From 892aee1f0894a148d4fdf163b6c0288233dd3bfb Mon Sep 17 00:00:00 2001 From: forman Date: Wed, 27 Apr 2022 14:11:19 +0000 Subject: [PATCH] Initial version --- tests/cate-demo.ipynb | 6747 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 6747 insertions(+) create mode 100644 tests/cate-demo.ipynb diff --git a/tests/cate-demo.ipynb b/tests/cate-demo.ipynb new file mode 100644 index 0000000..92e8630 --- /dev/null +++ b/tests/cate-demo.ipynb @@ -0,0 +1,6747 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 9, + "id": "6c9aa75c-599d-4289-8edb-bef34e8febea", + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "import json\n", + "import xarray as xr\n", + "import numpy as np\n", + "import geopandas as gpd\n", + "import pandas as pd\n", + "import dask.array as da\n", + "\n", + "from xcube.core.store import new_data_store\n", + "from xcube.core.geom import rasterize_features\n", + "from xcube.core.geom import mask_dataset_by_geometry" + ] + }, + { + "cell_type": "markdown", + "id": "bd2f5211-ad8a-4c88-be05-b87b4efe1348", + "metadata": {}, + "source": [ + "---\n", + "### Open Country Geometries" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "4ffc7992-506a-427c-b87a-8428025b5632", + "metadata": {}, + "outputs": [], + "source": [ + "### Open Country layers" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3127ff26-c9d4-41b5-9042-01eb4e26f59c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "with open('../resources/countries-50m.geojson') as fp:\n", + " features = json.load(fp)\n", + "features\n", + "\n", + "features = gpd.GeoDataFrame.from_features(features)\n", + "features.plot(figsize=(10, 10))" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "003d4d46-a903-4b6c-a08d-a55d4b54a114", + "metadata": {}, + "outputs": [], + "source": [ + "#features" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "e33b5dbb-dc72-4a4e-ac9b-e19d5778174b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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geometryscalerankfeatureclalabelranksovereigntsov_a3adm0_difleveltypeadmin...continentregion_unsubregionregion_wbname_lenlong_lenabbrev_lentinyhomepartfilename
127MULTIPOLYGON (((40.99443 -2.15840, 40.95732 -2...1Admin-0 country2KenyaKEN02Sovereign countryKenya...AfricaAfricaEastern AfricaSub-Saharan Africa554-991KEN.geojson
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1 rows × 65 columns

\n", + "
" + ], + "text/plain": [ + " geometry scalerank \\\n", + "127 MULTIPOLYGON (((40.99443 -2.15840, 40.95732 -2... 1 \n", + "\n", + " featurecla labelrank sovereignt sov_a3 adm0_dif level \\\n", + "127 Admin-0 country 2 Kenya KEN 0 2 \n", + "\n", + " type admin ... continent region_un subregion \\\n", + "127 Sovereign country Kenya ... Africa Africa Eastern Africa \n", + "\n", + " region_wb name_len long_len abbrev_len tiny homepart \\\n", + "127 Sub-Saharan Africa 5 5 4 -99 1 \n", + "\n", + " filename \n", + "127 KEN.geojson \n", + "\n", + "[1 rows x 65 columns]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "desired_country = 'Kenya'\n", + "desired_feature = features.loc[features['sovereignt'] == desired_country]\n", + "desired_feature" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "9273bf12-df9c-4c7e-9585-a6f3fbc86577", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "desired_geometry = desired_feature.geometry[127]\n", + "desired_geometry" + ] + }, + { + "cell_type": "markdown", + "id": "d2f5c526-d858-4ec0-abb5-56736d2f2975", + "metadata": {}, + "source": [ + "---\n", + "### Inspect CCI-Toolbox' Zarr Store (high performance data access)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "7d521bd0-2762-456e-8084-9efbdb5c1752", + "metadata": {}, + "outputs": [], + "source": [ + "store = new_data_store('ccizarr')" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "5483ca86-d41a-45e5-8b34-7b15f07631aa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['BICEP-OC-L3S-PP-MERGED-1M_MONTHLY_9km_mapped-1998-2020-fv4.2.zarr',\n", + " 'ESACCI-BIOMASS-L4-AGB-MERGED-100m-2010-2018-fv2.0.zarr',\n", + " 'ESACCI-GHG-L2-CH4-SCIAMACHY-WFMD-2002-2011-fv1.zarr',\n", + " 'ESACCI-GHG-L2-CO2-SCIAMACHY-WFMD-2002-2012-fv1.zarr',\n", + " 'ESACCI-ICESHEETS_Antarctica_GMB-2002-2016-v1.1.zarr',\n", + " 'ESACCI-ICESHEETS_Greenland_GMB-2003-2016-v1.1.zarr',\n", + " 'ESACCI-L3C_CLOUD-CLD_PRODUCTS-AVHRR_NOAA-1982-2016-fv3.0.zarr',\n", + " 'ESACCI-L3C_SNOW-SWE-1979-2018-fv1.0.zarr',\n", + " 'ESACCI-L4_GHRSST-SST-GMPE-GLOB_CDR2.0-1981-2016-v02.0-fv01.0.zarr',\n", + " 'ESACCI-LC-L4-LCCS-Map-300m-P1Y-1992-2015-v2.0.7b.zarr',\n", + " 'ESACCI-OC-L3S-IOP-MERGED-1M_MONTHLY_4km_GEO_PML_OCx_QAA-1997-2020-fv5.0.zarr',\n", + " 'ESACCI-PERMAFROST-L4-ALT-MODISLST-AREA4_PP-1997-2018-fv02.0.zarr',\n", + " 'ESACCI-SEAICE-L3C-SITHICK-RA2_ENVISAT-NH25KMEASE2-2002-2012-fv2.0.zarr',\n", + " 'ESACCI-SEAICE-L3C-SITHICK-RA2_ENVISAT-NH25KMEASE2-2002-2012-fv2_4326.zarr',\n", + " 'ESACCI-SEAICE-L3C-SITHICK-RA2_ENVISAT-NH25KMEASE2-2002-2012-fv2_repro.zarr',\n", + " 'ESACCI-SEAICE-L3C-SITHICK-SIRAL_CRYOSAT2-NH25KMEASE2-2010-2017-fv2.0.zarr',\n", + " 'ESACCI-SEAICE-L3C-SITHICK-SIRAL_CRYOSAT2-NH25KMEASE2-2010-2017-fv2_4326.zarr',\n", + " 'ESACCI-SEAICE-L3C-SITHICK-SIRAL_CRYOSAT2-NH25KMEASE2-2010-2017-fv2_repro.zarr',\n", + " 'ESACCI-SEAICE-L4-SICONC-AMSR_50.0kmEASE2-NH-2002-2017-fv2.1.zarr',\n", + " 'ESACCI-SEALEVEL-IND-MSLTR-MERGED-1993-2016-fv02.zarr',\n", + " 'ESACCI-SEALEVEL-L4-MSLA-MERGED-1993-2015-fv02.zarr',\n", + " 'ESACCI-SOILMOISTURE-L3S-SSMV-COMBINED-1978-2020-fv05.3.zarr']" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(store.get_data_ids())" + ] + }, + { + "cell_type": "markdown", + "id": "dfc6df91-090c-48ca-b889-0fbbd9678bbb", + "metadata": {}, + "source": [ + "---\n", + "### Open Land Cover ECV" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "fd4a4561-f2ff-4781-b7a8-c773fe5c6f42", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:              (time: 24, lat: 64800, lon: 129600)\n",
+       "Coordinates:\n",
+       "  * lat                  (lat) float32 90.0 90.0 89.99 ... -89.99 -90.0 -90.0\n",
+       "  * lon                  (lon) float32 -180.0 -180.0 -180.0 ... 180.0 180.0\n",
+       "  * time                 (time) datetime64[ns] 1992-07-02 ... 2015-07-03\n",
+       "Data variables:\n",
+       "    change_count         (time, lat, lon) float32 dask.array<chunksize=(1, 2592, 1296), meta=np.ndarray>\n",
+       "    current_pixel_state  (time, lat, lon) float32 dask.array<chunksize=(1, 2592, 1296), meta=np.ndarray>\n",
+       "    lccs_class           (time, lat, lon) float32 dask.array<chunksize=(1, 2592, 1296), meta=np.ndarray>\n",
+       "    observation_count    (time, lat, lon) float32 dask.array<chunksize=(1, 2592, 1296), meta=np.ndarray>\n",
+       "    processed_flag       (time, lat, lon) float32 dask.array<chunksize=(1, 2592, 1296), meta=np.ndarray>\n",
+       "Attributes: (12/40)\n",
+       "    Conventions:                CF-1.6\n",
+       "    TileSize:                   2048:2048\n",
+       "    catalogue_url:              https://catalogue.ceda.ac.uk/uuid/b382ebe6679...\n",
+       "    cdm_data_type:              grid\n",
+       "    comment:                    \n",
+       "    contact:                    landcover-cci@uclouvain.be\n",
+       "    ...                         ...\n",
+       "    time_coverage_end:          20150703T000000Z\n",
+       "    time_coverage_resolution:   P1Y\n",
+       "    time_coverage_start:        20150703T000000Z\n",
+       "    title:                      ESA CCI Land Cover Map\n",
+       "    tracking_id:                12590bad-9014-4a91-9048-d06b67965490\n",
+       "    type:                       ESACCI-LC-L4-LCCS-Map-300m-P1Y
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 24, lat: 64800, lon: 129600)\n", + "Coordinates:\n", + " * lat (lat) float32 90.0 90.0 89.99 ... -89.99 -90.0 -90.0\n", + " * lon (lon) float32 -180.0 -180.0 -180.0 ... 180.0 180.0\n", + " * time (time) datetime64[ns] 1992-07-02 ... 2015-07-03\n", + "Data variables:\n", + " change_count (time, lat, lon) float32 dask.array\n", + " current_pixel_state (time, lat, lon) float32 dask.array\n", + " lccs_class (time, lat, lon) float32 dask.array\n", + " observation_count (time, lat, lon) float32 dask.array\n", + " processed_flag (time, lat, lon) float32 dask.array\n", + "Attributes: (12/40)\n", + " Conventions: CF-1.6\n", + " TileSize: 2048:2048\n", + " catalogue_url: https://catalogue.ceda.ac.uk/uuid/b382ebe6679...\n", + " cdm_data_type: grid\n", + " comment: \n", + " contact: landcover-cci@uclouvain.be\n", + " ... ...\n", + " time_coverage_end: 20150703T000000Z\n", + " time_coverage_resolution: P1Y\n", + " time_coverage_start: 20150703T000000Z\n", + " title: ESA CCI Land Cover Map\n", + " tracking_id: 12590bad-9014-4a91-9048-d06b67965490\n", + " type: ESACCI-LC-L4-LCCS-Map-300m-P1Y" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lc_dataset = store.open_data('ESACCI-LC-L4-LCCS-Map-300m-P1Y-1992-2015-v2.0.7b.zarr')\n", + "lc_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "94309849-a192-417d-9984-30ccbe598bff", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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+       "Coordinates:\n",
+       "  * lat      (lat) float32 90.0 90.0 89.99 89.99 ... -89.99 -89.99 -90.0 -90.0\n",
+       "  * lon      (lon) float32 -180.0 -180.0 -180.0 -180.0 ... 180.0 180.0 180.0\n",
+       "  * time     (time) datetime64[ns] 1992-07-02 1993-07-03 ... 2015-07-03\n",
+       "Attributes:\n",
+       "    ancillary_variables:  processed_flag current_pixel_state observation_coun...\n",
+       "    flag_meanings:        no_data cropland_rainfed cropland_rainfed_herbaceou...\n",
+       "    flag_values:          [0, 10, 11, 12, 20, 30, 40, 50, 60, 61, 62, 70, 71,...\n",
+       "    long_name:            Land cover class defined in LCCS\n",
+       "    standard_name:        land_cover_lccs\n",
+       "    valid_max:            220\n",
+       "    valid_min:            1
" + ], + "text/plain": [ + "\n", + "dask.array\n", + "Coordinates:\n", + " * lat (lat) float32 90.0 90.0 89.99 89.99 ... -89.99 -89.99 -90.0 -90.0\n", + " * lon (lon) float32 -180.0 -180.0 -180.0 -180.0 ... 180.0 180.0 180.0\n", + " * time (time) datetime64[ns] 1992-07-02 1993-07-03 ... 2015-07-03\n", + "Attributes:\n", + " ancillary_variables: processed_flag current_pixel_state observation_coun...\n", + " flag_meanings: no_data cropland_rainfed cropland_rainfed_herbaceou...\n", + " flag_values: [0, 10, 11, 12, 20, 30, 40, 50, 60, 61, 62, 70, 71,...\n", + " long_name: Land cover class defined in LCCS\n", + " standard_name: land_cover_lccs\n", + " valid_max: 220\n", + " valid_min: 1" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lc_dataset.lccs_class" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "62200442-1b8f-4526-905b-184fedbdd70d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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+       "       '1996-07-02T00:00:00.000000000', '1997-07-03T00:00:00.000000000',\n",
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+       "       '2000-07-02T00:00:00.000000000', '2001-07-03T00:00:00.000000000',\n",
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+       "       '2010-07-03T00:00:00.000000000', '2011-07-03T00:00:00.000000000',\n",
+       "       '2012-07-02T00:00:00.000000000', '2013-07-03T00:00:00.000000000',\n",
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+       "  * time     (time) datetime64[ns] 1992-07-02 1993-07-03 ... 2015-07-03
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datetime64[ns] 1992-07-02 1993-07-03 ... 2015-07-03" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lc_dataset.time" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "e0fef776-3dcd-491b-a087-63ee7a94bae3", + "metadata": {}, + "outputs": [], + "source": [ + "lc_dataset_subset = mask_dataset_by_geometry(lc_dataset, desired_geometry)" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "444130a8-ef9c-45ef-9f15-6850fdb9785c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kwrRwplvX5pG9rYAZbaWqKT2+q6pyr+tKGaJqknbp65JJOXQf6Ykc34XYZgaRsdl+cSKPzJa0jWx3o9nFhXhhG0KSSYIECc5NTPi06tn7Bm1ktkDSeixv2o2O7YutYVwkEMCoknxqJIEca711jvW6wrQUWtcds6qqXbwU3Vtn2iSFWmKJkjrc6/jgs2/IIj15VruN8RBSGSrk/HIE5CM6IV2bVn5Wvc29JR5lGknlwnMb8tI2Hn/n4aZVf+W0l3PH73w4Vt/0g9cP61oTCRNaVfWxJYtQaOnE8qZwuxDG8qaiBFLfswYz2paFjNW7jm7G8a7wQqeLJ+3qW4bllEb2NmMgH3w6h+6taeQ3pXHnU8eCvFR7Ss9FqTuvLyrc7gf1Oawqq6lUBRZe3ONJGj4IWei4kCjIPaxqy5bUGhFIpL2Nqm9LWQ8xIdT8fcVnnnp/osqa6IhyPBnPBJJgZDHhJQ6xawCwkkXH9sVonjcFvYdOof3tt5uOgX4+syUdco/tP1rAoNLZH+9KlyzkLhqmG+LQRnIXrrThk0bKqaz6jxbQgGhpQKux4sInxeg2N75kR1cmXLBKSRZAabuQiO9ZnD7aYckqe1shsYVMMJTzUozCeCCQROKoDcaFxBHU0T0A4Bgzv72ac9NzU8jhdpy5p4Bd83JGgmhZjJOTNqBhAYBpKeQG8jhzWw4z2nLY1QfMaFuG411ptZhvCBVa2tW3DMtn5UOLf8P0NArvyiM9A8A0IHXiMLK3mYhyn9QSRRRikAba7XGBuNuu/cQUbPvwqcA9txTDUU/5zhUJxCUNIKgtcrNSRQUk4aaT1+VzSxwNpqWw4zZNchmb9gVIqhuORwyFKKLGGA8EkmBkMV6M4x+Eqb9bNWYsWIv03BTqrqlH76FTmNGWQ8OC2+3xju2LARh10PKm3fYzo81IHwvbwjYIrYrRxu/URqD+wZRpCySWhulpG1EucPNWufYNIPzmL2Ri99fnsO3Dp0Ip1jVk8R2KfUPbSbTXFlDMh+WOKSSgAyX1/bnQ97+wDcoTC3beAhkrcekde0igrHyqxgm/h6GMneDcwpgTBxHNArAcwKeHOoa80TQsuN3GaOy8ew7Sc1NoWHA70nNToZoYAHByklnwB4Ogvv6jxQVepBFJ65G5uR75TSY/lU45Mvh0zqua0WTgLrCyMJczkGfX5+ybvms3cTPlDgUn7q8PnS+5sMRTq5LdQ6umBP1HCyXlcPd3IbSgTJ7V7o95CYhJPLISjA6GRRQuIkoht647htZ1x7DoTRuT9DjnEMacOABsBfAhAL+J6kBE1xDRASI68PTTT3v7pOemMPWsSTI49exmrLj2sCWL3EDekMH6HHIDxYXMellNS2F/V1FVpN/qd3RlrBdTVNZc/ZbtM4K7UoUbAOiOZ8eclgoR0OmjHTh9tCO2G64PO7oyqFuyNkQSMrbMS5OKlpjkOYj9RVRWQKCqOpEvEsi0VOi56Gej71VnARboIMQEI4sRJYuY6N46E4DxQkx+13MDY2ocJ6K3A1jGzGuIaCmADZVsHK5xXCN73yCAojSRnmvsG+m5xYBAjQaYGuAmBUlpjQ0xpGs7hs9+4cIXTCgLvi/Boc9orW0O7ti+xbYcwsGD2RI1lUgxvjnq+9HfWuIQryoxjkc9Fz2enBd1XI8JJHaQoWJM1EQn8pESCFDM4NA6uwW9J+citTGcmkeg0/Zopxb3WFTbjXsfH7ZxvP5FMziz4D2x+n7sK3ecN8bxsSaOv4YppXgWQB2AFwHoZubIX6occQCGPDRx7OpbhpOTNmDq2c3WTVcCAt0/xoVtJg6hvy9QFQXHMzfXI3ccaD5bCNlA9AIoLqtRnkUuScgC7i6yUXEVwy0dGxUXIscqkaD0l3sUaFdcX/yK7z7LEWMcJB5Z5TGRbAouYbj/k742lyBcggGK6uuEOGqDMVVVMfNfMfMsZr4UwLsB5MuRRhxk3t+AgQGzIOUG8pZEljfttmqqzJY06q6pR26gmINKEEpKuD6HhulpnD7agTP3lJJG/9FiMkRZmLW7qvSLitZe1ZYtkR7E6O2qsrRBeyiqKjF8uwQm1xNVlZ43UJQKdnSZSPIGZEPqN7F5+JwC9Pjuvfgy/urzy91HYgvxY7RVUGUhtq0Io7m76Eupgyj4jkedM169uIioi4ieIqInVds/qfrj3yOiQ0H7pUR0Wh37+zGbuAfjwcYx4vj0JvNGuvPuOQCKksfUs5vRsOB2SyCDB25C+9tvt+ky5E16f1dxoV14Zcq+MQtEXST5nCTVSO+keuzvgk074ksPohdSaXe9mcSuott0FcDhSB+St0qTnb6unrcLuV/dx1fRECjacTJb0qH7ceeun0VUvjC3r1xLJ2M831GWMMp4PI0oTuSL15qWKqqsPNcXKcJ9UZNjmhB80oYPmS3pcUsaAf4BwBW6gZn/WOqPA9gJoFsd/q6qTf6nozfNypjwAYCVIJlyd949B91bZ6J13TFrrNMQ9RRQageQNB951Fn3W5+aZUZbDstnbQipaPQYUcWbgMrBebptuGorfc2o68h8faq0cnPW5wksGajASl8gZCXbhwufLeZ8tIWMRztGuT6utFEt+vtysVPbjDdVFRFdCuCLzPw6p50A/A+AFDMfieo3XjAuAgBriRtW7wy+zf6Ka1cgN2ByT6XnFqPJRUcvqiM3K+2qNuOmC9vHt6incbotCyATyoDrSizak8mN3C5n+B6ON5VvDJc0fJl4S+0UfrIwKJKjJgNLCCo/mM+LzDXO6zafI0EJsU1L4WNLFmFh2/mT2mTMVFNRpKHJQksdCtUQhsQzie1RtvXxc+S3XgLgR8x8RLU1EFEvgJ8BaGfmvWMztVKc88ThQohEJJG6awLdfPA2PIhMyJbhW7Amz2oPeV/54BqJtYFZu/jqa5hFubhI+t7uhyptuOQlbZWSHOprnz7agczN7TZ9SPa2QiiNCFAqBfjclvW+TufeALH7AELMUaThRZDFFwDy9y1C46xzWwIZN/YMoFQdJYQxLVWUEOJIKQ40Sci2JpBxRhoXE5FWh9zDzPfEPPcqAPer/QKAlzPzT4hoPoB/IaLXMvPPRmqyw8F5RxwCE/OxG4MHbkL2njVG5xp4CGlovX/uuCkR23K8E6vastiPMJkI5E1Z3s5LpZfowk0jIVVEjZ29rZQofAuzT42k1WShqoW3+ecbpdJyYzhWtZnjkpfLVXFFRbKH2lRCRa0Kw7QUjj+yIhRvIu2yiFWj9hhPGFekAVhC6O/LoXEaQgRhvfAqkIb7W/ikDb0/Dn+jHw9FLUZEkwC0Apgvbcz8LIBng+2DRPRdAK+GSc005jhviePkpA3IDQDAYksWUTEamS1p5Aby2Hn3HCwn44XlLqLFhbao2vIlEQQQvFGXopz9QrfvfyiPhVfGf3NzycG1lbgG+uxtRXWRzyMsKu2JFISKIg1R8cnYrhRnrl2w6Ur2d0VLGTJG/9ECcDRnF5PGpjQyN0uCSqOGbEQe+yG1Uoo2qoVtudBbbHt2qbV/xVmYx2LhGneE4UA/z8ZZ9VbqqPZct83dHmeSxnDxuwC+zcx2ZSCi6QB+ysy/JqJXApgN4L/HaoIuzkmvqjiQoMD21fvQOyn8RuTqYLPrczhzTwHdtxy2i//CNhPTEFK/BOeL3t9dpCXy24WO4NbeV26lQGlvnlpdWi9XStDX8C3+UW7C7r4eS6dCce0mut1IKf40LUBpbixfP8mBldliAjgbm8J+/v1HTQaAzM31pj34XY53pSN/48amdMhpIipXmIab30l/8vctwvED20JljIeLcUkaER5bjU3pqtVS+lz5+Owa41DSiAUiuh/AfgBziOgoEck/yrsRVlMBwOUAvklE3wDwzwD+lJl/OnqzLY9z3qvKhzu2r7DE0d+XQ/ehTpvTSutj9WImAYBAaYbYQRS9qQQlAXaB++FwkhQCxp1Wao3v6MqgdXZLrNrjLnFESR16u5o5+vrqNh2drucTFaUeBR9RA0U1hyw04uwARKdziYsodVYt4FsUxyVhjBGqJY3x5lVVKxDRqwH8JYBXQGmSmHlo7F3peucrcQDhyPIz9xSKJNC026oucpnVdpHTBnGJFAdgYzeOd6VLFk/XDXdyUx6n+8xvGbWAa/gW46hj5eDaV3zeVNWQWrk+UVJMXGN8FCou+KoSoy9NSon7r5Y6dMxBTFIZTUIZMpz7qXrOQzBoV8JQn9tQJI3hEscbXnEpf/kjN8XqW7/mA2NJHN8A8PcADgL4tbQz88FaXO+8VFWJtJEbyGN50240ny2g7pp6NDalcbwrbfWzy2mPiZheYhZXCQx0kbm53pKGuyjqwLcdXRmrUolaeLWtoZy9o3V2S1ULsBt0WGn8uGO77rsiBeljUfdTaV+wsM0QczlJRCQN7ZorRGOjk28uetCJGqu/z3yscfeo5xon8l7VVa1Io3XdMZNXbSQC95xF3zdnX56oqPNHAqNFGucZzjLzXcz8dWY+KJ9aXey8lDiOH9hmo8clo65NYqg9dICQiqp3Ur0lHQD2bUxUUNUE7EUt3lFv6+7+cN1zBSIRVZpH3GOAUad1H+nxqsWi4kh8z8rnWBBCICFoL6qQ1OH8ll6U8awKQUdET3CEDNfVwiOB1FryGg5pnEcSx0cBPAXgQQTeWABQK7vIeelVNWPBWkwNVFSSy0riOYRQztxTrAg4CKOGqrsGwIk8cseBgYEC5s6tB46b/qLD13r1YqCf3zuonNrIhfZ88i3C1XpaCbRLbBTBVUsgdUvWAkfCxBYOFJSUE+Hzy0k6/UcLocXJvCWH35R1gGHm5no/aQSLnk2IdyKP/V1A45bgOh5jrD5vQiNY9Ie6yFciiGoJJPJZKySSRmy8L/j+S9XGAF5Zi4udlxIHEM6iKzhzj1FZCWnMaMuF+lhpI1iQ2r9SQEdr2tb1kLQlskjqqGfZ1yhHJj5EGa2rtXvUwhDu66Pn454zuck8Q7H3uPfhg89d2koiTqVBfY4c9+VR0vXnrZQClBrZ46TXkLGD88VeNlYYMUlASxnKFuSS+UhipAjjfJE4RhsJcXigCUQkEantMfXsZiyftQG548X+ou4SIztQ6lVVbqGvdFw8qSp5RlWDch5VUYhDNuVIzHdeVKbc4RjQfbmyMluKtivbdnPpdkj9FUgku46alPxlDcU1MCIDw1/8vefHVbv5CMN3rJrrxzhvJKWMc504iCjFzHkiavUdZ+ZuX/twcV4axwGTfl3SjwAmU65gRlsOU89utllu03NTaO82bScnbQCmpTAwUMDAQMGUp0UaJydtwMCAIRpZhLT6anJTPrTw60XVzWO1qi2LumvqMaMthzzq0H2kxx6X8xa2GfWUi7gLrizO7uIfZZyPawPR58v4+jr6WwIG9XkuabhZiX1t5VKZWJzI21opWrLQlQqztxXsompjQIBQXXmfkVwb10c6E20l0ihr2IYTda0Jw/G0ioLrPGDhWfy9DgRBZUj7qfCcEtVU1Xhz8H2l51O2KN5wUFbiIKIvxBjjp8z8JyM2owoYKYlDQ+I6OrYvRsOC20uOi9uurumhIfU/5s4tLmCtZztC6qk46qRydopqJIvJs9qRvysVy+ZRybbhM8ZXct11De6VXIx1n7jSRrkxBG4ch881V+BVgUWkBI90bx1pA/pQpZiI86qSXqqVrqqZq+c51YowznWJY6xQyTg+F8AHyhwnABM+OumG1TuRvW8QDQvCJWdlW6DreAjBmPiPHPYfSdt9MYjrZIBRkOMN09O29oeGT4VVyYi96+hmpK48U9UziPIIc4/52vR9+M6PupdyhnGxC0U9uyj1Wtie1B5qE7hjuiQCIOSe6ybo00bdxln1oYqRcSSO2OobRzUkrsI6vYoXHk8xl+Aq2id8xCDtUcfiYhQII0FtUUniWMnMD5QdIEafkUQtJA6g1OahycOFSCDHu0zBmV19y9B76BSa502xbr2CclKCKxnEdeet5OILAJlVGZyuq77Ake/NP8qN1qdW8kVp+2qsx5EY9PXc4+WISROOr5yttAvcwEDJXdaAYpCnQDzsQiRRJnDQXcCz63O2RDGAsjUrKqUfd5MARhJKjCBAN4NticeTJoeI+60o0TjnjAZpJBJHbXDeGsd9qJRXSOqW7+pbhv1H0pg7tx7NZwtoQBbdk9px5p5i7XHJ9gpE1/fObEmHvIpcxPF+2v9QHoNPm3/y1tkt6D7Sg4bpaQw+nbPfgrgeV76+lQzhLsqlEnHrbZzZWxRatROAnrfPS8uHcn2jJA9fjIh+u5c4ncmz2uPHfXgQhwwA1DRaO78JmHFlNMnotrJkVGGe5SSe0ZQyEuKoDWIRx2jnQSmHWhIHUJk8NM7cUwilGinGbXSEyEPIBCiWX3WPl3O19S2Asu/LVRXHM6palPP88sGX4mO484kT76LH9B2PI3nItqSYcT2uXDWPXhRHhBxqlPYkKm7CRxZRc6pIJhUw2qqp4RLH6y6+hD//jpWx+jbet20svKq83lSCWnlVxSWOUc2DUg61Jg6NO7avKAb6KYjLrQtdwc+rygkWFJ+UMVS3Wt8Y7oLpSh5A9QQSN8JbIITqq68hTgCaaOPcU+bmeisJSLxMJVficsQl1xYpRMbWhD65KW8dI0RdI/0kTuN0X8rGpQhi2zGGKV3UKmp7pIP9xsqWcR4Qx33B5iUAFgGQP8TfAbCHmcsSy1AR1x13VPOgjBfcsHpnCWkAxShzAKE8SLrGxMI2E+SW2VJMfHi6zwSciSsqgJJt/e3CNVLr/TN7t6F1dktI7SPXFdLwucpWixKjeHCP+i1b3JhntOXsIqsX78Gnc6GU9HHmIYt8A7JWaqvk3eVeN+qYpLtvgMlHNohMKBDweJdRV7ljSdCnawdxJRCdabkEVWbp1S6vIbsEMKKuwCFDenBN/R2XNE50DiQG8BqCmd/PzO+HiRJvZOYVzLwCwGtred1KxvEXB5t/jlHMg1IOoylxCFz1leSu0kkPB5FBY5OxWchCoutE6IW1dd0xLKc9JZHU0jeOy2ulIEIAJYGD0jdqzDgo8WBy3rR1XIFIHRoi/biVFm2VOKCsBOJT8clcfARUqU+UWlCuM3lWuwkAnLWhxCgskoZP4gCAtZ+Ygm0fPmV2ogzpQ5A43BTyvpKqbl+97/bR7b5jvuvH7QuMrefUuS5xCIjoSWZ+ndp/DoBv6raRRCWJ4yBMqcL3wdg4Hg/apP28gAQKpmeY/d5J9Xahk4VISEJqljcgGxlYdf0lM0P7k2e143RfKvQG7nNVLSeRSP8ze7fhzN5tZd/iK0k25c6pBK2a0oFzQDRpAAhJJuWupasCitSiC2CVg/SRObrEqUlVX0dqrWTXGwmqvy8XIotBZLxv/S5p2My72q1Xx4oEQXKuVOGVMgK4BOIu5L6yq26bHtNHMqH7OpEPFVpKMG6wh4i+TER/QkTvA7ALwFdqdbG4No46Zj5TqW00MBYSBwB8YOMiNOw121pVlZ4RTmkh/vw6b5WGuOBq9ZFbs8NFlHdVFPQYvnQl7nzKveFXgiye7d05dLSmIyOZRZUnBmefxCE2kCjbh+v6W+k4UF5Vlbm53sS8wP9nLL+LjKVtIFH9tfQghnK7sAcZaUuM0WUy1erjrmG63Jt/RZdbIHYN8CgPqbgqq0TiGB0Q0btgKgcCwKPM/GCtrhXXxuEr8HtOFf2thE9vehx119RjcEkxUhxAqN6DFHmyBKJSj9iUI9NSOH3lshARyIK5sC0sDUS5lUaRgLZhiK1DSGNVWxaZLekSO0m5hbUcdnRlQuq1jlbzDHzSxMI2s+hGqaf2dxUN5wBCRvAdXcUSugvbdN32DvuMdnRlSuwMklrEB00qWpXmqpt2Hd1st08f7cD+LoRK2mqJY0dXxvQ/kbd1PuTvQgIFfYkYpcRqKC2ISCiyQB8thCQZn3Qg/bWE4m7b/hF1wF3pJkr6iLp+gjFHD4BdzLwewJeJ6KJaXaiSjWMGgJkAPgdgFUykOAC8CMDfM/NrajWxKIyVxKHxgY2L7EKZG8ib6HJPZLGbKReA9dJJ4Yx5s/aUlAXK2zkqqWXKnaP3hxLnIXDf7sVFVVKby6LbgPKLi5ThlW/3GBAvAj8OqnENdp/xjLZieWD3twnVhle2C50cUbvwht7YlW3HV0QqSmpw1aC+Nt/5vrEsKkSUTxQXXI3xJHEQURdM/qinxPYQ1NG4GsDTQbeNzLw7OPZXADIwnqx/zsxfLjP21QCuAfBiZn4VEc2GWaPfEmvyVaKSxPF7ADYDmAXgDvVZD2BjLSY0UdDenUPH9sWYenZzia5a9L8iQWRvK2ByU96+oS9v2l10Ae0rrUNeLt2HJgAtYWi4i16UIXzw6VzZxdIH1xsrsyWN7G1m4ddv08e70rFSikvtdiBsIJdjck1fsSmd9FCO+e5TJJVKxKOfuTtOCmfs+brfIAKpLXiLt4v3tBR2794XVlMpqcFKAo7dQ2ClFKe/VjXpN3/XzuGzQZSTKGQO5YghMstugrj4BwBXeNq3MPO84COk0Qjg3TDeUVcA6CSi55YZey2AxQB+BgDMfATGRbcmKEsczPwZAG8B8KfMnGLm3wk+76xVYMlEwKc3GS3dmQvWYP+RNHYcCQ44//zdhzoBhIsKifpi19HNWNWWDenL3cAxn7QQ5V3lWzDdxdQ1srv9qsWMtpwli+xtJhhSkgMubCufdVVDVFn6jbtxVr19NtrgrtVZQibaoO4jv/1dZnxfJl13/B1dGUv4UaQqKjdJHaJ/X724Llu22NpuMC1lDeuuqsdtt5CXEXeB9qT60Ns+g3rc36IqlLGR1OR6ExzM/CiAuJ6o7wTwj8z8LDMPAvgOgDeW6f8sM/9SdohoEoyLbk1QsQIgM/+GiK6FW27tPEb+Pn8OqPbuHBbONgkPO1rTaF+9D6fnZW0FwExQZS67PoeG6QCCIDhZoIyaJ+9VhwhcCQSArT9eTf6nuMfL9U3hDBByKd4NwCwmUaoTFz4VlXs9X7yH+/bvwjXC7+8C0FYI2ShkbFcSkT7abqKLOWXX5zCjLYdG5TVmxghHjRs1VekLQaSR25FIxP4hKeE1JLkiEM8wXjGfVRWIkw9L31cSx1ER1xPRe2E8VW9g5hMwJoKvqT5Hg7YofJWINgKYTERvBbAGwEO1mnBcr6qbAJwG8E8AnpH28yWOw8UHNpYSx6rZxX/g9u4cOn6n6AljM6cC9h+sdd0xdN9yuCSjLFBqP/AlCdTnxCUN6RtaTFW72zdqHLef9T4qk2rDpyIpRyziXBCV70rva4lB55iSa0R5Bsn963lrdZt+TjPactZeIXMQu4fYaLR94/TRDkxuyofsGLqfVmGFJK1AFRUaU7nzxs4j5UGs1CLDQUTiw9T7x86PZrg2jv8zZQr/zeI3xeq74ku7vw/gx6rpHma+x5nPpQC+qGwcLwnOYQC3A6hn5jYi2gZgPzN/LuiXBbCbmXf6rh3EbWQAvA3GFv1lAJ/mGiUjjEscg55mZuZXjvyUymM8EMfxA9vQsX0x2lfvQ3u3WQDmzq3HwEAhRCAASqrJyULQeuscGwQo9g7tXmpTXgTHRApxa1248JGKC8md5b59l1NZ6bd/nedJz1l7JYkr6onOARSW9GB/l5GMpq2ZW1ESseod+N1qKyUljILr0SRSiQ8iYdgsyIHBX7a9qdgB6zml05lkbyugZ8YabPvwqTCBKscAfX5khlr3nsskEvTtu23DlUDiplWZyMbxKomj4rVc4og6FhjGwcx/HRz7MoCPMvP+6u6gNojljsvMDZ7PqJPGeMGMBWtDpNHRmrYuujuOBG/SwVti661zQrYA+efq3lqUOq3HlfLO0SThU8u4brs+O0i5SOqoBVPDtRuI95S8ocu8xPAPwLqiytt6YUmPve60NXMrX1QhKhZD74ttRBaw3EA+kpgyW9Ihl2DfM5jR5qibZm0wv59y3RV7jlxfu+0ChpCytxVsXEdmSxrbrnnQBs9paElFbB32mBi4HRddfdw+hwj1lIu4bVEoGzsSoXJMEA0i0m8f7wLwZLD9BQDvJqIXEFEDgNkAvl5mnMVE9AgR/RcR/TcRDRLRf9ds3jEljucBuA7F4JI9AO5m5l/VamJRGA8SB2DUVSJliGuufkPUwVY2ZQUQUnNks/cil1ntrRQYpZaSvuXcc6OCBculOPFBzs+jzuZlqrTIiKQRSsPhpOlw55W5uR4n7jf/PyKduJKNC59KascRoO6ZTjQsuB07754TImd3jhq62p/8Vm5mX1ficA35JeomAPlNQOq6vA18jIImjxOdAyGCdV1340hWLuJKFDVRXyGRONRc7gewFMDFAH4E4JZgfx6Mqup7AK5l5kLQ/0YAbQDOAljHzF8qM/a3Ybxd3US0P4k1+SoRNwDwLgDzAXQGn/lB23kLkTJWzTb7kWkhpqWMbtwR4XsPnUL31pnY0ZUJqXsyW8zClEedNc5qF11Rf0QRgrRPntVuA/58Uohk6C0XhS7nNMAQgS8grL8vh9Z1x0Lz15DkgKf7UvaakiJEvJxOH+3AtKsKKCzpsWobLVVoqUu3u6k3OlrTaJ43BVPPbo4kDS8C9ZKM7UoQcl2ROFyS0Pv7u4peTDOuLI4p9+W6yerz+/tykao89zrVeEqVy0tVrl85uMGFvuMJwmDmq5i5npmfx8yzmDnLzKuZuYmZX8/M7xDSCPp/jJlfxcxzypFGgFPM/CVmfoqZfyKfWt1LXOK4jJnfx8z54PN+AJfValITATMWrEVHazosXQSI9CialrKLZX3PGrSuO4bMljTS2e0lbrLLm3bbWBA3ojkq1YYmgdNHO0Jv1jK+dsmNa1hvQDGZ4a6+Zeb4keK9yiKtFxKRaIRI9Hinj3aUuMACxcXVF68hBCOuu/p6FifyWN60uzR+JMj/JJlq7bgBScs9ZW6ux/JZG7C8abdVT+nry7YmAfntG5vSxXgU9bcgkoaMpRfcKCLW/WwfR8011FxR7guOb7sc1n5iSuj65UgoIY9RxVeI6JNEtJCIWuRTq4vFJY5fE9GrZIeIXgklDg0VRPQyIvoKEQ0Q0beI6IPDHXMsoP3yZdvGdkQgsyWN7lsO43RfCstpDxa2Abt4qTmopJNBmAVE2z/KSRpuAKHu755bjjR8MR/9fTmrsupoTVsbTwhqgROHgFVt2VAiQi1l9R8NG/p9ebNE4pg8qx2Ns+pDtgkdtyCL89pPTLGpP0SS0AZoazsJkhYub9pt1VKSzNDN6uvLWeUamm16eeU+Kx51mS3hoDxZWMvZJkLeZ8HfROOs+hCZ2ONlEOXRVm4OUWNaA78OdhWvMYf8kpQko4rfBrAAwCYUA7VLRecRQlwbx1sA3Afgv2FcvV4B4P3MPKzsi4FhqJ6Ze4K8KgcB/AEz90edM15sHILjB7ZV7hQBSa8OmDfT9uxSdG+daVx1t860nlsC8fAB/O6yum3/Q+YfWwomNUxPh2qbRxGHFFnS4wJFEhBDtCQ1BEr18JI4UEtKp/tSoSSA/X05G+CXRx2OdxUN17rWt8+Arb2hFraFvbBkrlHJFjV8Ba6i4NpZtK1Bu1zLtoztJr90EaWW0sd8C7B2842qTBjqW80iXiH1iBwHEOlqrM9NbBznHmLXHCeiFwCYA0Mc32bmZyucUv1kiP4VwJ3M/EhUn/FOHJGlQx1XRW081/+k+vzWdceQyVxtz2lA2sYUALD5roDqanHr/gKpXe72q2TUdY3EYi/QMRBuFcCFbQgVYwLCkeBAUN9EZcy1EpcnUaDM0xfcp1OauMe0AVzfp8/OUillSUkCx6Z08bdUsR9CJG6akHJSg16ET3QOYNpVBbtA1+81Ls4lrrARMRWh8Tzn+GJFQvCkGZFzLJk5102Io3Ygovcw8+eI6C98x5n5b2ty3SqIYxGASxGuOf7ZEZuI8WF+FMDrmPlnzrFrYBJ44eUvf/n873//+yN12WHDJY7cgPnHSs81/9iSdkRLDvIPa0uSomg7aIBRZ+zqW1YsHqQgb6++Ikmr2oq2CF+Aoe4XlVJDYjykWJLPg8hLgBrqjRQoDeZzyakkkC6AeI8J3Ld+N3jSkpCq3ifR496YCRTflH2upPIMXPhI2JXO5LnkN8FKHjrNelQQZMW4CpUSXQcRWsQtCuV7kXESLpZIPk6QY0lRqggkxFE7ENE1zHwPEd3iO87Mt9biurFsHES0HUZf9iYYo/hlMPq0EQERXQhgJ4zL2c/c48x8DzMvYOYF06dPH6nL1gTpuSmTLTdA++p9YdIA7D+aa8RtQBqDMF5KPk8swCwshZZOLJ+1AZmb60vedLPrc9Zu4gap+bLm2mtPL5a4FVWRLPaSTnx/l5m7lMC1i54q8tPfl7OLzv4uWAM/EE4zD5gFfWEbQqTRf7RgbQ1CXHruGmI7aJietuVeG6aboMMTnQM4/pA5LmnbxTNJPtnbCqjf2wJMS9n700ZuSU3vXvvM3m3Fe9qSxuSmPFpnt4RSx9TvNXbJGVcWiUHuxZU25Fu3R3osqYW7cVZ9cTEPcmHFhiaAYCxru3GzFIttRidxDJDEbow5xPbcz8y3up9aXTSujWMApp7tiIevBzEiXwTw5Thi1XhXVZXDrr5lVqLo2L4YQFES2dW3DL2HTtk2LY1odGxfjPqeNV6JQ6NSsSfpA5TaPKQMrqic7Fu7o8+X1BrSPwp6sdGqqxP31xu1S7DdfaTH9mud3YJpVxWiU5kEZCVSR+vsFnQf6bHfAm90N0qDCm1Qo4p4l3iKE50D6D7Sg1VtWavS0/PU19U5reTeo+wb7rMBSos9+aQTGxTog/Oy4caF6OuG1EvS7iEN9xxX6gnZWlAqhU5kiWPmRRfymnmvj9W3/bH9YyFx9AFoAfCfzFwzLyoXcb2qngQwY6QvTkQEIAtgoFa6uLGGqKDu/NCgdbEFUCqFoCidaBLR48hY8rYrtg75FmgPpqiFM8omIlHlp/tSVsWTubk+9GasF0ExYpeLK2hsMpKUSB+yOE27qvj2L4uvzLmwpKek+JN4SQGwGWcbppsxhYCmXVWwkke5ErX62WRurseJzgHgRN7em15sp62ZaxNJCmk0TE+HSKr7SI+NGJexAIRINvR81H7Ii8oxLvtccE90DpiAyQrZaSvFhVjvLynsNC1VosorOcd5hja+xJMiJXHHHRU8DJPr6vVE9DMi+rn+rtVF4xLHxQD6g5q2X5DPCFx/MYDVAFJEdCj4LBuBcccMOhgOKKqjrv+bhpK+Qh6imurYvthKGs3zplipBDABg0Im+7tgpQ2f5OEGz7mIKu7kHhcVjzuGXRBU/YaoFCbisisFnfTiI+opIafCErP4ltSFUIusLPYL2wyRpK4rur5qkkxdl/fOX3tjaVWelXxk0Xfe6LUUI89Ht8nYmZuLUhRO5Itzchdlca/1xHL49vW2va4yurtwCceOIfcm+bBUdUHt9uuO4UVEXZAoF98EIw9m/ktmngJT+e9FzHyR/q7VdeMSx0cB/AHCPsJ3DPfizPwYM1MQNRkqZDJRERWxrP/xO7YvRuu6Y1aC8J3jqqnaV+9D87wpqO9ZA6C8t1M1KJfY0Na+2BL2+vGpTlxVjBCoxHv4YhW0zQEIG3lFBSJvxI1NaSuRZNfnSry1SqKqVf0N1yNK+gp52AV0Wqq46AOhRVYHAWrJQ6CPlxRncojIBiPqe/V4MkXFWWS2pO08SyRKp8SsG3Mh96njQvTz1gGNJeP6aoPAH79x/KFE6hhNMPM7iegVRPS7AEBEk8esdGzsQYj2M/PCEZhPRYxHG0eUPcJFf18OvZPqkZ6bsgurkEbH9sVonjcFy5t2F8cL3golnkNsJINBaRSRUoRMqoXYNSQq280hFXKpjSCParxrAHjjP4BwjIomIa1D1wTTf9QYtkMLfQCxi8i52t1W22vs/BV8On7XDpC/KxUiDrEDedO7K6OztnVol+WouA3XziHfYrc40TkAACXPwJc3K/Q7ASVZeN107y7KqbDseHIdpz2xcdQe4610bFzUjdA4ExJxSEMwMFBAx/bFaJm/Et1bZ1qpo331PjuOHS/4Z2xfvQ8d2xdjedNuq2qRCO7meVOKEcsOtDSh7SBuJcHTRzusB1FUNDmgVBK6DKonDbiF5+1USEPGk3NElWXTz5/Ilw3ia5xVj7ol/gVJKvLpxU57S4XUatojKfCuctVHxx9KI39Xsc+MK3NeG0r2tqLNxl5DeWxJVcT+vpy1H0WpczRZuRJIYUmPsV9cVfASpzwfPRaAInnIIu+QhlyjRDqsRBoC/TfhtiWoNdZivJSOrQI1K1E4nuHzqHJtHO3dOeQG8ujYvth4U7Wm0TpvDXoOPuAdU+wc8g2Yt3GxhyxsQ8hwblN9q0V2Rlu4lviqtmzIDiJR5XIMKOrN3XKzOjBR7wMo2h48+noAfgnEUXdoG4ksrGKXyGxJRy5a+buKY/vsMBraLrKwzfFwUu6oQJG49KI+48ocUhtNd3nrT200c2+YbtQyC9uMwRwoOhTI+FLz3EsUiiDdlCT6+Yl0oZ+ZdsG1ubBc99ggBYxVUTmw19GqKPU8ypJGJYKIG1OSYCQwqqVjR0pV1TNarmDjQVXlEoYvRYioXkJqEQdynoaModVTor4CYFVYkv5bUn0LRNUU5a7rK0VbLqDNW/bUqUwnai65V1kItWHYve+OzJ5Qm4209lT580EM29qlVyclDMWwqGh2rS7SqqGSOcv9upX4pqVMuvSN4cVcR3OLfj+1EaUqIud5uPds566eu75O95GekmqSUSrEEtuRSk1i+5ch5tR1IyMtzHirt2jdqOA8UlX9DYCTAN4L4M9gSsf2M/ONtbjeSEkcNELjjHv4pIxM5mq0rjsWcrFd3rTbJrYTuKqc7q0zkV2fw66+ZfZY++p9dhET9ZR4Vy2ftaFkAZJCQy4h+KLKNXSGXF1bW/fz5XxqbEqH3m77jxZsQJ9WYYl3lO+t0yUNeTbWWK2ub487gXuA6dt9pMdeQxunZaySCPYtRYOz3I9cOzTnaSmbHDF7WyFkwxHSEJfdaVcVcOJ+49Jbv7cFqevySF2XR36TWYDzmxBSD8n9itE9e1sBrbNbiu7BHnVd95EeTFsztxgD0zkQIiQ3gND+HnAcB1T0vGu3ke/sbYUiaejfT6n1tMSnf59Q3wSjiY8AeBpAH4BrAewG0F72jGEgbgDgBQBOM/NviOjVAF4D4EtSyImIXsfMT5YdZIQwlhKHN9hPvVF60zT4AqiC7fbsUgBAy/yVIdLRkouQRvO8Keg9dMq0qzfNQeRCUkiloECBpCbRBZey63M2bUlU3iF9L0A4waBOTxIyFqsxtHG83FiCEsNz8KytROHkxgpFZQfjudKXzyPNt+jq/FLyfCQ9ilt46UTnAOqWrMWZvdts7ighhN6ThmBS1/lriQOwhax0PIs+Dyg1uJerSW4GNSWKu285XDyuAwx1gsIgPcpQpAyfV5xGInGce4hLHAcBLAEwDcDXABwA8L/MPOqO2mNFHFH2DMlmC5g3aZtnqoLBXPJYnblgDeqe6bQeVQLtWZW9rYBCS6dVXQHFnFayAPjqlfvqdOzipVbSsdfipchlVttzBVHZXMvmMELYsAsgNnEItPHaEsKscMLCEhWgWjzFXiLQSQs1iUgNdDtEECGuPcjcsYCwagsoSmauCklLKZKcUN7UZYF2VVQuXOKJkshCz8EhJW9dc/eccvB5Y1WBiUwcb2h8OX/5sx+O1bf+suvHKnI8chFn5nisV+11YxJHDzO3ENGfAZjMzH9DRL3M3FyLSZXDWBOHtjnoBIVRROGzY0jW22z2XrTMX2lLna649jAGD9xUEj1e37MGhZZiskRNHgJfRleBmwlWt5WzZwjiBnOVEEkFF92oiObQ9ZR04XOVFRsBULx3TTb6XImWtjYExwtIyECnWdnfhZI0JgIhDLmeZKqV8rhCTDqNCVCUJABjeI96U5e55+8ynlzHH0qHpBZrhyinFtLSiFt6dhhk4IVvnAnujjsBiOMVwaY85O3Bdxrm5f62Wlx3UuUuAEx2kIXBZOSVNO655yTMoh2oMLL3YnlADq3rjmHFtYex8+45tq+0CToyBXQfWmnGWXA7Bg/chBXX3m7iO+5+AK0HAeBeK81kMjkUnBQkInHkBvKYenYzGrEhKHmaDql3rIdSEKuxKljkTh8FVrU5KUdU3EjzPFPpTQgxN5BH89ni4lvO59+OpcYUSCS5rp6ooQPRBDpNCVCUSPYjfG5UUKRIIY1bivaPkFTkyearv32k0Tq7xRKB9TzrygHre5DZYvpo0ghJKDcXLJGd6GxBf1AyV5N7mAxzSDWl0TgreJZHg7T6osIKDPJijA+prILFvCQ7sF7gqyWNaojmRB7FNS3BSIOZvw8ARLSYmRerQx8hon0AakIccY3j6wD8FYAHmflbQQXAYRVxmmgIeTUhrCYR47jEZxgiOIwV1x5Gy/yVtm3q2c3YefcctGeXonneFLTMX4mBgQKa502x8R1RqO9Zg+Z5U+wCJJUBBdnbCkjhDBa2wQYI7jq62cZsuJX13HK00h8oxpSIZLXjCIqkAUBSwmuEYjygJJ+It2EhEF/cgF743OOS7woo9YCSSHObyRdFMnHJwrqoOtcTqSuzxVyndXZLyQcwZCL2CB2bMaPNGL1ntOWQ32RcdPv7TNyH5LeSjMPZ9Tl0H+kpse3oHFr2WxGwzF3sIo2z6o0ay4lG11HjtgqiE7dSLUJR8a7h3HlJKOcifT6CiLqI6CkielK1fZKIvk1E3ySiB4loatB+KRGdVqmY/r7C8BcQkc3/HpTBuKAmN4Iq3XGJ6AJmfqZWk4mDsVBVZe8btGojMVIDxVxTuYE8Bg/cZGMzROUkkPaW+SvtGNnsvbatffU+tHfnUPdMJ3oOPhBSWbV359CwFyi0dKK+Zw128dJQcScA1i13edNuW1VQq6VEry+Gb6nGp483IB2qQAgYry/r7RUY8kXtplV2DUiX6NCt5KBVIw7cKHIXPokkdHyWX0Wl1Uwl9gmfWmhayhq53SjtSpUEM1vS9nllMldjedNu5DcBp69cZn+XyQ/51ZgzrsyFVGHavdhNia+h1W5y/1qlJfdZ1oDuSiZlJAj3eu6zK3t+oqrSc7kcwC8AfJaZXxe0vQ1AnpnPEtEnAICZPxzUJ/qi9KsEIpoPoAvAFBibxykAbcxcKi6PAOLaOBbCZLG9kJlfTkRvAHAtMw8t18UwMBrEccf2FRgYMItR3TOdVp206Af78PjLFtvFXdRRLfNXWkJpWHA7ANjzAWDu3PoQkZy5YA36H12KjswedB/qROu8NWjPLkXj5XvQ/+hSO6bEc2iyEhUSUGrjcInC/QbMQne6z/yz61Kuru1mV98yZLP3WoO/D1YKC+pp6LnoqnDSZlHGWB43t1FUGpKy5zhE5JZ7FZWSSBUA7CKuJQ17/7wU9fWNKBT6jeeSepa9h06h/e23Y9fRzdi9ex9W/DqsaoyCpDLRlQn1Qq/v1SVBN3YFQMXAPO/vo6DjOfR2FJn4Ssqm3v94rHuvBcYTcQTzuRQRhEBE7wLwh8ycrpY41BgvglnX4/3BDRFx7RRbAfwegC8AADN/I2DPcwYf2LgIALBqNjBwpPR4w4LbcefBOVjxrtsB3ISddz8QOnYSQMMCWILoP/gAGi/fA8CQyKqAHAzMt3nD34fWdUXSkO+egw8Aq2fizAVrsHxWPYDNoTxVgFFJSVsjNgAwpNF76BSaA7LI3FyPXUfNIrec9ljDbRE5K3F0bO9Ez8F7kQWQyRgvsUHkMNhXVNGF1GNZY+R3F+ySUqICRzXi87AS6MXRRwi+a1aCEIRA1Ff2fhzpQgILNZHIeY1NaWQA7OpbjN5DrwNgXhiETOt71iDbA2S27MaivcZVV2q/A4Yg9DYQTtWu7R2Ngc1Eapk3BhmBRcIQYl/Ylis+M9cd3LFpRMVzuNDuuXpb27q0kb1xmjo5iFo/j3AxEem32nuY+Z4qzm8D8E9qv4GIemHSiLQz895KA/gK4dUCcSWO/2Tm39aeVET0DWZ+Q81n6KAWEsfxA9uszh0wEsLAQCH0rY3dLfNXlqiftIpJvKTkmKB1nhHQpJwsUJQ+hGRE4hCVkCwAQhgiZQwiiCeAsU30HjplXHpVNHlmS7EE7emjHVZNJcShJZL9R9JYNbt4nWz2XptLS6vCZE47jhiSFZSUHfUEn2nsOGIM5L5EfnrMkaww55KRW6DKhVZ1ufcjz2nyQ7tDbrLauC2ut1LLHUCIPORYw/S09ZoCim63rbNbUFjSY9VZvSfnWq8qIDojQQlhAyHSLhevkb8rhdRGhFSNJZ5uFeD2TVRVoflcCo8kQUQ3wlRVbWVmJqIXwGh4fhKoof4FwGtHixgqIa5x/AeBsYWJ6PlEtAHAQKWTxjs+sHERPrBxUYg0AFiyaD5r/kGbzxaskVvcZwFjy+g5+IAljalnN1u1lpCLEEzPwQfQfagT7dmlNldVw4LbUfdMJ1xI+pKO7YvNG38gWSxv2o3eSWZBEAKR1CMAsHv3vnAQ4Ik8UjiDji/ehB1dGWPoVqQh3w1IY+FsJ9mgsqOI0VxSwbdnl2LVbLP4DyIcSBYKgiyz6GvSsYjQk0fV+oiL/V0IvV3LHCXRoHgd6RK5ck1px7QUOr54UzEz8awNmPzQbmtT0F5QDdNNdP3g0zlLDPsfymP/Q3mvlKEz7c64Mof8XSmbOr1xVn0ojXoUdGpzbfi3xnAVLS95t/J3pWzyxlB8iZIUykkjekxv2hMgSXIYA0T0PgBvB5CWKqvM/Cwz/yTYPgjguwBePXazDCOuxHExgL8D8Lsw6UX+DcAH5cZGEyMpcYh6Kgra3qDhGrcBeJMWyrGGBbdj6tnNyGbvRSZzNXoPnbLSx44j5jririuqLm3LEDQgbYkjPTdlpYHWW+dgOe3BqrYs8qhDCmcAAPkgabFIIwAsyQBFQhCpQ1x8fXmxjnelsYuXWptHyUJxovRNuJK9osSbyiN16L7edkeK8PXTRnSfwblcbiyRtLQtwE2rrtOG+Fx3gWICxOapA6E4DgBW2tBSB1CUPHQqFSE0mzZeqwRdu4YbuBdASyQ6dUhk1LijYnR/JzcNfAgn8kkAYHg+l0JJHER0BYC/BfBmZn5a9ZsO4KfM/OvAi3UvgCZm/mnEuH8E4GFm/jkRtcOUk+2olXE8lsTBzD9m5jQzv4SZL2Hm94wFaYwkPrBxkSUGAKE3/4Wzc6FjgFn8hRzcsq7N86ZY11sN6b/z7jnoPXTKkgZg3tTbs0utkRyAlXDkPF9Q4dSzm9F8thBaHEU6ENLIo85bb3x50+5QHiYhEbGL6H5CjJiWCpGGLGyDTgxFKENukDU3jmpDS3vlvKiiSMNec1rKXltLF3oOEg/i5lXK3FxfzFUV3EuoiqJ2cz1awIwrcyXBklK+VhOPto2I9DHtqkLJAi3PVMhDkL8rFRpPYnN02nj7xn+0ENq2cTaaTE6EpQm5F/mEoHJ2uUWojj9k0pPIM9aSRwmSnFUWRHQ/gP0A5hDRUSLKALgTwEUAHnHcbi8H8E0i+gaAfwbwp1GkEeCmgDTeBGOP/gyAu2p2LzEljlcHk3gJM7+OiF4P4B3M3FHh1BHHSEkcPmlDG6cBhAzW2s4htoyegw+E7B2up5VA20PccwSiAhOJQ2fZBYoqJPHC0ioTkRyA0pKyoTQYQKivzrnkxqlIm96X3Fg63QngKRakrgcgUhIQ+PJ7lXXD9XlHeSQJn4ePDxKRDRRVTanrjKRlS95WqEnhkzjEvVbaZI6+zLNyXRc2oWIFVZULHVVuSdyXqRcoyV3lhWMjkblZlCnoNaFtHK+exl/eFo/86t/WPZbZcXuZuZmI/hpAHzPvqGV2j7g2jnthAgB/BQDM/E0A767FhEYDi960MSRh9D+6NLQvtgxpq3umM+ROq2M2NAFI2hDdLioilzQymavRvXUmWuavxIprD1vVVcOC23HmArMt8QHaIN48b4o1jGu1E1BUOYn9QozjgFmYhDS0fWRX3zJLENIui7Ir8TQ2GTuLG5AXWuSDt9qSN/tgsfLZK3wJIctKK7qeR1D7wpUi3G0faUjAYOq6vNX1L2wzMRj9RwtFj7UIzzCdfVdqpsu2QBOJRPH7VEKZm808RAUm3/lNsOPa27+/tNKg3hcDt71P+Y2i3v5VzY6oZ2XH7wvXJhESkX2RfOK6VScYMRwjorsBrASwOzCux13fq0ZcieMJZr7M8ao6xMzzajWxKAxH4sjeN1hUwSiIZKHtFXqhF0QVX/LBJQqfnURsD2LzaM8utfEb2fU560Kro8HlHAm60x5VQJE8NKxkEdgrfAjFhLh2jjIoUUk56TtciHRw4v7iQuuzdcRFlDThZu0FSgMF9fkCnzSgF2J5M9c5sKzdQVKeKymjdXaLTW7o1imXc2y8hspcq20dvjxVLlxvsYbp6dCcAScPWIzCS5oUACVhnMjb56RdgqMSYE5oG8fEkTheCOAKGGnjCBHVw9hE/s3T92oAe4J+BBM4uALA9wD8SRy7SFzi+BKA6wF8Pkh2+IcAMsz8+1Xc24hgqMQRRRoaPlWST62kIckKfWMB8JJGz8EHrLutSBU6qhwIu8NqYzoA9E6qx9SzxptKG0+1ROGmW9fQAX7iDaYNwPbcIaLEOO0xlke52lZSU0X1ESlMFlA33YWOpJdFuiTxX9wSqYCN8NZv/4BJYKiD+OS4qJqEMHW9dN3HfSausdyLiLxhIbJxgjFLXHpPlAb5RSEk0ejzlBuvzAtIVFWjASJ6FYCjzPwsES0F8HqYCPWTnr5PAmhm5l8R0SoANwB4G4BmALcw85JK14sryqwFcDeA1xDRMZjcVX8a89wxx6I3baxIGgBC6qdy3lICTRoShyFqLu2K67uGqIjEsB0ihkOnsJz2WKOs9rDqnVSMQt91dHOo+NHxrrT1qGpAOlLCkAUkk7kaU88Wjzc2pYdNGnYsHdfhUV34Mt1WUlVZ6cKRchpn1eN4V9rmgAJgy7W60oaUcLX5otQ5vrnJtngfyX5hSU+ohoZg8OnSyHOBFJ6q32tsISfuL6YYkX7i/ts4q94mLtSR29oLSqsBRe2mMePKiIDAaalif1XKN4o09HVLyF6KWzluvECpKitBTbETwK+J6P/AZPloALAjou9ZqaUE4wb8WWb+CTP/O2Lmt6pIHET0XADXMfPvApgO4DXM/CbJyjiesehNG7HoTUVlr/vmXw7l3Gtb5q9E99aZ1hOpZf5Kq+ryGb0Bs/jLMSGcbPZeLG/abcY71BkiiBltxnOnAWmrRtKkIRAdv6RIB4AGZDGInHUl9RGBHrdceviKaiOPyiPk5eQ7VqbNjQvQmWplkZcEgXqh1CShz9OShzwfX/I9eQvXiQ/19uDTRRuBLMaFJT2WNCTpIRB4V0nxJ8fVV0hlYZuRToRA7P0fDXtm5TchZBcJRW97JCQ3Glzch0NZcSPS3YeM3UCo4qEcEykmu96QQn9fzpKKWylxf9fQCkMlGBJ+w8xnAbQC2MrM6wFEidC/IaJ6IqoD8BYA/66OTY5zsbiqqjwzjwu/ujiqKpcsqrFNDBeuTUMM4UIymjwkKaEc18QhMR+AkUDOXLAGq2bD2kF0lLjYO3QG3Oz2LBpWF1UEum75yUkbrOuv61brelEBpYWaXLhRxrZ+9xZPTEXMGA8NySN1ui+FQWTsvepEjQBCeZ2A4ttxVABhqLpgmTTxPrWaa9fw2R40IbiSh7VpOBBbiBtdXiI5bSnWInFrbITiWlxVXDkPKl3J0lE3CUTa09HnVnXlxowE+4mNo/Ygov+ESQ11I4ArmXmQiJ6MyIn1dhgN0nMBPMTMVwftbwbwIWZeXvF6MYnjDgCzAXwegM2Oy8zdcW5qJFGJOHa0bsOdTx0b1jXKuc26fQSZzNU4Ocl4Oen0JOXO1Vl0hWB8kMC/gYFCKC2ITjlyvCuNnhlrsO2aB+2iqknF9ajypZGIaxAX6AUolInV6VMOOpOtXoRdlAS4qW3p3wBTlMq1ZxgJLOMlELm23g9dVwXYeRM5umnkUSyhWxKc6AlE1MZ1oBhJrr8FrnFdjrlv9b4EhFFGdRdr73kXAGDbNQ+WZDnWz0LUWm5QpVska8InOZw4xNEIYz7Yz8z3E1EDgD9m5o9H9J8E4CJmPqHaXgjgOcz8i4rXi0kc93mamZnbPO01RTni0JKGRi2kjnLeVm4hJ00Iy5t2o2P7YksUJydt8MZ+1PessdHcEjsB+EnDjj1rA9be8y5sSz2Ljm/Pt1JJ/9FCKCGi++1WNKwGLnkA5XMoSaLHjsyeULEp+6xuLo0A9xU5klQrWqrQC1hokVdjhYhKBfFpKQlA6O3Zd48yL6BU9eVWWnTPk3OjjPI6JsSNTxGJRMeEAGHy8OUK07EqGiXSRXDfa+95F7Z92EjJUSnyQ3aTiGqCCXGMPxDRe2DW/u1O+9UAnmHmKNtIsW819TjGA6oljlqqqqJsJuWkFa22ap43BfuPpG0djpb5K0M1yAFYbydJCigV/7QHkaTuBoD6l74OPQcfQC6zGpObjC7arbcRt+xtWTgLRcmC6lFtudfq2L4Y9T1FpwBdR9z1wNLpUVz1kM9msarNSBl2DA+ZuTU3XJdYuXb/0UKowp5cWx+P8hKLqg0SlXJeJBD3Ld6VjMTNV6DdfUPqK3fB9xCiPr72E+bvbtuHT3ltIa6UGtqPsJ0kXlW1BxHNBvDXABqBINcQAGZ+padvL4DLmfnnTvtFMG668yteL6bE8SlP8ykAB5j5XysOMIIYisRRC7jEEJUxtxJxCVkAsDYM7SKra1rrDLna3RaAzVclMRyuVHFy0oZQviwNtw5HHCKplFdK95M2qb+uiz9pnX3J+A4Budd0VUxCMOLpZmtlODXfbZ1yx65RKTtvNfYTmZMmjHJSke+4awvR15Todt3XTbToSiFyTyXQ0eUutPODOAf4coH5bGDBC0UicdQeRPQYgFsAbAFwJYD3w6zvt3j6fpOZXx8xTuQxjbjuuHUA5gE4EnxeD+DFADJEtDXmGDVFOTVVOVx/yUzU1zdWdS09puSZEpLQx6KC/zR6Dj6Aumc6UfdMp023bt1t+5aFgvm0JxQQ/gfWhnRZOKVvA9JIz03Zdk0M2ey9Q5I6XBuJdqcV91t3genI7EF/XzFlCaalMKPNBDrK/drxncUou770WraE7BYjTfUfLYQ83YQ09Dz6+4I8U9NSdsxyrr+ybV1XFYQUtEeXz7NLkNmStkSpPcSOP5QuWdBd7yo5T7zoxL4gqirdVx8XRF0jlONKnpOHLDRplPzmmlACr63s+jKR6hMIZ375q1BEfbnPGGMyM/8HDFl8n5k/CiDqB3geEZW43QYSx/PjXCy2VxWAtwXuXmJY+TcAb4WJVKxu5R0GfBLH9R88VPL2D0S71MaRBHxovHwPVs02+aLkXLdqX1TAn29eUZKJeE0JxDgunlAaOu5CL7w6n5SeL1As0CSIUlsNWY2l4BpXpQ0Iq6Xas0uRy6w2xm1xZV1fJBWgSI4iiUnZVpFistl77XNsvHwPThxZg0KhH8tpD3bx0hLJIzRHj5QElA8KPH20I2R0F08nDS1tuHADEUNzijCuVzK2e+9P9RWimXFlqdEbKM10GyVZxs1r1d+Xm9ASx5xLL+S7bqn4Ag4AeEvb/rGUOPYBWAKTEDEP4BiAjzNziadOUBbjLTBhFt8L2i4FsA1GVfXJSteLK3HMRDgw5AIAL2XmXwN4NuYYNcGiN21E4Ye29nvFwD1fjqm46H90KXYcMcWXJODPN7Z7HU0kN8x7QUk+Kw3p23voVEi6aD5rDNxSA6MkOy3CkoROG6JdgGXx1QGRrjdVfpP5jEggYPBGqufrC/br3joTgyiShkhb3Vtn2rxeet7STySKBqTRePkeq/brf3QpCoV+M5ZDGpZggzfrWC7CejEM3jAlA7Fk1nXPF2IQyURIRLYrZQ/22U5cewhQjE/xvf2G7EDTjCdU6rp8eOE/kS8hAi1V2OfkXlvFtYSy6XrGSVBzrAPwQgB/DmA+gNUA3ufryMybAfwrgK8S0U+I6McAvgqT7r0iaQDxJY4MgHYAe2DqcVwOYBOA+wF8lJn/Ms7FRgJa4hDX2+6tM23qjlpBv8nWPdNpjdh6oXL7+sbQcCsFaolDxq17pjNUu6Oj1cQzTG7ypC4PdMouqTQgbSv2iVeTnqN+kwcqSxqVjvf3FWt4D0Vqce0OUddvXXcMHZk9tqaJDyKN7N69z3oJVXN9jagcUQIdte7aX3zuxlYd54m9cMf2zUWM9kDRq6qcK64mkUrebPIt3lgl+boi7Fg+W8lENo5PFIljqCCiC2F44OcVOyvEkjiYOQtgEUz5wn8B8CZm/jQzPzOapKExeN8ATl9pUnaMJGnoSn8assgKWchC5cus66qifDYOqSKox9bXrXumE3Pn1qN13hrsOGLUY6tmm0Uzjzqb4twi8GjRqqtQMF8wXyEJX9yIljy02stFJSJobDKJFmVBkfQqlRCycUTYHgBDhDK21DSJwtpPTMHypt0VSSO7Pjqjq65fUU6fLfYOX1yIL4MvgNKAuwBRrs1ib9HnlESTqxQitk1JB3pOmS1FL7XGWfXFiPwTeVsfpP9ooSRhot4uZ1RPsuTWFkT0EBF9IeoTcc5fBMIAmPkXQhpE9GdEtC7OdWMRR5BB8S0A3sDM/wJgEhG9Mc65tcDgfaZqrVVbRATODQVROab0cVmotBrKpyKT7TMXrLHHz1ywBq3z1mBgoGCN4GJg19fvOfhAyKYh9TlCNcdVYsJdRzejv89pCxZikTLas0vt+S3zV1pDcgPS9lnaNOwxcnuVw/Eu480laVWioI3o0s8XlCgvB7v6ltkiWD51oUZ9fSO2ffiUdTGVbwAlhm7Xq8udY0kG3wgCEaO2Npj7XHXdOI4S9VKE+sz1jiopwKRgjyn1kZvTSo8vXlwCNwWJG3Huyy3mRpwnqqqaYzOAO8p8fGgDsN3Tfk9wrCLi2jg6ASwEcFWw/3MYQ8qwQURXENFhIvoOEX0k7nmTm8w/vuR8GknyAOLbQJrnTbEfDS1l9D+6NERIojZqnbfG6O8PdVpCabx8j/3sOKL6rjtmbRvLm3abqnzBIiqLq/yTuqoqeTb6Gela6YPIhdRVu/qW4fpL/IbkKMnBNQrrhbh13THrvZVdX5xvbiDvlSxa1x2zhJLN3mtJo3XdMezevc+Smq6eGIXWdcew7cOn7LeFx+Mnbm6tcqgUYR7Vt0TiCBZpm3OqKV266JdRZYXyUwGl6UCC7+MPpa2NwnX9DRGFJDDUEfse6eNc8KSaSGDmrzLzVwEcALBX7T8G4Ino0/iXnsZnYUwRFRGXOH6bmdcCJvVqEKYey22rHIIEitsA/D5M4MpVQeh8RZzuM3+g2ph8/SUzIxe8ShAjbLUQ4nLf0H3uuYBZ7MTIDpi3/dZ5xl7SnjVqr1WziyowadfjuG66QDFQUAzFkilXG9gBo/Jqmb8SmczVaLx8T0nSRFnUUxtLyUCu44M2autvea7iEFBo6cTypt02kDH0bPpyaO/OofHyPWjPFp+RhrjYdmT2VCSNtcuMClE8r0YDLklEGbhdwvCSwLRUabuTaNE9X75DUeInSlOrS9/URkdamFZUb4WSVToxHK5UFBVgmWDU8B8wxnHBZISTF4ZARC+J0xaFuMTxq2CR5+AC0wH8Ju5FyuCNAL7DzP8dMOA/Anhn3JNzmdVY9IN9uP6Smbhh3gtw+spl2PncKZVP9EDeijWqyaYrqK9vRH19o4kj+OGT1uNL2lrmr0R9fSNOHClGTIunFhDU6jjUicbL94SkApFWGpD2ZrxtXXfMpkUfhIkWn9yUR/ehTntf+4+k7TjZ7L0h24D0EdXSrr5lZdU3GloKEUlIStjKsYGBAvYfSePMBWvQ3p1Dem6q5B6EKNwSvj7IQtWeXRpJIqKiE+cJ+cRFyLNI2mLke9JqLF+2Wt3PPU9fu2ThdeqI+7ytQvNzVFSues62OdHk2mPKtVXoZ1LOxlEuQPR8BRF1EdFTQT0MaXsxET1CREeC72nq2F8FmpjDRPR7FYav0zmmgu0XRvT9JIBdRPRmIroo+CwF8BCi1VshxCWOTwF4EMAlRPQxGDFoJDLtzwTwA7V/NGgLgYiuIaIDRHTg6aefDh07feUyLLwyhXR2O7LZe7Fs2eIhTcQlCZ+RW0ih3EdgCeOlr0Pj5XswbbZ5++05+AAKhX67r9F4eXEBXDg7Z1VWzWcLJrfTkTS6D3Wivy9XojJyPct6D50K9ZFSuJnM1dYwnslcbaoNBkWjAKPOkpiIKMj15Xo+KUQkomz2XmtLEXS0+gmpozWNjtZ0ie3C3XcJQAgiCi5ZVEMiu/qWWUluELlYgV4iCdjSsoHk4CaE1HEY9g1fcMKjxhN1UWC4tmomga4LfleqxEgOqEXecyx0PAJuAKAb6OkjmAQW/wBTpU/jIwD+g5lnw0gNHwFs0sJ3A3htcE5n8PIehWeIyBaCIaL5AE77OjLzZwHcBOA2mKp/gwBuhSni9A9xbiSuV1UOwIdgcqEUAPwBM38+zrkV4NOnlfgHM/M9zLyAmRdMnz49dEwKF+Uyq5HLrLbtUWqnqHbXpiGLay6zGhn+KQCjJhFikhgBt91F4YdPou6ZTmvnaLx8D1rmr8SJI6ZUrESLA+ZNuz1r+jUgjf5Hl2LVbFhbh6A9u9QEwSkVmVbH9B46hZ6DD9gFWxZeyY3VMn9lCTHIIiqR5/o5+VKjL2/a7Y2NEClFapjr2AogIIft1ZG76+rskzAqkYeL7lsORx871Bl6WxYpTtK3VELrrXOQe2gQdc1n0IAsWtcdQwOKsRau1LKwrWhTABCyK9iFWr/5TzOusVKyVaB/J6n8J9uY5i/GlNqoSMYX1+IE8+ltmVulAlwJDJj5UQA/dZrfCeAzwfZnAPyBav9HZn6WmQcBfAdGQxOFdQA+T0R7iWgvgH+CqdoaNZcvMfObmfm3mPniYPtLI+JVFYhRLyaiFwN4CiZuYweAHwVtw8VRAC9T+7MA/DDuyXnUWSO57GuVi178ZJHbvXufbe/eWppupGX+SktCKZxBHnVY2/PvIRtIodBvz1u2bLGXjNrrX2q3Cz98Ei3zV9oYEJE6BNqlV9RZQhR6Qex/dCma502xUoGGnoMY6oUMZeH1qad29S1DLrPakknPwQfQkdmDBqRLruF6a2mjtYsSd2H9bAIPsZL2bmPjcOFmIm7PLq2aKEowLYXuWw57596+ep+9V0nzsnzWBjTOqrffQiZWHaZeADoye9DcXIfm5joMIhNE6mdMBcBDncg9NIjTRzvQeusc4DvLQotvyDgt9hFZwIPKfVJAyY3X0BDjuFTvk/oZ+U2qHG2gmhKXW53Z1rVbyBx1rEaJp9k5qJb639O/QW/vmVgfABeLZiT4XBPjEi9h5gIABN+XBO2xtDECZn4CwGsAXAdgDYC5zHyw+jvGX8TpVEniOAhjrT8I4GkA/wWTq+rpoG24eALAbCJqIKLnw4hmXt9jH1I4Y43ksi9wPYlkgSgU+pHCGeQyq3G6L4VCod8SRS6zGjfMe0HJNXKZ1SFXzvr6Rixbtji0+Gez96L+pa/DsmWLUf/S16Gj8EMUCv2GZF76Ohv7oV1z9beONG+dtybkMSQGc9kPVQ7cOtNKHpI8UFRH9fWNoXQmuqytnjdgbCwyvkg4+4+kLQHs6ltm4xOEVISMu7fODKmrljftNllnHaLS0L9bFGGIpOSmS5FPOftGOXRk9hhV1a0mG0OU2kqTk2Tn3XV0s03pLi8ng8ihed4UdB8yjgxCmPu7TC0QeW6r2rKo71mD1uYcdnRlkMusxq46kzOrdd0x9PaeMUkaVWCeNXorryXtJluShDFoE1dc/S1BfKmNpedZEgjIYyikcD4QSQX8WDQjweeeYYwVSxsTOsj8K2Z+kpn7VGnYkbhuCcoSBzM3BGl5vwxTVepiZv4tmDq1wy7iFOS+uj4YfwDAA8z8reGMKQSg4wdkgXPVWdIWB5uXzUfvoVPYvXsfli1bbNOYC3SSQSCsytKxH6Kyknbtpis2DcmQqxeuHUdK4xvaV+/Drr5llhBkwZZ/WJGGtOHdtdtkMlebKPRgfvKs5s6tt9fdf8SQQObmemuE1/Owz3Ig/PZbzpNJUp77CCMOdGxKXOlD1FO+/u5cG5vS6L7lsF1Us9l7bebdbPZetN46pyR9S+s8Q74pnCnJTaXJY0dXBgvbjIQMGHvQctqD1uYcUjiDumb7BmvmMqu0PjigDNBCAio1iJZghGhcxxE5X9cFz29CRVflOOqoXX3LQmlvEkTiR0RUDwDB91NB+7C0McNArDobcVOOHHRztBPRgbEIr1+wYAF/fq0vdsWPdHZ7iS5eSybV4o5Dz9rF1457Im/fXgUrrj2M5rOFyEVN3FN33j0HHZk96O09g4EL68yC/cQgdvaEbWiamEQVtXv3vhBBST8hTClLq5P/+cYUaCO5QGqBAIb0xAgv/Xb1LcPJSRuQnlu62OiUIBpit4mDqFruPkgBLZFGqoHvvrUtQohCF8YSyPNtnbcG3Yc6Ud+zJkQQg8hZLzOBOA8c70qHaoeILUUXmnLnAsBbM0S23T5uLEn+rhRmXJmzNUbymzz1xmNAp+IHymccyLy/ofoLjACGm3LkZS95Ia/749fE6rvh//VWvFaQTPCLUtKViD4J4CfM/PEgju3FzPwhInotjFngjQBeCmM4nx3kB3THJACzmPkH7rGIOfwcfoIgmCy7kyqOEZM4vgxgL4DPBRd8D0whkEouYiOOaokjjzr7B53N3htbwvCNM9xoao3Gy/dg7i8MgbkkUQntd/4MANBx/YssMeiFfHD7NqRWPx5645O5yyIs57nQxCPo2L7Ym5PLHs/ssUWiBP19OVvuNg7EBRcwHmVAoCpT1xsKIcSFJEvUFQqB4qKsqzAKtHSnY21umPcCDCITIpfjXSYNiyZ+aROju49cjnelbW0NX+yHm1uqJAOxis0QycLNOSXE4R53ETfvmK/fWOWrGk/EQUT3A1gK4GIAP4Kpn/EvAB4A8HIA/wPgj5iNNw4R3QgTyX0WwDpm/lKZsUte7muJuO64VwGYDuOS+2CwfVXZM8YJxA4itgqNQWSMRDKpHensdmzYfRCTm/JIZ7eHPoPIDJs0OjJ7sKLlYbsvqiBcZt7E9DEXIp3Ysa5/UWjfNZZnVpu3V1dvL7EhQDhdi5Y8eg+dKvGekYSOsrjrD1CMpQCKqqveSfUVa6+7c5PgSFEHuSQVpWIaieC+1nXHioZupaKSRdfWEEExMl9S1gNFQm6eN8VKD2JY95FGA9IotHSi99AptGfNPc9oM/E3mS1pGyi5sM3UGg/lnQLCMRqKwEq8nQKbhZBDamPYZVarqTRhuIGcLnS726dSrrPzFcx8FTPXM/PzmHkWM2eZ+SfM/BZmnh18/1T1/xgzv4qZ55QjjQBfI6LLanwLFhOydGyUxCEeVrmBPFrPdlQcK5014/jeZGUhdNvdeuLVIpO5Gid7V2BnzxVY0fJwLGlDE0eU+ksWT11/Q+p6mAUsa6UvIRQtpWSz94YyzUrtEVmUpF1n7tVSQjlJRKCD+uQ5Vgr0840zEui+5XBIvSj7HZk9kQkHS8YISENUVCLJuZIJEFZBFVo6Q+f4Emr6arIAxeJRvuqIgD9w0HpfTUuVEEV+E5B6ax1w2ZmQxFJOuvDVbRFEnZNIHLUFEfUDmAMTl/EMjNqJ41TzG9L1yhEHEX00qCQ1rD4jiQULFvBfvPz9KLwrH0oCKH7yAmt8DQoE6Xa3rxBIXGjy0LaKShD11MCFdVg42+RhikMeIbIREnli0Fw3OFdIoGP74lC9conintFmclx1bF+M9tX7QvYPbQcBYDPySibgVbPNJV27xNy51UkV7rPQJDIwUAh5krlp4EcD3bccLo2zcMrLCgaRC9WO7z10yqa/jwORWuQ8l0RcTzJ93vJZGyLnF6W6su64d5XaogQijVQbixFHhZUQR21BRK/wtTPz92txvUqqqg8EKXijPjfAuNCOKhZemULr2Q40IGs/GunsdvROMv/84kMvn/bsUksUoqqqBmL0Fuy8e07sxbP/0aXGAP6LMzjZuwIrWh5Gc3OdJQP57sjsCUkZ2ey9mNq8M3y9yxrQ3Gxr0htD9PbF6Dn4QKl+ua2Yal1iKMSWIe68esGSVOU6cA9AKH28zAUojezWqi9XzeaTUHbePcfu7zhSTJUu3mXVutvGhQ4CFIljEDm03jqn1A1W5h94ODUgjfa3347WeWvsthBOObIbhFmYG5AOqa6AorrLdQTQtpIGpE0mZElrEhHHIUZxbbfQpJHaaLysyhnFy6mrJFW+ayBPMDYICOJlAFLB9v8ivimialQa+F4AF5X5XBj0GRcQIujI7Akt5q7LppBJ3LdZd2HvnVRvF7ShLGo7e67AwIV1GLiwziwKTwyG5uzOq/HyPSU2lp13zzELq7KNiKpE/8NLBLe7CGjPK8C8NZfzXBpEztZHB8ILv6tq0nPVv0NHZk+JsduFO5bc53AQFSXeeusce0y2RWWn3VlDmWlVEkA3dQhQtPdIkKAODJT70LYRNx2LD72HTqH7UKcNOjzeZewX4uLrpklvbDLpSHTxJa2ikn6SLfj0lctsPy1tuC8gPluGkEZU34RQRgdEdAuADwP4q6DpeTDOTLW53rlk4xAykAVJDLRaRz4cfbkOOosaPwo+Xb6ooEQKwWUN2Hn3HKsKC6nEAoKIYxPRKihBOX11A9Jozy61UoiQSSZzNfYfMfmjJN5C7Bpz59Zj8MBNtiCVVt3Jtvbc0pJapd9iuHYk93xtzxB1lL5u6LjP0O5U0xO4CQtFMhCXXdvPsTtoDy3xxmqeN6VE8hOIq6+Qhrj4AsDkh3aXrclho8QDaO8p2QfM38Hkh3aHiKaSd5VLGDrjceJVNbogokMAmgH0MHNz0PbNMbFxjEc0Xfo6/sIt4TRZg8iULOLDNai6tgtNFrp9qJBFWds8TvauMGMHtoydd88Je1sFxFIOsqjb+JDAJXbuL85gavPOyPKwaz8xxebb0q67oq7S5AGUVkL0Ieo3kHk9/oV32TY3HqVa5DKrY6kdhSRc47g+FmqL6bHlizx3JSqJzXDVX0IIM9pyVuIBjPG9dd6akKuv2EPEntJ9qBOLfrDPkod4Skkeq5CqSraD3FUWT9RhV11ptmIfcgN5pOemyhrEJbZn6tnNNsZnohJHY9OlnHvwpsodAbTM/sBYEsfXmfmNRNTDzC1EdAGA/bUijprpwEYbzWcLIRuB77saiC1B7A29k+pLci9pVZXW5a+49nDo47YBwMlJRQOnxHOIHaPx8j3AE4NovHyPbcNlDRgYKITGcJHJXG3GCgzn7dml1n6Qfm+m5B+8vy9nU6kUCv2hSoBAOOLdjfBuWHB70aXYeSZRWHHtYVOVb/caSxprl3WGSMPNHRYX5UhDq6psmpFbSwlYSx3dtxyuSBqaLDoye2wKGBnDzUG1sM2fhkPiNyY/tBvXXzLTpiq5Yd4LsL8LuP6SmZYo2rNLbXqTQeSMJPK0P37DVU9ZOHEduOwMJj+0O7q/QnpuCrmBvP1bOjlpQ0nGADcgNFFXjQoeIKK7AUwloqthanHUzIxwTkgcgHHFlUhlDde2UY0U4qqM5E3Z51EVV71Ssug/MWhVVVplhScGbYwHnhjE1OadlmwGBgp20Xavqb20SlQ2W2eGckQJ5NnpfnrfNX73P7q04v2WkzZ0nYxQOVcF0b8PtZ58lPQQZzw3Or4cpJ/7nV2fq1iOVqclaZiexuDTObutIe0aEhcCGPvU5Id2l0gSWtro78tZtZWOGpdcZFIITAio0v2LVAEUyURLGG40+USNHJ8oEgcAENFbAbwNxhX3y8z8SK2uFbfm+KuJ6D+kAAkRvZ6I2ms1qaGgvy837FTbGmKs1gt9e3ZpyKOq+WzBLp5xVVdyjv30XIH+R5fab6uOUqQBmLe4gYGCjcSeenYz8MSgkUCUOkvbQFzSaF13LJRNGDBv6lLpTxaKOIvrzrvneAtdiYQW9ex1exRpyLFyx/X1fPBKFEMkoXLn68VVL7aVimA1NqVDfTQ5zLjSZKwdfDpn2xe2wdYDX9hmDOb1PUYKOd4VkE5EhHh+U9joLaQh85C8azqGw5cyX0sOWmKWdi1piOE8N5AP9U1QGxDRegADzPyXzLyhlqQBxFdV3Qtjrf8VADDzNzEGbrjl4LrlaiO2bosL6esSgvaoEnfRKNVRuXGj4BLRzp4rMLV5J6ae3Yy5c+vt52TvCttezmDuvjWu/cQUTG7KY0dXBht2H7THl9Mer8QGlHo6yf2KAVffv9iA4jyXbdc8aDMI6w+A0DYQrcKqZQoSlygqSSC60qBAtt2CR9n1ucg67fu7zCLuSh5AkGF3b4sljfqeNZZQ8psAnMiHosMlWlzsHtKW31QkmFAt9gDiagsUSUK73U49u9l+RG0lhvFENTUmeBGALwf1ONZWUwZ2KIibq+oJZr6MiHqVxf4QM8+r5eR8iFJVudA673IqqriePXoRdNvdfQlmA0pVR+755bDi2sNWZSX/lPJPvPPuOSUBfHI/g8iFbBVRqhetTtHbeuFb0fIwBi4sxou4kd/loMm1XMJHTQqbl4XT7cSNs/GppsrNqeJ4ESRRToUTR70l6qDs+hwKLZ22/olEhAOGNLTKSyDHpa+bgRcAMjfX23iNoSQudFHO1RZAibOFZCFwPfoS4/jogIheD+CPAawAcJSZf7cW14krcfyYiF6FYs3xP4SpBDjuIPmlNKKIwXcsSvXRfLYQUlMJ3MWz+Wwh/IZ+WUOob4lNosxbuaisdt49J1Ttzz3v5KQNWHHtYWQyV9sU4Fp9FaWi0aoSvS3qpsbL94RIQxvD3ftwnQREXSUqv3KLtZYuNuw2ZV4GYSQityRvFIQ0KjlCxKkZXg7liMEnpcjCLxLH/i6zLSSwnPZYAug+1In9XSb6XyRArZ4KxW54orsXtpkgv9R1+ZAXlZYugOryT2nSiPo7co3jmczVODlpQ6g65fED27znJhhxPAXgOICfoFgUasQRlzjWArgbwGuI6BhMmcLrajWp0YBPmnAXOw0JIiz3lu16VrnXqTQPwCwk5Y4LeaXnpmxWXK1XBsw/brUZd0V10rruGPZ3mesunJ2zZNH/aPS9a5uGSEZufEscdZ4QyIbdB7Ft95oS9VUcVKw/rqQSH8loO08cm4ivj24TQhYPq10cLhcstgvJXwUYFeAuXorltMcatIUoMltMHIcQgRBLz4w12N+FYjW/AL7khmIId+EW49LqKv1sAPOyovuLJCzfU89uLrH/JORROxDRdUS0Byb9+sUArq6VKy5QpVdV4Bv8HGb+ea0mVAkLFizgAwcO2P3B+wbsdrXpQwS+gDtfH4FrNK9G9RTVdzntwS5eGm8cpf6SoD1REay49jDSc1NlFz2XnDRkDt1bZ6K9O2cD/qLiNVyCdPN4DTfepb6+cdgxHtWie+tM5D6bxc6eK6rKvOuqqnTOKDt2EIPROKseu45uDnlGSRJEq7KaVY/sbQVktqS99pDs+hx6ZqzB2mWmRvraT0xBy/FONExPl9Qjr4gT+ZICTlpNVSkflXhZaRWq/C3KsxGsuPYwbli9M/7choHzRVVFRB+HqVF+aFSuVyHJYdn6s8z8tyM+owpwiUNj0ZuqV+pWIg19PArVLo5u5bhqoVUi5fTtUeeUIw5B3TX+BIbVBEJWQ4bVor6+EduueTCUlDCOjQNA7KzEQOnzzQ3ksfPuObEJJap86vGH0tYt9vGXLbZBfD67hdgz5DuzpUgSGjq40GbRVeQRlUI9hIBAokhDtsX9VtrdfaltIn93vv+vxx+LETgyTJwvxAEARPQGAEuC3b3M/I1aXauSqkpyUi2AUU3NDD5/CmBokVo1xOOPbbKfaqHfkt3cVPq43hbX2EpqGFclou0VsojrxXw57Qnt60VKB5j5UE7FIrUrXFdR334UIQhhAH47R0emOHchjeEmKdTnSzBfodBvVTJr73lXbNIAjKday/yVITvQipaHsaLlYWQyV5fYh3KfzVqVTXpualj1P44/lEb3oc5QLfBFP9iHwacNaTRMNxHkor6a0ZYL2UBEGnE9oXpmrLFqxuMPGZWYK3GIyioqf5VGlEFcSAMoqqVa1x1Dem7KqsB29S0L5eXqyOyxz02eXcv8lbjjz1tiP7cE5UFEfw4gB2PXuATA54joz2p2vZheVf8GYIWoqIjoIgCfZ+bqFOkjgHISRxSqkUR8b0a6TVJ6CMSDqpJaxufZ5EYeA0Ud/XLaY98wtfooLtyANBdugJq77yOfKO8o8QraxUtLJJuhShxiEHfVVFp1Jc9s2+412HbNg1WRRxREGnFjY4by7Du2Lw6lWhc1VfehTrSv3meN5VJmVpeKlaA8SYOvxxJCyK43BNN9qBOFHz6JluOdVuoQiabaFOlx7kvSjriQqo8SAFhOotbPs5YeV8OVOGY3XsJ/t6M0XsmH5c3bxlJV9U0AC5n5mWB/XKQceTmAX6r9XwK4dMRnUyNUkkLKSQwuIayabd60dTAeAJy5p7yTmbsQy75OW6IXZFlw9cIrxuuocd3ob/3tQrvh6vHd8zV23j0HvZPqvRKEzFPPYTikIUZx91qFQr/X02okSKNl/koMUlhXJKRRyVhuj53Il3hXSaoaWfhb562xKqWFbSZyf2Gb3821ffU+8wa/el+IBKTvtt1rbEyHlUZ2mzQkxx9K43RfKlYgZRyIitVntxDVlBzzBf1JwKhNDbTd5EZLJI8RAQHQ9ch/HbTV5mIxJY4bAayEKRvLAN4F4AFmrr2S0sFQJA4fhmIPAYp//G5W2GpQTurQ5KFVPrK9sM0QzHLaU1ZicFFO8nB14e7cXElD3C1lkXDTZ7hz1vtxySSOUby+vtEYhmfVxyaOjsweWzTJXeBXtDyMQepCA7eFzhmkLrSv3ofcZ02Aafq9mVjXciG/gZCGm6xQl5UVzyupnwKEq/yJrUF+d/07ZtfnrPSnrzuS0C8+OqmovGiJZCL/H+7/jaQp0d/AyEsf40niIKI5AP5JNb0SwM0ApgK4GsDTQftGZq6ccTI89l8AeB/MGg0AfwDgH5h5azXjxL5eXK8qImpB0fDyKDP31mJClTBSxKExVBIZKiSwq9wi6hqw9UIs25XSWvigCSZOtTefOq2xybzJTm7KWylFE4Nr43BJbySgF/24QX1SKEmroUTCaOA2u637aLVVJcKouEArzyVJZy+Q+h6iohIiELjErIMF5TcQNZX+TaNeKKJ++zjV/MTGkZ6bspKGhkgUOu2+FyofmyaQkSSP8UQczryeC+AYgN8G8H4Av2DmzUOdZzBmC4A3wUgaNV2j4+aqejmAH8Ow2YMAfhK0nRPQRnX3H7+adCKCcouHBHbJP7NO+eFCE4v7tu5z0SwHeVvVi4i7cFRKFSEZglvXHcOOrvAiqo38u3ipJRAhuF28dMikYcviZvaU3A/gTy/jg6RIEY+qnT1XoIHb0HPwgRCBAEVCkTflOF5Yvt9dAv/6+0wuKWv/CRZnie+Q6oMne1cg99mslR7kI/EbmS3pUGwIUCQRn/tv1MuFzqarXw7cAl+++0nPTZWQRvfWmSHHkp13z6lIGun3ZuxYQka7+pbhju0ros87d/AWAN8dqdKuRPR/ARxh5k8x898B+A4R/fZIjO29XkxVVR+CqHEAkwE0ADjMzK+t1cSiUAuJIwp3bF8x7DgEjTiqGi1J+N4eBeWkDv0GGucNMhIn8mi9dU6oCJMYwePEgowWhlqDxTWAiw5f6qJMbd6Jk70rqlJN+d7k5fdond2C7iM9aJ1tdPqFJT1e8nYD9HQxpig3WleS1BC32Mha5EMUuLWxfPBA2GW1YcHtVuLwSR6imtLSixuBPhKxHqMscXwf5gVbcA8z3xMxry6Yokt3EtFHAfwJgJ8BOADgBmY+Uc08iagXQAsHCzoRPQfAAWauiQEplsTBzE3M/PrgMxvAGwE8VosJjSfcsHonHn9sU6y4h0ro3joztKCKa6L7llpOIpBj8u1boDVpAAipQ/TxqPgC3UfUKpIypNyi7DPmDwdRUd26xkpHZo8JVByiJLOz5wr7WdHyMHoPnSop5VqONHzP0J2LLOhCGgvbgO4jPQCA+r0tJckORU2lpQ3tRtvflys5R7az68OJFOXvp3vrzFCGXCuVBAkRo+4FMERmVYLbF4cW9xXXHrauuNoWoyGEor2wNEloiWPq2c2hfhNQ8vgxMy9QnyjSeD6AdwCQpHt3AXgVgHkwqZzuGMK1iZUUwMy/ATBpCOPEwpAKOTFzD4DLRngu4xY37n18yPEhAp83lM8Lqlx/++YavOn5VCNaldG67piXfMq9FUsfafOp0lyjt7SNpKThI4PWdcfs27Mcl4y+Im1E1RcXRKkRd/ZcESrXmn5vxkoeUdB2Bx2QKYuw2ClOdJrsBpktaRvAV1jSg2lr5oZ+L/kNtG1DoA3jOsW69s6qaz4TmpsQEAA8/rLFVmW29hNTjIH96GZLIPrvwVVdyTNrWHB7yaLvPk8tWejtju2LMXjgphCRyDhi2/AVhbpj+4qJSCCV8Psw0saPAICZf8TMvw4W+3thXsyrxX8T0Z8T0fOCzwcB/PcIzjmEuKoqHUH+HAAtAH6LmX+vVhOLwmiqqiphKEZ1WWCH4+VSKWq8ErRU0rruWIgIfNlyxZDv8/LS8BGHayiPg7iZbgG/ZFJJAokq6DSc5xmlXjzROYBpa+baY7YueRBIt+wr4aSLhSVGGhGjty99iNuu0+ELmYkNTL9EaFLTtTdcu4Zbi0NHh0s6G19EvQuf+iouXDXX4IGbcOffzYt9vmA8GseJ6B9hCi3dF+zXM3Mh2F4P4LeZuaqyFUR0CYBPAUjBmBX+A8A6Zn6qmnFiXy8mcdyids8C+B6Ancx8xn9G7TCeiEOjGhKRfzrthlguYE/+oSUvle5fLVxVVnZ9zurcp62ZG5kTCShd/CtJHmKDcT3IXDfR4RZYipOfKw5G2mUV8HhPOZKeJhrZPtE5gO4jPSG1pWuLcA3hgzAVAXXAob6eS2gugZSDG/gXZTeTuIxqCCIKmjAA45acG8hXbfcYb8RBRC8E8AMAr2TmU0Hbdhg1FcOsrdcKkYxXxCWOP2Lmz1dqGw2MV+LQiEMi7oLpkkYow2pgtPX9sw4lGZ9Ak0iUh5YvUFAb5l1S8LkRS/tQVVk+o7cbNOkLoow614c4+b9c+IhP9jsye6zUIB5SPrKXBb3Si4C+ltzT9ZfMNJUCAxdeOabjQwS6RkuUodxNpR5FEJpIfC61oetWcsl1EGVIlwj6al11xxtxnCuISxw9rnXe1zYamAjEIahEIL6Fwv1njVrMdvUtC+ng0+/NhBYfHRgmcNUXvrQj0k/2JdlhlHQRmpNDElHHBXGLaGmIDcNXT9xNrBcXPtLwpYfx/V76vErFskYSroQqEoTcPxAmJR34KKQmfYBwUKF7v276EAkABWBLGwumNu8ccqlYTRpa4hBpYygxHsMljpc1TON1t5WmV/Fhw3u7zxviKGscJ6LfJ6L/B2AmEX1Kff4BRmWVoAx8SRdXXHs4ZNh2YyfcN7wotdXJSRvMm17wyX02awMLxRgLmMVaDLC+RUw8dFyJQ/rGSernxm34jgNhohmqN1TrrXO8pCGG847MnlhqPG0b8aVtcc93SUTUMvr6egEXRJFGOa+2csfkuDu/9qyp86Hvy5VktPFf9xES0X97mczV9m/TLSBmPc+eGMQgdZkSxs07gcsacHLSBluTRcNtExWUNpa7hnVp69i+eMQDAxMMD5XSqr8BRvd2G0xovODnAL5Sra/xSGAiSRxRkII25ewZAt9bb+6zWUxt3on9R9KYO7fevJ1xG3BZA5rPFlC/t2izEBKR7bola0PBe7oEaTmJxFVVaVSKch8qqonLcFVEQDF/UhzoSPE4qqpyCStd6UdjpCSQchJQOXWYzE/3l3LDmjhs+vQgzcrU5p2Y/NBuFGZlbXzLIHWZxV6pq8pBSxQ6jkNUXK1nO9A9qd321665QyWNc13iGKvSF2UlDmb+BjN/BsCrmPkz6tM9FqRxrmDGgrWYsWAtHn9sk3XL1e65UWSyouVhSxone1dg7i/OYGCggDMXrDHxBk8Mon5vi/XMESOrbAPAmb3bQguXr/4DEJ38MIoIdByHpG7fxUtDQXbVxsNUI5HIM2rPLvUmJIyKLBf7kcRzyFiVVF1apeUjEZc0rIODQxo+6SJORgA9dqhQlIdMhEjdZyApzxub0iWeVRLBLs/lZO8KFGYZEolSRbleVC6a500JSR6n+8JBgHccetaOI2Pd+aHBRNIojzEpfVFJVSWybS8RfdP9DOfCRPRJIvp2MNaDRDR1OONNVPjSnbgLkUgZgt5Dp+wb3txfGMc2+eebtmaulTiA4kJVt2St/fT35WwKC8HCtnAgmQ9Rb8pCGpkt6ZKFS7/Bu2lWRhpRsS3LKVpyiUr9HXeOck3fbyaLcLUecHEkktZ1x0KE4VO36eMideh5NTalQ89Fx1XYwMhrDxvyv6yhmDk4kDAauC1k49DJITVBTD27GVPPbsbJSRss6eQG8rjj0LMYPHCTlSxcL6oZC9aiIz+s9E3nPJj5Vma+FaZcbAsz38DMNwCYD2BWra5bSVVVz8wFInqF7/hw8qwQ0dsA5Jn5LBF9Ihjvw5XOOxdUVZVw/MC2EqOrfnNPvzcTkjykTaBtHICJVF7VZojnzN5t1tVTe9ZIYJovEFDgcxl252mvWSZWYrhus0B0rIfPK62qcbfODDkeREWOR7kSD5UUfV5OUYhSObnX9qUTcc/Vhu9M5urIoEebNfiyBkscmhzkPFFfDQwUQnVrTtzXgJNN7ymJzfBFnI+nJIfjXVUlIKJvA3gDMz8b7L8AwDeY+TW1uF4lVZX4Eq9h5u/rD4A15c6tBGb+N2YWA/vXUEN2nGgQNZaoslyI0VJLHgJNGpn/ehEAkyPpzF5jV3l8yQ1Y1ZZFdr0hC50S3fWqciGqJr1ACaGJcb5l/sqSN2+NkUrx7SUN8biq8hqiwhEiqEQauq9su9JONQkogXA6kErwqcB896tJo1xwn8z95KQNkfcccpENyONk7worRQxSF9Jz11p1VN0zxbK2rWc7SiSH9NwUpvZ9Dnd+aBCn+1JWfZuopYaM7QC+TkQfDeLu/hPAZ2t1seG4435zpKpLEdFDAP6JmT8XcfwaANcAwMtf/vL53//+iCSUnHA4fmCbVVlJUr79R9LoaA1HKksivWlr5qK/L2dVV3VL1mJyU9HPvtzb7Ugs8OUMyEA4nmAoEkK5CPNqos9lLkC8tOI++Ize+v6jkgkOJcmg9uASKUVnqS13DgAbE6GdLSxEonD35QVFHbPGcYQN3zvvnoNcZrWZz6T2EUlWOFScLxIHABDRfJi06kCN06pXUlVdByNZvBLAd9WhiwDsY+b3lB2c6N8BzPAcupGZ/zXocyOMYaeVY7DY+aCqigOJEVnR8rB9S/SpqCQqHChGhke55rqohjyighddlUg5T6SRiiQX0iintspkrg6paCoFvdUCLmm4asI4aiuNKE8uQdRz1YTSOm8NenudhBAOmUisRkhVNWmDJY+pZzdj+Zk8ZlyXwfED20JSxOB9A5jclB81yeI8I47nAngJVHJDZv6fmlyrAnFMATANwF8D+Ig69HNm/umwL070Phjr/1uY+X/jnJMQRymOH9hWQhoabvqKoUAvqHEWV/0261N/6EVM6nzr/qG3aCU9xCUW15VXE4UeT9o1eYwm8psworXBNYFHEU/H9sXoOfiA9ShzHQRstT6nEmIJHDsHEPa40pJGe2oDrv+bBjvH4SQMrQbnC3EQ0Z8BuAXAj1AsG8tjUnOcmU8x8/eY+arArnEaJp/KhcMt5EREVwD4MIB3xCWNBH7MWLAWc7vuxNyuOwEYyUIS601bMxets1ti6dzL9dGLqnbdrPQWq0kjv6m0T/fWmag/mrGEIP3FA6h760yb3l2u6btW99aZIXdT/ebdvXVmpPfU8qbdsUmjHGGVO5Zdnwvde35T0eMptTGcT8p1z9WBhvpargu3nCfPoFIQoZ2bSkMiaOA2NM+bYoP7AJTGaQT7JydtQO+hU/Zb0qRr11whDe2GnmDE8UEAc5j5tUH5i6ZakQYQ38ZxJYC/BfBSAE8BeAWAgeEUciKi7wB4AYCfBE1fY+Y/rXReInHEw0Db9QBGRtrQcNVXoi+PC1HPuDm2tN5ePLx8sRg6N1U1OajEW8rFaEsZ1dg0ogJEK6VI8dmN3N8MABb9YB/ufOqYv8ql2DXUd7l0IlPPbkbvoVNoX73P/k2c7kuh4f1z491sjTBciWN6/YX8zvfHW3+zf71/LCWOrwB4q3I4qu31YhLHN2DS9f47MzcT0e8AuIqZr6n1BF0kxFE9PrZkEYBob6lytgydwTcu3HNs4rugXKg28Puum98EDD6dC5GHBKrZBbOC+sq3uMq9AuUTR1aLSvmq9H2lNhYlL1+2Wxe6vRJplJP+7Dgn8jh9tAPdvepayoZhJQzARocDJnjv5KQNRVuHI4Ho37t13TGknv/LcRGDcR4RRxbAHAC7ADwr7WMSOa7wK2b+CYDnENFzmPkrMKlIEkwA3Lj3cdy49/FIg2Q5A7hLGnGiqiVBYW4gX8ygGpCGHfe9mZLFTghFL6jdW2eW5LgCYI3flQzBboR3JnO1bRspacM1wrvPJ7+pVNKQan4CTQ76fJdMouJm3NxZgLFViL3CjjMtZUnD/h6KDE5O2oDJD+22LskNC25Hw4LbcbJ3Baae3YydPVcUAwFRrOAnbrUA0J1+1bggjfMM/wPgEQDPRzGa/KJaXSyuxPHvAP4Axkh+MYy66jJmXlSriUUhkThGDpIzqxro3EI7755TUVLxFfjRHjpaApF98fiKo9apxhNLDOFDcTOO42EWJXnItngtuXUxqjWMS36p3t4z2NlzBVrmr0TPwQcsSQCwKqMGbrMLfQO32f6LfrAPqbfWoePb83HmgjWYO7fe5IrqTRcDS127xhOD9nygmDSxZf5KTO37HDKrM2OumnJxvkgco424Esc7YQzj6wE8DOOae2WtJpVgdDDUoCshA60b1wThkkX9g6nQdyir70AeuKwBZ3rrUH80U2JAB0qN6hrWlTSzJ3zN+tI0Pa6B3GfzEJSLCNfziZIyfEGQbo0MtxiTe8y3LyTU2JS2ubUEspDrLLiaNNLvzWBFy8No4DYUZmWRG9iGBm5D3TOdmHp2M7p706g/akrmTm3eaSTHQFocPHATBqkLK1oeLsmy23PwAVz/Nw2hGKEEowsimh6kcdpNRHn51Op6sYiDmZ8JauKeDZIcfipQXSU4R+ASiKiZrLoJRUJw7ReaKCQFtu6vIeSRnptC/YNGzXHmngIapqdReFceg0+bBVLsHEBR6siuz6F13bGScSWpIGAIREijkhorSlWlpRg3B1TrumO486lSo7OOHnc9ngSuZOFGi2sPKV9fn9Qjb/8rWh62pNAyf6XXG6tj+2JLJK3NYWKa/JB5FqevXIapzTvRe+gUMpmrDYEogpLtnoMPlMwlifoeU+QAfBtAA4BbYSoJPlGri1WK4/g5jPttySEYH+EX1WpiUUhUVaMHUWXphXrq2c0lagxfimyNnXfP8XruCImkNpa6AjdMT1sDeRz41ES+b+kTd8w46T0qqbHEy8hn6HbhK/Gq097rc1vXHQvFXOzsuSKUHl6rrqSPHJN+9UczKMzKYpC6cMO8FyCPOvQeOoVFP9iH01cuw+SHduPxly22UoYkPARgVZXjmTDOF1VVcJ/zdUYPIvoqM7+5FterFMdxETO/yPO5aCxII8HoQqQQHcglRlMxgGvpI4o03H353PnUMStVCOqaTdRyYVa2ImlI3INP5eRmph1KChU395SPMNx+Poi9oftQJzq2Ly6rmtKk0brumKnMFxTjEinGjbnoOfgABqkLLfNXhgzXDdwW+giEUNLvNaSByxrQsOB23HHoWUsaQPG3XvSDfSUklJ6bwuOPbRrXpDEeQUTfI6I+IjpERAeCthcT0SNEdCT4njaEoX8VfBeIaDkRNWOssuOORyQSx9gje99gpD+/tWMEaJ5qikcBwP6H8ii8yxCLEMqKaw/jzD2F0DluShSxKbgSiBiJo9Q41WaurTZvVDmpAUAx2+2sehvEqFVIleJfyhGTHNMLui/S22a1RVEKkf30e0ttSqm31iH/yBms6j43CGG8SRxE9D0AC5j5x6rtbwD8lJk/TkQfATAtTqZwZ9y3A9gL4GUA/h+AFwH4KDM/VM04cRHXOJ4ggUXm/Q24YfXOWMnrhDQGkUHz1AEs+0o9ln2lHtdfMhMrrj2M+gdTaJheJAMhjbrmM3YBHnw6h8KsbKgfYEhHCjfJ4upKPNoGEWV7EFQTmKfHFuhFWCSH/V2wpGHrggeE0bF9cclcoiK+9bzLEYq4y0o9DSEJMWzL9iB12Wf1+MsWozAri1XdazHjusw5QxoTCO8E8Jlg+zMwHqxVgZm/GGT6eJKZf4eZ5wN41QjOMYRE4kgwYrhj+wpr6AaAhVemsKMrYzL1XlXAifvr0X2kBw3T02ieOoDek8Z1U4LifMFx0p5dn0PD9LR3cW/vzqH/0aVlVVJRUdQu4roAlxtL2yUWtoUN2yJx9Bx8wHqCtWeXWpdaoDRC3pc92HXB1a6xQKnNA0CJGkuM4Hf+3bzyNzyBMVyJ49JLm/imW74Qq+8H2l75fQA/Vk33MPM9znwGAZyAsR3fzcz3ENFJZp6q+pxg5qGoq0Igov9h5mGlhopCInEkGDHcsHonbtz7OAAjJZzZuw2ts4NStsFbd8P0NFLX5dF7ci5mXJnDjCuNnUIW69TG0kA5wEgiUZlkO1rTaLx8D3b1LfPGdMiiXS5g0L1eOUSNJXPa31Wsiig1T7RKqXneFDPOoU40NqXRMn8lWuetKXHhLYmWV9ITEFZTtcxfab2qBJo0NHoOPoD0ezNYfiZ/TpPGGODHzLxAfe7x9FkclKj4fQBriejyGs6HajXwpMpdEiSoDkbVYdQdxx9ZgWnTjAQybc1cBH5UwQI99BxakrhRbB6rZgPdh04hmy2VOIZbV6TsPELSh1nkl6t/1128FOjaA7QU05Z3H+q0i35/Xw6t8yQT8DElbRxD9y31JRKUllp0cJ9A2zTcffnugXGpPV036vG75z2Y+YfB91NE9CCANwL4kaq2Wg8TYD0ilxuhcUqQSBwJaooZb91Zk8pu09bMDRnKG5vSaF+9DyuuPeyN9RgplMsHJYt8ZkvapklZTnuwi5eivqcY/Nc6bw2a500JSR6AkRokKzCAkpoicm3tSdVz8AHrNeUjDf0d2n6ibtxFeZ/rIKILiOgi2QbwNgBPAvgCgPcF3d4H4F+rGPPnRPQzz+fnMElpa4KEOBKMGoZbHjROavj03NSISRiyUOvrugu53l9Oe2yQomAXLw3n2jrUifbsUvQeOoUGpLG/C6jvWYOOzB60zltTklrdvU7H9sWhGI1KXlVCLIAhDTHMt+a+W9I3Qc3xEgCPBUljvw5gFzM/DODjAN5KREcAvDXYj4UKIRM10yglqqoEYwJNHpVyZolKqpr08NVm9PWhKEWEr2tiOsLR3mZhD/qtz1kbhyYNALaA0vGuNPb3FNsbZ9Wj/2jBuvBGuRbrdB89Bx+ItGMYcjF2Dp12pHXdFchlVmPymcdjP4cEIwNm/m8Ab/C0/wTAW0Z/RkNHInEkGHOIFNLenUN7d/FtWwL7hDByA/lIqaNcPqs4CRCj4HPj1QQWtcALYezipfbTc/ABLKc9aEAaCwPhQMbK3lZA46x6G/SHE3ngRD5ETJLtVozgQgo6JYi42mrXWyBsD0lntyf2jQTDQuKOm2BcInvfoM1kK2ogTSDpuSmc6BywlQ4BlK2jLtl8gXjGchnbvUa5oEIfqe3ipaEEjOJxJcQicSsL24xbrlvituOLN1kpRQol6VQjQDjrrc8t13XD3dlzxbipl1FrjLI77nmTHTchjgTjHscfWREqH+tCCMMlGB+qST3i6+sjpygpaGEbbDxHoaXTZscVF1shFB3zARTVVgBCVQ61q7GO39DqKDe2QyLFNXncMO8FmDyrHTPeWjmAc6IjIY7aILFxJBj3mPHWnVj0po2RC768tXdvTSO7vvxY1RjO/WqopZByVJowrMpJte1XnrKt89agPWukj+z6nHXZ7T7UiXqsMeqsoCyJEIG2Z3RvnYk7PzSIlvnvse0N3AbM78IgimlEGlqAQYTzSom9Q85LHwQef+zcJ40EtUNi40gwIfD4Y5ust1F2fa7kLX8Xm9QjYpR2U3RUSjcSBT3GctqD7q0zreeUkIUQV1YZxTUKLZ1WcmjPFm0egFnMRXUlRLWz54oQaVx/iYndyP/y+TZturjjtq/eZ/uKfUPcdcXOoVOvJ0gwEkgkjgQTBpL/SVRAQh7uYh02UKeH7J4rZCFjZNcXpY6i7SWsKvPNB07hIw2J8wDkfsy2TjuS2gjcue6BkCRi7Rmri2SzosXYLzC/C8ADNlV6d2/akgrwAB5/rIwnQYIQ/vf0r9F76NRYT2PcIbFxJJgwyN+3yJJH1Nu9oJKtoxKibCFa0nGvr0lAb8eB7q9rbbjV9rTU4FYAlP62z2UNGDxwU8ju0f72288L24ZguDaOS17SyCvfvSNW322faj5vbByJqirBhENUBlkXUWopV4XltglEJeU7pklBu97GhRvfoc+V67Sv3hdywXVJw1U9iYuuLc37xCDOXLAm5IF1PpFGgtohUVUlmDBoQBbZ9ZmSaOzltAeZm+vReuucknOK6qYiJHivUmlZuY6WXKLIQZNHtdKGD3puPQcfCNRPRVi1lA9PDAIoSiQt85EkM0wwokhUVQkmBPL3LQp5KQncCG2XVARucSggLEGITUHbFnxlY+VabhlXrcIqtHSGclPpObmEUl/fiEKh3+6719R2De12C4SjyEXSENUUgPMmVqMcElVVbZAQR4Jxj0VvMrnOZZH1vdFXIo5yi7eMDQDbPnyqJAdVHOhr+shM2yuEeHzBhLrNrbWh4YvVEIikkRjBE+KoFRIbR4Jxj47MHruwr7j2cMnx7lsOh8jAJQbZl9rdLmRsACWk4V7PrcOxnPZYInPtHvp6evGPMtq7dTd6Dj7gJQ2BjzQECWkkqCUS4kgwrrHijz4Xip5+/AvvAuAYl6elSmweOkeUbgf8to1CoR+FQn+IRKSfkIfOW+WTaoAwSQGlKi5pq1QPXRNUy/yVJQSmPaVEwhCXW20MT5CgFkhUVQkmFHa0bsPO505By/HOsu6wPpQzYGtbg6umckvSDidpYiW46io3zYiWQNx0InIskTaKSFRVtUEicSSYUFjVvRabl8332jJc6cInYezipbbYkntMpA1NGG651jiIkkYqoWX+Sm/ZW4GWMrS0IZHiQEIaCUYHCXEkmHDwVa7TFfeAsIHajejWxZFE7aSljahU6e52FDSBVUM4svj75uAayjVZ7OwxNTaSlCIJRguJqirBhMXxA9tKEg1GpTb3wY3RcNVR5QjEVSkNF0MZz1VdJdJGKYarqpr24ldy6i23xerb/c+rE1VVggTjHTMWrMWNex/HjXtNNTuJ04hj5wCKiRFdbyZ3GyglDfke6TK1cSH2DV8J2QQJao2EOBKcExAC0YkPG6aXlpt1912Dt5tJ1yUV1w5RK0N5JbWTGMVF4ijntptgfICIXkZEXyGiASL6FhF9MGj/KBEdI6JDwWfZWM+1EpKUIwnOKdy493HcCOBjSxbhzqeW4s51pv36S2Zi8OkcgDSuv2QmUiamsGThv/4SQxB3PlVKDiuuPYzBA/7zXAxXlSWZbF2saHkYO3uuCFxwi1lyEzXVhMBZADcwcw8RXQTgIBE9EhzbwswTJsx/zCUOItpARExEF4/1XBKcO7hx7+OhxfTOp4r1M4Q0AJR4TQ0+nbOkodVQLfNXhkrPVlJRuaqtcv19x6IkCDc/VUIaEwfMXGDmnmD75wAGAIyMrnOUMabGcSJ6GYBPA3gNgPnM/ONK5yTG8QRDwfED27zttZYcysGtryEI1dtQ0H2m9n0O+V8+H0BiFC+H8WocJ6JLATwK4HUA/gLAnwD4GYADMFLJiaHMd7Qw1hLHFgAfAjCxXLsSTDjMWLDWfgTV1B93DedR58WRRqx0E1TwA4rpRXySxoqWh9Eyf6Xte+aCNTjZ9B4ACWmMM1xMRAfU5xpfJyK6EMBOAOuY+WcA7gLwKgDzABQA3DFaEx4qxow4iOgdAI4x8zdi9L1Gfoynn356FGaX4FyGEEgc0tDxHtqQHkcV1b11JlrmryxReXVsX4wVLQ+j5+ADNgOue74mkEHqQvO8Kea689ag7plOZPinCWmMP/yYmReozz1uByJ6Hgxp5Ji5GwCY+UfM/Gtm/g2AewG8cXSnXT1qqqoion8HMMNz6EYAGwG8jZlPEdH3ACxIVFUJxgLHD2yLrY7SqquotOu+tCG5z2YBwNYEF6Tfm0HH9sWRNo2W+SvRPG8KUjgTavcFQSYoxXhSVRERAfgMgJ8y8zrVXs/MhWB7PYDfZuZ3D3XOo4GaelUx8+/62omoCUADgG+YZ4lZAHqI6I3MfLyWc0qQwMWMBWvx+GPF9O1AKUH4qgCWg5BKx/bF6NhuilAJdE2N3Gfb0NNzzHpLueVfB7HS1LyeN8XWvk6KMk1YLAawGkAfER0K2jYCuIqI5sGo7L8H4NqxmFw1GBN3XGbuA3CJ7FcjcSRIUCuI6sc1pJcrQet6ZbmxH+2r96F13TH04IqSpIRA0e3Wdb8tGs2NTSObXVpSyCnBxAIzPwaAPId2j/ZchoskjiNBAgdiQO/eus2rlgKiycQnnYgUoYP23EJMut+KlocBfhiY34UzF6zBwtk51D1zCoNYmUgbo4xf/fJ0qEJjAoNxQRzMfOlYzyFBAheiwgLCdpDhphoRgmiZv9JIESi63jZevgf4BQK1lemfqKgSjDeMC+JIkGC8w2cHqQQdi1G0YYT7iLG8oSXYf6YLg4RQvyTIL8F4w1jHcSRIMKHw+GObQrEgUejeOjMUyOcWW9Lqq2IKkXC52AZuQ/+jS5N06QnGHRKJI0GCIUDIQwzpri0kygaipZCW+SsxiJVWuth5MNynocWorm7Y1FOr20iQYEhIiCNBgmGgKH1sNPEaA3msaBkELmvA4IGbAMDaMdwU6BLPYWM75hup5MwFa9B4uVFbfXrTvFG9nwQJ4iBRVSVIMAIIqbAuawCeGLTHXBfaBm7DmQvWAAAGLqyzfXRVPwC4Yd4LajzrBAmGhoQ4EiQYQdyweqf5fMqol3z1MnxE0sBtSM9di+70qwAAn970eBIdnmDcIlFVJUhQIxj32Xm4489bjNcUP2wlDAA48WQKHX9kyKHj2/MBHET7D7L49KbHx2K6CRLERkIcCRLUGCJ9XP/BQ6h7xtgwOl6WwZ1fG8CM6zIAgDsB3PHnbfj0pxJDeILxj4Q4EiQYJUgA3/G7Mrjz8wPoyIcLvt2QkEaCCYIxLeQ0FBDR0wC+H+xeDGA85LcaD/MYD3MAxsc8xsMcgPExj/EwB2Ds5vEKZp4+1JOJ6GGYucfBj5n5isrdJj4mHHFoENGB4aRMPpfmMR7mMF7mMR7mMF7mMR7mMJ7mkWBkkHhVJUiQIEGCqpAQR4IECRIkqAoTnThKSjOOEcbDPMbDHIDxMY/xMAdgfMxjPMwBGD/zSDACmNA2jgQJEiRIMPqY6BJHggQJEiQYZSTEkSBBggQJqsKEIQ4iqiOirxPRN4joW0R0q3N8AxExEcX1uR6xORDRR4noGBEdCj7LajWHcvMIjv0ZER0O2v9mtOdARP+knsP3iOhQreZQYR7ziOhrwTwOENEbx2AObyCi/UTUR0QPEdGLajUHZz7PJaJeIvpisP9iInqEiI4E39PGYA5/FDyb3xBR4pY70cHME+IDU+T9wmD7eQD+E8D/DfZfBuDLMIGBF4/2HAB8FMCGsX4WAH4HwL8DeEFw7JKx+D1UnzsA3DxGz+LfAPx+0L4MwJ4xmMMTAN4ctLcBuH2U/j7+AsAOAF8M9v8GwEeC7Y8A+MQYzGEugDkA9gBYMBrPIfnU7jNhJA42+EWw+7zgI5b9LQA+pPbHYg6jhjLzuA7Ax5n52aDfU2MwBwAAERGAlQDur9UcKsyDAcgb/hQAPxyDOcwB8GjQ/giAFbWag4CIZgFYDuDTqvmdAD4TbH8GwB+M9hyYeYCZD9fyuglGDxOGOAAr/h4C8BSAR5j5P4noHQCOMfM3xmoOwaHrieibRNQ1iqoAdx6vBrCEiP6TiL5KRJeNwRwESwD8iJmP1HIOZeaxDsAniegHADYD+KsxmMOTAN4RdPkjGMm41tgK8xL1G9X2EmYuAEDwfckYzCHBOYQJRRzM/GtmngdgFoA3EtHrAdwI4OYxnMPrANwF4FUA5gEowKhoxmIekwBMg1GT/CWAB4I3/9Gcg+Aq1FjaqDCP6wCsZ+aXAVgPIDsGc2gDsJaIDgK4CMAvazkHIno7gKeY+WAtrzPe55Cg9phQxCFg5pMwutJ3AmgA8A0i+h7MP20PEc0YxTlcwcw/ChaO3wC4F0DNDLHl5gHgKIDuQHXydZg3vpo5C0TMAUQ0CUArgH+q9bXLzON9ALqDQ5/HKP0mzt/Ft5n5bcw8H4ZEv1vjyy8G8I7gf+EfAaSI6HMAfkRE9QAQfNdMhVlmDgnOIUwY4iCi6UQ0NdieDOB3AfQy8yXMfCkzXwqzcLYw8/FRnMO35Z8ywLtgVBQ1Q9Q8APwLgFTQ/moAz0eNMpKWmQNkm5mP1uLaMefxQwBvDrqlANRMZVbm7+KSoO05ANoB/H2t5gAAzPxXzDwr+F94N4A8M78HwBdgiBTB97+OwRwSnEOYSPU46gF8hoieC0N4DzDzF8fDHIhoOxHNgzGIfg/AtWM0j+cD6CKiJ2HUIu9j5loZ78v9Hu/GKKmpouZBRCcB/F0g/ZwBcM0YzOGDRBQUIkc3gPtqOIdy+DiM2jID4H9g7C2jCiJ6F4D/B2A6gF1EdIiZf2+055FgZJCkHEmQIEGCBFVhwqiqEiRIkCDB+EBCHAkSJEiQoCokxJEgQYIECapCQhwJEiRIkKAqJMSRIEGCBAmqQkIcCRIkSJCgKiTEcY6BiH5RuVfVY76DiD4SbP8BETUOYYw91aTTDvofDnKRuccuDWJVzgsQ0Ua1PZlMqvhfUg1LCCRIUA4JcSSoCGb+AjN/PNj9AwBVE8cQkWbmL9TyAkHQ3niHJQ5mPh3kxKpZtt8ECSohIY5zFGTwSSJ6kkwhoT8O2pcGb/P/TETfJqKcJEIkomVB22NE9CkqFuH5EyK6k4gWwWR7/WTw1vsqLUkQ0cVBjiJ5M/5HMhmD/wnAZDW3t5EpcNRDRJ8nogtj3M98MoWS9gNYq9qfG9znE8G1rg3an0NEnWSKB32RiHYT0R8Gx75HRDcT0WMA/ihqPsE1v0pEB4noy1TM9/TnRNQfXO8fy8z5AjLZkp8gU9TonUH7pUS0N7heT/BcQUT1RPRo8GyfJKIlRPRxACJl5GL9+AkS1Bq1KvSRfMbmA+AXwfcKmBoQzwXwEphUE/UAlgI4BZMQ8jkA9gN4E4A6AD8A0BCcfz+KRXj+BMCdwfY/APhDdb09CArzwCRU/F6w/RcAuoLt1wM4C2BB0OdRABcExz4MT7EnOAV/AHwTxaJInwTwZLB9DYD2YPsFAA7AJL78QwC7g3ucAeCEzBsmLcyH1JxL5gNTU+NxANOD9j9W9/NDFItlTS3zW2wC8B7pB+C/AFwA4IUA6oL22QAOBNs3ALgx2H4ugIv0b+qM/T3UsGhZ8kk+5T4TKVdVgurwJgD3M/OvYbKjfhXAZQB+BuDrHCQgJFND4lIAvwDw38w8GJx/P4aX3+lyAJ8CAGb+JhF9M2j/vzCqrn2BoPN8GPKKBBFNgVmgvxo0bQfw+8H22wC8XqQJmKJNs2Hu//NsMhYfJ6KvOMNK5t6o+cwB8DoAjwTtz4VJmQ8YEssR0b/AJJaMwttgMsVuCPbrALwchnjuJJPf7NcwdVQAUzGwi4ieB+BfmPlQmbETJBgzJMRx7qJcHY5n1favYf4Ohlq34yyKKs8655gvERrBFDq6qoprUMRYcuzPmPnLoUai5RXGfKbcfIioCcC3mHmh59zlMMT4DgA3EdFrmflsxNxWsFP5jog+CuBHAN4A8+zOAAAzP0pElwfjbyeiTzLzZyvcR4IEo47ExnHu4lEAfxzYAKbDLHRfL9P/2wBeSUSXBvt/HNHv5zBFiQTfAzA/2P5D1f4ogDQAkClq9Pqg/WsAFhPR/wmOvZBMCvhIsKlxcYqI3hQ0pdXhLwO4LnhLBxG9moguAPAYgBWBreMlMCo6H6LmcxjAdCJaGLQ/j4heSyZF+suY+SswVe6mAoiy0XwZwJ8pG1Jz0D4FQCGQhlbDSDMgolfAFEG6F6bwVEvQ/1dyfwkSjAckxHHu4kEYlco3AORhdPqRdUqY+TSANQAeDozGP4Kxhbj4RwB/GRh7XwVTlvU6Inoc4aJRdwG4MFBRfQgBaTHz0zA2k/uDY18D8JoY9/N+ANsC4/hp1f5pAP0wBbyeBHA3jAS1E6Y+i7T9p+9+oubDzL+EIcJPENE3ABwCsAhmkf8cEfUB6AWwJSA2H26HsZV8M5jb7UF7J4D3EdHXYNRUIv0sBXCIiHphbFR/F7TfE4yRGMcTjAskadUTWBDRhcz8i+ANeRuAI8y8ZYzmsgfABmY+MIwx5H5+C4a4Fpcjz4mEwHttATPXpFBXggTlkEgcCTSuDozl34JRp9w9hnP5KYB/IE8AYBX4YnA/ewHcfi6QBgUBgDCSzG/GeDoJzlMkEkeCBMMEEb0fwAed5n3MvNbXP0GCiY6EOBIkSJAgQVVIVFUJEiRIkKAqJMSRIEGCBAmqQkIcCRIkSJCgKiTEkSBBggQJqsL/B+/YEPmtJuT0AAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lc_dataset_subset.lccs_class.isel(time=0).plot.imshow(cmap=\"tab20b\")" + ] + }, + { + "cell_type": "markdown", + "id": "d6f87c60-7047-4e6d-9e8c-c894146e7cb2", + "metadata": {}, + "source": [ + "---\n", + "### Open Soil Moisture ECV" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "7d549736-5cfc-4ed5-83d7-7386ced6faec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset>\n",
+       "Dimensions:         (time: 15402, lat: 720, lon: 1440)\n",
+       "Coordinates:\n",
+       "  * lat             (lat) float64 89.88 89.62 89.38 ... -89.38 -89.62 -89.88\n",
+       "  * lon             (lon) float64 -179.9 -179.6 -179.4 ... 179.4 179.6 179.9\n",
+       "  * time            (time) datetime64[ns] 1978-11-01 1978-11-02 ... 2020-12-31\n",
+       "Data variables:\n",
+       "    dnflag          (time, lat, lon) float32 dask.array<chunksize=(16, 720, 720), meta=np.ndarray>\n",
+       "    flag            (time, lat, lon) float32 dask.array<chunksize=(16, 720, 720), meta=np.ndarray>\n",
+       "    freqbandID      (time, lat, lon) float32 dask.array<chunksize=(16, 720, 720), meta=np.ndarray>\n",
+       "    mode            (time, lat, lon) float32 dask.array<chunksize=(16, 720, 720), meta=np.ndarray>\n",
+       "    sensor          (time, lat, lon) float32 dask.array<chunksize=(16, 720, 720), meta=np.ndarray>\n",
+       "    sm              (time, lat, lon) float32 dask.array<chunksize=(16, 720, 720), meta=np.ndarray>\n",
+       "    sm_uncertainty  (time, lat, lon) float32 dask.array<chunksize=(16, 720, 720), meta=np.ndarray>\n",
+       "    t0              (time, lat, lon) datetime64[ns] dask.array<chunksize=(16, 720, 720), meta=np.ndarray>\n",
+       "Attributes: (12/40)\n",
+       "    Conventions:                CF-1.7\n",
+       "    cdm_data_type:              Grid\n",
+       "    comment:                    This dataset was produced with funding of the...\n",
+       "    contact:                    cci_sm_contact@eodc.eu\n",
+       "    creator_email:              cci_sm_contact@eodc.eu\n",
+       "    creator_name:               Department of Geodesy and Geoinformation, Tec...\n",
+       "    ...                         ...\n",
+       "    time_coverage_duration:     P42Y\n",
+       "    time_coverage_end:          2020-12-31 00:00:00\n",
+       "    time_coverage_resolution:   P1D\n",
+       "    time_coverage_start:        1978-11-01 00:00:00\n",
+       "    title:                      ESA CCI Surface Soil Moisture COMBINED active...\n",
+       "    tracking_id:                174f51a4-6a06-4352-a712-4d3f77bd8166
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 15402, lat: 720, lon: 1440)\n", + "Coordinates:\n", + " * lat (lat) float64 89.88 89.62 89.38 ... -89.38 -89.62 -89.88\n", + " * lon (lon) float64 -179.9 -179.6 -179.4 ... 179.4 179.6 179.9\n", + " * time (time) datetime64[ns] 1978-11-01 1978-11-02 ... 2020-12-31\n", + "Data variables:\n", + " dnflag (time, lat, lon) float32 dask.array\n", + " flag (time, lat, lon) float32 dask.array\n", + " freqbandID (time, lat, lon) float32 dask.array\n", + " mode (time, lat, lon) float32 dask.array\n", + " sensor (time, lat, lon) float32 dask.array\n", + " sm (time, lat, lon) float32 dask.array\n", + " sm_uncertainty (time, lat, lon) float32 dask.array\n", + " t0 (time, lat, lon) datetime64[ns] dask.array\n", + "Attributes: (12/40)\n", + " Conventions: CF-1.7\n", + " cdm_data_type: Grid\n", + " comment: This dataset was produced with funding of the...\n", + " contact: cci_sm_contact@eodc.eu\n", + " creator_email: cci_sm_contact@eodc.eu\n", + " creator_name: Department of Geodesy and Geoinformation, Tec...\n", + " ... ...\n", + " time_coverage_duration: P42Y\n", + " time_coverage_end: 2020-12-31 00:00:00\n", + " time_coverage_resolution: P1D\n", + " time_coverage_start: 1978-11-01 00:00:00\n", + " title: ESA CCI Surface Soil Moisture COMBINED active...\n", + " tracking_id: 174f51a4-6a06-4352-a712-4d3f77bd8166" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm_dataset = store.open_data('ESACCI-SOILMOISTURE-L3S-SSMV-COMBINED-1978-2020-fv05.3.zarr')\n", + "sm_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "664a18d7-bff3-45dc-b3ff-39dc20c94175", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'sm' (time: 15402, lat: 720, lon: 1440)>\n",
+       "dask.array<open_dataset-533cfcbb4f7f9795936d5bee909948a8sm, shape=(15402, 720, 1440), dtype=float32, chunksize=(16, 720, 720), chunktype=numpy.ndarray>\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float64 89.88 89.62 89.38 89.12 ... -89.38 -89.62 -89.88\n",
+       "  * lon      (lon) float64 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n",
+       "  * time     (time) datetime64[ns] 1978-11-01 1978-11-02 ... 2020-12-31\n",
+       "Attributes:\n",
+       "    _CoordinateAxes:  time lat lon\n",
+       "    dtype:            float32\n",
+       "    long_name:        Volumetric Soil Moisture\n",
+       "    units:            m3 m-3\n",
+       "    valid_range:      [0.0, 1.0]
" + ], + "text/plain": [ + "\n", + "dask.array\n", + "Coordinates:\n", + " * lat (lat) float64 89.88 89.62 89.38 89.12 ... -89.38 -89.62 -89.88\n", + " * lon (lon) float64 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9\n", + " * time (time) datetime64[ns] 1978-11-01 1978-11-02 ... 2020-12-31\n", + "Attributes:\n", + " _CoordinateAxes: time lat lon\n", + " dtype: float32\n", + " long_name: Volumetric Soil Moisture\n", + " units: m3 m-3\n", + " valid_range: [0.0, 1.0]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm_dataset.sm" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "8fb05f27-22d8-42c9-8f9d-03b235a28781", + "metadata": {}, + "outputs": [], + "source": [ + "sm_dataset_subset = mask_dataset_by_geometry(sm_dataset, desired_geometry)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "c938aa12-4a46-412f-9de1-7d48e7cd29f9", + "metadata": {}, + "outputs": [], + "source": [ + "sm_dataset_subset_annual = sm_dataset_subset.resample(time='1Y').mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "88b9c4dc-b5c0-4fc9-9b1d-7a788bff6f59", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'time' (time: 43)>\n",
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+       "       '2012-12-31T00:00:00.000000000', '2013-12-31T00:00:00.000000000',\n",
+       "       '2014-12-31T00:00:00.000000000', '2015-12-31T00:00:00.000000000',\n",
+       "       '2016-12-31T00:00:00.000000000', '2017-12-31T00:00:00.000000000',\n",
+       "       '2018-12-31T00:00:00.000000000', '2019-12-31T00:00:00.000000000',\n",
+       "       '2020-12-31T00:00:00.000000000'], dtype='datetime64[ns]')\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 1978-12-31 1979-12-31 ... 2020-12-31
" + ], + "text/plain": [ + "\n", + "array(['1978-12-31T00:00:00.000000000', '1979-12-31T00:00:00.000000000',\n", + " '1980-12-31T00:00:00.000000000', '1981-12-31T00:00:00.000000000',\n", + " '1982-12-31T00:00:00.000000000', '1983-12-31T00:00:00.000000000',\n", + " '1984-12-31T00:00:00.000000000', '1985-12-31T00:00:00.000000000',\n", + " '1986-12-31T00:00:00.000000000', '1987-12-31T00:00:00.000000000',\n", + " '1988-12-31T00:00:00.000000000', '1989-12-31T00:00:00.000000000',\n", + " '1990-12-31T00:00:00.000000000', '1991-12-31T00:00:00.000000000',\n", + " '1992-12-31T00:00:00.000000000', '1993-12-31T00:00:00.000000000',\n", + " '1994-12-31T00:00:00.000000000', '1995-12-31T00:00:00.000000000',\n", + " '1996-12-31T00:00:00.000000000', '1997-12-31T00:00:00.000000000',\n", + " '1998-12-31T00:00:00.000000000', '1999-12-31T00:00:00.000000000',\n", + " '2000-12-31T00:00:00.000000000', '2001-12-31T00:00:00.000000000',\n", + " '2002-12-31T00:00:00.000000000', '2003-12-31T00:00:00.000000000',\n", + " '2004-12-31T00:00:00.000000000', '2005-12-31T00:00:00.000000000',\n", + " '2006-12-31T00:00:00.000000000', '2007-12-31T00:00:00.000000000',\n", + " '2008-12-31T00:00:00.000000000', '2009-12-31T00:00:00.000000000',\n", + " '2010-12-31T00:00:00.000000000', '2011-12-31T00:00:00.000000000',\n", + " '2012-12-31T00:00:00.000000000', '2013-12-31T00:00:00.000000000',\n", + " '2014-12-31T00:00:00.000000000', '2015-12-31T00:00:00.000000000',\n", + " '2016-12-31T00:00:00.000000000', '2017-12-31T00:00:00.000000000',\n", + " '2018-12-31T00:00:00.000000000', '2019-12-31T00:00:00.000000000',\n", + " '2020-12-31T00:00:00.000000000'], dtype='datetime64[ns]')\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 1978-12-31 1979-12-31 ... 2020-12-31" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm_dataset_subset_annual.sm.time" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": 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\n", 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\n", 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\n", 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<xarray.DataArray 'lccs_class' (lat: 3668, lon: 2876)>\n",
+       "dask.array<getitem, shape=(3668, 2876), dtype=float32, chunksize=(2592, 1296), chunktype=numpy.ndarray>\n",
+       "Coordinates:\n",
+       "  * lat      (lat) float32 5.496 5.493 5.49 5.488 ... -4.682 -4.685 -4.688 -4.69\n",
+       "  * lon      (lon) float32 33.9 33.9 33.9 33.91 ... 41.88 41.88 41.88 41.88\n",
+       "    time     datetime64[ns] 2014-07-03\n",
+       "Attributes:\n",
+       "    ancillary_variables:  processed_flag current_pixel_state observation_coun...\n",
+       "    flag_meanings:        no_data cropland_rainfed cropland_rainfed_herbaceou...\n",
+       "    flag_values:          [0, 10, 11, 12, 20, 30, 40, 50, 60, 61, 62, 70, 71,...\n",
+       "    long_name:            Land cover class defined in LCCS\n",
+       "    standard_name:        land_cover_lccs\n",
+       "    valid_max:            220\n",
+       "    valid_min:            1
" + ], + "text/plain": [ + "\n", + "dask.array\n", + "Coordinates:\n", + " * lat (lat) float32 5.496 5.493 5.49 5.488 ... -4.682 -4.685 -4.688 -4.69\n", + " * lon (lon) float32 33.9 33.9 33.9 33.91 ... 41.88 41.88 41.88 41.88\n", + " time datetime64[ns] 2014-07-03\n", + "Attributes:\n", + " ancillary_variables: processed_flag current_pixel_state observation_coun...\n", + " flag_meanings: no_data cropland_rainfed cropland_rainfed_herbaceou...\n", + " flag_values: [0, 10, 11, 12, 20, 30, 40, 50, 60, 61, 62, 70, 71,...\n", + " long_name: Land cover class defined in LCCS\n", + " standard_name: land_cover_lccs\n", + " valid_max: 220\n", + " valid_min: 1" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lc = lc_dataset_subset.lccs_class.sel(time=desired_year, method='nearest')\n", + "lc" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "f4337a0e-6698-451f-ac50-2c13a3357b65", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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<xarray.DataArray 'sm' (lat: 41, lon: 33)>\n",
+       "dask.array<getitem, shape=(41, 33), dtype=float32, chunksize=(41, 33), chunktype=numpy.ndarray>\n",
+       "Coordinates:\n",
+       "    time     datetime64[ns] 2014-12-31\n",
+       "  * lat      (lat) float64 5.625 5.375 5.125 4.875 ... -3.875 -4.125 -4.375\n",
+       "  * lon      (lon) float64 33.88 34.12 34.38 34.62 ... 41.12 41.38 41.62 41.88
" + ], + "text/plain": [ + "\n", + "dask.array\n", + "Coordinates:\n", + " time datetime64[ns] 2014-12-31\n", + " * lat (lat) float64 5.625 5.375 5.125 4.875 ... -3.875 -4.125 -4.375\n", + " * lon (lon) float64 33.88 34.12 34.38 34.62 ... 41.12 41.38 41.62 41.88" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm = sm_dataset_subset_annual.sm.sel(time=desired_year, method='nearest')\n", + "sm" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "2d1bbf22-0064-48a8-8273-358987c844c2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sm.plot.imshow(cmap='Blues', figsize=(12, 10))" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "66772963-f272-4309-bf8d-8ef0acb7eb58", + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "'time' not found in array dimensions ()", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/opt/conda/lib/python3.9/site-packages/xarray/core/common.py\u001b[0m in \u001b[0;36m_get_axis_num\u001b[0;34m(self, dim)\u001b[0m\n\u001b[1;32m 181\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 182\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdim\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 183\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: tuple.index(x): x not in tuple", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_1054/1678902864.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m38.\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'nearest'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'time'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\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;32m/opt/conda/lib/python3.9/site-packages/xarray/core/common.py\u001b[0m in \u001b[0;36mwrapped_func\u001b[0;34m(self, dim, axis, skipna, **kwargs)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mwrapped_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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---> 58\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreduce\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskipna\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mskipna\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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 59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 60\u001b[0m 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\u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_replace_maybe_drop_dims\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvar\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2698\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.9/site-packages/xarray/core/variable.py\u001b[0m in \u001b[0;36mreduce\u001b[0;34m(self, func, dim, axis, keep_attrs, keepdims, **kwargs)\u001b[0m\n\u001b[1;32m 1795\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1796\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdim\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1797\u001b[0;31m \u001b[0maxis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_axis_num\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdim\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 1798\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1799\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mwarnings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcatch_warnings\u001b[0m\u001b[0;34m(\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/opt/conda/lib/python3.9/site-packages/xarray/core/common.py\u001b[0m in \u001b[0;36mget_axis_num\u001b[0;34m(self, dim)\u001b[0m\n\u001b[1;32m 176\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_axis_num\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 177\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--> 178\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_axis_num\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdim\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 179\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 180\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_get_axis_num\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mHashable\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.9/site-packages/xarray/core/common.py\u001b[0m in \u001b[0;36m_get_axis_num\u001b[0;34m(self, dim)\u001b[0m\n\u001b[1;32m 182\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 183\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 184\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"{dim!r} not found in array dimensions {self.dims!r}\"\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 185\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 186\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: 'time' not found in array dimensions ()" + ] + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "10ff308f-03eb-472a-b457-aea9eaea8621", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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