyjDZOF5nZkWVgRYqOnZfKuG7WnQy7o/ZhwM6BHi5nIk8UmNieXUZpmYUdu89VCUKn9mzd4FBSdXafSyfHYGnWbCgga4d2DKzdnrc2VqxYAUjBe+X5jhZaaCpXPRCNjo6Ws3xHsopIKarmarH6A8i7ePkPJLIdzH8DLx8/nh6SQCufSj/6v10rh6tEO8/EG/g8IRcfpBPkOTGIKZap/GaPaXIgmpuby7x581xqqD+aWiA/HtO5+QS6G2LZsmXcfffdiKLIjqwyLhps+KgV3Ni2+foSMw1W1qTqEJEmSPu62VZQXs5b9epjHPltRZXXorxV9AjREqK9toaVVq1aRUJCAgaDgZOFJpYl6zDbRToESI4qlbN0oijWWrIUgPb+GmbH+3FPp4DLnhHt3LkzSUlJdO7cuc5lCky2KpP8/Vyc5A/SKuvsH20MBoOBtm3b1nD+sdglNYZyGam6lAZqC0QrM6SVV5Myd5XJM9o4WKKQBlh8apf7qczKFB17c8oosdiriNlXDkAqtzq4QnmPrlohyNPzdofInvMFNZaNiIggODjYre2DpJc6INyL+zoHMivOj3i/mjcAxRZHre5poihSYrFzvsTC35fK+PWCnq8Ti3jnWAFfnynm1wt69uQYOV9iQWdx0KZ7XzoMrtrzqFUKzIjzZXSUj0uZyBSddHOcmVPCuj9PctbZM6tQCNxxfXvem92zhnxefYiiyF1zbmbZiw82azbUIYqccbYjdQpwrYqUlJQk31D279/f5XabFlpwhatemgeYPXs2R44cAWDl6SyeHFypvGMxwpI3pEl3bfNl1GpQlAsr3gZzGUVGC98eTee27tGEeXvAiZ0w6jZJHL8uHHbY/C0c2Mh4oL3GnwXW0SSJgejR8IB1NLdlXuB5q92tk1Fl/P39SUxMJDc3t96LOyBPywOM7lRTIPly8eCDD/LYY49xXmdhX64RAZgS49ukfrTK5JukcrRNhG5BHgyLcO87YXeIXDRIQZrocCA67KgVki92rxCtWyL+V5JRo0axdetWDhXa2OPUx+wXqmVkZM3p92KLA30lyRgvlUCPYC09Q7SNcl9pLFqtlnbt2tX5usEq6b5eyUn+unA4HNx22220aVPhaCOKIr+l6ylw6sre0KamjFQ5agWohIpe3HKUgtQ24mofnitszTQQ1bU3k68f1OC5RBAEwj1VbMsqY1tWGcHOGyyHKLIpvZQCs40Ck53eIZ4MceO3VB6IahQCwxJC+G7PBQB2JOUxvmvVG9/XXnvNjXdX+3uI99cQ76+h2GzncL6J4wUm2YLyfImFYK2SPJOdfKOdPJONPKO9TomvAI2CUE8VoVoloZ4qDm35jR1pBcSNmiovE+UtDfW52s+ebbCyKqWEQ6ezOHDyojzj2tpfy+ThCczp3srt7/a5EgujHn4RHw9Vs2ZDM0qtGGwiARqFy/q2lcvyje31baGFurgmrrozZszgmWeeAWBFYrVAFKAgU8qMzn4a3HQYconEfdKEvEnKxtocIi/8lUjnUF/GtwsHhw32/wajb6t7GwolTLwXOl0HGxYRX5DJGs1anrEOZZ1DKtf/WBbDwU928/Gc3rQLc9+u0cPDg337Gm5V0JusXMyTSp1RgZ6N2ldj8ff3p9hsZ31aMQDXt/aqtZTZECUWO3lGO+0qDaDoLHaWnZcCl3g/NTe0cd31qJysMpsshn7ffz6mV4iWrkHNZ794uQgND+eIxZtj+RWDVXVlgsvLlVHeKnqFaOkQ4NFs2RR3yMjI4K233uKxx59AExJRpe/T6hBZmaK74pP8deHr68vrr79e5bkDeSbOFFvQKASmxfrWO+QlCAJeagW6SgNiHkqBGbF+zdpznKKzkKq3UnThHD1ju7q0TvdgD3ZfKkMECkxS9rDMJnLUOdkf5KHkunD3qgrlGphqhcB1ccFolAosdgc7zuUhiqL8u0xOTsbHx6fZMmgBHkra+qixiyJpeiuFJju/X6zdG95LJRCqVRHqqZQDzxCtqsbf8aO//mDfmQtyIDooXArKXf0+FpntfHcqn/W7z5OZo5OfH9o+hA9u7oVCpcTXzRtxURTZlV1G2x79GBPl3ay/3/IhJXfK8pUtkcv1v1toobm4JgLRdu3a0alTJxITE9mfWUS63YM2SjOMv1vyi7dZJHtOcxl4NnNQJYrgHwIjboGMM5BxllDyKHhqAlpVpbvhg5th2EzQNHBnGtcd7n8P9qzBe8cKPuQvBtuzeMk2EDMqzlzSM/njXbw2tSvTe0c16pBzcnLw8/PD07P2i8e2pApNv+s7hF7RLJPNIXL3My9xKSeXx159u9HT+Kk6K7uyy5jfKQCtSoHJ5mCZczAn0lvF1Fi/RgUuF0utdAzQ0DvEk2gfFQUFBWgU16awezlmu4MVZ/L5+evP6TR4JPeO6kdCPX2UXiqBOztc/tJ7Q+j1erZt28bkuXeTVOrDXR0D8FAqcIgi6y7oySqz4adRMDPe74pN8tdFXl4eWVlZdOvWDYVCQUaplb8ypQBnYlsfgrUNf5beqopA1Fet4KZ4P0KbMcPuEEW2Zko6sR/PHU/Q88/VGA6sDT+Nkjg/Ncm62vspx0a7H+iU94hqlAJeGhX9YgPZfb6Ai0VG0grKiHH2jT7zzDNkZ2dX8SdvKudKJEH7clSCpDca6qmsCDy1KperMJ9++ilvH87FQyVZi7o69AhSVv8/2y/w6+7zmMxSz7UgwMMj2/OPUe0bbXJxrsTC0o/fJKFHX3r0aL4MpEMUOVvuLe+iZnRmZqbsphQfH98op7QWWqiPayIQBZgzZw4vvPACAKvyFDzaCilDGZVweXcsCNA6XvpvgNMpQleI9uJZHGmncaSfRZWbCqZSOLIVBkyof3sgWY8OmwVdhyL89iU3nz9ML0UuD1lHkiQGUmax889lx9iVlM8rU7rgq3U9Y5KVlUVkZCQrV66ss0Ty15lc+fH1CVeuLA9S2dDu6U9wiINJbd3PWJaTqrdQanPwx0UD49v4sCJFR77JTrBWycw4P9SNPMH3D/OULw6bN29m/PjxpKWlVSnJXkvorXZWJOvINor89dW7TOgWS0LAkHrXqS9IvZJ07tyZ48ePszPbQMklI1suGpjY1pe/Mg2cK7HgoRSYFefXoPnAlWD16tXcf//9WCwWSq0OuQd5QJinyyYP5bqcIVpJwaA5ZcpAcmrKN9nxVwts3bqV1q1czzL2CNbWGoh2CfQgxtd9JYvKpXmAQfEh7Hb2h+5LLZAD0ffff1+W/GkuOgR44KdREqpVEuapwl+jaPR5xmq1olCqiPbzYFJb91qI9GYb9y47wd+nsuTnwnw9eH92Twa1C2nU8YCUDd2RWUry/p30jA5t1mxout5KmU0kyENJWB1e8tVZvny5PPR22231VAVbaKGRXDOB6MyZM+VAdNnfx3l0WntJf/Nq4BeELqoLncbM5J133uHmu1+H7GTQuym/FNRKshRN3EuHjV+zVreWl2MfYtkZaQJ31ZFM9l8o5N2betI/tp7+00q0bt2aFStWMHz48FpfF0WR3U7fZ6VCYFA794cEGsvpIjOH800MvulObkvwb7RkjUMUueAsL58qMpNnspFrtOPrtG5sypBK5QxF3759WbZsGYGBgY3eXnNxINdIv2rZ48ryTMFeajLzClwS67/WKG8VOFFoxuYQSSy2oBBgWqxvs2YMm8LMmTPp06cPKBSsSS7BYBNp46NmeGvX+ya9VAqifVTMiHXfHrYhTHYHO51avCOjfekY0Net9eP9NXirBAyVmlg9lAIjIxunBVl5WAlgQKXz176UQmb3k27sIiMjiYyMrLmBJhDnp6misdwUFixYQF5+PmvXrHErmD2fq2fe4sNczK8wXhnZMYy3ZnYn2KdpN4L5Jjs6m8g/v/2VezsFNGlb1amYlndNxB4kV6xyZs+e3azH00ILcA1MzZfTsWNHEhKk7OfeE6fJ1BmlQPQy+JK7gp+fH4888gjdu3eXMpzRHaHzQPc3JAjSeg99hNegCbx5nZb3Z/eULd0uFhmZvehv3tx0BoutdtvC6syYMaPOKdTzuaXk6KTer/gIf7w0V+ZCX2CysckpcTMq0huFvpCUlJRGbSvLYMNcaYo312hHJdDsWabg4GBmzZrVoMbl5SbXaOPPTAOXKskppdWQZwr4nwpCDVYHW/cdJioqikPHjsvPJzr7026I9mlUJu5yERQURJ8+ffgr0yArPUxxs2+1S5AHs+MbfwNWH39fkrQ0o7xVnNm2kQ8//NCt9ZWCQPdqAy/DI7waPURY3iNa3lLRLcofD+f73pcqDUr++uuvLFy4sIaE1LXErFmzuO3WW10OykRRZPGeC9zw4S45CFUpBV6Y1Jmv7+jb5CAUnLamgWamxPiibsbedbsocrZcxN7FLH9KSgoHDx4EpApHp06dmu14WmihnGsmEAW45ZZbAOnHvuRcPpTpoDi3gbUuH08//XSD0+ku4+EJ4+6EhH5M7RXJxn8MpX+MlEUQRfh0WzLTP9vN+Vx9g5sqLS3lqaee4vDhwzVe2+HMhgL0iHEty+oOdodY48JidYisqSRx0ytEy6RJk+QMt7uk6Gt6SNtE2JRR2mQnleps3bqVZcuWNes23eVIvnTjsDNb6kk8VWhiqVOeKcFfkmfyUil48skn+cc//nE1D9UlMkqtfHu2mN0GDybfOg9P/5rfw5OFZi4289+yKXz55Ze8/dVi2aVrWqz7Sg8xvprLMhRWbLZzME9SShgV6c2xY8f4448/3N5O5UA0wkvVJNen6qV5D5WS3m2kykJmsZGMwjIuXrzIyZMnr5oSgiuMHz+em266yaVlc3Qm7vj2AC/+egqrM2kQHeTF6vsHc/eQ2GZ7nzqdji4J8fy+7Idm2V45F3RWTHaREKdagCtUNnm4/fbbm/V4WmihnGsqEL311lvlx98fy5AeXK3yvJNffvmFv/76q/k26Jz6jw7y4pd7r+Op8R1QO7MKJzN1TPxwF1/vSsVeh/QIgKenJ5s3byY1NbXGa3vOVwSivWObvyyfWWZjX66xynO/Z5SSZ7IT5KFkvHOS/csvv+Sdd95p1D5S6xiqyDTY+DmphOXJJZRZXcseN8SKFSv44osvmmVbrmJ3iOy5VEaKzoLZ7uBUoVQuS9ZZ+S1dz7q0Uhwi9A3VMjXWVy5/xsfHy1WDaxFRFNmXU8bPSSWUWh3ERkUy9aGn8QutqWObVmrlx6QSlp4vId949c0Dtmzbztqt0kDNqEjvBp2driTbsgzYRamfM8JbzUsvvcS6devc3k6gc+JcAMZF+zRJpaD851c5Vh8QV3HDsT+1kAceeMBlS+KrwerVq9m2bZtLy647lsXY93ZUsTGd3DuKzY8OpVuUf7Mel1ar5ZdffuGGG25o1u3KZXk3esh/+KEiGG4py7dwubg2GrSctG/fnr59+3Lw4EFOXMzlRE4J3TKToGv9wxmXk08//ZTrrruOESNGNPu2lQqBB65vx7D2oTy69Cjnc0sx2xy8uv40G09k8+bM7sSFVlMJMJaiLMrh2LFjNbZntTvkspinh4qO4c1fcs4ps7Etq4wwTxVxfhqOFZg4USj5g0+L9ZVlkHr27Nmo7RttDrLrcPzxVgl0C9LSPViLVzMNuHz44YeNsklsLOmlVjZnlFJgsuOvUdA/zLOK3uFx5zTwqEjvGj2jCxYsuGLH6S4mm4P16aWcL5Gy2QPCPOnjL/LOpv0oW8fXcLECiPVV0ytES9AVNA+oLC1UjtnuYNRzH1FottM50IPel9Ef3l0ullo5U2xBJcDw1l5yNaKx2bceIVpCPZUu60fWhcVetUcUYEBsMCAlDnYn5TCxSwha7bXzWVbn888/Jzo6muuvv77OZQoNFl769RTrjlUMJHlp1Tw9qQt39G3e3tdyNBoN06ZNq/U1s93RaKm5wa28CPZQ0tFFTdvTp0+TmJgIQL9+/YiNjW3UfltooSGuqYwowLx58+THPxzPgMzzV+9ggD/++IO33nrrsu6ja6Q/6x8ewrxBMfJzB9OKuOGDnXy5I0XKjooiHN8OHz8E2VLvZVlZGTqdjktlNkw2B8cvFlPqlBCJDPdvNhH5yuQ6s1drL+g5W2zmjwypT2pctE+Ncs9zzz3HypUr3dp+ajXLPgGI91MzPdaXB7oGcX2kd7MGLlcqCC2zOdiQpufnpBIKTHYCPRSMj/bmWEFN20dvlUCkd83jMhqNnDt37prrucsuk0rx552T8DPifBkR6c2pxDP8a9Yo8i5U/Ia1SoH+YZ7c2ymQ2e38SQjwuKL6oScLzWRUagkQRZENaaUUmu2EapWMj2680kNzI4oifzolpPqHeeKnUXLw4EHCw8M5e/Zso7aZ4K9hqJsmELVhcVTtEQXo1SYAjTNI2noig/DwcCyWmm021wqbNm2qs9dWFEXWH89izLvbqwSh8dFBfDBvwGULQgsKCrjnnntIT0+vcTz7ciRTgsYS6KFkYCsvl3vNf/75Z/lx5WplCy00N9dcIDp79myUSumH8vOJi9gzk8Be08KtSbhxIS+/oy8ra/wJwKX9qJW8PLkLS++9jrbB0oXCbHPw+m+JzPxoG+e/+i+seh8MJeDtj81mIyYmhk8++YRCk42vdiaxcsMBAstKQBSJDPfDS6WgyGwnqcTMvpwyt238aiPHGYiandaHNlESzO5Wi/NHUlISWVlZNZ6vj1SddOHy1ygYFuHFA10CmRUvBSzKyxAg2O12hgwZUqUE1ZyIosixAhOLThdxotCMUoDBrTy5u2MgGqWCXGPN77bBJvLDuRJ2ZhuwV/qurl27lg4dOqDT6WqsczUQRZHDeUZ+PFdCiVOY/s4OAbL/u090Ox5Zso2w2AQivFRMaOPDg12DGNnMNxPukGmwsSZVR6mztrw/18jxi/n8d0JPAlL2XXU908qcLjKTXWbDWyVwXbh0TggNDeXBBx9stNyYSiE0i3mDtVqPKEjnsJ7RAQAU29W8+dEiNJprZyCtMlarVTIh8KoZlOfqTNz3wyEe+vkIBQbpfOShUTLquniemdKN0W0btlVtLCkpKWzfvr1KJrnUKmko/5VVdsVmd+12O19//TUACoXC5T7aFlpoDNdUaR4gJCSE8ePHs2HDBjL1JrYlZTEqLwNaxTTPDkry4cQOGOK6SPCDDz7IqVOnXO4nagoD4oLZ9I9hvLX5LN/uSUUU4Uh2GRPoxEMqM/cpj+PhE4BKpeKbd99l4LlzBPXvSufkZAD+DVwIaMVJ0wJWhN6GyVfqX+odom3yRdbuEMk31QycHKIkNVQ9I9qYISBPlYKb2/lJvWxXIDOlVCoZNGgQrVu3bvZt5xltbM4o5aJBCt7b+qgZF+0jB2HlQ0q1IQIH80woBYGB4Z4IgsDIkSPZtm1bnUYGVxKz3cGm9FJ5Cr53iGQ3WnlYp9ChZtx1vekVqiXC69roubxktGGwiaxJ1TG4lRfbssoQEbn51tvo2u7aKT1aHSLbndmvYa295d9uTEwML7300tU8NKCmfFM5A+KC2H9Bag9q1f3qtVQ1xKBBg5gyZQrPP/+8/Jwoiqw4dJFX159GZ6poD2ofHcTAXm3pHeHDqFosdZuTfv36cfbsWXkfKToL69P0lDllt66UQdrWrVu5dOkSAOPGjSMiIuLK7LiF/y+55gJRgDvuuIMNGzYA8MPxdEZlJjVfILptKZzZC/0nNOyS5GTmzJmMGTOmefbvAp4aJS92dXDD2b08VdCJVNEfCyretfXlV3s8/y5U0P/UZiYtWAC1ZGrbFOfQ9qNXsH75Jqvf+pbcYaPc9mSvjXyTndpmqE4WmjlZaKatj5qB4Z5VnEmMRiNms5mAgACX9tFYXcOm8Oabbzbr9qwOkd2XytifY8SBJHQ+KtKbzpUs9Yw2B4lF5irrqQSI8lHT1kdNjK+acC9VlbJ1WFgYYWFX1qCgNvKMNlan6ik021Er4IZoXzoH1ew7i3MU8ennn9DjoYfA6/KUMt3B7hDJc2b0LxpsLEuWROtHtGvF9W+/cXUPrhoHco3orA7CPJV0q/TZbty4kS5dulx1A4bq8k3lDIgN5iOkVozd53KZ0vPq/92rI4oi8+fPryJFlJpv4MW1J9lZSXUkxEfDrCHtEP19ifZRMant5bWhLSgoQBRFQkJCsDtEtmeXsb/aYOiV6hr55ptv5Md33333ldlpC//fcs2V5gEmTZqEt7cUkKw4nYU+6UTzbDjvIhzdCsZSOOy6/MmIESOYOnVq8xxDQxh0sPpD+P4F+pWe5DfNKu5THkOJVEo8Lwby8Ws/45gwAdFolNoMqtVrFIgIoojKZGLWI3OYfPbvZtE2zKlnutlDKRDlo6piKymKIu3ateP9999v8r4vJyaTiT179mCzNX16O7nEwleJRex1BqG9QrTc2ymQLkHaKpmUE4VmHCK09lIxKNyTW9r58Wj3YG5u58/AVl5EeKtrXPREUeTtt9+Wdf2uBicKTHx/tphCs50QrZJ5HQJqDUIBdCUlLF++nOLi4it7kHWQZ7JTuTtFROpBthVe4vDRo1fpqCQDh8qUWh3szZECkJGR3vL3wG63M2vWLFasWHHFj7E61eWbyundNgAF0msH00uu+HG5giAI3HfffQwbNgyzzc4HW5IY9/6OKkHotF6R/PHYcJ4cHsOwCC9mxPpdFmmuynz88cd07NiRHL2JH86V1AhC4TJdsO126brjpKioSO7t9/f358Ybb7wce22hBZlrMhD19PRkzpw5ABisdpas39g8G976M4hO3ZE9v4LNdR3DxMREnnjiCRyOBmSDrBbISm7c8YkiJO6FvAz5KU/BzrPqA6zTrKGHkIufqZTP1vwH0SEiNHAsCtGBIIq0mXczNEMwUFsgqlUKDI3w4v7OgQyN8K7ieiQIAp9//vk13+i+d+9eBg8ezJkzZ+pdLt9kQ2+tvV9Zb7GzOlXH8hQdJRYpk3V7gj/jon1qvQlo46Pm0e5BzO0QwLDW3rR1QYNSEAQ+/PDDWvVjm4sisx2zveb3yuoQ+S1dz4b0UmwidA3yYG5CQL0e7F26dOH8+fN06dLlsh1vQ9gdIn9eLCVFZ6liGFCOCLy96DuGDh/B35fKMLpoKtGcrE8rrbLfndkGLA6Rdn6aKqL/SqWSixcvctddd13xY6xOXaV5L42KzlEBAKTkG8gvNVdf9arz4YcfkpyczJ7kfG54fyfvbTknm4lEBnjy9R19eW92TwK9NSgEgUGtvC6LSUF1HnjgAf6zaDE/ppRyqY6b/mbPyBp08OMrkJEoP7VkyRKsVunaOHfu3Gu2z7eF/ztck4EowH333Sc/XvTXQbA08YR28Rwk/l3x/7p8OLnT5dXz8vJYtWpV/cM3ogi/LYKDmxt3jIIAfcfCvW/BY1/C0BnyS50VhazSrOOrpB/xtJpR4lrXuiA6EMrKYPHixh1TJXIrnRw9lQLDI7y4v0sgg+s5Ud944420b9++yfu+nPTv359Dhw7RoUOHOpcRRZHNGaUkFVedAnaIIgdyjXyZWMzZYgtqhZTFmtchoF4tylZeqkYNjaSnp3Pvvfe6vV5D2Gw2CgsL2ZGp52Shmfz8fC5evAhAocnO278fYs/5TFQCXB8sEFl4HrtF6nHNyMioIid28OBBWePWYDCwc+dO9HrJqCEzM5OjlbKPZ8+eJTMzEwCLxUJiYiIGgzQpXlxczIULF+Rl9Xo9RmPNLFFdFJvt/JhUwoE8E7+llZJlqP3Gs9+027nvyzWU2hzyEM6VJE1v4Sen9mqu0cbxAjMKYERkzXaagIAAl9tcmgtRFDlTZMbgHPCyO0QconTxqFyZd4giBWVm1D4VPczHMoqv6LE2REFBAa/8912eWnWKOV/uIyVf+q4pFQL3DYvjj38OY1Sn8KtybF4BwSRcN5xwTxV1tfM3a1L2Uip8+SSknpASKE6++uor+XFLWb6FK8E1G4j26dOHbt26AXAwq5jDf6xv/MZEEbbUMhW9ew00lOF0MnToUM6fP09UVFTdCx3YBEf+lH7YTcU/BAovOR+HAqDEQf8DuxrXJ/Thh02ySxVFkdwyO14qgRGtvbi/SxADW3k1GEw5HA7efvvtKzLo1Vi8vLzo3bs3anXdgaMk+2PjXEnFCTvbYOX7s8X8mSllsNr7a5jfKZD+YZ5uZS4cDkeVSfikpCQ5O2u321m6dKlsl5qYmMhrr70mZywWLVpUxThg7NixrF27FoBt27bRuXNnCgoKAHj00UeZOHGivGxwcLC87vbt2wkODmbP6WQO5Zl48cUXmTRpEmeKzHx3tpj/3D6J46u+5/aEAMhKonfv3iQ7B+Q++ugjZs2aJW/3lltu4fPPP+fUqVN06dKFYcOGcfr0aUC6yFU+hptuuok33pD6MzMyMujcuTP79++Xl62sRztu3DgeeOABAHJyclCpVHIv+XfffVelb3LW3LuYdu8/yC6zoXWYWfrILHZs3w5A2rH9rH79CexWKx4KAVXSfvqSx5goH3zVCpYuXSoHwAUFBRw+fFhu2zCbzQ1XRdzE4hwC/PFcMZszShGBXqHaGtnmt956i5dffrlZ9+0KgiCQYbDy0clCFp8tZrfT816pkH4Xv2eU8sO5Yjall7JixUp2flIxTLXyZC6mq5Blrg2LzcGqUyVEzP+CQwUVqg292wSw/uEhPDuh0xWzRK7Oc889x+KvvmB4a29uSwjgse7BdAyomYlstoToyd3w9bMVzoU26bx28uRJueLStWtXevTo0Uw7bKGFurlmA1GQptXLWVTpLs1tUo7BhZM1n8/LgHOu9dsJgoBCoSAvL692Kae007BJkrug6FLTrUnPH4FTu0HtAXe+DsNvAqMF8ooR3A0oRRGSk6GwsNGHY7SLDImQAtAB4V4uT+ArFAqWL19+WcvJzcG6detYuHBhra8ZbQ62ZkmZk3S9lWKznd8zSvk2sZCMQj1+agU3RmrwSfobY6HkvHLkyBH+/e9/y9v497//LQd9paWlJCQksH69dHO1ePFi/P395eDyySef5IknnpDXvfnmm+VA/o033uC1116Tv4MZGRlVsoatWrWSJWnCwsIYP368rJU6evToKjIsb7/9NqNHjwagW7duLPz8R7wCgyk025l69wPMf+0D1lyQrFuf//IX3nliAeFeKrp27cqBAweIi4sD4LHHHqvi9LN582aeeOIJ/P39mT59Otu2baN79+6AJMpf2Z7y559/lt9rZGQku3btolevXoAUpFZ25nnttdfkQNTHx4ePP/6Yrl27AtJFc8GCBdgcUuba0roDIXEdSPDXcFu8L63DQtE7ZzPLiovIOn2EEdF+3N81kNWfvs2iTz8GpKzszTffzM6dUrXk999/p0+fPnImdu7cuYwdO1Y+pi5dusjqEAcPHuTWW2+lpETqjVy/fj1LliyRl/3zzz/lLLPdbsdutyOKouxSVGxxkOlUWEjw19TQi3U4HM0eBLtK31Apy5lVZmOPs3/V6oAN6aUczjdxqczGoFZeDO3bk/umj5LXO55ZwqLEIk4Vmq6q/u22s7mM/2AHr/+WKGst+3uq+c/0bqxYMIhOEZdPkskVDAZDlWy/yS7K5hBDWnmhcp5uFTQxEnXYpaTMirfBWqnK6MyIVnaZuxyVlxZaqA1BvNbUsSuh0+kIDw/HZDLho9WQnVeAj49PwytWxuGQyg9OEfgaRCXA3W+4dKtZUFBAZGQkH3/8MfPnz694oSQfFj0haXyWM+Uh6DWq5kZcwWqGTx+VAtrRc2HINCmY/Ol9uP2fjdsmQGoqxMQ0fv1GUpubzbWEzWbjm2++Yc2aNbz00kt4eHjQs2dPSkpK+M9//kPsmJkUBcVwYsuv7P75Cx78dgN2ERbNn0x82zZsWP4LBl0xQUFBLF++nJkzZ/Ljjz/y1FNPkZGRgVKp5LnnnkOr1fLCCy9gt9t55plnuPXWW+nZsycXLlxg//79TJ8+HZVKRWpqKgqFgrZt2wJSSdrLywulUsmKFSs4d+5cnUFzYyk221l0uojyMEcBOJz/joz0pk+o9pr+GwIUmGysSdWTZ7KjFKTj7h0iHfelMhvfnS3GV61gQJgnPUK0cn/juHHjGD16NE8++SSiKFJaWopGo8HDw4Pi4mJSUlLo2bMnCoWCHTt2YDabGTNmDA6Hg6effpoZM2Zw3XXXsXPnTl588UXWrVuHj48PCxYsIDMzUw7StVotb731Fg8+9BC/b97MDTfcwPkLaSwv9GLbN+9TfCmTqQsl84ytX71Dl+uGMWrYEFo5StGlJjJw4EA8PT2b9feUU2Zje5aBG2N8q/R318bKFB1JJZZaX7suzJPrnYoXoijS7/U/yS81o9UouWNqHwRBIMZXzdgonyuqIZtWYODV9YlsScyRnxOAm/tH88TYDgT7uG536QrN9bf542Iph/JMtPfXMCPOj0yDlRXJOvqFeTKoVSMVUIwGWPkunK8lKTB2HqXdRxEeHk5ZWRkeHh5kZ2cTGBjYtDfSQgsucE0HogDz58+XhXW/+uor93tWTu6W7v4AFErpjrA6816DGNcGKlatWsX1119PUJDTV9lqge+eh8ykqgt2Hw7TH3XvWMv56xfYvgxCo2HBu6B0lovy8qAJ8j3W3DzUoSGNXr8pOBwOTCZTrQLSzY0oiuh0Ovz9JQ3VP/74Ay8vLwYPHkx+fj4LFixg4cKF9O7dm48//piFCxfKpfHhw4cTHR3NO4u+42BaDvPGDmbywrdpf931pBzczbHNq5ny7JtE+mjwStpL60BfBg8ejCiKZGRIbjIeHs17cbsSbEov5Wg1lyeVALe092+077rRaCQlJYW4uLjLrn16stDE5oxSrA4I9FAwJcavio1lqs6Czuqga6AHyislxliNC2lpHDeoMHv40F9dwpY//mDK7Fv4KqmMA6t/QJefy6h7HgfgvRmDGXLbAm65424Up3cyY/IkTpw4QdeuXXnggQc4ffq0nCW/5557mDp1KhMnTiQ3N5edO3cybtw4fHx8MJvNaDSaWoOjEoudxWeLMdhEBoR5MqIB6bSMUis/JdWchPdUCdzXOZDUc2c5cOAAN998Mw/8cowtiVJV6LO7B3LOKGK0iygFGBjuxXXhnpd1Cr2kzMon287z3e4LWCoN34UrDXxx7yjiIwLIMdpp5998gzhpegsnC81MbOuetfLmzZsZOXKk3BpUYpFuCu0i3N0xQNZnLjTZyTXaXLborEJuBiz5DxRm1/76iDl8nljA/fffD0i9oV81pQrZQgtucE2X5qHq0NLHH37g3sqiCNnJMGauVN5+yjmwIyjg8a9h6sPQdSgc2eLyJqdPn14RhJYPJ1UPQkHqE21MjJ+fCbtWSY8nLagIQgFCQiA+3u1GIQcCeeFR/DfFyvLkEo7kG9FZmtmtqh5EUaR79+5VStWN3U4527dvZ+/evYA0SDZhwgRZ1uj9998nMrJCv/D111/ns88+A8DDwwO9Xi9bD44YMYIPPvgAh8NBTpmV+//7Cf0eeZ1vzxZzwuTB478epP111wMQ13cw0557G4VCgdkuMn7sGAYPHgxIrRtt2rS57EGoxWLhzJkzbg3tNITOYud4YU1xfZso6Vk21pErMTGRrl27yn7VlwOLXWRDmp71aVIQ2jnQg3kdAmp4qcf6aegRrL1qQajJ5mC/NYDTZg9SdVZUwRHcfffdCCopEOo37XY5CAV4Zs0eXv7H/cyI82XCmFG89NJL9OnTB4vFwsyZM+UWBYDs7Gy5VePgwYPMnDlTlsz6xz/+wYABA+Rl586dy9q1azHaHHy9P4VDf20mXGl1yfYzyltFK8+aPZRDW3mhVSr4888/eeKJJ1AqKxyWAEylZdzTOZBuQR7YRdh1qYxvzhRzQd/89p8Wm4Ovd6Uy7K2/WLQjRQ5Cw3w9eH92T1Y/O5V0UcNnp4qqDF82Bb3FztpUHb+c12Fy87eSmJjI+PHj+f333+Xndl8qwy5K3+XKJiFBWtd94qseYBGs/6zedjHRauaDDyqur5Xb4lpo4XJzTQraV6Zv375069aNEydOcPT4Cfbt21flxFovgiAFoeU4p3xRqsA3CHqOlP5zs+/qk08+4dKlS7x64yBpOKk29IVQkAUhbgg6iyJsWAR2m3RcbTvXfD8PPwyPPebW8QJ80nUCv2w4Tu/OrenSLhyVUkGYp5J2fhra+WuI8FJdttKrIAg899xzDU7PFxQUYDKZiIyMpLi4mH/961/cfffddOnShUWLFvHMM89QUFCAIAi8/PLLhIeHs2TJEry8vFCr1TgcDkqtDiZOnEh0dLRcJtuwYYOckfP19WXzZknVQBRFwuI6EB8Uw9dnSnjz7un4hoRx078+wVMlEKhRklWL5A9AodnOT0kl3NLeH3/NlSs1njlzhh49evD3339z3XXXNcs29+YYazUqADhTbKHAVMz0OD+XParLSUhIYM+ePSQkJDTDUdYk12hj7QU9BSY7KgHGRPvQPcjDre/xvn37mDFjBtu3byc+Pv6yHGeBycbKFMkAwFMlMC3GT84yW2s59cT6qrmhjQ9+zu+VVqtl/vz59OnTB41Gw8iRI6ssX95rDDB+/HgKCgrkyfq5c+fKw2GiKFJWVobFZmdlio5jhw6w+NFbeTEtA5VC4OGHHyYlJUUeAHv55ZcZO3YsgwYNwmg0UlpaSt9QH9anV/wmgrVKeoZIxiAPPfQQ8+bNQ6lU0qNSIHoso4RpvaKY2NaXbkFaNmeUUmC2s+S8ji6BHoyM9MZbXXtOxGx3uKQuIYoiG09e4r+bzpBWUNHD76FScNeQWCLEXFat/olTN85F6eyZjvJpmtuX3SFyMM/I7ktGWc7Kt473URedOnXixIkTsrh+ocnOiQIzAlJvaLPgGwh3/VuSK8y7CDuWV1WQAXYdOyUPSPbv31/u026hhSvBNR+ICoLAo48+Kpfk33vvvSoDAG5RrhuqqnYCUrh38jAajZRmpcEmZ6ZHqZKCyOpl/9QT7gWiJ3dB6nHw9IExd9S+zB13wHPPgdHoUgDtEBQYVRpWdR2J2WLj76PpnDh3ib5donDEhJBrtLMnx4iXSiDeT0PHAA/im7FcVc4tt9yC1Wplz549xMfHEx4ezu+//85HH33Er7/+iiAIzJo1i7CwMJYsWYJGo2HDhg3ccMMNdOnShYEDB/Laa6/hcDhQKpWsXr1a7hf29vZm7dq1JJdY2JiuZ1ZCQpXgp9wcoZw8o40zxWZnkFXxNxtx6720CwvkpnZ++GsUfHOmuN73ZLJLgzFTY/yumEd5+/bt2b59e7Npc+YabXVajSoFCNWqCPdSkmWwuh2I+vj4MHDgwEYfm80h1lq+FUWRYwVmtlyUNE1DtEqmxPjWsJh1hZCQEO68887L5liVorOw9oIes10kVKtkRpwfAZU+x8qarRqFwMhIb3oE1wymo6Ki6lfscKJQKCoqNkhWluUIgsCy5ctZk6rnYomFvteP4dmUNGKiJHvbG264gfx8SdTd4XCwbNkyYmNjGTRoEFu2bGHy5MmkX7yIr9qTzT98galUx6f/fgWFILB//346dOggt8N0d2qJAhypJOHUxlfNnR0D2J9rZM+lMk4VmUnWWbi+de3ve1N6KcNbe1f5zKqzN6WANzed4XB6cZXnp/Rszdg+bUkzw7LvVnBo7S90mnqn9DkJEOHV+MvfBb2FPzIMFJirnvN93AhEy2+UywfuQMoWi0D3YI/m76VVqSGsjVQlBLjuRsngxWTgk7UVVcGHH364effbQgsNcM33iILkfNO6dWuKiopQKpWkpaVVKb26jL4Q3rkbvAPgyW+bdlBmo5ShVKml3tMlb8CZfdBlsKRZWpIHnQfCTU+5tj2jAT5+CAzFMPlB6D267mU3b4aJE53Bbz3BqEIBgkDBstW8Zo1m9ZHMKi8H+mnp1y2a2MhABEGgrY+UianvpN8Q+fn5HDp0iLFjxyIIAi+88AJWq5U33niD7777jjvvvJPvv/+euXPnsnXrVj799FN+/PFHtFothw4dwsvLq4r1nqskl1hYlaojRKvkzo41G+zzjTbOFFs4U2wmv1Lw6akUSAiQAvC2vhVuRvtyysgxSnJV3ioF3mpFpX8FvFSKq1bmbQ7yjDYO5hk5XmCWFWnVCugaqCXSR0W4p4ogrRJlE7Lk2dnZfP3119x9991ue1WLosiaC3qmxFS1Vazucd89yIPRUT5X7EbAVURRZH+u0ellL03BT2rrW+M4k0rMrEzR08ZHzYQ6fnuFhYW8//773HfffY0771U6pi2ZBg7lmfBQCtzW3t/l4D0nJ4fdu3czZcoUDuSbeelfr6E2l7Luyw+wWq1otVratm1LcnIyu3fv5p133qF40CNcKDSiUsBvd3ciIT6uyjaLnOoTqXopQRDlrWJctI98TGa7gw9PFBLjq2ZmnF+NIPVYRjFv/362iiMSQL/YIMb2i0GnVFfJONutVpTOPsxIb5UkReYmOoudrZkGzhTX3lYwsY0P3YJds47+9NNPWbZsGVu2bEGlUpFntPH1mWKUAtzbOfDyVFpO7oIV70BQBDz0ERTlcmnRC7R54VusdgeBgYFkZ2f/T/a5t/C/yzWfEQWpNPXggw/y2muvYbfb+fTTT3n99dfd35DdWVJSNv1tWxUqNm7cyI033igJamRK/spcfzMEhsOxbZKNqMPhWsZ1609SEBrdUSrL18e4cbBhA8yYgcMglaEUlQTuHTgdODw9YdUqgseO5T1g3uBY/rHqJBeyigEo0pn4fXcS4cHePDCyPbPjg1C4cKz5+fkUFBTQoUMHbDYb06ZN47777mPSpEls27aNWbNmkZ+fT3BwMMHBwbIG48qVK5l502xZc3LkyJFVyox9+vRp+HOqhfIg1C6C0VbxORSYbCQW1Qw+tc7gs1OAB2181XKwZbfb+eHnn+nRowcDnHJD1yKLFy/Gx8eH6dOnu7WeKIqk6KwczDPKF3+ANj4qBoZ5EuNX+1BLY8nLy+OTTz5h8uTJbgeiSSUWzhZbSNFZ5YGSS2U21qTqKLY40CgExkV70yXItYt+XZw6dQqVSlWvmYG72BwiG9NLOVUkyeMMaeXF4FaetX62ogijo7zpE1K3KkFycjKfffYZ8+bNa9Jx7c81cijPhFKAGbF+bmWQw8PD5e9bz2At4+59nFvb+yMIAkqlkq+//pq0tDQUCgV2ux2r1UqvtoFcKDRic8CDC//NH0u/wmq1MnPmTJ566ikGDx7M2GAHJ+xlHDV7cdFg49szxfQP82RwhBcpOit2EZJ1Vs6VWOgQIAVH53L0vPP7WTafyqlyjO3DfHh2QkeGJ4RytsTK35fKyDPZ0efn4B0UKgehAFGNGMC7oLewKkUvl+Frw53SfIcOHRgxYoQsr7YjWzqX9wzRXp4gVBQl7WyAgZOlBEpwBIuMEVidmfkFCxa0BKEtXHH+JzKiAFlZWbRp0wa73U5AQABZWVnuT+LmZ0pZx6AIeOTTJh3P9u3buf7669m/fz/9OsTBu/PBwwue/qEi8LTbpKypooGTSuZ5+PIpadn73oFWMS4dg6OwiP/OWcgt+9YQU3yp4vm4OBT/+IdUxneWysr5LV3PpsQ89h3PIKegtMprfdsG8ujoBAa3C0YURSwWC1qtllOnTvHf//6Xjz76CH9/f+bNm0diYiL79u0D4NZbb+X2229n/Pjx6PV6CgsLiY6OloNaq0PkVKGZvVk6RrbxJyGg+U50lYNQkMrJg1p5cabITF714NNfQ8dAKfNZW6ZPFEVat27NE088weOPP17j9WuFmTNnEhERwUcffeTS8ha7yKkiEwdzTXIpUa2AbkFa+tQinH61EUWRb88Wk2u0E+8nZcMO5ZnYmmXAIUKYp5KpMX7NUrqcOnUqZrOZjRubx0ZYb7WzKkVPdpkNtQImtvWlYz3fd1flfspP0429UThVaGJdmvR7nxLjS6fGDL1UIr3USpsGeiy/33OBl349BcDDg8J5fHJfCgoKmDt3Ls8//zwDBw7k448/5vHHH6egRM+ePAsfvv8+fmGtGDppOlqlJLslCAK+agWjQ9V8vi2ZNUczq8yBRgd58uioBKb2iqxSpRBFkaQSC6MGDSCiY3emv/Cu/NqMOF/a+7v/GegtdrmyUq75Wpn5nQIIacTvKdtg5ftzJagEWNAlyK0Sv8uknoTvXwAvP3hsEag9MBqNREVFUVhYiEKhICUlRZaNa6GFK8W1dQWqh9atWzNr1iyWLFlCcXExP/30U1UtT1doxoxouVtMp06d4LSz8TuyfdXspyv7cdhh/eeAKN2luhiEAqQ5NHzRcxJf9JjI1LZa3p/QDnx9UQQF1TlZ3y1Iy/EwP6aO6kxGdjEHTlwkr9g5cZtWxG1f76Nv20AOfv8v7powmBdffEE6oSclUVhYiL+/PwsXLqwywf7TTz/Jj319ffH1leRL9BY7h/NNHM03YbSLqAQFMb4aTCYTWm3TMlkg9d9VDkIB7CLsdGYWPMqDzwAPYnzVDZbSBUEgOTn5ikhMNYUVK1ZgdUil3/5hdd+M6Sx2DueZOFpgkqd5fdUK+oRq6RGsbVA38mpxrsRCrlEKmJN1VpYl6+QMbu8QLSMjvZtN+ueLL76o3aCiEWQZrKxK0VNqc+CnUTAj1o/wBvoQXQ1Cm5KpvqC3sCFdCkJHRno3OQgFqgShu3fvpqysjDFjxlRZpvLkfKZR+hyCg4PlYSiAadOmkZCQgI9Ww9hoDZ+kHafUpKPE4uBCVjofzB7OzLeXkCMG83ZaQRVj4zBfDx4e1Z7ZfaPR1PJdlvRjrUx4/FU02qq/6cZkRAF8NUr6hXnSxkfNd2eLaxgtu5oRff/99xkzZozc612eDe0T6nl5glCAPWukf/tPkIxSgB9++IFCp9HJzJkzW4LQFq4K/zOBKMA///lPeVDpnXfekeRP3DlBy4Fo06YlQTrJlfcyWtMSUYMUiLrLgc1S87hfCAyf7daqJzNLyg+G2IS2slj9c889h1Kp5F//+leV5R0OB/4OIwEaBRfS0tn/38f55L13WJkXxZo/j2JRSifrg2lFcP3D/O2lZse5PIZ26cLff1dMWTY0BZ1lsHIwz8SZIjOVO1jb+qq5b/5d5OXlVZn0bQwpOgsrU6oGoeX4axSMjfJxKfiszrUehIIUmPyWpiffZK81EM0yWDmQa+RMsUW+ULb2UtEvzJOEAE2T+j7dITExkVtvvZWffvrJ5b5fURTZlV01MEzVW/FQCtzQxqfe7GJjCA9vHl/xk4UmNqaXYhch2kfFtBg/vJohoLBarURFRfHRRx9VccVylVyjjdUpehwi9A3V1nvj0li++eYbkpKSagSiHSN8USoEbHYHR5PSuXAhAB8fH4KDg+XzdmRkZJW+17UrllFstvPNmWIMNiUJ93/CrgsABfIyAV5qHrg+nv0/vYN31mg0qrbY7XbZ/a6cxCIze3JMxPUeyNRYX3ZfKiPXaCdEq2zSTZhDFNnotGLtGaylxGInVW9FoxBcmvAvLS3l/fffx9/fny5dupBeapW+4wqB68Ivk95ubjokHQKVBvrdIL0Ph4P//ve/8iJPPvnk5dl3Cy00wLWZEqmDfv360b9/f0CSsamsveYS9vKp+eaLv6dPn87j70galUS5KVOjL5R6QwFuuBs83DsJncyqEJfuGllhUefv74+fnx9ZWVmsWLFCfn7UqFE8/PDDdA3SEhgUSESAN1qVwGtj2rHwtsGM7B9LkF/FMSTmW5n7zX4mf7yb305kY6+nN8ouiiQWmfnhXDGLz5VwuloQCuCpUjDsxulMv/0uco02is12jDZHvdutjfqCUACdxYGXSmjUMNGFCxfo0aOHrEl6LfLBsg3cNawHWYUl2J2ZaUe1z798mKdTgIbbE/yZ2yGAToEeVywIBUmtYODAgTVUC+rjTLGlSktFORFeKmJ9m34DWZnS0lIWLFjA6dOnG1xWFEUKTDVLsQ5R5K9MA+vTpCC0V4iWm+P9myUIBUk39p///CfdunVze90Si51lyTrMDpGOARpGNSBY31i++uor1qxZU+N5Y6kedeJGshbdw18vTCE2NpbQ0FDat2/PBx98IGudVqbYbOe9fZms33mW9X9fRKcMll/z0KgY0jGIHU9ezz1D4yguyJX1gP/66y8CAwPJyMgAYMveg3z5+9/8/PR82pam0yHAgykxvqgVjc+GlnMwT7I09VMrGBHpxbRYP6K8VS5nMn18fDh//jy33XYboiiyw2kf3C/M8/JVKfaslf7tNQq8pWvF+vXrSUmRHAeHDBlC3759L8++W2ihAf6nMqIATz31FDNnzgTg1VdfZdy4ca6vbGu+0nw5U268keCtzgl8dzOim78Fcxkk9IWOLmqjVuJUpk5+3DVS8ip/6aWXmDBhAkOGDGHp0qXcfPPNFBYWEhgYyNNPP42fnx+dgzzwUIbxdCUf79u6ReDv50O7tqGkZRZy5mw2aQXSCfJEZgkP/HSYuBBvFgyPZ2qvyBqlsGyDjZ3ZZRSa6xbKP1lohlhJzqe6NJJSAI1ScGYVpH81SgEP57/l/68U4ILeRoCHkjKrA2Mt0agI/JZeyryOAW4HXq1bt6Z///6X3QmosZwpMpOuDqbryEnYbDayDTYyDVYO5ZnQOUeEtUqBnsFaeodqZS3Kq0GbNm345JNPXF7eIYrsvlR7mfyC3sqP50pqyB81haKiIvbt20dpaWmDy2aU2th5ycCt7QPk50w2B7+m6UnRWVEgDR31Dm3e7423tzdPP/202+uZbA6WJ+sotTqI9lExqa3vZdEJdjgcNSSjQHILmjFjBoayMqrXr1NSUnjsscd47rnnWLlyJePGjUMURTYl5vLG70mkXarq3qT1UNGzYwRd4sNRq5WkGBz09BSq3GTHxcWxcOFCIiMj0Vvs/OPJZzEay1BajPRp5cuLL77IbbfdxpioNjSlq6PYbGdntnReHBvtI2dAZ8b78felhk0mSktLMZlMhIRIDncpOgsXDTY8lQL9wprerlQrugI4vkMychk4WX76P//5j/z4mWeeuTz7bqEFF/ifGVYqx+FwkJCQQHKypIW2Z88e17UKzx+BH/8FcT1g7svNc0A5afDZoxAQBo9+4fp6yUfhh1ekUsmDH0Gg6zqGVqsVQRDo+++tFJdZUduNnHtzBoIg0K9fPx5++GEmT57MqlWrmD59uixuXZna+s4cojTte6LQDKJIkMXI2v1pnMrSVVmulZ+W+UNjmd0vGl9tRXbB7hA5nG9i96WyWh1GorxVqBUCZ44e4szh/Qydcy8Wh4jZLtbotXKVW9r54aVSUGS2O/9zSP9a7PQO0XJd+LVfaneVS2U2fjxXjK2ODyvIQ0nfUC1dg7TXhJyR2WwmOzubiIgIlyZxTxea+TVNX+8yvmoFc9r7u61p2lRWpOg4X2Lhtvb+RPmoKTTZWZGik0TqlQLTYv1o08wZW4ANGzaQkJBQpxmEzSGSY7RVsWG1OUSWnC/hosFGiFbJbe390V6mTNvkyZPp0KEDb731lvzc5s2bmThxIqIo4qhHXk6hUEgSbx8t5oAtmpOZVc8z/l4aRvaIomdCODYESm0OjDYRrVLg3k6BtWadrQ6Rn86VkJqTT6CjjIeHdyM7K5N+/frx008/MWLECJYsW87mjb/x7bffIgiCWwNj5f3KnQI0TIn1q/F6Q9t55513+Ne//kVmZibe3t58f66ES2U2RrT2YsDlOlf9sRh2r4bOg+Amqfy+d+9e+bqZkJBAYmKiS4opLbRwOfify4gqFAqee+457rrrLgBee+21Ks3v9dKMw0oyF8+RWmTg3X2neOcBCxqNC2LwVovkoAQw/KYGg1CLxUJxcTFhYWGcPn2afv36sWLDHxSXSa0GwUqTfAI8cOAAAGvWrOG+++5jxIgRtQaitZ0wFYLAhDY+eCgFDuaZKPLw4t9z+lJcWMpn286zN0Vqar+kM/HahkTe35LE7H7RzBsUQ3SQF0qFQL8wT7oGebDrUhmH80xVAswuQR70CvHko42nOLr6exa/8jhqtRpRFLGJ0nR3eWBa/thiFzE7HFVfcz5vsYv4a5QEeChrlaJxNPIey2AwsGfPHkaNGnXNnJxLrQ5WpujkIDQvLRm1xoOAiCja+qjpH+ZJnJ/6srljNYZTp07Rp08fDh06RO/evetd1iGK7KqWDQ3QKAj1VBHqqSRMK/0b6KGsoivaFFwNQApNds6XSCXgv3PK6OPwrFekvrkQRZH58+ezYMECXnrppVqXuVhqZVNGKXd1DESjlIKq9Wl6Lhps+KgV3BTvd9mCUIApU6YQGhoq/39xcTEzZsxoMAgFKamAIPDKP+4m6oHvUGglg4q2wV7cMzSOmX2i0Kqrfq52UaTM5qg1qymKkt3rJaMNjbmU0W29USoEoqKiyMrKAqTznmi3Vfnb9+7dm3nz5vGPf/wDq9WKKIq1nsdPFZlJ1VvRKgVGR/nUeN2V79K8efNo164dPj4+nC02c6nMhrdKaPZMuoypDA5KTnIMnio/Xbk39Omnn75mznMt/P/J/1xGFKTALCYmhuzsbACOHz/uWg/VqT2w/C3odB3Mdr/cVSu/fsLpzau4YeUJNm7dRufOnRteZ9tS2LYEQqJgwbs1nJ4sFgtHjx6V+2FHjRpFYGCgNC1ttfLhhx8SO2gC/1wr9ffcMzSW5yZW3a/NZiMvL89t/UaQTui7LxnlwGBUpDf9wjw5nF7Ep38lsyWxqn6fQoAbukZw15BY+rStEJMvMNnYmmkgWScFzD2DtYxv44PVakWlunyWok3lzz//ZPTo0Zw8ebLZHIyagtUh8nNSCdmV7EbfmtyPLiMmMOGxVxgU7smw1pen/68p6HQ69u/fT//+/fHz86t32UtlNk4UmgjTqgjwUGC0iY3z1XaDp556in379rF9+/Z6l9ucUVrFfUqAekXqm5OysjIsFkutN5MA2zIN7M010itEy7hoH7ZcLOVgngkPhcCtCf6ENcJtqil88MEHPPbYY7h3WREIHHUPg6fczoLh8Yzv2qpR/d07sw3svmTEQyFw8rMX2LJxA6mpqfUGWaIo8u6779K/f3+GDh3KunXrmD17NikpKbRq1YqLFy8SFhaGTVDxZWIRRrvIhDY+dHdRtL4uHKLIN2eKyTfZGRPlTZ/LFYjuWQu/fwdtu8CdrwFw+vRpunbtiiiKhISEcPHixRbt0BauKv+Tt0EajaZKT8u///1v11a8LBnRJDqH+pHy91bXglBRhMwk6fGk++Qg9PTp0yQlSc9v3LiRAQMGcOHCBQBeeeUVnn/+eQDUajWPP/44hbaKE0f7cN8au1GpVEREROBwODCbzW69JUEQGBLhJQ83/JlpYGe2gV7RAXx1R1+2/HMYt/Rvg4cz0+IQYcOJbGZ8toepn+xm9ZGLmG12grUqZsX7Mzvej1CtkhyjTX4PgiCg0+nqPIaryeDBg0lMTHTt73mZEZ3tEtnVPO9ve/tbhs59EIA9OUY5Y3ct4efnx+jRoxsMQgHCPZV08PfgosHKyhQ9ay7oKaqn37g5GDt2bIMi8UabgxMFVS1QRaBbkAfTYi9vEAqSikNdQShAql76ux/JN7Hugp6DeSYUAkyL873sQeiXX34pn7NA+q66qm1bBQG8kn5n7YODmNg9olFBaGKRmd2XjAjA5BhfPn7vHdatW9dgpk8QBB5//HGGDh0KQLdu3XjrrbdkNYU5c+Ywd+5c/sw0YLDYUF5Kpmug+xbIDoeD0aNH86uzLz+xSDLZ8FMr6NHEoLZO7DbYu056PGiK/PSrr74q3yg8/fTTLUFoC1ed/8lAFGD+/PkEBkrZt6VLl8rTf/VSPjXfDPJNgGTzmZcBCiXKqPbk5+c3PIErCDDnOfQ3Pc/2tApJkilTpvDee+8BUgZ0//79srf0kCFD6NmzZ5XNnL1U0UvXwbv2C7bNZqN79+58/PHHjXhz0hTnhDY+CMDuS0b+zDQgiiLtwnz5z/Ru7HlmJP8ck0CIT8WJ7GhGMY8tPcag/2zlzU1nuFhURqyfhjs7BtArRCufADdu3EhoaKic1b6W0Gq1dOzY8ZrI2F4qs2FziMT6qon0VhGqVeKnURDbqRv+IRUtHevS9BRf5sDNXXJycnj33XfJycmpc5ny4Y/PTxfx8/kSThSasThEIr1VmGz1l3abyujRo7nzzjvrXeZwvqnWntzEIjPHCsxuZv7c4+GHH64yUFKdMpuDHGPF37zcyWlSG19ifN0PltzBYDCwcOFCduzYIT9XUFBAcnKy+5+JKJKZfoGioqJGHUu2wcoGZ2/xyEhv4vzUeHp60r0R7mgxMTE8+OCD8m///fffZ84Dj3GqyEz26SM8NeE69u/fD0B6ejp6ff09zeWUlpYSHR1NWFgYoiiyxznYNDjCq9k0cWtwcpc0qBQSBe0l17qzZ8+ydOlSAAIDA7n//vsvz75baMEN/mcDUS8vL/75z38C0p14fSdsGVu5fFMzBaJZySA6ILwtqD2YM2cODz30UK2LiqLIqVOnJHkRQeCXXYcYNWoUJSXShOi6det45513AEneo1+/frL1W22cy62Y9G2/9SOpF6gaKpWKBx98kOHDhzf6LXYP1jI11helIMmW/JZeKvdeBvt48Mio9ux+ZgRvzexOx1YVmdkCg4VPtyUz7M2/mP/9QXYl5dM10EM+wQ8cOJD33nvPLWmfK8n27duZPn16g31urmBsQkAV4a1mepwfs9v5c3tCAHd3CuSBLkEMMiWT99N/ebJHMP/oFsSdHQJQX64LmgvYapHgys7O5uWXX65xs2G2OzheYOKnpGI+P13E7ktGSiwOfNUKBoZ7cm+nQG5PCCCiiTI7DbFhw4Z6g2SbQ+RwXu2T0DYRNmWUsi6tFLP98gTMYWFhNabRK5NWyaa1MmdLzOQba0pNNSfe3t5kZmZy6623ys+5oj5QH64GdVXWsdhZmaLHJkKPYA96Bqro1auXrDfdVLr26MXFYGlQbOawfmzcuFGWOXrssceYOHGivOy5c+fqDML9/Pz49ttvue666xAEgelxvvQN1dIt6DJlI0WxQrJp0BTZaOX111+vkg29Vs+/Lfz/xf9kj2g5RUVFREVFUVZWhlKp5Ny5c8TFxdW9wt71sOlryVliwj1NP4Bdq2HLYug7Hibdx9mzZwkODpalOURRJC0tjZiYGKxWK+Hh4Tz88MO88sorFBUVUVhYSHx8vNu7dThEur68mTKLnTaCjh0eyyC+F8xZ2LxtB5VIdboYWR1Sb9zkGN8ad/KiKHLgQhE/7E1j44nsGsFJmyAvZveLZmafKML9LlM5qpnYuXMnb7zxBj/++KOceXcXURQ5WmDidJG5iuxPc7B69Wqef/55Dh48eNWlpkosdrZlGmpMEVdGFEXSSq2cKDBzrsSMU2kKlQAdAjzoFuRBG191sw0iNURRURFBQUEsWbKE2bNrN5I4XiDdeNVGoIeCSG81Ud5q4vzUV0Uma2O6nmMFtbfdCEjDgUMjvC6Lb7nZbK5S0jVZ7SzfdZq5I93PQpaTn59PcHBwwws6KZ+Qv2S0Ee2j4uZ4f0zGMl599VVuvvnmGlWkxlDecxvuqeSODgFVvp8pKSkUFhbSt29fkpOTadeuHevXr2fixIkYDAa8vLwQBIH9+/dz8eJFpk6deuWGgs4fhR9fAZ9ASc1Fpeb8+fN06NABh8OBn58fFy9elF3wWmjhavI/NzVfmcDAQJ588kleeeUV7HY7r776Kt9++23dKzR3aT7znPSvUz+0/Eeu1+vx9fXl3Xff5ZVXXiEvLw8PDw+2bdsmuxIFBgY2OsDJ1pkos0glufZCsfRk8hHY8AXc+EANe8+9e/eyevXqKpOS7hLrp2F2vD/LU3ScK7GwIkXH9Fi/Kj1ygiDQPzaI/rFB5E7qxJL9Gfy8L51LOqnHLr2wjLc2n+Wd388ysmMYN3YJZt/qb7hz3h11ytNcLYYOHSr3jTWGYrOdjemlpJVaSfBvfJnU6hDRWxyUWOzorA50FjslFgdDb7iRU9OmNXq7zYXB6mDpeR3WOkwJisx2ThSYOFlolnVOQXIf6hqkpWOAxiU3muYmICCAzMzMOi/EoihyIFfKhqoEiPBWEekttUdEeqmbTbC+LpKSkvDz86vT+UkURdn2tDba+KiJ99Pgcxkm5s+cOcOAAQP4888/8WjVnmUHM1h7NJMSoxVVQCtsxTnUEA+tB0EQiIuLqzf7W51ydYBLRhsBGgXTYv1QKgS8vb154403GvGuapLl1OcVgBva+Na4SYqLi5MTH1FRUaxfv57rr78ekFwAk5KS2Lp1K8uXL2fLli1Mu5K/13I7zwET5Qrg66+/Lld4nnrqqZYgtIVrhv/pQBSk8si7776LXq9n8eLFPPPMM3To0KH2hZt7WOmis1E/SgqirFYrcXFx6PV61q5dy6xZs+jZs6dcYm9Mz1JtXMg3yI/jygNRgMNbICAchs2sepgXL7JlyxY5QG4sUT5q5rTzZ2lyCRf0VpYmlzArrnZ5mDBfLY+Mas8D18fzx+kcft6fzq7z+YiiNNy0JTGXLYm5YOxE7sYzPO3Xqtahq6uJw+EgLS2N2NhYl9cRRZFD+Sa2ZxnkrF9d0j6iKGK0ieiszkDTUhFolgedZXWIhrbz0xCivbo/X5PdwbLkEgrNdgSkSWCFIGCyOzhTZOGPgyf45NmHmPHiB4TGtMNfo6BrkAfdgrSXRe7IHQRBoHXr1nW+Xmp10D1YS5S3ijBPVaMGaJrCk08+SUlJCX/99VetrxeZHegsVVsCPFUC3YO09AjWEqS9fJ+v4OHD+Efe4PmdBs7k7Kp4XhDw7XMjRX9+5fY2H3nkEbd6snddKuNssQUPhcDMOElL+MSJE+zevZu77rrLNRm9erA7hwRFYECYJ6286v+teXh4VCnT33777eTm5gLw7LPPsnTpUnbu3MmwYcPcOxCzEbb+DGPmut5Slp0CKcdAo5WqdUBqaiqLFy8GpNavulrIWmjhavA/H4j6+/vzzDPP8Nxzz+FwOHj55Zf55Zdfal+4OXtEdQWgL2BDahEfzLmLTZs3o1arWbhwIQcPHiQqKoo2bdrQpk2bpu+rGimVAtEYodrk+dafJHH97hUnvBkzZjBjxoxmGb4J91JxW/sAlpwvIdNg40CekaERdfcZqZQKbugWwQ3dIsgoLGP5oYssP5hBdolzEtkzgC1ZsOW9HXSP8md6r0hu7NGaYJ+rP8n55ptv8p///IeCgoJ6+3XLKTTZ+S1d0nCsjMUucqLAVCWjWR501iVOX45CAD+1Aj+NNKTkp1Hgr1bSyktFv379mD17Nk888URT3majsDpEViTr5GEZEThVKOksnis2YxOhyK4kNDqWLqE+jGrnRxufa0fndOnSpRw+fLjOKoGvRkk/py97ocmO2eEgwuvy9qxW5vPPPycvL6/O1y/oK1QS2vio6RWipb2/5rINvphtdv46k8eaI5lsPZOLxd4GciraFrRqBRO6RTDh5meYOuRnjEajS/3VCoUCT09P5s6d6/KxnK42IR/iVAfYvn077733HvPnz3f7/VVnf46RPJOdAI2CIRHuC80PGTIEgMTERAIDA5kxY4Zc9Vm0aBEGg4HHHnus/o0kHYL1X0CZTrKAdpXy3tDeY8BTOje/9NJL8t/jiSeewN/f37031EILl5H/6R7RcsonEouLixEEgePHj9O1a9eaC+5ZC/s3wqDJUp9oIxBFkR9++IFYwcDQ5N/ZYw/i8zQrH3/8sUsyNc3Bv9ad5pvdqQD8rN7AIGW1yXOlCm5/GWKqamCeO3cOX1/fRmmLVkdnsXMg18iISG+3+/rsDpEd5/JYciCdPxNza/SSqhQC13cIZVqvKEZ1Cqshan2luHDhAmlpaQwZMgSlsu5jcDjLuDuzyxoMLKvjoRTw1yjwU0uBpr+matDpo1LUGby999579OrVSy4HXinsDpFVqTpZH7Y22vio6RbkQYcAj2vC5ak6n376Kbt37+ann36q9XWjzcGZYjMnC81kGmxEeau4LSHgyh5kPWxKL0XjtHK9XNlPh0PkYFoRq49ksuF4FjpTzQGontEBzO4XzaTuEfiqgIwzbF6ymInPvYOISB0dG0CFs9Jvv/3G2LFjXTqmLIOVn5NKsIkV+saVKSsrw8uraQ5FhSY7X58pwi7CzfF+xPg1Lru6e/duhgwZwu7duxk0aJD8/MKFC9HpdHz88cdYLBaWLVvGtGnTKgaHDCWw6Rs44VQk8AuBf37p2k4dDlj6BiQdgUc+hYBQTp48Sffu3RFFET8/P9LS0uqVBGuhhSvN/4lAFODtt9/myScl+7KpU6eyevXqZtu2KIqcOXOGTp06AdC/f3/GtY/g1fYKGDoTRt1aY53t27ezcuVKPvzww2Y7jnLu/HY/f52VsiV7PX6mlVCLP7fWB+7+D4RKElAWi4XIyEjmz5/vmsLAFSK/1MzIeU9hb9MHg6bmoIK3RsmYzuFM6t6aoQkheKiubkm3OqVWB6tSdGSV1T2l7KUSiPHVVASa6opA82r0RzYFhyiy7oKexOKauqUKJDmaLoEeBHgosVqtFBcXExAQgFp95bKJjcUuiqToLJwsNHO+xEK5S61aAR0DPLihjc8VGab6+uuvyc7OlrWDa0MURQSHvfnajOx2uHgWsU0nTmfr2HA8m7VHs8gsrqkaIJhLuXt0N27qG02CulQajDl/BFJPgFWqdGw+n8OM5fspc/anVL7MlN9YeXl5sWrVKpeDUItdZFFiEaVWBz2CPRgf7SNv6+zZsyQkJDQ54y6KIj+fLyGj1Ea3IA8mtm18u5Ddbmf9+vVMnjy5zuMqL9cfO3aM7t26UbJ7A367liKYKg3JtYqVjE/cQVcAftL5dNKkSbL74JtvvilfJ1to4Vrh/0wgWlZWRkxMjFzOcsVW0FXWrFnDtGnT5JOdyWRCu+R1uHASblkIHfrVWGf16tW89957/Pbbb/j41LSDawoj3t5Gar4BT6yc9voZISQCctPhuhth5BxpWElQSP9VyuQdOnSILl26oNU2YmI9cR907F9jEKo52L59O+Hh4SgCI1l1OJM1RzLlAafK+GpVjO/Sikk9WjMoPhh1Mwdx5T2Olfnzzz/ZtWtXnRaLIDlInSo0c6rITImlZjnSR6Xgga6BzR7E5OXlcfz4cUaNGtWs260LURT5/aKhistQdSq7zhw+fNhli8/mRBQlK9j6rC0tFsmOVxRFcox2ThRK6gbGSintGF81XYM8SPC/slndf//732RkZPDZZ5/VfNFqgcS/4dAf4BsEM//Z5P2JZhOJP37CBmNrNhhbcaGg5o2tp1rJ+K6tmNo1hP72dDwzTkLyUSisVo0JawPtekF8L4r9Ilj8yxI+/PBDkpOT5UVahYbxbP8o7vhmA/5hrdw61jNFZk4UmpjuHE6CCvWUN954g4cfftjt91+ZY/kmNmaU4qUSuKdTIJ6NHPay2+31VlEqk5mZSaSXCtZ/zrDnP6JLqC+fTepZsUBsd7jjlUYdx549exg8eDAA4eHhpKamXnWVjRZaqM7/mUAU4KOPPuKRRx4BYNiwYWzbtq3Rd8jvvPMOpaWlvPTSS5hMJrZu3cr48eMr5Dd2rpQyANMfBZ+AGuuXf6zN3RNnd4h0eH4jNodIRy8zm/4xTApCf3pVmt6/582Gt+HGSVLm44fB0wdumA+t3Zeccge7Q+Tv5ALWHcti48nsWkuC/p5qRncKZ1yXcIYlhDaqfK+32sk02Mgy2Mg0WIn2UXN9NavMRYsWsXjxYrZv397gZyaKIhcNUlB6ptiMyV7x05oV50d8E6bna+P7779n3rx5slTM5abcQrE+NAqBuzoGEOChpLi4mB07djBs2LArWgrcfakMb5WCniG133CVlZXh5+fHK599R/iQieSbKkThQ7RKugZ50DnQ46pIMtVJThoc/gOObYfybJmnD/zzK1C7308tiiKnsnRsOpLGb/vOkmKt+f1RCDC0fSjT4jSMIRX9sZ2EFaWjoJJxgtYb4no4g8+e4B9S675W7EnksR/3Img8edznHI+qj8KUh6CX+zdRlX3iy/9/27ZtdOvWTZbOawwOUeTz00XoLA4mx/jSuZEWs6IoMmLECKZMmdJwH6jDDvs2SANJVjMbzl3C10PFsLYhnMgpYdmpTJ655w68b1/YqOMYPHgwf//9NyA5YTVH/2wLLTQ3/6cCUYvFQkJCAmlpaYAkWD1hguu9oHv27KFbt274+vryxhtvoNfref3115t0TEeOHMFoNEo9QgaddOJ2NwisRFaxkUFvbAVgTOdwvpzbV5qs/O/tkojx04ulfdTB6tWrefLJJzl+/Lh7wcsPr0gZEAToPQpG3lprAN5Yfv/9d5YsWcI333xT5XmLzcGu83msO5bNH6dzKDXXDEo91Uqu7xDK+K6tGNExDD9tzTKwXRTJLbOR6Qw6Mw22KnJCGoXAgs6BzSbLY3NIZd5TRVKZt52/hmn16Gw2huLiYoqLi2nTps0V0ScURRGDTaTUOXRVanWgL//P4pD/P9xLyZx2/ldlMOlAruQANqiVJ8OqDdFZ7CLnSswcvFjIuhVLie8/jKDItniqBDoHStP84Z7KqzpQlZeXh4+Pj5S1spgkd5zDf8DFcxULRcRDnzHQdShoXf8NW+0O9qcW8sfpHP44nVNr2V0hwIC2/kwIMzPedpbQ9INQKjke9Vn0F30iAlm04CYp8GzXE1q3d+l8dvaSnnHvSz2P0xVJvKvZDtEdpfahJlA9KG0qequdkwVmrgv3bPR2bTYb77zzDv3792fEiBH1L2w2QuJeOHdAam+wVFQbfjlxkVd3nOXYl2+gnvoAqampbil4/Pbbb/Ikf3x8PGfOnHFp6LKFFq40/6cCUYDly5dz0003AZCQkMCpU6dc+vFlZ2fTpk0bvvjiC+66665mO55Ro0bh5+cn9awe3QopJ2Dqw7LThbvsTy3kpi+kO9w7B8fw0o3OgaSvn4WMM3W2CpSTkpLCokWLWLhwoXvDVb9+IslDlePhBdffDP1vaHKfms0h8tXytaz8dhErVyzDr45WBpPVzrazuaw/ns1fZ3IxWGpaWqqVAv1ighjZMYyRHcOIDfFma6ZUTq5vkGhIK696p2N1Ol2jh9FMNgdJJRa6BHlcMcH2q4nZ7kClECjMz2fVqlVMnz6d0NDQy77fygL03YM8mNDWVxbSP1lo5mxxhZC+UoB2/hq6BnkQ56dBebn/LqIIRTkQVH8pesGCBezZsY3j//0HnNgJFmew6OEF3YZJAWhEPaYd1dCZrOw8l88fpy+x9UxurdUFAZEBimwm+uQzPtBAaM5pquiA+gQixvdkl06JV7uu9BnsvlOb0WKn04ubAOgl5LDaw+mB/uCHEBrt9vbK+eCDD9i9ezdLliy5cmLxlwubFVa8A2f2yU85RBHF8Jso7DmeqKgoPvzwQ5eymg6Hg65du5KYmAhI18WZM2c2sFYLLVwd/s/dHs2cOZN+/fpx4MABzp07xzfffMO9995b67I7d+7kk08+4eeffyYiIoL9+/bRoxncOCrz008/VZSLctLh+Dbw0MKEexvVb5lZXNG/FRlQqdcntpsUiKaeqDcQjYuLa5zgs3+1QMJcBpu/gUO/S9Ii8T3d36YTlUIgpO9IRiUM4fPzJoI9rIRolYR4St7qoZ4q/DUKtGol47tGML5rBCarnT3J+Ww+mcMfiTkUGqThGatdZE9yAXuSC3htQyKxId4MTwjFI9AHh6cnyjr6SoO0Skx2B9paXn/11Vf5+uuvSU1NbVSWRKtS0C348jhJvfDCC/To0eOausiUD2BlZGTw4IMP0q9fv8seiJ4pNrOxkgtSrsnO9iwDp6oJ6Ud6qxDSThDkMDKhp2tDMs3C1p+lYHT0bbW/bjLA8R081srMTf1CpN8VSFnD3mOgyyBJF7IBRFEkMVvPtnO5bDubx6G0Iuy1jK6rsTNIkcUYRRpjlWmECUawADlIN5ZtOsm9noS3RRAEGm/vAJ5lBUQIBrJFb9LESjd0R/6EsfMavd2oqCg6dux4zQShy5YtIzk5mWeeecb9c0VxLpw7JD3uNgxO7JBuXD19CQgI4JdffpFloZYuXYpWq2XKlCm1bmrx4sVyENqrVy9mzJjR6PfUQguXm/9zgaggCLz//vtyg/Zzzz3HnDlz5IEhURTR6/X4+fmhUqnIzc2lsLCQkJAQehnTIV0DMbVIPzWSVq2kDMjFixcJzUzBA+DAJvDwrvuiVA8XCyvKaVGBlTJ4sd1hx3IpEHWBRYsW4ePjw5w5c1zbsV8dvVf5F6WyfccB0gWlgYxPXQyN8CKpxEzqsQMY23cmz8sHKk1mqwQI0aroH+5J50APtGolIzuGM7JjOK/bHRxMK2LTyUv8eSaHjEqfUWq+gVSn7qqHWkF4iB/RrfyJauVPgK9Wvlj8ekGPAIR7qmjjqybaR0W0txqtSsHkyZPp1KlTs5cBm4Nz5865HeTlG22y9uLlpHfv3thsl9fzHCBFZ+HXC/oqXj6XymxccioZlAvpdwmUpI7uffsHjh49yoRxVygQ3b8Rdq6ArkOqPi+K0s3joT/g1G6wWegAdOgcCz1GQO/R0vBPAxQZLPydUsD2s3lsP5dX66AfSMN+I1orGZv5O8O5gK9Qi/zW4GkwbBZ4VNzklpaWctddd/HKK6/IyiFuIYrw25e0FcLIFr0pxJMSUYO/YIFj26Q2n0ZqO5drJF8rnD9/nhMnTrh/nhBF2PgVOGzQazRMfgACw6VzupcvCoWiStC5bt06VCoVU6ZMqTGPoNfreeqpp+Rl33777WvuvNVCC5X5PxeIAgwaNIipU6eyZs0a8vPzeeutt3jlFWnq8I477iA3N5dNmzYxcOBAtm7dWrGiLh+2/CC5WAyc3GwT4gUFBXTo0IG3xvXgge5Oy75dK6X+riHT3dpW5b6uqMBKGdGoBFBpIOeC1IvqXX8Zeffu3YSGhroeiNYyhCAT3VEKhBsxNFFOuJeKEFM+z901iVmvfkqvCVUzfDYR2viq6RhQc+BHpVRwXVww18UF89KNnUnOK+XPxFy2nsnlYKWMkNnqID27mPTsYgC8PTVEtfKne5tA4lr7o3couGS0ccloY3+u87g8lbQJjqdHTEcsDtBeG4kXmaVLl7q8bIHJxp+ZBrxUCiY1QZbmWiKj1MqqFF2tepURXipGRHoT7a2qciH+/PPPKSkpuTIHePpv+M2pAVmUI/1bppMCsMNbIC9DXnRVvops/ygefO6/oK57sM1ktXPgQiG7zuez+3w+p7J01NVgFRfizfAOoYzsGMYAayqa5f8FoR6h+XMHpcCwEhcvXiQ1NbXxA3GJe+HcQWKEIexFcrNKF33pJhRImpnnDkLngW5t0mw28+qrr/LQQw/JN/u1YjJI0lQNnA8bja4ASvIhWnLzW7hwIY3qdjuzT+rB1zoTFILgVEBRgGfN3+qPP/6I2WwGJFWXt956i02bNuHn58cbb7whq8fceOONjBw5stFvr4UWrgT/JwNRgLfeeuv/sXfWYW3dbRi+k+AOBVoqlLq7u7u7u2yrrbq1azvp6ltXd13d3d3dFepCC4XinpCc748fBCgBAoR235b7uriInJxzouc9rzwPBw4cQK1WM3PmTNq0aUP58uXp168fSmVyDURA/GBJGji+TgwHtBmWJDOQUbJly8amNatocPcz8eyTG0TvV6Wmeq8rcSCapDRvaiZ+DF89ELJSJarreHQCa9euTV85S1cgamIG38zRapVmlrblCnFvw3FyFk1qhSqXQdM8CbJAqSGTySjoaktBV1u+qVOAkEgV55/5c8bTj/PPPvEpPEa7bESUEq9X/ni9Ej/a+V2sKZnbkdzZ7bB1sCYMOR+j1HyMUrP77BXe3rtO+wFDyGNjiruNKXlsTDMs72JIYmNjU+2Djo7VcNE3ktv+0WgQQuBfgmfPnjFs2DAWLVqkdZUxJL6Rsex8EZpi729QjBpH8+SGAHK5HEdHR4PvTzJeP4Jdc9H2W356L3oAn1xNsBu2toey9aF8Q27PXcKjR48Y+lkQGq1Sc+dtMNdfBXL1ZQC33gahjNUdTJqbyKlWIBv1irhSt4gLebMlfq9dYOxa8H0pbCB9XoHPi6QSTP7vxHBUot+kokWLcuPGjYy9BtGRItMHeCgiiB+4fyXZU4oAceXOqXQHoo8ePWLZsmX06NEj5UD0rSfsngtdfjR8IBqrgmsH4ex2aPkNgdYuHDx4kJ49e6a/TUAZIwTsQQSf1olcj+p1FZJdOjA3Fyf+Li4uVKlSBTs7O169esUff/wBgImJCXPnzk33UzNi5Evzrw1ECxYsyJAhQ1i4cCFKpZJu3brh5eWV+hSjJlEZ8fFlIYvU5UeDBFptq5aBJ9tRqjWYJe5DPLRC9H6VqavXevxCRSBlZiLH4XPLwXylRCD66kGagahcLkeSJI4ePUqDBg3S9ma2SyQ2b2kLVrYQ8CGux6uPXvueFi6WJjSpUYVHQTFJyuCmMlmGdRztrUxpVSYnrcrkRJIkvD6GceHpJ055+XHzdSCxiSSWXvpH8NI/wT41v7M1JfI4kNPZFn+vh1zdsZaqnQfwMUrNTX9R/nS1VGiDUvevEJgeOnSItm3b8vHjR5ycnJLcp5Ek7nyK5oJPZBIpqex6luU1koRSLRGjEbqcMeq462qJGI1Ge1usRqJB7uQDZgqFAjs7u/RLhelBVKyGw2/DiEnFuidaLXH0bTgd89tpP0uBgYF069aNmTNnUq5cOYPvl5aPb2DLdFAnKn/HRIopeGSi/7J8I9HPHTfsN3XqVNE6FK3i1psgrr8K5PqrQO55B6NSp/w8i7nZUbNgNqoXdKZa/mypS5lZ24l+7sQ93dGRopLi80IEp48vQ+k6YG6p1f8sUCCDkm3hQeKEPlsuPN7FwuY7ALzOUxVqtBcDWc/viKxialWXzyhfvjze3t66NZHValHSPr9DJBbkBv78vbwvstyfvMV1u2wcOHCA4cOH07RpU1xdXdO3vou7IMRfCNdXbJL8/lSy4yDsRON7R/v3749KJT5zo0aNyvj7ZsTIF+RfG4gC/Prrr2zYsIHg4GCePn3KuXPnqFMnlYlP9WdT2J+8YeU4aDsi3Wfsyfj4hlsfgmm15Spn+9akcLb4A7cEexeKzGvRKmmvJiwuALI1T973k6+U+K9nn+iLFy9o0aIF27dvT3vYxdRcnKmrYqDnz+IHfvUEuLJfBL25DJPxqpHDij9/nkBESCAdf12AlYmMyFiJva/CKOeson4ua0wz6Kctk8komsOOojnsGFQ7PwGRKhZce09wYBjvPoZy3zskid3oy08RvPwUH5gWJu/ApXg+fEcuFxvsHKyRW1rgFwV+iQJTFwsF7ramVM9uhbWBpKBSo1SpUsyfPz9ZRvRVqJJT7yOSaGTG8zZcxdtwFTFqDcpEQWZMXNAZH2wqU/Nn/AxdVq/58+dnx44dGXtiaWBpIqd/UUfUkpCTClNqCFVpCFOq4/4LKSnfyFgeBMZos+kRERFYWlpmrah3yCfY+LsIPD/HxhEGzARHEaxoNBIv/cK45OXDE79o7r4LxutjWIqldhAtOTULOlOjoDPVCmTD2SbjLTGAaBHKW1z8fcaMGTM4f/48Xl5eGeszdM4l/gD3qFDtzd4aayhRQ/xFhaeY9dPF7du3KVKkSIIlZmKC/EQW9J1nwm2Gcp8KDRDVsocXk95u60SfPn1o0qRJ+oPQAB+4FOcC2HxQpoLmc+fOcfbsWUBU4VJz5jJi5J/EvzoQdXJyYvbs2dqp+W+//Zb79++nbDeoSX7QRhkN22dD9bbQoGfGNUD93lLcxZZuJXNhZx73sptbCVFqMwu4cgBy5AeHlAdPYmLVBEeKs11XWx0Hn5wFxboC3iexeEuJggULcv/+fUqUKJHqclqc3KBeN8hVUFyv2gqu7IN9i2HwHxkeOEiyCQsFlcqV5rm/6OHrUcieV2EqzsRJMHmHq2jjYWuQYZtsVqZMqpOXgGg1OaxMiIiJ5dabIK6+DODqy4BkgemncCUXvPzASzSQmipk5HexIZeLLQ72VpjaWKLRWPIpWk3tVKSgDIm7uztDhgzRXg+MVnP6fQTPQ1M+sF/01REgpYC5XGSjzeP/5OK/uE2uvU2SgM/iFLVaLVzILCyyJCsKoJDJsDdTYJ+K+Hzinr08efKwd+/eLNkXACLDxPBeWICO/QDfsBgenL3BQ+uC3PUO4e7bIJ2SSonJ52xNZQ8nKucTf7kdM65xmV4WLlzIy5cvDbK9nA4J2UsfZaLvr6UN6HleoFarad++PS1atGDx4sVJ77x/Hg4tT34CoMjk75I6Fq4ehHPbkuh8xnPr2WsqOOdKvVc1JY6uFusvU1coFWR0F9Vqhg4dqr0+a9asDMvNGTHypflXB6IgShVLly7lzp07eHp6smTJEr7//nvdC6tTOSBc3ivKV13Gg1kGMhB+b7A0VTCnVSUR0Pm+gqotRWCnJ/5hCf2N2e10lKQUJpC3BDy7JbKiepT7S5YUCgGBgYHJSrvJ6DAKHBKd8dfrBl7Xwe8NXNwNdbvo8zTSZNKQAax4EkQea1OyWZiQzcKE3Nam7H8dhn+0mnVewTTKY0NpJx1Z4XRiKpeRw0p8DazNTahd2IXahcXJQERMLPfeBXPzTZAIUJ9/JEaTkOVUqSW8fMPw8g3T3mZuIiefqy2Rbx0o5mZH8Zx2FM5umyHnJ325fPkyIIb0QlVqJFLPZBZ1MMPJXBEXXIpg0kyeKNiM+zOTyzL1+t67d++rWHx+TuLnEBAQgJ2dXcono5lBkuDYWgj9hCSBt2TDYykbDzXOPJCceahx5hOWcA3guc5VKOQyiuawpby7I1XyO1HZwwlXXd/1L4BGo8HS0lL/E9U0sLc0xVKmJkpS8CF1g64UUSgUnDlzJun7Fx0Jh1fA/XMpPCgTh7lXD0QZPtFQWWKufYygavWanD59Om3x+s/xuiF+q82toGHvjO8jQgXl0aNHgKiS9O3bN1PrM2LkS/KvD0QVCgXLli2jShVR9p44cSJdu3Yle/bsyRfWlREtWA6KVBYi0tk90uzX0Ykkgd87oQ3XqA9n9u1g4batbHfxwCQdgahfokBUZ0YURHn+2S0xsKRn3+ny5cuZNGkSL168SP0s2uGzspOZObQeCusmiX6sYlUhe169tpkaDuYK8hLG1fUb6PjzBExNTclhZULfIg4c9w7nYaDQjHwdqqSJu41O7U9DYG1uQvWCzlQvKHrX7j94wJ5TV8lXqT733odzzzuYF/7hScqoMbEaPD+E4PkhYSpbLoP8LjYUd7OjmJsdhbPbUMjVltyOlsgz2GaQmN9//x0LCwv27NmDh60ZHrZmBEarufUpigcBMclK7LmsTankmvV+0x4eHmzevBkPD48s35a+9OvXD41Gw8GDBw22ztBoFV6+YXj6hOJJPTwdK+LlG0q4DsOFz3G2MaOcuyPl3R0p5+5A6dz2WJl9/Z9lpVJJuXLl+O233wymUSuTyXCTR/JSbcuHcHW65dBiYmIwMTFJ6i70zhN2zYPgjyk/MKPZeI1GTN1nzwvB/qBKng2tXKwQx4+Po27duulbt0opsqEgjEFsMz485+vry7hx47TXFy9enGUVCCNGsoKv/4v3BahcuTL9+/dnzZo1REREMG7cONavX598QW1GVCb0+/zegJV9uqbadaKKga7jwUNkFmwLlSZGAyFvnpItHU368YNKQMpZknT2iQK0aNECc3PzjMmzeJSAik3h5lHYt0j0vxngRzCfFMbAeX/Qs20LKlSoAICZQkbLvLbktTHluHc4T4KV+EQG08bDFjfrLMhwfUbpUqUoXapUktvColU8+hDKfe9g7nmH8MA7hLeBSUuDGgme+4Xz3C+c/fc+aG+3MJVTwMWGQq42FMpuSwEXG/I5W5M3m1W6MqibNm1KdgLhZKGgUW4bartZ8SAwhlv+UQTFiEnrZyHKLxKIOjk50a2b/idaX4KJEydmSNtUkiR8QqJ54R/OC79wnvuH88Ivghf+4UlOEFPDwcqUUrnsKZnLnlJxf7kdLdm4cSN2IXZUza9bnPxrEBMTQ8uWLTOmG5oSGg05pVBeYkuUSkNIlAoHK/1P7GfNmsX+/fu5du1aQqBlYQM12gqFgjePtHakSchoRlQuFyfXxaqK3/Cz2xL6OYHAKCVOdk40atQo/eu+tEfIebm6Q2X9bah1MWrUKCIiRC97nz59qFUrM9YDRox8ef51Fp8p4e/vT4ECBQgLE2XUCxcuaCcNtaz/Fby9oMNo8QOxIK73bsQSIS5sSLbOFNpxLb7RO9Ddcv0tE3aLAHNG+1J0q6xD7Fqjgdl9IDocvl9m+P3WRXQkLPle6LA26i1EsQ1ARESE7oEERC/kvtehfIxSIwfq5LSismvW9869evWK3bt3M3r06BS3FRyp5LFPKE98wnj8IZQnPqE88wtLdfL5c3LaW5A3mzUeztbkc7bC3cma3I6W5HG0ws7SJN3PU5IkXoaquOkfxZswFcNLOWX5hH9gYCCHDx+mefPmKbd9RIXD+2ei8vCVUak1vA+K4k1gJG8DIngTEBl3OZK3gZFEqdLOcMaTy8GSojlsKZLDVht8ptTb2aVLF5ycnFi6dKkhn84/j4hQxk1fxQ610Nw8PKIWxXPq38d48+ZNbt++naJTHoE+sHCYGKRMzMStmdI4BkQgunSU2IZbAT4+e0TRxadY/G0Xus/dkL51BfnB4uEQq4S+v2fKQOXUqVM0bNgQAHt7e549e/ZF7HSNGDEk/4mMKAittenTpzN8+HBA9I4+ePBAq8UGCBvLpv0T3ExK1RJ9R5f3ioDRkBSuyLWTRzj5x59M3K5fIBo/qATgYJlCBlAuh3wlhVbhqwfpCkR//fVXwsLCmDNnjt6PAcTUbavvYNPvcGaraGWIm5TNDNbW1sTExBAcHJyslcLJQkGvwg6c+RDBLf9oznyI5E24ihbutlk6re7p6cnvv/9O165dyZVL93N0sDKjegFnqhdIyHQrYzW88A/H0zeU537hPPsoMqSvAyJ0irF/CInmQ0g0V14mH3qxMTcht6MluRwsye1oiaUUzcGdmxk+oBeVShYiu50F1uZJv9oymYwC9mYUsDcjIDqWGLVEVpsrvX79ml69enHr1q3kgag6VjiMndsmTB2yOBBVqTXc93rF7iMnqVS7EcFKGR9ConkfHIVPcBQfgqP5GBad6rS6LrJZm1HAxYbCOWwoksOOYjlsKZzDFjsL/TP027ZtQ/25YsdX5MaNG9y6dYuBAwemqk+bbsKDcCNBHu1jaHS6AtGKFStSsWLFlBc4s1UEoWXqCnWC+OylIabmz+8QQahLHhgwg2zH1jHtyQea1MyAmsqxNSIILVkrU0FodHQ0gwYN0l6fM2eOMQg18n/JfyYQBfjuu+9Yu3Ytt2/f5tmzZ8ycOZNffvklYYGW3yYtK9dsLwLR26egdudM9fEko1AF7n8MZc/tN4wOCcLSPu11B0cmTEKnWtLKVyohEC3fUO9dcnFxybisTaHywpbw3hnYvxj6ThVBcSZp2rQpTk5O7Nq1K9l9JnIZjXLb4GFryqE34bwMVbHWM5iWHjZ42Gagl1cPGjVqhJ+fX9q6q59hZiKnWFyPaGJiYtW8+hTBs4/heH0Mw8tPSEb5BEUSGaO7hBweE4unbxieiYakyN2AH499gGOi9G9jboKrnTkuNuZkszHDydoMJ2tzslmLy9mszXCwMsPO0gQ7S1NszEwM0q+amLJlyxIdHZ10sESSxJDGib+FDi2AW/q1DpWxGkKjVQRHKgmMUBEUqSQoQklQpLgcEK7ELywa/7AY/MNiCIxUxgWZudm060m6tmWqkJHH0QoPZ2sKutpQwEX8z+9sg6N15j5n8Vn/f1JP37lz5/j7779TzjxmlPBgXGQJU0r+erY0PH36lOHDh7NmzZoUT/7wfS00SRUmULebkMeydRLDY5nVEfV9DZf2AjJoPQS1TI5J84EM0cSmX2P62W1RCTOzEJbImWD27Nm8evUKgCpVqtCvX79Mrc+Ika/FfyoQVSgUrFmzhvLly6PRaJg6dSqdOnWiePHi8QskfYCru9D29LwGVw+IsrOhsHVkQMuG9C/3DIXPM7CvnOZDEmdEHVPriUzcJypJeluVJpb/yBBN+glx6rdPRM9oJnufAKZMmZLmWX4he3P6FzVh/+swvCNi2fo8lOrZLanpZpVM2zKzxGeIVCpVpiavNZLEp2g1HyJieR8jw9fMklgXMwq4ZCM+LPOwlFPUWs7rTxG8C4zEOyiK98FReAdF8iE4GqU6ZavG8JhYwv1jkwj0p4ZMBrbmIii1szDFxtwESzMFlqYKrMwUWJrF/zfB3ESOqUKGqUKOqUKOmUKOqYkME7kcuUyGTJag5CRefnGbOuAjsXfPoPZ/T6xkTSxFiEVO7Ftzot++IFqlTvSnITpWTaRSTXiUkvBoJWFRsYTHxBKmFGL6hsTZxpycDhbkdrTE3Un06eZ1ssI9mxVu9pYoDBykx1OrVi0aNmzI7Nmz9X9QeLAIZMyyZpp+7NixDB8+PP0OQWkRHoSLLKF/2j9cv0A0KCgImUxGtmypyNGd3gRIQhA+TqOVqi3TJZKvE40aDiwR/ys1JdatIDWqV+fbb7+lX5/BEKajJzUlYlValynqdAG7NFRKUuH58+dMnToVEMe1lStXGv79MmLkC/GfCkQBypQpww8//MDMmTOJjY2lf//+XL58OeUvcc32IhC9cVRctkzuIJNR5EUrg89znp09xP1H7+jQoUOqywclyog6ppYRdc4tSlPhQUKUP1tcFkGPHyqVSsW8efOoVasWVatW1et5aLGyhRaDhe7qiQ1QqGLCQSGD6Nt4b2emoHshey75RnLZN4rLH6N4G66ilYdtqhqTGeH69es0btyY27dvkz9//nQ/PkKlYeOzYO3wkC4UMmiazx4HcwVl8zgku1+jkfAPj8E7KBLfkBh8QiJ5/TGY8Fg5vqHR+IXG4BsaTaQek9sgzldCo2PjNC0zqK2jF4Xi/hJxVLeUkSEwU8hxsTXHxdYc17j/2e0syOlgSU4HC3LaW5LD3iJL5bVSQpIkJk6cmHKWL+nCYhjnxjF49wRGLs+SfXry5AlFixZN2rJkKDKYEa1SpQpHjx5NeYG3T4RfvakF1Ppswr9YOn/DPufGUdHDbJsNGvRCrVbTqFEjSpUqJTKt6Ql0r+wX5X3nXFClRYZ3SaPR0K9fP62D0ujRo8X+GDHyf8p/8hTq559/Jm9eITN07do1li9P5Uc9d2HIVxqUUXD9iGF3pIjod1qyeSe//fZbmn1iwVEJGVH7lHpEQaSh4nuPXj0Q/UhbpkNkaMqPiUOhULBjx46Me0sXryb+VNEik2CAWbjHjx9Ts2ZNPn5MRaIFkMtk1HKzpmtBO2xM5XhHxLLWMxivYP0OePpSokQJRo4cmeE2BmtTOV0L2uNskXLw42iuIDBGjTKFzJ9cLiO7nQW5LVSUclDxaPcitv/UjYqxj/itjhOnx9ZlR5c8tFOf58SIauwbWoO2jh+oJnvGT82L8k2d/Fi8v0UJuxhqFXLGw1aGKvA9DpYmmGRR9i8zKNAgV0ZgFRNEUbMIypoFI3t3h5qmHxiUO5xWps/J/+YIyyrD1kbWfJPHn6kVlHhNbcqZ0TXp7vIez1Wjyet/hZ7lslHOIYZq+bPh4WydNAiVJPC8DrdOZPlzkslkdOjQIfUTvugIuHZIDAOumwyPLkLhioa3rUQMdJYrV44VK1YYfN0AhAfjSqKMaBqBqEaj4eeff8bb2zvlhSQJTm4Ul6u1AhsHA+xoHCGf4FTculsMAgsrzM3NmTp1auq9qroI9hd9pgDNBmXK/GPZsmVcvCjcnXLnzp20vcyIkf9D/nMZUQBLS0vWrl1L/fr1AVGKatWqFblzp9DvU6sDvLovyvPVWhmuJJbdA+ycmVozlmn9p6XZJxYe58BiZiJPO4NTrIpoNXBxFz/Wz27B8rHQaawIrlNALpdz6dKlzAl+Nx8sAuCX9+DuaSjXIOPrAtzc3HB0dNQ5tKSLvLZm9C/qwKE3YbwIVbHnVRgd8osSviGwtrbm119/zdQ67M0U9Cxsz95XYTwPCCfUzwfHXHmRyWQ8v3YOT5WSTzUboVEp2ffLULr2G0i7po24efIQA/r15cOHD1hbWzNs2DBCQkL4888/adasGS1btmTevHkUKVIEX19fDu3bw8Qfx1HI2Ql30zDMNR8ZXFsU/0PORdKsRjbq1KnCu3fvOHToLd27V8POzo6rN27iFxBMpWo1iFSquXT1Bg7Ortg5uRAWEcmbd+/J7pYL5AqCQ8OIilFiZWOHJEFgUBDm5uZYWlqiCg8l2Ose9iHvMVfHEK1UoopVkcPKDBM0BEREYVWmFjncsoMMXr3zplTxIri4uPDu/Xvevfema8f2WJjK2bx5M9mz56Bhw4YEBQUxc+ZMBvXpSsGCBdmzZw8+Ty7QtL3INM1e3B6/vHnp2akdgYGBdOnShfbt2+Pu7s62bdsYMWIESqWoMHTs2BFXV1eWTB5H9MEV9Jq3nrE//UyVCuDl5cW1a9fo0aMHCoWCwMBArKysdHucp5Np06bRsmVLypQpk/xOn5ciG/fgvJjYTkzx6pneti6cnZ05fPgw5cpl0eBYeFCSjKhfWHJdzsS8fv2alStX0qBBg5R/m5/fhrePRaWqugHlryRJuDQpo6FYVaQilenWtStt2rTJmCTZ8XXifSxeDQroeL/15PXr14wZM0Z7/e+//05RWcSIkf8X/jPyTboYMGAAa9asAcRQzOHDh3XL4kgSrBoP759Ck/4iGDUUB5eLfsranfAtXp9nz56lWI6u+8cZXgdE4mhlyp2fG+u/jegImNlTXJabiF7Oys1S7R3VaDRs3bqV1q1bY2OTgXaEe2dhz3ywsIahC8TgwBdGkiRu+kfzLERJl4J2KAzYLxoeHs769etp1aoVefLkSXa/RqPB399fGzgfPHgQlUpFu3btiI6OpmHDhkyYMIGmzZszfsFq/hw5iN8uvcHM0orNPw7AUh3NkCXb8IlQsXZ4V2p0/4bC1esT8OY576+epP/gbynkYkfw66coZAkOWVFRUVhYWHwxC0i9UcUIC8arB5K71HT+QRygswhJkggLC8PCwgIzMzN8fX2TfM82rlyG1YubtLcIJDg6hs47bvDzghXUbNGW5cuXM3z4cGJiYpDJZDRp0gRbW1t27txJdHQ0devWZdq0aTRo0IAnT55w+fJl+vTpg4mJCeHh4VhZWels+wkLC6N06dLMnDmTLl3iHMk0avEa3Tgqfmt0IZMLT3Jre7C0Fe0wljbickbMNhK9Rln+mfn7F3h1n1LqQYSpJPI7W3N6bN1UHxJvEasTjQZWjBUudY36CD1RQ/HoEuz4U7geDV1IjLk1Q4cOpW3btrRs2TJ964pVwe65YlBp2KIM961KkkT9+vW1fvKDBw9OvZpnxMj/Cf/pQDQoKIgiRYrg7+8PwOrVq+nfv7/uhT2vCe1P22zw/VKD+KoDIlO5aSrkyEf/68Fcu3aNBw8e6Dx4VZp2Ev+wGHI5WHJpfH39txEZBrM/G7QqURNaDwFz3eVlb29vChUqxOrVq+nevXt6npFAkmDzNPH8ilQWgv6ZPNDdunULb29v2rRJX+YjKw6yYWFh5MiRg0mTJjFhwgSUSiV9+vRh0KBB1K9fn02bNtGzZ0/Cw8OxtramR48eREdHs2vXLiRJYuDAgfTt25datWrx4cMHdly8TbhHBRSmpqhjYxldzhVLEzkxag3vwmN5G67iTZiSj1FJ2zcUMuGUlMfahEs711OncnmqVa1i0OeaUW7fvp3c4lOSRKb8ygGRzQKhttBuRJbui7e3NyqVKqkrjzIGruyDi3uSuuaYW8GPG0RPdayKmLBgzGUSxERx+fJlFJpYqhQvRGhgACNnzmdo28ZUyJeTlfuOMWLZFiI3TEemiqbxjDXYm5uwo09DlI5u9DzwgLFjx1K5cmV8fHzw9fWlZMmSSasPz26LgZZAn/Q/SVPzRMFpXIAafzml2yysQa5gzpw5XL9+na1bt2ZdQLp4BPi/o5bZd7wLVaV6Qn348GGqV6+Og4NDyut7eBF2zhG/ySMWZ14rNJ6ocFg0HCKC06XznCbpMC/RxYoVK/jmGyEj6Obmhqenp9FP3si/gv9kaT4eR0dHVq9eTevWrQEYPnw49evX121JWLiS0JDzfyckndIhi5QqHqVEk73vK2ZNnIHM3jnFwal4OR+r9A7f6DrXeHRRZBI6j9Npy5k7d26ePn2qM9unFzKZkMNaPEL40T+6BCVrpv24VFi2bBmenp7pDkQzdGCVJDQ3jnHw/BWKFSlCoaJFOHP7Id9PmcmV0yexdc5O8+bNOX78OBMmCBvS4OBgoqNFQFO3bl327dunnbLfuHGjdj9kMhmrV6/Wbipnzpx83zknjwNjOPQ2DExMtFPn5go5Be3NKGhvBlgTHavhbbgqLjBV4R+t1l7/44/ZXOjQm17ORXG3MSWvrbBGNWQmOD24u7uzcuVK3N0TGS/IZFCgrPjzfyf6H5/dFtnALOh7jGf+/Pns2rWLly9fikza/XNwahOEJddpRRkNf/SBmGjQxJI4vNEWxR+AHbCmgjW8uwTvYJAj9PuxGbLHlwCYUCGn6LcN9CFUKREQEKB1dfr777/57bffiIwUPZPffvstuXPnZtKkSahy/8mxBb9TPdQTp8/Pd63soEglcXIZFQ5RYXGXw0TWWRUjjCX0RgYFy+LuXoyIiIiszYqGBwPgaG3Ou1AVIVEqNBopmWxYREQEvXv3ZuTIkUyaNEn3utSxcHqzuFyns+GCUIAT60UQ6l4MKjTmxx9/pHbt2rRokfEBIyBTQejb168ZNXKk9vratWuNQaiRfw3/6UAUoFWrVvTt25d169YRGRlJ7969OXv2bPJgUC4XvaK758HF3VC2nmEOnKZmomfI8xouga+hQFHCwsJ4+fJlkt4xjUYiMs7Zxco8nW/b504j8QS8h5U/CDF6Hb708UHo7du3EzJa6cHeGRr3gYPL4PBKEXxkQnXgzz//NHg/VHBwMJcuXaJhw4aYm5vz22+/4enpyZYtW5BZWNFz4nQm1y7CuBqFcPULpaZVDDF/Dcba0owFBSTMSuciZtsczDuO5MiRhGG2XLlyJZmG1ucAX9zJHFszObtepjxUZmEip7CDOYUdxIE3Ki4wfROmYsaRGwSq4HWYitdhKvABM7mM3NYmFHYwp6xz1sj9pISzszMDBw5MeQGXPOJkJTJUBBZZGIiOHTtW9PZpNGKI7s6plBeWNCLIA7FPZpaiL9w87n8q100SXa9nbqm97GxhzamxDoDoO508eTIrVqzQfi7c3d1xc3MD4M37D7QaP5MTe3fSUPmKDZu3sPmhN4e7V0MmabiWvSI5c+VKepIoiYwtUXEBanxwGv8//nJ4UNLloiNAbkKnTp2y4mVPIFYltimT42BjAYSjkSA0OrnNp7W1Nffv38fe3j7l9d05LbLGTm5QLh3VobR4/RBunxAtTK2+Q6VW8/jxYwoXTrmvPkvRqJEeXmJQl15ERon+2v79+9OkSZOvsz9GjGQB//lAFES25Pjx43z48IELFy6wcOFCvv/+++QLlqgJp7eIH8DHV6FkDcPsQOGKovT/9CZUasrIkSO5dOkSjx8/1gbE0bFqbWLT2hAZ0XhilXBoheg9K1072d3nz5+nTp06XLp0ierV9RySiIkSmRkbByjfSGiLFq4oyoCZIP7A9P79e5ydnfWWmFEqlfj6+mozc927d6dJkyb06dOHhw8f0rJlSx4+fEiJEiUoUqSINtiVlarFywU/4PThEQAlXO1Y0iLh5CCHOZRbfoz2fd35uYthgqg8Nqb0Luyg9+S6pYmcIg7mFHEwhzw2RKiSZkwDY9S8DFNhYSL/4oFoUFAQZ86coV69ejg6pmLYYJX1mZ3s2bMnDLq1Hgqlaot+1ac3dSwtg+GLxYmUwiTTLSWf4+rqyty5c+natav2tp9++kl7OX/+/Hh7ews3KktLHEPMKRy0SgStUeH06tmTFq1aMXfuXN6/f8/IkSOZMWMGBQsWJCgqBnMHN6xypmASsHYiuOWH6m0hmxvRERH8PuU3RjT4qNcgYIaJCBH/re2TmAAERSYNRJ8+fUrevHnJmTNnyutSxQhHLoD63Q3jnASgUsKBOJvVWh3AJQ+mwP79+w2z/vSgUYvWg/M7WHz4Asc93wKQI0cO/vrrry+/P0aMZCH/Sfmmz7Gzs2Pjxo3a6z/88AOenp7JF1QoEhriL+w0iDQRAIUqiP8v74MymilTpnD48OEkWdloVUJWM92ah7oyoiZm4oA8ZAGM36AzCAWh43ns2DGqVUvHMIlMBgu+gzNbRJmz63jRymCAA/qnT58oVKgQ69atE6/X64fwmeyVv78/v//+O+/fvweEXFft2gnPz8nJSSu9VLFiRd6+fUuxYsUA6Nq1K2PHjtU+D+duo5GnEEDLXHIz4qdfaNyydaafV2KcLBQZklC6evUqFUuXwEUdRpM8Ngwu7sjQko60ymvzxYNQgFevXtGhQwet+8vXIiAggBEjRiTsh0wG+UtD94lieKRS089KuxJ8eC76wLOgVO3o6MiwYcNSlP+Sy+XkypVLe3/LgcOZf+qWcOIxs+Ds30sYN24cAKGhoQQGBmqdvqZMmULZsmW161q+fDn37t1LWHl2D7h1HBYNg+1/8PD8CZavXkNwcLDBn2cSwuOE320ck2ggJ9ZG1mg0tG7dOm1jjeuHISwQcuQzrILAhZ3C7cs5F9TqwKRJk7h69SoymezLDf+p1XD3jGhp2j2Px0+eMO7EQ+3d69atSz1TbMTI/yHGQDSOevXqaX3olUolPXr00AoGJ6FsfSEW//G16G0zBLaOkKsQqFXw8h65cuUif/78KJVKHj9+DEBsIheddAcpiQNmt/xi/2OVImPpmifVkqhMJqNx48bIZDL8/Pz0256Zhch+ntsuAtKrB0RpzgA4OzuzefNmOnfuzMu33kJb8c9+9G9QlZ8G9wVlDLGxscyfP58XL14AopSV+ERj0aJFdO7cGQALCwvy5MmTsqGBXTbRXqAL22z075KGDuQXJEcOIW2U+HNra6qghJMF7jaZGK6LDIMn1+DI6tRL2p9RunRpAgICKF26dMa3bQB8fHw4fvy47u+zcy4xkDJqJTTsLd5vSCFTmnkePnzIr7/+Snh4ePoeqDAR8kTDF5Mzf0FtxrBYsWKcOnVKm+0fNGgQS5YsAUCtVvPzzz9rNScvXbpE3Z8X4x8RA5KGwFtnKXdlHe9nfUsRk2jDnVjrIq4/FBuHJBrIIYnc4uRyObt27WLChAkpryc6QrRGATToYRAbYQD83oqhNYBWQ4hUqjh58iRPn6agXmBo1LHiu7VoGOxdAAEfiIlV033XTaJjxW//8OHDjSV5I/9KjIFoImbOnKmdqr19+7ZurUhTM6gWlwG7sNNwGy9cSfz3SjgA/vjjjzRp0gSlUpnEztFUkc63LT4jWqwq9JuWoLd3bofeB58DBw7g4eGhDe7SJN7NKTIUjq4RP7D3zooevQygUqnYsmULXl5etG3blp07d1KoQSsize0gKowyppEU838As3uT48wa/I9vpXYFUUYvXLgwNWtmYlCqfKME21QtMqEtu2QEx2b8wIY1q3U+9Evi4eHBwoULtb2GGSYyTLSKHF0Dy0bD7D6wbabIpMVn7/XAxMQEJycn7cDW16JkyZJ4enqm3udnZQs128H3y6DDaNHPmIbBREZ49OgRmzZtyrhzka2TOJlMgeLFi9OwoRikVCgU+Pr6aj3jTU1NcXPPi5OlyEi23XqN1luuYv7uEdL6X9j5TRsCLh0WZWFDY2ouTDbc8mNrkfB5CI8bwAwKCkKj0VCiRAkKFEihrQDg8j7R25q3OBTMQN+6LjQa2L8ENLFQoTHkLY6VlRWXLl2iV69ehtlGasRECeWUfYsgyFd786TTT7j3UfSLFy5cmFmzZmX9vhgx8hUwBqKJsLKyYuvWrVph+RkzZnD69OnkC1ZsAhY28M4T3jw2zMbjXJZ4elMbrP3www/s378fMzMzYhM57JgoMpARrdkBOo0T2cqKTURf3vunQkpHDxo0aMBff/2ldaRKE+fPeryC/YSu6PIx8PSWXgHwzp07mTZtGiCyJd9++y0nTgjHGwsLCzw8PFAVFlJF31ctQK8y7hCrRPb0JrL9i+HP/rBmogigMpPtkcmg1ZCk5dtv5wjZIXUsh/buYtufvwkNyK+shubn58f9+/fT9yCNRrgJJQ48t84UmWzfV0Dcc6rcLF3ONa9evaJnz55fvTSvSc/Jj8IEStWCHpMNl21LRJcuXfDy8sqcYUQ6kMlk2m1VrlyZLTv3oLC0Rq2ReBYQpj2pfRkUSaeVB7i1bBrsX8LxI0eYMWMGBlP3y18a+v4ODXpgY548EO3WrRs9e/ZMfR3hwUL2C6BBL8O1Tdw8Bt5eYOOI1KCXdmBRoVB8mZK8uSX0nAzdfhIDncDpV/7MuSKsb01MTNixY0eGndyMGPmnYwxEP6Ny5cra4EeSJLp27arVGdVibglVmovLhsqKxrksEREs+tMQWnHlypVDo9Hg+fSZdlGT9B4gHVyhYc+EA6uZRUJW99x2vYInKysrvv32W0xMTIiJ0cMyM1su3bd/fA2bp8K6SeAjApT4g52XlxeVKlXCy8sLgJcvX3Lnzh1AZHe8vb0ZNmwYAFWrVqVRo0ZoUusRkzRgbSeyeJk9oDjlgPo9xOWcBUV/WrsRMGAmc/q24WDnCkK0es1PwhXnKzF58uT0Z3HkcoiJFELqiQPPxMjkUCF9ZUGVSqXV7/yaVKxYMf1OWDKZwftD/f39USqVKbeBfAnkcshZEIVcxuUBdVjYTGT6CzjZ4LtsIrV/XgJth/Pk6dMkBh99+vRhz549BtkFm8QZ0Ti3uIkTJzJo0KDUH3h+p9B7LVwR3IsaZF8I+QQnN4jLzQcRGBXDpk2bkvbVfgnkCiHL1e0nAm3d6L3nlvZbOGvWrK/e3mLESFZiDER1MG7cOK39p7+/P7169UqeGajSIk7/87UoZWYWmQyaDYA+v4Nb0tLUX3/9RfceCdkC0/RmRHUdUCs3F1ndt0/g9SO9V7V//34KFSrEp09paBU6p2DJB0TmKg6VmoFLbrp3786QIUMAoadZtGhR7Wv9ww8/sHNnQqBva2urvVyoUCGWLVuGY9EyQgboc2ydoOsE6PJjQt9fZqnSHHIXEQfCePIUwfSbP6H1UAJlFiJLvnysmL6NSFmGKasYP348e/fuTf8Dy9SF/tOFOLguJA0sHApLRornducU+Hun2mpRuHBhzp49+/Wkb+IYOnSo9vv8NRk9ejR169b92ruB0jUfGkkin6M1eeytxI35SpJ90BQsCol2lu+//54LFy4Aotc0Ojpa+708duwYZcqU0Z6gpyvjrFFjE/BWezUkUqy3Vq1a1KtXL+XHBfmJzCWyhBNCQyCXi7abIpWhWFWyZcvGgwcPEtyuvjDSifUMXLWX92EJesQjE+mHGjHyb8QYiOpALpezadMmsmUTB+Vjx44xb968pAtZ2UHvX0RPmZVt8pVkhGJV4dYxoe+ZiMGDB/PnX3MT7Z8BMjXmllA1zqru/Ha9H1alShV69+6NlZVV6gsmKs3HajSEK2NBbsKB/C1wGPoHgTmLg4kpTZo00fa02drasmHDBooW1T/bsWPnTta+09HTFi8fZUjkCmgzVBy0ktwuZ+29d+T98yDhZRuLg9ut47BwCFw7nCW9himRL1++pO5B6SFXQRj8B+TR8fpb24vn7/dGPLd9i2DxcFHG3/g7nN0GL+5CdGSm9j8rGDBgQBLVhK/FhAkTtNWWr8lfJ25QaeVZYjUacdJrYQOvHsD5HTqXVygUbNu2jfbt2wNiYLBu3bo4OwuB9pYtW/Ljjz8CoroRL9qvk6NrsX1yVnt194EjqWvNxvP8tujhLFULcnjo9Tz1wtYJuo5H1WY4Y8eNw9fXN+P9u5nlyVXmz5/HHk/hqmVnZ8eGDRu+bgbdiJEvwH/a4jMtjh07RtOmwt5NoVBw7do1KlTQf1gjQywfAx/fCJmo2p20fYmPP4TSfIHIUHSr7M6M9p8Pz2SAqAiYN1iUZfvPSHe5S6PRpPgjGRYSgu3CwUiqGIouPkWnCoWZWs0dnzzlOKDOQdeuXQ3iDDJs2DBC/D+yoVjcwc/ETGQ4nt0SLQjdJ4FHiUxvJy28vb05d+4cHTt2xDzUT0yYx/ffurpDs4E6Bp4MjyRJ/PTTT9SpU0f72U03sSo4vAJun0y4rUFPqNpKtB14e8E7L/E/LPCzB8uEEkPuwtyNUFBj4GguXbhI2YwYIhiA+/fv8+nTp39ERvSfwo0zJ7jx51iG1CkL38wRDlcbfwck0adYpFK61rd69WqyZ89Oy5YtuXPnDvXq1ePixYuULFkStVqt7bnn6kE4uponMleaRYnWoCrOsXTyUNGxY8e0N+TzUhhiOLim7wnrgZeXFw0bNmTHjh1fRwUj0IerE/tSa8UJYjXikHzgwIH0+9obMfJ/iDEQTYNx48bx559/ApA3b17u3buXtTpuG6cIAXgAx+zCeaZAWTx9Q2k6TwSiTQvZsmyAgTI8pzaJPteC5aDnz3o/7NixY4wfP54LFy5gY2ODJEmoVCrMzMxYvXo1o0aNwn9qH8wDvdllU4ZCFWtQ+uIqIRvVcazBzABiY2PFVPbqCaIsXrcr1OooJFAenBeBabcJ2iGAL4YkCWvTo2sh+KO4rXh1IQWVBQfSxDRu3JgOHTpofakzhCSJntGjq8UUdd2uULdL8mVCPoH304Tg1OelyFwBfhExbH3oTdcKhXEtUhryFBGtDbkKgWUmHbIkSUjuPL8jvifFdevcjhgxglOnTvHokf7tJ1nB8OHDadGiRcZPDgzNXwOhzXDh6gZwYRec2gjmVjBotpC1ygDe3t6sW7eOcePGYW5uTs+ePVEoFPw9YShsnYkkaXgt2VNPKeTT2pXLxdwuZQ30pDJHTEzM18mGqpQELhxJuSnreBsi3JPGjRvH7Nmzv/y+GDHyFTDm/NNg2rRpWnvLN2/e0KtXr/T1RKUX60RBbtBH2PAb7JqLPN5yELAzZCBcrZXodX1+B94/S3v5OAoXLkz58uVRq9XExsZStGhRli4VriT16tVj8eLFSE5uULsTHcb+Sum6jaBJP/Hgg0tFAGMA4qWBLqiz4a2xFI4xCoUYJCrXUAS+m6eB1w2DbC81AgICGD58OM+fPxd9uUWrwNAFwv3F1BweX4ZFw0UZW6XHwFcGOX78eOaCUBD7X7kZ9P5VtKHo0oGVycDBRZxUNO0Pg2bBhE0wYAY07otrpbqMaFgZVxM1vLgDZ7fCxt9gVi8h2O2bzmn6yFB4cAH2LhSB1NKR4kQqd8o9qPPmzdOtfPEl0KghIpSYmBieP39OSEjI19mPON69e0fLli15+/YtdBqbEIQC1GwPxaqJ6si2WUJSKAPkzp2bSZMmaQO6du3a0aJaBdj1F96hkRRYcIJnHxOy6NGqL9e2oouAgABGjhxJeHh4xoNQv3cQFpThfdAcXU2f5bu1QWjVqlX/ES0cRox8KYyBaBqYmZmxc+dObRn5wIEDWXumaqUjyHxwHvnmqdqrGglu3rxpGGkVKzsRcIDQFdWTmzdv8ujRI2xtbVEoFIwYMYIaNUSWM3/+/PTq1QuLuh2hXreEB1VsIgZ9oiOElJOBAvqoqCg6TJzFqk+WYBZ3MJEroNV3YihLHSsOro8uGWR7KWFlZcWpU6eSaq2amokWi2GLoGQtERif3SoC0sdXskzuSaVSGeaEyaOk6BvVN0NmaiZ6TKu3IbTptxwr2YnQAX+JwKdqKxE0KhSiHGzrlPq61Gohj3Z6M6wYB7P7wq6/4O7phJaAMnVTHUaTy+VZa12ZmMhQIb92ejOs/xVm9gKfF5ibm3PkyJGvNgATz8ePHwkLCxN2q5/3Actk0Ha4GPzzfyeCfQN8Njs0qE3n8LugikEjSTQtmJ2CDgnOSvcfPcn0NjLD/fv32bt3L0FB6QwkJQle3BMtDUtHfubMlQ4eXODPBYs5+FRUTRwcHNixY8cXk/cyYuSfgLE0rydHjhyhRYsWSJKEXC7n2LFj2iEbg3JxD5xcn+zmFxp7Gig7AdDI3ZQ1w5uxZcsWrUNQpggPhnnfiCDpm7/ALfmwS2xsLGPHjqVx48Y0b96ca9eusXXrVlq1asXkyZM5cuSIfj2f4cHihzsiBBr1hhrtMr//wPPnz8mfP3/ynlVJEvIsl/YICaK2w0XwkkVIkpS69uDrR3BklZCxAtE32m4k2KURlKWDO3fuUK1aNa5fv/5VZV9u375NhQoVuHXrlraqAIjsqt9bSMkPHcRJyoGlcOdkyssADF0ILroVGh49esTYsWNZsWIFefLoUFbIDGq1GNxK3JYQ6JN0mXyliO0+mdt37lCpUqUvZxOZGT69h5U/iMxog57Ccz2jREfCmgnivY5DkiSiMKV4TF8A3OShXJnejYiICKZMmcKIESPIlStjbQHJkCT48EIM4aWCUqnUWqSmSawKHl4Qeqbx32HXvDBkXvr379N7LvzUm3qrzqCO+904cuSI0T3JyH8OY0ZUT5o1a8bPP4seSo1GQ+fOnUWJy9BY6y67KxwT+gqtHJ05efKkfg3++mDjILKVkGRy9uPHj2zYIDT2TExMePXqFR8/ijP3KlWqMHfuXPLnz0+OHDmIjNRzWtrGQfSmAZzabDDNzYIFCyKXy3nz5k3SO2QyaNhL9DhKGtizAG4eN8g2dSGTyQgJCUlZxN2jBHzzp7CVtLSBQF/9+yUjQ+H5XdFm8OQqPLwo3KpunxT9nFcPwqW9FPr4kFljhuLi4mKop5UhSpYsybt37yhZsmTSO0xMUw9CQSgPtB4i2jlkqfxMrR4Pf/8Mx9eJsr2/t9YZKCYmBrlcLjKAhkQZI3Rwl4+BQ8vFe/B5EArQsBcnTp6kSpUqX7VHVZIkZs+ezbt379Je2DkXtPteXD69WXzeMoI6Fnb8kSQIBfju0D0WXPbUXnfLLaxJnzx5wtq1a1Eqhff8jRs38Pb2zti2Ad56ir7xS7q1Ty9dusQPP/yg7WtPk8gw0Uc77xuRLY4PQkH0PqcXZQzvlv9Mx82XUMflgn766SdjEGrkP4kxI5oONBoNzZo14/hxEciUK1eOK1euGLbB/ektIfieGMcc+Pb6g6qzzwHQtEQOlvUS0/t37twhT548WimVDBMaCPO/JSYmmrAeU3AuVpZt27bRp08f3rx5Y/jy5qHlInhyzg2D/0woqWeC+/fvU758eY4cOUKjRo2SL3BpD5yIyzY36S/6Y7OAmjVrki1bNvbt25f6gpFhwnEqraAsnliVCLreeaa+nF028ZoaWr7qa/HmMeyck3xCXyZPsK9NjKmFkPhxKyDsMN3yi6ypwoBWozFRsONPISukCys7aNQHtXsxLj169lXloz58+ED58uVZtmwZbdu21e9BZ7YIswsLG3Hi5JjO7//dMyKbHX908XuDFBXOb+c8cbe3Ylqx31Ajp1Quew4MF/a7iSfsq1evTo4cOdi9ezeSJKFWq/Wzig3wERWQJ1fE9ZrtxYnoZ6xatYotW7Zw7Nix1Ncb4CMcxu6eTrmvu+0IKJuKBqoOorb/Ra2Rv3PLJxgQeqEnT55MUBgwYuQ/hDEQTSeBgYGULVtWm10YOHAgK1euNNwG3j+HlePE5YpNRB9SkC/BtXtT9rg4c69bxIV1/SqjVCopUKAAXbp00U72Zwbp4DLKDxpP1VLFWXr8MjExMURGRuqVUXr06BEjR45ky5Yt+gXFyhhYMUaUAis1gxaDM7//ksSmTZvo1KlTyicH1w7Dkbj3K7OlxxS4desWOXLkMFyJMTGhgSITFxGs+34TM+g/nafham7evEn37t0Nvw968vbtW6ZNm8bEiRNxd3fP3MrCg0Uw+vphwm2VmgmFBJ8XIrMe/xcqBuFeBUWQ18EKuUwGClPInjchMHXLL0qqpnqWZHWhVos2i5tHU1/OIbvIhHuUFK0Y9pk8acwA4eHhWFtb698eoNHA1hmi5zW7BwyYmfGTRUkSmcQQf/F9u3eWwn6tUaKguJsdh7+vlewhoaGhBAUFkTdvXs6cOUOPHj24evVqyp+jiFChh3zjmFa1AYDWQ6G87haq1OTntLy8L6pEiT93nzN8CWRzS309iZDunKJvv36svyeOIXny5OHOnTta3WojRv5rGEvz6cTJyYl9+/ZpyzmrVq1iyZIlhtuAdVyfZYXGonwbF6BZXE5wGIqfNDUzM+PQoUOZmrB88eIFXbt2JSgoCFnNDsxsVIqRRWzg03vMzc31LmvGLxcaqqebkJk5tB8FchO4cURkgjOJTCajZ8+emJubpyyqXaW5ODghE3I1pzcbfGCoQoUKWROEgugl7TQ25XJ17Y6QswAnTpzgu+++S11cPIuJjIzk9u3b+rdtpIaNA/T6FWomOnFQRonXo0glIS3VbQKMXgnj1hHdaTxFlpxh2Xs5OLmBWiWsc28dh4PLRB/k9G6wdJQotV49KDKvymj990mhEN/PJv2AzwK8ik2Z/TSKQYceCPmuu6eFpNjcQTD/W9i3WJT0QwMy/9qkwuXLlwkODsbGxiZ9PapyuehddnITZegDSzL8PZGCPtJj7RHWP/aDet1h+GJtAKhJYZ12dnbkzZsXEJP4AwYM0Pb5zpw5k4sXL4oFVUrRV7/gO7h2KGkQCsKaNxG//vorCxYsiHuKehz+8peGvr/DwFmQv0zy+63skm0jVT6+Yf7Esdog1MLCgoMHDxqDUCP/aYyBaAYoV64cK1as0F4fPnw4J0+mMVShL1b2QnaoxTeiv7FgOSheHXNVwsE8WpVQjixdujTm5ua8fPmSEydO6LWJyMhIrZeytbU1Xl5eot/VwYUmHbtRJJu16IdKBzlz5uTEiRPkz58/HQ8qAPXjpur3LRJZLwNw8OBBChcunPIkbPmG0H6kCObO7xD9hQYORk+cOEGDBg2yJhD0KAGN++q+7/Rm2Dydfo2q8+nTJ/3KmVlE0aJFuXHjRrqcslJFoYCGPYXouoV1yhJD1vYoCpfnyNGjtPltIYxYAuM3ioCiST8oXSfBFvbjaxEkHl0NayeKvtv0IJNBtdbCStYkUXa1bD1cG3clT8ueok2icV+hGGFuJWTZ7pwUyhF/DYQFQ2D/Yrh/XmS8DYRaraZnz55MmjQpYyuwtIau40Wrw4PzIljPALHP7mJrZoJdnvwiwDU1RxH3uVRr0v7eFSpUiN9//x2ZTIZSqWTXrl08fPgQHlwg7M/BKI+tE8NVunBMCBIlSSIiIoKoqAxIU7nl190GkqeobgtlXcREcWrqCMYeTfCxX79+vdFH3sh/nq93lPo/p0+fPjx48IA5c+ag0Who164dt27dyryvtpm5kB1KfLbetD+y57cxj4klBhOd2nvTpk3j9u3b3Lp1K80z/e+//55z587h5eVFjhw5uHPnTsKdNdsLH/H756BO5/Sd7QM+Pj706dOHRYsW6fdaVG8Dz27Dm0ewf4nIamVyurh8+fJ06NAh9X6r0rXF0MzOv+DKfpFZaT4o6eueCbJly4arqyshISFZk+2o2lLovj68kHCbR0kxxf30BlZPb0DeEqIUWqBspl/TfxRFKong7lbKQ2empqY0aNAg4QYLa/H6eCQanFJGi0DU5yX4vBL/c6Y+YZ0ixapAv2lCszaubaJv374J9+csID7rarXQT339QCgovHksBp0CfRKcrLLlTNhXj5Jgm7FhK4VCwYULFzJ3MuLqDm2HiX7Y4+sgRz7IVzLNhyXG9L0Xy1qWhaYJCh/xNsXqdJ4AmpmZcf36dSFNFhHMtEch7D91gYeDa4sWjMSYmGklwuLL8H/88Ue6tqfl2Dphg2rtANVbJ/Sa67LD1YUk8Wr1NLqsPqp9zhMmTKBTp04Z2x8jRv5FGHtEM4FaraZ169YcPnwYEPqZN2/eNPyULsCV/ZTdpyIYC/I6WXLuh6SWheHh4ahUKp3bVqlUTJs2jVq1atGgQQNevXqFJEkpZy/3LIB7Z0TmsPXQdO1mREQEHTp0YNq0afrboQb7C0mnmEjhJFXxC06OPr0F22cL6aqy9cWktvz/ZGBAGQ2rxgsZIYARS4Wt6bWDcP0IPx2+iUqt4Y/ercUJRvGqX/S53b9/nwYNGnDq1KmsyfpIUooB9qpVq3BxcaFNmzaG325qBPvBpqmsV+WmUZdeuLml0TuoVose19cPxd+bJ6D6rD3AORfkLwvNBuh9QvHhwweyZctmuEHKE+vFsJ+VnbAF1aPPValU0rp1a0bnhcZulvDtXK1PfNkpxwmOVOGRzYqz49I36JOYJ0+e8OjhQzrmsST64ApmXXzGsMr5yWZlJrLeQxcQEhJC/fr1mTZtWsacrW6dEK0JChORVc9TVLRW3DkpTj7yFk9zFcFndlOjS18e+4cB0LRpUw4ePGgcTjJiBGNpPlMoFAq2bt2qLT2+fPmSDh06oFLpcKHJLJVbYGsiSkNhYRHJ7raxscHR0ZGAgACmTJmCRqPR9muamJhw4cIFvLy8AMiXL5/uIDQqbr21Oohsgql5ukvW1tbWHD16VP8gFIQ7T8tvxeWja8QAkwHYt28fXbt2TV34v3AF6D5RPNe7p2HXPCE9k1ESichrNBqOHDnC69evM76+1DCzECVhcysx3eyYXfRSNugJo1bgVqEWObM5gu9L2PmnENG/dUK3S1IW4OrqyujRo3F1zSJL01SCssOHD3Pu3Lms2W5qOLgS0HYsQyf/rl+7jkIhRP5rthcWu+M3iMGgBj1FJtvUXHwfPjxPV1a7d+/ehpN3A2jQQ/RIRoYKcwiVMs2HREVFYWdhRjYpBixtRXb1MzKbBSlWrBgdW7eEawe56xvCvBuvCIwS+ybFTfqbmJhQrlw5ChbMQLb7zWM4FNeG1fLbhAxos4GQI79eiheqt150GvidNggtUKAAW7ZsMQahRozEYcyIGoDXr19Tvnx5bU/id999Z9gBpjha/HmCR5+UmKDh2eiyyFyTi3QfP36cXr16sWzZMvr06cPly5cpWbJk2kLrAEdWC6H5ul1ECSoTfuCRkZH06NGDQYMG0bx5c/0etHueaAlwKyBsIk0y5y5y/Phx1q5dy6pVq7C2TuO5vH0iXFKUUalO2qbJvbOiT9M5N1G2LuTu8yPjhwxk3IRJosSaFSVyrxtiUKP3r8nvU8UIKZ1LexM8722zCemqCo3B3NLw+/MPQa/PfBYREhKChYVF5jOS6lihpKGOTVdJ/PHjx4SFhVGlSpXMbT8xkaHC4SrYD8o1EN+TFF5f7Wsfn00sVlWcNMVR6tdjhEXHkt/ZmtNj62Zuvw4sFW0a2T2I7PErVhe2obl+mMb7n9J9+Fj69++fsfUG+8OKseJ5V20lbGwTExGSou5zPJIyhoF1yrLmqpBcc3R05MaNGxQooKdkmxEj/wGMGVED4OHhwf79+7W9WEuXLmXu3LkG3469vS0AsciJPLQ6WbZSo9Hg6urKixcvaNmyJT/++KN2eluvA7JLHtFzuHgEHFsDQX4Z3lcLCwtsbW3TFwg0HwT2LqJUeXZbhrcdT+PGjdmyZUvaQSiAezHoMwWqtREH2YxSqpYI7l7cwfLuce72r8ZYs5fw1wCY0UMcyHfPE0NSEQbyHi9SSaf8lSRJvPngi0/uMjB8sVApcM0LYQGi32/eYDizVRxos4Dw8HAuXrxIeHh4lqw/JeLPrb9GEBoTE4NSqcTe3t4wZXGFCbgX1TsIjY6ORqPRULx4ccMGoSDK8vFDWXdOiR5lHbx7945KlSrx4MGDBNkjj1JJltHEDSnF94pmmGe3RBCqMIH2I7Gys4dmA4jOVw6FuSVjx47lw4cP+Pv7p69SpYwW8lWRoSIT3KhP8mXSCEIBZv01VxuEmpqacuDAAWMQasTIZxgDUQNRs2bNJHqio0ePZvv27Qbdhr1lQoYw5PVz4SSTiAULFlC9enWUSiUajYaXL1+mz9ElPsMqaUSZeuFQOLg8QxIzcrmc9evX06yZ8LHXK/FuYZ0wzX5xtxjmMAAnT55k9uzZaS+YqyA06Zu5rKVcIcqqceSxt0ImkxGpihXZ1g9x75u5lV4HMr3JllPnzRUqVGDZsmWiBFy6Nnw3V0yd5ykKUeFwbhvMHSxaIkI+ZX4/YqKECPjbJzw9upNatWrxdNMCkbW6tDfz69eD3377jRo1anyRbX3OqlWrKFCgQPons2+dEJ95rxviBFCjY0JbD8aPH0+TJk30+75lBLf80GYYdBonWgpSIF++fOR0c0sUiJZIcn/8sLwiM9+1yFDRqwlQv7vQiQWQK7DqPp4Nf6/jp59+ws3Njf79++sv5i9JQtLL95WQr+o4Rnx/0sm2bduYMGGC9vqGDRu+2ufSiJF/MsapeQPSt29fXr16xZQpUwDo0aMH2bNnp06dOgZZv51FQiAaKpmR89haXpll49nb9zRu3Jj+/ftTpUoVnJycUCqVfPjwQWvJqRcun/VwaWKFWPedU1Cpqehjy4Bbz/Dhw7G1tWX69OlpL5y3ONRsJ+Sjbh5NdgDLCHfu3OHEiROMGTPmy/RlFa4oAr04B6QZF56y4f47Hg6pj9zMEjqNEctkMTKZjIMHDybtjZPJRAa1cEXR/3Zxt3AHunoArh+BMnWgRjsxIKMPsSrYNVdMnEcEJ3GfKR6rxnNoA/K+uwqBtmJY5QtQu3ZtcuRIn9qDoWjYsCFmZmZYWqaz5cHVXdiVxmNqIU4MXfKI+1zdxWW7bKmeKHXo0IHy5ctnbTa4VHIB+njUajV58uRhx44dorc1LFBkUj/rD42fHM9URvTQSggPEtWMaq21N799+xZ7e3tci5RibBGRiZ02bRrBwcEA+Pv7ExERgYeHh+71XtgJjy+DmaVQ8bCyTfeuXb58mV69Ehydpk2bRpcuXdK9HiNG/gsYe0QNjCRJDBw4kDVr1gBiiOjKlSvJ/bYzwPTDT1hxXnizb811n6oB1xlw2Z9bfuHcuXMn2cEncY9cbGysfjIucwYkt1KMx9QcqrQUPaTp6N+cN28e1tbWDBo0SL8HqGNF8FuuYYYyEclWp1Yjl8uRfXghDuI58hlMpilF3jwWupTArQ/BPPQLpUfp3JjE99b9kwYVfF6JgPTx5TitRJmYsG8/Sr/32fe1eK4paTmCWFfpr2dz+X/B5mnCySg1ilYRGbrP3pev2Q8bz6FDh5g8eTLHjx8X7mo3jwnzgOLVoPMPSZYt+NNhYjUSJXPZcXB4yoFtijy4ALv+EgH7d3O1MnOSJFGrVq1ULXZHjhzJrl27ePnyJaamn32+Pa/B1pmATAShRSqle9eePHlCtWrVCAkRrTf9+vVj9erVX/39MWLkn4qxNG9gZDIZy5Yto0kTIUEUHh5Oo0aN8Pb2zvS6nawTBLMvWhUGmZw/yztyccd6nT9y8bfNnDmT5s2b6yeurmOyFRBl8/KNhBh4OoeIRo4cqQ1ClcrPpm0fXBBDUv6JXh+FiZBwMlCwplAokMlk3H7wiF0juwkR8f2LxUEnPU466SFvcW3Ws0JOB/qUdcdELheyWOsmCVHzL8CnT58YPny4VjFBJ275RJZ22CLxHisU4nXR933O4SEO2oqky3uHRjH62AO8zbJl6ICeEby9vTlw4AAxMSn4gmchY8eO5fjxlLVN06Ret9Tvr9BYuGrpeF8WL15M27ZtUauTawx/Kdzd3alRowZOTkK7M7X+0Ni42rypIgOHoNCAhEn2pv2SaB3LZDJWr16daivO1KlT2bFjB6ampknMPfj4RvRvg1AJyMBn9t27d9SrV08bhNarV4/ly5cbg1AjRlLBGIhmAaZwR1UxAABsT0lEQVSmpuzcuZNy5coB4OvrS8OGDbWloYziapsw/LDr3A2o2hJHCxNszmwATcoHoCpVqlC/fn39ytLxjjOJKVAORq8WOoY6JvX1Zfny5VSpUiWp5aNbfqF7uXg4/P0zPL6SOfmk1La/+xDzb79HCgsU4uFbZ8Ks3rBxClw/nKnhLJ006Em89WOIiS3fv7LkUYRMlOyXjhIT9lmMlZUVJ0+e5P17PSSxsrkJHdXvl0PTAenbkEdJ6DAqifVoaIyKYy/8CH3/SmTaDywVAy5ZWIQ5duwY7du31z8gU6tFYJNJq82YmBju3r2Ln18mPkNu+aFYNd33Neot5IMUuqsaefPmpWTJkl9FEigqKgq1Wk2pUqVYuHChMNSQJHgVF4h+NmilVCf0v5qbpPMQJEmiLzQ6HApVECdOiEzoqlWrUKlUFClShCJFiqS4ChsbG6pWrQrAwoULqVWrFsEf3sKWGeIErGQt0YaUTj59+kT9+vW17VClS5dm7969ybOuRowYSYKxNJ+F+Pn5UblyZd68EYLjVatW5dSpU1hZWaV7Xc+fP+fqq2AmnRI/ct/U8mBCw/xCGzIsQFiCVkpbrPnFixepT23ePimyhSAm2EP8RXDR93e9hJtT48GDB+zdu5eJEycmuD9JkshQJm4HsHUS2Z/yjYSXuIEIDw/H7MZhzM5tSXkhV3coURNqtTeM+Pvu+XD/LMpq7aj841/8OuEH2kpvRTYWxEGvxTeZksr6R3HjKBxannDdxlHom8b1ywKQ3UPIY5WqnaH+u9SQJAkfHx9y5swpBqcCfcVnS+dfkLCVVSiEU1P8sEsmt5+p7JffW1gykmQKmznyiZK8vr27X5A+ffoQGhrK7t27E567/zuhvmHtAGPXJOlrDY5UUnaKsCOuW8SFdf0q67+x+M+XpQ0Mma91Trp79y5Vq1bl0KFDSR210kCpVHLz2lWqvziB+uUDvC1cyTtuoWhDSgfh4eHUqVOH27dvA0JJ5erVq2TPnj1d6zFi5L+IMSOahbi6unLixAmt29HVq1dp3bp1hsqG/fr14+/lC7XXAyNjhUxQvLbdqY1perU/fvyYokWLsn///pQXis+IWtmJ4LNGO9E3uGsuRIale78TU6pUKSZPnoxcLk/wgZfJIF/S0h1hgXB2K8wdBNtmw8v7Bsmi2djYYFahIS+Dojj9yl/3QrZOov3AUA5E9bqBwhSzyk25c+cObbt0FxI4rYeKg93DC7BslOgpzUIiIpKbIGQJlZoKa9h4chUSmrBDFwhpLCs7Yat5ZJXIku6aK6wTMzgl/jkymUwEoSAGp3b8AZunCi3Ls1uF1M/Tm2K4KjwIkETmOhNB6MePH7l586Z2+5nC1T3pMJBjDvHn+wqWj4U7p5N8F7Zs2cKgQYP0a7v5nPBgMaWfSfr06UOvXr2SPvd4xQuPksmGq6JVGcyIBvgI2TEQ2WHbhJPUsmXL8uLFi3QFoSAsQ6uHecHrhyy650PZ2dsJ1GEYkhpKpZK2bdtqg1AXFxdOnz5tDEKNGNETYyCaxRQqVIgTJ05otSxPnTpFt27d9DpwxMTE4O8vAqaNGzeyenHC1LFfWFwwW7yaKJ1HR8CJv1NdX7Fixdi4caNWUkknLnlE+a/LjyKTVb+7CCZCP4lMqQECwmvXrpE3b16uXYvLCn4eiMYjaeDJFRGsPLuV6e0CYOfEr7d8+fHko6QSN+ZW0Ha4cLdxNKATkKOr6L90dEUmkxEeHs7lK1dERvDbv4S3eYg/rJssTiayoC3h5MmT2NvbG6RPWS/qdoUKjXnoF4rHyDk8fPhQfK6a9IXRq4T0T4Fy4rk+OC9aMhYOFUoJKQ3K6YG3tzd16tTh8eO4oN7GAXr9IrKyKeFRUoiVZ4K1a9dSv359wwX7dbsktDhUbyMsNUvVFtaf+xaKPsYYIQ+lUqmQJCljfvJPrsK+RWmewKbEu3fvkCSJ+vXr0779Z6XsVw/Efx2qFzGxCW0TFqZ6nvBp1LBnvji5KFUbSggZpL179zJ16lQkSdJqJqeLW8dFW47ChP4zl7Bm7Vptj6s+v9EajYaePXty6tQpAGxtbTl16hT58uVL/74YMfIfxRiIfgEqVKjA0aNHtQLXe/bsYcCAAWjSyAL16NGDTp06IUkSefPmJbeLIyZxcifaQFQmE0LwClPRcxg/IKADmUxGly5dMDU15eHDh1y6dCn5QhZW0GV8QhleYQIdRotAzfOamITNJOXLl+fnn3+mTJky4oaUAlErO2jcF75fZlC5o3kzp3G6d42kGRxVjBDqzoqhgqIJwuJTp06lXbt2YmgrW06RLazVUQT4F3bB6gkQ8MGgmy9XrhxLlizRT9jfEMhk0GIwTiWr0LN5g4ThFRCDNiWqQ6+fYeQykT21ywZBviIQ/2sQbJkuMnXpHLyJiIjA2dlZTGzH45hdBKMWKTz3mCjxvYlJp+5nIsaNG8elS5cM9/pmywll64uJ8FK1xXey/UhoM1xk0R+ch2Wj4f1zevfuzapVqzK2nUeXhBbngaXpPsEMCgqiXLlyzJs3L/mdkpTwO6Tju52hjOilveDtJbKgzRPUN7y8vLh//37GdFPfPBYSUAAtv8W2WAXatWsHwIoVK6hVq1bSfvbP0Gg0DB48WEhVIbKrR44coVSpFH7PjBgxohNjj+gX5Pjx47Ro0UJ7pj1kyBAWLVqUYjnvxg1RNqtUKWF6s8bM07wPjsLBypS7PzdOWPjsNjGJ3ai3XlqfnTp1ws/Pj7Nnz+pXToyXS1GYwuA/DNJPB/Dq1SuyZcuG3dofkk+SN+wtNEUNjSoG/uyPf2AQzwMjqNa4hci8IhMlv4qN01xFRvHz8yM6Ohp398/UCd48FpmuEH8RbDQbKBye/p+nbVUxQiQ/rb5GjRpe3BX9yV43EgbvbByhXH3xOji5ZW5f3nnC+l+T6JwmwdRCBMjlGghdSj1f95iYGMM4KH1OsB9c3pck6AKEusTOOew5e5lbvqH8NnUaihpt0y9HFh4sWiOkuKCwzbB0O4rt2LGDBg0+O9GAuD7X78X7N2Z1stfy1psgOiy9DEDf6h782joNrWDfV7DiB6Fr3PMXKFiWqKgorVarRqNJ6DnXl2A/4XKWgn3n9evXOXToEL/99pvOh0uSxJAhQ4RZBMLAY9++fbRs2TJ9+2HEiBFjRvRL0rhxY7Zv36790VyyZAkTJkxIcjZ/8OBBevXqhVqtplKlSkmCUIDcjuLHNzhSRVh0Isu6Op2h3Qi9BefXrFnDvn379O9pK1VLHKjUKtjxJygzL4+jUqlo0KCBcB9JnDmJd2w5uSFhqMeQmJpDier8cPIRA455ouk0Nm7CXYKDS+HiHsNvMw5XV1fc3d3RaDRJS395iwvB91K1RbC0fzFsm2Uw+00vLy+WLl1qkHXpS6RKze23H1PNKgGiH7dQBdEOMnqVOJnKllP0cF7YBQuGiPL9gwugUqa4mvv376dcTs1TVGhZyhOVsCs3F726eYqKsvfd00IPdeFQYcGahtNUdHQ0RYoUYf369ak/v4zg4KrbVtIlNwycxTvH/Dz9FIr85HqhP5peu9gnVxOCUBASanqoRqjVas6fPw+Ik9lkQSgkTMvr6A8Fkvxu2Vmk0VIQqxIDf5pY0X9csCyvX7+mYMGCHDsmqjPpDkJBfOYcXFO076xcubI2CD1y5AgHDhzQ3idJEt9//702CJXJZGzZssUYhBoxkkGMgegXpl27dqxbt057fdasWUyePDlJMBoTE5OiL3Iep4SJe++gROXEdGbObG1tcXBwwN/fn9atW2sn+1Ol2UCR3frkDUdXp2t7ujA1NWXDhg38/vvvCVqDTm7Q+zeo1x2QYOdfKXpaZ4oy9ZjVqBSnjx0VB7JaHcT0OjI4uV4EwVlULIiOjqZ06dJa0wMtltZCAqn9yIRWiKWj4MW9TG/z+vXrTJw48csNLQGenp5UqFABT0/PtBeOx8ZBDMgNWwT9pkGZuqJl4tUDkZFfOlLn+/Lp0yfKlCnD1q1bU153ofLiZC1OUguXPKJXd8AMsb2a7UXpN9AHTm8W1qcbfksxAJYkiaFDh2qlgAyOqVmKt49YtoVtO3chs7IVzlhLR4mhPn159FlbjjIK9s5PVQYOhG1l/fr1efHiRcoLacvyuk08wmMSThZsLdKQNjqzBfzeiN+FuIAxV65c9OvXL9lJerqwywb9pop+5TQkr7Zs2cKaNWuQJAlJkhg7diwLF4rBUZlMxoYNG+jcuXOq6zBixEjKGEvzX4mlS5cyZMgQ7fXevXuzbt261DOUURHM23KSeU9FFmFFrwo0LpE5K8MPHz7QqVMnli9frp/7k+8rWPmjyIx2GqsdGsgsAa+fc3VSH1rMXCsyopIksoJ3TglP9oGzRL+foZAkuHYIqrYkIiKCR48eUblyZbh/XgxFSBohqt98cJa4MP3xxx/Uq1ePihVT6H0N8oPdcxNkj6q1ESLb6TQTAEAVg/Lv31BEh6OwsBQZYVML8d/MPO563F+2nKlaOKaHyMhIPD09KVq0aIYky7RERQh1gdsnRNm82cBki8TGxnLz5k0KFy6sO0uXmHgJoO6ToHCFpPfFtwncOQ1e1xOGxyyshdRWufpiwOwrtUxs376djx8/MmzYMPFbEfJJDPO9fQzIhOxY3W6pB1efl+UT06gP1Gib4kMlSeL69etUqVIlxWUI9IGXD0Tgb++c7O4t198yYbcYZprZvhRdK6dgovHmMaydJF7r/tP4aOZIQEAAxYtnTkYuvajVapRKJRYWFowZM4a5cxOGRteuXUvfvn2/6P4YMfJvw5gR/Up899132rNqgPXr19OzZ8/Um+4trcnzKSG75H37WqZF2HPmzMnFixcpWbIkKpUqQVYpJXLkEwNEAPuXGEwEfsHaDQw+8ZRIp9ziBllcv2b+MqLsuOl3iAo3yLa0668qSmmTJ0+mQ4cOYoCodG3oOl70wt48JoLSLJhkHzduXMpBKIhp+75TRWZYJocr+2DlD+D3Lv0bMzXHrF4XFJ/egfdTkV18egMeXYQ7p1BfPcTHY1uIubQPsufl9evX2ilgEBmhEyeE7mNQUBBjxozROjUdO3aMAQMSxO+nTJnC4sVCh1atVjNt2jQePBBBx+nTp+nWrZt2SG/58uWsXr1au+z06dPFhD3w+vVrtm3bJt4TS2veZi/O+5ajdZerARMTE6pWrZp2EAqixFuvm84gSdsm0HkcjFkDzQYJofnoCLh5VLwHS75n17Qfmf7L5IwNyWSCe/fucfXq1YQTVntn6DMF6nQRn+kLu4RzV3Aq38vPy/KJOb1JOAx9fvPp01y8eBGZTJZ6EAoie1mxse7XFwiP1jMjenozIIk+8TxFGTNmTJLPz5dCoVBgaWnJjz/+mCQIXb58uTEINWLEABgD0a/IsGHDWLRokfb65s2b+fHHH1M9uOUulCBG/87TE+Z/I5ruL+3JsG1k/EFt+PDhNGnSJO0f+srNoEhl4S2+a45BArXJkydz5catpJkzhYkICFzzwqf3omcyVnfLQmaYOHEip06dwswsrhRapJKQcTKzEBPK22alPOSSCe7du8fAgQNTdgFSKKBOJ1E6dswh9DdXjNUr+I+IiODMmTNaq8Gjz3xotM+L+n9fBKDt1qv8fk6c1LwIiiDHnKNcLdwcXN3Ztm0bnTp10q5r+fLl2h45lUrF4cOHtQ5CYWFhSWShQkJCCAsTerM+Pj7cvXsXX19fQLQk+Pv7a3v67t27pw1SlUol8+bN48mTJwBcuHCBrl27aj+LI0eOFAGviSmSJGFnZ8fffwu5sqtXr1K4cGGtPu7p06e1/YPx+5TsO1W7k+i3TA0rW6jSXMgnfTtXDLVY2YH/O56fOcidnWuRbZ0BT65lmRvY50ybNi15T6pCAfW6Qp/fwDabyKIvGy1cynTxeVkeRPsDiOexe16y79n8+fOZM2dO5p8AEJqoR9Q2tR7RruOFokSdLgAsWLAgSY/9l0KSJCZMmMAff/yhvW3RokUMHjz4i+6HESP/Voyl+X8An5fpx4wZwx9//KGzTO/78hVVVwidxHryt6w1+8zbOmdBKF5d9L6l07Xm4cOHvHnzhhYtWqS9cGSoONiFBkDNDtCwZ7q2lRIxMTGMHz+ecePGJQiTh3wSmajwICE23+77LCmNxsbGcv36dapXry5ueP9M2H9GhUPeEtDtJyGlYyBu3LjBwIEDOXToELlzpxEUxUQhHVlFcGQ0Vh1GYG5uzsWLF7ly5Qrjxo0DhK911apVmTFjBk+fPqVIkSKcPXuWOnXqsHLlSpYsWkTHPBb8VMGNv648J7+jNe2K5SRSFctJ25JUHzgGZ2dngoODiYqKws0tc5PqDx8+pGXLlhw8eFC/to9EaDQawsPDsbW1RSaT4eXlhUqlomTJksTGxrJkyRLq169PyZIlOX36NB07dmTu3Ln06dOHzp07Ex4ezuHDh9FoNJiZmbFo0SK+/fZbrl27xvz581m6dCn29vY8fPgQU1PTVC0hkxCrEpq2d04jPb2JLN4BycoOqrUWvcZZwNKlS3FxcaFjx46pLxgZCnsXiYw3iPaSJv0SnILiy/JWtuI3wve1eD4tvxP9uOFB4judLWeSwcf4vnUbG5tMP5eJex6w6dpbAA4Mq0mp3PYpLhsYGMioUaOYM2dOUlmuL4QkSYwcOZIFCxZob5s7dy4jR4784vtixMi/FWNG9B/Ad999p53ABJgzZw6jRo3SmRnNns8DG5nIvjyXHJKvLNgPbOxT1k1MhZIlS2qD0DVr1hAcHJzywlZ20D7OW/zi7vQNSqRCQEAABw8e1GbKAFHi6zFJZCjvnxMDDFnA4sWLadSoEZ8+xU1L5yokBmZsneDNIzG5HWGYKXYQslx3795NEoRKkkRgYIKo+7x589iyZQuYW/K0WGOcevzAlSsi03Xnzh1tVhCE7mzdunUByJcvH0+fPtUO0gwaNIg79+4xcdkGZHIFY6oXol0xEehbmZrQOtoT59NrIdAHBweHTAehID5Pr1+/TncQCmIS2s7OTnsyVqRIEe16TExMGDFihPZ6/fr1CQwMpE8fUbbftm0be/fuBURAu2XLFho1Ep7kkZGR+Pj4aDU/J06cyOjRo7XLVq9enaNHjwKif/rSpUtJJvE1cgW7Hr8ntvMPyMasFq0CLnlEABiThjpABpEkicuXLycYQKSGlR10myD6aBUmor1k5Q9CUgmEXmuH0TBqpVCKyB0XgAf6iOEox+xCwcHGgfDwcLp06cKzZ88wNzc3SBAKEBiRMPjldP9IqsvGu1bF+7d/STQaDd98802SIHTx4sXGINSIEQNjzIj+g1i5cmWSck+/fv1YsWJFMteUNjP2cy9EgQyJJ+brsJCpAZkomdfrnmnf8o8fP1K8eHFmzZrFwIHJB0OScGYrnNsmNAO//Utv+ajUUKlUmJqK3rEkGoHPbsHm6aK/rfVQkdExIDExMTx8+JAKFT4bYAn6COt/Ef+dc0PvX8XUrQEIDw9n1qxZlC5dmk6dOjF//nx++uknwsPDkclk9OjRgwIFCjBlyhSUSiV79+6lbt26uLpmzP3p5cuXfDjwNzWDEp04VGwCd89ArFLIG1VuBrU7iqDm/4Dg4GAcHBwy9Fg/Pz8iIyPx8PAgPDyckSNHMmjQIKpUqcLy5csZOnQoUVFRmJqaMnnyZEJCQli4cCHXrl0jd+7cuLm5iRn898/ECUsKfZGZRZIkNBoNijQmvJPg8xJ2zhEGCcWrCfmqz3l4USxTtIoohSfC29ubdu3asWrVqgTzCQPQeelFrr8RLSOeBS5jMWhasmVCQ0OxsrLCxMQEtVqdvudtAGJjY+nfvz8bNmwARPvS6tWr6dev3xfdDyNG/gsYM6L/IAYNGsTq1au1WaC1a9fSuXPnZN70BXKJg52EjJdSfFlLEr2UmQxCAbJnz86jR4+0QWiqPaO1O4F7cVHS27vQIJ7h8UHolClT6NGjR0JmuFAFaBEXqB9cJqabDYi5uTkVKlRAkiROnz6dcIdjdug/XfiAf/KGNT8J32s9UavVPHnyRPs8Ro4cqT3hMDExYcaMGUyZMgWAFi1asHHjRu1rvmnTJu19ZmZmdO7cOcNBKMCMGTMYsmq3GMABsHcRslXDFws3H40arh6A+d+JvuNUdDvT4vHjx5QoUSLBcjOLqF69Oj/8oCPI0gNXV1c8PDwAsLGxYdWqVdphnN69e2tL9yD6WN3d3fH09MTNzY1cuXJx+PBhkMm46RvKpoPHDD68NHnyZC5cuIBMJkt/MOaWHwb/KXpbW3yre5l4o4DAhM+zRqMhOjqa3Llzc/36dcMFoTFRcH4nge9EdtYKFRbZcyZbTJIkWrRooW1X+tJBqEqlolu3btogVC6Xs2nTJmMQasRIFmEMRP9h9O/fn23btml/fPfs2UOzZs0ID0+YGC+QJyEQeS45QOE4Pb2DS+HmZz2jGSRHDiELdfjwYapUqZKkXJwEhUJoX1rYCD3Dqwd0L5cBSpQoQbly5ZL2ylZsInQmNWrY/ofOCd/Mcvz4cRo0aMCdO3cSbrR1ElPsuQqL9oc1P6W4bUmS2Lx5M7dv3wZg//79FC9eHB8fcbAvU6aMkIoCLCwsePnypbbsWrBgQdq1a5dlB98pU6Zw6fJl0WerMBWqBDKZyOS1HQ7fzhG3xUTCifWwaJiQtMrACYadnR1NmjTBzi7rMquSJDFz5ky6dOli8HVbWlpStGhR7fVx48YxduxYihQpgqOjI3v37tW2Phw+fJhffvlF+1nt27cvGzduBERgl5EANTo6mvPnz6dPh/VzzC2Fa5B1Cu+BU5z8W6Cv9j3+8ccfadq0KWq1Wn/Di9SIVQmptAXfwelNBGhEv6qTLFq0NXyGTCZj3LhxfPfdd5nfdjqJjIykTZs27Ny5ExBB8M6dO+nWrdsX3xcjRv4rGEvz/1COHTtGmzZttNnQChUqcPz4cZycnDj2yJdvNtwCYITTW0aP+1YEgMfWige3/M5gNpWPHj1iwYIFLFq0SJsZ0onnNdg6U5R2B86EnAVSXjYDvHz5kvz547J4Go3QTnx0UZTIB84GOz1ke/REkiRu3rypWzA7Jgq2zhASSBY2onc1TxEOHTrEuXPnmD17NgD58+enf//+TJo0icDAQO7fv0/VqlWxsLBIvs44n/ug4GBsbGxSf50NyeV9IsDWpRv6/A4cX5fQW5izIDTuI9xyDEmQH1zeI6a1Y2PFf7VKBC/xl9Wx4nrtjgbTrU0vqmtHKNq+Pz1aNGTKqKGiBzvxn7kl0UoVFhYWSJLEgAEDaNq0KZ07d+bs2bN07dqV69ev4+7uzvv373F2dtbLGlStViOXyw0TEKbE7D6ix3XUSrB35urVqzx58iTzGUC1WvR0n90qrGsBlSSjcEx/JGSUkfmxr38ZoTcKvH//nv379xs2ANWoRYvCy/uiZ7Z6mxQXDQgIoFmzZlprZTMzM/bu3UuzZs0Mtz9GjBhJhjEQ/Qdz+fJlmjZtqpXDKVKkCGfOnCHKxJb6c84B0KSALcsH1RYPuLI/S4LReB49eoS1tbW2lJmMQyuEWHjTfqIcaCAePHhA+fLlOXDgAE2bNhU3qpSib/Odp9A27TdNZH8MzJEjR6hfv37SoEGl5OPqX+kxexXTGpelyrg/WHPuFtu3b+fIkSPIZDIiIyP1F3F/cIHA7fMp+NdB/ujZkgEdWolMlWMO0RZg75Km+0t6mDFjBqGhocyYNk0EwSm9bhq16B09swXC4jLihStBo146M1mfEx0dzZs3b8ibN6/uADye/YuFz3xqlKwlMu+fBWTr1q3D3d2d+vXrp7k/mUHyusGBX4dTwNGaEq4pZBfNrUSg3mlsEuOBZ8+esWHDBn755RcUCgUtW7ZErVZz5MgRrUB8+fLltScg0dHR2pOYLyLevnoCvPPkQrG21OjUy3DySHdOiax6IpvaD5I11WNEdrGJ/DXLf+gMDi6AGASaNWsW9+/fz3DPL5IkemJf3hPB5+uHQgMWdBsYxPH27VsaNGjA8+fPAbC2tubAgQPUq1cvY/thxIgRvTEGov9w7t+/T4MGDbST3Dlz5uT4iRN02vqWSKWa3I6WXPwx0UE4STD6rShlGwBJkqhVqxaOjo5JfJeToFLCh+di6taAxJe6u3TpknRwKyIUVo8X/W0Fywt5JQMGbN7e3hQsWJClS5fSr18/JkyYwPv371m/fj2xMTF0q1eFMcXtqdqklQg+MookwarxrD14ghaFc+Bq/VmmTCYXB2sXd2g9JNMDYXPnziUsLIyff/5Zvwcoo8Xn6uIe4ckuk0OFRlC3a6r7cvv2bSpUqMCtW7coX758yutXKYXH+4fnuu93yw/9pgsXqM+oW7culStX1mais5Td8+H+2ZTvd80rxOVTKoPHcf/+faKioqhSpQpPnjyhePHiHD16lCZNmvD06VN8fHwYM2YMq1atomzZsgZ9CjrZM58XZw5RZMkpNm7cRNeuXQ237liVcKi6cRReP+SWxpUOytYA9DH15Lcpo4mOidGeqGRo8Cw0EF7dF4Hny/sQFpB8GXsX+H6pMCz4jIcPH9KwYUPtZL6LiwvHjx//Mq+9ESNGjIHo/wPPnz+nfv36vHsnXHVsbW2pMnE7z4KEEPq9nxtjb5WonJtFweiHDx8wMTHB1dUVSZKytlyYAvfv3+fFixe0a9dO3BDgI4LRyFCo0Fg8XwPt18OHD2nRogUnT56kUKFCbNq0iaCgIIYNGyYW0GiE2065hin7guvLW09YMwFA92trYQ1dJ4BHicxtJzOEBYky6+2TQrnAzAJqtBf6mTqCxPDwcO7evUvZsmXTlv4J+QTLxyTJnmmp3EI4IaUwiBcbG5tMWcKQzJkzh0ePHrF64TxkS76HiODkCznnEj3E6TxJiI2N5fbt25QqVQpLS0v69+/PjRs3uH//PjKZjCtXrlC+fHm9yvgZ5tx2OLOFK46lqDrit6z5Xp/cABd3c0idj6GqBgD86PSCxh1aULduXdatW0eDBg0ytu67Z+DIqtTls+r3EK0dn3HhwgWaN2+u7cHPly8fp06dIl++fBnbFyNGjKQb47DS/wEFCxbk6tWrlCpVChBuNndO79fe/+hDSNIHVGstRKxBTJffPIYhyJkzJ67v7hJy/SR1atXi7NmzBllveli2bBkzZ85MmOTP5iZ0ExWmcOs4XNqbqfV///33jB0rspseHh40b94chULB2bNnKVOmTEIQCsKDvnLzzAehAO5FoXg1rnoHUmHFWYKjE02r22UTU/sGDEKDgoJ49uxZ+h5k6witvoPv5kHhiiJTemYzLBwiyrCapA5RNjY21KxZUz/9SXtn6DROZFs/5/ohmDtIlHnDEobm4h2psjIIBZEhy507NzJrO2j5je6FTC20fZDpwcTEhMqVK2NpacnDhw95+/YtS5cuRSaT8fHjR6pXr8727dsB+PTpU5KhRUNw8OBBVpwWPZHVsltlTRD68r7Ipsvk+BZPaBdyc7Amb9689OzZM3OT+WXrwXdzU+5fliugXPIgd8+ePTRo0ED7mpYrV45r164Zg1AjRr4wxkD0/4ScOXNy6dIlGjcWP+ThTy5q73v4eSAKccFof3HZgMEoMjmKvfPJGfIG54tbhMTPxzeivPwFmD9/PsePH0culydMIucpCu1HgpmlkFhKB0+fPqVTp04EBQUBULhwYQoVKgSIQGrp0qV4eHgwevRo5s2bZ8BnooOGvfBwsqOIsw0RykRBnb2LyD4akK5duzJ8+PCMPdg1D3SfCH1+B7cCIjjctwiWjxVOPXH4+voyY8YMrcVnmuQrKQaiEtOwN+QrDcoo8Vmb9w0cWAoBPrRq1eqLiIv37t1bK6FFsarJB6bkCvB5IYTj9y4UmeMMEBkZiZmZmbaNwdXVlXv37tG6tShlz5w5k1KlSmk/9ypV5u1uz549y/GbD8Q6A/V8n9JDRCjsmQ9IULsTvnYJ38+oWJVWvizTrkkOrqI1x0GHtFnRKuIkKg5Jkvjzzz/p0KGD9jVs1KgR58+fx8XFJXP7YcSIkXRjLM3/n6FSqfjuu+9YvXo1jvUHYlepLW5Kby7MHqA7M3TlABxbIy4bokwfEwV/9tN6r8dqNBx59pFWlUqKPs1C5UXgYEArTF0EBATQsmVLpk+fnjBQEBGaZn8ewMmTJ4mIiKBNmzZ8+PCBdu3asXr16uQOQP7vhM6iwgRfX1+cnZ2zPPvGsXVwZV/CdRMzITRvFifDU66BQVoPHj58iL29PXnypD10lCoaDTy8AKc2ibL6iCViEp+E/uZTp05RunRp/dYnSbDrLyG0LpPDhE0iCH//TGTVnlwFJJDJ2eBvimOlBrTsMyhzzyEFvL29WbJkCRMmTMDWNpFdbngwLPk+oY3gm7/Ea3DlAGhixXtVpxNUaZlkaCnlpyx+gtPKRr5+/Zpnz57RqFEjIiIiyJs3L8uWLUvb9lMHERERWFtbI0kSsWEhmP7VT3zWftoiMv2GQJKEkobXdXGy2HcqQ7be5fADEfA29t/LitUrDbOt8GDYPE30GcvkonUknt6/QX7x+VMqlQwZMoTVq1dr7+7Rowdr1qzBzMwAlQ0jRoykG2NG9P8MU1NTVq5cye+//07Q6VUEHF/Km2AVLVq0ICREV2a0VdLM6I2jmdsBc0vhZR/H7ic+tN9+neev38DtE7BtlpCDuWUYPdOUsLKyomDBgmTPnj3hxlSC0KdPn2qtGtetW8fataKHNmfOnFy7dk23DeWVAzC9O6wYR46b+zC5f5ZHZ4+xYtlSgz6XJNTuCJY2nH/ziamXX4nArlhVkRHcv1gcbBOVpzNKyZIlMx+EgghaSteBYYug1y/aIBSgdOnS+Pv76x+EggiyWw8Vgz/OuRIywbkKQZcfYNhC0ZMrk9PLOYaWrw7D+l9F+dfA59Q3b95ky5YtyTVAbRyEhSZAtlzglg8a9Yah84WqgDJKtBEs+R68bqS5XzNmzKBz586pG0cgWkXirUrVajU//PCDVo923bp1/Pbbb3o9r2vXruHh4cGdO3eQyWSY2jkIF61YpTCmMBQ3j4kg1NwKOoxCkst56ScUQBQyWLhoQRor0JNP72HVeBGEOrjCoNlgHWf04eQG+URLU1BQEI0aNUoShP76669s2LDBGIQaMfIVMWZE/4/ZuHEjffv2RWbjTGzIRwoWLMjhw4e1peUkJM6MtvgGKjXN+IZfP4J1kwCRzXnyKYziLnYiu2LlgGmbIVC0csbXr4tgf3h6U/RJuuRJkhVUqVRaiSddxE8mHzx4kBYtWhAREYGVlR79cIE+sHBYkuzK7+c82eXpw7VJ/TDPW0Toa+YsICSkDMXVgyybOokNL8M5fecR5mZm8OA8HF4ppGgsbcR7WLJmpjYzf/58QPTF/uMI9IGrh6C5bovZQzu2kN3Xk4phT0WvKoj3omZ7UYo1UFYvsd1sEuKzfY7ZRaY6Mc/vwNHVIkACKFBOSJqlIHm1d+9ePD09GT9+vM779WHWrFm8ePGCFStWoNFo2Lt3Ly1bttQZYEVGRjJr1iwmTJiQIKu1ajx4e4l2i3wG0Ir1ewsrxongtsNoKFWL0WPGsEdWHcnEgjxOllz4wQCSW289Yct0iAoTbSLdJ4oy/NUDcHQNNO4L1dvw/PlzmjRpwsuXLwFxQr9+/XrDKgQYMWIkQxgD0f9zzpw5Q9u2bQkNFWVCW1tbdu3apc2cJMFQwagkwcKhSWwBAf58GMR+XxUnT58xfIZBoxHbDPIV2Zu8xSFvCfAowey/tzNt+nRevXqFk5PIyP3999+cOnWK9evXI0kSBw8epFGjRqnrWepi11wRBMbvhiQRpVJjbRZXoje3gnYjRPBjKGJVqBcNR95xNLLchRNuDw0QWdHncY5PJWpA88F6tSPo4scffwREEJMVeHp60qtXLzZs2JDEoUhvYlUplrarVatG6dKlWT73T5Hlv3YwoVSeLRfUaCsytXqUxj9HkiS2bdtG+/btU/8chwWKE6Q8RZLfp46FG0fgzFYxzS1XiMG2Ol200/+hoaHCdSosEKwdDBY8X716lWrVqnHx4kVq1KihVWE4deoUBQsWJG/evMkfFC9N1WqIkObKDCql6Jf1eyNsY9uKXuQL12/Ta7f4zahZ0JmNAzP5nXl8BXbPE8FuoQrQcUyCJq5KKTLSA2dx/tZdWrVqpf2NdHJy4uDBg1SrVi1z2zdixIhBMAai/wJevHhBixYt8PLyAkSv2dy5cxkxYkTyrF98pgAyF4ye3wmnNyW56cq7QC5YFeSHhatTeFAmSSxLlYgYEwtuxdphW6A4doXLkrdiTXbs3s2pU6dYvHhx5uwyP76BpSOT3fwhLIqx516xeOtuHAtmgaTS++eQswAPHz0iJCSEGjXiBmQkCW6dEK+DKloEMK2HQBEdLlBfmbdv3zJt2jQmTpyIu3v6hsjSQq1WEx4ejr19XAlWGQN3TwnVhPjpddtsojWlQuN0mR3cvXuXChUqcOzYMRo2bJi5HY0IgdObxXuGJE6i6vcgvHAVypavwJAhQxjdqBKc3yEkqgyUzX369CmFChVCJpPRoUMHypQpw7Zt26hduzZLl+poLYmTcKJGO9FmkBkOrxJKB05uPGvwHQuWrWDevHk8+BBG28WXAOhW2Z0Z7UtlfBtXD8DRtYAk3t/mg5NpCEsBH1iydQ/ff/+9VmGhaNGiHDlyJGVTDiNGjHxxjIHov4TQ0FC6d+/OoUOHtLf16dOH5cuXJ9cgNEQwGvJJTDBLGrBzhvINhcYkQN2u7Ak0xdnFhVq1dNhHZpSoCPhrgHZQKjFKtQb3uccoktOVIeMn06W/AQdYtswQvW6JeBkWS7tjL9m0dZvu/lID0bx5c0B4mSch0Bf2LYQ3j8X1svVFidhCt9ZmSiiVSj59+kTOnDkNsbtfH3UsPLoEF3cn2JNaWItsZJUWCb2DaZDEUtYQ+LwSWpdvxfslZfdgeaAtjbv1Jb+1IuFkJ0c+EZAWrmiQoTRJkvjjjz8oWLAg1apVIyoqitDQ0ORi7Q8uiCGxYlWhy48Z3+DTm6KPWa6AATM5+uA548aN4+TJk1z1ieX7rXcBGN+sKN/WyYANsEYjrGevxplq1O8BtToke62ioqL45ptv2LBhg/a2xo0bs2PHDpGFNmLEyD8G47DSvwQ7Ozv279/PhAkTtLf9/fff1KpVi/fv3ydduGqrhL62Q8uFH3R6sXeGAmXF5frdoG4XoTEpkyOd2cLKGb+wds2ajD2ZlLC0FuXWOF4GRdB9101ColWYmZhwfMHv5K5Ykxe+6ddzTJVaHZLdlN/WhDt9q1HSwQyNRpN8oMVArF27lr179ya/wymH6Odr0k9oqN49DUtHiaGddNCxY0f69++f9oIZQKlU4u3tjVKpTHvhdNCxY8eUB3MUJuIz8t080S/oXkz01Z7fActGC//zVHjy5AmSJBk2CAUx0NRvKlKHMTyMkCP7+JpvVQ/If2u3mFaXx7V6+L4SPY+rfhQtGJn8XP39998cO3aM5s2b4+bmxurVq2nUqBExMZ+dzDm5if+ZkXAKCxTyVcBF5/JIOQvQtGlT7ty5Q/bs2XnpH6Fd1CNb+k6YAFFu3zlHBKFyBbT7Xgz3fRaEvnnzhmrVqiUJQseOHcuhQ4eMQagRI/9AsliLxsiXRC6XM336dEqVKkXfvn1RKpXcuHGDMmXKsH379qR+3PFe8DeOaadK0025BqJvMT44rNAYLG2R7fqLvU3zoylWBGJVeL14SYECBQwjfVS5OarrRzFVyLEwkfPIP5TXwZGUad6H0rU7sbFfwoH7+fPnFCxYMPPbzF0Y8pcR/tUAzQbBg3PIvZ+iXv0THU5/oFar9owZmwmbzxSIVwV4//49CoWCHDlyJNwplwu92ILlYM8CMTW8/heR/WvYSy/t0YkTJ6beN/vyvsguKkzE9uQmIghQKMT/+D+FQkyz5/DQPvThw4f6WXymkxo1aqRd6pfJRFaxcEWRNb60R2QbU2nTCAwMpFKlSkyfPp0RI0YYbH8T79OeZ350nruPR2v+oMjbqyJ763VDnGRFJFK9eP8MNk4Rskf1u2f4O1qoUCHKli2r7XX97bff6NatG+bm5oSFhTF06FCmTp2Ku0t8IOojgt/0ZmM1GvEZjAzlmsaJWkMncrpYNerVq6f93j/3SxDjL5RdD5ODxESGwdYZ8PaJ6Mvu8qNWkikxp0+fpmPHjlpdYAsLC9atW0eXLl3Stz0jRox8MYyl+X8pt27dolWrVvj4iOEAuVzO77//zvjx45En7kFTxYBpBu0DY1XigPm5t/yrB6KcrYwiKk8JCkxeTZ8+fZkxY0YGn00Cq1ev5q+fx3Onf3XMFPIEO0yZHJoP0rYZeHl5UapUKbZu3Ur79u0zvV1ePYS/J4sp6eGLE0qE1w8z5ZwnFarXpsUvC3RaXWYWtVpN4cKFady4se7+PrGQCBjPbRMOR05u0HaEcGzKDBoNbJoKL+6kvlyZumJ7iQKY0NBQrly5QrVq1f4ZmSg9AqxTp05RsWLFhN5TA6NWqzl69CgtWrQQg04n1sOji2k/0KOkMG2wy5bmovHDeS1btkxVGeLBgwd06tSJ48eP4+7ujjSrN7KoMBi9GuycUnycTi7vI+bwasxtHeC7eVy8/5iaNZOqOjSee46nH8MxVch4MqUpJgo9C3JBH2Hj7xDwXvT99pwM2ZMOXEmSxF9//cUPP/yglcFyd3fn4MGDWkc6I0aM/DMxBqL/Yj59+kTXrl05deqU9rZmzZqxceNG7XR5lvHhhcjoRIZyIdKSYkOn4Zw3HxqNJmkgrAexsbH4+fmRM2dOHj58yP5Vixhj8wFzk7gsnK2jKL2CEBFv0hfkCnbs2EHbtm11y++kF0mC1ROgZI2EbDKItoYDS0VAn90D/wYDcCls+J7Ra9euUbRo0bQDJJ+XwsnG760Izqu3ET2HqUyPb9++HW9vb0aPHq17gfBg0cOYOGOXmAJlRRlckfUFlqNHj1KkSBGD2zBqJ9iziFu3bqFQKJL3ZoLI2O74U7eGp4U1lKknjChccuu1rRs3blClShVOnjyZtAqig/jvo0qlon6pwoxrUpnWP8+FbOnoGf7wAp+531Nr9VnmTZ9Cy2+Tf45Uag3Ffz6KSi1RJLstx0bV1nvdbJoKEcFCW7bHJNEWlIigoCD69OnDgQMHtLc1atSIbdu24ejoiBEjRv7ZGHtE/8U4Oztz7NgxfvnlF21m5MiRI5QpU4abN29m7cZzFoABM8DBlVpWUTgfmEPQm+dUrFiRY8fSZzfap08fOnXqhCRJlCxZkp/mLMY8Ww5REq7dUZQu244QZeNrB4W+Y0wUnTp1wtTUlMePH9OvXz+ioqIy/nxkMmjQQwS+iSldBwbOAic3Fuw/RakKlQi6fkr3OjJBlSpVsLe3Jzg4OHVrR7f8MPhPoacJoiS9YqwYlkmBhw8fcuPGjZTXaeMgXl9dyE3ElLWOINTPz48FCxbg5+eX8rrTgSRJDBo0iJUrDeTGE4dKpaJ69ep6C8JnhF9++YWxKbVu5C0OLXQM19k6wcgV0GyAXkFo/GR4pUqVePDgQZpBKKA9KYyKiqJwjfq495sA2XKmKa6vJSYKdv1FdisTOjaoSalmyfupAd4ERKJSi5xHQVc9y/JPb8HaSSIIzVca+k9LFoRevXqVUqVKJQlCJ06cyJEjR4xBqBEj/ycYA9F/OQqFgl9//ZUjR47g4OAACOvCatWqsWjRoiwbsgFEVqX/DOH//uk9ZpunUr54Eb36NpVKJQEBAQCMHj2auXPnJpQZFQpRgi9TV5TKAcrWg96/CrH3pzdhzU9ish949+4dnp6emR+ayVdKtwxQ9rww+A+6tWvNzAbFcDy8SFhealIfjEkv4eHhlChRggUL0nCkMTEVPaL9p4kSvd9bIfidAlOmTGHLli2pr7NQ+aSZ4Hg0sUK4/OAy0S+ciA8fPjBhwgQ+fPiQ+rr1RCaT4enpmXJAl0FMTEyYMGECbdq0Meh6E7N161a2bt2a8gLZPRIuW9qKIDQsEC7t1mv9kZGR1K1bl3Xr1gFQokT6JMXs7OxYvXo1ZcuWRaPR0KhRI5YsWZLqY1QqFWO7tOTavYfIXd2ZuXmfbo1S4NnHhM9fAX0C0VvHxdCWKhpK1xWZ0ESKEBqNhj///JOaNWtqhzHt7e3Zv38/U6dOzZxkmxEjRr4oxtL8f4h3797RoUOHJNmvZs2a8ffff+Pi4pJ1G44KF5Iu7zzFQbbHJGJc8jJq1CgmTpxIrly5kj2kadOmmJubs2/fPh0rRIiXR0eK6fHEBPjA5qkQ8AFsHEXJOGcBbS+pn58fMTExhrG3/BxJEjqWpzZy6sVHqtaqjXX38RkWnNfF+vXradCggc7XTCfKaHh2G0pUT3UxSZLw8/NLapn6ObEq4cDjK9xpsHcRwfm9s0LGy8QMKjUT2VgDPuc0CfCB/YtEn6ykEScAGk3c5bjr8ZebDUzi+pWRVhF9CQ8PZ9iwYUybNi3t90ujgendxL72jsvM/v2z+Ez1+gUKlEn14ZIkMX78eNq1a0fVqlUztd8qlYqpU6dSr1496tatm9CH/RnKu2dp2KYj/Svkp+/SHcn6NhPz5zEvFp15DsCynuVpWtItpSci9EzjW21qdxKtJYm2/+nTJ3r16sXRowl2xVWrVmX79u1Z8702YsRIlmIMRP9jKJVKxo0blySr5uzszObNm3W7MRlswzGw4w94dgtMLXhWtSvNvhnD1q1bqVixIiAOpiqVCjMzM86ePYuTk1P6fMrjiQyD7bPh9UMRHHUYJfQREdI/b9684fr162lbfGaQoDsXyVe9PhNrFmZcs2rQeZyYvDcgSqXSoO5VEyZMYNu2bbx48SL11+XTe1g+RvTElmsIbYaC/zsRPDy+IpYxsxDT/NVap1vXNCUkSaJmzZoMHTqU7t27J1/gzBYhyp4aiWXL4ujYsSOlS5fm559/Nsh+JubFixe0adOGDRs2UK5cubQfsGKcUJ6IdzY6u01o81o7wHdzRYvEZ9y6dYuwsDDq1q1ryF3XIn16T48R46hbty6DBw8GxECXu5MthY4tQBMVjrz5YKjSPNX19Ft7nTNeQlbtwg/1yONkpXvB0EDRjxwdAS2/Ea9HIi5cuECnTp34+PGj9rbx48czZcoUw/SCGzFi5ItjDET/oxw6dIhevXppZU4AxowZw/Tp0w1vzxmPOhb2LRZWgnITYlsPxaRsXTQaDdu2beP48ePExsYm0f/LMLEqUS6+exqQQaNeUL0tvh8/4ufnR+nSpVPM9BiCx9cuUeTeXhQfnov+yaYDxMCJAbb36dMnatSowcyZM2nXrp0B9lb0iX748IGGDRumnSG8fVJYjbYdLoT04/nwQrgIPb8NwNNwDYNPvWDFhq0UzqTof3R0NBMnTqRt27a6TRI06rjp/ru6V1CwPHT7KYl8kyRJzJ07Fw8PD8MoK8TvikaDWq3G1NQUtVqtf5n4zeOkChQaNfz9C7x5JAbCekxO5rrUoUMHwsPDOXr0qGE/y5/ew7ntxH54ybiXJtSuXZt27doRGxtL6dKladigAQs61hLDcV1+TPNzXWnaSfzDYrC3NOXuz41S39d3nsK8onAF7U1KpZKff/6Z2bNna9uJnJyc2Lx5M02aNDHIUzZixMjXwRiI/ofx8fGhV69eSabq4zVHCxc2bAZPi0YDJ/4Wdp3IoPkgLsTYUK9ePX799VeKFStGhw66Bx7SjSQJSaNTG8X18g2Fk5TCBI1GQ+fOnalTpw7Dhw83zPY+J1bF7SW/sXvnDn6vVwxZ2fpi+5mUeJIkicmTJ9OjRw+KFStmoJ1N1w6IKe9GvRN6dBPz5jGc2sSrezeYfOYJv7esSr62/cXrnwHvd72JCIXlo5P1qgJQuQXU6fxFWgZGjRrFs2fPOHDgQOaDw9AAIcQfGQoNe0PNdkiSREBAAM7OzoSGhmJiYoKVVQoZxvQS4APnt8P986KdoUQN6DSW9+/fY2Jiwrp166hYsSJ169YVAbZGk6YlqV9YNJWnid+Y6gWysXlQ+loHHj16RLdu3Xjw4IH2ttq1a7Nly5Z/jyOYESP/YYzDSv9h3NzcOH78OHPmzNFmbe7du0eZMmVYtGiR/pOz6UEuh8Z9xTANEicXTeX8ukU89fJi0qRJdOjQgTt30tCs1BeZTLgidRonSvS3TwpJqSghrF2kSJGs9Zw2MeWOdT5OBiuIxATunYHV44VoeCaQyWRMnTqVYsWKGXTY7MaNG4wbN06fHYA2w8DBVff9eYtDv6nkGz6LjUM7k88sFg6vgEXDRIY6A0Ncu3fvJjg4OPWFrO3Eey3XISN1/RDMGwzH1kFYIKNGjWLevHnp3g99aNGiBe3atTNMhtIum8g8A5zeBO+8mDlzJhUrViQiIgI7OzvDBKFBH2HfIvEexff8ArjmRaPR0KxZM0aOHMnmzZt58uRJQpZXj/7aRx9CtZdL5NT/RECj0TB37lzKlSunDUIVCgUzZ87k9OnTxiDUiJF/CcaMqBEA7ty5Q8eOHXn58qX2ttq1a/P3339nXbB2+yR/jh/F6Vf+7J8/FZPmAzl58iSNGjXi+vXrVKpUyXDb8n4qRPYjgiFbLjHElC1hYGLJkiV07twZZ2fnlNeRQWJjYzEJeE/MpumYh/oJZ5j2I6FIJp5fWBD+j+/Q+rvRzJ70A7Vq1ABTMzAxj/tvJrKP6QiG9u7dyy+//ML58+cNIugeGxtLaEgIdu8fY3J+O3zyFnc45xaSW8Wq6rV/b968wcPDg7179+o32X7tkPB1j6fTOBEAP7sFgCQ34acH4eStVp9vR+sReOvJpUuXqF69eta0exxbK6oI9i68azmG89dv0qNHj8yvN9gfLuyEO6eSnSBEx6qJbTcKmwr1uHnzJh4eHtjZ2Wlbd16/fq3Xb8P8k8+Ye/KpuNy1LG3Kpj1o9+7dO3r16sW5cwn2w4ULF2bbtm26tViNGDHyf4sxEDWiJSIigrFjx7Js2TLtbZaWlsydO5fBgwcb9ADr6elJ0aJFkR5fRbN7LorOP0DhCkiSxPHjx7V9X58+fTJccBjsL6b3/d6I6f2u4yFvcfz8/ChZsiSzZ8+mb9++htnWZ4SEhFCjejVG1yxOfzc1mFrAyGVgncGAT6VEvWw0/VfvZ1il/FTKpUszUSaC0nbfQ/Fqaa7S0D2zt2/fTrD4LFtGlHvPboPguEETtwIiIC1YLs2A9P379zg7O2NurkdbgyTBrr/g4UUx6DN2jVj/hxci6HpyVSwnVwix+Jrtk5yUZIT79+9TpkwZDh06RPPmqQ/uZGj9t2/x64BubGxeBKvStcQAXGbfqysHhLOTJjbZXZIkUXvdRQrVbMSaTcmlvW7evEm1atU4fvw49erVS3UzfdZc59xTMah0flw93LOlnMGVJIn169czdOhQIiISvOlHjRrF9OnTU7ejNWLEyP8lxkDUSDJOnjxJnz59kug/1qtXj7///tsg8ii7du2ia9euPHjwgKJFi4r+N6vkJbtz587RvHlzLl68qN/UsT5ER8LOOWKgRmECrYdCmboEBgZq3aaePn1q8B5ZSZL4/fff6dK5M0U+PRY6kWXqZm6lPq9g5Q86AwktjfpAjbbpWq2vr29ST/sMEhQUxJkzZ6hXr16CuHisSmTfzm1PcBJyLy7MAj63is0MMVGwchw45YTuP2lv/uWXXyjo6kivHJIIVCWNcKAqWRNqdQTXjH++z58/T61atbIkI3r37l1GDPmWbbXdcLNA9BrH2dlmGI0GXt6HG0eE9q6kQSNJqDUSpgo5+58HkHfMfMro+O5pNBo2bdpE9+7dUx3G0mgkyk45Tmh0LM42ZtyY2DDF1+f169cMGDCA06dPa29zc3Nj48aNeonzGzFi5P8TY4+okWQ0bNiQJ0+eMHDgQO1tZ86coVixYqxatSrTvaNt2rRh586dIggFnUEoCIeYmTNnUqaM0FBMnCHJMBZWYnq6cgsxxb9nPpzejFNcoHT37l2KFSuWbventJDJZPz8888UKVoUZeWWnPBLxR1JX9zyQf1uhESraL3lKpfefjakU6NduoPQM2fO4ObmhpeXV6Z3z9HRkfbt2yd1uDExFQHUiKVi2MnSBt4+hrUTdbo/eXp6UrJkSZ4+fZq+jZtbQucfIV/CtL4kSbx79w6/aLWQ9Bq2EMo1EJnFB+dhyQjYNltMguvJmjVrtGYAtWvXNmgQqlarWbNmDWq1mrJly3Lu0hXcesTZZx5dA76vM7cBuRwKloVuE6BhLyRJovmmK0w8/RiA1nWq6QxCxUPl9OrVC4VCwZ07d1i8eLHO5V74hxMaLU6Uyrs76nx9NBoNCxcupFixYkmC0B49evD48WNjEGrEyL8cYyBqRCd2dnasXLmSo0eParNjERERDBo0iFq1avHkyZN0r3P79u08ePAAExMTvXr9rKysGD58OHK5nHv37pE3b17DWJMqFNB8IDQbJLJhvq+0wxllypRh27ZtNGworDzjbRMNyZo1a2jTpg0+PpkbWgKgehtsCpbEVCEjKvazfY2OgDAd/uWpULVqVdavX6+/YH4qfPr0iVWrVvHp06fkd5qZi0D5+2VQpwsUqyYCax1UrFgRd3f39O+Aax6o0lJ7VSaTsWbNGkaPjgvmsuUUQ1cjlojgWGEKT64IndRNU+Fd6sG4JElcuHCBy5cvp3/f9ODOnTt8++23XLp0Sbv/lPpfe3ceFnXVBXD8OyCbIiCoiBsmCinu+4a54JKVmqmpuFRquVT6WmaQaZn2mi3mkqZZmWYulUtqiZpipvG6JZKACwgo4gayb8PMvH9cFkcWWUaxOp/nmUeb353f7zfzgJ25955zvFT9Vp0WfvhINSwoJ8PNK+gPbEKj0TCkWzv6N8qphOBcss/8559/Zt26dWRmZhY4dio6/+evjWvB7SNhYWF07dqVV199lYwM9V5cXFzYtWsX3377bV43OCHEP5cszYt7SkhIYNq0aaxbty7vuUqVKuHn54evr2+J9m3pdDq6dOlCp06dWLJkSanvITExkY8//pi33noLKysrtFqtaQpYXwqG2o0Kbd0ZFBTEsGHD2LlzJx4eHuW/Vg69Xs9ff/1VtmL9hbl9HVb+B7LS85/TmKng2sIaugxSj8Lak95HRntE27QpfrDBYJIaq0V555136NSpE/37F7OcnRQPf+yAE/6qYD+oHufdh0EDT6P7S0hIwMHBAZ1Oh0ajMWl3pvPnz9O4cWM0Gg3R0dEFg/CsTFj9ukr+at1bBdNlpMtIY0jH5jxWqzIzJj6vkui+/1Dto+0/Hjo9ec9zGAwGMjMzC/134I0fgthyQiWpbXmpMx0eUdtfsrKy+Pjjj5k7dy5abf7qwEsvvcSiRYuws3uAnbmEEBVKZkTFPTk4OPDNN9+wd+/evP8pZmdnM2/ePDw9PTl48OA9z2Fubs6vv/7KRx99VKZ7sLe3Z968eVhZWREVFYWbm1veTFG5FNU/HnBycqJnz55F9s8uKzMzs7wgdM6cOaxevbp8J6zmDI9PICNbxws7TrHvph6mfAoeHVSv7kObYelkOL5HbUe4h9u3b/Of//yHkJCQct1WmzZtMBgM9w5CodAg9NKlS/j7+5d7Vjo7O5vjx49z4cKF4gfaOUK/52H6KlX2y9IGLp2Bb96Gr/xUq1SDgW3btuHm5kZkZCTm5uYmDUIvXLiAp6cnW7eqHvOFzgRbWsGw11VlhD9/VUlgpWQwGDAYDJjvX097JyvcXevBk5PUcv3gV8G5QbEtO++k0Wiwtrbm8uXLeHt7ExkZmXcsMCJe3bK5GS3qqsS8gwcP0qxZM/z8/PKCUFdXVwICAvj8888lCBXiX0YCUVFiffr0ISwsjDfffDMvQSEiIoJevXoxduzY/CXYiDNw8TREh5IZFcaE0aO4HBqMrYU5FiXtMlMMW1tbhgwZQvPmzQGMZlRMqW7duqxatQpra2uioqKYMGECSUlJhQ/W6yAlQSXJlDBwMhgM3L59m8TExPLfbKueWDbtRGKmltu2NaFGPbX37/kFqr1oaiLsXgUrpqlWnMUshFSpUoW9e/calfKqCFu2bGHUqFHlDkQrVarErl27ePnlEs4cVrGH3qPhP6tVn3MbW9XtZ8N78P1H9OrVCz8/P5N+QcnKygKgcePGbN68mYEDBxb/AmfX/Halu1aqQvQllJ6ejre3N98tegdO7GF2T0+efGeZ2j8N6ovZSF+oVfhWiaJUqVIFMzOzvL3cV26nER2fBkDr+g7cvnWDkSNH0qtXr7wvBRqNhpkzZxIaGspjjz1WqusJIf4ZZGlelElwcDDjx4/n+PHjec/Z2try3//+l0kd3am0eyUAF+JSeGpjIBufaUdrFwc1sJKl6kdepzEMf0OVGCqjuLg42rdvz5IlS3jqqafK85aKtX//fl577TUOHTpU+L41gwG+fQ/Cc4rxm5mDhZV6rxZ31Pa0sFLZ4b1GgUZjVDLp3Llz5dsCkJoIK6bDEy8al2syGNRS6/71+cX063qoZKEiMtVNUcrp4sWLTJs2jSVLltCoUaNSv95gMHDlypUyV2owGAzMmjWLYcOGla8mbWY6nNjDF4s/ZOCL03Du+2zZz1WIa9eu4eXlxSeffFK6n+HcDlchR8GlIYxfWGznKr1enzd7+/rLk3k8/Ty969nB4xOg4xPlfRsFfH/iMjN/OANAJ9s4di2cYpRw2LZtW1avXl2yGXMhxD+WzIiKMmnevDmBgYGsXLkSW1tbAFJSUnjllVdoNuZVDmjVXrDGTracndI7PwgFyM5SgehTk8sVhAJYW1szbNgw2rVrB5CX8GBq3t7enDp1CgcHB+Lj41m6dKlx9YDcbkPW6rNAr4PMNFVAP+E63LwMseEqWOz0ZN5SdG6wFxoaiqenJzt27Cj7TVaxh8Evo6/fBF9f3/w9vRqNCkynLlVlf6rYw5VzKlN943/Vvd1Fo9GQnJzM9evXi7ycXq8nMTGRixcv8ttvvxEaGsrZs2fZvXs3mzdv5vTp06SmprJnzx4OHz7M+fPnCQsL48SJE8TFxanPLytD7XGNuajKCeXIDYTLUy4sJSWFgwcPculSwWz8UrGy4XbTHsw9GskPYUV/HmXl7OzM0KFDadq0lOWrNBp4aorqcBUbob5oFCE+Pp5OnTqxb98+yNbyUQtbFYQ+2hE6mLbuaWJiIgMGDGD7H/lbO7Z//kFeEGpvb8/q1as5duyYBKFCCJkRFeUXGxvLrFmzWL/e+H+EjatXZcPTbWhf+65sWdtq8MICcCxfEfG7ZWRk0KpVK6aNHs7kMSNyZiAt7/gzZ2bSvFK5EmO+++47pk2bRnBwcMF6m38dUdnMhbFzghf+Cw41Cj38448/MmjQICpVKqRFZSlNnDiRZs2aMW3atIIHM9Ph6A710GaoxKbWvaHHCNItbIiOjiYoKIgXX3wRDw8POnfuzIEDB7h9+zZOTk4kJCQQHR0NUK4WoxoNWJmZgQY86tfFvm4DYmJiaNq0ad42j6FDh9KrVy88PDywsSl9slV2dnbpPs8blyFgo/pMNBp0esg2gJWlBbeSU6lub6du3MxM9WF/pHmp7wlUYOjj48PcuXPp1Kl0vdcLuHJe7WFt1St/n2eOrKwsLC0tMRgMTJ48mfHjx9M+/qxKyrKvAZM+UVsPTEiv1zNw0CBCG41CZ2VH+qVT3NgyFzAwfvx4Fi5ceF86mAkh/p4kEBUmExgYyJQpU4x6xVuZmzGra2NmdWtMZYucgMC5ATz5EtR71KTX12q1LFu2jMdr29AkbC9xaVk42lgUXGLWmKngtIEnPDur2OXMoty+fZtq1aqRnp7O77//Tp8+ffIP/rhY1aW8W4vHYMBEsK5S7LnPnDnDZ599xrJly/LaKZZWcUvruUveP3y7jrMBP2MZH8u5uGR+i4ojW2/8z4GtrS316tVDp9NhaWlJ9+7dcXBwyMv6b9asGXq9nsuXL9O6dWtsbW25desWBoOBRx55hIyzgYRu/pxq1hbYWVkQl5ZF8I1EGlarQnq2nsAr8cRqzWno1Y+EpCT27t2LpaUlycnJJCcn592HRqPB3t4eGxsbBg8ejLu7O1lZWfTp04dWrVoZvdfMzEymTJmCn58fbm5upf/wti1R/daBF3acIiFDy4/DOxh/ng1bgs9s9aWmDLRaLc8++yzTp0+ne/fuZTqHkVsxUN245FZISAh9+vRh165d+Q0hzh2Hje+r34EXFpj8dzApKYmFCxeyeM23OA2bT0LA16SGBNCiRQtWrVpV/qBbCPGPI4GoMCm9Xs/atWuZOXMm8fHxec/XrmrNvB6PMq5VfSrlztg07QLeY8Cx/F187roJDOvfpaPfUtq6OLDyyVYFx1SvA8+/D1XKl6G7cuVKXnvtNS5duoSzc079xfQUWDkdkuIKvsCmKjw2HNr1KzIA/umnn1i4cCF79uwpdwbx8uXLCQoKom/fvvj7+7N9+3ZA7a0FFeA1a+KBu20l4q7H0s21Ot5NXKnx2NM4dX8S5zp1y3ztvPJNX39Cm8giMrstrGHSx6qm513i4+M5deoUZmZmREVFsXXrViIiIjA3N+fChQt52zCqV6+Ou7s7er2eSZMm4erqypQpU9iwYUPZOnJlpqvySHFX+fnCNTKy9Qxpcsf9OTdQSWDWRbeqLExKSgpvvPEG06ZNM2k5sLvllpbSarX4+voyY8YMateuDYm34PP/qJ9P77HQ7WmTXVOn0/Hll1/i5+dHXFwc5lWd0Ken4FC1MvPnz+ell14qtgOTEOLfSwJRcV8kJiby7rvvsnTpUqOsZ48G9fhw/HCeNESj0WnBrBJ0HKBqNZpyiTDxFvtmPIu9mY4OdaoRk5SOjYU5jjaWYFcdxv8X7Mu/PGgwGAgJCcHT05Ps7GxOnTpFhw4dVOWAdXPzBw5+BU79qroIgSq51HsMeHYpdJtAbmJJbGws5ubm1KxZs0T3o9frOXz4MGFhYQQEBLBly5a8vawuLi4YDAaGDx+Ot7c3jRo1onHjxvlL19Ghqvf45bCce6wF3qPVF4YybGWIj4/n559/ZsCAATge3wF//FRwkIU1tOoBbfuWKktbp9MRGBhIZGQkFy9e5Oeff+bkyZN5P2uVK1fGzc2NqVOn0qNHDxo3blziMks3btxg8+oVvGIIUYXj7/bsLGhS+pm9tLQ0vLy8mDt37r2z4sto9+7djBo1iqCgIBo0aJB/QKeDb+aonz+31mo210Rlp/bt28e0adOMmlxUqlSJ6dOn89Zbb0lReiFEsSQQFfdVWFgYM2fOZNeuXUbPd+7QnsVDutIxPQowqCD0seHQrn+ZlsoL9dfvqq88MOKH41yIT+HExB5oatZXmcINTVRQPsfatWuZOHEiERERKsnmly/hf7vUntjXvlSDzp9Qwd4tVeSb2o2g7zho0KzQcw4YMIC0tDQCAgKKvO7Vq1fZt28f+/fvZ8eOHSQnJ2Nubk67du2oUaMGPXr0YMyYMSULZg0GCDumEl/iYtQS7tSlBZZ9S02vV1sWzv5e9Jg6jVVA6tm1zMX3b9y4wfHjx1m0aBGXL18mOjoanU6HmZkZffv2Zfz48fTr14+qVasWeY61a9fi6+tL0NcfUzPw+8IHubeHniNUtnox0tPTee+993jllVdwcXExylw3Fa1WS1hYGM2bNyc5OZkvvviCqVOnYmVllT/owHfw2/fqZ3HSJ2DrUO7rBgYGMmvWLH77zXi2++mnn+bDDz8s27YIIcS/jgSi4oE4fPgwr732mlG5J4DB/fuwsHsjPDJzygpVq6XKCjXpZJpOOzn7Na+lZBCVkEbHuk7cSM3g5NUEHu/fH/qMKXW9xKLodDqOHj2Kl5cXBoOBs6f/pNmRr1Ww8sx/7hwIp3+Fg5sgJacFont7tU2hpnGWeGRkJCkpKTRrZhyohoeHs3//frZu3crevXsBaNGiBV27dqVOnTpMnjwZR0fH8rwZ+HO/ymjvM7ZMp4iPj8ff359+/fqpe8nWwrfzIPIvNaBaLRjxJpzap/ZkZuSU9rG0gRbdVVB6j0DvXpKTk9mxYwfLly8nOTmZkJAQzM3NcXFxYfbs2QwcOBAXF5U0d+PGjbxg/fbt21RzcIDNH0DY/9TJNGbQ+SnVGCC381KTTtBjRJHF32/dukW7du349NNPGTx4cLneSx6dTrWpzeHn58eXX35JVFRU4V3OIs7AunfU38e9W+YEq1xnzpzBz8+P3bt3Gz3funVrli5dSrdu3cp1fiHEv4sEouKBMeR0pZk5c6ZRsXSNRoPPU/14u4UT7uY5wUj9JtD3OVWMvTzu3q85/A0+/uxz5n+1kchpfbG3toSWj0HPUUVms5fF9u3beeaZZzh78BcetbeElj0KDsrKUMvVR7apv9+RvY6dcRCZnZ3N0KFDcXV1Ze/evYSFhWFubo6Xlxdubm48//zzdO3a1WT3bwqFtvhMT1Vlo25EgVsrGJOzfSErU9XDPLk3f2sAqBnjtn2gmZdJWpReunSJ2bNnc/z4cSIiIjAYDDg5OTFixAjWrFnDL7/8YlxYPT0FPp8BiTfVvbz4oWpccGSbCkizswANNOsKjz0LNeqSkpLCwoULeeONN7CzsyMzM9N4drI8Em7AtiX81X4kCQkJdOvWjWvXrnHt2jVatWpVcHxKgmr/mpqg7q/niDJf+sKFC8yZM4fNmzcbVUto0KABCxYsYMSIESaf7RVC/PNJICoeOK1Wy5dffsnbb7+d340JMNNoGP14L2Z7VqVxbh5Is25qL2W1ku2RLFTufk0zc5i1HoOlNZEhwTwSfZzUI7uYtTcI38c8qdNnqGrtaIK9qjqdDn9/fwYMGAAGA8F//ZXXCaqAlATVhvPE3pz+8FbQeSB0fRqsbAgKCmLUqFGcO3cOnU5HmzZtaNasGYsWLcpPkHoI6XQ6MjIysLa2Nk5USYqDNW+CeztVPeFuN6LhZO4saYp6ztIamufMktY2zZJvfHw8K1euZNGiRSQlJWFlZUWfPn2YMGECgwYNyh8YHaaC5w4D4PHxd7yPePj9RxU867LVF4nm3Yl260L7vk/y3Xff0bt3b5PcKwBnj8BPKyA7iyf/l45Wq8Xf37/o8Xq9moGOCFJbP8a+o34HSikyMpIFCxbw1VdfGdXOdXZ2Zt68eTz//PNYWJhoO40Q4l9HAlFRYVJSUli+fDkLFy40anNpZmbGmN5dmN20Ko0crFSJnI5PgtdQsCm+9FGR9nwFMRdUktIdTh7wZ8izIzjk054GDlUwWFVB89gwaP94uYvt5zp69Chdu3bl0KFDxZfquRUDv34LoYHo9XoWn4xh17UsAk4FY21tTd++fVm8eDENG5ZvufqhcCNa1b9s4130GG2makd6cl9+kheo5fq2fVVgaoJZUlCtateuXcvChQvRarX06NGD119/nccff1zN8h3+UVV38Cxk1jnhJnG71/LJqi+Z+5gHlpUqkd6kGzZ9fVSx+fLKyiB9+0re/Hg5wz3r0NWtDtcnfEq1atWKL+91+Ef181TZDiYtLjDLfi/nz5/n/fffZ/369UYBqIODA2+//TaTJ08uU21XIYS4kwSiosIlJyezbNkyPvjgA6Ne7mZmZvh4teZNT3ua1rBTpY96jIB2fUtfv1GbqZJwmnsVOKTT6TC/FoHOfy3d5q7k5fYN8fFqo9pwNu9e7uxig8HA7t27eeKJJ9BoNAQGBtKhQ4dClzH1ej0/rlrKm3PeJeJWAi2c7fDt34Eh09/GsqWXafbNPiARERHMmjWLDz74oPDg2WAo+fu5eTlnlvSgWi4HlXHf3Ct/ltQEn01KSgobNmxg7dq1BAYGYmNjw7Jly3h+3DjMdNoiA9/g4GB69eyBv+942qSEq5lts0rQprf6AlXGCg3a6PNY7FiK/tYVeq87woTWrvi09wDfDcW/MDoUvp6t7sNnNjRuW+Jrnjlzhvnz5/PDDz8YLcFXqVKFWbNmMX369GKTvYQQojQkEBUPjaSkpLyA9M5i5gBPtmzEm21c6FrfSdWc7DMWPDqYNDBLS01l7quTGV49i/Y2mUQmpOLo6o7dwIng1tIk14iKisLNzY21a9cyevRoo2Mff/wxixcvJiYmht69ezOoYwum1kzH7PY1NaCuh8qwr9/EJPdyv124cIGXX36Z5cuX07hxY9OcVJsFoYFqOTzqbP7ztRqqvaRtvMtcZP5OBoOBVatW8f777+cV63/55Zd54YUX8sb89ddfrFq1iiVLlmBmZkZaWhqVK1eGuKtwaAuc+Q0wqPtp2w+8hkDVEs5KGgyc+HoxT07z4/BzXjR2ss1vUmBTFWatK/71sRGqD32TTiVONjt+/Djz5s0rUOGiatWqzJgxg1dffbV8CXBCCFEICUTFQycxMZFly5axaNGiAgFp5wbOvNmpAU+618LMe4za02lqeh0EBfDEqOdITU8n4DkvlVjjPRZcyp9hf/ToUdq3b4+FhQX79u2jRo0a+Pn58csvv2BnZ8fOnTvzl/B12XBqPwRsUn3qQfW0b23CvYd3MhjUntVbMaDPVu/7YXXzivpsTh+A9GRVm/WVFSarj5nryJEjTJ06laCgINq2bcuWLVto2LAhAQEBTJ06lf379+dl3hvf32UI2Kz2doLq5tX+cVVIvop9oddKTEzkz6OH6RF/mozQY8w9GMb0Tm64VL0jG962Grz+1b1vPCMtv6VtEfR6Pb/88guLFi0qUIbJ0dGRN954g8mTJ5e7sYIQQhRFAlHx0EpOTmbNmjV8+OGHxMbGGh1rUtOemXPmMWrCS6bLSL7LlYhwrh/4kbY3g4i4dpMNZ64wY+JzVBnwnEn2/iUmJlKjRg10Oh316tXjgw8+YNiwYYVnHmemw9Ht8OevMPnT8idUabMgPlYFnHExcOuqqm0adxUy09SYse+avNbqfZGtVbOkGo1KbrsP9Ho9vr6+bNq0iRs3bjB+/HgWLVqElZXVvTsGXYtUXyRyy0BZWEPHJ6DLIKhsvMTt5+vLms9XcHn+C1jdilZL63ezc4IZa8r1ftLS0li3bh0fffQR4eHhRsdq1aqFr68vEyZMUDO8QghxH0kgKh56WVlZbNy4kffff5/z588bHXN0dGTKlClMmjSJOnXKWXS9KKlJbHpvJm+u+paQKb2obG1DRus+WPceWeaAMCIighEjRnDixAnatm1LQEAAVaqUIBErW1u+gv/ZWlUb88IpoJhf/RaPwZDpZb8O5HWZOnbsWH75pr+5lJQUZsyYwRdffEHdunU5dOhQyZPHrobDwY1w4aT67ycnY2jbhzlz5uDu7s6YMWOIi4sjMzNTteTMTIfg32DX58bncagJ01eV6f5jY2P57LPPWL58uVGCIMAjjzzCm2++ybhx4+7blzshhLibFH0TDz1LS0vGjRtHaGgoO3fupFOn/PaK8fHxzJ8/H1dXV4YNG8bvv/+Oyb9bVbFjxMJVnA8NpXLrniSmpuE64hV+fO/1Mp1u2rRpNGvWjLi4OP744w+OHz9esiAUyt91qpKFWtqvUUwPeWtbVcO1nOrVq8dnn32mukz9Q9ja2rJ69Wq++eYbLCwsaN26NatWlTAorO2mEofGLyTCuRmGlj3QaDTExsZy8+ZNAJycnFQQCioxKjqnpqpbazUTCqUuwWQwGAgMDGT06NHUq1ePBQsWGAWh3bp146effuLixYu8+OKLEoQKIR4omREVf0tHjx7l008/ZevWrUa97AE8PT2ZMWMGI0eOvC/lZVLOB7Hs7dcZN28xtT2asXfvXuzt7enYsWOxrzMYDMyZM4f58+fj5ubGqVOnKm7vXWqi6rZzPbLgMfNK0Kg1NOkMHu1NUlf1nygpKYnnnnuObdu2MWjQILZt26aSie4hODiYli1bsmfPHvr27Vv0wBvRsGK6CjxfWa7+3DBf7WF+edk9r5OcnMyGDRtYtmwZISEhRsfMzc159tlnee211/4xs9VCiL8nCUTF31pMTAyrVq3is88+Iz4+3uiYra0tY8eOZeLEiYV3nTGRAQMGYGtry5YtW9Dr9eh0ugIFvtPS0hg+fDi7d+9m/vz5+Pr6VnwXmrQkWPcuXIsoeoyZuSqG3rSzqlJQtVqJT5+QkMBvv/1G9+7dcXBwKP/9PoT0ej1Dhgxhx44d+Pj48PXXXxda3H3fvn0EBASwYMECDAYDP/zwA0899VThLTlzbf5A7X1t3x+eyCn8n5GqWsPeWVj/LkFBQaxYsYL169eTnp5udMzOzo6pU6cyderU+7eVRQghSkECUfGPkJmZyffff8+nn37KyZMnCxxv2bIlL730EiNHjjR5UKTT6UhKSqJatWr4+/szfvx4jh07lrfEmp2dTYsWLQgNDeXbb7/Fx8fHpNcvl/QUWP8uXL2Y/9y0z9Ue0tBA1Rc+L2FGA/UfVSWBmnS6Z8JWoS0+74esTAg/rTLniyuQfx9t2bKF0aNH4+bmxp9//om1tXXecnuNGjVYs2YNGzduZM+ePSXrQhRzEb6YqTLtX11pXIy+kPqriYmJfP/996xevZrjx48XOF379u2ZOnUqw4cPlyL0QoiHigSi4h/n2LFjrFixgk2bNpGZmWl0zMrKimHDhjFhwgS8vLxMPit5/vx5NmzYwDvvvINGo2Hx4sUcOHCAPXv2MHv2bObOnWvS65lERqpqBXnlvAp8Zm/OP5aaBOePq6A0/LQqJ5XLxU0FpE07Q/WCs2tarZaEhAQcHBxM3wIyPVXdV9j/VNCcnQUj/dRWggry9ttvM3/+fJ5++mm2bNlC/fr18fHx4cMPP8yvAVpS6+dB+J/QZbCqHVsInU7H/v37Wbt2LVu3biUrK8vouI2NDWPGjGHSpEm0bt26HO9MCCHuHwlExT9WYmIimzZt4vPPP+f06dMFjru4uDB27Fh8fHyK7gNfDqmpqdSsWZO0tDQ2bdrEs88+W7YT6XRqGb0Uy+KllpEG382H29fhtS+LHnPhpApKL5wCbUb+sRr1cmZKO0OtBvenA1TybTh3DEL/B5fOqL2SuRyc4dXPytRL3ZTWrVvHuHHjeP/99+ncuTPNmzfHycmpdCeJClG97S1tYPrnqkXnHUJCQli7di1r167Nm3W9U5MmTXjllVfw8fGR+p9CiIeeBKLiXyEoKIg1a9bwzTffFCiSD+Dh4cG4ceMYOXIkDRo0MMk1t27dyjPPPEOvXr349ddfS/YivV7V97x6US3PXr2ouuQMe/3+z/Zlpqve5AMm3nusNmc5PDQQzh1Xs6q5HJyhSSciq9bjnVXreOfdd8v3mYYGwtEdcPkcRZac6vucqsv5EPD19WXhwoXMnz+ft956q3QvNhhUEBodqtrZ9lBfXiIjI/n+++9Zv349wcHBBV5mZ2fHmDFjGDduHO3atSvd7KsQQlQgCUTFv0pGRgbbtm1j/fr1+Pv7o9cXLBjesWNHRo8ezeDBg6lbt5gyR8VITEzE09MTd3d39u7dS6VKhXS3MRggKQ5iLhgHnrkF5XO5esJz7z2YPvOl6f+eS5cNl/6C0D/UUnlOB6hzt5IZvzuYL5d8gsfAcuyLzUyHPV+qYv5Fsa2mZmWr14HqdVV5qup1VEvNBxyUZWdnU79+fbKysoiIiCjdrOSFU7DhPbCpSvTTb/H9zl1s3Lix0H3P5ubmDBgwgOeff54nnngCS0tLE74LIYR4MCQQFf9aN2/eZMuWLaxfv57//e9/hY5p27YtQ4cOZciQIbi7u5f43H379uWPP/7g7Nmz1K9fv/BB2kzVD/z8ieJPNvFDqNOoxNeuUHqdmrkMDVSPxJsweo4qB1VeZ4/AzpXGs6/3YmmtAtPqdfKD1Op1wNGl/DVZixEVFYWnpydjx45lxYoVJXuRwUDUf19k66FANl3O5FjohUKHtWzZkhdeeIGRI0dSo0YNE961EEI8eBKICgFcunSJjRs38s033xTo3pTL3d2d4cOHM2TIEFq1alXk8mdQUBCtWrVi8ODBbNu2rfgL63Tw82o4ubfw45XtoNco1WqzWq0HPrtXLgaD2lZQs77pgr7EW7Bticrmz2VpDZM+Ue1Kb8WoVqW5f09LKvw8GjPVm76wIPWutptlNX/+fObMmcOBAwfo0aNHoWP0ej3Hjh1j586dbNu0gdCIqELHeXp64uPjw7Bhw2jU6G/ypUQIIUpAAlEh7mAwGAgODmbr1q1s3ryZsLCwQsfVqFGDp556igEDBtC7d2+jklATJ05k+/bthIWFlSxRxWCA37eq/ZnFcaipAtKGLeGR5lDFvhTv7ME7ffo03bt357fffjNtHVe9Tu0ZPfBdfsLSW5vBopCl6dQkiIuBm1eMg9SEG4X3cQcV/DdsAUNfK9dt3rp1i1q1auHt7c2ePXvynk9JSWHfvn389NNP7Nixg9u3bxf6+iZNmuQFn6WZjRdCiL8TCUSFKEZ4eDjbtm3jhx9+KHL53szMjM6dOzNgwAC6dOlC//79mTNnDn5+fqW7WFAA7FhunA3eZTAkXIeIYMhIMR5f6xEVMD3SAlybqpnBh8j169fZsGEDPj4+ODs7m/4CV8Phx08g7qrqvX6PuqZGtFkqKaywWVRthtpKMHpOuW9xwYIFvPfee/j7+/PHH3+wd+9eDh8+THZ2doGxGo2Gtm3bMmjQIIYOHcqjjz5a7usLIcTDTgJRIUooNjaWHTt2sH37dg4ePFigbuOd+vfvz+DBg+nRowfu7u4lz2IOD1IddbJyOuJM/hScXVVwei0SIoIg4owq8aPT5r/OrBLU81CzpQ1bQO1GYF6xpYweiKwM2POVKmRf1wSzhno9JMer/buF1EYtCYPBQEREBPv27WP79u34+/sXOdba2pp+/foxcOBAnnjiifsTsAshxENMAlEhyiA9PZ1Dhw7xyy+/8NNPPxEZGVnkWCcnJ7y9venZs2fJAtNrl1RP8eR4mLpUZYPfTZupkoIizqjg9Go4RqWNrCqr1pwNW0LD5mr/4wPeX5qUlMSxY8fo0KHD/a9nqdNVWOCt1+sJDQ3l999/5/Dhwxw4cIDY2Ngix9euXZuBAwcycOBAevbsWXybTyGE+IeTQFQIE4iIiGDPnj3s3LmTgIAAMjIyihzr5OREt27d6NSpE506daJdu3bY2toaD0q8pbodjXgTnGrf+wbSklUCT25gGn9XIFTVUc2UNmoDzb3K8A5Lr2nTpoSGhtKkSRNCQkIeyDUfhIyMDE6cOMGRI0c4fPgwhw8fJimpiKQowNbWlt69e/P444/j7e1Nw4YNpc6nEELkkEBUCBPTarWcOnWKgIAADhw4wOHDh0lPTy9yvJmZGR4eHnTt2pXOnTvToUMHPDw8sMjOUrOY1pVLfxMJN1RQeilYBaY5tT1x9YTn55fxnZVO3bp1iYmJoU6dOly5cuWBXNPUMjMzCQ4O5uTJk5w4cYLAwEDCwsIK3eOZy9LSki5dutCvXz+8vb1p3bo15v+GbRJCCFEGEogKcZ/dHZgeOXKE1NTia2FaWFjg4eFBu3btaNmyZd7D0dGx9DdgMMCNaBWQVnWEZt3K+E5Kd8269er9rQLRuLg4QkJCOHv2LCdPnixR0Ang4OCAl5cX3bt3p1u3brRp00aKywshRAlJICrEA6bX6zl37hyBgYEEBgZy5MgRQkNDC+3ydLdatWrRqlUrmjRpgru7Ox4eHnh4eODi4vLwLPdeCoaAzbj4ruHa9evUqlWr2D2TD5LBYCA+Pp6QkJC8oDM4OJjg4GDi4uLu+XqNRkOjRo3o2rUr3bp1o1u3bqVLRhNCCGFEAlEhHgKpqal5s3CnTp3i5MmTRERElCg4BahcuTJubm55bUVdXV1xdXWlfv361KtX78EkxFwOU7U9LwVDncbUensd169fx9nZmWvXrt3/6+fQ6XRcvnyZ8PBwwsPDiYiI4OLFi4SFhREZGXnP2ehcuUFnx44dadeuHW3btqVVq1YF9/MKIYQoMwlEhXhIpaWlcfbsWYKCgjh9+jQnT54kODi4xIHUnRwdHalXrx5ubm7Ur18fZ2dnatasmfdn7sPGxqb0N3o1HA5uhAt39EPvPIi642ebdGk+PT2d+Ph44uLiuHbtGjExMVy9epWrV69y5coVoqKiiI2N5datWyUO4HPZ29vTtGlTWrVqRbNmzWjRooUEnUII8QBIICrE34jBYODq1aucO3eOc+fOcf78ecLCwggJCeHKlSulDsDuVrlyZRwdHbG3t8fe3j7v73Z2dnmPqlWrYmVlhWV6EpYXT2J5PRxLc7O8h4WZBkOXwTzj+z634uJxcnRk46rl6HXZ6LN16HTZpKenk5qaSlpaGmnp6erPtHTS0tNJTUsjPjGRW/EJxCckEJ+UzO2kZDKztPd+A8UwMzOjdu3aeVsaPD098fT0pGnTptSsWYpi+EIIIUxGAlEh/iEyMzPzlqKjo6OJiooiKiqK8PBwoqOjuXnzJv/kX3eNRoOTkxMuLi64ubnRqFEjGjZsiJubGw0bNsTV1RULCxP1vBdCCGESEogK8S+RlZVFTEwMV65c4caNG3mP69evc/36da5evcq1a9eIj48nNTUVnU5375PeZ5aWltjb2+Pg4ECNGjWoWbMmTk5O1KpVi9q1a1O7dm3q1KlD7dq1cXZ2plKlShV9y0IIIUpBAlEhRAEGg4HMzEySkpJITEwkKSkp75GcnExWVlaRD61Wi5mZGRqNBjMzs0IfNjY2VKlShcqVKxs9cp9zcHDA0dGxbHtWhRBC/G1IICqEEEIIISqEWUXfgBBCCCGE+HeSQFQIIYQQQlQICUSFEEIIIUSFkEBUCCGEEEJUCAlEhRBCCCFEhZBAVAghhBBCVAgJRIUQQgghRIWQQFQIIYQQQlQICUSFEEIIIUSFkEBUCCGEEEJUCAlEhRBCCCFEhZBAVAghhBBCVAgJRIUQQgghRIWQQFQIIYQQQlQICUSFEEIIIUSFkEBUCCGEEEJUCAlEhRBCCCFEhZBAVAghhBBCVAgJRIUQQgghRIWQQFQIIYQQQlSI/wOF0I0oDSh0XwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "R = defgrad.from_pair(pair(180, 45, 240, 27))\n", - "S = stress([[-8, 0, 0],[0, -5, 0],[0, 0, -1]]).transform(R)\n", - "d = vecset.uniform_gss(n=600)\n", - "d = d[~d.is_upper()]\n", - "s = StereoNet()\n", - "s.great_circle(*S.eigenfols, lw=2)\n", - "s.line(S.sigma1dir, ms=10, color='red', label='Sig1')\n", - "s.line(S.sigma2dir, ms=10, color='k', label='Sig2')\n", - "s.line(S.sigma3dir, ms=10, color='green', label='Sig3')\n", - "for n in d:\n", - " f = S.fault(n)\n", - " if f.sense == 1:\n", - " s.arrow(f.fvec, f.lvec, sense=f.sense, color='coral')\n", - " else:\n", - " s.arrow(f.fvec, f.lvec, sense=f.sense, color='skyblue')\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "tags": [] - }, - "source": [ - "## Cluster class\n", - "``Cluster`` class provide access to **scipy** hierarchical clustering. Distance matrix is calculated as mutual angles of features within Group keeping axial and/or vectorial nature in mind. ``Cluster.explain`` method allows to explore explained variance versus number of clusters relation. Actual cluster is done by ``Cluster.cluster`` method, using distance or maxclust criterion. Using of ``Cluster`` is explained in following example. We generate some data and plot dendrogram" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "g1 = linset.random_fisher(position=lin(45,30))\n", - "g2 = linset.random_fisher(position=lin(320,56))\n", - "g3 = linset.random_fisher(position=lin(150,40))\n", - "g = g1 + g2 + g3\n", - "cl = cluster(g)\n", - "cl.dendrogram(no_labels=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can explore evolution of within-groups variance versus number of clusters on Elbow plot (Note change in slope for three clusters)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cl.elbow()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally we can do clustering and plot created clusters" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:151/42, L:317/58, L:41/30)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cl.cluster(maxclust=3)\n", - "cl.R.data # Restored centres of clusters" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "for gid, color in zip(range(3), ['orange', 'red', 'green']):\n", - " s.line(cl.groups[gid], color=color, alpha=0.4, mec='none')\n", - " s.line(cl.R[gid], ms=16, color=color, marker='*', label=True)\n", - "s.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/notebooks/.ipynb_checkpoints/aaa.nbconvert-checkpoint.ipynb b/docs/notebooks/.ipynb_checkpoints/aaa.nbconvert-checkpoint.ipynb deleted file mode 100644 index 9aa9da8..0000000 --- a/docs/notebooks/.ipynb_checkpoints/aaa.nbconvert-checkpoint.ipynb +++ /dev/null @@ -1,1820 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# APSG tutorial - Part 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**APSG** defines several new python classes to easily manage, analyze and visualize orientation structural geology data. There are several classes to work with orientation data, namely `Vector3` for vectorial data and `Lineation`, `Foliation` for axial data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Basic usage" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**APSG** module could be imported either into own name space or into active one for easier interactive work." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:50.392678Z", - "iopub.status.busy": "2022-10-11T21:32:50.392100Z", - "iopub.status.idle": "2022-10-11T21:32:50.976015Z", - "shell.execute_reply": "2022-10-11T21:32:50.975449Z" - }, - "scrolled": true - }, - "outputs": [], - "source": [ - "from apsg import *" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Basic operations with vectors in 2D and 3D\n", - "Instance of vector object `Vector3` could be created by passing 3 arguments correspondig to 3 components to function `vec`:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:50.978889Z", - "iopub.status.busy": "2022-10-11T21:32:50.978565Z", - "iopub.status.idle": "2022-10-11T21:32:50.981537Z", - "shell.execute_reply": "2022-10-11T21:32:50.981053Z" - } - }, - "outputs": [], - "source": [ - "u = vec(1, -2, 3)\n", - "v = vec(-2, 1, 1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternative ways to create vector is to pass single iterable object as list, tuple or array, or to provide geological orientation according to **APSG** notation (default is *direction of dip* and *dip angle* for planar and *trend* and *plunge* for linear features)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:50.983794Z", - "iopub.status.busy": "2022-10-11T21:32:50.983581Z", - "iopub.status.idle": "2022-10-11T21:32:50.987102Z", - "shell.execute_reply": "2022-10-11T21:32:50.986427Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Vector3(-2, 2, 3) Vector3(-0.25, 0.433, 0.866)\n" - ] - } - ], - "source": [ - "coords = (-2, 2, 3)\n", - "a = vec(coords)\n", - "b = vec(120, 60)\n", - "print(a, b)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The instance of 2D vector `Vector2` could be created passing 2 arguments correspondig to 2 components or single iterable with components to function `vec2`:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.043093Z", - "iopub.status.busy": "2022-10-11T21:32:51.042133Z", - "iopub.status.idle": "2022-10-11T21:32:51.047233Z", - "shell.execute_reply": "2022-10-11T21:32:51.046449Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Vector2(1, 1) Vector2(-1, 2)\n" - ] - } - ], - "source": [ - "k = vec2(1, 1)\n", - "coords = (-1, 2)\n", - "l = vec2(coords)\n", - "print(k, l)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternatively, single argument is interpreted as direction in degrees (0-top, 90-right, 180-down, 270-left)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.049990Z", - "iopub.status.busy": "2022-10-11T21:32:51.049715Z", - "iopub.status.idle": "2022-10-11T21:32:51.057927Z", - "shell.execute_reply": "2022-10-11T21:32:51.057479Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector2(4.33, -2.5)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "m = 5 * vec2(120)\n", - "m" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For common vector operation we can use standard mathematical operators or special methods using dot notation" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.060169Z", - "iopub.status.busy": "2022-10-11T21:32:51.059983Z", - "iopub.status.idle": "2022-10-11T21:32:51.063448Z", - "shell.execute_reply": "2022-10-11T21:32:51.062972Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(-1, -1, 4)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u + v" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.065719Z", - "iopub.status.busy": "2022-10-11T21:32:51.065389Z", - "iopub.status.idle": "2022-10-11T21:32:51.068728Z", - "shell.execute_reply": "2022-10-11T21:32:51.068311Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(3, -3, 2)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u - v" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.070779Z", - "iopub.status.busy": "2022-10-11T21:32:51.070614Z", - "iopub.status.idle": "2022-10-11T21:32:51.074038Z", - "shell.execute_reply": "2022-10-11T21:32:51.073600Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(7, -8, 7)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "3*u - 2*v" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Its magnitude or length is most commonly defined as its Euclidean norm and could be calculated using `abs`" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.076185Z", - "iopub.status.busy": "2022-10-11T21:32:51.075998Z", - "iopub.status.idle": "2022-10-11T21:32:51.079162Z", - "shell.execute_reply": "2022-10-11T21:32:51.078735Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "2.449489742783178" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "abs(v)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.081313Z", - "iopub.status.busy": "2022-10-11T21:32:51.081141Z", - "iopub.status.idle": "2022-10-11T21:32:51.084455Z", - "shell.execute_reply": "2022-10-11T21:32:51.084060Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "4.242640687119285" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "abs(u + v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For *dot product* we can use `dot` method or operator `@` " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.086902Z", - "iopub.status.busy": "2022-10-11T21:32:51.086685Z", - "iopub.status.idle": "2022-10-11T21:32:51.090118Z", - "shell.execute_reply": "2022-10-11T21:32:51.089694Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "-1.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.dot(v)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.092122Z", - "iopub.status.busy": "2022-10-11T21:32:51.091916Z", - "iopub.status.idle": "2022-10-11T21:32:51.095073Z", - "shell.execute_reply": "2022-10-11T21:32:51.094664Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "-1.0" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u @ v" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For *cross product* we can method `cross`" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.097071Z", - "iopub.status.busy": "2022-10-11T21:32:51.096842Z", - "iopub.status.idle": "2022-10-11T21:32:51.099924Z", - "shell.execute_reply": "2022-10-11T21:32:51.099535Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(-5, -7, -3)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.cross(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To project vector ``u`` onto vector ``v`` we can use method ``proj``" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.101943Z", - "iopub.status.busy": "2022-10-11T21:32:51.101760Z", - "iopub.status.idle": "2022-10-11T21:32:51.104960Z", - "shell.execute_reply": "2022-10-11T21:32:51.104516Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(0.333, -0.167, -0.167)" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.proj(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To find angle (in degrees) between to vectors we use method ``angle``" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.107016Z", - "iopub.status.busy": "2022-10-11T21:32:51.106833Z", - "iopub.status.idle": "2022-10-11T21:32:51.110041Z", - "shell.execute_reply": "2022-10-11T21:32:51.109666Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "96.26395271992722" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.angle(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Method ``rotate`` provide possibility to rotate vector around another vector. For example, to rotate vector ``u`` around vector ``v`` for 45°" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.112124Z", - "iopub.status.busy": "2022-10-11T21:32:51.111941Z", - "iopub.status.idle": "2022-10-11T21:32:51.115339Z", - "shell.execute_reply": "2022-10-11T21:32:51.114922Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(2.248, 0.558, 2.939)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.rotate(v, 45)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Classes Lineation and Foliation\n", - "To work with orientation data in structural geology, **APSG** provide two classes, `Foliation` class to represent planar features and `Lineation` class to represent linear features. Both classes support all `Vector3` methods and operators, but it should be noted, that `dot` and `angle` respect their axial nature, i.e. angle between two lineations cant't be bigger than 90 degrees." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To create instance of `Lineation` or `Foliation`, we can use functions `lin` and `fol`. Arguments have similar syntax to `vec3`." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.117604Z", - "iopub.status.busy": "2022-10-11T21:32:51.117414Z", - "iopub.status.idle": "2022-10-11T21:32:51.121144Z", - "shell.execute_reply": "2022-10-11T21:32:51.120647Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:120/60, S:216/62)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(120, 60), fol(216, 62)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can also cast `Vector3` instance to `Foliation` or `Lineation`" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.123282Z", - "iopub.status.busy": "2022-10-11T21:32:51.123091Z", - "iopub.status.idle": "2022-10-11T21:32:51.126361Z", - "shell.execute_reply": "2022-10-11T21:32:51.125969Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:297/53, S:117/37)" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(u), fol(u)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Vector methods for Lineation and Foliation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "To find angle between two linear or planar features we can use method `angle`" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.128605Z", - "iopub.status.busy": "2022-10-11T21:32:51.128411Z", - "iopub.status.idle": "2022-10-11T21:32:51.132098Z", - "shell.execute_reply": "2022-10-11T21:32:51.131678Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "41.59741268003547" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l1 = lin(110, 40)\n", - "l2 = lin(160, 30)\n", - "l1.angle(l2)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.134444Z", - "iopub.status.busy": "2022-10-11T21:32:51.134240Z", - "iopub.status.idle": "2022-10-11T21:32:51.138177Z", - "shell.execute_reply": "2022-10-11T21:32:51.137680Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "54.69639932197533" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1 = fol(330, 50)\n", - "p2 = fol(250, 40)\n", - "p1.angle(p2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can use *cross product* to construct planar feature defined by two linear features" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.140349Z", - "iopub.status.busy": "2022-10-11T21:32:51.140176Z", - "iopub.status.idle": "2022-10-11T21:32:51.143653Z", - "shell.execute_reply": "2022-10-11T21:32:51.143123Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "S:113/40" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l1.cross(l2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "or to construct linear feature defined by intersection of two planar features" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.145919Z", - "iopub.status.busy": "2022-10-11T21:32:51.145733Z", - "iopub.status.idle": "2022-10-11T21:32:51.149355Z", - "shell.execute_reply": "2022-10-11T21:32:51.148843Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "L:278/36" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1.cross(p2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*Cross product* of planar and linear features could be used to construct plane defined by linear feature and normal of planar feature" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.151668Z", - "iopub.status.busy": "2022-10-11T21:32:51.151417Z", - "iopub.status.idle": "2022-10-11T21:32:51.155712Z", - "shell.execute_reply": "2022-10-11T21:32:51.155169Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "S:96/53" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l2.cross(p2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "or to find perpendicular linear feature on given plane" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.157970Z", - "iopub.status.busy": "2022-10-11T21:32:51.157805Z", - "iopub.status.idle": "2022-10-11T21:32:51.161255Z", - "shell.execute_reply": "2022-10-11T21:32:51.160783Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "L:276/37" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p2.cross(l2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To rotate structural features we can use method ``rotate``" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.163590Z", - "iopub.status.busy": "2022-10-11T21:32:51.163302Z", - "iopub.status.idle": "2022-10-11T21:32:51.167000Z", - "shell.execute_reply": "2022-10-11T21:32:51.166547Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "S:269/78" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p2.rotate(l2, 45)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Classes Pair and Fault\n", - "To work with paired orientation data like foliations and lineations or fault data in structural geology, **APSG** provide two base `Pair` class and derived `Fault` class. Both classes are instantiated providing dip direction and dip of planar and linear measurements, which are automatically orthogonalized. If misfit is too high, warning is raised. The `Fault` class expects one more argument providing sense of movement information, either 1 or -1 for normal/reverse movement." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To create instance of `Pair`, we have to pass two arguments for planar and two argumets for linear features following geological notation to function `pair`:" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.169310Z", - "iopub.status.busy": "2022-10-11T21:32:51.169125Z", - "iopub.status.idle": "2022-10-11T21:32:51.172848Z", - "shell.execute_reply": "2022-10-11T21:32:51.172389Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "P:118/39-163/30" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p = pair(120, 40, 162, 28)\n", - "p" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.175024Z", - "iopub.status.busy": "2022-10-11T21:32:51.174829Z", - "iopub.status.idle": "2022-10-11T21:32:51.178141Z", - "shell.execute_reply": "2022-10-11T21:32:51.177578Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "3.5623168411508175" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p.misfit" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Planar and linear features are accessible using `fol` and `lin` properties" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.180396Z", - "iopub.status.busy": "2022-10-11T21:32:51.180195Z", - "iopub.status.idle": "2022-10-11T21:32:51.183686Z", - "shell.execute_reply": "2022-10-11T21:32:51.183253Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(S:118/39, L:163/30)" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p.fol, p.lin" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To rotate ``Pair`` instance we can use ``rotate`` method" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.185835Z", - "iopub.status.busy": "2022-10-11T21:32:51.185654Z", - "iopub.status.idle": "2022-10-11T21:32:51.189830Z", - "shell.execute_reply": "2022-10-11T21:32:51.189321Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "P:314/83-237/61" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p.rotate(lin(45, 10), 60)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Instantiation of ``Fault`` class is similar, we just have to provide argument to define sense of movement" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.191984Z", - "iopub.status.busy": "2022-10-11T21:32:51.191804Z", - "iopub.status.idle": "2022-10-11T21:32:51.195859Z", - "shell.execute_reply": "2022-10-11T21:32:51.195281Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "F:120/59-110/59 +" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f = fault(120, 60, 110, 58, 1) # 1 for normal fault\n", - "f" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note the change in sense of movement after ``Fault`` rotation" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.198272Z", - "iopub.status.busy": "2022-10-11T21:32:51.197995Z", - "iopub.status.idle": "2022-10-11T21:32:51.202473Z", - "shell.execute_reply": "2022-10-11T21:32:51.201872Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "F:312/62-340/59 -" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f.rotate(lin(45, 10), 60)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To find rotation axis and angle between two `Pair` instances" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For simple fault analyses ``Fault`` class also provide ``p``, ``t``, ``m`` and ``d`` properties to get PT-axes, kinematic plane and dihedra separation plane" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.204816Z", - "iopub.status.busy": "2022-10-11T21:32:51.204637Z", - "iopub.status.idle": "2022-10-11T21:32:51.208455Z", - "shell.execute_reply": "2022-10-11T21:32:51.207965Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:315/75, L:116/14, S:27/85, S:290/31)" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f.p, f.t, f.m, f.d" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Class Cone\n", - "General feature type to store small or great circles as cone. It could be defined by `axis`, `secant` and `revolving angle` or by `axis` and `apical angle` The revolving angle is by default 360° defining full cone. For segments of small circles, the `revolving angle` could be different." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.210757Z", - "iopub.status.busy": "2022-10-11T21:32:51.210582Z", - "iopub.status.idle": "2022-10-11T21:32:51.214481Z", - "shell.execute_reply": "2022-10-11T21:32:51.214073Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "C:140/50 [25]" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "c = cone(lin(140, 50), lin(140, 75))\n", - "c" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To create small circle segment, you can provide `revolving angle`" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.216780Z", - "iopub.status.busy": "2022-10-11T21:32:51.216604Z", - "iopub.status.idle": "2022-10-11T21:32:51.219295Z", - "shell.execute_reply": "2022-10-11T21:32:51.218828Z" - } - }, - "outputs": [], - "source": [ - "c = cone(lin(90, 70), lin(45,30), 115)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The tips of small circle segments could be obtained from cone property `secant` and `rotated_secant`" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.221480Z", - "iopub.status.busy": "2022-10-11T21:32:51.221321Z", - "iopub.status.idle": "2022-10-11T21:32:51.225148Z", - "shell.execute_reply": "2022-10-11T21:32:51.224698Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:45/30, L:137/30)" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(c.secant), lin(c.rotated_secant)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To define cone using `apical angle`, use `axis` amd number arguments. Note, that `revolving angle` is 360 by default" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.227326Z", - "iopub.status.busy": "2022-10-11T21:32:51.227139Z", - "iopub.status.idle": "2022-10-11T21:32:51.230780Z", - "shell.execute_reply": "2022-10-11T21:32:51.230266Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "C:140/50 [25]" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "c = cone(lin(140, 50), 25)\n", - "c" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.232947Z", - "iopub.status.busy": "2022-10-11T21:32:51.232739Z", - "iopub.status.idle": "2022-10-11T21:32:51.236355Z", - "shell.execute_reply": "2022-10-11T21:32:51.235758Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "360.0" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "c.revangle" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Feature sets\n", - "*APSG* provide several classes to process, analyze and visualize the sets of data. There are e.g. `vecset`, `linset` and `folset` classes to store group of `vec`, `lin` and `fol` objects. All these feature sets are created from homogeneous list of data with optional `name` atribute." - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.238630Z", - "iopub.status.busy": "2022-10-11T21:32:51.238454Z", - "iopub.status.idle": "2022-10-11T21:32:51.242229Z", - "shell.execute_reply": "2022-10-11T21:32:51.241840Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "V3(5) Vectors" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v = vecset([vec(120,60), vec(116,50), vec(132,45), vec(90,60), vec(84,52)], name='Vectors')\n", - "v" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.244177Z", - "iopub.status.busy": "2022-10-11T21:32:51.243996Z", - "iopub.status.idle": "2022-10-11T21:32:51.247957Z", - "shell.execute_reply": "2022-10-11T21:32:51.247454Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "L(5) Lineations" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l = linset([lin(120,60), lin(116,50), lin(132,45), lin(90,60), lin(84,52)], name='Lineations')\n", - "l" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.249900Z", - "iopub.status.busy": "2022-10-11T21:32:51.249715Z", - "iopub.status.idle": "2022-10-11T21:32:51.254156Z", - "shell.execute_reply": "2022-10-11T21:32:51.253513Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "S(5) Foliations" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f = folset([fol(120,60), fol(116,50), fol(132,45), fol(90,60), fol(84,52)], name='Foliations')\n", - "f" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To simplify interactive group creation, you can use function ``G``" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.256931Z", - "iopub.status.busy": "2022-10-11T21:32:51.256664Z", - "iopub.status.idle": "2022-10-11T21:32:51.261608Z", - "shell.execute_reply": "2022-10-11T21:32:51.260875Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "L(5) L1" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "g = G([lin(120,60), lin(116,50), lin(132,45), lin(90,60), lin(84,52)], name='L1')\n", - "g" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Method ``len`` returns number of features in group" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.264309Z", - "iopub.status.busy": "2022-10-11T21:32:51.264138Z", - "iopub.status.idle": "2022-10-11T21:32:51.267839Z", - "shell.execute_reply": "2022-10-11T21:32:51.267139Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "5" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Most of the `vec`, `lin` and `fol` methods could be used for feature sets as well. For example, to measure angles between all features in group and another feature, we can use method `angle`:" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.270420Z", - "iopub.status.busy": "2022-10-11T21:32:51.270222Z", - "iopub.status.idle": "2022-10-11T21:32:51.274891Z", - "shell.execute_reply": "2022-10-11T21:32:51.274272Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([11.49989817, 3.85569115, 15.61367789, 15.11039885, 16.3947936 ])" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l.angle(lin(110,50))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To rotate all features in group around another feature, we can use method ``rotate``" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.277538Z", - "iopub.status.busy": "2022-10-11T21:32:51.277341Z", - "iopub.status.idle": "2022-10-11T21:32:51.280792Z", - "shell.execute_reply": "2022-10-11T21:32:51.280311Z" - } - }, - "outputs": [], - "source": [ - "lr = l.rotate(lin(150, 30), 45)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To show data in list you can use ``data`` property" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.283056Z", - "iopub.status.busy": "2022-10-11T21:32:51.282853Z", - "iopub.status.idle": "2022-10-11T21:32:51.286580Z", - "shell.execute_reply": "2022-10-11T21:32:51.286070Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:120/60, L:116/50, L:132/45, L:90/60, L:84/52)" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l.data" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.288682Z", - "iopub.status.busy": "2022-10-11T21:32:51.288506Z", - "iopub.status.idle": "2022-10-11T21:32:51.291998Z", - "shell.execute_reply": "2022-10-11T21:32:51.291470Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:107/35, L:113/26, L:126/30, L:93/26, L:94/18)" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lr.data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Function `R` returns resultant of all features in set. Note that `Lineation` and `Foliation` are axial in nature, so resultant vector is not reliable. Check the orientation tensor anlysis below." - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.294240Z", - "iopub.status.busy": "2022-10-11T21:32:51.294064Z", - "iopub.status.idle": "2022-10-11T21:32:51.297680Z", - "shell.execute_reply": "2022-10-11T21:32:51.297193Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(-0.941, 2.649, 3.993)" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.R()" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.299692Z", - "iopub.status.busy": "2022-10-11T21:32:51.299499Z", - "iopub.status.idle": "2022-10-11T21:32:51.302932Z", - "shell.execute_reply": "2022-10-11T21:32:51.302519Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "L:110/55" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(v.R())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There is several methods to infer spherical statistics as spherical variance, Fisher's statistics, confidence cones on data etc." - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.305072Z", - "iopub.status.busy": "2022-10-11T21:32:51.304863Z", - "iopub.status.idle": "2022-10-11T21:32:51.308275Z", - "shell.execute_reply": "2022-10-11T21:32:51.307801Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.02337168447438498" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l.var()" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.310744Z", - "iopub.status.busy": "2022-10-11T21:32:51.310475Z", - "iopub.status.idle": "2022-10-11T21:32:51.314303Z", - "shell.execute_reply": "2022-10-11T21:32:51.313931Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'k': 34.22945405911087, 'a95': 13.26402990511733, 'csd': 13.844747281750971}" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.fisher_statistics()" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.316314Z", - "iopub.status.busy": "2022-10-11T21:32:51.316113Z", - "iopub.status.idle": "2022-10-11T21:32:51.320735Z", - "shell.execute_reply": "2022-10-11T21:32:51.320146Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "C:110/55 [13.264]" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.fisher_cone_a95()" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.323407Z", - "iopub.status.busy": "2022-10-11T21:32:51.323124Z", - "iopub.status.idle": "2022-10-11T21:32:51.327551Z", - "shell.execute_reply": "2022-10-11T21:32:51.327028Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "C:110/55 [13.8447]" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.fisher_cone_csd()" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.330294Z", - "iopub.status.busy": "2022-10-11T21:32:51.330065Z", - "iopub.status.idle": "2022-10-11T21:32:51.333439Z", - "shell.execute_reply": "2022-10-11T21:32:51.332988Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "12.411724720740516" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.delta()" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.335478Z", - "iopub.status.busy": "2022-10-11T21:32:51.335282Z", - "iopub.status.idle": "2022-10-11T21:32:51.338470Z", - "shell.execute_reply": "2022-10-11T21:32:51.338053Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "95.32566310512297" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.rdegree()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To calculate orientation tensor of all features in group, we can use `ortensor` method." - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": { - "execution": { - "iopub.execute_input": "2022-10-11T21:32:51.340543Z", - "iopub.status.busy": "2022-10-11T21:32:51.340341Z", - "iopub.status.idle": "2022-10-11T21:32:51.344133Z", - "shell.execute_reply": "2022-10-11T21:32:51.343727Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "OrientationTensor3\n", - "[[ 0.074 -0.096 -0.143]\n", - " [-0.096 0.284 0.421]\n", - " [-0.143 0.421 0.642]]\n", - "(λ1:0.977, λ2:0.201, λ3:0.0758)" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.ortensor()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/notebooks/.ipynb_checkpoints/apsg_tutorial-checkpoint.ipynb b/docs/notebooks/.ipynb_checkpoints/apsg_tutorial-checkpoint.ipynb deleted file mode 100644 index d77f850..0000000 --- a/docs/notebooks/.ipynb_checkpoints/apsg_tutorial-checkpoint.ipynb +++ /dev/null @@ -1,2707 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# APSG tutorial - structural geology module for Python" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**APSG** defines several new python classes to easily manage, analyze and visualize orientation structural geology data. There are several classes to work with orientation data, namely `Vector3` for vectorial data and `Lineation`, `Foliation` for axial data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Basic usage" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**APSG** module could be imported either into own name space or into active one for easier interactive work. The `apsg_conf` dictionary allows to modify **APSG** settings." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "from apsg import *\n", - "apsg_conf['figsize'] = (10, 8)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Basic operations with vectors\n", - "Instance of vector object ``Vector3`` could be created by passing 3 arguments correspondig to 3 components to function `vec3`:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "u = vec3(1, -2, 3)\n", - "v = vec3(-2, 1, 1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternative ways to create vector is to pass single iterable object as list, tuple or array, or to provide geological orientation according to **APSG** notation (default is *direction of dip* and *dip angle* for planar and *trend* and *plunge* for linear features)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Vector3(-2, 2, 3) Vector3(-0.25, 0.433, 0.866)\n" - ] - } - ], - "source": [ - "coords = (-2, 2, 3)\n", - "a = vec3(coords)\n", - "b = vec3(120, 60)\n", - "print(a, b)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For common vector operation we can use standard mathematical operators or special methods using dot notation" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(-1, -1, 4)" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u + v" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(3, -3, 2)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u - v" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(7, -8, 7)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "3*u - 2*v" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Its magnitude or length is most commonly defined as its Euclidean norm and could be calculated using `abs`" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "2.449489742783178" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "abs(v)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4.242640687119285" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "abs(u + v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For *dot product* we can use `dot` method or operator `@` " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-1" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.dot(v)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-1.0" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u @ v" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For *cross product* we can method `cross`" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(-5, -7, -3)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.cross(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To project vector ``u`` onto vector ``v`` we can use method ``proj``" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(0.333, -0.167, -0.167)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.proj(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To find angle (in degrees) between to vectors we use method ``angle``" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "96.26395271992722" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.angle(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Method ``rotate`` provide possibility to rotate vector around another vector. For example, to rotate vector ``u`` around vector ``v`` for 45°" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(2.248, 0.558, 2.939)" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "u.rotate(v, 45)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Classes Lineation and Foliation\n", - "To work with orientation data in structural geology, **APSG** provide two classes, `Foliation` class to represent planar features and `Lineation` class to represent linear features. Both classes support all `Vector3` methods and operators, but it should be noted, that `dot` and `angle` respect their axial nature, i.e. angle between two lineations cant't be bigger than 90 degrees." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To create instance of `Lineation` or `Foliation`, we can use functions `lin` and `fol`. Arguments have similar syntax to `vec3`." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:120/60, S:216/62)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(120, 60), fol(216, 62)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can also cast `Vector3` instance to `Foliation` or `Lineation`" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:297/53, S:117/37)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(u), fol(u)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Vector methods for Lineation and Foliation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "To find angle between two linear or planar features we can use method `angle`" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "41.59741268003547" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l1 = lin(110, 40)\n", - "l2 = lin(160, 30)\n", - "l1.angle(l2)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "54.69639932197533" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1 = fol(330, 50)\n", - "p2 = fol(250, 40)\n", - "p1.angle(p2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can use *cross product* to construct planar feature defined by two linear features" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "S:113/40" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l1.cross(l2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "or to construct linear feature defined by intersection of two planar features" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L:278/36" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1.cross(p2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*Cross product* of planar and linear features could be used to construct plane defined by linear feature and normal of planar feature" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "S:96/53" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l2.cross(p2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "or to find perpendicular linear feature on given plane" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L:276/37" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p2.cross(l2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To rotate structural features we can use method ``rotate``" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "S:269/78" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p2.rotate(l2, 45)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Classes Pair and Fault\n", - "To work with paired orientation data like foliations and lineations or fault data in structural geology, **APSG** provide two base `Pair` class and derived `Fault` class. Both classes are instantiated providing dip direction and dip of planar and linear measurements, which are automatically orthogonalized. If misfit is too high, warning is raised. The `Fault` class expects one more argument providing sense of movement information, either 1 or -1 for normal/reverse movement." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To create instance of `Pair`, we have to pass two arguments for planar and two argumets for linear features following geological notation to function `pair`:" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "P:118/39-163/30" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p = pair(120, 40, 162, 28)\n", - "p" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-3.5623168411508175" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p.misfit" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Planar and linear features are accessible using `fol` and `lin` properties" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(S:118/39, L:163/30)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p.fol, p.lin" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To rotate ``Pair`` instance we can use ``rotate`` method" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "P:314/83-237/61" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p.rotate(lin(45, 10), 60)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Instantiation of ``Fault`` class is similar, we just have to provide argument to define sense of movement" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "F:120/59-110/59 +" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f = fault(120, 60, 110, 58, 1) # 1 for normal fault\n", - "f" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note the change in sense of movement after ``Fault`` rotation" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "F:312/62-340/59 -" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f.rotate(lin(45, 10), 60)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To find rotation axis and angle between two `Pair` instances" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For simple fault analyses ``Fault`` class also provide ``p``, ``t``, ``m`` and ``d`` properties to get PT-axes, kinematic plane and dihedra separation plane" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:315/75, L:116/14, S:27/85, S:290/31)" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f.p, f.t, f.m, f.d" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Feature sets\n", - "*APSG* provide several classes to process, analyze and visualize the sets of data. There are `Vector3Set`, `LineationSet` and `FoliationSet` classes to store `Vector3`, `Lineation` and `Foliation` objects. All these feature sets are created from homogeneous list of data with optional `name` atribute." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "V(5) Vectors-1" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v = Vector3Set([vec3(120,60), vec3(116,50), vec3(132,45), vec3(90,60), vec3(84,52)], name='Vectors-1')\n", - "v" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L(5) Lineations-2" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l = LineationSet([lin(120,60), lin(116,50), lin(132,45), lin(90,60), lin(84,52)], name='Lineations-2')\n", - "l" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "S(5) Foliations-3" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "f = FoliationSet([fol(120,60), fol(116,50), fol(132,45), fol(90,60), fol(84,52)], name='Foliations-3')\n", - "f" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To simplify interactive group creation, you can use function ``G``" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "Wrong datatype to create FeatureSet", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/tmp/ipykernel_19749/116345543.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mG\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'120 60 116 50 132 45 90 60 84 52'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'L1'\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[0mg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/develrepo/apsg/src/apsg/feature/_container.py\u001b[0m in \u001b[0;36mG\u001b[0;34m(lst, name)\u001b[0m\n\u001b[1;32m 564\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mFoliationSet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlst\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 565\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 566\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Wrong datatype to create FeatureSet\"\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 567\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 568\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: Wrong datatype to create FeatureSet" - ] - } - ], - "source": [ - "g = G('120 60 116 50 132 45 90 60 84 52', name='L1')\n", - "g" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Method ``len`` returns number of features in group" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5" - ] - }, - "execution_count": 36, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(v)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Most of the `Lineation`, `Foliation` and `Vector3` methods could be used for feature sets as well. For example, to measure angles between all features in group and another feature, we can use method `angle`:" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([11.49989817, 3.85569115, 15.61367789, 15.11039885, 16.3947936 ])" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l.angle(lin(110,50))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To rotate all features in group around another feature, we can use method ``rotate``" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [], - "source": [ - "lr = l.rotate(lin(150, 30), 45)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To show data in list you can use ``data`` property" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:120/60, L:116/50, L:132/45, L:90/60, L:84/52)" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l.data" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:107/35, L:113/26, L:126/30, L:93/26, L:94/18)" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lr.data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Function `R` returns resultant of all features in set. Note that `Lineation` and `Foliation` are axial in nature, so resultant vector is not reliable. Check the orientation tensor anlysis below." - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(-0.941, 2.649, 3.993)" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.R()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There is several methods to infer spherical statistics as spherical variance, Fisher's statistics, confidence cones on data etc." - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.02337168447438498" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "l.var()" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'k': 34.22945405911087, 'a95': 13.26402990511733, 'csd': 13.844747281750971}" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.fisher_statistics()" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "12.411724720740516" - ] - }, - "execution_count": 44, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.delta()" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "95.32566310512297" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.rdegree()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To calculate orientation tensor of all features in group, we can use `ortensor` method." - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Ortensor3 LLS\n", - "(E1:0.954,E2:0.0402,E3:0.00575)\n", - "[[ 0.074 -0.096 -0.143]\n", - " [-0.096 0.284 0.421]\n", - " [-0.143 0.421 0.642]]" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v.ortensor()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Matrix like classes\n", - "*APSG* provides matrix-like classes to work with tensor quantities used commonly in structural geology analysis. It includes `DefGrad3` and `VelGrad3` for deformation and velocity gradient, `Stress3` for stress tensor, `Ellipsoid` for quadratic forms and `Ortensor3` for orientation tensor. All these classes support common matrix mathematical operations and provide basic methods and properties.\n", - "\n", - "All matrix-like objects could be created either by passing nested list or tuple or providing individual components to class method `from_comp`" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[2. 0. 1. ]\n", - " [0. 1. 0. ]\n", - " [0. 0. 0.5]]" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "F = DefGrad3([[2, 0, 1], [0, 1, 0], [0, 0, 0.5]])\n", - "F" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[2. 0. 1. ]\n", - " [0. 1. 0. ]\n", - " [0. 0. 0.5]]" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "F = DefGrad3.from_comp(xx=2, zz=0.5, xz=1)\n", - "F" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For multiplifications of matrix or vectors we have to use matmul `@` operator" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(1, 0, 0.5)" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v = vec3('z') # unit-length vector in direction af axis z\n", - "u = F @ v\n", - "u" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`I` property returns inverse matrix" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Vector3(0, 0, 1)" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "F.I @ u" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To transpose matrix, we can use `T` property and for multiplification we have to use `@` operator" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[4. 0. 2. ]\n", - " [0. 1. 0. ]\n", - " [2. 0. 1.25]]" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "F.T @ F" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.25" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v @ F.T @ F @ v" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Eigenvalues and eigenvectors could be obtained by methods `eigenvalues` and `eigenvectors`. Individual eigenvalues and eigen vectors could be accessed by properties `E1`, `E2`, `E3` and `V1`, `V2`, `V3`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Deformation gradient and rotations\n", - "\n", - "Deformation gradient `DefGrad3` could describe distorsion, dilation and rigid-body rotation. All **APSG** features provides `transform` method which transform then using provided deformation gradient.\n", - "\n", - "The rigid-body rotation could be either extracted from deformation gradient using `R` method:" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[ 0.928 0. 0.371]\n", - " [ 0. 1. 0. ]\n", - " [-0.371 0. 0.928]]" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "R = F.R\n", - "R" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "or could be created of one of the class methods like `from_axisangle`, defining axis of rotation and angle" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[ 0.552 -0.753 0.359]\n", - " [ 0.574 0.655 0.492]\n", - " [-0.605 -0.065 0.793]]" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "R = DefGrad3.from_axisangle(lin(120, 50), 60)\n", - "R" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`from_two_vectors`, where axis of rotation is perpendicular to both vectors and angle is angle of vectors" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[ 0.938 0.074 0.339]\n", - " [ 0.186 0.718 -0.671]\n", - " [-0.294 0.692 0.66 ]]" - ] - }, - "execution_count": 55, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "R = DefGrad3.from_two_vectors(lin(120, 50), lin(270, 80))\n", - "R" - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "L:270/80" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "lin(120, 50).transform(R)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "or using `from_two_pairs` method, to describe rotation between two coordinate systems. Note that pair define X axis as lineation vector and Z axis as foliation vector." - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[[-0.071 0.97 0.234]\n", - " [-0.874 -0.174 0.453]\n", - " [ 0.48 -0.173 0.86 ]]" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1 = pair(150, 60, 90, 40)\n", - "p2 = pair(45, 30, 10, 25)\n", - "R = DefGrad3.from_two_pairs(p1, p2)\n", - "R" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "P:45/30-10/25" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p1.transform(R)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Ellipsoids\n", - "\n", - "In deformation analysis, the quadratic forms are represented by `Ellipsoid` class. It could be used to represents either ellipsoid objects or finite strain ellipsoid.\n", - "\n", - "It provides additional methods and properties including `lambda1`, `lambda2` and `lambda3` for square-root of eigenvalues, Woodcock's `shape` and `strength`, `k`, `K`, `d` and `D` for Flinn's and Ramsay symmetries and intensities, `lode` for Lode's parameter etc. For more check documentation. Eigenvectors could be also represented by linear or planar features using properties `eigenlins` and `eigenfols`.\n", - "\n", - "We can create `Ellipsoid` object similarly to `Matrix3` (note that only components of upper triangular part are available in `from_comp` method due to matrix symmetry), or you can use aditional class methods `from_defgrad` and `from_stretch`." - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Ellipsoid LS\n", - "(E1:5.05,E2:1,E3:0.198)\n", - "[[5. 0. 0.5 ]\n", - " [0. 1. 0. ]\n", - " [0.5 0. 0.25]]" - ] - }, - "execution_count": 59, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "B = Ellipsoid.from_defgrad(F) # Finger deformation tensor\n", - "B" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In above example, the Finger deformation tensor `B` represents finite strain ellipsoid reulting from deformation described by deformation gradient `F`. We can explore several parameters:" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Principal stretches: Sx=2.247679020649623, Sy=1.0, Sz=0.4449033829176287\n", - "Principal strain ratios: Rxy=2.247679020649623, Ryz=2.247679020649623\n", - "Flinn's finite strain parameters: d=1.764484592491078, k=1.0\n", - "Ramsay's finite strain parameters: d=1.3118699860194967, k=1.0\n", - "Woodcock's parameters: strength=1.6197962748564998, shape=1.0\n", - "Watterson's strain intesity: s3.495358041299246\n", - "Nadai's natural octahedral unit shear: 1.3225581202197991\n", - "Nadai's natural octahedral unit strain: 1.1453689300917396\n", - "Lode's parameter: 0.0\n" - ] - } - ], - "source": [ - "print(f'Principal stretches: Sx={B.lambda1}, Sy={B.lambda2}, Sz={B.lambda3}')\n", - "print(f'Principal strain ratios: Rxy={B.Rxy}, Ryz={B.Ryz}')\n", - "print(f\"Flinn's finite strain parameters: d={B.d}, k={B.k}\")\n", - "print(f\"Ramsay's finite strain parameters: d={B.D}, k={B.K}\")\n", - "print(f\"Woodcock's parameters: strength={B.strength}, shape={B.shape}\")\n", - "print(f\"Watterson's strain intesity: s{B.r}\")\n", - "print(f\"Nadai's natural octahedral unit shear: {B.goct}\")\n", - "print(f\"Nadai's natural octahedral unit strain: {B.eoct}\")\n", - "print(f\"Lode's parameter: {B.lode}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Ellipsoid LS\n", - "(E1:5.05,E2:1,E3:0.198)\n", - "[[4. 0. 2. ]\n", - " [0. 1. 0. ]\n", - " [2. 0. 1.25]]" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "C = Ellipsoid.from_defgrad(F, 'right') # Green's deformation tensor\n", - "C" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.25" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "v @ C @ v" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Ortensor class\n", - "`Ortensor3` class represents orientation tensor of set of vectors, linear or planar features. In adition to `Ellipsoid` methods and properties, it provides properties to describe orientation distribution, e.g. Vollmer's `P`, `G`, `R` and `B` indexes, `Intensity` for Lisle intensity index and `MAD` for approximate angular deviation." - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Ortensor3 LLS\n", - "(E1:0.954,E2:0.0402,E3:0.00575)\n", - "[[ 0.074 -0.096 -0.143]\n", - " [-0.096 0.284 0.421]\n", - " [-0.143 0.421 0.642]]" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot = l.ortensor()\n", - "# or\n", - "ot = Ortensor3.from_features(l)\n", - "ot" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.9540384686596388, 0.04021274946196468, 0.005748781878396424)" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.eigenvalues()" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(Vector3(-0.192, 0.542, 0.818),\n", - " Vector3(-0.981, -0.082, -0.176),\n", - " Vector3(-0.028, -0.836, 0.547))" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.eigenvectors()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The instances of `Stress3`, `Ellipsoid` and `Ortensor3` also provides `eigenlins` and `eigenfols` properties to represent principal axes and planes" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(L:110/55, L:5/10, L:268/33)" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.eigenlins" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(S:290/35, S:185/80, S:88/57)" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.eigenfols" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(2.5558580045234267, 1.6278666609093755)" - ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.strength, ot.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(2.35335135956718, 4.205775614437317)" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.k, ot.d" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1.6278666609093755, 3.452659043739541)" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.K, ot.D" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(0.9138257191976742, 0.06892793516713651, 0.017246345635189272)" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.P, ot.G, ot.R" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "12.379531629057851" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ot.MAD" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## StereoNet class\n", - "`StereoNet` allows to visualize fetaures on stereographic projection. Both equal-area Schmidt (default) and equal-angle Wulff projections are supported." - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "s.great_circle(fol(150, 40))\n", - "s.pole(fol(150, 40))\n", - "s.line(lin(112, 30))\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A small circles (or cones) could be plotted as well" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "l = LineationSet.random_fisher(position=lin(40, 15), kappa=15)\n", - "s.line(l, color='k')\n", - "fstat = l.fisher_statistics()\n", - "s.cone(l.R(), fstat['a95'], color='r') # confidence cone on resultant\n", - "s.cone(l.R(), fstat['csd'], color='g') # confidence cone on 63% of data\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To make density contours plots, a ``contour`` and ``contourf`` methods are available" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "l = LineationSet.random_fisher(position=lin(40, 15), kappa=15)\n", - "s.contourf(l, levels=8, coorbar=True)\n", - "s.line(l, color='g', marker='.')\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Except ``Group``, **APSG** provides ``PairSet`` and ``FaultSet`` classes to store ``Pair`` or ``Fault`` datasets. It can be inicialized by passing list of ``Pair`` or ``Fault`` objects as argument or use class methods ``from_array`` or ``from_csv``" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([-2.0650076 , -0.74600727, -0.83154705])" - ] - }, - "execution_count": 86, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "p = PairSet([pair(120, 30, 165, 20),\n", - " pair(215, 60, 280,35),\n", - " pair(324, 70, 35, 40)])\n", - "p.misfit" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "__init__() takes 1 positional argument but 2 were given", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/tmp/ipykernel_19749/1659001566.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mStereoNet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m: __init__() takes 1 positional argument but 2 were given" - ] - } - ], - "source": [ - "StereoNet(p);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "``StereoNet`` has two special methods to visualize fault data. Method ``fault`` produce classical Angelier plot" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [ - { - "ename": "AttributeError", - "evalue": "'StereoNet' object has no attribute 'fault'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/tmp/ipykernel_19749/2241398067.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m fault(355, 48, 22, 45, -1)])\n\u001b[1;32m 5\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mStereoNet\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0ms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\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 7\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'P-axes'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'T-axes'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAttributeError\u001b[0m: 'StereoNet' object has no attribute 'fault'" - ] - } - ], - "source": [ - "f = FaultSet([fault(170, 60, 182, 59, -1),\n", - " fault(210, 55, 195, 53, -1),\n", - " fault(10, 60, 15, 59, -1),\n", - " fault(355, 48, 22, 45, -1)])\n", - "s = StereoNet()\n", - "s.fault(f)\n", - "s.line(f.p, label='P-axes')\n", - "s.line(f.t, label='T-axes')\n", - "s.plane(f.m, label='M-planes')\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "``hoeppner`` method produce Hoeppner diagram and must be invoked from ``StereoNet`` instance" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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bG5vXXwA0WnV1NSUmJtKePXtk+/btExgbG8veeeedsy4uLvOXLFnyG+t8AAC6AiUQVCIyMtIyLy8vMiMjY8jly5cbfvjhh9Jhw4aJPvjgA0zz6jCe5+nixYu0detW2Y4dO4SNGjWqbtmyZbyTk1PEggULUlnnAwDQZiiBoDRRUVF6RUVFX92+fXtCUlKSW6tWrWTDhw8XBgcHk7m5Oet4oGakUiklJibSpk2bpPv37xf5+PgUi8Xi7fb29nP/fqo/AADUH0ogKFxoaGjv27dvR509e/adRo0a8UOHDuUGDRrEOTg4sI4GGqKyspLi4uJo48aN0qSkJFFAQMB9d3f3NTY2NoskEomMdT4AAG2AEggKERkZaZKXlxdz5cqV0ffu3TMZMWIEP3ToUIG3tzfraKDh8vPzaceOHfzatWv50tJSvkOHDgddXFymzp8/P5N1NgAATYYSCPUye/bs1rdv315+8uTJDh4eHvKJEycK+/XrR3p6eqyjgZbheZ7OnTtHq1atkh44cEAUGBiYLRaL5y5fvnwj62wAAJoIJRDemkQi4QoKCqanpqZOT0lJaTRo0CDZF198IfTx8WEdDXREfn4+/fTTT/I1a9ZwDRo0eOrv77/N0dFxxrx58wpZZwMA0BQogfDGIiIibO7evbvmzJkzfQ0NDQUTJ07kBg8ezJmZacxztkHLyGQyOnToEK1cuVJ24cIF4XvvvXfFw8Nj3Ndff32edTYAAHWHEgivFR4e3iQzM/OnhISEzh06dJBPmzZN2KFDBxzkDGolOzubVq5cKdu4caMwICAgu3nz5l8uWbIknnUuAAB1hRIILzV79mzf9PT0H0+cOOHfq1cv2ezZs4VisZh1LIBXKioqolWrVslXrVolaN68+SM/P7/QZcuWbWadCwBA3aAEwj/MnDmzS2pq6vdnzpzxGDJkiGz69OlCZ2dn1rEA3kpFRQWtXbuW/+abb8jJyam0devW0dbW1sslEgm+6QEAEEog/Mm0adM+uXr16oorV644jhs3Tj5lyhRBw4YNWccCqJeamhrasmULv2jRIt7IyOhpYGDgCjs7u3CcNwgAug4lEGjGjBlBly9f3nT9+nXHqVOnysePHy/AZg/QNjKZjPbs2UPz5s2Ty2Symk6dOkWuWrVqCetcAACsoATqsNmzZ/umpqb+fObMGfGUKVPkISEhAhMTE9axAJRKLpdTbGwshYWF8Q0bNixt167dJKwZBABdhBKog8LDw53S09N/SUhICBw+fLgsLCxMaG1tzToWgErV1tbSjz/+yEdHR5OXl1eev7//iMWLFx9mnQsAQFVQAnVIZGRkg6ysrC2HDh3q2bNnT3l0dDQ2fIDOq6yspBUrVsiXLVsmaNu2bUaLFi3+s3DhwsuscwEAKBtKoA4YMWKEUCAQ/HD48OER/v7+/MKFC4V4pi/AXxUVFdHChQtlP/30k7BLly4XmjZtGrxo0aIHrHMBACgLSqCWc3V1/aWkpORjd3d37ttvvxW0a9eOdSQAtXb//n0KDw+X7dmzR2BgYJBVVlbmV1lZWc46FwCAoqEEaqmwsLBmV69ePZCYmOhRUVFBiYmJ1LlzZ9axADRCSUkJubq6Uk1NDXl6epZ37tx5xNKlS39lnQsAQJEErAOAYkVFRemNHDly89q1azOcnZ2bpqenk7OzM4WEhJBMhmPRAN5ETEwMFRcXU0JCAo0aNcpk8+bNscHBwVfDw8OdWGcDAFAUjARqkZCQkBHHjh1bY2pqqrd69Wqhn58fERH98ssvNHDgQPrhhx9ozJgxjFMCqLdbt26Rj48PDR06lH788UciIiooKKCZM2fKDh48KOjRo8daJyen8XjyCABoOpRALRAWFtYsJSXlYHJysvvXX3/NDxs2jOM47o/XeZ6nTp06UVpaGmVnZxPOAgR4uY8//piOHj1KGRkZZGdn95fXzp8/TxMmTJATUVXnzp1HLl26dCeblAAA9YcSqOHGjRu3ZO/evdM+/fRTeUxMjNDCwqLO9129epUePnxI3bp1U3FCAM1y69Ytun79OgUHB9f5ukwmo7Vr1/KRkZFc586dT4nF4m7R0dEVKo4JAFBvKIEaKiwszOPcuXMJOTk5Dhs2bODat2/POhKATnn48CGNGTNGlpWVJevevfvIZcuWbWOdCQDgbaAEaqAXo3+DBg2SL1iwQGhkZMQ6EoBO4nmeNm/ezE+fPp3r0qXLSU9Pz+4YFQQATYESqEHCwsI8zp8/n3D37l2M/gGokRejgtnZ2bLu3bsPX7p06c+sMwEAvA5KoIYYP378oj179oRi9A9APWFUEAA0DUqgmgsPD3c5d+7cqbt37zpi9A9A/f15VLBHjx6Dvvnmm12sMwEA1AUlUI2FhIR8vmvXrrU9e/bkly5ditE/AA3B8zytX7+enzlzJterV68tLi4uw3CuIACoG5RANSSRSISZmZlxhw8f7vH999/Txx9/zDoSAPwLaWlpNGDAAHmjRo1yAwMD28bExDxgnQkA4AU8Nk7NhIWFiY8ePfr41q1b3c6fP48CCKDBxGIxnTt3TtC0aVO7rVu33p06depQ1pkAAF7ASKAamTx58uRff/11+WeffcYvWLBAqKenxzoSACjIL7/8wk+cOJH76KOP9jZt2jQY08MAwBpKoBqIiorSS09PP3LixIlO69evx1M9ALRUVlYW9e/fX25qalrYsWPHwPnz52exzgQAugvTwYzNmTPH+7fffivIzc3tmJycjAIIoMXc3NwoKSlJ8M4771ht2rTp1pQpU0axzgQAugslkKFp06YN3LJly7WuXbuaJiQkCB0cHFhHAgAl09fXp+XLlwu/++47wbZt29aNGjVqHetMAKCbMB3MyLhx45bu2rVr6nfffccPGDCAY50HAFTvxo0b1KdPH75FixYpLVu2DJw7d+5T1pkAQHegBKqYRCIR3rx580RSUlL7vXv3cq1atWIdCQAYKioqov79+8urqqpKg4KCWsXExNxhnQkAdAOmg1UoIiLC9vjx4w/v3bvX7sKFCyiAAEBWVlZ06NAhQevWrc22b99+KzQ0tDvrTACgG1ACVWTmzJnvxsbG5ri5uVknJiYKbG1tWUcCADUhEono//7v/4Rz5swRbtiw4cAXX3wRyToTAGg/TAerwOTJk6fs2LFjWVhYGD9p0iQBx2EJIADU7cyZM/TJJ5/w77///m/NmjXrifMEAUBZUAKVbPTo0d/v27dv3NatW6lr166s4wCABrh37x717t1b7ujoeLt169YtsGEEAJQBJVCJhgwZcuDEiRPdDx06xHl7e7OOA2/h5s2bdOjQIWrevDnKOzBRVlZGwcHBMqlUWvjee++Jo6Ojn7DOBADaBWsClUAikQg//vjjS5cuXep+5swZFEANdP78eQoJCaFNmzaxjgI6yszMjA4ePCi0t7e3PnjwYE54eHgT1pkAQLugBCpYVFSUUVJSUlZubq7vqVOnOCcnJ9aR4F+oqqoiIiJjY2PGSUCX6evr09atW4UdO3Y0io2NTZ89e7Y/60wAoD1ErANok4iICNuEhISbFhYW5seOHROgQGiuFyXQyMiIcRLQdQKBgJYvXy50cHDgVq1adV4qlfZasmRJPOtcAKD5UAIVJCwszGP//v1X3nnnHf21a9cKRSJ8aTVZZWUlEaEEgnrgOI5mzJghaNSoET9z5swDUql09PLly39inQsANBuaigLMmjWrfWxs7IlPP/2UW7hwoRBHwGg+jASCOhoxYgRnY2NDI0aMWPf06dPGq1evjmadCQA0F0pgPc2YMSNo+/btR6ZNm0ZTpkzBGkstgTWBoK569uxJ+/bt4/r27SuRy+Um33///UzWmQBAM6EE1sOMGTM+3Lp1a3xUVBSNHTsWBVCLYDoY1FlgYCAdOnSI69at2wy5XK7/ww8/hLDOBACaB8XlXwoNDe2+devW+OjoaA4FUPtgOhjUnZ+fHx0+fJj27ds3ZcyYMd+xzgMAmgfl5V8IDQ3tvXXr1gMLFizgRo0ahQWAWgglEDRBy5Yt6ciRI7R///4JY8aMWcM6DwBoFjwx5C09HwE8sGjRIho6dCgKoJZpHXOECspr6HHsXKq6fYFsPo4gY/e21NBUny6Gf8A6HkCdbt68SUFBQXyvXr1Wr127diLrPACgGTAS+BZmzJjRddu2bfsXLFiAAqilCspriIhIXvv8Ua1Cvb98HkAdeXl50dGjR7n9+/d/OXbs2OWs8wCAZkAJfEMzZ87ssm3btkNz587lRowYgQKoxXheTjV5mUREVHxiPfG8nHEigNfz8fGhQ4cOUVxc3JRx48YtYZ0HANQfSuAbmD17duvt27cfjYiIoNGjR6MAajl5ZQnxNc92B9fm3yV5ZQnjRABvpmXLlvTbb7/Rnj17pn3xxReRrPMAgHpDCXyN8PDwJrt27TozadIkGjduHL5eWurkyZOUn59PREQCYwsikT4REenbuj37mIhkMhnJZDJmGQHehJ+fH+3du5fbuXOnJCQk5HPWeQBAfaHUvEJkZKRlfHz89R49eghCQ0PxtdJi169fJ1tbW8rdNJVKTm8nTs+QiIiMfYKo+Ph6yts2izp16sQ4JcCbCQwMpA0bNnDbtm1bFxoa2p11HgBQT9gd/BJRUVEGx48fv+fo6Gi1ZcsWoUCADqjNKisrycXFhQoKCl76nkOHDtGHH36owlQA9bNhwwY+MjKSHzx4cMDChQuTWecBAPUilEgkrDOoHYlEwl28eDGN4zj7X375RSgS4cEq2k5PT48qKyvpxIkTdb7+wQcfEP6sgKbx8/Pjampq+O3bt4/My8vbEhQUVMw6EwCoD4wE1mHAgAFnsrKy2h4/flxgamrKOg6oSH5+Pjk7O1N1dfU/Xrt06RK1atWKQSqA+uF5nkJCQmSnTp2q6tGjh3N0dPQT1pkAQD1gjvNvhg8fHnvlypXA+Ph4FEAdY2NjQyNGjPjH54cMGYICCBqL4zhatmyZ0N3d3ej3339Pi4qKMmCdCQDUA0YC/2Ts2LHLDxw48NXp06e5Jk2asI4DDNy6dYs8PT3pxZ8LfX19ysjIIBcXF8bJAOqnpqaGevToITMwMMhq06aNp0QiwTd/AB2HkcDnQkJCPt+9e/eUgwcPogDqMHd3d+rXr98fH0+ePBkFELSCvr4+7d69W/jgwYOmmZmZB1jnAQD2MBJIRLNnz261adOmi2vWrBH06dOHdRxgLCkpidq3b0+WlpZ0+/ZtsrS0ZB0JQGHu3btHAQEBfHBwsGT16tXRrPMAADs6v+01MjLS8uDBg6cnTJjAowACEVG7du2oQ4cOFBwcjAIIWsfJyYl+/fVXrm/fvhITE5MLS5YsiWedCQDY0OmRQIlEwiUlJd1p0KCB444dO4QchyfCwTOnT58mf39/MjQ0ZB0FQCl+/PFHfsGCBbJBgwa5x8TE3GGdBwBUT6dL4JAhQw5ev379ozNnzgiMjY1ZxwEAUKnJkyfLkpOTS7t27Wo/d+7cp6zzAIBq6ezGkC+++CLy2LFj3fbt24cCCAA6admyZUJDQ0Pza9eunWWdBQBUTydLYGhoaPedO3dKYmNjOScnJ9ZxAACYEIlEtHPnTuHVq1d9R48evZZ1HgBQLZ0rgeHh4S67du2K+/rrr6lDhw6s4wDA35SXl9P//d//0Y0bN1hH0QlWVlYUFxfHxcXFjZ4yZcoo1nkAQHV0ak2gRCLhfv/991yxWNxw9erVQtZ5AOCfDh48SD179qS2bdvS2bOYpVSVuLg4+vLLL+XDhg1znz9/fhbrPACgfDo1Enjnzp2fi4qKbJYvX44CCKCmjh07RkRE77//PuMkuqVPnz70ySef8KdOnTorkUhwVAKADtCZEjht2rSBBw4cGLBz506BgQEenQmgro4ePUpERF27dmWcRPcsXrxYWF5ebp2VlbWLdRYAUD6dKIERERH2e/bs2fLtt9/y7u7urOMAwEs8fvyYrl69SkZGRtSuXTvWcXSOvr4+7dy5UxAfH99v6tSpQ1nnAQDl0voSKJFIuHPnzp3t1KkTN3jwYExxAKixhIQEIiLq2LEjDupmxM3NjVatWsXv3r17fXh4OI5PANBiWl8C7927t+7+/fuNV61ahXWAAGoOU6dgUOIAACAASURBVMHqYeDAgdwHH3xAZ8+eTcL6QADtpdUlMDQ0tHdcXNznO3fuxIHQAGqO53mUQDWyYsUK4aNHj+zv3r27kXUWAFAOrS2BkZGRlvv27YtdsGAB7+PjwzoOALxGVlYW3b17l6ysrMjPz491HJ1nZGREO3fuFOzbt2/o9OnTP2adBwAUT8Q6gLJcu3btRMuWLYWjR4/GVAaAGmsdc4QKymuo7Eo8ERFV23iR25x4amiqTxfDP2CcTreJxWJavHgx/80332w3Nja2io6OrmCdCQAURytHAr/66qsvz54923zNmjVCjkMHBFBnBeU1RERUlX2ZiIgMXHz/8nlga+TIkZyrq6swIyMjnnUWAFAsrSuBERER1vv27VuxZs0aztramnUcAHgDcrmUqm6dIyKiimtHiOfljBPBCxzH0dq1a4UJCQnvTps2bSDrPACgOFpXAq9fv57Ytm1b6tevH+soAPCGqu9eI+JlRERU8yiL5JUljBPBnzk4ONCSJUv4+Pj4TZGRkSas8wCAYmhVCXwxDYzjYADU2/79+2nr1q0klz8b8at5lPn8FY4MHL1IYGzBLhzUadiwYZyrq6swPT0d08IAWkJrSiCmgQE0h52dHQ0ZMoQCAgKo+u5Venr3KhERWX04gWwHLSSs5VU/L6aFExMT3502bdp/WOcBgPrjeJ5nnUEhgoODrxoaGnpv374do4AAaq6mpobMzMyopubF5g+OiHiyeG8YCU0siQRCMjc2oPStc0lPT49lVPibjRs38osWLar99NNPsVsYQMNpxRExL6aBr1+/juEDAA2gr69Pvr6+dOHCheefefbDaPHvm/54T8S336IAqqFhw4Zxv/zyy4tp4fdY5wGAf0/jp4MjIyMbYBoYQPO0adPmpa+FhITQV199pcI08Kb+Ni3cn3UeAPj3NL4E3rp1a0/Lli2xGxhAwwQEBNT5+f79+9M333yj4jTwNhwcHCg6Opo/ceLEejxbGEBzaXQJnDVrVscjR450XrFiBdYBAmiYukYCO3bsSJs2bSKBQKO/NemEMWPGcHK53Oj+/ftrWGcBgH9Ho7/Tnj17dtdXX30ld3FxYR0FAN6Sp6cnmZqa/vGxWCymvXv3kqGhIcNU8KaEQiGtWbNGsH///rHh4eFOrPMAwNvT2BL45ZdfRty7d69haGioxv47AOgyoVBI/v7+RERka2tL8fHxZGVlxTgVvI22bdtSjx495KmpqQdYZwGAt6eRBSoyMtIsPj4+atWqVRxGDQA0V0BAAJmYmNCBAweoSZMmrOPAv7Bo0SLh6dOnW0yfPv1j1lkA4O1oXAnkOE5448aNvc2bN6fu3buzjgMA9dCuXTvauXPnHyOCoHlsbGxIIpHwiYmJG42NjU1f/zsAQF1oXAl0cXGZt3v37i5BQUFCbTnoGkBX9evXDz/MaQF/f38uLS3N1MzM7ArrLADw5jSuBFpZWY2zs7OjkJAQ6tChw58OmwUATYPHw2m2vLw8+vzzzykwMJAMDQ3p6dOnbjNnznRknQsA3oxGlcDJkydPefLkieWtW7do/fr1lJWVRQEBATR9+nTW0QAAdMru3bvJ3d2dtmzZQjNmzKDs7Gzq16+f/Pbt27tYZwOANyOUSCSsM7wRiUTCHTp0KCEqKkrvnXfeIT8/Pxo7dizxPE9eXl7UqlUr1hEBAHSGSCSirKws2r17Nw0cOJAMDAyodevWgpkzZzoWFxfHde3aNY91RgB4NU5T1tWNHz9+UVJS0vTLly8LcJAsAIB6mj59uiw9Pf32vn37PFlnAYBX04g2FRUVZXD06NGpixYtQgEEAFBjc+bMEZ49e9ZjxowZH7LOAgCvphGNKicn53sHBwfBRx99xDoKAAC8gpWVFYWEhMiTk5M3sM4CAK+m9iUwMjLS8vDhw8MWL14swE5CAAD1N2XKFMHNmzftpk6dOpR1FgB4ObUvgbdv397SunVrPjAwkHUUAAB4A8bGxhQREUFJSUkrWWcBgJdT6xIYHh7ucujQoe5ff/21kHUWAAB4c6NHj+YKCgrMJ06cGMo6CwDUTa1LYHp6+o7evXvLvby8WEcBAIC3oKenR/Pnz+dOnDgRLZFIsJYHQA2pbQkMCwvzOHbsWNu5c+diFBAAQAN9+umnJBQK9R89ehTDOgsA/JPalsDMzMx1wcHBMmdnZ9ZRAADgXxAIBBQeHi5ISkoKwWgggPpRyxIYERFhf+zYsY6zZs3CKCAAgAYLDg6myspKw8LCwimsswDAX6llCczOzv6hS5cucnd3d9ZRAACgHoRCIc2cOZOSk5OjWGcBgL9SuxIYGRlplpCQ0HPOnDkYBQQA0AJDhw7lcnJyzKdOnTqYdRYA+B+1K4E5OTmrW7RoIW/VqhXrKAAAoAD6+vo0bdo0unLlylLWWQDgf9SqBEZFRRmcOHFiUFhYGEYBAQC0yNixY7nr16/bhoaGdmedBQCeUasSmJubu9jOzo579913WUcBAAAFMjExoS+//FKempq6inUWAHhGbUqgRCLhTp8+PT4sLAzPCAYA0EKTJk0SnD171m3WrFkBrLMAgBqVwIKCghlEJOrZsyfrKAAAoARWVlY0fPhwWUZGxvesswCAGpXA1NTUaZMnT+YwCggAoL0mTZok/P333/0iIyMtWWcB0HVqUQJnzZoVcPXqVZvBgwejAQIAaDE3Nzdq3bq1/MGDB0tYZwHQdWpRArOyspYNGjRIZmpqyjoKAAAo2aRJk4QXL17EmYEAjDEvgZGRkSa///57+y+//BLHwgAA6IBu3bpRSUmJQUhIyHDWWQB0GfMSmJeXN18sFsu9vLxYRwEAABUQCoU0fvx4Pj09PZJ1FgBdxrwEXr58efTEiRMxCggAoENGjRolOHPmjFtYWFgz1lkAdBXTEjh9+vSPHzx4YNy3b1+WMQAAQMVsbGyoZ8+esrt37y5jnQVAVzEtgRkZGfPHjBnD6+npsYwBAAAMTJw4UXj69OkeEokEs0EADDArgREREbYnT54Ujx07lvmUNAAAqF5gYCCZm5tzBQUFoayzAOgiZgUsNzd3brt27WSOjo6sIgAAAEMcx9Ho0aO5W7dufcE6C4AuYlYCb968OXDYsGGYAgAA0GEDBw7kzp075xQREWHLOguArmFSAufMmdPixo0bFn369GFxewAAUBONGjWiwMBAaW5uLo6LAVAxJiXw3r170b1795YaGxuzuD0AAKiR4cOHi9LS0gaxzgGga5iUwKtXr3YbOnSoiMW9AQBAvfTp04euX79uOWfOHB/WWQB0icpLYGhoaPfHjx8bBAUFqfrWAACghkxMTKhXr17S+/fvR7POAqBLVF4C7969G/af//xHLhRiTwgAADwzbNgwUUpKSg/WOQB0iUpLoEQi4c6fPx84dOhQNEAAAPhDUFAQPX782HDGjBkfss4CoCtUWgKLi4vHGBkZca1atVLlbQEAQM2JRCIaMGCA7M6dO+GsswDoCpWWwDt37kwcNGgQcRynytsCAIAGGDx4sPDy5cvtWOcA0BUqK4ESiYS7fPmyT3BwMB4TBwAA/9C6dWuqqKgQYkoYQDVUVsjKy8v7chzHNW/eXFW3BAAADSIQCKhXr17yhw8fTmSdBUAXqKwEPnjw4IvevXvLMRUMAAAv069fP2FGRkYX1jkAdIHKSmBaWlrHfv36YVcwAAC8VFBQEKWnp5uGhYU1Y50FQNuppATOmTOnxZ07d4zee+89VdwOAAA0lKGhIXXq1En66NGj6ayzAGg7lZTA3NzcaR988IFUT09PFbcDAAANFhwcLMrOzu7LOgeAtlNJCczOzu4ZHByMZwUDAMBr9ezZk5KTk+0iIyPNWGcB0GZKL4ERERHWly5datitWzdl3woAALRAo0aNyMvLS1ZUVPQl6ywA2kzpJbCgoOCrVq1aySwtLZV9KwAA0BJ9+vQR5OTkDGOdA0CbKb0EPnz48OMePXrggGgAAHhjPXr04FJTUz1Y5wDQZkovZxkZGR5BQUE4HBAAAN5YixYtqLi4WDh79mx/1lkAtJVSS2BYWJg4NzdXr1WrVsq8DQAAaBmBQEAdO3aUFhQUjGSdBUBbKbUEFhQUjG7Xrp1UJMLGYAAAeDvvv/++KDc39yPWOQC0lVJLYF5eXvegoCA8JQQAAN5a586d6caNG66scwBoK6WWwPT0dPcuXbpgPSAAALy15s2bU2lpqXD27NmtWWcB0EZKK4Fz5szxzsvLw3pAAAD4V16sC8zPz/+cdRYAbaS0ElhYWDiqffv2UqEQs8EAAPDvdO3aVZSbm/sh6xwA2khpJTA3N7cH1gMCAEB9PF8X2IR1DgBtpLQSmJaW1gzrAQEAoD68vb2pvLxcOGvWrADWWQC0jVJKYHh4uOODBw9Evr6+yrg8AADoCIFAQG3atJEWFxd/wjoLgLZRSgksLS3t7+PjI8P5gAAAUF9t2rQRFhQUvMc6B4C2UUoJLCwsDGrdGjv6AQCg/lq3bs3l5uZ6sc4BoG2UUgLz8/PfadOmDTaFAABAvfn7+1N6enoDiUSCdeYACqSUEpiVlWWLkUAAAFAEBwcH0tPT46urq9uxzgKgTRReAsPDwx1zc3NFXl4YuQcAAMVo1aqVrLi4uC/rHADaROElsLS09BNsCgEAAEVq06aNsLCw8F3WOQC0icJLYGFh4fuYCgYAAEXC5hAAxVN4CczPz/fHphAAAFAkf39/SktLs8DmEADFUXgJzM7OtvX391f0ZQEAQIc93xxC2BwCoDgKLYGRkZEmOTk5Ik9PT0VeFgAAgMRisbSsrKwL6xwA2kKhJbCqqurdxo0b8wYGBoq8LAAAAInFYq60tLQV6xwA2kKhJbC8vLx9s2bNZIq8JgAAABGRWCwWlpaWYnMIgIIotASWlpa28vT0xKJdAABQOA8PDyooKHBknQNAWyi0BJaUlHiKxWLsDAYAAIXz8PCge/fumbHOAaAtFFoC8/Pz7bEpBAAAlKFJkyaUn58viIyMtGSdBUAbKLQE5uTkmHh4eCjykgAAAEREJBQKycXFRV5ZWYkdwgAKoLASGB4e7lhSUsI5OmK5BgAAKIe7u7u8rKwMZwUCKIDCSmBlZWXnpk2bygUChZ8/DQAAQEREYrFYUFpa2oJ1DgBtoLDGVlZWFuju7i5X1PUAAAD+TiwWC0pKSrD4HEABFFYCKyoqXF1dXTEMCAAASuPs7ExPnjyxYp0DQBsorLRVVVU1dnBwQAkEAAClsbe3p8LCQmPWOQC0gcJKW3l5eSMHBwdFXQ4AAOAfHBwcKD8/X8Q6B4A2UFgJLC4uNre3t1fU5QAAAP7B0tKSqqqqCGcFAtSfwkpgYWGhIUogAAAoE8dxZGtryz99+rQl6ywAmk4hJVAikXCPHj0SYjoYAACUzc7OTl5dXe3FOgeAplNICZRKpQ4cx5GZGR7pCAAAymVvb89XV1e7s84BoOkUUgKfPn3a0s7ODmcEAgCA0jk4OHCVlZUurHMAaDqFlMDq6mqxnZ0dr4hrAQAAvErjxo2FVVVVjVnnANB0CimBVVVVzezt7VECAQBA6ezt7amiosKOdQ4ATaeQElhTU9OoYcOGnCKuBQAA8CrW1tZUWVmJRegA9aSQElhbW2tmbm6Op4UAAIDSmZmZUXV1tT7rHACaTlEl0Nzc3BwjgQAAoHRmZmZUWVmpxzoHgKZTWAk0NTVVxKUAAABeydTUlCorK/HoOIB6UtSaQFOcEQgAAKpgZmZGFRUVWIIEUE+KKoFGKIEAAKAKz0sgliAB1JOizgk0QAkEAABVMDExoYqKCpJIJELWWQA0maLOCdTHmkAAAFAFoVBIRkZGJJPJGrHOAqDJFDUSKMJIIAAAqIqZmRlJpVKUQIB6UEgJrKioEKIEAgCAqpiamsplMpkt6xwAmkxRI4GckZGRIi4FoFOmTJlCU6ZMYR0DQOM8nw62ZJ0DQJMp5JwluVxOQiHW5wK8rStXrrCOAKCRBAIBT0TYIQxQDwoZCeR5nhMIcGQTAACohkAgIJ7nMfoAUA8KaW4ymYxQAgEAQFWel0A8Og6gHjie5+t9EQMDA75NmzYkEv1vdtnPz4++/fbbel8bQFtMmTLlH9O/J06cICKiTp06/fE5/NkB+Ke///m5dOkSmZqaHn348OEHDGMBaDRFTQcr4jIAAABvjOM4rAkEqAeFjARaWFjwd+7cIQsLCwVEAtAdnTt3JiKi48ePM80BoGnatGkj69ix49jly5f/xDoLgKZSyEigQCAguVyuiEsBAAC81vO/c2SscwBoMpRAAADQOHK5nDiOk7LOAaDJFFICOY7jUQIBAEBVnpdAjAQC1INCDosWCoVUW1uriEsB6BQ/Pz/WEQA0klQq5YgIf/EA1INCSqCxsbG8oqICh3YCvCUcBQPw71RUVHAikaiAdQ4ATaaQ6WBjY2NZeXm5Ii4FAADwWhUVFZxQKMxnnQNAkymkBBoZGdWWlZUp4lIAAACvVVZWRiKRKJd1DgBNpqgSWIMSCAAAqlBbW0tSqZQEAkEx6ywAmkwhJdDAwKAaJRAAAFShrKyMTE1NSSKR4HFVAPWgkBKor69fiTWBAACgCuXl5WRqaopzyQDqSVElsBwjgQAAoAplZWVkbGyMEghQTwopgUKhsBQlEAAAVOF5CcTTQgDqSVEjgWWlpaX4qQwAAJSurKyMjIyMcFA0QD0ppATq6emVlJSUoAQCAIDSlZWVkaGh4VPWOQA0nUJKoKGh4cPHjx8r4lIAAACv9PjxYzIxMXnCOgeAplPUOYEZeXl5nCKuBQAA8Cq5ublkbGz8kHUOAE2nqHMCb+bm5irkWgAAAK9y7949qbGx8X3WOQA0naJK4NXHjx9zPI9zOwEAQLlyc3PJyMjoDuscAJpOISUwOjq6xMTEhAoLCxVxOQAAgJfKy8vjjIyM0lnnANB0CpvCbdSoUe3Dh1iiAQAAypWXlyc0MDC4wToHgKZTWAm0srKqys3NVdTlAAAA/kEqlVJhYSHp6+tfZ50FQNMprAQ2aNDgCUYCAQBAmR4/fkyWlpb83LlzcU4gQD0prAQaGxs/wkggAAAoU25uLtnY2OBpIQAKoMgSeO/+/fsyRV0PAADg73Jzc8nS0rKCdQ4AbaCwEmhqapqWlZWFM2IAAEBpsrKyyMrKCtNOAAqgyBJ4OjMzEwdGAwCA0qSlpcnMzc1vss4BoA0UVtqMjIx+v3fvnqCmpkZRlwQAAPiLtLQ03tzc/DLrHADaQGElMDo6usLBwUGWlZWlqEsCAAD8RWZmptDU1PQU6xwA2kCh07dOTk6lGRkZirwkAAAAERFVVVXR48ePOUNDwzOsswBoA4WWQCsrqxyUQAAAUIbMzExydnaWzp07F0fEACiAQktggwYNbty8eRPHxAAAgMKlp6eTo6PjE9Y5ALSFQkugubn5pfR0PNMbAAAULz09nbeysrrDOgeAtlBoCTQ1NT1++/ZtoSKvCQAAQPTH8TCprHMAaAuFlkADA4PLpaWlVFpaqsjLAgAAUEZGBmdubn6RdQ4AbaHQEiiRSGTNmjWrvnr1qiIvCwAAOk4ul9PNmzeFZmZmB1hnAdAWCn/Ch7Oz853k5GRFXxYAAHRYRkYGWVtby2JiYu6wzgKgLRReAhs2bHju/PnzUkVfFwAAdFdycjI1bdo0n3UOAG2i8BJoZWX126VLl/AMYQAAUJgLFy7IbGxs8Lg4AAVSeFkzMTHZd/fuXUF5ebmiLw0AADrqwoULZG1tncg6B4A2UXgJjI6OrnB3d6++cuWKoi8NAAA6SC6X07Vr14QNGjT4lXUWAG2ilGlbZ2fnHGwOAQAARcjIyCArKyv5/Pnzs1hnAdAmSimBDRs2TMLmEAAAUITk5GRq1qzZY9Y5ALSNUkogNocAAICiYFMIgHIopahhcwgAACjKxYsXsSkEQAmUUgKjo6MrvL29K8+ePauMywMAgI54+vQppaSkCC0sLH5mnQVA2yhtytbV1fVyQkKCXFnXBwAA7Xfu3Dlyc3OrjomJucc6C4C2UVoJtLOz25OYmMgr6/oAAKD9EhMT5c2aNbvOOgeANlJaCbSwsFh/7do1YUVFhbJuAQAAWu7YsWO8ra3tPtY5ALSR0krgvHnzCr28vCpOnz6trFsAAIAWq66upkuXLgmtrKx+ZJ0FQBsp9RgXV1fXy4mJiVgXCAAAb+3s2bPUrFmz6piYmAesswBoI6WWQFtb290JCQlYFwgAAG8tMTGRb9q06TXWOQC0lVJLoKWl5frU1FQhzgsEAIC3lZCQILezs9vLOgeAtlJqCYyOjn7i7e2NdYEAAPBWqqqq6PLly0IrK6ufWGcB0FZKf7RbkyZNko8dO4Z1gQAA8MaSkpLI3d29at68ebmsswBoK6WXQAcHh0379+9X9m0AAECLxMXFyTw8PM6zzgGgzZReAi0sLDYUFhZyWVlZyr4VAABoAZ7nad++fYLGjRt/zzoLgDZTegmUSCSy1q1bZ8XFxWGXMAAAvFZaWhpVV1fzZmZmO1hnAdBmSi+BRETOzs4/79mzB+sCAQDgtfbu3cv7+/unSyQSDB4AKJFKSmDDhg2XX7p0SfjkyRNV3A4AADTY3r175U5OTltY5wDQdiopgfPmzSts1apV4W+//aaK2wEAgIZ6/Pgx3bx5U2htbb2SdRYAbaeSEkhE5ObmdnD37t1SVd0PAAA0z8GDB8nf3/9RdHR0GessANpOZSXQzs5u6ZEjR0Q1NTWquiUAAGiY3bt3S5s0aYKnhACogMpK4MKFC1NcXFyqT548qapbAgCABqmurqbjx4+L7OzslrLOAqALVFYCiYi8vLxOxsbGylR5TwAA0AyHDx8mT0/P8vnz52ewzgKgC1RaAp2dnefHxsYKa2trVXlbAADQAJs2bZJ6e3vHsc4BoCtUWgIXLVp0wtnZufLQoUOqvC0AAKi50tJSOnLkiMjR0TGKdRYAXaHSEkhE1Lx5872bNm3CLmEAAPjDrl27qFWrVvnz58/PZJ0FQFeovAQ2btw48tChQ6LS0lJV3xoAANTUxo0bZZ6enptY5wDQJSovgfPnz8/08/Mr2L17t6pvDQAAaujhw4eUkpIitLW1ncc6C4AuUXkJJCLy9PTcsmnTJuwSBgAA2rZtG9+uXbus6OjoEtZZAHQJkxJoZ2cXfenSJWFubi6L2wMAgBrZvHkz7+bmtop1DgBdw6QERkdHPwkMDMzevn07z+L+AACgHlJTU6mgoICztrb+P9ZZAHQNkxJIRNSsWbPVmzZtQgkEANBhmzdvlgcGBiZLJBIsEQJQMWYl0MrKakVRURFdvHiRVQQAAGCopqaGNm7cKHBzc4tmnQVAF3E8z24w7rPPPvvNwMCg6/r164XMQgAAABO//PILLV26tOzcuXPmrLMA6CJmI4FERE2aNJm6Z88eYVFREcsYAADAwMqVK2V+fn5rWecA0FVMS+CCBQtuBAQE3Fu/fj3WBgIA6JDr169TZmamwM7OLpx1FgBdxbQEEhF5eXnFrFmzhuRyOesoAACgIt99953s3XffPTV37twq1lkAdBXzEmhhYbHWwMCg9ujRo6yjAACACpSVldGOHTuETZs2DWGdBUCXMd0Y8sLIkSM3FRQUDNq3b5+IdRYAAFCu1atX87GxsY8TEhLsWGcB0GXMRwKJiBo3bjztzJkzopycHNZRAABAiXiep++++4738fFZzDoLgK5TixI4b968/Hfffffaf//7XywMBADQYqdOnaKamhq5tbX1ctZZAHSdWpRAIiJ3d/cZa9euFVRUVLCOAgAASrJ06VJZu3bt9kokEvZrkQB0nNqUwCVLlvzm4+PzeN26dfjGAACghW7evElnzpwRuLi4jGOdBQDUZGPICyEhISNiY2N/un37Nqevr886DgAAKNCwYcNktbW1J7Zv3/4+6ywAoEYjgUREy5cv3+Do6Fi2bds21lEAAECBcnJy6MCBA8KmTZuOYp0FAJ5RqxJIRNSmTZt5X3/9tRyHRwMAaI/FixfLOnfufDEmJuYO6ywA8IzalUBra+ulBgYGNXv27GEdBQAAFCA/P5+2bdsm9PDwGM06CwD8j1qtCXxh/PjxX1+4cCH04sWLAo7jWMcBAIB6CAsLk1+9ejVz3759nqyzAMD/qN1IIBGRnZ1dWFlZmfzYsWOsowAAQD2UlpbSf//7X4G3t/d41lkA4K/UciSQiGjUqFE/ZGVlfZ6YmChknQUAAP6dRYsWyY8dO/bw8OHDTqyzAMBfqeVIIBFR48aNv7p9+zZ36tQp1lEAAOBfKC8vp2+//VbQokWLKayzAMA/qe1IIBHRqFGj1t28eXPk6dOnsTYQAEDDzJs3T/77778/PHLkCEYBAdSQ2o4EEhE1btx4QlFRkezAgQOsowAAwFsoKCigFStWCN55551hrLMAQN3UeiSQiGjChAkxJ0+enJ2SkiIQCrE8EABAE0yZMkWWlZWVERcX5806CwDUTa1HAomIbG1tIwwMDKrxFBEAAM2Qk5NDmzdvFjZv3nwg6ywA8HJqPxJIRPTVV199uXfv3pXp6emcgYEB6zgAAPAKw4cPl1VWVp7buXNnB9ZZAODl1H4kkIhoxYoV3zk7OxetWbNG/RsrAIAOS01Npfj4eIGnp+d/WGcBgFfTiJFAIqJp06Z9smXLltjMzEwyMzP74/MymYxqamrIyMiIYToAAN1TUVFBJiYmf/lcnz59ZA0aNDi4efPmPoxiAcAb0oiRQCKipUuX/urn55fzzTffyF987uTJk9SmTRuaM2cOy2gAADonPj6eXF1d6YcffiCZTEZERGfOnKFLly5xrq6uQxnHA4A3oDElkIjIz89vyHfffSc4e/YsDRw4kN577z0qKCig9u3bs44GAKBTHB0dSSwW07hx48jf358SExMpJCRE/tFHH62Pjo4uYZ0PAF5PY6aDX/D19c24fv26u4GBigRZvQAAG7JJREFUAc2cOZNCQ0PJ2NiYdSwAAJ3D8zzt3LmTQkNDKScnhywtLWV9+vQx2LBhg4x1NgB4PY0rgfb29t1LS0sPrFu3jhs0aBDrOAAAOu/hw4fk4eFBNjY2O7Kzs7EhBEBDaFwJJCIaP378whMnTsxMSUnh9PX1WccBANBpX3zxhezevXu39u3b58U6CwC8OY1aE/iCnZ3dHGtr6+IVK1bIX/9uAABQlitXrlBsbKygZcuWPVlnAYC3o5EjgUREM2bM6PrTTz8dSUlJIUdHR9ZxAAB0jlwupw4dOsjFYvHW9evX4xnBABpGI0cCiYgWL158NCgoKGnq1KlYgAw6Jzs7m3bt2sU6Bui4jRs38lVVVU9dXFxGss4CAG9PY0sgEZGnp2fvM2fOcImJiayjAKhMcnIyBQYGUlJSEusooMOKi4tpzpw5XFBQ0DiJRIIfxgE0kEaXwHnz5hX27Nnzmy+//FJeU1PDOg6A0sXHx1OnTp3o8ePHlJ+fzzoO6LDw8HCZv79/xrJlyzazzgIA/45Gl0AiIjs7u1nW1tZP5s+fj59EQav9+OOP1Lt3b6qoqCAiooKCAsaJQFedPn2aYmNjBb6+vtgMAqDBNL4ESiQSvmPHjh+tXr1acOXKFdZxABSO53mSSCQ0evToPx7PRUQYCQQmKisracSIEXy/fv0Wz58/P5N1HgD49zR2d/DfjRo1at2FCxdGXrx4UYCzA0Fb1NbW0oQJE+jHH3/8x2uurq6UlZXFIBXosilTpshSU1Pzjhw50ph1FgCoH40fCXzByclpTIMGDZ7ExMTg7EDQCuXl5dS3b986CyARRgJB9U6dOkU7duwQBAQEBLHOAgD1pzUl8MW08Jo1azAtDFphy5YtVFlZSY0b1z3gUl5eTtXV1SpOBbqqsrKSRo4cyfft23fx/PnzM1jnAYD605rp4BcwLQzapHXMESooryFZxRO6v2YkkUxKxAmI+GcD3vfu3XtpSQRQpOfTwLlHjhxxYp0FABRDa0YCX8C0MGiTgvJnRx9VpJ0mkklJ36kF2Q5aQEKzhkSEKWFQjT9NA7/POgsAKI7WlUBMC4O2kctlVHx8/bN/rnxCBo29yX7kSgoODkYJBKXDNDCA9hKxDqAMCxcuTM7Pz183ZMiQzy9cuCAwMjJiHQngX6vOSiZe+pSIiKRPckleWUJCE0v69ddfqaysjHE60HbTpk2TNWnSJPf777+fxToLACiW1o0EvtC4ceOx9vb2uZMnT8Yh0qDRKtJOPf8njgwcvUhgbPHsI44jc3NzdsFA6/36668UHx9Pbdu27cg6CwAontaWQIlEwrdt27bt0aNH6eeff9au3S+gM2TV5VSV/qwE2g5ZQraDFhLHcYxTgS7Izs6mCRMmUHBw8OiYmJi7rPMAgOJpbQkkIoqJiXkQHBw8fNKkSdzt27dZxwF4a9ytE8RLa8jQxY8MHcV/FMCGptj5DspTW1tLAwcOlH/00Uf7ly9fvoF1HgBQDq1cE/hny5Yt21pQUPBx//79+yUlJQkMDAxYRwJ4IzzPk9mdE0REtPmbMPr0UzymFVRj9uzZMgMDg+KmTZv2Y50FAJRHq0cCX3Bzc/vU3Ny8cMaMGVgfCBrj9OnTdOPGDbK1taW+ffuyjgM6Ij4+nrZv386999577SUSCb5nAmgxnSiBEomE79ChQ+CuXbu4uLg41nEA3sh///tfIiL6/PPPSU9Pj3Ea0AUPHjygkSNH0ieffPIVjoMB0H5a98SQV5kyZcrY7du3//fixYvk5IRD70F9FRYWkqOjI9XU1NDt27fJ1dWVdSTQcjKZjLp06SJ3dHT8ffv27V1Y5wEA5dOJkcAXvv322x+6du16uH///vKnT5+yjgPwUps2bfr/9u41Kspy7+P4f2YARQ6KIIIIISdRUtFIcGcIDqApoBhZQFvS7NmUaZJFKqdhxgGS2B52rDTcWkqJmQvNYw8qbUQ8oKApCGiKiJwClDMMM/f9vNhbH9tZaSLXDPP7rOVKzRffN7p+65q5r5u6u7vJz88PAxD6RExMjEqhULQ5OTn5sW4BgL6hVSOQiMjR0XGWvr7+zxERESptOgUFzcHz/P2Pgv/2t78xrgFtkJmZyX/99dcCsVjsnpCQ0MO6BwD6htaNQIlEopo6deqE06dPqzZu3Ij3C4Payc3NpbKyMrK0tCR/f3/WOdDPFRYW0tKlSwXBwcGvyeXyUtY9ANB3+v0VMQ8jk8nqFAqFT2Ji4r/Gjh1Lvr6+rJMA7rOysqKIiAiytbXFAyHwVNXV1dHcuXP5efPmpaampu5m3QMAfUurHgz5b8uWLVu+a9eudSdPniQHBwfWOaDGeJ7HmzqgX+nu7iYvLy/umWeeOZmZmenJugcA+p7WfRz8oI0bN66fNWvWzoCAAL6lpYV1DqiphoYG+uCDD1hnAPQanucpIiJCNXDgwJ+dnZ3xJDCAltLqk8B7AgMDryiVSsf9+/eLRCIR6xxQIx0dHSQWi6miooKqq6txGgj9woYNG7hNmzYpg4ODbWQyWR3rHgBgQ6tPAu+ZOHHipIaGho7Vq1fjdny4T6lUUkhICJ0+fZpqa2upurqadRLAE8vOzqakpCTBnDlzxBiAANoNI5CIEhISOn19fd127dpFW7duxdEoEM/z9O6779KDb5g5d+4cwyKAJ1dcXEyvv/46zZ8/f3lycnIe6x4AYAsj8D/kcnn5K6+8ErBq1So6cOAA6xxgLDEx8f5dffdgBIImu3XrFs2cOZMPDAzctHHjxo2sewCAPYzAB6SkpBwODQ1dvHDhQsrPz2edA4x88cUXFBMT86vfxwgETdXY2Eh+fn68l5fXgfT09LdZ9wCAesCDIQ+xZMmS6G+//XZNTk4OjR07lnUO9KEjR46Qv78/qVS//nqomZkZ1dfX4+EQ0CgdHR3k7e3NjRw5smjPnj1urHsAQH3gJPAh0tLS5AEBAZtnzpzJ37p1i3UO9JHz589TcHDwQwcg0b+viqmsrOzjKoA/r6enh4KDg1VDhgy5NW7cOHfWPQCgXjACf8OWLVsiPD09D8+YMYNvampinQN9QKVS0VdffUW7d++mnTt3ko2NDRERCYX//9ekoKCAVR7AY+F5nhYvXqxqaWlp9vDwGCORSHD7AQD8Akbg78jIyJjt7Ox8Yfbs2VxHRwfrHHjKJk+eTLJLg+iDc/oUdUZElVW3iQRCsnjzMzJzm0VCoRDfCwSNsXLlStWFCxcU3t7ezgkJCZ2sewBA/WAE/oHx48c/b2xsXDV//nxVT08P6xx4yhraFERE1Fl5iYhTkZ6FI+kOtSID8Tv0448/kqmpKeNCgD+2fv16bs+ePby/v7+rTCb7mXUPAKgnjMA/IJFIVB4eHs7Nzc13Q0NDVUqlknUSPGU8z9Gd/00jIiJVexPxPEdERC4uLvThhx+yTAP4Q5s3b+ZSU1MpODh4mlwuL2fdAwDqCyPwESQkJHR6e3vbV1dXt/z1r39V/daDA9A/cB3NpGr79/dAVa2NxHU0My4CeDT//Oc/eZlMRqGhoT7Jycm45woAfhdG4COSSqXNYrHYvqKioi08PBxDsB/jHjjtHWA1hoSDhjCsAXg0X3zxBR8XF8eHhobO+Pjjj3NY9wCA+sMIfAxSqfSOj4+PfXl5eceiRYswBPup7sqLREQ08BlXGh6ajHsBQe1t376dX716NYWGhvqvXbv2KOseANAMGIGPSSaTNc6YMcO+tLS0HSeC/Y+ZoR51VhQREZG+w+T7A9DMUI9lFsBv2rZtG79y5UoKCwubk5KScph1DwBoDrwx5E+KjY01PXr06E+2traGO3bsEOno6LBOgl7AcRxZWlpSfX09lZSU0JgxY1gnAfym9PR0XiKR8KGhobNTUlKOsO4BAM2Ck8A/SSaTNfr6+o6qrKxsCQkJwfUx/cSlS5eovr6erKysyNnZmXUOwG/atGkTn5CQwIeFhfliAALAn4ER+ASkUukdsVg8qra29u7cuXNVuFBa82VnZxMRka+vL74LCGqJ53lau3Ytl5iYyIeFhU1fu3btcdZNAKCZMAKfkFQqbZ4+fbq1Uqm8LRaLObxiTrM9OAIB1A3HcRQZGanaunWrMiwsbPLHH3/8L9ZNAKC58J3AXiKRSEQ//vhjQWlpqev3338vsLa2Zp0Ej6mrq4tMTEyoq6uL6urqyNzcnHUSwH0KhYLCw8NVV69e7Zw5c+a4NWvWVLBuAgDNhhHYy15//fWDubm5Lx05ckQwduxY1jnwGI4dO0Y+Pj40YcIEunDhAuscgPtaW1tp3rx5qp6eniZPT8/RUqn0DusmANB8+Di4l2VkZMz28/P73Nvbm/LzcWG/Jjl69N/Xq+GjYFAn9fX15OXlxenp6V2fNm2aNQYgAPQWnAQ+JUuWLIn95ptvpNu2bSN/f3/WOfAImpubKScnhxwdHcnFxYV1DgDduHGD/Pz8+EmTJuWPGTPmRYlEgn+wAaDXYAQ+RZGRkYu+/vrrLUlJSbRo0SI8agoAj+zixYs0a9Ys3sfH59svv/xyPuseAOh/8HHwU7Ru3bqtCxYsmCWVSrmoqCi8XQQAHsm+ffvIx8eH/P3912EAAsDTgpPAPhAdHe2UnZ19zszMbFBmZqbI2NiYdRIAqCGe50kmk6k2b94smD9//pvr1q37gnUTAPRfGIF9JD4+Xr+oqKjw6tWro/fv3y9wcHBgnQQAaqS9vZ3eeOMNVXl5uWLWrFkvJCUlFbFuAoD+DSOwjy1cuPDrQ4cOhXz11Vfk4+PDOgcA1EBlZSUFBgZyw4cPv+Xu7j5BKpU2s24CgP4P3wnsY9u2bQt99dVX3wsLC+M3bNjAYYQDaLe8vDxyd3fnx40bd2jKlCmjMAABoK/gJJCRjz766MXvvvvuqIeHh2jTpk2iAQMGsE4CgD6Wnp7Or169mubPnx+flpYmY90DANoFI5Ch2NjY4Xl5eRc7OzuH7d69W4hXzQFoh66uLoqMjFRlZ2fzQUFBgSkpKYdZNwGA9sHHwQzJZLK6adOmWdnb2x91c3Oj7777jnUSADxl5eXl5O7uzpWVlf382muvOWAAAgArOAlUE8uXL/+fPXv2fBYUFMSnpKTg42GAfigjI4OPjIwUzJ49e5etrW0I3gACACxhBKqR6Ohou5MnT55uaWkx3b17t9De3p51EgD0gvb2dlqyZIkqLy+PnzNnTmhqaupu1k0AAPg4WI3I5fLrXl5ew8eNG5fl4eFBmZmZWOgAGu7y5cvk5ubG19bWVoWEhIzEAAQAdYGTQDX1/vvvh2VlZX3p4+NDGzduFOnr67NOAoDHwPM8paen89HR0YI5c+Zs2bJly1usmwAAHoQRqMZiYmKszpw5c6ampsYyIyND6OrqyjoJAB5BY2MjRUREqC5fvqzy9/efl5KScpB1EwDAf8PHwWpszZo1t1944QVrDw+Prb6+vnxcXBynUChYZwHA78jKyqJnn32WVyqVl1955RULDEAAUFc4CdQQq1atei4vL+/75uZmk+3bt+NUEEDNNDY20pIlS1Rnz56lgICApRs2bPiMdRMAwO/BSaCGSEpKOi8Wi4dNnjwZp4IAaube6V93d/flsLCw4RiAAKAJcBKogXAqCKAecPoHAJoMJ4EaCKeCAOzh9A8ANB1OAjXcvVPBxsZGk7S0NKG3t/dD/9w333xD+fn5lJSURLhuBuC3bd26lYqLiyk1NfWh/7+iooKWLVumKi4u5v39/Zdh/AGApsJJoIa7dyro6emZEh4ezr366quq27dv/+LPdHR00IoVK+jEiROkp6fHqBRAM5SVldHf//53Kigo+MXvd3V1kVQq5dzc3MjAwCA3LCzMDAMQADQZTgL7kdjYWNOysrL9x48fnxIVFcUtX75cqKenRxKJhBISEujEiRM0depU1pkAaq2lpYWcnJzIzs6OTp48SQKBgA4ePEjLli3jbWxs6t3d3eclJyfns+4EAHhSGIH9UFRUlE9+fv6uhoYGk7i4OMHixYspMDCQMjMzWacBaIRt27bRokWLaN26dXTs2DFVSUkJP3PmzPi0tLRE1m0AAL0FI7Cfkkgkgrq6ujXbt29f1dXVJcjPzyd3d3fWWQAaob29nRwdHamuro6CgoKOjx07dq5UKm1l3QUA0JswAvs5S0vLl8zNzTfcvn3b8Z133uE++OADobGxMessALXEcRzt3LmTYmJieBMTk6ampqZNN2/ejON5nmPdBgDQ2/BgSD9XU1Nz+OLFi06LFy9+8ezZs7ecnJxo/fr1fHd3N+s0ALXB8zwdOnSIXF1duZSUlM6AgID3CwsLzSoqKmIwAAGgv8JJoJZZsWLFywUFBZtv3rw5VCaTCcLCwkgkErHOAmDm1KlTFBUVpaqtreXFYnGqhYXFKolEgn8YAaDfwwjUUu+9996SEydOfKxQKPSTkpKE/v7+JBAIWGcB9JmSkhJauXKlqrCwUODn5/eltbX12wkJCTgiBwCtgRGoxf7z8IgsJycnaujQocK1a9eKcIUM9HeVlZUUGxurOnTokHDGjBkH7ezsFkil0jusuwAA+hpGIFB8fLxuVVVVWnZ29pv29vZ8dHS0SCwW42QQ+pXy8nJKTk5W7d27VyQWi0+PHj36tTVr1txk3QUAwApGINwXHx+vX1VVteHEiRNvGBkZiVavXi0MCgoioRDPD4HmKioqIrlcrvrhhx+EYrE4z8HBYZFcLr/GugsAgDWMQPgViUQiqq2tlZ86deq9rq6uAStXrhSEhYXhlXOgMXiep9zcXJLL5ari4mLh9OnTD9ja2r4lk8nqWLcBAKgLjED4TRKJRNDY2Lji3LlzsVVVVUYrVqygt956S2BgYMA6DeChOI6jgwcPklwu5+rr6/lp06ZlWFtbL8VFzwAAv4YRCI8kMjIy/MKFC2tLSkrM33zzTS4iIkJoY2PDOguAiIja2tooIyOD/8c//sETUc8LL7zwmaWlZVRCQkIP6zYAAHWFEQiP5cMPP5x57dq1tbm5ueOmTJmiXLp0qY6vry++NwhMlJSUUFpammrnzp2iCRMm1Lu4uHxiZmb2Ce75AwD4YxiB8KfExsYOq6qqSi0oKHi1q6tL9+2336aFCxcKhg4dyjoN+rmenh7au3cvffrpp6qysjKhp6fnSTs7uxXJyclnWbcBAGgSjEB4IhKJRHD37t3FV65ciTl79qzNnDlzVO+++67Izc2NdRr0M1VVVfT5559z6enpAmtr63ZXV9ctFhYWMVKptJ11GwCAJsIIhF4THR3tfOPGjXV5eXl+JiYmtGDBAkFISIhgxIgRrNNAQ3V0dNC+ffto+/btyjNnzuhMnTr1ipOT08pPPvnkO9ZtAACaDiMQel18fLxuU1PT0p9++mnJqVOn7CZOnKgKDw8XBQUFkbGxMes8UHNKpZKOHz9OO3bsUB44cEDHxcXljrOzc6alpWUCrngBAOg9GIHwVMXFxZnU1dXFlJWVLSgqKjLz8/NThoeH68yYMYN0dXVZ54Ga4HmeCgsLaceOHapdu3aJzM3Nu8aPH3/Y2to6PjEx8RLrPgCA/ggjEPpMdHS0w+3btxMuX7489+bNm4NefvllVXBwsMjT0xMXUWshnufp0qVLlJWVxe3cuZO6u7v5559//tQzzzwjT0lJOcK6DwCgv8MIBCY++uijFysrK2NKS0tfrKio0Pfx8VEGBQXpvPTSS2RiYsI6D54ShUJBubm5tHfvXtX+/fuFAoGAc3V1Lba1tf10yJAhW3C1CwBA38EIBOZWrVo1oba2NvL69ev+RUVFphMnTlTNnTtXGBgYKLC3t2edB0+oqamJDh8+TFlZWcpjx47pjBo1qnP06NEnrKys0gwNDfdj+AEAsIERCGolNjbWtKGh4b1bt26FFBQU2A8dOpQPCAig6dOnC6dOnUqGhoasE+EPKJVKKiwspJycHP7gwYPcxYsXRZMmTWoYNWrUfgsLi9TExMRi1o0AAIARCGpMIpGImpubw6urq8MrKiomFRcXG7q4uKi8vb0F06dPF/7lL3/BKFQDSqWSioqKKCcnhz9+/Ljq1KlTOlZWVj2Ojo5lI0aMyBo2bNg6qVR6h3UnAAD8EkYgaIy4uDiTO3fuvFFXVzf3xo0bz125csXg2WefvT8Kp0yZglHYB5RKJV24cOEXo8/S0rLHycmp3MLC4rCZmVm6XC4vZ90JAAC/DyMQNFZsbKzp3bt3w+vq6oJu3Lgxqbi4eJCNjQ03adIkbvLkyTrPPfccTZw4Ua2H4fLly4mIaP369YxLHk6pVFJJSQmdO3eOCgoKVOfPn6fi4mLRyJEje0aPHn3N0tLykKmp6dbExMQS1q0AAPB4MAKh34iPj9dva2sLbGpqmtnQ0OBRWVlpe/Xq1YH/PQzHjx9PgwcPZp1LREReXl5ERPTDDz8w7SAi6u7uptLSUjp//vwvBt+IESOUdnZ2tWZmZoWmpqbZxsbGWWvWrLnNuhcAAJ4MRiD0aw8Ow8bGxvvD0MjIiOzt7VWjR4/mx4wZo+Pk5EROTk5kb2/fp3cW9vUI5DiOqqqqqLy8nMrKyqi0tFRVVlbGX7t2TVRdXS2wtrZW2tnZ1Q4bNuz80KFDjw4ePHiPTCar6ZM4AADoUxiBoHUkEomgu7t7Ultb27TW1tbnmpubxzY2NtpUVVUNrq6uFllZWfEODg4qe3t7gZWVlcjS0pJGjBhB9/5rampKQqGwV1p6cwTyPE+tra1UXV1NNTU1VFNTQ9XV1VRdXc1VVFRw5eXlwuvXrwuHDBnCW1tbt5ubm9cYGxuXDh48uMjQ0PCkvr7+iYSEhM4nDgEAAI2AEQjwgLi4OIPOzs4X29ra/tLW1ja2s7NzZHt7u0VLS8uQpqamQfX19bqtra1kbm7OW1pachYWFvzw4cMFxsbGAmNjY6GRkREZGRmRoaEh3fv5vV8bGhqSjo4OCYXC+z8CAgKIiGjfvn3Ecdz9Hx0dHdTa2kqtra3U1tZ2/+f3ft3S0sK1tLTwDQ0NfE1NjaC2tlZYW1srEAgENHz4cJWpqWnXkCFDmg0MDOoHDRpUZWBgcN3Q0PCMgYFBDk72AACACCMQ4LHFxcUNVigU47q6usZ0dnY6dXd3j1AoFIN7enqMlEqlcU9Pj1F3d/cghUIxoLOzc0BnZ6duR0eHqKOjQ6hSqYjjOOJ5XsBxHLW3t5NAICADAwMSCoW8UCgkgUBA+vr6/KBBg5T6+vpKfX19xcCBA7v19PQ69fT02nR0dFp0dXVbdHV1WwcMGFCvr69/bcCAAaUDBw68iIEHAACPCiMQAAAAQAv1zhebAAAAAECjYAQCAAAAaCGMQAAAAAAthBEIAAAAoIUwAgEAAAC0EEYgAAAAgBbCCAQAAADQQhiBAAAAAFoIIxAAAABAC2EEAgAAAGghjEAAAAAALYQRCAAAAKCFMAIBAAAAtBBGIAAAAIAWwggEAAAA0EIYgQAAAABa6P8AYrhW5264MZgAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "s.hoeppner(f, label=repr(f))\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that ``fault`` method is used, when data are passed directly to ``StereoNet`` instance" - ] - }, - { - "cell_type": "code", - "execution_count": 64, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = Fault(120, 60, 110, 58, -1)\n", - "StereoNet(f, f.m, f.d, f.p, f.t);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## StereoGrid class\n", - "``StereoGrid`` class allows to visualize any scalar field on StereoNet. Internally it is used for plotting contour diagrams, but it exposes ``apply_func`` method to calculate scalar field by any user-defined function. Function must accept three element ``numpy.array`` as first argument passed from grid points of ``StereoGrid``." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Following example defines function to calculate resolved shear stress on plane from given stress tensor. ``StereoGrid`` is used to calculate this value over all directions and finally values are plotted by ``StereoNet``" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "S = Stress([[-10, 2, -3],[2, -5, 1], [-3, 1, 2]])\n", - "d = StereoGrid()\n", - "d.apply_func(S.shear_stress)\n", - "s = StereoNet()\n", - "s.contourf(d, 10, legend=True)\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The ``FaultSet`` provide also ``amgmech`` method which provide access to Angelier dihedra method. Results are stored in ``StereoGrid``. Default behavior is to calculate counts (positive in extension, negative in compression)" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = FaultSet.examples('MELE')\n", - "StereoNet(f.angmech());" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Setting method to 'probability', maximum likelihood estimate is calculated." - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "f = FaultSet.examples('MELE')\n", - "StereoNet(f.angmech(method='probability'));" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Fabric plots\n", - "Tensor-type objects (``Ortensor``, ``Ellipsoid``) could be visualized in several specialized plots. ``FlinnPlot`` class provide classical Flinn's deformation diagram, ``RamsayPlot`` class provide Ramsay modification of Flinn's deformation diagram, ``VollmerPlot`` class provide triangular fabric plot (Vollmer, 1989) and ``HsuPlot`` class provide Hsu fabric diagram using natural strains." - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [], - "source": [ - "g1 = Group.examples('B2')\n", - "g2 = Group.examples('B4')\n", - "g3 = Group.uniform_lin(name='Uniform')" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "L = VelGrad.from_comp(xx=-2, zz=2)\n", - "Eevol = [E.transform(L.defgrad(t/50)) for t in range(50)]\n", - "r = FlinnPlot()\n", - "r.path(Eevol)\n", - "r.plot(E, 'ro')\n", - "r.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "L = VelGrad.from_comp(xx=-2, zz=2)\n", - "Eevol = [E.transform(L.defgrad(t/50)) for t in range(50)]\n", - "r = RamsayPlot()\n", - "r.path(Eevol)\n", - "r.plot(E, 'ro')\n", - "r.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "ot = g3.ortensor\n", - "otevol = [g3.transform(L.defgrad(t/50)).ortensor for t in range(50)]\n", - "f = VollmerPlot()\n", - "f.path(otevol)\n", - "f.plot(ot, 'ro')\n", - "f.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "L = VelGrad.from_comp(xx=-2, zz=2)\n", - "Eevol = [E.transform(L.defgrad(t/50)) for t in range(50)]\n", - "r = HsuPlot()\n", - "r.path(Eevol)\n", - "r.plot(E, 'ro')\n", - "r.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Cluster class\n", - "``Cluster`` class provide access to **scipy** hierarchical clustering. Distance matrix is calculated as mutual angles of features within Group keeping axial and/or vectorial nature in mind. ``Cluster.explain`` method allows to explore explained variance versus number of clusters relation. Actual cluster is done by ``Cluster.cluster`` method, using distance or maxclust criterion. Using of ``Cluster`` is explained in following example. We generate some data and plot dendrogram" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "g1 = Group.randn_lin(mean=Lin(45,30))\n", - "g2 = Group.randn_lin(mean=Lin(320,56))\n", - "g3 = Group.randn_lin(mean=Lin(150,40))\n", - "g = g1 + g2 + g3\n", - "cl = Cluster(g)\n", - "cl.dendrogram(no_labels=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can explore evolution of within-groups variance versus number of clusters on Elbow plot (Note change in slope for three clusters)" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "cl.elbow()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally we can do clustering and plot created clusters" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[L:148/42, L:317/55, L:45/26]" - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cl.cluster(maxclust=3)\n", - "cl.R.data # Restored centres of clusters" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "StereoNet(*cl.groups);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Some tricks" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Double cross products are allowed but not easy to understand.\n", - "\n", - "For example ``p**l**p`` is interpreted as ``p**(l**p)``: a) ``l**p`` is plane defined by ``l`` and ``p`` normal b) intersection of this plane and ``p`` is calculated" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "p = Fol(250,40)\n", - "l = Lin(160,25)\n", - "StereoNet(p, l, l**p, p**l, l**p**l, p**l**p);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "``Pair`` class could be used to correct measurements of planar linear features which should spatialy overlap" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "18.889520432245405" - ] - }, - "execution_count": 82, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pl = Pair(250, 40, 160, 25)\n", - "pl.misfit" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "s = StereoNet()\n", - "s.plane(Fol(250, 40), 'b', label='Original')\n", - "s.line(Lin(160, 25), 'bo', label='Original')\n", - "s.plane(pl.fol, 'g', label='Corrected')\n", - "s.line(pl.lin, 'go', label='Corrected')\n", - "s.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "``StereoNet`` has method ``arrow`` to draw arrow. Here is example of Hoeppner plot for variable fault orientation within given stress field" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "S = Stress([[-8, 0, 0],[0, -5, 0],[0, 0, -1]]).rotate(Lin(90,45), 45)\n", - "d = StereoGrid(npoints=300)\n", - "s = StereoNet()\n", - "s.tensor(S)\n", - "for dc in d.dcgrid:\n", - " f = S.fault(dc)\n", - " s.arrow(f.fvec, f.lvec, f.sense)\n", - "s.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/notebooks/01_apsg_basics.ipynb b/docs/notebooks/01_apsg_basics.ipynb index d2d2f28..2061f92 100644 --- a/docs/notebooks/01_apsg_basics.ipynb +++ b/docs/notebooks/01_apsg_basics.ipynb @@ -33,10 +33,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:40.347242Z", - "iopub.status.busy": "2022-11-15T00:28:40.346965Z", - "iopub.status.idle": "2022-11-15T00:28:40.928679Z", - "shell.execute_reply": "2022-11-15T00:28:40.928132Z" + "iopub.execute_input": "2022-11-22T08:21:09.748604Z", + "iopub.status.busy": "2022-11-22T08:21:09.748036Z", + "iopub.status.idle": "2022-11-22T08:21:10.502282Z", + "shell.execute_reply": "2022-11-22T08:21:10.501704Z" }, "scrolled": true }, @@ -58,10 +58,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:40.931557Z", - "iopub.status.busy": "2022-11-15T00:28:40.931281Z", - "iopub.status.idle": "2022-11-15T00:28:40.934123Z", - "shell.execute_reply": "2022-11-15T00:28:40.933654Z" + "iopub.execute_input": "2022-11-22T08:21:10.504435Z", + "iopub.status.busy": "2022-11-22T08:21:10.504239Z", + "iopub.status.idle": "2022-11-22T08:21:10.506635Z", + "shell.execute_reply": "2022-11-22T08:21:10.506230Z" } }, "outputs": [], @@ -82,10 +82,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:40.936405Z", - "iopub.status.busy": "2022-11-15T00:28:40.936215Z", - "iopub.status.idle": "2022-11-15T00:28:40.939426Z", - "shell.execute_reply": "2022-11-15T00:28:40.938971Z" + "iopub.execute_input": "2022-11-22T08:21:10.508209Z", + "iopub.status.busy": "2022-11-22T08:21:10.508087Z", + "iopub.status.idle": "2022-11-22T08:21:10.510703Z", + "shell.execute_reply": "2022-11-22T08:21:10.510293Z" } }, "outputs": [ @@ -116,10 +116,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:40.970684Z", - "iopub.status.busy": "2022-11-15T00:28:40.970103Z", - "iopub.status.idle": "2022-11-15T00:28:40.973931Z", - "shell.execute_reply": "2022-11-15T00:28:40.973424Z" + "iopub.execute_input": "2022-11-22T08:21:10.592618Z", + "iopub.status.busy": "2022-11-22T08:21:10.592414Z", + "iopub.status.idle": "2022-11-22T08:21:10.595045Z", + "shell.execute_reply": "2022-11-22T08:21:10.594623Z" } }, "outputs": [ @@ -150,10 +150,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:40.976448Z", - "iopub.status.busy": "2022-11-15T00:28:40.976228Z", - "iopub.status.idle": "2022-11-15T00:28:40.984915Z", - "shell.execute_reply": "2022-11-15T00:28:40.984140Z" + "iopub.execute_input": "2022-11-22T08:21:10.596691Z", + "iopub.status.busy": "2022-11-22T08:21:10.596538Z", + "iopub.status.idle": "2022-11-22T08:21:10.602154Z", + "shell.execute_reply": "2022-11-22T08:21:10.601846Z" } }, "outputs": [ @@ -185,10 +185,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:40.987808Z", - "iopub.status.busy": "2022-11-15T00:28:40.987603Z", - "iopub.status.idle": "2022-11-15T00:28:40.991382Z", - "shell.execute_reply": "2022-11-15T00:28:40.990934Z" + "iopub.execute_input": "2022-11-22T08:21:10.603858Z", + "iopub.status.busy": "2022-11-22T08:21:10.603616Z", + "iopub.status.idle": "2022-11-22T08:21:10.606119Z", + "shell.execute_reply": "2022-11-22T08:21:10.605833Z" } }, "outputs": [ @@ -212,10 +212,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:40.993454Z", - "iopub.status.busy": "2022-11-15T00:28:40.993265Z", - "iopub.status.idle": "2022-11-15T00:28:40.997028Z", - "shell.execute_reply": "2022-11-15T00:28:40.996446Z" + "iopub.execute_input": "2022-11-22T08:21:10.607783Z", + "iopub.status.busy": "2022-11-22T08:21:10.607491Z", + "iopub.status.idle": "2022-11-22T08:21:10.609841Z", + "shell.execute_reply": "2022-11-22T08:21:10.609555Z" } }, "outputs": [ @@ -239,10 +239,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:40.999042Z", - "iopub.status.busy": "2022-11-15T00:28:40.998856Z", - "iopub.status.idle": "2022-11-15T00:28:41.002477Z", - "shell.execute_reply": "2022-11-15T00:28:41.002022Z" + "iopub.execute_input": "2022-11-22T08:21:10.611402Z", + "iopub.status.busy": "2022-11-22T08:21:10.611139Z", + "iopub.status.idle": "2022-11-22T08:21:10.613638Z", + "shell.execute_reply": "2022-11-22T08:21:10.613355Z" } }, "outputs": [ @@ -273,10 +273,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.004820Z", - "iopub.status.busy": "2022-11-15T00:28:41.004579Z", - "iopub.status.idle": "2022-11-15T00:28:41.008908Z", - "shell.execute_reply": "2022-11-15T00:28:41.008133Z" + "iopub.execute_input": "2022-11-22T08:21:10.615186Z", + "iopub.status.busy": "2022-11-22T08:21:10.615064Z", + "iopub.status.idle": "2022-11-22T08:21:10.617489Z", + "shell.execute_reply": "2022-11-22T08:21:10.617203Z" } }, "outputs": [ @@ -300,10 +300,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.011731Z", - "iopub.status.busy": "2022-11-15T00:28:41.011475Z", - "iopub.status.idle": "2022-11-15T00:28:41.015390Z", - "shell.execute_reply": "2022-11-15T00:28:41.014868Z" + "iopub.execute_input": "2022-11-22T08:21:10.619120Z", + "iopub.status.busy": "2022-11-22T08:21:10.618850Z", + "iopub.status.idle": "2022-11-22T08:21:10.621271Z", + "shell.execute_reply": "2022-11-22T08:21:10.620984Z" } }, "outputs": [ @@ -334,10 +334,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.018177Z", - "iopub.status.busy": "2022-11-15T00:28:41.017966Z", - "iopub.status.idle": "2022-11-15T00:28:41.022042Z", - "shell.execute_reply": "2022-11-15T00:28:41.021548Z" + "iopub.execute_input": "2022-11-22T08:21:10.623039Z", + "iopub.status.busy": "2022-11-22T08:21:10.622749Z", + "iopub.status.idle": "2022-11-22T08:21:10.625210Z", + "shell.execute_reply": "2022-11-22T08:21:10.624919Z" } }, "outputs": [ @@ -361,10 +361,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.024230Z", - "iopub.status.busy": "2022-11-15T00:28:41.024056Z", - "iopub.status.idle": "2022-11-15T00:28:41.027600Z", - "shell.execute_reply": "2022-11-15T00:28:41.027073Z" + "iopub.execute_input": "2022-11-22T08:21:10.626756Z", + "iopub.status.busy": "2022-11-22T08:21:10.626579Z", + "iopub.status.idle": "2022-11-22T08:21:10.628938Z", + "shell.execute_reply": "2022-11-22T08:21:10.628618Z" } }, "outputs": [ @@ -395,10 +395,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.029652Z", - "iopub.status.busy": "2022-11-15T00:28:41.029470Z", - "iopub.status.idle": "2022-11-15T00:28:41.033424Z", - "shell.execute_reply": "2022-11-15T00:28:41.032977Z" + "iopub.execute_input": "2022-11-22T08:21:10.630645Z", + "iopub.status.busy": "2022-11-22T08:21:10.630385Z", + "iopub.status.idle": "2022-11-22T08:21:10.632780Z", + "shell.execute_reply": "2022-11-22T08:21:10.632488Z" } }, "outputs": [ @@ -429,10 +429,10 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.035861Z", - "iopub.status.busy": "2022-11-15T00:28:41.035353Z", - "iopub.status.idle": "2022-11-15T00:28:41.039754Z", - "shell.execute_reply": "2022-11-15T00:28:41.039136Z" + "iopub.execute_input": "2022-11-22T08:21:10.634466Z", + "iopub.status.busy": "2022-11-22T08:21:10.634167Z", + "iopub.status.idle": "2022-11-22T08:21:10.636605Z", + "shell.execute_reply": "2022-11-22T08:21:10.636321Z" } }, "outputs": [ @@ -463,10 +463,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.041930Z", - "iopub.status.busy": "2022-11-15T00:28:41.041743Z", - "iopub.status.idle": "2022-11-15T00:28:41.045811Z", - "shell.execute_reply": "2022-11-15T00:28:41.045327Z" + "iopub.execute_input": "2022-11-22T08:21:10.638337Z", + "iopub.status.busy": "2022-11-22T08:21:10.638056Z", + "iopub.status.idle": "2022-11-22T08:21:10.640484Z", + "shell.execute_reply": "2022-11-22T08:21:10.640198Z" } }, "outputs": [ @@ -497,10 +497,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.048062Z", - "iopub.status.busy": "2022-11-15T00:28:41.047893Z", - "iopub.status.idle": "2022-11-15T00:28:41.051750Z", - "shell.execute_reply": "2022-11-15T00:28:41.051187Z" + "iopub.execute_input": "2022-11-22T08:21:10.642237Z", + "iopub.status.busy": "2022-11-22T08:21:10.641953Z", + "iopub.status.idle": "2022-11-22T08:21:10.644548Z", + "shell.execute_reply": "2022-11-22T08:21:10.644254Z" } }, "outputs": [ @@ -539,10 +539,10 @@ "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.054172Z", - "iopub.status.busy": "2022-11-15T00:28:41.053986Z", - "iopub.status.idle": "2022-11-15T00:28:41.057653Z", - "shell.execute_reply": "2022-11-15T00:28:41.057192Z" + "iopub.execute_input": "2022-11-22T08:21:10.646447Z", + "iopub.status.busy": "2022-11-22T08:21:10.646157Z", + "iopub.status.idle": "2022-11-22T08:21:10.648717Z", + "shell.execute_reply": "2022-11-22T08:21:10.648425Z" } }, "outputs": [ @@ -573,10 +573,10 @@ "execution_count": 18, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.059925Z", - "iopub.status.busy": "2022-11-15T00:28:41.059700Z", - "iopub.status.idle": "2022-11-15T00:28:41.063338Z", - "shell.execute_reply": "2022-11-15T00:28:41.062853Z" + "iopub.execute_input": "2022-11-22T08:21:10.650459Z", + "iopub.status.busy": "2022-11-22T08:21:10.650158Z", + "iopub.status.idle": "2022-11-22T08:21:10.652632Z", + "shell.execute_reply": "2022-11-22T08:21:10.652348Z" } }, "outputs": [ @@ -615,10 +615,10 @@ "execution_count": 19, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.065532Z", - "iopub.status.busy": "2022-11-15T00:28:41.065376Z", - "iopub.status.idle": "2022-11-15T00:28:41.069089Z", - "shell.execute_reply": "2022-11-15T00:28:41.068583Z" + "iopub.execute_input": "2022-11-22T08:21:10.654463Z", + "iopub.status.busy": "2022-11-22T08:21:10.654181Z", + "iopub.status.idle": "2022-11-22T08:21:10.656749Z", + "shell.execute_reply": "2022-11-22T08:21:10.656456Z" } }, "outputs": [ @@ -644,10 +644,10 @@ "execution_count": 20, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.071277Z", - "iopub.status.busy": "2022-11-15T00:28:41.071107Z", - "iopub.status.idle": "2022-11-15T00:28:41.074915Z", - "shell.execute_reply": "2022-11-15T00:28:41.074450Z" + "iopub.execute_input": "2022-11-22T08:21:10.658379Z", + "iopub.status.busy": "2022-11-22T08:21:10.658096Z", + "iopub.status.idle": "2022-11-22T08:21:10.660645Z", + "shell.execute_reply": "2022-11-22T08:21:10.660362Z" } }, "outputs": [ @@ -680,10 +680,10 @@ "execution_count": 21, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.077185Z", - "iopub.status.busy": "2022-11-15T00:28:41.076985Z", - "iopub.status.idle": "2022-11-15T00:28:41.080592Z", - "shell.execute_reply": "2022-11-15T00:28:41.080058Z" + "iopub.execute_input": "2022-11-22T08:21:10.662373Z", + "iopub.status.busy": "2022-11-22T08:21:10.662075Z", + "iopub.status.idle": "2022-11-22T08:21:10.664493Z", + "shell.execute_reply": "2022-11-22T08:21:10.664205Z" } }, "outputs": [ @@ -714,10 +714,10 @@ "execution_count": 22, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.082706Z", - "iopub.status.busy": "2022-11-15T00:28:41.082521Z", - "iopub.status.idle": "2022-11-15T00:28:41.085909Z", - "shell.execute_reply": "2022-11-15T00:28:41.085465Z" + "iopub.execute_input": "2022-11-22T08:21:10.666213Z", + "iopub.status.busy": "2022-11-22T08:21:10.665932Z", + "iopub.status.idle": "2022-11-22T08:21:10.668399Z", + "shell.execute_reply": "2022-11-22T08:21:10.668116Z" } }, "outputs": [ @@ -748,10 +748,10 @@ "execution_count": 23, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.088230Z", - "iopub.status.busy": "2022-11-15T00:28:41.087902Z", - "iopub.status.idle": "2022-11-15T00:28:41.091398Z", - "shell.execute_reply": "2022-11-15T00:28:41.090908Z" + "iopub.execute_input": "2022-11-22T08:21:10.669969Z", + "iopub.status.busy": "2022-11-22T08:21:10.669848Z", + "iopub.status.idle": "2022-11-22T08:21:10.672261Z", + "shell.execute_reply": "2022-11-22T08:21:10.671961Z" } }, "outputs": [ @@ -782,10 +782,10 @@ "execution_count": 24, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.093679Z", - "iopub.status.busy": "2022-11-15T00:28:41.093512Z", - "iopub.status.idle": "2022-11-15T00:28:41.097012Z", - "shell.execute_reply": "2022-11-15T00:28:41.096555Z" + "iopub.execute_input": "2022-11-22T08:21:10.673998Z", + "iopub.status.busy": "2022-11-22T08:21:10.673717Z", + "iopub.status.idle": "2022-11-22T08:21:10.676179Z", + "shell.execute_reply": "2022-11-22T08:21:10.675898Z" } }, "outputs": [ @@ -816,10 +816,10 @@ "execution_count": 25, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.099053Z", - "iopub.status.busy": "2022-11-15T00:28:41.098894Z", - "iopub.status.idle": "2022-11-15T00:28:41.102411Z", - "shell.execute_reply": "2022-11-15T00:28:41.101953Z" + "iopub.execute_input": "2022-11-22T08:21:10.677865Z", + "iopub.status.busy": "2022-11-22T08:21:10.677686Z", + "iopub.status.idle": "2022-11-22T08:21:10.680201Z", + "shell.execute_reply": "2022-11-22T08:21:10.679912Z" } }, "outputs": [ @@ -858,10 +858,10 @@ "execution_count": 26, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.104742Z", - "iopub.status.busy": "2022-11-15T00:28:41.104549Z", - "iopub.status.idle": "2022-11-15T00:28:41.108449Z", - "shell.execute_reply": "2022-11-15T00:28:41.107992Z" + "iopub.execute_input": "2022-11-22T08:21:10.681969Z", + "iopub.status.busy": "2022-11-22T08:21:10.681745Z", + "iopub.status.idle": "2022-11-22T08:21:10.684505Z", + "shell.execute_reply": "2022-11-22T08:21:10.684219Z" } }, "outputs": [ @@ -886,10 +886,10 @@ "execution_count": 27, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.110563Z", - "iopub.status.busy": "2022-11-15T00:28:41.110386Z", - "iopub.status.idle": "2022-11-15T00:28:41.113694Z", - "shell.execute_reply": "2022-11-15T00:28:41.113237Z" + "iopub.execute_input": "2022-11-22T08:21:10.686048Z", + "iopub.status.busy": "2022-11-22T08:21:10.685891Z", + "iopub.status.idle": "2022-11-22T08:21:10.688316Z", + "shell.execute_reply": "2022-11-22T08:21:10.687964Z" } }, "outputs": [ @@ -920,10 +920,10 @@ "execution_count": 28, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.115896Z", - "iopub.status.busy": "2022-11-15T00:28:41.115723Z", - "iopub.status.idle": "2022-11-15T00:28:41.119312Z", - "shell.execute_reply": "2022-11-15T00:28:41.118825Z" + "iopub.execute_input": "2022-11-22T08:21:10.690032Z", + "iopub.status.busy": "2022-11-22T08:21:10.689777Z", + "iopub.status.idle": "2022-11-22T08:21:10.692179Z", + "shell.execute_reply": "2022-11-22T08:21:10.691893Z" } }, "outputs": [ @@ -954,10 +954,10 @@ "execution_count": 29, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.121471Z", - "iopub.status.busy": "2022-11-15T00:28:41.121290Z", - "iopub.status.idle": "2022-11-15T00:28:41.125307Z", - "shell.execute_reply": "2022-11-15T00:28:41.124851Z" + "iopub.execute_input": "2022-11-22T08:21:10.693827Z", + "iopub.status.busy": "2022-11-22T08:21:10.693675Z", + "iopub.status.idle": "2022-11-22T08:21:10.696536Z", + "shell.execute_reply": "2022-11-22T08:21:10.696248Z" } }, "outputs": [ @@ -988,10 +988,10 @@ "execution_count": 30, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.127569Z", - "iopub.status.busy": "2022-11-15T00:28:41.127377Z", - "iopub.status.idle": "2022-11-15T00:28:41.131305Z", - "shell.execute_reply": "2022-11-15T00:28:41.130843Z" + "iopub.execute_input": "2022-11-22T08:21:10.698266Z", + "iopub.status.busy": "2022-11-22T08:21:10.697995Z", + "iopub.status.idle": "2022-11-22T08:21:10.700857Z", + "shell.execute_reply": "2022-11-22T08:21:10.700531Z" } }, "outputs": [ @@ -1023,10 +1023,10 @@ "execution_count": 31, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.133577Z", - "iopub.status.busy": "2022-11-15T00:28:41.133406Z", - "iopub.status.idle": "2022-11-15T00:28:41.137504Z", - "shell.execute_reply": "2022-11-15T00:28:41.137044Z" + "iopub.execute_input": "2022-11-22T08:21:10.702432Z", + "iopub.status.busy": "2022-11-22T08:21:10.702282Z", + "iopub.status.idle": "2022-11-22T08:21:10.705230Z", + "shell.execute_reply": "2022-11-22T08:21:10.704925Z" } }, "outputs": [ @@ -1064,10 +1064,10 @@ "execution_count": 32, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.139772Z", - "iopub.status.busy": "2022-11-15T00:28:41.139596Z", - "iopub.status.idle": "2022-11-15T00:28:41.143288Z", - "shell.execute_reply": "2022-11-15T00:28:41.142840Z" + "iopub.execute_input": "2022-11-22T08:21:10.706884Z", + "iopub.status.busy": "2022-11-22T08:21:10.706734Z", + "iopub.status.idle": "2022-11-22T08:21:10.709412Z", + "shell.execute_reply": "2022-11-22T08:21:10.709118Z" } }, "outputs": [ @@ -1099,10 +1099,10 @@ "execution_count": 33, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.145460Z", - "iopub.status.busy": "2022-11-15T00:28:41.145253Z", - "iopub.status.idle": "2022-11-15T00:28:41.148891Z", - "shell.execute_reply": "2022-11-15T00:28:41.148440Z" + "iopub.execute_input": "2022-11-22T08:21:10.711067Z", + "iopub.status.busy": "2022-11-22T08:21:10.710840Z", + "iopub.status.idle": "2022-11-22T08:21:10.713428Z", + "shell.execute_reply": "2022-11-22T08:21:10.713139Z" } }, "outputs": [ @@ -1134,10 +1134,10 @@ "execution_count": 34, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.151016Z", - "iopub.status.busy": "2022-11-15T00:28:41.150846Z", - "iopub.status.idle": "2022-11-15T00:28:41.153754Z", - "shell.execute_reply": "2022-11-15T00:28:41.153238Z" + "iopub.execute_input": "2022-11-22T08:21:10.715008Z", + "iopub.status.busy": "2022-11-22T08:21:10.714857Z", + "iopub.status.idle": "2022-11-22T08:21:10.716838Z", + "shell.execute_reply": "2022-11-22T08:21:10.716539Z" } }, "outputs": [], @@ -1157,10 +1157,10 @@ "execution_count": 35, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.156007Z", - "iopub.status.busy": "2022-11-15T00:28:41.155825Z", - "iopub.status.idle": "2022-11-15T00:28:41.159534Z", - "shell.execute_reply": "2022-11-15T00:28:41.159008Z" + "iopub.execute_input": "2022-11-22T08:21:10.718467Z", + "iopub.status.busy": "2022-11-22T08:21:10.718316Z", + "iopub.status.idle": "2022-11-22T08:21:10.720932Z", + "shell.execute_reply": "2022-11-22T08:21:10.720637Z" } }, "outputs": [ @@ -1191,10 +1191,10 @@ "execution_count": 36, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.161929Z", - "iopub.status.busy": "2022-11-15T00:28:41.161736Z", - "iopub.status.idle": "2022-11-15T00:28:41.165603Z", - "shell.execute_reply": "2022-11-15T00:28:41.165126Z" + "iopub.execute_input": "2022-11-22T08:21:10.722522Z", + "iopub.status.busy": "2022-11-22T08:21:10.722369Z", + "iopub.status.idle": "2022-11-22T08:21:10.724960Z", + "shell.execute_reply": "2022-11-22T08:21:10.724645Z" } }, "outputs": [ @@ -1219,10 +1219,10 @@ "execution_count": 37, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.167680Z", - "iopub.status.busy": "2022-11-15T00:28:41.167518Z", - "iopub.status.idle": "2022-11-15T00:28:41.170863Z", - "shell.execute_reply": "2022-11-15T00:28:41.170391Z" + "iopub.execute_input": "2022-11-22T08:21:10.726900Z", + "iopub.status.busy": "2022-11-22T08:21:10.726657Z", + "iopub.status.idle": "2022-11-22T08:21:10.728960Z", + "shell.execute_reply": "2022-11-22T08:21:10.728670Z" } }, "outputs": [ @@ -1254,10 +1254,10 @@ "execution_count": 38, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.173103Z", - "iopub.status.busy": "2022-11-15T00:28:41.172937Z", - "iopub.status.idle": "2022-11-15T00:28:41.176977Z", - "shell.execute_reply": "2022-11-15T00:28:41.176269Z" + "iopub.execute_input": "2022-11-22T08:21:10.730543Z", + "iopub.status.busy": "2022-11-22T08:21:10.730390Z", + "iopub.status.idle": "2022-11-22T08:21:10.733094Z", + "shell.execute_reply": "2022-11-22T08:21:10.732806Z" } }, "outputs": [ @@ -1282,10 +1282,10 @@ "execution_count": 39, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.179620Z", - "iopub.status.busy": "2022-11-15T00:28:41.179394Z", - "iopub.status.idle": "2022-11-15T00:28:41.184252Z", - "shell.execute_reply": "2022-11-15T00:28:41.183636Z" + "iopub.execute_input": "2022-11-22T08:21:10.734710Z", + "iopub.status.busy": "2022-11-22T08:21:10.734438Z", + "iopub.status.idle": "2022-11-22T08:21:10.737138Z", + "shell.execute_reply": "2022-11-22T08:21:10.736852Z" } }, "outputs": [ @@ -1310,10 +1310,10 @@ "execution_count": 40, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.186884Z", - "iopub.status.busy": "2022-11-15T00:28:41.186657Z", - "iopub.status.idle": "2022-11-15T00:28:41.190746Z", - "shell.execute_reply": "2022-11-15T00:28:41.190295Z" + "iopub.execute_input": "2022-11-22T08:21:10.738738Z", + "iopub.status.busy": "2022-11-22T08:21:10.738483Z", + "iopub.status.idle": "2022-11-22T08:21:10.741178Z", + "shell.execute_reply": "2022-11-22T08:21:10.740891Z" } }, "outputs": [ @@ -1345,10 +1345,10 @@ "execution_count": 41, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.192984Z", - "iopub.status.busy": "2022-11-15T00:28:41.192733Z", - "iopub.status.idle": "2022-11-15T00:28:41.196582Z", - "shell.execute_reply": "2022-11-15T00:28:41.196127Z" + "iopub.execute_input": "2022-11-22T08:21:10.742777Z", + "iopub.status.busy": "2022-11-22T08:21:10.742625Z", + "iopub.status.idle": "2022-11-22T08:21:10.745311Z", + "shell.execute_reply": "2022-11-22T08:21:10.745010Z" } }, "outputs": [ @@ -1380,10 +1380,10 @@ "execution_count": 42, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.198709Z", - "iopub.status.busy": "2022-11-15T00:28:41.198514Z", - "iopub.status.idle": "2022-11-15T00:28:41.201822Z", - "shell.execute_reply": "2022-11-15T00:28:41.201361Z" + "iopub.execute_input": "2022-11-22T08:21:10.746963Z", + "iopub.status.busy": "2022-11-22T08:21:10.746738Z", + "iopub.status.idle": "2022-11-22T08:21:10.749100Z", + "shell.execute_reply": "2022-11-22T08:21:10.748813Z" } }, "outputs": [ @@ -1414,10 +1414,10 @@ "execution_count": 43, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.204053Z", - "iopub.status.busy": "2022-11-15T00:28:41.203833Z", - "iopub.status.idle": "2022-11-15T00:28:41.207820Z", - "shell.execute_reply": "2022-11-15T00:28:41.207362Z" + "iopub.execute_input": "2022-11-22T08:21:10.750677Z", + "iopub.status.busy": "2022-11-22T08:21:10.750527Z", + "iopub.status.idle": "2022-11-22T08:21:10.753330Z", + "shell.execute_reply": "2022-11-22T08:21:10.753042Z" } }, "outputs": [ @@ -1448,10 +1448,10 @@ "execution_count": 44, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.210060Z", - "iopub.status.busy": "2022-11-15T00:28:41.209864Z", - "iopub.status.idle": "2022-11-15T00:28:41.213056Z", - "shell.execute_reply": "2022-11-15T00:28:41.212554Z" + "iopub.execute_input": "2022-11-22T08:21:10.754919Z", + "iopub.status.busy": "2022-11-22T08:21:10.754768Z", + "iopub.status.idle": "2022-11-22T08:21:10.757026Z", + "shell.execute_reply": "2022-11-22T08:21:10.756731Z" } }, "outputs": [], @@ -1471,10 +1471,10 @@ "execution_count": 45, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.215392Z", - "iopub.status.busy": "2022-11-15T00:28:41.215152Z", - "iopub.status.idle": "2022-11-15T00:28:41.218888Z", - "shell.execute_reply": "2022-11-15T00:28:41.218413Z" + "iopub.execute_input": "2022-11-22T08:21:10.758681Z", + "iopub.status.busy": "2022-11-22T08:21:10.758455Z", + "iopub.status.idle": "2022-11-22T08:21:10.760872Z", + "shell.execute_reply": "2022-11-22T08:21:10.760580Z" } }, "outputs": [ @@ -1498,10 +1498,10 @@ "execution_count": 46, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.220993Z", - "iopub.status.busy": "2022-11-15T00:28:41.220811Z", - "iopub.status.idle": "2022-11-15T00:28:41.224418Z", - "shell.execute_reply": "2022-11-15T00:28:41.223914Z" + "iopub.execute_input": "2022-11-22T08:21:10.762451Z", + "iopub.status.busy": "2022-11-22T08:21:10.762226Z", + "iopub.status.idle": "2022-11-22T08:21:10.764632Z", + "shell.execute_reply": "2022-11-22T08:21:10.764340Z" } }, "outputs": [ @@ -1532,10 +1532,10 @@ "execution_count": 47, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.226659Z", - "iopub.status.busy": "2022-11-15T00:28:41.226479Z", - "iopub.status.idle": "2022-11-15T00:28:41.229973Z", - "shell.execute_reply": "2022-11-15T00:28:41.229521Z" + "iopub.execute_input": "2022-11-22T08:21:10.766219Z", + "iopub.status.busy": "2022-11-22T08:21:10.766070Z", + "iopub.status.idle": "2022-11-22T08:21:10.768476Z", + "shell.execute_reply": "2022-11-22T08:21:10.768193Z" } }, "outputs": [ @@ -1559,10 +1559,10 @@ "execution_count": 48, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.232107Z", - "iopub.status.busy": "2022-11-15T00:28:41.231895Z", - "iopub.status.idle": "2022-11-15T00:28:41.235465Z", - "shell.execute_reply": "2022-11-15T00:28:41.234982Z" + "iopub.execute_input": "2022-11-22T08:21:10.769932Z", + "iopub.status.busy": "2022-11-22T08:21:10.769782Z", + "iopub.status.idle": "2022-11-22T08:21:10.772226Z", + "shell.execute_reply": "2022-11-22T08:21:10.771940Z" } }, "outputs": [ @@ -1593,10 +1593,10 @@ "execution_count": 49, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.237515Z", - "iopub.status.busy": "2022-11-15T00:28:41.237316Z", - "iopub.status.idle": "2022-11-15T00:28:41.240754Z", - "shell.execute_reply": "2022-11-15T00:28:41.240306Z" + "iopub.execute_input": "2022-11-22T08:21:10.773939Z", + "iopub.status.busy": "2022-11-22T08:21:10.773653Z", + "iopub.status.idle": "2022-11-22T08:21:10.776119Z", + "shell.execute_reply": "2022-11-22T08:21:10.775836Z" } }, "outputs": [ @@ -1620,10 +1620,10 @@ "execution_count": 50, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.242929Z", - "iopub.status.busy": "2022-11-15T00:28:41.242667Z", - "iopub.status.idle": "2022-11-15T00:28:41.246271Z", - "shell.execute_reply": "2022-11-15T00:28:41.245839Z" + "iopub.execute_input": "2022-11-22T08:21:10.777744Z", + "iopub.status.busy": "2022-11-22T08:21:10.777517Z", + "iopub.status.idle": "2022-11-22T08:21:10.780052Z", + "shell.execute_reply": "2022-11-22T08:21:10.779765Z" } }, "outputs": [ @@ -1647,10 +1647,10 @@ "execution_count": 51, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.248334Z", - "iopub.status.busy": "2022-11-15T00:28:41.248160Z", - "iopub.status.idle": "2022-11-15T00:28:41.252177Z", - "shell.execute_reply": "2022-11-15T00:28:41.251576Z" + "iopub.execute_input": "2022-11-22T08:21:10.781725Z", + "iopub.status.busy": "2022-11-22T08:21:10.781450Z", + "iopub.status.idle": "2022-11-22T08:21:10.784073Z", + "shell.execute_reply": "2022-11-22T08:21:10.783788Z" } }, "outputs": [ @@ -1674,10 +1674,10 @@ "execution_count": 52, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.254582Z", - "iopub.status.busy": "2022-11-15T00:28:41.254310Z", - "iopub.status.idle": "2022-11-15T00:28:41.258464Z", - "shell.execute_reply": "2022-11-15T00:28:41.257983Z" + "iopub.execute_input": "2022-11-22T08:21:10.785600Z", + "iopub.status.busy": "2022-11-22T08:21:10.785450Z", + "iopub.status.idle": "2022-11-22T08:21:10.788089Z", + "shell.execute_reply": "2022-11-22T08:21:10.787800Z" } }, "outputs": [ @@ -1701,10 +1701,10 @@ "execution_count": 53, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.260797Z", - "iopub.status.busy": "2022-11-15T00:28:41.260613Z", - "iopub.status.idle": "2022-11-15T00:28:41.264216Z", - "shell.execute_reply": "2022-11-15T00:28:41.263686Z" + "iopub.execute_input": "2022-11-22T08:21:10.789642Z", + "iopub.status.busy": "2022-11-22T08:21:10.789492Z", + "iopub.status.idle": "2022-11-22T08:21:10.791915Z", + "shell.execute_reply": "2022-11-22T08:21:10.791611Z" } }, "outputs": [ @@ -1728,10 +1728,10 @@ "execution_count": 54, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.266564Z", - "iopub.status.busy": "2022-11-15T00:28:41.266384Z", - "iopub.status.idle": "2022-11-15T00:28:41.269962Z", - "shell.execute_reply": "2022-11-15T00:28:41.269472Z" + "iopub.execute_input": "2022-11-22T08:21:10.793601Z", + "iopub.status.busy": "2022-11-22T08:21:10.793331Z", + "iopub.status.idle": "2022-11-22T08:21:10.795738Z", + "shell.execute_reply": "2022-11-22T08:21:10.795457Z" } }, "outputs": [ @@ -1762,10 +1762,10 @@ "execution_count": 55, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:41.272357Z", - "iopub.status.busy": "2022-11-15T00:28:41.272175Z", - "iopub.status.idle": "2022-11-15T00:28:41.276337Z", - "shell.execute_reply": "2022-11-15T00:28:41.275841Z" + "iopub.execute_input": "2022-11-22T08:21:10.797341Z", + "iopub.status.busy": "2022-11-22T08:21:10.797190Z", + "iopub.status.idle": "2022-11-22T08:21:10.800397Z", + "shell.execute_reply": "2022-11-22T08:21:10.800116Z" } }, "outputs": [ diff --git a/docs/notebooks/02_apsg_tensors.ipynb b/docs/notebooks/02_apsg_tensors.ipynb index 336bd18..5d8756f 100644 --- a/docs/notebooks/02_apsg_tensors.ipynb +++ b/docs/notebooks/02_apsg_tensors.ipynb @@ -12,10 +12,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:43.416315Z", - "iopub.status.busy": "2022-11-15T00:28:43.415583Z", - "iopub.status.idle": "2022-11-15T00:28:44.023167Z", - "shell.execute_reply": "2022-11-15T00:28:44.022565Z" + "iopub.execute_input": "2022-11-22T08:21:12.439034Z", + "iopub.status.busy": "2022-11-22T08:21:12.438228Z", + "iopub.status.idle": "2022-11-22T08:21:12.877464Z", + "shell.execute_reply": "2022-11-22T08:21:12.877061Z" } }, "outputs": [], @@ -38,10 +38,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.026436Z", - "iopub.status.busy": "2022-11-15T00:28:44.026026Z", - "iopub.status.idle": "2022-11-15T00:28:44.033825Z", - "shell.execute_reply": "2022-11-15T00:28:44.033436Z" + "iopub.execute_input": "2022-11-22T08:21:12.879597Z", + "iopub.status.busy": "2022-11-22T08:21:12.879417Z", + "iopub.status.idle": "2022-11-22T08:21:12.885459Z", + "shell.execute_reply": "2022-11-22T08:21:12.885110Z" } }, "outputs": [ @@ -69,10 +69,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.067981Z", - "iopub.status.busy": "2022-11-15T00:28:44.067206Z", - "iopub.status.idle": "2022-11-15T00:28:44.071800Z", - "shell.execute_reply": "2022-11-15T00:28:44.071281Z" + "iopub.execute_input": "2022-11-22T08:21:12.907024Z", + "iopub.status.busy": "2022-11-22T08:21:12.906868Z", + "iopub.status.idle": "2022-11-22T08:21:12.909984Z", + "shell.execute_reply": "2022-11-22T08:21:12.909633Z" } }, "outputs": [ @@ -107,10 +107,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.074626Z", - "iopub.status.busy": "2022-11-15T00:28:44.074343Z", - "iopub.status.idle": "2022-11-15T00:28:44.078332Z", - "shell.execute_reply": "2022-11-15T00:28:44.077898Z" + "iopub.execute_input": "2022-11-22T08:21:12.911732Z", + "iopub.status.busy": "2022-11-22T08:21:12.911545Z", + "iopub.status.idle": "2022-11-22T08:21:12.914380Z", + "shell.execute_reply": "2022-11-22T08:21:12.914034Z" } }, "outputs": [ @@ -143,10 +143,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.080789Z", - "iopub.status.busy": "2022-11-15T00:28:44.080596Z", - "iopub.status.idle": "2022-11-15T00:28:44.085321Z", - "shell.execute_reply": "2022-11-15T00:28:44.084773Z" + "iopub.execute_input": "2022-11-22T08:21:12.916010Z", + "iopub.status.busy": "2022-11-22T08:21:12.915889Z", + "iopub.status.idle": "2022-11-22T08:21:12.918693Z", + "shell.execute_reply": "2022-11-22T08:21:12.918351Z" } }, "outputs": [ @@ -177,10 +177,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.087552Z", - "iopub.status.busy": "2022-11-15T00:28:44.087346Z", - "iopub.status.idle": "2022-11-15T00:28:44.092527Z", - "shell.execute_reply": "2022-11-15T00:28:44.091922Z" + "iopub.execute_input": "2022-11-22T08:21:12.920422Z", + "iopub.status.busy": "2022-11-22T08:21:12.920235Z", + "iopub.status.idle": "2022-11-22T08:21:12.922974Z", + "shell.execute_reply": "2022-11-22T08:21:12.922631Z" } }, "outputs": [ @@ -207,10 +207,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.095503Z", - "iopub.status.busy": "2022-11-15T00:28:44.094995Z", - "iopub.status.idle": "2022-11-15T00:28:44.100555Z", - "shell.execute_reply": "2022-11-15T00:28:44.099963Z" + "iopub.execute_input": "2022-11-22T08:21:12.924596Z", + "iopub.status.busy": "2022-11-22T08:21:12.924444Z", + "iopub.status.idle": "2022-11-22T08:21:12.927253Z", + "shell.execute_reply": "2022-11-22T08:21:12.926910Z" } }, "outputs": [ @@ -252,10 +252,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.103648Z", - "iopub.status.busy": "2022-11-15T00:28:44.103071Z", - "iopub.status.idle": "2022-11-15T00:28:44.108267Z", - "shell.execute_reply": "2022-11-15T00:28:44.107570Z" + "iopub.execute_input": "2022-11-22T08:21:12.929020Z", + "iopub.status.busy": "2022-11-22T08:21:12.928900Z", + "iopub.status.idle": "2022-11-22T08:21:13.104916Z", + "shell.execute_reply": "2022-11-22T08:21:13.102850Z" } }, "outputs": [ @@ -290,10 +290,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.111014Z", - "iopub.status.busy": "2022-11-15T00:28:44.110758Z", - "iopub.status.idle": "2022-11-15T00:28:44.115325Z", - "shell.execute_reply": "2022-11-15T00:28:44.114747Z" + "iopub.execute_input": "2022-11-22T08:21:13.114473Z", + "iopub.status.busy": "2022-11-22T08:21:13.113770Z", + "iopub.status.idle": "2022-11-22T08:21:13.128337Z", + "shell.execute_reply": "2022-11-22T08:21:13.126111Z" } }, "outputs": [ @@ -328,10 +328,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.118273Z", - "iopub.status.busy": "2022-11-15T00:28:44.117737Z", - "iopub.status.idle": "2022-11-15T00:28:44.123988Z", - "shell.execute_reply": "2022-11-15T00:28:44.123268Z" + "iopub.execute_input": "2022-11-22T08:21:13.138071Z", + "iopub.status.busy": "2022-11-22T08:21:13.136524Z", + "iopub.status.idle": "2022-11-22T08:21:13.151829Z", + "shell.execute_reply": "2022-11-22T08:21:13.149651Z" } }, "outputs": [ @@ -359,10 +359,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.127196Z", - "iopub.status.busy": "2022-11-15T00:28:44.126860Z", - "iopub.status.idle": "2022-11-15T00:28:44.132626Z", - "shell.execute_reply": "2022-11-15T00:28:44.132006Z" + "iopub.execute_input": "2022-11-22T08:21:13.161232Z", + "iopub.status.busy": "2022-11-22T08:21:13.159524Z", + "iopub.status.idle": "2022-11-22T08:21:13.172855Z", + "shell.execute_reply": "2022-11-22T08:21:13.170955Z" } }, "outputs": [ @@ -393,10 +393,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.135534Z", - "iopub.status.busy": "2022-11-15T00:28:44.135063Z", - "iopub.status.idle": "2022-11-15T00:28:44.141752Z", - "shell.execute_reply": "2022-11-15T00:28:44.141207Z" + "iopub.execute_input": "2022-11-22T08:21:13.182308Z", + "iopub.status.busy": "2022-11-22T08:21:13.181131Z", + "iopub.status.idle": "2022-11-22T08:21:13.196498Z", + "shell.execute_reply": "2022-11-22T08:21:13.195442Z" } }, "outputs": [ @@ -424,10 +424,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.144831Z", - "iopub.status.busy": "2022-11-15T00:28:44.144350Z", - "iopub.status.idle": "2022-11-15T00:28:44.149166Z", - "shell.execute_reply": "2022-11-15T00:28:44.148473Z" + "iopub.execute_input": "2022-11-22T08:21:13.198166Z", + "iopub.status.busy": "2022-11-22T08:21:13.198013Z", + "iopub.status.idle": "2022-11-22T08:21:13.200874Z", + "shell.execute_reply": "2022-11-22T08:21:13.200515Z" } }, "outputs": [ @@ -451,10 +451,10 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.151917Z", - "iopub.status.busy": "2022-11-15T00:28:44.151523Z", - "iopub.status.idle": "2022-11-15T00:28:44.155454Z", - "shell.execute_reply": "2022-11-15T00:28:44.154876Z" + "iopub.execute_input": "2022-11-22T08:21:13.202482Z", + "iopub.status.busy": "2022-11-22T08:21:13.202333Z", + "iopub.status.idle": "2022-11-22T08:21:13.368704Z", + "shell.execute_reply": "2022-11-22T08:21:13.366456Z" } }, "outputs": [ @@ -483,10 +483,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.158994Z", - "iopub.status.busy": "2022-11-15T00:28:44.158386Z", - "iopub.status.idle": "2022-11-15T00:28:44.166547Z", - "shell.execute_reply": "2022-11-15T00:28:44.165864Z" + "iopub.execute_input": "2022-11-22T08:21:13.377619Z", + "iopub.status.busy": "2022-11-22T08:21:13.376912Z", + "iopub.status.idle": "2022-11-22T08:21:13.398692Z", + "shell.execute_reply": "2022-11-22T08:21:13.396479Z" } }, "outputs": [ @@ -516,10 +516,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.170052Z", - "iopub.status.busy": "2022-11-15T00:28:44.169457Z", - "iopub.status.idle": "2022-11-15T00:28:44.176356Z", - "shell.execute_reply": "2022-11-15T00:28:44.175589Z" + "iopub.execute_input": "2022-11-22T08:21:13.407389Z", + "iopub.status.busy": "2022-11-22T08:21:13.406686Z", + "iopub.status.idle": "2022-11-22T08:21:13.421054Z", + "shell.execute_reply": "2022-11-22T08:21:13.418877Z" } }, "outputs": [ @@ -556,10 +556,10 @@ "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.179422Z", - "iopub.status.busy": "2022-11-15T00:28:44.179137Z", - "iopub.status.idle": "2022-11-15T00:28:44.184289Z", - "shell.execute_reply": "2022-11-15T00:28:44.183560Z" + "iopub.execute_input": "2022-11-22T08:21:13.428487Z", + "iopub.status.busy": "2022-11-22T08:21:13.427984Z", + "iopub.status.idle": "2022-11-22T08:21:13.435741Z", + "shell.execute_reply": "2022-11-22T08:21:13.434866Z" } }, "outputs": [ @@ -595,10 +595,10 @@ "execution_count": 18, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.188199Z", - "iopub.status.busy": "2022-11-15T00:28:44.187878Z", - "iopub.status.idle": "2022-11-15T00:28:44.193223Z", - "shell.execute_reply": "2022-11-15T00:28:44.192688Z" + "iopub.execute_input": "2022-11-22T08:21:13.439338Z", + "iopub.status.busy": "2022-11-22T08:21:13.439084Z", + "iopub.status.idle": "2022-11-22T08:21:13.444231Z", + "shell.execute_reply": "2022-11-22T08:21:13.443599Z" } }, "outputs": [ @@ -635,10 +635,10 @@ "execution_count": 19, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.197624Z", - "iopub.status.busy": "2022-11-15T00:28:44.197348Z", - "iopub.status.idle": "2022-11-15T00:28:44.201655Z", - "shell.execute_reply": "2022-11-15T00:28:44.201181Z" + "iopub.execute_input": "2022-11-22T08:21:13.446491Z", + "iopub.status.busy": "2022-11-22T08:21:13.446368Z", + "iopub.status.idle": "2022-11-22T08:21:13.449160Z", + "shell.execute_reply": "2022-11-22T08:21:13.448859Z" } }, "outputs": [ @@ -667,10 +667,10 @@ "execution_count": 20, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.204259Z", - "iopub.status.busy": "2022-11-15T00:28:44.204015Z", - "iopub.status.idle": "2022-11-15T00:28:44.207707Z", - "shell.execute_reply": "2022-11-15T00:28:44.207201Z" + "iopub.execute_input": "2022-11-22T08:21:13.450699Z", + "iopub.status.busy": "2022-11-22T08:21:13.450510Z", + "iopub.status.idle": "2022-11-22T08:21:13.452890Z", + "shell.execute_reply": "2022-11-22T08:21:13.452591Z" } }, "outputs": [ @@ -702,10 +702,10 @@ "execution_count": 21, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.212803Z", - "iopub.status.busy": "2022-11-15T00:28:44.212380Z", - "iopub.status.idle": "2022-11-15T00:28:44.238724Z", - "shell.execute_reply": "2022-11-15T00:28:44.237993Z" + "iopub.execute_input": "2022-11-22T08:21:13.454469Z", + "iopub.status.busy": "2022-11-22T08:21:13.454316Z", + "iopub.status.idle": "2022-11-22T08:21:13.464287Z", + "shell.execute_reply": "2022-11-22T08:21:13.463991Z" } }, "outputs": [ @@ -713,10 +713,10 @@ "data": { "text/plain": [ "OrientationTensor3\n", - "[[ 0.188 -0.235 -0.221]\n", - " [-0.235 0.428 0.341]\n", - " [-0.221 0.341 0.385]]\n", - "(λ1:0.946, λ2:0.253, λ3:0.202)" + "[[ 0.171 -0.233 -0.213]\n", + " [-0.233 0.448 0.358]\n", + " [-0.213 0.358 0.382]]\n", + "(λ1:0.953, λ2:0.236, λ3:0.188)" ] }, "execution_count": 21, @@ -737,17 +737,17 @@ "execution_count": 22, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.245651Z", - "iopub.status.busy": "2022-11-15T00:28:44.245180Z", - "iopub.status.idle": "2022-11-15T00:28:44.250505Z", - "shell.execute_reply": "2022-11-15T00:28:44.249707Z" + "iopub.execute_input": "2022-11-22T08:21:13.465868Z", + "iopub.status.busy": "2022-11-22T08:21:13.465680Z", + "iopub.status.idle": "2022-11-22T08:21:13.468133Z", + "shell.execute_reply": "2022-11-22T08:21:13.467836Z" } }, "outputs": [ { "data": { "text/plain": [ - "(0.8949005959544931, 0.06424681404407766, 0.04085259000142937)" + "array([0.90906192, 0.05554522, 0.03539286])" ] }, "execution_count": 22, @@ -764,19 +764,19 @@ "execution_count": 23, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.254420Z", - "iopub.status.busy": "2022-11-15T00:28:44.254021Z", - "iopub.status.idle": "2022-11-15T00:28:44.258869Z", - "shell.execute_reply": "2022-11-15T00:28:44.258404Z" + "iopub.execute_input": "2022-11-22T08:21:13.469666Z", + "iopub.status.busy": "2022-11-22T08:21:13.469509Z", + "iopub.status.idle": "2022-11-22T08:21:13.472072Z", + "shell.execute_reply": "2022-11-22T08:21:13.471775Z" } }, "outputs": [ { "data": { "text/plain": [ - "(Vector3(-0.415, 0.663, 0.623),\n", - " Vector3(-0.001, -0.685, 0.729),\n", - " Vector3(0.91, 0.302, 0.285))" + "(Vector3(-0.394, 0.679, 0.62),\n", + " Vector3(-0.017, -0.679, 0.734),\n", + " Vector3(0.919, 0.278, 0.279))" ] }, "execution_count": 23, @@ -793,10 +793,10 @@ "execution_count": 24, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.261220Z", - "iopub.status.busy": "2022-11-15T00:28:44.260904Z", - "iopub.status.idle": "2022-11-15T00:28:44.264680Z", - "shell.execute_reply": "2022-11-15T00:28:44.264268Z" + "iopub.execute_input": "2022-11-22T08:21:13.473579Z", + "iopub.status.busy": "2022-11-22T08:21:13.473428Z", + "iopub.status.idle": "2022-11-22T08:21:13.475918Z", + "shell.execute_reply": "2022-11-22T08:21:13.475605Z" } }, "outputs": [ @@ -827,17 +827,17 @@ "execution_count": 25, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.267183Z", - "iopub.status.busy": "2022-11-15T00:28:44.266940Z", - "iopub.status.idle": "2022-11-15T00:28:44.271460Z", - "shell.execute_reply": "2022-11-15T00:28:44.270872Z" + "iopub.execute_input": "2022-11-22T08:21:13.477533Z", + "iopub.status.busy": "2022-11-22T08:21:13.477379Z", + "iopub.status.idle": "2022-11-22T08:21:13.479876Z", + "shell.execute_reply": "2022-11-22T08:21:13.479579Z" } }, "outputs": [ { "data": { "text/plain": [ - "(L:122/39, L:270/47, L:18/17)" + "(L:120/38, L:269/47, L:17/16)" ] }, "execution_count": 25, @@ -854,17 +854,17 @@ "execution_count": 26, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.273906Z", - "iopub.status.busy": "2022-11-15T00:28:44.273680Z", - "iopub.status.idle": "2022-11-15T00:28:44.277445Z", - "shell.execute_reply": "2022-11-15T00:28:44.276899Z" + "iopub.execute_input": "2022-11-22T08:21:13.481543Z", + "iopub.status.busy": "2022-11-22T08:21:13.481285Z", + "iopub.status.idle": "2022-11-22T08:21:13.483738Z", + "shell.execute_reply": "2022-11-22T08:21:13.483448Z" } }, "outputs": [ { "data": { "text/plain": [ - "(S:302/51, S:90/43, S:198/73)" + "(S:300/52, S:89/43, S:197/74)" ] }, "execution_count": 26, @@ -881,17 +881,17 @@ "execution_count": 27, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.279770Z", - "iopub.status.busy": "2022-11-15T00:28:44.279559Z", - "iopub.status.idle": "2022-11-15T00:28:44.283413Z", - "shell.execute_reply": "2022-11-15T00:28:44.282654Z" + "iopub.execute_input": "2022-11-22T08:21:13.485331Z", + "iopub.status.busy": "2022-11-22T08:21:13.485083Z", + "iopub.status.idle": "2022-11-22T08:21:13.487480Z", + "shell.execute_reply": "2022-11-22T08:21:13.487185Z" } }, "outputs": [ { "data": { "text/plain": [ - "(1.5433712120550136, 5.817584101017142)" + "(1.6229515830882082, 6.202114737280193)" ] }, "execution_count": 27, @@ -908,17 +908,17 @@ "execution_count": 28, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.286766Z", - "iopub.status.busy": "2022-11-15T00:28:44.286509Z", - "iopub.status.idle": "2022-11-15T00:28:44.290480Z", - "shell.execute_reply": "2022-11-15T00:28:44.289991Z" + "iopub.execute_input": "2022-11-22T08:21:13.489071Z", + "iopub.status.busy": "2022-11-22T08:21:13.488828Z", + "iopub.status.idle": "2022-11-22T08:21:13.491232Z", + "shell.execute_reply": "2022-11-22T08:21:13.490921Z" } }, "outputs": [ { "data": { "text/plain": [ - "(10.754323666640138, 2.7439578326420158)" + "(12.049342287444615, 3.0559810852028053)" ] }, "execution_count": 28, @@ -935,17 +935,17 @@ "execution_count": 29, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.292836Z", - "iopub.status.busy": "2022-11-15T00:28:44.292637Z", - "iopub.status.idle": "2022-11-15T00:28:44.296097Z", - "shell.execute_reply": "2022-11-15T00:28:44.295644Z" + "iopub.execute_input": "2022-11-22T08:21:13.492727Z", + "iopub.status.busy": "2022-11-22T08:21:13.492571Z", + "iopub.status.idle": "2022-11-22T08:21:13.495026Z", + "shell.execute_reply": "2022-11-22T08:21:13.494734Z" } }, "outputs": [ { "data": { "text/plain": [ - "(5.817584101017142, 1.7857116699736302)" + "(6.202114737280193, 2.004087447667861)" ] }, "execution_count": 29, @@ -962,17 +962,17 @@ "execution_count": 30, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.298275Z", - "iopub.status.busy": "2022-11-15T00:28:44.298091Z", - "iopub.status.idle": "2022-11-15T00:28:44.301439Z", - "shell.execute_reply": "2022-11-15T00:28:44.301034Z" + "iopub.execute_input": "2022-11-22T08:21:13.496549Z", + "iopub.status.busy": "2022-11-22T08:21:13.496361Z", + "iopub.status.idle": "2022-11-22T08:21:13.498828Z", + "shell.execute_reply": "2022-11-22T08:21:13.498533Z" } }, "outputs": [ { "data": { "text/plain": [ - "(0.8306537819104155, 0.04678844808529657, 0.12255777000428811)" + "(0.853516692363338, 0.04030473436364103, 0.10617857327302056)" ] }, "execution_count": 30, @@ -989,17 +989,17 @@ "execution_count": 31, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:44.303736Z", - "iopub.status.busy": "2022-11-15T00:28:44.303519Z", - "iopub.status.idle": "2022-11-15T00:28:44.307958Z", - "shell.execute_reply": "2022-11-15T00:28:44.307133Z" + "iopub.execute_input": "2022-11-22T08:21:13.500289Z", + "iopub.status.busy": "2022-11-22T08:21:13.500166Z", + "iopub.status.idle": "2022-11-22T08:21:13.502591Z", + "shell.execute_reply": "2022-11-22T08:21:13.502299Z" } }, "outputs": [ { "data": { "text/plain": [ - "18.91653177460482" + "17.55128949154735" ] }, "execution_count": 31, diff --git a/docs/notebooks/03_apsg_stereonet.ipynb b/docs/notebooks/03_apsg_stereonet.ipynb index 0350fdc..bea568d 100644 --- a/docs/notebooks/03_apsg_stereonet.ipynb +++ b/docs/notebooks/03_apsg_stereonet.ipynb @@ -12,12 +12,13 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:46.474999Z", - "iopub.status.busy": "2022-11-15T00:28:46.474743Z", - "iopub.status.idle": "2022-11-15T00:28:47.057388Z", - "shell.execute_reply": "2022-11-15T00:28:47.056775Z" + "iopub.execute_input": "2022-11-22T08:21:15.112740Z", + "iopub.status.busy": "2022-11-22T08:21:15.112177Z", + "iopub.status.idle": "2022-11-22T08:21:15.531160Z", + "shell.execute_reply": "2022-11-22T08:21:15.530654Z" }, - "scrolled": true + "scrolled": true, + "tags": [] }, "outputs": [], "source": [ @@ -37,11 +38,12 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:47.060421Z", - "iopub.status.busy": "2022-11-15T00:28:47.060172Z", - "iopub.status.idle": "2022-11-15T00:28:47.900515Z", - "shell.execute_reply": "2022-11-15T00:28:47.899862Z" - } + "iopub.execute_input": "2022-11-22T08:21:15.533369Z", + "iopub.status.busy": "2022-11-22T08:21:15.533194Z", + "iopub.status.idle": "2022-11-22T08:21:15.917044Z", + "shell.execute_reply": "2022-11-22T08:21:15.916493Z" + }, + "tags": [] }, "outputs": [ { @@ -75,16 +77,16 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:47.955961Z", - "iopub.status.busy": "2022-11-15T00:28:47.955581Z", - "iopub.status.idle": "2022-11-15T00:28:48.698143Z", - "shell.execute_reply": "2022-11-15T00:28:48.697518Z" + "iopub.execute_input": "2022-11-22T08:21:15.940137Z", + "iopub.status.busy": "2022-11-22T08:21:15.939931Z", + "iopub.status.idle": "2022-11-22T08:21:16.404780Z", + "shell.execute_reply": "2022-11-22T08:21:16.404269Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -114,16 +116,16 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:48.700773Z", - "iopub.status.busy": "2022-11-15T00:28:48.700516Z", - "iopub.status.idle": "2022-11-15T00:28:49.566825Z", - "shell.execute_reply": "2022-11-15T00:28:49.566113Z" + "iopub.execute_input": "2022-11-22T08:21:16.406955Z", + "iopub.status.busy": "2022-11-22T08:21:16.406763Z", + "iopub.status.idle": "2022-11-22T08:21:17.361458Z", + "shell.execute_reply": "2022-11-22T08:21:17.360886Z" } }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -151,10 +153,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:49.571720Z", - "iopub.status.busy": "2022-11-15T00:28:49.570881Z", - "iopub.status.idle": "2022-11-15T00:28:49.579806Z", - "shell.execute_reply": "2022-11-15T00:28:49.579360Z" + "iopub.execute_input": "2022-11-22T08:21:17.363525Z", + "iopub.status.busy": "2022-11-22T08:21:17.363357Z", + "iopub.status.idle": "2022-11-22T08:21:17.368445Z", + "shell.execute_reply": "2022-11-22T08:21:17.367959Z" } }, "outputs": [ @@ -188,10 +190,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:49.582108Z", - "iopub.status.busy": "2022-11-15T00:28:49.581899Z", - "iopub.status.idle": "2022-11-15T00:28:50.296608Z", - "shell.execute_reply": "2022-11-15T00:28:50.296182Z" + "iopub.execute_input": "2022-11-22T08:21:17.370375Z", + "iopub.status.busy": "2022-11-22T08:21:17.370115Z", + "iopub.status.idle": "2022-11-22T08:21:17.872619Z", + "shell.execute_reply": "2022-11-22T08:21:17.872164Z" } }, "outputs": [ @@ -231,10 +233,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:50.302754Z", - "iopub.status.busy": "2022-11-15T00:28:50.302562Z", - "iopub.status.idle": "2022-11-15T00:28:50.880582Z", - "shell.execute_reply": "2022-11-15T00:28:50.879820Z" + "iopub.execute_input": "2022-11-22T08:21:17.875115Z", + "iopub.status.busy": "2022-11-22T08:21:17.874944Z", + "iopub.status.idle": "2022-11-22T08:21:18.276554Z", + "shell.execute_reply": "2022-11-22T08:21:18.276070Z" } }, "outputs": [ @@ -267,7 +269,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Following example defines function to calculate resolved shear stress on plane from given stress tensor. ``StereoGrid`` is used to calculate this value over all directions and finally values are plotted by ``StereoNet``" + "Following example defines function to calculate resolved shear stress on plane from given stress tensor. ``StereoGrid`` accesses via ``.grid`` property is used to calculate this value over all directions and finally values are plotted by ``StereoNet``" ] }, { @@ -275,10 +277,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:50.883582Z", - "iopub.status.busy": "2022-11-15T00:28:50.883319Z", - "iopub.status.idle": "2022-11-15T00:28:51.744139Z", - "shell.execute_reply": "2022-11-15T00:28:51.743571Z" + "iopub.execute_input": "2022-11-22T08:21:18.279059Z", + "iopub.status.busy": "2022-11-22T08:21:18.278892Z", + "iopub.status.idle": "2022-11-22T08:21:18.903581Z", + "shell.execute_reply": "2022-11-22T08:21:18.903077Z" } }, "outputs": [ @@ -313,10 +315,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:51.747373Z", - "iopub.status.busy": "2022-11-15T00:28:51.747129Z", - "iopub.status.idle": "2022-11-15T00:28:57.613040Z", - "shell.execute_reply": "2022-11-15T00:28:57.612273Z" + "iopub.execute_input": "2022-11-22T08:21:18.906158Z", + "iopub.status.busy": "2022-11-22T08:21:18.905984Z", + "iopub.status.idle": "2022-11-22T08:21:23.347205Z", + "shell.execute_reply": "2022-11-22T08:21:23.346741Z" } }, "outputs": [ @@ -351,10 +353,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:28:57.615866Z", - "iopub.status.busy": "2022-11-15T00:28:57.615644Z", - "iopub.status.idle": "2022-11-15T00:29:28.172490Z", - "shell.execute_reply": "2022-11-15T00:29:28.171805Z" + "iopub.execute_input": "2022-11-22T08:21:23.349357Z", + "iopub.status.busy": "2022-11-22T08:21:23.349179Z", + "iopub.status.idle": "2022-11-22T08:21:46.313698Z", + "shell.execute_reply": "2022-11-22T08:21:46.313238Z" } }, "outputs": [ @@ -382,10 +384,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:28.175424Z", - "iopub.status.busy": "2022-11-15T00:29:28.175187Z", - "iopub.status.idle": "2022-11-15T00:29:28.179694Z", - "shell.execute_reply": "2022-11-15T00:29:28.179112Z" + "iopub.execute_input": "2022-11-22T08:21:46.315571Z", + "iopub.status.busy": "2022-11-22T08:21:46.315430Z", + "iopub.status.idle": "2022-11-22T08:21:46.368479Z", + "shell.execute_reply": "2022-11-22T08:21:46.367976Z" } }, "outputs": [ @@ -406,6 +408,62 @@ "s.grid" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multiple stereonets in figure" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-22T08:21:46.370282Z", + "iopub.status.busy": "2022-11-22T08:21:46.370141Z", + "iopub.status.idle": "2022-11-22T08:21:48.991891Z", + "shell.execute_reply": "2022-11-22T08:21:48.991446Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "fig = plt.figure(constrained_layout=True, figsize=(10, 4))\n", + "subfigs = fig.subfigures(1, 3)\n", + "\n", + "f = folset.random_fisher(position=fol(130, 60))\n", + "l = linset.random_fisher(position=fol(230, 30))\n", + "# panel 1\n", + "s1 = StereoNet()\n", + "s1.great_circle(f)\n", + "# panel 2\n", + "s2 = StereoNet()\n", + "s2.contour(l)\n", + "s2.line(l, ms=4, color='green')\n", + "# panel 3\n", + "# panel 1\n", + "s3 = StereoNet()\n", + "s3.pole(f, color='orange')\n", + "# render2fig\n", + "s1.render2fig(subfigs[0])\n", + "s2.render2fig(subfigs[1])\n", + "s3.render2fig(subfigs[2])\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/docs/notebooks/04_apsg_fabricplots.ipynb b/docs/notebooks/04_apsg_fabricplots.ipynb index 6aa6c96..13b2232 100644 --- a/docs/notebooks/04_apsg_fabricplots.ipynb +++ b/docs/notebooks/04_apsg_fabricplots.ipynb @@ -12,10 +12,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:30.471922Z", - "iopub.status.busy": "2022-11-15T00:29:30.471578Z", - "iopub.status.idle": "2022-11-15T00:29:31.101873Z", - "shell.execute_reply": "2022-11-15T00:29:31.101287Z" + "iopub.execute_input": "2022-11-22T08:21:50.640218Z", + "iopub.status.busy": "2022-11-22T08:21:50.639045Z", + "iopub.status.idle": "2022-11-22T08:21:51.083422Z", + "shell.execute_reply": "2022-11-22T08:21:51.082894Z" } }, "outputs": [], @@ -36,10 +36,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:31.104727Z", - "iopub.status.busy": "2022-11-15T00:29:31.104419Z", - "iopub.status.idle": "2022-11-15T00:29:31.117530Z", - "shell.execute_reply": "2022-11-15T00:29:31.117082Z" + "iopub.execute_input": "2022-11-22T08:21:51.085611Z", + "iopub.status.busy": "2022-11-22T08:21:51.085436Z", + "iopub.status.idle": "2022-11-22T08:21:51.096844Z", + "shell.execute_reply": "2022-11-22T08:21:51.096422Z" } }, "outputs": [], @@ -57,10 +57,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:31.119631Z", - "iopub.status.busy": "2022-11-15T00:29:31.119463Z", - "iopub.status.idle": "2022-11-15T00:29:31.654095Z", - "shell.execute_reply": "2022-11-15T00:29:31.653633Z" + "iopub.execute_input": "2022-11-22T08:21:51.098609Z", + "iopub.status.busy": "2022-11-22T08:21:51.098317Z", + "iopub.status.idle": "2022-11-22T08:21:51.525678Z", + "shell.execute_reply": "2022-11-22T08:21:51.525172Z" } }, "outputs": [ @@ -88,10 +88,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:31.699971Z", - "iopub.status.busy": "2022-11-15T00:29:31.699678Z", - "iopub.status.idle": "2022-11-15T00:29:31.941884Z", - "shell.execute_reply": "2022-11-15T00:29:31.941264Z" + "iopub.execute_input": "2022-11-22T08:21:51.549002Z", + "iopub.status.busy": "2022-11-22T08:21:51.548547Z", + "iopub.status.idle": "2022-11-22T08:21:51.819337Z", + "shell.execute_reply": "2022-11-22T08:21:51.818821Z" } }, "outputs": [ @@ -119,10 +119,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:31.944084Z", - "iopub.status.busy": "2022-11-15T00:29:31.943871Z", - "iopub.status.idle": "2022-11-15T00:29:32.069078Z", - "shell.execute_reply": "2022-11-15T00:29:32.068581Z" + "iopub.execute_input": "2022-11-22T08:21:51.821162Z", + "iopub.status.busy": "2022-11-22T08:21:51.821027Z", + "iopub.status.idle": "2022-11-22T08:21:51.913302Z", + "shell.execute_reply": "2022-11-22T08:21:51.912823Z" } }, "outputs": [ @@ -150,10 +150,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:32.071377Z", - "iopub.status.busy": "2022-11-15T00:29:32.071162Z", - "iopub.status.idle": "2022-11-15T00:29:32.221463Z", - "shell.execute_reply": "2022-11-15T00:29:32.220773Z" + "iopub.execute_input": "2022-11-22T08:21:51.915210Z", + "iopub.status.busy": "2022-11-22T08:21:51.915045Z", + "iopub.status.idle": "2022-11-22T08:21:51.996710Z", + "shell.execute_reply": "2022-11-22T08:21:51.996251Z" } }, "outputs": [ @@ -181,10 +181,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:32.224045Z", - "iopub.status.busy": "2022-11-15T00:29:32.223704Z", - "iopub.status.idle": "2022-11-15T00:29:32.654488Z", - "shell.execute_reply": "2022-11-15T00:29:32.653763Z" + "iopub.execute_input": "2022-11-22T08:21:51.998656Z", + "iopub.status.busy": "2022-11-22T08:21:51.998477Z", + "iopub.status.idle": "2022-11-22T08:21:52.189433Z", + "shell.execute_reply": "2022-11-22T08:21:52.188957Z" } }, "outputs": [ @@ -219,10 +219,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:32.659281Z", - "iopub.status.busy": "2022-11-15T00:29:32.658856Z", - "iopub.status.idle": "2022-11-15T00:29:32.671542Z", - "shell.execute_reply": "2022-11-15T00:29:32.670714Z" + "iopub.execute_input": "2022-11-22T08:21:52.191480Z", + "iopub.status.busy": "2022-11-22T08:21:52.191310Z", + "iopub.status.idle": "2022-11-22T08:21:52.212425Z", + "shell.execute_reply": "2022-11-22T08:21:52.211974Z" } }, "outputs": [], @@ -238,10 +238,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:32.676779Z", - "iopub.status.busy": "2022-11-15T00:29:32.676402Z", - "iopub.status.idle": "2022-11-15T00:29:32.829036Z", - "shell.execute_reply": "2022-11-15T00:29:32.828422Z" + "iopub.execute_input": "2022-11-22T08:21:52.214216Z", + "iopub.status.busy": "2022-11-22T08:21:52.214034Z", + "iopub.status.idle": "2022-11-22T08:21:52.287031Z", + "shell.execute_reply": "2022-11-22T08:21:52.286537Z" } }, "outputs": [ @@ -268,10 +268,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:32.831573Z", - "iopub.status.busy": "2022-11-15T00:29:32.831299Z", - "iopub.status.idle": "2022-11-15T00:29:32.978254Z", - "shell.execute_reply": "2022-11-15T00:29:32.977644Z" + "iopub.execute_input": "2022-11-22T08:21:52.288917Z", + "iopub.status.busy": "2022-11-22T08:21:52.288745Z", + "iopub.status.idle": "2022-11-22T08:21:52.358995Z", + "shell.execute_reply": "2022-11-22T08:21:52.358471Z" } }, "outputs": [ @@ -298,10 +298,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:32.980755Z", - "iopub.status.busy": "2022-11-15T00:29:32.980524Z", - "iopub.status.idle": "2022-11-15T00:29:33.342643Z", - "shell.execute_reply": "2022-11-15T00:29:33.341938Z" + "iopub.execute_input": "2022-11-22T08:21:52.360834Z", + "iopub.status.busy": "2022-11-22T08:21:52.360652Z", + "iopub.status.idle": "2022-11-22T08:21:52.575098Z", + "shell.execute_reply": "2022-11-22T08:21:52.574579Z" } }, "outputs": [ @@ -330,10 +330,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:33.345111Z", - "iopub.status.busy": "2022-11-15T00:29:33.344869Z", - "iopub.status.idle": "2022-11-15T00:29:33.586784Z", - "shell.execute_reply": "2022-11-15T00:29:33.586097Z" + "iopub.execute_input": "2022-11-22T08:21:52.576956Z", + "iopub.status.busy": "2022-11-22T08:21:52.576777Z", + "iopub.status.idle": "2022-11-22T08:21:52.726086Z", + "shell.execute_reply": "2022-11-22T08:21:52.725573Z" } }, "outputs": [ diff --git a/docs/notebooks/05_apsg_various.ipynb b/docs/notebooks/05_apsg_various.ipynb index fbff8e5..cb5ed6d 100644 --- a/docs/notebooks/05_apsg_various.ipynb +++ b/docs/notebooks/05_apsg_various.ipynb @@ -20,10 +20,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:35.979946Z", - "iopub.status.busy": "2022-11-15T00:29:35.979751Z", - "iopub.status.idle": "2022-11-15T00:29:36.554481Z", - "shell.execute_reply": "2022-11-15T00:29:36.553938Z" + "iopub.execute_input": "2022-11-22T08:21:54.330524Z", + "iopub.status.busy": "2022-11-22T08:21:54.329699Z", + "iopub.status.idle": "2022-11-22T08:21:54.780302Z", + "shell.execute_reply": "2022-11-22T08:21:54.779779Z" }, "tags": [] }, @@ -46,10 +46,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:36.557444Z", - "iopub.status.busy": "2022-11-15T00:29:36.557175Z", - "iopub.status.idle": "2022-11-15T00:29:36.560550Z", - "shell.execute_reply": "2022-11-15T00:29:36.560069Z" + "iopub.execute_input": "2022-11-22T08:21:54.782495Z", + "iopub.status.busy": "2022-11-22T08:21:54.782319Z", + "iopub.status.idle": "2022-11-22T08:21:54.785119Z", + "shell.execute_reply": "2022-11-22T08:21:54.784686Z" }, "tags": [] }, @@ -66,10 +66,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:36.562697Z", - "iopub.status.busy": "2022-11-15T00:29:36.562526Z", - "iopub.status.idle": "2022-11-15T00:29:36.584784Z", - "shell.execute_reply": "2022-11-15T00:29:36.584277Z" + "iopub.execute_input": "2022-11-22T08:21:54.786702Z", + "iopub.status.busy": "2022-11-22T08:21:54.786582Z", + "iopub.status.idle": "2022-11-22T08:21:54.803878Z", + "shell.execute_reply": "2022-11-22T08:21:54.803465Z" }, "tags": [] }, @@ -83,10 +83,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:36.587170Z", - "iopub.status.busy": "2022-11-15T00:29:36.586951Z", - "iopub.status.idle": "2022-11-15T00:29:36.596078Z", - "shell.execute_reply": "2022-11-15T00:29:36.595580Z" + "iopub.execute_input": "2022-11-22T08:21:54.805837Z", + "iopub.status.busy": "2022-11-22T08:21:54.805492Z", + "iopub.status.idle": "2022-11-22T08:21:54.814667Z", + "shell.execute_reply": "2022-11-22T08:21:54.814211Z" }, "tags": [] }, @@ -103,10 +103,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:36.598167Z", - "iopub.status.busy": "2022-11-15T00:29:36.597968Z", - "iopub.status.idle": "2022-11-15T00:29:36.601443Z", - "shell.execute_reply": "2022-11-15T00:29:36.601018Z" + "iopub.execute_input": "2022-11-22T08:21:54.816661Z", + "iopub.status.busy": "2022-11-22T08:21:54.816324Z", + "iopub.status.idle": "2022-11-22T08:21:54.820028Z", + "shell.execute_reply": "2022-11-22T08:21:54.819573Z" }, "tags": [] }, @@ -121,10 +121,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:36.603695Z", - "iopub.status.busy": "2022-11-15T00:29:36.603491Z", - "iopub.status.idle": "2022-11-15T00:29:37.905984Z", - "shell.execute_reply": "2022-11-15T00:29:37.905289Z" + "iopub.execute_input": "2022-11-22T08:21:54.821738Z", + "iopub.status.busy": "2022-11-22T08:21:54.821549Z", + "iopub.status.idle": "2022-11-22T08:21:55.770652Z", + "shell.execute_reply": "2022-11-22T08:21:55.770255Z" }, "tags": [] }, @@ -165,10 +165,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:37.942685Z", - "iopub.status.busy": "2022-11-15T00:29:37.942354Z", - "iopub.status.idle": "2022-11-15T00:29:38.578757Z", - "shell.execute_reply": "2022-11-15T00:29:38.577992Z" + "iopub.execute_input": "2022-11-22T08:21:55.793928Z", + "iopub.status.busy": "2022-11-22T08:21:55.793719Z", + "iopub.status.idle": "2022-11-22T08:21:56.259240Z", + "shell.execute_reply": "2022-11-22T08:21:56.258843Z" }, "tags": [] }, @@ -210,10 +210,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:38.582356Z", - "iopub.status.busy": "2022-11-15T00:29:38.581769Z", - "iopub.status.idle": "2022-11-15T00:29:38.588122Z", - "shell.execute_reply": "2022-11-15T00:29:38.587508Z" + "iopub.execute_input": "2022-11-22T08:21:56.261328Z", + "iopub.status.busy": "2022-11-22T08:21:56.261157Z", + "iopub.status.idle": "2022-11-22T08:21:56.264599Z", + "shell.execute_reply": "2022-11-22T08:21:56.264225Z" }, "tags": [] }, @@ -239,10 +239,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:38.591133Z", - "iopub.status.busy": "2022-11-15T00:29:38.590593Z", - "iopub.status.idle": "2022-11-15T00:29:39.231005Z", - "shell.execute_reply": "2022-11-15T00:29:39.230344Z" + "iopub.execute_input": "2022-11-22T08:21:56.266249Z", + "iopub.status.busy": "2022-11-22T08:21:56.266099Z", + "iopub.status.idle": "2022-11-22T08:21:56.693138Z", + "shell.execute_reply": "2022-11-22T08:21:56.692739Z" }, "tags": [] }, @@ -279,10 +279,10 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:39.233487Z", - "iopub.status.busy": "2022-11-15T00:29:39.233254Z", - "iopub.status.idle": "2022-11-15T00:29:43.444520Z", - "shell.execute_reply": "2022-11-15T00:29:43.443937Z" + "iopub.execute_input": "2022-11-22T08:21:56.695153Z", + "iopub.status.busy": "2022-11-22T08:21:56.695002Z", + "iopub.status.idle": "2022-11-22T08:21:59.764980Z", + "shell.execute_reply": "2022-11-22T08:21:59.764507Z" }, "tags": [] }, @@ -332,17 +332,17 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:43.448310Z", - "iopub.status.busy": "2022-11-15T00:29:43.448082Z", - "iopub.status.idle": "2022-11-15T00:29:45.120547Z", - "shell.execute_reply": "2022-11-15T00:29:45.119994Z" + "iopub.execute_input": "2022-11-22T08:21:59.767732Z", + "iopub.status.busy": "2022-11-22T08:21:59.767593Z", + "iopub.status.idle": "2022-11-22T08:22:01.465420Z", + "shell.execute_reply": "2022-11-22T08:22:01.464937Z" }, "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -372,17 +372,17 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:45.125077Z", - "iopub.status.busy": "2022-11-15T00:29:45.124859Z", - "iopub.status.idle": "2022-11-15T00:29:45.438999Z", - "shell.execute_reply": "2022-11-15T00:29:45.438512Z" + "iopub.execute_input": "2022-11-22T08:22:01.467246Z", + "iopub.status.busy": "2022-11-22T08:22:01.467070Z", + "iopub.status.idle": "2022-11-22T08:22:01.706139Z", + "shell.execute_reply": "2022-11-22T08:22:01.705718Z" }, "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -407,10 +407,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:45.441527Z", - "iopub.status.busy": "2022-11-15T00:29:45.441307Z", - "iopub.status.idle": "2022-11-15T00:29:45.452230Z", - "shell.execute_reply": "2022-11-15T00:29:45.451804Z" + "iopub.execute_input": "2022-11-22T08:22:01.708017Z", + "iopub.status.busy": "2022-11-22T08:22:01.707869Z", + "iopub.status.idle": "2022-11-22T08:22:01.716564Z", + "shell.execute_reply": "2022-11-22T08:22:01.716154Z" }, "tags": [] }, @@ -418,7 +418,7 @@ { "data": { "text/plain": [ - "(L:152/42, L:325/57, L:46/30)" + "(L:149/40, L:320/57, L:47/33)" ] }, "execution_count": 13, @@ -436,17 +436,17 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2022-11-15T00:29:45.454607Z", - "iopub.status.busy": "2022-11-15T00:29:45.454392Z", - "iopub.status.idle": "2022-11-15T00:29:46.056452Z", - "shell.execute_reply": "2022-11-15T00:29:46.055663Z" + "iopub.execute_input": "2022-11-22T08:22:01.718387Z", + "iopub.status.busy": "2022-11-22T08:22:01.718239Z", + "iopub.status.idle": "2022-11-22T08:22:02.142400Z", + "shell.execute_reply": "2022-11-22T08:22:02.141930Z" }, "tags": [] }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] diff --git a/setup.cfg b/setup.cfg index e37e406..523e06d 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [bumpversion] -current_version = 1.0.0 -commit = True +current_version = 1.0.1 +commit = False tag = False [bumpversion:file:setup.py] diff --git a/setup.py b/setup.py index ac3065e..7bf40ea 100644 --- a/setup.py +++ b/setup.py @@ -17,7 +17,7 @@ setup( name="apsg", - version="1.0.0", + version="1.0.1", description="APSG - The package for structural geologists", long_description=readme + "\n\n" + history, long_description_content_type="text/markdown", diff --git a/src/apsg/__init__.py b/src/apsg/__init__.py index 7402eaa..5a2b2e7 100644 --- a/src/apsg/__init__.py +++ b/src/apsg/__init__.py @@ -98,6 +98,6 @@ "quicknet", ) -__version__ = "1.0.0" +__version__ = "1.0.1" __author__ = "Ondrej Lexa" __email__ = "lexa.ondrej@gmail.com" diff --git a/src/apsg/feature/_tensor2.py b/src/apsg/feature/_tensor2.py index 99e8cd1..23b375c 100644 --- a/src/apsg/feature/_tensor2.py +++ b/src/apsg/feature/_tensor2.py @@ -225,6 +225,56 @@ def deviatoric(self): return type(self)(self - self.hydrostatic) + @property + def sigma1(self): + """ + A maximum principal stress (max compressive) + """ + + return self.E2 + + @property + def sigma2(self): + """ + A minimum principal stress + """ + + return self.E1 + + @property + def sigma1dir(self): + """ + Return unit length vector in direction of maximum + principal stress (max compressive) + """ + + return self.V2 + + @property + def sigma2dir(self): + """ + Return unit length vector in direction of minimum + principal stress + """ + + return self.V1 + + @property + def sigma1vec(self): + """ + Return maximum principal stress vector (max compressive) + """ + + return self.E2 * self.V2 + + @property + def sigma2vec(self): + """ + Return minimum principal stress vector + """ + + return self.E1 * self.V1 + @property def I1(self): """ diff --git a/src/apsg/math/_matrix.py b/src/apsg/math/_matrix.py index 2a1e395..563f249 100644 --- a/src/apsg/math/_matrix.py +++ b/src/apsg/math/_matrix.py @@ -156,7 +156,7 @@ def _eigh(self): def eigenvalues(self): """Return sorted tuple of principal eigenvalues""" - return tuple(self._eigh[0]) + return self._eigh[0] @property def det(self): @@ -168,13 +168,13 @@ def det(self): def E1(self): """First eigenvalue""" - return self.eigenvalues()[0] + return float(self.eigenvalues()[0]) @property def E2(self): """Second eigenvalue""" - return self.eigenvalues()[1] + return float(self.eigenvalues()[1]) @property def V1(self): @@ -383,7 +383,7 @@ def zz(self): def E3(self): """Third eigenvalue""" - return self.eigenvalues()[2] + return float(self.eigenvalues()[2]) @property def V3(self):