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CAMELS_from_OpenDAP_HBV.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "0cbf05e3-fdb5-4671-bbec-fdc9aa445211",
"metadata": {},
"source": [
"# Retrieve forcing for any CAMELS catchment\n",
"\n",
"In this notebook you will retrieve forcing from the Cravan dataset.The caravan dataset is a collection of streamflow and forcing data. <br>\n",
"Caravan was prepared by [Frederik Kratzert](https://doi.org/10.1038/s41597-023-01975-w), the forcing is based on the ERA5-Land model. The streamflow is from the USGS. <br>\n",
"To access it easily, it was stored [here](https://doi.org/10.4121/bf0eaf7c-f2fa-46f6-b8cd-77ad939dd350.v4) on the [OPenDAP](https://data.4tu.nl/info/about-your-data/netcdf-and-opendap) server from data.4TU.nl .<br>\n",
"This saves you from downloading and reading the whole dataset hosted on [zenodo](https://zenodo.org/records/6578598), instead only the necesarry data is downloaded. \n",
"\n",
"This notebook will show case how to run this for the HBV model. \n",
"\n",
"You have to supply the wanted basin_id. The shapefile will be downloaded automatically. \n",
"Running the default will download the combined shapefile of all the catchments. \n",
"Loading this combined shapefile and exploring it will show all availible catchments. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "ec7e710a-5aa4-40f9-a1cb-151e3cddbe04",
"metadata": {},
"outputs": [],
"source": [
"# general python\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\", category=UserWarning)\n",
"import numpy as np\n",
"from pathlib import Path\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"# from rich import print"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4569a0f2-4bea-48cc-b5a4-ca5384e368c6",
"metadata": {},
"outputs": [],
"source": [
"# general eWC\n",
"import ewatercycle\n",
"import ewatercycle.forcing\n",
"import ewatercycle.models\n",
"import ewatercycle.analysis"
]
},
{
"cell_type": "markdown",
"id": "111bc65b-8299-43ba-95fd-e92df6b92707",
"metadata": {},
"source": [
"#### set up paths"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "df66893d-b667-4fcc-a841-683f32ed2cc7",
"metadata": {},
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"source": [
"path = Path.cwd()\n",
"forcing_path = path / \"Forcing\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "03aea008-87ce-4d09-8d01-f12dfe6bb116",
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"outputs": [],
"source": [
"experiment_start_date = \"1997-08-01T00:00:00Z\"\n",
"experiment_end_date = \"2005-09-01T00:00:00Z\"\n",
"HRU_id = 3439000"
]
},
{
"cell_type": "markdown",
"id": "cd6131c6-9fdc-4081-a7bd-60e9c13969c7",
"metadata": {},
"source": [
"### retrieve forcing"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "41855c32-2650-403e-bcad-332eab6c1ec4",
"metadata": {},
"outputs": [],
"source": [
"import ewatercycle.forcing"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c4960e1a-b061-46ee-ba9d-bc882950222b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ForcingSources[\n",
" \"CaravanForcing\",\n",
" \"DistributedMakkinkForcing\",\n",
" \"DistributedUserForcing\",\n",
" \"GenericDistributedForcing\",\n",
" \"GenericLumpedForcing\",\n",
" \"HBVForcing\",\n",
" \"LorenzForcing\",\n",
" \"LumpedMakkinkForcing\",\n",
" \"LumpedUserForcing\"\n",
"]\n"
]
}
],
"source": [
"print(ewatercycle.forcing.sources)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7f27dbd4-421d-4110-bac3-ecb832a97d97",
"metadata": {},
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"source": [
"caravan_forcing = ewatercycle.forcing.sources['CaravanForcing'].generate(start_time = experiment_start_date,\n",
" end_time = experiment_end_date,\n",
" directory = forcing_path / \"Camels\",\n",
" basin_id = f\"camels_0{HRU_id}\",\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "6b63e7e7-747b-4718-865f-28b486dac227",
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{
"data": {
"text/plain": [
"PosixPath('/home/davidhaasnoot/eWaterCycle-WSL-WIP/nbs_28_Camels&test/Forcing/Camels/ewatercycle_forcing.yaml')"
]
},
"execution_count": 10,
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"source": [
"caravan_forcing.save()"
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{
"cell_type": "code",
"execution_count": 11,
"id": "b38c72f0-db62-40ce-a240-efaa7d197619",
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"text": [
"start_time='1997-08-01T00:00:00Z' end_time='2005-09-01T00:00:00Z' directory=PosixPath('/home/davidhaasnoot/eWaterCycle-WSL-WIP/nbs_28_Camels&test/Forcing/Camels') shape=PosixPath('/home/davidhaasnoot/eWaterCycle-WSL-WIP/nbs_28_Camels&test/Forcing/Camels/camels_03439000.shp') filenames={'pr': 'camels_03439000_1997-08-01_2005-09-01_pr.nc', 'tas': 'camels_03439000_1997-08-01_2005-09-01_tas.nc', 'tasmax': 'camels_03439000_1997-08-01_2005-09-01_tasmax.nc', 'evspsblpot': 'camels_03439000_1997-08-01_2005-09-01_evspsblpot.nc', 'tasmin': 'camels_03439000_1997-08-01_2005-09-01_tasmin.nc', 'Q': 'camels_03439000_1997-08-01_2005-09-01_Q.nc'}\n"
]
}
],
"source": [
"print(caravan_forcing)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d08d21c3-e5ab-497c-a970-cedab35914ef",
"metadata": {},
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"source": [
"ds_caravan = caravan_forcing.to_xarray()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "ceabd8c5-2b5c-4267-b67c-6f337b47ebaa",
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{
"data": {
"text/plain": [
"['Q', 'evspsblpot', 'pr', 'tas', 'tasmax', 'tasmin']"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(ds_caravan.data_vars.keys())"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "4140dab8-e723-4427-870d-1883b24d7f86",
"metadata": {},
"outputs": [],
"source": [
"RENAME_ERA5 = {\n",
" \"total_precipitation_sum\": \"pr\",\n",
" \"potential_evaporation_sum\": \"evspsblpot\",\n",
" \"temperature_2m_mean\": \"tas\",\n",
" \"temperature_2m_min\": \"tasmin\",\n",
" \"temperature_2m_max\": \"tasmax\",\n",
" \"streamflow\": \"Q\",\n",
"}\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "b26bb864-744b-41d4-b101-4d375fe39737",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['total_precipitation_sum', 'potential_evaporation_sum', 'temperature_2m_mean', 'temperature_2m_min', 'temperature_2m_max', 'streamflow'])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"RENAME_ERA5.keys()"
]
},
{
"cell_type": "code",
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" &#x27;1997-08-03T00:00:00.000000000&#x27;, ..., &#x27;2005-08-30T00:00:00.000000000&#x27;,\n",
" &#x27;2005-08-31T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)\n",
"Coordinates: (12/18)\n",
" * time (time) datetime64[ns] 24kB 1997-08-01 ... 2005-09-01\n",
" basin_id |S64 64B b&#x27;camels_03439000&#x27;\n",
" timezone |S64 64B b&#x27;America/New_York&#x27;\n",
" name |S64 64B b&#x27;FRENCH BROAD RIVER AT ROSMAN, NC&#x27;\n",
" country |S64 64B b&#x27;United States of America&#x27;\n",
" lat float64 8B 35.14\n",
" ... ...\n",
" moisture_index float64 8B -0.6997\n",
" seasonality float64 8B 0.2885\n",
" high_prec_freq float64 8B 0.04833\n",
" high_prec_dur float64 8B 1.155\n",
" low_prec_freq float64 8B 0.5741\n",
" low_prec_dur float64 8B 3.493</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'time'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2954</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-2f755b2f-613e-49ec-b934-250b37f5feb8' class='xr-array-in' type='checkbox' checked><label for='section-2f755b2f-613e-49ec-b934-250b37f5feb8' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1997-08-01 1997-08-02 1997-08-03 ... 2005-08-30 2005-08-31 2005-09-01</span></div><div class='xr-array-data'><pre>array([&#x27;1997-08-01T00:00:00.000000000&#x27;, &#x27;1997-08-02T00:00:00.000000000&#x27;,\n",
" &#x27;1997-08-03T00:00:00.000000000&#x27;, ..., &#x27;2005-08-30T00:00:00.000000000&#x27;,\n",
" &#x27;2005-08-31T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></div></li><li class='xr-section-item'><input id='section-6d30cf10-b57a-49d5-b7df-96e5e832275c' class='xr-section-summary-in' type='checkbox' checked><label for='section-6d30cf10-b57a-49d5-b7df-96e5e832275c' class='xr-section-summary' >Coordinates: <span>(18)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1997-08-01 ... 2005-09-01</div><input id='attrs-4e0ef9e4-137f-42f9-8439-6b56b615df39' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e0ef9e4-137f-42f9-8439-6b56b615df39' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14a6952b-a428-4d09-aa91-de39599ff809' class='xr-var-data-in' type='checkbox'><label for='data-14a6952b-a428-4d09-aa91-de39599ff809' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;1997-08-01T00:00:00.000000000&#x27;, &#x27;1997-08-02T00:00:00.000000000&#x27;,\n",
" &#x27;1997-08-03T00:00:00.000000000&#x27;, ..., &#x27;2005-08-30T00:00:00.000000000&#x27;,\n",
" &#x27;2005-08-31T00:00:00.000000000&#x27;, &#x27;2005-09-01T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>basin_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>|S64</div><div class='xr-var-preview xr-preview'>b&#x27;camels_03439000&#x27;</div><input id='attrs-1f7d6b11-9598-410b-ad84-481be4fc96dd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1f7d6b11-9598-410b-ad84-481be4fc96dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63743dd2-11c5-47df-a81a-516c20dd892c' class='xr-var-data-in' type='checkbox'><label for='data-63743dd2-11c5-47df-a81a-516c20dd892c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(b&#x27;camels_03439000&#x27;, dtype=&#x27;|S64&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>timezone</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>|S64</div><div class='xr-var-preview xr-preview'>b&#x27;America/New_York&#x27;</div><input id='attrs-4fc66324-222a-4a11-a95d-dbea87d3c805' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4fc66324-222a-4a11-a95d-dbea87d3c805' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57b79141-48a2-45f1-994f-3c2863a7e959' class='xr-var-data-in' type='checkbox'><label for='data-57b79141-48a2-45f1-994f-3c2863a7e959' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(b&#x27;America/New_York&#x27;, dtype=&#x27;|S64&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>name</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>|S64</div><div class='xr-var-preview xr-preview'>b&#x27;FRENCH BROAD RIVER AT ROSMAN, NC&#x27;</div><input id='attrs-0b6a761a-88dd-4ee1-90c4-a53235a26c75' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0b6a761a-88dd-4ee1-90c4-a53235a26c75' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da6f3eec-3b41-4341-ae94-c012b34d1dd3' class='xr-var-data-in' type='checkbox'><label for='data-da6f3eec-3b41-4341-ae94-c012b34d1dd3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(b&#x27;FRENCH BROAD RIVER AT ROSMAN, NC&#x27;, dtype=&#x27;|S64&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>country</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>|S64</div><div class='xr-var-preview xr-preview'>b&#x27;United States of America&#x27;</div><input id='attrs-ccfb2889-ed0d-4faa-beba-328013f5e4d1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ccfb2889-ed0d-4faa-beba-328013f5e4d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0733c523-9330-42a7-8db5-3ce6daea17c9' class='xr-var-data-in' type='checkbox'><label for='data-0733c523-9330-42a7-8db5-3ce6daea17c9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(b&#x27;United States of America&#x27;, dtype=&#x27;|S64&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>35.14</div><input id='attrs-4c355613-64f1-43a1-bc0f-2bf742332265' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4c355613-64f1-43a1-bc0f-2bf742332265' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-912eb2b8-b23d-45da-962d-dc63111c6f6e' class='xr-var-data-in' type='checkbox'><label for='data-912eb2b8-b23d-45da-962d-dc63111c6f6e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(35.14333)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-82.82</div><input id='attrs-e9424ea8-a1a5-4ff5-9bd6-82f707684932' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e9424ea8-a1a5-4ff5-9bd6-82f707684932' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ebb7ceb6-94f8-4713-8991-5d83ae436e42' class='xr-var-data-in' type='checkbox'><label for='data-ebb7ceb6-94f8-4713-8991-5d83ae436e42' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(-82.82472)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>area</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>178.0</div><input id='attrs-67e0dd18-9242-4ffc-8ff7-598f6c3c5bf7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-67e0dd18-9242-4ffc-8ff7-598f6c3c5bf7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-355da60a-4c33-4f4e-ac1e-bb198dadd05b' class='xr-var-data-in' type='checkbox'><label for='data-355da60a-4c33-4f4e-ac1e-bb198dadd05b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(177.99471517)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>p_mean</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.171</div><input id='attrs-1073577b-56e3-442c-aa8f-fba9f3dbd2a7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1073577b-56e3-442c-aa8f-fba9f3dbd2a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a259648a-c267-4943-a61a-845e5006be74' class='xr-var-data-in' type='checkbox'><label for='data-a259648a-c267-4943-a61a-845e5006be74' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(4.17096995)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pet_mean</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>14.91</div><input id='attrs-3d20a035-cf71-4299-97b4-bc2712a62ce2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3d20a035-cf71-4299-97b4-bc2712a62ce2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-245647e7-7252-4025-ba3a-7118ad58e512' class='xr-var-data-in' type='checkbox'><label for='data-245647e7-7252-4025-ba3a-7118ad58e512' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(14.90556712)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>aridity</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.574</div><input id='attrs-36085762-8b89-4142-8398-df8807f58eec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-36085762-8b89-4142-8398-df8807f58eec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d9e0566-8b2e-48c6-b776-de9607bea898' class='xr-var-data-in' type='checkbox'><label for='data-4d9e0566-8b2e-48c6-b776-de9607bea898' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(3.57364529)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frac_snow</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-b1c20869-b68f-4ed7-bfe8-83f09030b17f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b1c20869-b68f-4ed7-bfe8-83f09030b17f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ceeb0ce-997d-4824-9fc8-81bea26e24a0' class='xr-var-data-in' type='checkbox'><label for='data-4ceeb0ce-997d-4824-9fc8-81bea26e24a0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>moisture_index</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.6997</div><input id='attrs-61e42890-58a6-4e66-8ce1-a2e84973268e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-61e42890-58a6-4e66-8ce1-a2e84973268e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b90c810c-20e5-4cfc-84e0-a0fd7258cf85' class='xr-var-data-in' type='checkbox'><label for='data-b90c810c-20e5-4cfc-84e0-a0fd7258cf85' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(-0.69966536)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>seasonality</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2885</div><input id='attrs-e00c96c4-bc70-434f-b969-7fa771af9d18' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e00c96c4-bc70-434f-b969-7fa771af9d18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b757310-16e7-4bc7-857a-3bfb8538e84f' class='xr-var-data-in' type='checkbox'><label for='data-8b757310-16e7-4bc7-857a-3bfb8538e84f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.28853321)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>high_prec_freq</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.04833</div><input id='attrs-f60be71b-5984-431a-b996-9b996200a625' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f60be71b-5984-431a-b996-9b996200a625' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c7428cbf-7fc7-48ab-b1a1-09f62df8f99d' class='xr-var-data-in' type='checkbox'><label for='data-c7428cbf-7fc7-48ab-b1a1-09f62df8f99d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.04832637)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>high_prec_dur</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.155</div><input id='attrs-b540ff19-825e-43b4-bffd-a2d1d5a4a5c4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b540ff19-825e-43b4-bffd-a2d1d5a4a5c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-576d16f0-ec28-4944-bb22-6e093479ab57' class='xr-var-data-in' type='checkbox'><label for='data-576d16f0-ec28-4944-bb22-6e093479ab57' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.15548282)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>low_prec_freq</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5741</div><input id='attrs-35c32089-f514-4277-9f72-279741d0c797' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-35c32089-f514-4277-9f72-279741d0c797' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d62d3ca1-5790-42b5-bead-75fa9464fa4a' class='xr-var-data-in' type='checkbox'><label for='data-d62d3ca1-5790-42b5-bead-75fa9464fa4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(0.57409816)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>low_prec_dur</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.493</div><input id='attrs-b80d1249-683d-4260-8640-1cc6bba3fa95' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b80d1249-683d-4260-8640-1cc6bba3fa95' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b407671-bd25-4d72-b857-1b5310d2cbc6' class='xr-var-data-in' type='checkbox'><label for='data-1b407671-bd25-4d72-b857-1b5310d2cbc6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(3.49312786)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d79d6897-b0f2-4c21-b602-00bdb0f43b57' class='xr-section-summary-in' type='checkbox' ><label for='section-d79d6897-b0f2-4c21-b602-00bdb0f43b57' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-509ce3c3-14a7-48f0-ae72-20347eb34b3a' class='xr-index-data-in' type='checkbox'/><label for='index-509ce3c3-14a7-48f0-ae72-20347eb34b3a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1997-08-01&#x27;, &#x27;1997-08-02&#x27;, &#x27;1997-08-03&#x27;, &#x27;1997-08-04&#x27;,\n",
" &#x27;1997-08-05&#x27;, &#x27;1997-08-06&#x27;, &#x27;1997-08-07&#x27;, &#x27;1997-08-08&#x27;,\n",
" &#x27;1997-08-09&#x27;, &#x27;1997-08-10&#x27;,\n",
" ...\n",
" &#x27;2005-08-23&#x27;, &#x27;2005-08-24&#x27;, &#x27;2005-08-25&#x27;, &#x27;2005-08-26&#x27;,\n",
" &#x27;2005-08-27&#x27;, &#x27;2005-08-28&#x27;, &#x27;2005-08-29&#x27;, &#x27;2005-08-30&#x27;,\n",
" &#x27;2005-08-31&#x27;, &#x27;2005-09-01&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=2954, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e26f7662-10bc-4586-a897-8b1a39fc679b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e26f7662-10bc-4586-a897-8b1a39fc679b' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'time' (time: 2954)> Size: 24kB\n",
"array(['1997-08-01T00:00:00.000000000', '1997-08-02T00:00:00.000000000',\n",
" '1997-08-03T00:00:00.000000000', ..., '2005-08-30T00:00:00.000000000',\n",
" '2005-08-31T00:00:00.000000000', '2005-09-01T00:00:00.000000000'],\n",
" dtype='datetime64[ns]')\n",
"Coordinates: (12/18)\n",
" * time (time) datetime64[ns] 24kB 1997-08-01 ... 2005-09-01\n",
" basin_id |S64 64B b'camels_03439000'\n",
" timezone |S64 64B b'America/New_York'\n",
" name |S64 64B b'FRENCH BROAD RIVER AT ROSMAN, NC'\n",
" country |S64 64B b'United States of America'\n",
" lat float64 8B 35.14\n",
" ... ...\n",
" moisture_index float64 8B -0.6997\n",
" seasonality float64 8B 0.2885\n",
" high_prec_freq float64 8B 0.04833\n",
" high_prec_dur float64 8B 1.155\n",
" low_prec_freq float64 8B 0.5741\n",
" low_prec_dur float64 8B 3.493"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds_caravan.time"
]
},
{
"cell_type": "markdown",
"id": "5b42822a-d82a-4b20-8cd6-e037d627bdf7",
"metadata": {},
"source": [
"As you can see it will only download the required data variables needed for modeling"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "9bc20065-2fda-4979-96c3-32ef580e68e2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Data variables:\n",
" Q (time) float32 12kB ...\n",
" evspsblpot (time) float32 12kB ...\n",
" pr (time) float32 12kB ...\n",
" tas (time) float32 12kB ...\n",
" tasmax (time) float32 12kB ...\n",
" tasmin (time) float32 12kB ..."
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds_caravan.data_vars"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "cdc7d3d3-dc48-4b6e-b22e-a9200de8d5da",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(2,1,sharex=True, sharey=True)\n",
"ds_caravan['pr'].plot(ax=ax[0],label=\"P\")\n",
"ds_caravan['evspsblpot'].plot(ax=ax[1],label=\"E\",color=\"C1\")\n",
"ax[0].set_title(f'{ds_caravan.name.values.astype(str)} \\nid:\"{ds_caravan.basin_id.values.astype(str)}\"');\n",
"ax[1].set_title(None)\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "84922bab-80b2-48cf-82e9-9c854338e9de",
"metadata": {},
"source": [
"#### setup model "
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "b311c594-98a7-4771-b18a-ce4ba651ccb4",
"metadata": {},
"outputs": [],
"source": [
"from ewatercycle.models import HBV"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "699ba20a-76c2-493e-b044-6753a681ec50",
"metadata": {},
"outputs": [],
"source": [
"model = HBV(forcing=caravan_forcing)"
]
},
{
"cell_type": "markdown",
"id": "986b8cd0-4ee4-4312-becb-4533dd11ffd7",
"metadata": {},
"source": [
"#### pass parameters"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "3ce8da0e-243b-41fb-bfc6-20f9216a9f3e",
"metadata": {},
"outputs": [],
"source": [
"s_0 = np.array([0, 100, 0, 5, 0])\n",
"par_0 = np.array([2, 0.8, 460, 1.5, 1.0, 4, .4, .04, 3])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "e73b5456-02c3-49b6-8622-321e5b733097",
"metadata": {},
"outputs": [],
"source": [
"config_file, _ = model.setup(parameters=','.join([str(p) for p in par_0]),\n",
" initial_storage=','.join([str(s) for s in s_0]),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "86d29887-2095-4936-8b0d-d8eb67407432",
"metadata": {},
"outputs": [],
"source": [
"model.initialize(config_file)"
]
},
{
"cell_type": "markdown",
"id": "e2d40059-f2da-4a1f-b6cf-4a5d608d885a",
"metadata": {},
"source": [
"#### Run the model"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "06da4985-e120-470d-a510-f471f94ae773",
"metadata": {},
"outputs": [],
"source": [
"Q_m = []\n",
"time = []\n",
"while model.time < model.end_time:\n",
" model.update()\n",
" Q_m.append(model.get_value(\"Q\"))\n",
" time.append(model.time_as_datetime.date())"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "5bc424f2-0bd1-4055-9e56-bf8ee4e3bc15",
"metadata": {},
"outputs": [],
"source": [
"hydro_data = pd.DataFrame(data=Q_m,index=time,columns=[\"model output\"])\n",
"hydro_data['discharge observations'] = ds_caravan['Q'].to_pandas()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "ec5dabc0-9ef5-4806-8434-962edb837ad0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>model output</th>\n",
" <th>discharge observations</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1997-08-02</th>\n",
" <td>0.026010</td>\n",
" <td>1.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997-08-03</th>\n",
" <td>0.103941</td>\n",
" <td>1.88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997-08-04</th>\n",
" <td>0.181524</td>\n",
" <td>1.80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997-08-05</th>\n",
" <td>0.206589</td>\n",
" <td>1.73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997-08-06</th>\n",
" <td>0.205208</td>\n",
" <td>1.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-08-28</th>\n",
" <td>0.892164</td>\n",
" <td>3.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-08-29</th>\n",
" <td>0.694578</td>\n",
" <td>3.17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-08-30</th>\n",
" <td>0.662286</td>\n",
" <td>9.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-08-31</th>\n",
" <td>1.037895</td>\n",
" <td>6.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005-09-01</th>\n",
" <td>1.777106</td>\n",
" <td>4.30</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2953 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" model output discharge observations\n",
"1997-08-02 0.026010 1.98\n",
"1997-08-03 0.103941 1.88\n",
"1997-08-04 0.181524 1.80\n",
"1997-08-05 0.206589 1.73\n",
"1997-08-06 0.205208 1.68\n",
"... ... ...\n",
"2005-08-28 0.892164 3.15\n",
"2005-08-29 0.694578 3.17\n",
"2005-08-30 0.662286 9.59\n",
"2005-08-31 1.037895 6.15\n",
"2005-09-01 1.777106 4.30\n",
"\n",
"[2953 rows x 2 columns]"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hydro_data"
]
},
{
"cell_type": "markdown",
"id": "18275909-e17f-4f0a-93e8-a9a7e1cef7a8",
"metadata": {},
"source": [
"Not a great result model wise but it runs and makes some sense!"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "34eddcca-f776-411f-a34e-6b7f022c70db",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ewatercycle.analysis.hydrograph(hydro_data, reference='discharge observations');"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "69d40845-fde7-4260-93c1-0a040cdb9c6c",
"metadata": {},
"outputs": [],
"source": [
"model.finalize()"
]
},
{
"cell_type": "markdown",
"id": "204adc3f-659d-4b80-a896-7693476efb6d",
"metadata": {},
"source": [
"### Basins"
]
},
{
"cell_type": "markdown",
"id": "27a56155-f521-4f93-b812-40e5297016b9",
"metadata": {},
"source": [
"Using the shapefile we can look at the location of the basin on a map"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "0eb828bb-c355-46de-beaa-906e8ead395c",
"metadata": {},
"outputs": [],
"source": [
"import cartopy.crs as ccrs\n",
"import cartopy.feature as cfeature"
]
},
{
"cell_type": "markdown",
"id": "948ad3e9-fcc8-4374-b2b7-03b89e3ffdfa",
"metadata": {},
"source": [
"I use geopandas:\n",
"```py\n",
"pip install geopandas\n",
"```\n",
"as using shapely/cartopy is a hastle"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "92b940b3-fb96-4a78-8e20-4def6475b012",
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "b4157a22-6f85-4eb7-a629-a1fcb9818d43",
"metadata": {},
"outputs": [],
"source": [
"gdf_basin = gpd.read_file(caravan_forcing.shape)\n",
"gdf_basin_buffer = gdf_basin.buffer(1.5)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "f03ad3a1-da02-4a18-8bff-0e9f74e1147f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>gauge_id</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>camels_03439000</td>\n",
" <td>POLYGON ((-82.88278 35.30930, -82.87511 35.301...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" gauge_id geometry\n",
"0 camels_03439000 POLYGON ((-82.88278 35.30930, -82.87511 35.301..."
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gdf_basin"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "4bb9bb3e-9570-435f-b166-9c9262d0231e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# fig, ax = plt.subplots()\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"country_borders = cfeature.NaturalEarthFeature(\n",
" category='cultural',\n",
" name='admin_0_boundary_lines_land',\n",
" scale='10m',\n",
" facecolor='none')\n",
"ax.add_feature(country_borders, edgecolor='gray')\n",
"\n",
"state_borders = cfeature.NaturalEarthFeature(\n",
" category='cultural',\n",
" name='admin_1_states_provinces_lines',\n",
" scale='10m',\n",
" facecolor='none')\n",
"ax.add_feature(state_borders, edgecolor='lightgray')\n",
"ax.add_feature(cfeature.COASTLINE, edgecolor='gray')\n",
"ax.add_feature(cfeature.OCEAN, edgecolor='lightblue')\n",
"\n",
"\n",
"gdf_basin.plot(ax=ax,facecolor=\"green\")\n",
"gdf_basin_buffer.plot(ax=ax,facecolor=\"None\", edgecolor=\"C3\",zorder=10)\n",
"\n",
"ax.set_title(f\"{gdf_basin.loc[0,'gauge_id']} catchments\")\n",
"ax.set_extent([-127.275, -64.853, 25.864, 50.101], crs=ccrs.Geodetic())\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"id": "48726e9b-f731-4db2-a5bd-78e68cda6e3c",
"metadata": {},
"source": [
"##### and with the combined shapefile we see the all the basins"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "f373d9d5-582f-4ef2-aa4b-0cf8711f8b36",
"metadata": {},
"outputs": [],
"source": [
"gdf_all = gpd.read_file(caravan_forcing.directory / 'shapefiles' / 'combined.shp')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "abe0c3c8-756b-425e-b9ec-373bdae06da1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BwUEcDgcGg4GCggIGBgZobm4mIiKC++67j8rKSsrKysYdRyaT8f3vf39cqNbv9/PjH/9YlP3Q6XSsXLmS/Px80QXvcDj4/e9/z8yZM1m4cCHd3d00NjZiNptxuVxERETQ3t5OX18fc+bMYfny5QQCAf793/8dGHPlJyQkiCu3oBHm8/lEYy44CQmCIGrcBSfgQCCAIAioVCrS09PF3+paxFf9fj8NDQ3U19fT2NgoevEkEolotMlkMvEilkqlSCSSccZfcPIEiIyMJCkpiaSkJPLz80MSDp9DEATMZjMNDQ3U1tbS0dHBM888Q3x8/I0eWohbFL/fT29vL+3t7XR3d4vFAjC2MI6Li8NoNIq5xGfr/blcLtRqNW63WzRIggu1hIQEZs+efVOem0FpppaWFgYHB/F4PGKFq9PppLOzU9xWKpUil8uRSCSiQ0EikRAfH09KSgqJiYniAj64wLrcecvn8zE0NERMTMwF52C3201XVxednZ20tbXR3NyMyWTi6aefvvYf4gugtbWV1157jUAgIN4XZDLZOYv9IHq9nqioKPExefJk9Ho9vb29yOVydDodGo3mpvNehuROrpF//Md/FEV65XI5er1eFOUM/rEPHDjArl27kMlkzJ07F41Gg9VqFZXnIyIiUCqVYojU6/VSXV0tusOHh4d57bXXePbZZ0lLS6O3txeDwUBLSwt1dXV0dXWNE9yVyWTExsZiNptRq9U4HA5qamqIjY1FJpPhcrno6urC5XJhMpkoLy9n8+bN41YuTU1NzJgxg6SkJE6fPs3ChQtRKpX8wz/8A729vXR2dlJdXU1NTY3oCTsbiURCeHg44eHhKJVKsdhCIpGIFbX9/f0MDg4ikUgmJCdLJpORl5dHXl4egiDg9XqRy+VXFH4VBAGLxSKGdDo7Ozl16hTHjx/nq1/9aihEdhYSiYSYmBg6OztFj2tLS8tNefMMcfPi8/k4cuQIzc3NdHZ2itdtfHw8GRkZzJs3D5PJhFQqFRduTU1NuFwuYMzYiYyMJDU1VfS0BB83oyB2e3s7DQ0N+Hw+HA6HGLGQSqVERESgUqlQKpWoVCoiIiIoLi5m0qRJohECny2qRkZGSExMnJB5SS6XExsbe9FtVCoV0dHRuFwuRkZGUKvVV5X/fSPw+/28++67KBQKVq9eTV5e3nk9jS6Xi8HBwXGP2tpa8d4cCAT45JNPxO2lUilarVaUn4Exx86KFStuCY9fyGP3KcHcreDKKhhqDIoDf34iqaiooKKiAovFwsjICIIgiBfp+eRNZDIZ06dPp6Ojg56enouOZf78+SxcuPCcYwbzLABeffXVcbpZQXJycrjvvvv42c9+BoyFXTMyM7G6AnQ11QDwne98hz/84Q8olUpROiQYOtbr9Wi1WjFJN+jW9/v9aLVa0XsXfAQCAXQ6HTqdDrvdzuDgIIcOHcLj8fDwww/ftFpYweIWqVRKVlYWq1evDnnvzuL999/n1KlTADz55JNi6D5EiMvh7CKSpUuXkpKSQkJCAlKplO7ubmpra6mrq2NgYAC5XE5mZiaJiYlER0cTExNDRETELREKHB0dZfv27VRVVaHX60VR6uTkZDEF52YzBARBEL1zXV1ddHV1iZGQqKgoMjIyKC0tvaDO6s1EIBBg27ZtnD59GqfTSUREBKmpqYyOjjI4OIjVahXvm59/eL1ecnNzefDBBzl27NgF89LP5hvf+IaYc/5FEwrFXgEtLS28+uqrF91GLpeLBQMymUwM/el0OrKzs8nOzh7nuq2treXtt98+Zz+RkZHExcURGxsrhh6Cnq/gQ61WnyOEej6CCdpBSZKgFEh4eDhSqZTOzk5aW1vp7OxkcHAQp9OJz+cjPj6emJiYcXkqwfDA6OjoOJf1pZBIJEil0nGevWCRSFFREVOnTr2pCxusVit1dXXs378fhUJxjqTF3yPV1dXn5FnGx8fzzDPP3KARhbhV8Hq91NXVUVlZSVNTE4IgcM8994jFDW1tbXz88ccMDg6i0WjIzc0lNzeXjIyMm7qyPZjKcXbKRzBs+sEHH1BXV0dcXBzPPPPMTedJ/Dyf7/4DUFBQQH5+Pkqlkujo6FuyJ63f76elpYUzZ87Q09OD0WgUNV2lUqmoLSmVShEEQUwZKioqGucxDRbr9PX1iTmfgUCArKws8vLybmh0J2TYXQF2u51f/vKXwFi7rBUrVohGllQqFb1QwTBrMFE/qCsXFPINDw/n4YcfxmQyIQgCHR0d45L4o6OjLxqW9Pv9nDhxgp6eHjFXLTk5maKionNOpoGBAY4fP05lZSUw1ppLq9WKCbMej4fHHnsMlUrFW2+9RX9/PwqFQtSMC47fZrOJDcplMhnPPffcuBX16OioaAAODQ2hUqn42te+ht1uF41Ks9lMf38/er2eZcuWUVFRQV1dHYD4OwbDD/n5+aSmpt50K3GLxcLrr7+O0+nkscceIzEx8UYP6QsleE4D1NfXjzPsFi1aRExMDPn5+TdqeCFuEc7OTb777rspLCxErVbj9XrZtWsXR48eJTk5mcWLF5OSknLTLvr8fj8fffQR/f39WK1WcY68FM8999xN7+UaHh7mxRdfxOPxoFQqx1W9w5gTY968eQwODop5jn6/XxRKDs7nSqVSNMzPh9frFfPedDodWq0WrVYrGlZSqZSUlBTS09Ovy/3A5/Nx/PhxTp06hdlsxufzIZFISEpKIjMzk+nTp99yEZqQYXcFeDwe3n//fWpra1m+fDlz5sy55GeCcgfV1dWcPn163MUhl8uJiYlh7dq1eL1ehoaGMBqN4yRDWlpaiIqKIiwsjJ07d9Le3i6qjn+es1X/vV4vLpeL3/3ud3i9XoqKioiNjRVXFz6fTwzPLliwQGwj9vDDD5OYmCiuJoO9WVtbW8WetEuXLiU3N5f333+f5uZmlEolkZGRGAwGGhoaAMjLyyMQCFBfXw+MeQljY2OJioqiqakJh8MBjF1UsbGxpKSkiAUkZ7cmmzZtGnffffdNtbp1OBy89dZb9Pb28sADD9y0IeSJpqOjg7/+9a/nfW/p0qWUlpZ+wSMKcasxPDzM0aNHOXr0KDCWSrJo0SIAGhsb2bRpEzabjcWLFzNr1qwJNegCgYAYmVCr1WI+dPBxttFgt9sRBOGSN/TgYj8zM5PU1FSxDWRwQXx2kVgwUqLX6296o+7zBLsBBXVRo6Oj2bZtGz09PSQnJ4v5ZcH0orMLQEZGRrBarRQUFIhFbMGWeXK5HLfbzf79+8U8cbvdPq6S2efzYbPZ0Gg05OXlsWjRognV23O73fz0pz+94Ptndz26VQgZdpeJz+dj/fr1tLe388ADD1xw9QFjF0FjYyPl5eU0NjaOE8/VarUkJiaSkZHBtm3bzvv5uLg4MjIyOHPmDFarFYC0tDTa29uRyWRMmzZNzL8L/kmC+XJBj90f/vAH+vv7x+33n//5n0UD6dSpU7z//vsAJCQkoFQqGRwc5Nlnn0WtVuP3+9m9ezeHDx8Wj1FcXCz2AH355ZcZGRlh2bJl4gULUFZWxsaNG8V9rF69mvT0dHQ6nXhsj8fD3r17OXz48HlXgp/n2WefFT2INwter5f33nuP2tpaZsyYwapVq270kK4bbrebAwcO4HA4xsmbLF26lMzMTMLDwy8rJSDE3zddXV385S9/Qa1WM336dEpKSggLC8Nms7Ft2zaqqqpIT09n1apVE57mIAgCGzZsoKamBpVKdU7Bl1Kp5KmnnsJkMmG1WvnNb34DwP3338/kyZPFfQT1OP1+Pz6fD61Wy09/+lOWL19+0e5AtyNOpxObzXbJudnlcrFlyxasVqtYOBdUIDg7dP2d73znvIa0IAj09vZy5swZysvLiYmJ4cknn5wQo7+9vZ0TJ06IRYBBggaoXC4nPDycmJgYNBqN2JnpfP+/mQTZQ1Wxl0Gwx2NHR8clk8MHBgbYunUrzc3NYgFBcnIyM2fOJCUlZdyP7PP56OvrIzMzU+xr2tvbS2VlJSdPniQ7O5uZM2cyODjI9u3bxVJsk8nEnXfeidfr5ejRo+zatYvk5ORxYdjPn2QmkwmPxyMm5xYVFZGenk5jYyO7du0iISEBt9vNf//3fxMVFcXQ0BCDg4PMnz+frKwsYmJixM/u3buX/v5+vvKVr5CQkDDuONOnT8dgMHDo0CGWL19+zvswNokuX74cu93O6dOn0ev1YgWwWq0mMzOT0dFRsZXZCy+8QGpqKpMnT6agoOCmMCIUCgWFhYXU1taO8zDejuzatYvjx4+f87pSqQxVwIa4JH6/n71799LQ0IAgCHz9618fp6u2e/du6urquPfeeykqKppw77wgCBw7doyamhruv/9+Jk2aBCDmCg8MDPDBBx9QWVlJfHy82AEH4L333mNwcFCUYPl8qFWhUCAIAtu2bcNgMFBYWDihY7+ZCRo0l0KtVnPfffdddJuzi/0+j0QiwWQyERsbK+aDDw8Pn2P8OxwOlErlFelFvvvuu9hsNkpLS0lJSRmn6xcUuHY4HJjNZhwOh/je+ZDL5URFRbFq1SqSk5Mveww3mr9bw66vr4+Ojg5g7CaXkpJCSkoKWVlZ4kkULFB44YUXiIiIICUlhfb2dtLT05k/fz46nQ6Xy4XZbBZzx86nRB8WFjZOugTGWmwZjUZeffXVcQULCoWCefPmYbfb2bdvH0VFRaLhuG7dOnp6eqirq6Ouro6enh5++ctfMmvWLDGxs6enh66uLtxuN2FhYeh0OrG8G8YuXKlUSlRU1LhqrWBXh8jISFEP6OyLMicn55zvcD7S0tJwu92iRlBcXBzx8fHjElSHhoZoa2vjzJkzbNq0iY0bN7J69WocDgcWiwWDwcDcuXO/8NVSQ0MD7777LhqNhoSEBD7++GNSUlIoKCi4qVZu14IgCNTX11NSUkJCQgJms5mamhqxCOdmTmIPcfPgcDhEEfTCwkJkMtm4G3l0dDSCIBAVFTWhRp0gCDQ1NbFv3z46OzspKSkRvW+AuPDet28fSqWS0dFRfvvb32KxWIiMjGRkZER8Py0tjZKSEqKjo8fpYfb29lJVVUVfXx/vvPMO2dnZoeviKricv7vdbqerqwu1Ws3g4OA4w+7MmTO88847yOVyMjIySE9Px+PxYDabRSmy6OhooqOj0ev11NXVYbPZRB3TsLAwsrKyLmusgiCIBmDQ2Av+W11dzUsvvURRUZFY7HOzVTp/nisKxR45cgSj0YhOpxuXs3Wr0tfXR3t7u/gYGRkRxWuDPUuDlvzatWtpbm6mqanpvN6cefPmsWTJkiseQ0NDAxKJ5JwT0O128+tf/5qcnBzmz59/3nYvFouFkydPcujQoXEu52BlU319PfHx8dx1111otVqGh4epra2lsrISrVYrtkGDsTyZ3/72t+P2f3aY93rR398vNk1Xq9UYjUYGBgYwGAyi1lV0dPQXMrEODw+zc+dOGhsbRRHmIJMnT6akpISkpKRb+rz3+Xz8x3/8BzDmiS0tLSUiIoK2tjZ27tzJ0NAQzz333G1jyN5M9PT0cPz4cTF5XCaT4fF4xHwlj8dDQkKCuMhMSEi46QqNzubNN9+ksbFRvE7i4+N55JFHUKlUOJ1OXn/9dYaGhkhKSmLmzJkUFBRc0/cZHR3lb3/7G52dnSQlJbFw4UIyMjLOuR5PnjzJRx99RGxsLBaLBY/Hw+zZs1m+fDm//OUvxVzgS0VqLBYLQ0NDZGRkXPWYQ1ya4eFhNm3aRFNTE/Hx8aSnpxMZGcnWrVvJzc3FZDLR2NhIe3u7qLkXHR2Nz+cTjbxgXndcXBx2ux273U5ubq6Y63ktBAIBDh8+TEVFBWazGZlMRlpaGtnZ2YSHh4t5h2dLpQXF/NVqtdi5KTIykvT09Ku+f1y3HLsf/ehHYmgwIiKCjIwMNBoNdrsdn89HREQE0dHRREVFiaKMN7Ly6exG0d3d3VRXVxMTE0NhYeF5b1wdHR1ijlp8fLzobQq2eYGxXLKf/OQn53w2JSUFp9OJ2+0W5VFgzAO3cuXKq0qsPXLkCLt27RJ/26ysLDIzM0lLSxu3YnC5XGL1VkxMDDqdjqNHj7Jjxw7+4R/+4Zy/wcjICOvXr8dsNo/LLdy7dy/79u0DxqRZli1bJiYFny3OPNGMjo6iUCjEc2toaIgtW7bQ2NgobmM0GomJiaGoqIiCgoLrel653W7++Mc/XjAc+/3vf/+WzDX1+/0cPnyYXbt2AWPnptfrJT8/H7/fj9lsZmhoaFwOUogrJxAIYLVakUgkKBQK3G43+/bt49SpUxiNRgwGg5jPpVQqCQ8Px2AwoFAoRAFtr9cr7m/BggUsXLjwxn2hixBUB+jt7eWDDz4Yl+MW7JIT5FrzVoPSVAsWLGDBggUXnI8EQaCmpoYNGzawdOlSOjo6qKurY/HixRQXF9PV1cXAwABTp0695Sojb1cEQaC2tpba2lqam5ux2WxkZGTw2GOPiYsBv98vSs2cTbDr0tk539eLoaEhUVC7tbVVjLYFe5mfLV0ml8tFz1+wcCQ+Pp7Vq1efN53pUlw3w66/vx+ZTMb+/ftxOBxYrVZcLhc6nQ65XM7g4CB2u33cZ+VyuTh5hYWFMTo6itVqRa1Wk5CQIHpkgkK5V9t78exWSD09PZjNZrFhfUlJCceOHRMTPQ0GAwsXLqS4uJj+/n727t2L3+/n8ccfx+/3i83rg/lGn6/WGRwc5JNPPhEFXC/FwoULWbBgwVV9L6/XS2trK3V1dTQ2NoqFFykpKdx///2iwdjZ2cm2bdsIBAJkZGRgs9k4deoUd955J4WFhef0+BwdHeX3v/89breb733vexiNRjFvpaKigr6+vnGTskKhQK/Xo1QqRSHOs/vDarVa1Gq1eJE5nU5aW1tpamqioKCAjIwMdDodJpPpsi++oNu9v7+fgYEBurq6aGtrIyYmhscff/y6VaEFi0XWrVuHTqfDZrMxNDREeXk57e3tLFiwgLlz595y4ZmdO3dy8ODBi24zadIk7rzzzltGef5mwO12U19fT3d3t9gy62zDDECn07Fw4UKmTZt2yUWJ3+/nN7/5jZijajAYWLJkCRqNhszMzJvWixeUPwom0AcfQe/F9OnTx+XhCYJAS0sLXq9XrMC82M3Z7/fz5z//GUEQeOaZZy75Oz7//POkpaURExPD1q1beeihhygoKJjQ7xxi4gnqyQX7jt+sBM9rpVKJTCa76H0t2G/69ddfZ/bs2eeN7gX19T6fBhXkhlbFBlt3WK1W0T3pdrvFDg0Gg4Hw8HAcDgc9PT309vaOCyMaDAYiIiKIiooiOzubzMzMcTfQ3t5eampqxB58Go0GnU7H6Ogow8PDyOVysd9pVFQUdXV1tLe3ExcXxz333INKpWLPnj1UVVVhMBhEb5HX66WwsJDe3l4xHy1IbGwsmZmZ4/Yrk8n4+c9/LnaZmDVrFhKJhMjISHQ6HYFAgPDwcCIiIi57JRGs0Aqu9M9maGiIv/71r+MM53Xr1mG321m/fj0wVkwRFRVFc3MzDocDtVqNy+US257NmzdP/C3Xr18v6s0FvZNr1qzB5XIhlUrFdmhBQ3xoaIiDBw+eY7hfDK1WS05ODrW1tWKroNTUVO66665Ltrm5EN3d3WzYsAGJRMJTTz11XTxnweriKVOmkJaWhsfjoaenh6amJlGS5umnn8ZkMk34sa8nDoeDhoYG5HI5ra2tVFVViX8XgJiYGNatW3fT54/cLNhsNo4ePcrx48dxu91i/1KTyURcXBwSiQSfzycutq7kd21ra2Pjxo1ie76gZ0Cn0zF58mQyMzPR6/Vi15eb+QZ4IT788EMqKirGvSaVStHr9RiNRhITE0lJSSE1NVVM6A9+Zu7cueTl5V0woV0QBH7yk58wc+ZMDh8+zIwZM1i5cuX1/kohQlwQQRD48Y9/jEKhIDk5GaVSidlsZnh4WBRQhjFn2NkLnWC3J6vVynPPPXdryJ0EAgHRKBseHsZisYiu/WC7mWDlqc1mo7GxEY1GQ1paGnFxcWKFi1KpJCcnh7S0tHFGkSAIOJ3OczxWPT09HDt2jKSkJNLT01m/fj1arZaIiAimTZtGbGwsLpeLjo4OmpqaaG5uFntnwlhoMCoqCrvdfo53S6vVkpWVxV133SVO5n6/H7fbLapZu1wu7HY7vb299PT00N/fL+osAWh1BmS6MBwSLemmKOL1cjFZuaCgAJPJxNy5c9m8eTNlZWUAZGRk4HK5kMvleDwecVyTJ0/mzJkzGAwGnn32WRQKhehSdrlcdHZ20tjYSElJCSdPnhSLQGbNmjXut3zhhRfIyMhgyZIluFwubDYbVquV7u5uqqqqGB4epqioiMWLF6PVasXG1n6/H7vdTnNzMx9++CEwlt+SkpJyRd6HgYEBGhoaqK6upru7m0mTJvHAAw9c9ucvF5fLxf79+2lqaqKvrw+pVEpMTAzJycl0dHRgsVj44Q9/eEvdTB0OB42NjTQ0NNDY2IjL5SIsLIyCggIKCgpu+dzBL5Jg27zKykqxVeCsWbMm3IPs9/upqKjA7/eTn5+P3W6noqKC06dPi3liQTQaDZGRkWRnZ5Obmysall8EwWhJe3s7drudjIwMkpKSztnO5/PR1taG2Wxm0qRJHDlyhAMHDqBSqVi9ejUymUwUxR0aGqKjo4ORkREkEgnp6enk5eWJCgPBkO/dd99NcXHxOfOIxWLhv/7rv7jjjjs4fvw4SqUSo9HIzJkz/66qXEPcXHR3d9PY2EhHRwc+n0/Mh1coFOM6mgR1bR0OB3K5XJTzefjhh28Nw+5iDA0NUVtbS3t7u1jtUlJSwqRJk5BKpbh9firaLczK+GLaQDmdTjFZc2BggKGhIdEQDbbXcjqdqFQq/H6/+Mdyu93jvJKXg1qtJiIiQhRyDBZxJCcn89RTT40zKoaHhzl+/DinT58WQ0CBQACv10t2djb33XcfmzdvprOzk+985zvnGCR1dXWsX78eqVTKnDlz8Hq9nDhxQjwWjIV6X375ZZYsWXJeEWez2cyrr75KfHz8BYUfe3t7+eMf/yg+D5a85+bmkp+ff1HtpEAgwE9+8hPxd4yIiGDNmjWkpaVd+se8BpxOJydOnKC5uZmOjg78fj9r1qxh6tSp1/W4V0IgEBBXfMEUCYvFgtVqxWq1imFsQRBISEgQ2+AlJCSEjLkroLOzk0OHDlFTU4NOp2PWrFnMmDHjC5fqCQQCjIyMiEniNptNXGA2NjbidrsJDw8nJyeH3Nxc0tLSzruA6unp4U9/+hNyuZycnBzCw8PFntFZWVkXXHQFAgH6+vpoa2ujra2N9vb2cYZmeHg4s2bNoqurS5Rz8ng843IHlUolkydPpqqqCoAvf/nL5/WAW61W6uvrqa2tpaWlRezIk5ycTHNzM729vRQXF3PPPfeM+5zX62XDhg2iuLrJZKKnp4dly5Yxd+7cq/vhQ4S4gdyWAsWCINBtdRGlU6JWjJ9wznSPYHV6idIryYmbOPXqK8Hr9fL888+LXr3IyEhx1Rq0xCUSiRjezMnJob6+ns7OTgBWr15NXFwcYWFh9Pf3U1ZWJt5AgonWCQkJZGZmipU1o6Oj2Gw2BEEQ5UNmzJiBz+ejo6NDDCnLZDL8fv8FO2s4nU4++eQTZsyYQVRUFIIg8Lvf/Y6kpCTuv/9++vr6eO2114iMjOTJJ588Jw9SEAT+8z//E7vdzle/+tULtuQ6W0AZxib3oBfM4/GQnp7O2rVrL9iPb2BggNraWpqamsSWbWFhYURGRorFPIWFhRNqrGzdupVjx46Rm5tLamoqGRkZVx1GnmiCVZbV1dXnFYTW6XRiOkBmZiZZWVkTqu7+90Jrayt79uyhvb2dyMhI5syZQ3Fx8VXnA19P/H4/bW1toiSS1WoV2z8tXrxYLOqCsev+5z//OYCYI2uxWAgEAsTHx7Nu3Trkcjl+v5/u7m7RiGtvb8ftdiOTyUhKSiI1NRWJRCIWXgFiyyi5XC5WACcmJpKVlYVer+fAgQOcPHmS/Px8lixZcllFDE6nk7q6Ompra2lsbMTv96NWq1m7du0Fq1s//PBDKisrxTzrs3vXhghxK3FbGnb+gMC/bzxDgSmMtSWf5VW0mu18cLKLAZubvPgwHp+VQuewk26rk2kpESjlX0y4zOVy8etf//qcpOmzkUqlhIWFER4eTltbm/ibqtVqnnjiiXMMoo6ODurr61Gr1QiCQHt7O21tbeNu4kGjMRAIoFKpeO6558Twb7B34x133IFer2fq1KmXJWMRCAR48cUXsVgsTJ48mcrKSqKjo/nSl750waT6yspKPv74Y4qLi7n77rvPu83PfvYzMYRcW1tLWVmZ2L6rvr6ejz/+mIyMDB566KFLjtHlctHS0kJ3dzfDw8OYzWb6+vrIyMhg9erV425gV0uwiOKuu+6ipKTkmvc3UQiCwMGDB9m9ezdhYWFMmTJF9HZqNBqMRqPYBinE1SMIAkeOHGHHjh0kJCRQWlpKbm7uLROCFwSB/v5+6urqKCsrw+l08uijj44zgrZs2UJZWRlPP/00TqdznK7m2rVrkUqlvPvuu3i9XhQKhSjFkpqaSmJi4jjNz97eXkZGRnA4HKSmpl7XZvIej4fW1lbi4uLOGwL3+/3s2bOHgwcPUlpaikqlYvfu3SQlJbFu3brrNq4QIa4Xt2XnCZlUwr+sOTc3Ii1ax3PLxgvnpkRpSYkay6k71GimMDGccM31vcmp1Wr+4R/+ARjLJRkZGSEQCKBQKMTy57NDG52dnRw+fJiZM2cyffr08yZWB0MOZ+P3+8W8L4PBgFarFT1Un1f6zs/PJywsTOw1e7lIpVK+9rWvsW3bNsrLy8UqnvN5KHw+Hw0NDdTW1iIIwkU9QiaTiZaWFrGf7fTp00VBaJ1Oh0wmo6en57LGqFaryc/PH9ecvqGhgY0bN/LCCy+QkpIiNqwuLS0lOjr6in4DgEOHDiGTycZV8t1obDYbGzdupK6ujnnz5rFo0aJbxtC4lfD5fGzcuJHKykpKS0tZvHjxTfE7u1wuWltbcblcREdHj+se83kkEglxcXHExcUxc+ZMnn/+eerq6sYZdjabjUAgQF1dHeHh4QQCAVJSUkhMTKSvr49Tp04RHx/PihUrMJlMF/wNgmkVX1RBUTCn+nxYLBbeffdduru7KSkpQalUsnv3bmbNmnXV6gQhQtxK3FIeux1nepmWGkGs4fyhuvPRYrbjDwhkxd7cekUur5+vv3qC7y3JZkba9VvpXilutxuVSkVraytvvvmmKKDqdDoZGRmhvb0dl8uFyWSiqKiIGTNmXDBEZbPZ6OrqEuVvgiv6Y8eOsXXrVlJSUnjggQcuahyazWZOnz7N6OgoHo+HkpISUlNTx433wIEDDA4OikU4Vytz0NfXx4svvsicOXNYvnz5FX9+orDZbJw5c4aamhra2tpQqVTcd999l9UJ5FIMDQ1x6tQpMayv1+uZNWuWGG52Op3U1tYilUrFFnc1NTWcOXOGjo4O5HI5Pp+P4uJi7rrrrmsez83A6Ogob7/9Nn19faxZs+am0vR76623qK+vH/ea0WgkNjaWmJgYUaQ1KioKl8vFwMAAPT09nDhxQmzZpFar8Xg86HQ6srOzOX78OE6nk29/+9vs3LmT06dPEwgE0Gq1REVFceedd16V7taNoLW1lbfffhuXyzWuZ/WUKVO49957b+zgQoS4Bm67UKzL62f7mT56LE6enn+u0vjtgCAIDNo9KKRSwrU3VwhtcHCQV199FUEQCAsLw2KxiPlbcXFxFBUVXbJp9IXo7OzkL3/5CzNnzmTFihWX9IoEE6JjYmLw+Xz09/dTXFzMsmXLxlU+NzU18dFHHwHw3e9+96q0v4JFJbNnz2bZsmXX3WNjt9sZGBigv79f7Hxit9uxWq1IpVLS09MpKCggPz9/QhL2+/r6ePXVV/H7/URGRqLX6+nt7WV0dJSMjAzUajV1dXXjRGdhzDuTmppKZmYmgKgD+aMf/eiWl0rp6Ojgb3/7GxKJhEceeeSaDJqenh5qamoYGBhgYGAAt9tNbm4ukyZNEvPSrhSr1crWrVtFrc309HRMJhP9/f309/ePq9y/EDk5ORiNRiwWi9g54tFHHyU7OxtAlMC5UK7rzUxlZSV79uwRU1zuuusuMjMzz1FFCBHiVuO2M+wmkv5RFxUdFqanRBClv743oc5hB3qVHKP21hKyPZvu7m7eeOMNAoHAuAl/6tSpTJ8+/ZymzedjeHiYAwcOiJWbwYpdl8tFe3s7wGUnNb/++uu0trYyc+ZMSktLqa2tZefOnUgkEqZMmUJBQQEVFRWUl5eTnp7OmjVrrjrfLtjo/ODBg5hMJh544IHrkjdUW1vLli1bxJuyVCoVPS/B4pDc3NwJr7482/ujUChQKBSsWrUKv9/PsWPH8Pl8TJ48mcmTJyOXy+ns7MRut4sJ8EHKy8v5+OOPiYuLY/Xq1RcsnrmZCYpzb9++ncTERNauXXvVXQnOzoHUarXExcURExODVCrlzJkzWK1W5s6dy7Jly656vE6nk7fffhtArFz3+/00NTUBY15ejUZDIBDgnXfeEa/ZkpKScakFDoeDkZERsbXg7YLf70cQhJuywCVEiKvhtjHsRlxeDCr5hHvonB4/ASGATnVzecZuNgYHB3nttdfQarUMDQ1RUlKCw+Ggu7ub0dFR7HY7cXFx5ObmkpWVRWJi4jleLYfDwV/+8hc8Ho/YEDwowBxsY5WZmUlpaellGU0ej4fDhw9z8OBBfD4fmZmZZGRkMDw8zJkzZ7Db7SgUCpYvX8706dMn5Nzp7Ozkb3/7G6mpqROum3fw4EF27txJbm6u6PmMjIz8QroLOBwOfvGLX4x7bfr06RcsfrkQgiCwbds2jh49Smpqqmho3Cp4PB4+/vhjqqqqmDVrFsuWLbum3//EiRNs2rSJ0tJSFi1ahEwmE7ssHDhwgJaWFtLT03nyySevadxbt26lubmZZ599luHhYd566y0GBgbEfLe0tDSSkpLYtGkTMpmMZ555JuS5ChHiFuW2KJ4w29x8/+0K/teKHIqSJjZ5XaOUATdnW54bicViwW634/F4aG5u5vDhw+j1ehYuXMhbb71FTk6OWMzh9Xqpra1l9+7dHD16lE8++QSdTseXvvQlIiIixA4XlZWVDA0NkZycTHR0NG63WxRoDnrrTp06hcvlorCwkJycnIuuspVKJQsWLGDGjBmcOXOGqqoqtm/fTnp6Os899xydnZ1ERERMqFhsUlIS2dnZdHZ2nlOgcq3U1NSQl5fH2rVrv/AUA41GQ35+PjU1NeJrZWVlTJky5YKK/kHcbrcofdHQ0EBfXx+TJk26Ji/UF00gEOD06dPs3bsXh8PBgw8+eM3itR6Ph+7ubgBKSkqQSqXU1dWxf/9+urq6MJlMrFmzhry8vGsev1qtZmhoiA8//BCJRMLAwIB4vba1tVFZWcmhQ4eAsTw8j8cTMuxChPg74KY17KL1Kp6YncqkBCP76gfwBwIszou70cO6LRkdHWXr1q2cOXNGfE0mk1FaWorJZOKtt94CEEWSA4EAjY2NfPLJJ1gsFnJycpBKpdTW1vLiiy8CsHLlSmbOnClWpVVWVtLd3Y1KpUKlUmE0GomLi0Ov1yOVSqmurmbDhg0olUrS0tJYs2bNOGmVsrYhOqtPIAt4GI3I476Z6ZSUlFBSUkJTUxOvv/46x44du27io9nZ2ZSXl3PixIkJkz4J5tNlZmbekLxRiUTC2rVrAXjllVdobW0FYOPGjSQkJIiCtWFhYej1esxmMx0dHbS3t9Pb24sgCOh0OlJTU7nzzjuvu1j0RCEIAvX19ezevZv+/n7y8vJYunTpZaUVXAiPx8OJEyc4ePAgbrebmTNnMjIywvr16+nt7SUlJYXHH398Qv/WxcXFOBwO2tvb6evrA8ZCsME0CUEQGBgYAMbaxd2OuckhQoQ4l5s6FHutDIy6idIpkUovPaGNuryMOL2sP95BSVok83OurhjgYhxuGqSsbQivX2BRXizFycYJP8bVsHHjRqqrq1m2bBmJiYkoFAp0Oh0qlUrUwgsybdo06uvrsdlsYpufPXv2jOs5CjB16lTWrFlzReMwm8289NJLOBwOsrOzuf/++8UE7kAgwL//+7+L2yYkJDB16lTy8vLQ6/Vs3ryZkydP8r//9/++bnk1mzdv5vjx48ycOZNly5Zd9XHcbjfHjh3j8OHD6HQ6vv71r4/rh3wj6O3t5dSpU2IDbqvVysjIiNiIPojRaCQ1NVXUMouMjLwlDAZBEOjq6qKmpoaamhqGh4dJS0tjyZIl521/dbmMjo5y9OhRysrK8Hg8FBcXM3/+fKqrq9m1axfx8fEsX758XOX29cBut1NbW4tarQ61zAoR4jbktsmxu1bOl6N3tHmsqfbM9PH5XBtPdTPi9LJ2RjJy2fWpfjzTPUJd3ygSBO4pTpywG6LL62fY4SHOoL4sIxagv7+fLVu20N3djcfjoaCg4LzCwA6HA4/Hg0aj4ZVXXsFisTBp0iSysrI4efKkWJ0HMGfOHGJjY0lPTz8nFGqz2ejv7yciIgKj0Tjuu5+d6Dw8PMymTZtoaWkRqy8zMjLIysoiKiqKV9/bTEfNyXH7DnbLAPjWt7513apXgwn2O3bsICYmhgceeOCK9fFOnjzJjh078Hg8TJ06lfnz59/U3SB8Pp8ohRIREXHVBQU3iqGhIY4ePUptbS0jIyNotVry8vKYPHnyVVemBtm5cyeHDx9GLpeP6xdbWVnJBx98wNy5c1m8ePEXki8ZIkSIW5vh4WFGR0fx+XykpqaeM2/cVoZdbe8I75V3kW8ycN/Uq19ZBznVacEfEJiacuG8vfq+0atuTSYIAmabhxjDFyf7cLx1iOOtQzw+M/WSUimCIHDgwAH27dtHZGQkU6ZMITw8nNTU1EsaGD6fD4lEgkwm48iRI2zbtm3c+0899RSpqanU1NTw4YcfolKp+NKXvkR1dTX79u0TjS+5XE5UVBRhYWHI5XKam5sJBAIUFBRQUlJCYmIiNpuNqqoqmpqaaG1txefzodPpiImJQalUjtPymj59On19fcydO3ecYPH1ore3l3feeYeRkRG+/vWvX5HUy5tvvklbWxvPPvvshDeNDzGekydPsmXLFlQqlSgTk5KSMiGGf1Cmp7S0lHnz5o2TBlm/fj3d3d18//vfvyW8mSFChLixfP5++qUvfYmMjIxx29wWxRNB8uLD+MFyHf7AJe3Pi2J1etEoZBQlGce97g8IdFucJEd+llScGqVlT20/YRoF01OvrHBDIpF8oUYdQElaJCWXIWosCAKbNm2irKyM0tJSFi5ceEXhxLO3jYyMJC4uDolEQmFhISUlJaKG2datW8UiCbPZzOjoKHq9nieffBKLxcLAwABmsxmbzYbD4WD27NlIJBIqKyuprKwkIyODRYsWMXv2bGbPno3P56O9vZ3W1lYGBwcZHBwUhXFhzLD7ohTvAeLj43n66af585//zAcffMC6desu21iYNm0aDQ0N2Gy2kGF3HRkcHOSjjz6iqKiIVatWTXioe8+ePcTExLBkyZJzjLe5c+fy0ksvUVtb+4UsNEKECHFz4fF46O3tZWhoiOHhYSwWC8PDw0yZMoXp06eL2wmCQE1NDTt37mT69Om0t7cjCMI15ytftWHndDo5duwY+/bt44knnjjHugwEAvj9/qvqV+nw+Bi0eUiO1PLSwRbiwtTMyYji83JwZW3D5MTpMagvfYwLtRSTSSU4POMFWAdtHg43DXLftAT21vUzIy0Sveqmt4EviiAI7Nixg7KysglphJ2Tk3PBzgf33nsv+/btE6VQnE4nZWVlGAwGoqOjycrKOu/n7rjjDmpqati/fz+vvPIK06dPR6lUolAoSE1NHdcaTRAEsS/ljdDgUiqV3HPPPfz1r3/llVdeYcWKFaKcC4wVn5wvBFdTU4Ner79qQecQl0dwEVJYWDjhRt3AwADNzc0sXbr0vB65hIQEpFLpZYkFhwgR4vYi2Pc8mJ+s1+uJiIhAEAS2bNlCamoqYWFhVFRUcPToUYaGhkhNTcVoNFJWVsajjz56zVGFq7JWjh49ytatW8XnNTU1omHX1NTEnj176OvrQxAEcnJymDx5Munp6ZetZK5VyqmyjpAcqeWpuWlIJBLsbp/4vsXhodviorF/lMmJ1+71yI0fH4J0+wKMur2MunxolXJqekYuyyN2M3PmzBkOHz7MypUrr9mouxTp6enj+lEGBWs7OzvFbgXnQyqVipInH374IU1NTXi9Xux2O7GxsXz9618Xt5VIJGLVZpCJliK5FElJSTzxxBNs2bKFP//5z+PeUyqVlJaWMmfOHHFx09/fz6lTp7jrrrtueLHE7U5YWBgymYzh4eEJ33dkZCQZGRns27ePiIgI8vPzx513fX19BAIBMWfmfCkOgUAAs9ks5rAGpUjS09ND4dsQIW5B3G43W7dupaKigqysLJYsWUJUVJQ4/3u9Xl588UXefPNNnE4nbrebjIwMYmNj6erqYteuXRQXF4sdYK6FK8qxGxwc5NSpU+zbtw8Ya1J/5513YjKZkEgkOBwO3n//fRobG8XV7OnTp+nt7QUgLi6OlJQUoqKixFCdwWAgMTGR+Pj4i3r3Np7q5q5J8Xj8Am8da2dRbixdFicHG818Z3E2GqWMFrOdDSc6+O6SbNQKGU6PH4VMQtOAnfhw9QW9drc7giDw4osvYjAYeOKJJ27I8V944QWioqJ45JFHrvjzH374IWazmXXr1l1w/ydOnGDXrl0sX76cadOmXeuQr4ig4n+wLyVAV1cXx44dQ6/XM2XKFAKBAM3NzWJPzlBC/fXn+eefJysrizvvvHPC9+31ennvvfeora0lIyODtWvXiqkIDoeDjRs3Ul9fj0wm47777kOpVDI8PMzg4CDd3d10d3fj9XrP2W8wvJubmzvhYw4RIsT1oaWlhQ8//BCn08mKFSuYOnXqeRdo7e3tfPDBB+Tm5iKVSikrK8Pn81FUVMT06dMJDw9Hp9Ph9Xo5efIkFouFKVOm0NLSQkVFBc8+++zE59i9+OKL+Hw+sc/gvffei8PhYNOmTTQ0NIxriTRlyhT0ej1z585laGiI9vZ22traaGpqory8HLVajVKpZGRkBL/fj0QiITY2loSEBHJzc8nJyRF/GEEQONE6jEEtZ352DGlRWg42DjArPYp7ihP5uLIblUJKdqyBby7MRK2QMeLy8vrhNrJi9czPiUGtGH8jtbm8vHG0nbsmm8bl192OeDwe+vv7KS0tvWFjMJlMnD59GpfLdcU9KMPDw6mtrSUQCJzXRb17924OHDhAfHw8GzduJDw8/KKewYlGJpOdE5aeNGkSJSUl7Nq1i5MnT6JQKFAqlaxatSpk1H1BREZGXtJjFwgEaGpqIjU19Yq8qAqFgocffpg33niD5uZm7Ha7aNhptVrWrl2Ly+Viw4YNYuuvzxMTE0N6ejpGoxGpVMrx48cZGBigvLw8ZNiFCPEF4Pf7cTgcyGQyVCrVuLlZEATa2tqoqKjA4/Gg1+sxGAwUFxeP88IHdVTj4+N56qmnLtrCMiUlhQceeIBNmzbR09PD1KlTWbx4MTqdjj/+8Y/09fUhlUqRSqX4/X7kcjlHjhxBJpNdUcrRFRl2CoWCZ555RqwKfOGFF/D7/RgMBiZNmkRCQgJxcXEYjcZx3rfIyEgiIyPPGwL0+/309/fT1dVFd3c3XV1dnDx5koSEBBYuXEhWVhYSiYR/WfOZNtPC3FjcvoBorIVrFFR2WihI+MyK9foCDIy6mZkeeY5RBzDi8jElOZyTHZarMuzcPj/dFhfp0bpLb3yDCXoGLBYLZrOZ8PDwq8p9vBoCgQAbN27k9OnTLF269KoaiwfDXqdPnyY7O3ucev7Jkyc5cOAAy5YtY/bs2axfv563336bxx9//Lprh12KyMjI80rIhPhiSEhI4MiRI/h8vvMWCbW3t7N582b6+vpISkriscceu+x+vDabjYqKChobG1m1atV52+Gp1Woee+wxDhw4wN69e8XXNRoN4eHhBAIBysrK8PvHcnyjo6O5//77Qzp0IUJMMBaLhePHjzMyMoLdbsdms2Gz2UTR/SByuVwU0ff7/VitVqKiojAajbS1tdHf34/X66WwsBCn04nVahU7zQwMDDA0NHRBw87v97Nnzx4OHjxIfHw869atIykpCUEQOHToEH19fdx5551IpVI8Hg+FhYVIJBL6+/tJTU3F5XKNS0e6GFdk2A0NDaHRaMjOzmbOnDmEh4djMplISkq66mQ/mUyGyWQaV9XY0tLCnj17ePPNN0lKSmL69OmkpaWJP5hEIhlnrMWHq4kPH2/N1vSOkBChYcYFcuNiDCo+quzmGws+8+w4PD6G7B6SIi5t6KnkslvCqIOxk1WpVLJnzx727NmDTqfjm9/85rjODteL06dPc/LkSfLy8q66K0RiYiJhYWF88MEHSKVS7rzzTiIiIigvL6e2tpZp06YxZ84cJBIJDz30EG+99RZvvPEGjz322C3TDSHE2Pyyfft2cS7xer3o9Xruueeeq9pfQUEB+/btY9++fcyePRudTicKMO/Zs4dTp06RkJDAPffcw/bt2/n444/FThwX491336WqqgoYaxs2Y8aMC24rk8nEsMnMmTMpKioSc05hbOHj8/mQyWRIpdJQfl2IEBOI3+/n8OHDfPLJJygUCmJiYsTiNb1ej16vR6vVEggExFaXwTQxv99Pfn6+qHcZCAT48Y9/zP79+9m/f794DK1Wi8lkIjw8/IILw8HBQd577z16e3tZsmQJc+fOFb1ymzZt4uTJk8yZM4dZs2ad89lgHvnnmwBcjCvKsXv77bfJzMwkKyvruks1CIJAc3Mz+/bto6OjAxjzGAYnQLlcjkajYe7cuRQVFZ3z+WG7h7YhB1OSwq94snR5/ef18gX3u626l0dmpozb3hcQLrtydtju4Q/7mlhRGH/FcipXi9/vZ2RkBIvFwvr165k5cyZLliy57sd1u91s27aNkydPkpyczCOPPHJV/SoDgQBDQ0McO3aM48ePAxAbG8u0adOYMWPGOBe61+tl/fr1dHR08MQTT5CSknKh3Ya4SbBarbz00ksEBJCqDYxYhhA8jgsKZ18OgiCwefNmysvLgbF0gOHhYRwOBxqNhqVLl4q5MEFR4a997WvjDK/P4/f7+clPfsK0adOYN2/eJXNdBEHA4XDw6quv0t/fj0Qi4Z//+Z+v6vuECBHi8mltbWXz5s2YzWZmzZrFwoULxXSJq6W9vR23241Go0Gj0WAwGM6bwuH1emlra2NwcBCz2UxlZSUGg4H7779/3PyyY8cODh06xOrVqy+ZG37dBIp/9KMfiaG0b33rW1esun+1OJ1O2traGB4eJhAIEAgE8Hq9dHR00N3dzXe+850JVcQ/2T58UQHjUZeX3TX9LMmPQ6+W4/D4aP60QCNaf/4Tp3PYMc4T2GN1Eh+m/kJW6PV9o3QOO1DKZMzLjmb79u2UlZXx7W9/G61Wy8jICHq9/rqGZ1tbW9mwYQPx8fE8/vjj11TO3dzcjFKpJDHxwt07vF4vb7zxBn19fXzlK18hNjb2qo8X4vrz1ltv0dndg6ZwCfmxag58vB4AqUyGXCYjLj6er37lK1e1b4fDQVVVFR0dHURFRREXF0d6ejpSqZSDBw9y6NAhioqK6OjoQKfT8eSTT17wvAoKE1/KAGxra+PIkSM0NTUxY8YMli5dym9+8xtkMhnf+973rup7hAgR4tLY7XZ27NhBZWUlSUlJrFq16guXxNq9ezf79+9HJpMRGRlJeno6S5YsOccI3LZtG0eOHEEul5Ofn8/9999/wX1eN4HijIwMuru7xcKHLwqNRkNeXt45rzudTn7729+yYcMG7rnnHjHPxeLwUNlpZcFl9HsVBIH/2tWAUaPgqdIxiY6gUWdz+87rhTOoFdwz9bNJXauUEx+uxucfbyO3mu10W5ykRevoH3Hzwt4m/u/qApr67bx8qIXvL8vBFH55OT3XgkEtJ1KnouhTaZg77riDyspKXnjhBTwej1iUkJCQQEpKCunp6WRkZExoa660tDQefPBBXnvtNcrLyy8avroUn9dMPB8KhYJHHnmEl19+mddff52nn376lmuH9feCw+GgsbGRWfMWsbnXT3NPNxplGC5lOH0uGZlCP26P79I7ugBarZaZM2cyc+ZMAMrKyvjzn/+MzWbD6/WK4dmlS5fy1ltvcfLkyQuuntvb25HL5Re9UfT29vL6668TGRlJUVERhw8fpre3V8zNCREixMQjCALl5eXs3LkTiUTC6tWrL1idej05deoUR48eJTc3l7Vr1170Prp06VJyc3M5ePAgLS0tEzaGKzLs7HY7a9asYcqUKdetH+eVoNFoePjhh/nggw/4wx/+wJIlS5g9ezZSqYRJnxZSWB3ei7bZkkgkPLf0XKHdYbuH//XOKf5xVT5JERrsLh9GnZJWsx2DSgYSCSqFDL1KTvugA7VCikImweLwYPxUSTkuTI1KIcUUrsHl8ZEdo6O2Z0x77+cPTrk+P8p5MIVrRAOyfdBBSpSWBx98kPr6eiIjI4mIiBArl0+dOsWhQ4cwGAzMmDGD0tLSCaviTE9PJyoqSpS/ud6o1WqKi4vZtm2b2P0ixM3HwMDAmCdeIuV/3ZnHf+2qp9I6FYVMRqysD6nVwbTi+RNyrN7eXjZu3EhBQQEmkwmj0ci7775LV1cXCQkJTJs2jS1btpCcnCyKSAd7Gfv9fo4cOUJubu5Fr4k9e/YQERHB17/+deRyOampqZSXl5OUlHTdNSRDhPh7pL+/n40bN9LR0UFxcTFLly79QnLIP09rayvvv/8+RUVF3HXXXZe0k2QyGWlpaVRVVYmCxhPBFRl2X/3qV7/wXrGXIi0tjWeffZbt27ezbds2UfAPoG/EhVo+NgHb3T50n3rfhu0eInRKqrqs7KsfYF5WNFOSjeI+BUEgQqfkpw9MJlKrRCKBEZcXo05JY/8oH1Z08fMHi1HJpWw40UFF+zBPlaYTECAx4jMPnEYpQ6PUEAgI1PfbWFlkIj7s+njomgZsGFRyYsPGV526vH4ONw0yaHejkEnJiB4zbj4vIgxjyd2CINDT00N5eTn79u2jqqqKwsJCkpKSSElJuaZwbUVFBWaz+brLrgQCAhIJeP0CTS2twJhrfNasWWRmZoYS1G8ykpOTKSgooOzgHuLjE9hd3UtShJrH8xVUH6xGpVJNWNpHf38/AGvWrEGlUtHW1gaMJSbv27cPi8WCTCZj27ZtPPHEEzgcDv785z+Lr0skEpYtW3bRYzgcDhITE8VK3MmTJzN58uQJGX+IECE+w+v18sknn3Do0CEiIiL48pe/fEML5k6fPk1ERAT33nvvZd1nzpw5w6ZNm3A6nRfsyHQ13Np9sj5FqVRy5513cvr0aXbv3s3ChQuJj48n7lMjJxAQ+NMnzaREarl/WiJOr58IIDNGT5ReSZzhM2MoEAjwLx9XMy8rBoVcyqLcMSMxJUrHkM2Nxyfw20enIZFIsDq8tA05SI3W0WN1MT8nBrfPz+/3NDItxciczGgEQWD98XaW5cfx9okOFuXFUpgw8YUn4RoFVV3Wcww7lVzKwtwxz8PlnGgSiYSEhAQSEhKYMWMGe/bs4ciRI6L+XFFRkWjgKRQKVCqVWF10odWJ3W5n+/btnDp1iuLiYqZMub7eyl/vqGd+Tgwz0yN5+KEHqaqq4ujRo7zxxhvk5uayfPlyIiIiQgbeDSZYiRbMLzlz5gwfvv0KD6VM4rVWgVcP9zJDF4nX5+att97ia1/72jXnygSNLY/Hg8Vi4Y033iA6OprBwUFOnDhBeno6breb5uZm9uzZQ2trK263mzVr1uB0OklMTLxk4Zher78uHS9ChAjxGU1NTWzatImRkRHmz59PaWnpFfU+n2j8fj81NTVMnz79su4tPp+Pbdu2ERsbS0FBwTmOlmvhioonLidp70ZSVlbG7t27cTgcTJkyhbvvvnvcH3rE5UWvlCOVfvajd1mc2N0+UiK1qBUy/AGBHqtTLHRwef0MjLr4p/erSI/W8f3luYRrFPgDAlIJWJ1efrmtnliDCrvHx5fnphKuUbL5dA/3Tk2krneUU53DFCUaidAriTWoUcg+M4CCP/+1Ghl2t489df3cXZRwTfs5H4IgMDAwwKlTpzh58iQOh+OcbSZNmsQDDzwgPrfZbNTV1dHQ0EBzczMymYzly5dTXFx8QwyqYLPlzZs3i2KyMTExpKSkMGfOnFCY9gskEAhw/Phx9uzZg9vtRqFQMHXqVI4dOwaAV22kXJKNRqcnMUJHhEaGomkfRrWMp59++prye0dGRnjhhRfIz89n2rRp/PWvf+XBBx+krq6O06dPk5CQQHd3N1qtVtS0Wr58+bjVtM/no729nf7+fiIiIkhKSkKn03HixAlqamro6OhALpfzwx/+8Jp/qxAhQozH4XCwdetWTp8+TWJiIvfee+8XVsh5qXH94he/4L777juvUsfn6erq4r//+78pLS1l6dKll9z+ulXF3qyGnd1uF/VjfD4fp06dYtOmTTz88MNoY1Jwev2kR+vwBwS6hh3EhqsJUysIBAR8AQGHx0fHkAOXz49UIiErxoDb7yfWoMbq8LL5dDdWp4/i5HBG3T6WFcTj9Pj54GQnDo8fp9dPWesQCRFa/nVNIXKZlG6Lk42nukmO0LJysomGvlFkUthxpp9nPtXO8wcE3j7ewdL82HM8bQDV3VbK2oZ5pCQFpfzG5zTC2E3Z4/Hg9Xrxer24XC7effddkpOTuffee8Xt/vCHP9Df3098fDyFhYVMnTr1huQ8fB6Xy0VbWxsDAwMMDAxQV1eHRCLh29/+9k0xvtud9vZ2tmzZQm9vL9OnTycjI4P29naOHTuGyWTC7nBgtVgA0IdHosmbx/4WO0l6AWPHfpQKBcXFxZcMh16MnTt3UllZyQ9+8AP+67/+C4vFQnFxMXFxcRw+fBiZTMakSZOYPHmymGc3MjIiLlRaWlrw+XxIpVICgQAAWVlZNDY2kpGRQXp6OtnZ2cTFxV3z7xUiRIjxBCtOg2RkZPDYY48hk8mwWq309vaKC/ez5/SGhgaGh4cpKSm5bs6F559/nrS0NO6+++4LbtPc3Mzhw4dpaWkRtfIuRz/zulXF3ozY7XZ++ctfis/DwsL43ve+x/79+/noo48oXbAIotL43e4GFuZEo1bKSYrUcqjRjNnuYWFuDEatEoNagUx69h97LJdMKoVHZ411MHB5/djdPuxuH4ebzJSkReINCCCMCR5rFVLsbh8BAf71oyry48Mw211Ud1vJjjXw3/ubeXxWirgvjz/A/dMSx3nwggzbPbQPOpiXFX3TGHUw1i5OrVaP6yAhCMI5XpRly5bx3nvvodVqmTdv3hc9zAuiVqvJzc0VWzbZbDZ++9vfsmvXLmbPnh2SRblOCILARx99REVFBQkJCaLqOozl2J04cYKEhARWrlyJ1WplYGCAzZs3M1q1lxZnPo2DUu5ImoNksJVDhw6RlZV1RaELQRDo7OxkdHSU0dFRbDYb7e3t3HvvvVRXV4vaiDDWMeTYsWPs37+f7Oxs3G437e3tSCQSUlNTWbRoEZmZmcTGxtLd3c3+/fvx+XzMnj2b5cuXh0L8IUJcRxYsWEBhYSF2u52hoSG2bNnCq6++SnJyMsePHxd7diuVSu655x4KCgqw2+28+eabwFhHmuDcM9GkpaWJebvnQxAE3nvvPfR6PUuWLCEnJ4eoqKgJH8ctb9gFHY56vR65Uo1aKUcqlfL000+zY8cOdm7dzJw5c3j+seX8fk8D4EGtkDE3a7zrtr5vlHzTuVawQa2gutvK7tp+vrkgk4b+UU51WllVlEBCuJouixOJRILHF2DQ5qasbZjdtX2snBTPrPRoTBEamgdsKOVSvj4/A7lUQkPvKEdbBylOjiBMrSBcqyBc81lRwocVXbi8fiwOL7Myzt8542YiIyODxsZGBEEQb2pZWVksXbqUjz/+GJvN9oWGOv0BgX/9uJqVk+IpSgpHp7pwwYder6e0tJS9e/dy8uTJy3aLh7hyGhsbSUlJ4amnnhpn/PT39+P3+1mwYAGdnZ18/PHHKBQK5HI5NruV1BgNJ1ttuKVG/ut7T/LSS39l165drFu37qI6hk1NTdTV1Yl5cme3DzKZTERFRaHT6UhNTSUxMRGfz0d8fDwJCQlivszu3bsJCwvjvvvuIzs7+xxl+cTERB555JHr84OFCBHiHGQymegNz8jIENMgTpw4QXZ2NkuXLsXn87Fnzx42bNjA7Nmz8fk+k0uqqKi4boZdamoqZWVl573neb1eGhoasNvtPPTQQ9e15eUtb9jp9XruuOOOT12zNgoKCgDQ6XTce++9yGQyamtrKS0t5VuLss/5/JDdQ6ROSUqkls5hBy6vH69f4FSnBb1SRrxxLNfusZljId13yzpRKaT4/H7+uK8RCRKy4wzEh2t4aHoylZ1DDDt8vHSolaqeUWL0Sl493Mbm785jb72ZFYXxvHW8nWkpESQYNURoFfzxk2bmZkRR9Gll7uqiBAbtbvwB0CvH/kQdQw5sbi85cWGf8yzeeAoLCykrK6Oqqmpc9V9eXh4bN26ktrb2mnTrzsfu2j78foFlhecm08ukEv7tnkkAVHVZ0ShlZMZc2LAsnXcHM2fO5ODBgxw8eJD58+d/oTqNfw9IJBJKS0vZvn07FouFiIjPBMCDhQZ2u53KykqcTieK8FiahswojVlkxIRT3++kbchJZaeFpUuX8uqrr/Laa68RbzKRk509rhIuEAjw0ksv0dPTQ3R0NHl5echkMmJjY0lJSaG9vZ3CwsJxkiWfL+iRy+WhatYQIW4B8vPzyc/PH+dYAHjwwQc5evQo27dvRxAE5s2bh9vtpqqqipUrV06YjNfZBOeh1tZWJk0auwcNDg7y1ltvMTg4CEBERATJyckTfuyzuXlifNfA4sWLxfyuM2fO8NFHH4nvTZo0CavVyq9+9SteffVV8SYyMOoGxjx+L+5t5OVDLUgkEqq6Rmg121mYG0uuKYwonYJBu4sPKrqo7LDw7UXZxIdp6LW6eXx2GgvzYkk0jnnl/nqgmV9tr6epfxSjRsHkxDD6R9z88qEphGtVZMXq6Rp28sTsVO6ekkDX8Ji375n5GWTF6nF7/bSY7UilEmIMaiQSgf/c1UBNt5X2QTtROhUn24exu704rkGwdaJJT0+noKCArVu3jius0Gq1xMbG0traOuHHnJkehUFzaemVSYnhFzXqYMzo6Lb5MUSP9Su+kp58IS6fgYGBcXlpPp+P06dPs3XrVoqLi4mNjUUqlWK324lOSKIvbBL92jRUMhkzUo3o1HJ+tb2OgD6a1atXU99v49jxE2zdunXcccrKyujp6eHLX/4y3/rWt1ixYgVLly6lqKgIo9FIUVHRdZnUQ4QIceP4vPdeIpEwe/Zsscd8SUkJBQUFOJ1O0ciaaAwGA3FxcTQ2NoqvVVdXMzo6ypo1a1i3bh3f+MY3rrsO8G1h2MHYijvYjuPkyZP4/X5gzOj4wQ9+wKJFi2hpaRHFcV3esfetTi8zUiN45o5MEo0a7p2ayMrJpjFxYbmM1kE7GoWcnDgDVV1WJBIJ31qUxayMKOxuPx9WdPPRqW72N5gZGHWRGxfGC49NZeUkE+nReiYnhZNoVGNz+zjcNIhGKUWjlCEIAsZPhZMlEglalRyVQkZ69GfJniq5jNVFJpIitZS1W/iXj6p582g7gQAcbR7C5vJyGbUvE0b7oIMTrUPnfW/lypUIgsAf//hHGhoaAOju7qavr4/s7HM9pdeKXiVndsbV5yb4/AGqu60ASCXg6m/j2P7dSCQSvF7vRA0zxKfU1NRQXl6OyWSiubmZ999/n1/84he89957pKens2rVKvbt28eJEycA2FHRTmX3CFFaJfkJYRSYjCQY1ajl8P8+rmZLlxIiU5HAuCIFh8PB7t27mTp16g3VswoRIsSNp6enB6t1bJ4P6lAG/3+9yMrKoqGhAUEQMJvNVFRUkJWVxdSpU0lKSvpCokG3fCj2bCZPnkxBQQGCIIz7w2m1WgoLC9m9ezejo6MAqBVj7w87vPzlQAvxxl7+57JcPmkcYHFeLCq5jORILTIpjLh8tA86mJQYRkP/KFXdVhr7R5mVHoVGKaOu10pGjI4EowqlXM4Hld2snZFMUqSOPbUD5JnCSFHJeXRmCgqZVCyGSI7UnvslgNOdVvJMBoxaJUatkpPtw6ybl45OJad/1MUnDf385UAr/2dVPsWf62nr8o5V9l5JwYUgCFR2Whlxepl/kTZsSREaNp3uId8UJoo9B9Hr9Xz9619n48aNvPnmm2RlZYmhsJsxnGUZHqLyZBWNx600NjVjGx0R3zt27BgrV668gaO7/ZDL5ZhMJiwWC5s3byYmJoa5c+dSWFgoShUkJHwm1RM/WstaBTxa+ix/PNhFeZuZ6WmR3DU5iSGHm3ijCo1axaEODwUFBdTW1tLW1kZVVRUAS5YsuSHfM0SIEDcHbrebDRs2iDqVR44cEWVI+vv7r0vRAoylIB08eJD33nuPmpoajEYjCxYsuC7HuhC3lWEHF7bEa2trMZlM7Ny5E4vFgkcTxZIZBUxPjaDwkamMuLz8dGsNRrWCvDgDUqmE1CgdCUYtwrADtUJCgSkctz/AJ/UDhKkVnO60sCw/Dp1Szr3FCUiBf9tYxZDDy6MzxxIjv7f0M2/VkeZBNOcp3LA4PNT32ZieGkHboJ3JSeEEAp954qYkGQl6mYdsHjJiDKydkcxrR9tQyKWoFTKyYg0EAgL/+lE1AvAf903G5vLRMezAbHMzLzMKs91D/Hl603ZbXaRH6S7aeg1AKpXwzYWZF3w/IiKCJ554gsrKSg4dOkR+fj6lpaU3Rfu5IG63mx07dlBWVoZEIiE6OhqP24VSrcHjGkuun+h8wBCQnZ0tem6DvYk/T0pKCiaTiZ6eHgAk2gjq6+qobRkiXurF09XPsQ4nYWo59Q4PRu8gMpmM9evXAxAeHk5OTg533HFHSLomRIi/czo6OhgeHuYb3/gGZ86c4eDBg8ydO5fExETKysrIz8+/LsdNSkoiMzOT6upq5syZw8KFC6+pY9PVcNsZdufD7/ezY8cO8fnhw4cBKNu9keTkZO677z5ijEayYw1MTgzDZNSIHj2AxAgt0QYV/SNukiO1PFySgtPj41tvniQlUkde/Jh3rb5/hPJ2C6unJLC1qge1UsYjJSmi+3dJ/vl1rXRKGRnRWqQS6Bx2EKFVolbIqOiwoFFKsdi9JEdpqe4eYc2UBJweH/V9IyzKjeVI8yDdFhdfmpNGerSO/7hvMu9XdOHxBQjXKtCpDLx6ZJDGgVEq2q38y5oC6vtszM38zLhMNE5cmzOJREJxcfEX0hOzvb2doyfKae+3YAoba/eWFWtApVJhMBjQ6/UYDAYkEokocVFdXY3D4WDlypVMmTKFt99+G6fLTXRCCq11VSxatOimELu8nTmfUdfX18eLL74oPlfHpIDNTNmBXcz89DVVQEVUVBQymR+TWkpERA7Nzc2kp6ezZMkSMZcmRIgQIYJV8EERcb/fj9frZebMmbz//vu0t7eTkpJyXY79wAMP4HA4rptX8FL8XRh2MpmMGTNmiPk7AAZTBv7Rfjo6Onj++eeZMWMGU/OmYtAq6LU6qOuzszgvltcOt7E0Pw6TUY1eJaO2ZwSPP0BGlI6fPTCJ8lYLx1sG0alkJEfq8PkFjjUP8r9XFjItLeKcsdjdPnbV9rO6yESL2Y7Z5qbAFMag3UO0Qc2czGjkUgkSiYRpKUb6R90UJ0cgCAKpkVoqO4bpHLRTmBBOfJgaiUTCltM9uL0++kdcxIapSY/S4fD42HiqmwemJfHV0gzx+Da3j84hJ4F0YVwHjlsJQRA4deoUH330EUajkVijEZlMRrTST0NDAxKJBIVCgd/vF3Mt5XI5BoMBk8kkthSrqKigpaWFvJL51B7/BBhr4K5Wq0lPT0ej0YQ6UnxBtLS0iP/PysrC7/eji8tgwYIF9PT0UFdXx4wZM4iLi6Ompobq6mqqqqqQyWTMmzdvwoy6f3y/koIEI4/PurAUwU83n0Ehk/GDFbkTcswQIUJMPFarVWx9GZQ7CVa7Hz58mO3bt19UMula0Gg050gjfZH8XRh2MJbcn5WVRXt7O4cPHyYw0kduwSQ62tox9/dw4sQJysrKmDx1OnEZhTi9UgIBgc2nuum2OHhwRjIS4FCTmTXFiaiVMk52WpiaYqS2b4SmATtTkiNYOdmEUi4hNVpL34hL7FcLY/lvH5R3Mj0tUjyZ6npH0ShkuP1+/vRJE4+WpIjVnlKphBGXlxGXlzC1AofXhylczRtH2ogzajGPjkmiOL1+9tWb2V8/wOyMSJYVxvNxRRcev4DN7SVM81mypl4lZ23JuaXWf/qkiS/PTUMl/8xTeaBhgMLEcN4v62RtSRJ69Wf7qeqy0mt1sbRg4tX1rc6x4oXwz1W92mw2jh8/TlVVFUNDQ8hkMvLz8/F4PLjdbtLS0hgYGEAQBFGkEuDRRx8lOzt73AU8MjLC9u3byc4roLCggK6ePpJjIzhTfoQtW7aI2yUnJ3P//feHvEHXmdmzZ5OZmSmGxwFRviDoaa2urkYikSAIAmlpaaxatYr8/Hy02vPnql4uR5sHKUmLYMTlo67Xjlohp6xtiOmpn2lIOj1+fvTuSbZV9ZEVZ+CVp2byy221HGgY4INv33FNxw8RIsTE09LSQmpq6lhfd6sVmUzG4OAge/bsQaVS0dbWRnV1tShLcjtxW7QUu1IGBgY4fvw4x48fJzExkVGbnRGrBRgLJarVagbTlnKweYhfPTSFH2yoIC1az6/WFjPq8pEVa6DFbKemewStUkp2vIH63lGSI7V8XNFFUbIRtWKs+CIlcnyuj9nmRvepNp2AgFYpRxAEfH6BHTW9JIRrzimI+Lw+TyAg4BcEtlb1olNJOd05AgjE6VWUd1m5t8hEVlwYUqmEMLVCLKTYW9fPzLRItGcVPjg8PuxuP1qFFM2n4/qwoou7pyTQarYTY1DxLx9Vc3dRwjgjzunxo1ZIr8tqZ8eZPhblxmBxejGqFTi9frzOUV599VWxwklEqUUiUyCVSvHbh0lPTycnJ4e2tjZqa2sBWLVq1bi8uaamJjZs2IBcoeDRJ9chV6lQymQYtQqqm9oZ7mlHotRyqq6JgZYa8vLyeOihh26qXMHbFYvFwu7du+nv78dsNqNSqYiIiKCrq4vs7GxycnLIy8ubME+qw+PjKy8fY01RAnfkxNIxNOYN/6cPTjNsc/Hrh4uJC9fxo3cq2V7TzWMz0vjGwkz0GiVHmwfRq2QUJhonZCwhQoSYGLxeLz/72c9YunQps2fP5o033iAQCKBQKOjo6EChUGC1WsnIyOBLX/rSjR7uZfF31VLsaoiJieGuu+4iNTWVkydP0tXVJb4XFxdHb28vMmsnUdowfr6tjtRILdNTI9Eq5cg+vbmHaxQszI1hwObmaNMQJqMaU7iGd8q7iA1TMyMtki2neihIDGdKshGnx49KLiVar8Lt87Ovth+zzYNRp+SuySYUcgnzc2L5l4+qsXv8lJ5VYCGRSOgYcohVtB3DDk62W1ArpCzOi2dxXjxun59hu5f7ZiTj8QWwu32sP9rBNxZ8VuywMDeWHqsTlUKG0+tnYNRNcoQGrUGOzx+gxWxj1OllTmYUCpmU7DgDAL95ZCoAjf02FFIJqdE6NMrxRSr9Iy4a+kaJC9eQEa3DbHMTqVMiP0+7tIvR2G9jWUEcgiBwuHEAj1/gSHUz4e37xbCqQqUmr7CIw9YwUkyxVHdZSHS3gH0YqVTKrFmzmD17tigF83nj8/XXXwdg3qqH6Bjxg8TO7Ixo+kddOGQGXFFZNPbbyE2KYaClhtraWnp6ekhMTLyi7xLiyuno6OD06dMUFRVRXFyM2+3GbDYTCAQoKCiYsNxNQRDYXdvH9tO9zEqJxOnx8dKBZmINKn66uYaS9AgK4jX8aW8zDl+AfXV9zE6JIitWx3/tbuQfVxUw6xrkdkKECHF9EASBffv24ff7ycrKEl93OBz09fWxatUqpk+fzsjIyG2rZ/l37YIoLCzkiSeeID5+rHtBQGWgt7cPgFSlDSRSmvttCBIJ31yYhUGtwOr00mK20znsQK2QkRKppaZ3BIvDS3n7MP9nVT6PzkyhY8jJtNQIOoec9Ftd7KzpEwsylDIpubFh6NRymgds4nj0Kjn/sqYAm3u8jlpTvw2by/upQTdMfLiawoQwNp3qoW9kTExXJZcRY1DxTlknGoUMo1bJunlpbKnq5pO6AdHIMYVr6Bx2oP1UMy9oeLWY7eypGyA/Ify8lbPApyHmzzyQgYBAi9kOQLfViUIuJStWz4DNzYv7mq/YmxcICLxb3onPH+CnW2rosLiQ2gfQt+wVjbqMGYv44f/8AfevXslPHpnD9DQj//nQZISeWoqKinjsscfE40okknPGEKy4BLB0NtJ2poyumpP85yvvUnlkPxJrN50Do6iHW+jp7eMb3/gGOp2O8vLyK/ouIa6OYBi2traW5uZmNBoN9957L08//fSEGXXfebOML//1KJ1DDrQaGW3mURr7RrE4PFR2WsmM0RGulPDbXS00m+3olVLCNXK21Qzwo3dPI5MI+PyBCRlLiBAhJg5BENixYwcHDx5k2bJl4nxiMBjo7e1FEAQyMsZyzsPCwm7b6vm/y1Ds56mvr+ett96i0TiDVJUdRV8NXrmWd52T+PaSDB6alkKkXoVcJsXu9jHi9BIfruZ3uxswhauJ1Mj56FQPiUYtD85IxhcQ+N2uelYUxuP0BJibHU2iUUN97wijbh/TUyOxOr1sOtXDozOTkUgk+PwBbG4fPVYnH1V08+ScNJrNdmamReILCGyv7qYkLZpogwqn10eYWkFlp5VDjQO4fQJFSeH8j79V8vG3Sum02JmbNdbM3mr38KWXjvKjO/OZmxXNoM3NBxVdPDg9GZvbh+ZTYzNSd/miiS6vnzM9I7SZbeTGh1GQEA6MXVTV3SNkxOjQKq/NGWx3enj9w2301o0ZVDKVlgV3P0hBWgIjLh/ReiU+v8D26l78gQCDJ7cRG2lkzZo1KJXKc1Zibrebvr4+TCYTr7/+OsPDFgQhIHZBUCqVWCyWc8Yxf/nd9Lc3imXzIa4/3d3dNDU10draSmtrK7GxsTz00ENERk5s3+RRp5d/fL+CAw0DSIWxhUtOfBifNFqYmhxG36gbpVTCorw4JBKBt4+1M+qFl786nYU557ayu9EIgkBraytdXV0MDg5SWVnJjBkzuOuuuyb0OH6/n6amJrxeL5mZmcjlY+kkX7SkQ4gQZyMIAtu2bePo0aPceeedzJo1S3zvvffeo729fawoS6fjqaeeQq1WX2RvNx+hUOwVkpWVhVarZXUazJi9nDfXW6lzheH0BbhnSjKx4RqcHj8CAVrMdsK1ciQSCfOyY3jjSCtzM6P59qIcJBKINajo+lR+RBDg5cMt9I44+c6SHBwePz7/mB0drlHw2KzPSq3lMinhGgWHmwcJ1yjoGnZSmhXN1145zvOPTePPB1pYkBvHkN3DxlPd3FucQEK4mmcXZeP0+JFKYcv35hEXpqHT4sTp8fHG0XYcHj//sWYShUljxleUXsW6eRn0WJ0oJOD2+jGdR+6ksc9ClE5LhP5cg8/h8aOWSxl2eNGrPpvMPf4A7YN2dCo56dGXd2o5PD5azHYxTG3UKmnoG6W7vUk06gyxiTz7lSdoMLsw29yEqRUY1Ap21/aRGKFBKgFTfh4H9n/Cz3/+c1JTUyktLUUmk6FQKDCZTPznf/4nbrebf/zHf+QrX/nKecfyxhtviK1gpk2bRnl5Oe31VbS1tbFixYrL+j4hrp2EhAQSEhK444476Onp4Z133uHll1/mK1/5yrges9dCl8VJu9nGybZhovQasmL1mIxqajqHEYAeqwupBMwON7vq+pBIYEFODImROiZ/upC53gwPD3Po0CGGhobIyspizpw552wzNDTE8ePHMZvNWK1WBgYGxr3/+edXi8fjobGxkfb2dqqqqrDb7ePel0gkPPPMM+O6gIQI8UXS1NTE0aNHueuuuygpKRn33ujoKFqtFovFQl9fHzt27GD16tU3aKTXn5Bhx5iuVnx8PD39Zmp6bFQoC+hzOpierOX3exv54Yo8huweUqK0TEocEw/+zx319Fkd/PDOPKL1avbV9VOSHsn+BjNL8uMYcSp56I+HeGp2Kp80mhm0uSlOiWDnmb5xx7Y6vDT0j5IXH4bXH0ApkzInI5r0WB2vHWnjGwszKWsbxub08c3Xy/jto9OYlx1NtOGz1YZaIeV3uxspTAjjk/oBVk5O4ETbMDlxBkrSIsflwwULMT6u6CJMo2B6aiR/2NvI3tp+ipLCUSvlfHluKrvP9KNQyPjKvEwa+kbJjjNwuGmQjZVdrJ6SwJTkCAoSwhEEAYvDg1GrRCWXEa5RUNExjClcjcvrJ0ytYNTlE8WPXR4fjQN2CkwG9jWYKc2MYtDmIT5czb76Ae4pTqR5wMaI38D8ZXfhVIazcHIGapWcQfsIMQYlfznQTJRehc3t47tLstlXN8CQPF4MN7e1tdHW1iZ+59zcXNzusd7Ae/bsYcmSJecthLj//vsZGBggKioKhUJBeHg4bW1tTJkyhWnTpk3cCRfisjGZTDz11FO8/PLLvPLKK6xbtw6DwXDN+1XKpNjdfsK0KtZMSeSZhZ/l4gxYRqkfcNE0YKMoIQyDTklqhA5fIID6Gj3Rl4vP5+Odd97BarVit9tpbm7m+PHjxMTEkJmZSUlJCfX19axfvx6tVktKSgqJiYnMmjWLjRs3AvC1r31tXDePaxnLyy+/TE9PD+Hh4RQWFjJ16lQ0Go3YB3rz5s3U19eHDLsQNwSr1cq2bdtITEw8r8C80WikoqICuXzs+jWbzV/0EL9QQobdp0RERNBe18xfD7Xxy4emcLx1iKIkI10WB0atgtZBOwqZFI/Pz39sOoNGIeWfVhWgUSmQSSUszo9jT10/KwrjGbC52VLVw7MLMvD6A/zm4amoFDKaB2zckR3NwKibGIMKgAGbi6LEcP68vxmz3c0/rSrk5UOtpEXrSAhXMzU5Aq8/wN4fLhYV+2MMKk53WpFIxprcAzyzIAOLw0vzgJzKDguZsXpReLixf5TMmLEqwm6rC4NaztMLsvD6/DSZ7XxzYRb3T0vC6x8rwPjZlpqxHp2JWv64r4lpn1bpzsmMYk7m+IRxiUSCUfuZV680+7OWZCfahugadvDA1GQcHh87zvQxIy2C9cfa+fF9k1HLZShkUqJ0SqwOL8vy46jpHqFz2InF6eW+xdM51WWhZ8RFZoyeBTkxmK0u4sM0LMyNwRsYy3UK18ho6YO77rqLgwcPnhNSraurY9qMmZSfOMahQ4coKCg4byGERqMZJ1g5f/78qz2dQkwgBoOBJ598kt/85jc0NDRMiJEdY1CxtDCepYXjQ6qCINDd1syZY8fo7u5GlZfH2rVrkUgkyL+glGSv18vf/vY3+vr6RC9lbW0tO3fupL6+nvr6epKSkkQB1sWLFyOTyQgPD8fj8SCXy0lLSyMhIeGaqtY7OjrYsWMHfX19+P1+1q1bR1JSkvi+2+0mIiJC1IwMhWJD3Ah6e3t58803kUqlPPzww+c956OiotDr9Xz1q1+lpqaG2NjYGzDSL46QYfcpCoUCv9fL3bPi6RlxYnV5+cH6cn7+8FQkEgkxBhVVXRaaB2yUtQyx7o5M/uXjahRyGf/vvslIJBIW5sQgkUjQq+REaJU43H4enplGdbeVlMgxI+t0p4W/HGxlckIYMzOi2FXTz/9cns30VCNTUyL5wd8qSI7UEq5ViJ0qui1jHS/O9jJNTvosHCSRSFDJZcSFyYgLU7P5VDdff/kYP32giKLkCBxuH2d6RigwheHx+alos3GibZC+UTf/tKqAUZeXL/33Eb6/PAeXJ0B56zCzMqNZkBM7zmiDsRvfnz5p5pkFF24tFqQoMZxhm4fGARsapYzVRQlIpRK+sTCTrVXdKKVSPjzZxT1TE2not9E+7ECllPLluWls/9Sz6fULHGsys/V0D99anE1UmJq1M5M5sGcnJ09WIAQC+P1j4pObgKVLlxIdn0RXRytnmruwWQYR3DbKTxwjJiaGJUuWTIgXI8QXS3Clfa2adZeisbGRDz74gMzMsfO7traW3/72t0yZMoWFCxde12MDdHZ2smfPHpqbm/nSl74kLkDy8vL4+OOPAVCpxjpwBPNsgh66IOnp6aIxerX09PTwxhtvEBkZyfz588nIyMBkMonvnzlzhg0bNoz7TLAILUSIL4rGxkY2bNhAVFQUjz322HllkARBoKKiApvNxunTp7njjjuui0zXzUTIsPsUq9WKU6LG7RP43a4G0iI0aFVynB4fgzY3Q3YPyRFaBkbdfG9ZLovzYilICCMrzkBd3yh/2NPIMwuyKEgIQ6eSs2ZKAoIAEgmc6R4zqloH7bx+pJ0z3VaeWZBJcbKRGWmR/Of2Wtw+PzPTo5mXHc3dk03jxpZwkZZftb0jWB1eFHIp01LGOlTMzYrmYNMAv9/TxFOlaSQataiVUtoGHTi9fgxqOTPSItEqZBjUClxeP8lROvx+CAgB7p6SMKaD96kYbFAUtmPIyajLS2GCAX9AQHaezhWCICAIMGz30Dpko2XQzl1FCfSPuPiPTTX8YHkO/oBAUrgGtUpGZbuV461D+PwBHG4/L+5t5H8sy2NKUhgbT3dzoMFMeoyWp+8Yu9FuqWjl0NHjKPtrANDpdNjtY4adVKkhLCyMvfsPMNDZgt/vR683kJmfL+qfhbTobk1strHq8YnQrxMEgd7eXrHt3NkEQ/Zr1qzh+PHjHDhwAI/Hw759+8jPz7+uocbR0VH+8pe/ADB9+nSxeg/GDNovf/nLvPPOO9jtdrZt20ZTUxMwZvSaTCYGBwdFSYcPPviA+fPnX9V4BUHgpZdeQqlU8uUvfxmVSiW+Nzg4yNatW7FarWg0Gp588kl8Ph+jo6Okpl64W0eIEBNNeXk5GzduJCsriwcffBCl8vwFgL29vQwODpKfn8+ePXsYHh5m8eLFGAwGvF4vg4ODt92iJGTYfcrw8DAWv4KHMyIJCAF6hhz8j+W5zEiLwurwEh+mJkKnJMGo5f2TnSgVMkrSIpBJxzx0aVFa/rivkdVFCUxOCidcq+Q3Oxt4cFoij8wcC+9tONGJgMCrX5kBUhk2t4/Np3v4xsJsPL4AZpubB6cn0z/iwmz3kBSh5f3yTjZWdvL7J0rG9a8F8PkDJEdoqenuJcagYn/DALMzovh/m87wyIwkfrKlluruERLCNVjsXsLUcmIMWlrMDmYlRHGmx8ovttZi9/j5P6vyOdA4SFKEBr1aQZhSzquHW/navHTUyrFikdNdFnz+ACajlt/srOcHy8e3VBp1ealsH6Z10E77kJ07cmKYmxFFm9mGUiHlnqJ4bG4fUToVCUYNfznQgiAIKOVSKrusZEXrWFYYS8PACG8ea2PN1ATmZEUyJ0nHroNHGexqGZPAkEgonj6dGTNm8Mc//pHUzByksZl4Os/w3nvvER0dzeLFi8nKyiImJua2X53divj9fgRBED1xl2JkZAS4dsNueHiYDRs20NPTg1QqJTc3l6KiIvLy8gAIDx/zhB8+fJiFCxdSXFyMVqvl5z//OS+++CL/9E//dN20rzo6OgD46le/SnLyud1h0tLSeOCBB3j77bc5deoUkydPZtasWeNuSk1NTbz//vucOXOGM2fOkJ2dzdq1ay/7dw6iUqnE3ppnG3bDw8PjCoxutxtiiJsfQRDYs2cP+/fvZ8aMGaxcufKiC/aOjg6kUin3338/p0+fZuvWrZw6dYqYmBiGhobwer0899xz4rV/OxCSO2EsOfgXv/gFWUUzUCcWUNk1jFGj5J4pSSRHnRv6sbt91PaOkhalJUyjQC6V4PcLbKnuob53lDsL4ylMMoo5cTBm9GiVcnbV9LCvfpAonZK7pyQQF6ZiYMRNtGGsIrR/1MVPNtfgdPv5wYpcMqK1/HhTNXdkxbK4IJ53yzooSY1EoZAyZPcwbPcyLzuaVw61sKGsk9fWzeLFPQ0oFXKSIjTcXZRAi9nGpE/V8Q80DDAw6ublg81kxup5ck4Gx1sH+e/9zby2bjYSyZie3o/erWDY4eWj74zlmf37xmp21/Tz5Jw00qK15MUbMBm1vLi3gfunJREbpmF/XT+Hm82sLIjlx5tr+f7yXJIitShlMiK0ChSftivzBwQONQ5gdXqJD1PSMuhieWEcR5qG+K9d9dw/LQm318ejM1PZtm0L9VWVSCQSkpOTKSwspLCwEJ1Oh9/v58c//jFRUVFYrSPodFruuuuuc9qHhbh58Hg8HD16lEOHDuF2uzEajePmlLCwMKKjo5FIJHg8HqRSKVKplNOnTwPw7LPPXnQSDwQC9Pf309PTg0ajITIykoiICEZGRti0aRMtLS2Eh4dz9913YzabqaiooK+vj+9973ti27gDBw6wd+9e1Gq1qHN5+vRp3nvvPdLT05kzZw4ZGRkTauC5XC7Wr1/PyMgI3/3udy+6bSAQuGRO29DQEBs2bKC3txeVSsXTTz99RXIxw8PD/PWvfyU2NnacMr8gCJw8eZKNGzeyYsWKcZISIUJMNFarFYPBIF7zLpeLHTt2UF5eztKlS5k7d+4F53qr1UpXVxcnTpzA5XLx9NNPi/uorKyksbGR8PBwysrKePjhh8XF3c1KSO7kCqmpqcHj8bBo1lR2NNo43THM95bmndeoA9Cp5ExPHSso6B9xERumRi6XsKLQxKK8OPSftuw6+wZkUCtoNdswhWv5t3tM/G53A1kxOqRSKeEaJW7fmAfjnz+o5n8szyEn7rPKvx/dVYjZ5qHb4sDrFxh0uNEo5ew8088Ts1PYVt1LlF7FktxYqrosLMwbC7/MzojinROdNA58ZthtruphdZEJpUxGTc8oQ3YX4RoFf/xSCWabi3fLu/jV2mKUUikZZ4kRPzErlW8tzMbh8fJuWRcJ4WoMKg/76vrpGHbxwztzGRy1k2RUc7zDytcXZJIdF0akTknHkIOWASe1fXaW5MejU8mJC1dTmhXDv31czYpJ8fRbXbx1tI3nlmVjUMkZdXqpLD9GfVUly5YtE6vwzkYmk3HnnXfS09NDXp6eO+64Y5x3IcTNRWdnJ3/5y1+QSCRMnz6d+Ph4BgcHsdlsYrjfYrHQ2NiIRCJBqVSKRoxGo+GRRx65qFG3fft2ysrKxvUJDiKRSDAajdx7773k5ubi9/tpbW1l5cqVvPbaa1RXV1NaWgrAvHnzmDx5Mm+++SYbN25k3bp1TJ48GZ1Ox+bNm3nzzTcJDw9nxYoV5ObmTkh4f9OmTfT29rJ27dpLbhs0di9GZGQkzzzzDMeOHWPv3r386U9/IjMzk4ULFxITE3PRz8JYMVlWVhb9/f3jXpdIJEybNo329nb27NkjhrjS09Mvuc8QIS6X4eFhdu/eTVVVFRkZGcyePZvm5mbKy8vx+XysWbOGqVOnXvDzDoeDP/3pTzgcDgAWLFggvqdWq9Fqtfj9fs6cOQNwXg3TW5mQYcdY+EIXZqRywE96tB6VQoFBo+RM9wgv7m1kRUEsyycnoJBJ2XmmF61SztxPW37Fhqmxu32MunzEh49JkARV6eUyKf++8Qw/XJaDSiXH7Q3wUUUXk5OMLMiKpsviJPnTXrKqT71ZL35pOkebB8eN70jTENNTjZxoGyYtSotBrSQjWkf2YgMtZhvhGgUDIy6mJBvps7pQyKTkJ4TRarZh1CqwOD38ZHMNzy3N4c6COHRKOf9yTyHNA3bK2y0M2d0094/ynaU5xBrUeL1+Hp6RwKaqzyb1BKMGs81N26ATtVzKd9dXIJP4aRlw8pXSDJ5bX0FCuIpJiUaW5kSTEjX2vZr6rHzzjZPclR9FTLgBnUrO60daee1QKylROqYmG5mVHkVVtxWFHKK0KlweH2q5lGPHj1NcXMzcuXMv+LcLeQxuHYJi0FOmTGHVqlUTum9BECgrKyMrK4uZM2diMplwu90MDw+L4Zbi4mKxR+Trr7+O2WzG5XIxadIkdu/ejUajEStuw8PDWbVqFS+99P+z99fhcZ1pnj5+nwKVqsTMzAyWZJllZrbj2GFOJ93TuDO7O7Mzu9/57UwP7HSnIQ6247QxZo5BtsyyLVuShRYzcwlKhb8/1KpEbTsmyTKc+7r66qjgPU+V65zzvA98nk3s3LmT5cuXExgYyIcffmjWwfrmm2+ws7MjKSmJlJSUu9b43Ivu7m7y8/NZtGjRiLq60SAlJYXo6GgyMzMpKCjg008/5Z133rmv2jsnJydycnLIz8+/bVD63LlzsbCwoKSkhGvXrrF+/XpCQ0NH1XaR5w+NRsOFCxfIzMxEqVSSlpbG1atX2bZtG5aWlqSkpJCSknJPyaOzZ89iNBr5m7/5G5qamti/fz9qtZrU1FTa29vN0ffhUobhZqlnBTEVC+Tn57Nnzx60obNZkBSKn6MVcqkED3slR2/W06c10N2v5+3pgRiMJtrUGty+N3arb1CP3mjCTilHbzBy9GYjSQEOeNqrKGlW425rSX59Fw5WCr7Nb+Dnc+8e8m3p0WBrKburXlZps9o8CqxXo+OL85XojUasFTI87ZXk1HYhCGBlISPGy46mbg1ymUCwqw3WChk/25nD384LpaCxh1cn+dOiHmTTxUqWxHiQU9vF/BgPShp7+PPFcrQm2P3BNAA2X6qke0CHjULKuZIWFHIZHrYKor3tWZngQ2e/Fifr76Jlla1qSpp6ae3TMivclS/OlbI0zht/Z2tu1nXiaDU0RH1jRjlvTvHHWiGnT2dgebwnuTVdeDkoObl3C33dnQD83d/93VOnFC5yO19++SXOzs4sX758VNfV6/X83//7f1myZAkTJkz4wddmZmZy/PhxPDw8kMvlvPrqqxw7dozr168TGxvLokWLzJHf4uJiDhw4gIWFBb6+vjg7O5u76hoaGsjKyiIvLw8PDw/WrFnzUHU6Go2Gjz76iOjo6Ls6vAaDgYqKCqqqqmhoaECv12M0GhEEgaCgIBITE+95bL1ez0cffURUVBQLFiy4p10mk4n9+/eTn5/Phg0b7njza2tr449//CMymQxra2smT558mzisiMj90NLSwtatW+np6SE0NJTVq1djYWGBTqejv78fKyur+64VHW4yevXVV/nkk08wGAwMDg7S29uLRCIhPDycNWvWPFUlO2Iq9gEZ3iU3NrXSrvbHaIQJvvYMaA0sih2SG6jvHArpmkwmbJRDtS1/OF1CSoAzKQGOFDf1kFfXxdQQF5YlfKeRFupmg1ZvYEtmDf++NvYHnToAW6X8tiaJtt5BnP/iNIV8L0VrbSnnvRlBdA1oSS9qoXtAh61STrCLFZ39OqI8bYn0suN/H8ynrFnN2mRffjE7GJ3RRH3XAL85WcILSd78w+JIBnQGXGwV1LT3YWkhJcLHAaVcSlZlO5Xt/TR2a5gU4MC5sjY6B/TItEZ+MS+cIBdrJBIBJ2sF1e297LxWh61SxsxQZ27WdxPhYc3yP5zHSSWnun0AqUTC38wOIae2i6nBzvQM6Ij0sKWyox9vlYkzV/OobmqjQNtN/1+cOhjqihQdu6cfk8mEXq8ftfUMBgMtLS0cO3YMQRDuq45sWKuwsbGRqVOnIpVKWbJkCb6+vuY6vLS0NDw8PAgNDeX999/n5MmT5OfnA0Ods7Nnz8bLywsvLy/i4+P56quvSE9PZ9WqVQ/8GSwtLUlOTub8+fMYjUZCQ0NxdnZGqVRiaWlJUVER6enpdHZ2Ym1tjY+PDwqFAolEgk6nIzMzk/PnzxMaGkpsbCyBgYG3nStGo5Hi4uIH+v4FQWDZsmUMDAywc+dOXnrppds6X4dnOOv1epRKJWfOnMHPz++Z1wkTGX2++eYblEoly5cvx9vb2xwBHxaLfxAcHBwoLCzk17/+NVqtlmXLlhETE0NBQQGNjY3Mnj37qXLqHhTRseO7WrgpQfb867FiZoW58LvTpbw7LZBEP0fa+wYJdx/ykGVSCTLp0Ot/PCuU69Ud/OF0KdGedkwJcb7j+jKJwE9nBdHdp8VoHHLe/pp9N+rwc1Lh72yFpVzKb06WMCPEmUR/R7NTN4xao8NSPiTu26LWsC+7nllhroS4WXOlsh0BgZOFLbjYWDAz3I1XJ/my90YDX5yvoFWtZVCn5+0ZgXT16QhxsyG7ppM/ZJSxLNaT5AAnfB1VFDb0sCHFh/84cYskXwecVBYUNqqRSSRsfnMi1yo7eWfzNf5lRQQHcluoau8lNdAJXwcLUgNdOZLXwLpkb765VkeMtz3hrtb8eFYwJwpb2Jtdz9pEbz45W4KtpSVFpWW05pymdsSXJicyMhKZTEZ4eLh5mLPI001ISAjnz5/HYDA8UvNBf38/W7Zsobm5GaPRiL29PW+88cYdu0m/j0ajITMzE4lEgtFoHDEEPDY2Fl9fX06cOGHWjPPz82PRokWsXr2aadOmsXXrVi5fvkx+fj7JyclMmjQJX19fJBLJD+ojajQaysvLqauro7e3FwcHB5ycnIiLiyMvL4+ioiH5nhs3bnDjxo3b3h8SEsLatWtxd3e/7YY0ODhIXl4eWVlZ7Nq1C0EQ8PDwQK/X09XVhSAISKVS+vv7CQgIMNcS3g9SqZS1a9eybds2du7cyY9+9KMRabDvp3RTU1P59ttv+dOf/sRbb711X7V8Is8GBoOB4uJiysrKmDFjhrkR6X5Rq9V0d3eTlpY2KuUIMTExXLt2zSxfdOPGDRISEoiLiyMuLu6R13/SER07hoq6ATqNVoS4GYn3c2BKsCNbLlUiEQTzkPs7McHPkbqOPnoGBjEYTcjvcK8SBIHNlytxsLJEEEAhk+FsbcH6iX5cqWgnJcARQTDxf48WsudHUwH4+dxQtl6pJtH/9giECdiSWc2yOE/qOwdIC3XGiAm1RkdXnw5BgA/Sgmjs1qDW6KloHUApl7Igyp2bNR10Duo5nN2AVAp+Tiq+LWhiVpgbi2I9aerW8D/35VHb0UerWsP1qk5emOCDIOnHxUZOc48WC6mUndeqaekZ4EBOM3MinWnotsXBSk5ubTc9/Y0YjCYkEgEjkOBtT1Z1OxfKO3C0lnOzthOJYOLDWaH8w5bzSHuvj/h8EomEDz740ajNBRV5clAqlRiNRoxG40M7dgaDgWPHjpl33j4+Pnh6et7X5AO9Xk9eXh6CIBAaGsqpU6cICwsz/9bs7e154YUXUKvVNDQ0cODAATZu3EhycjILFy7kF7/4BQcPHiQ7O5vTp09z9epV1qxZg9FovKN48q1btygsLMRgMFBQUIBKpcLJyckc/bt+/bpZ5mSYoKAgpk2bRn9/PwMDAzg5Of2gRpxCoSApKYmkpCS6urooLy+npqYGCwsL4uLiMBqNDA4OEhUV9VDyJHK5nLVr1/L//t//47/+678ICwsbofAfFxdHbm4u+/btA4acPVEv8vmhpKSEo0eP0t3djYWFBVVVVbz//vv31chmNBqpqKhg7969SCSSUdOJLCwsxGg08v7779PW1sbu3btpbW19bjYbomMH5guUVN1AeasVn58t5Xfr4mhUa5BJBX57qoR/XhF9W4q0u1+HnUrO8gQfjH9xZP6a6rY+rCxlLEvwpbtfx/RQZ5p6BtHpDOTXd6Me1HGqqIn/c7CQUDdbsirb8XW2YlBn5KWJf5X2MJooaVYT7m6Dt6MSmVQgxtsOvdHI5bJ2jEYTrnaWYDIR6m7Db9NLife1Z0G0O5OChiJxCX4OfHSqhJbeQWra+0n2d6KspY+/XxyFVCLgoLJgWZwH/78jhThaWfDrVTEcy2+irLUHTzsL1IOwP6ee9cm+qDU6poU58f9OlPLLeRGkBjmh1xvxcVKhkMlo7dES623Lzmu1JPk58eW5chbGeiCXSbGQSMmr6yYlyJne3KF0+KxZs3Bzc3tgzS2Rp4fS0lL8/f0fafxURkYGhYWFrF69+rai/nthbW2Nh4cHHh4e5nmrfX19t20ibGxsCAsL4xe/+AWZmZmkp6dTV1fHggULyM7OxsnJydzRm52djYuLC0ePHsXKympELdrly5dHzC22tbXlzTffRKvV8u///u9mpy4sLAypVIqlpSVpaWkPPQ/X3t6eCRMm3LPO8EFRqVRYWlrS39/PrVu36OvrM2sKdnZ2IpVKCQkJYebMmWIa9jlBr9dz4MAB8vPzzR3Xp06dQhAE+vr6KCsro76+nu7ubuLj428777Ozszl58iQDAwP4+/uzdu3aUZssYzKZUCgUuLm54eTkhFKpJDc3lzlz5ozK+k864h2UoR3ypEmTuJyZiZXlJBytLYnwdmLnO5P5n/vzGNDrb3PqAPNg+x/Cw94SAQFrhRQJJho6+wlwseGTs2WcLmrGy0GJWqNnaogTv1s/gVNFzWw/VkSirz16g8BrU/zNa0klAhEetuj0Bnr6dPzvgwWsiPci1N2GBdHuZFa0ozOCjULKoN5I76COfzlSQICLDT9KC+aLcxXE+tjx4cxgdl6t5bShmZr2fl6b7E9nvxaD0YhOb6CosYdIDzs8bJXIZDLUgzpSA5w5fasZS5mUl5J9sFfJcbdTEuJqR5SnHVIJKC2kaA1Dkyo6+jRcLG3FaBKYFOBIr9ZAR7+Oi6XNvJHkys0bVygt7cLexop+iYTly5c/k405It9RWFhIWVkZ8+bNe+g1BgcHuXbtGqmpqQ/s1A0jl8vNKVngB50omUzG1KlTcXd3Z/v27Rw5cgQYunG89tprnDlzhoSEBObPn89nn33GgQMH+NnPfmaOWEVERFBdXY1SqSQhIYHY2FhgKMUplUoxmUy89957T7wzpNPp0Gg0zJ49m9TU1BGbr7S0NLZu3YpEInniP4fIo1NdXU1HRwdFRUVUVFSwcuVKYmJi2LlzJ319fcTFxbFx40b0ej12dnYoFAq2bds2Qk9xcHCQgwcPEhISwpQpU/Dx8RnVKK+DgwO9vb0MDg6iUChwcHAwS588D4jx8r8QFhYGJhOBqkGCnK0Y0BpwsrVk48sT6O83cjq/gb7BkUXHBqMJg3Goqbitd5A/X66itFk94jUWMilymYTeQT0e9krc7VX0aHQEu1rz94sj+f9WxPKbFxPwtFXyz4cLCXS24o0pgWh1RnZcq6am/bsfY2FDDxfLWtl5rYaUQEd+OjsURysFt5p6uNWsRqM3UVjfzeWKDnQGI+Fu1lhbyrGQCvzpQhkxXrYEuVjjYKVgcawnHraWRHjZMjtiSALlUlkry/94EX9HFSFuNqi1emK87fiXVXGsmuDD/Ch33pjiz7QwNzr6dNR3DuBpb0l1Rz9NPRokgkBObRcDWgO5NV0cvNlEvI8D50rbuFDSzKuTfIg1VnH50Bb0nU1oulppqq1i5cqVolP3HFBQUICXlxepqakPvYZer3/k5gtbW1sKCwvJzc3F0tLyvqZZBAcHExQUREtLCzKZjI6ODnNdn5+fH0qlkhUrVtDb28uRI0cYFhsYrucZGBhg7ty55lSTRCIhNDQUo9FIe3v7XY/7JGAymThw4AAmk4moqKjbIup+fn7Y29tTWFjI0aNHx8lKkcfBhQsX+Oqrrzh48CC1tbWsXbuW2NhY1Go1t27dAuDSpUskJibyy1/+kp/97Ge8//77xMXFmevd4LsRgaWlpchkslFP3ZeUlGBvb49cLqehoYGGhgb8/f1H9RhPMmLE7i94e3vj6eUFzXnonBxQ/UVkePvVWroGNby7JZt/Xh7O+knfpVk6+rQM6g14O6hwtbVkaZyn2dEbpqmrH4VcSmrgd8X/fYN6fB2tCHO34WZdN9Fedvx0XhilTT2oB7S09eqo6hwgLdyVyvY+fP8ilBzpOeT8TAkeWSdgMNpS1NhDabOa1CAnXG0tqWzro6Nfx4BGS7KvAxfLWlAPGPF3tuK1L68Q52vHBzND8HO2orKtF43OQEPXIH8zK5ivM6v5b/PD0ehN9Axo6ejT8puTJQQ5q5AgcCCnnrRQZ+Z1u3OqoJn/vjCCJH9Hegf1rE3y4dub9Xx1qQapBP7pYD7OVnLcbSwItIVTtSUAJKZO5vLp4wQFBT105EXk6UIqldLd3U12drZZL+5BaWtrQyqVUl9f/9B2LF68GAcHB8LCwnB1db2t1q+zs5O+vj5UKhUmk4menh56enro7Bzq0jYajUyZMuW2Tj0/Pz+WLl3KwYMHcXNzIyUlBYVCQXBwMGVlZRw7dowFCxYgCAKCIODm5kZBQcEDTYQYD/r6+igoKGDOnDl3rHsdqon9gM2bN5u/I5Fnk9zcXOzs7Pjggw9G6DbKZDIiIiLw8fEhMjJyxLmh1+vJzc3FysrK/Ft3cnLixz/+Mfv27ePrr7/mvffeG7XzoKGhgaKiIpYtW0ZXVxdbt27Fy8vriZ8sMZqIEbu/IJVKeWnDBpztbbGuuUBRRTUDWj0TAx3ZkOJPoIuKf/22mN6B71TtXWwUeDt8VxNgr7IYoeXW2D2AzghyqZRLpW1o9UMCrSoLKWHuNrT3afGws+Szs2V8dq4MC7mMvAY1E/wdmR/pzt8tiGBqsDPFjT13tLm6vY+ixh4MRhNe9koWx3oQ6maDl/2Qxt7aJF9+NT+CT85V0KkxsibJGxuFnE9fTeL96cH0aPRUtfVyqaydnVdreHd6ELZKOf9raRSRnnZ42Vtyqbwdf2drXp8cQJSXHZszq8kobuKDLdeZFuxIkKs1EZ52FDf18A/78mjoGiC/QU20tw0WEvCws0QA9IKUizm3zLZfPn0c4JHSciJPF7NmzcLe3p4jR46YZTIehMHBQdLT03F2dubFF198aDssLS2ZNWsWXl5et9X6mUwm/vSnP/Hll1/y+9//nj/84Q98/fXX7N+/n7a2NgDmzJnDnDlz7iiXMJxuvXr1KjBUvzscEbx69SoNDQ3m19bX1yOVSmltbX3oz/I4UKlUqFQqOjo6zCLTf41EIkGj0TxwN6TI08Xy5ctRq9X827/9Gzt27ACGOr7Pnz+PlZUVwcHBt2VfhpsT+/r6+PTTT83jAZ2cnHjllVewsrJiz549D3VN+D7DIuVfffUVrq6uxMbGkpWVBcCGDRseWkD8aUSM2H0PlUrFG2+8wX/8x39w9cpVtueG8uJEP96cFsTkIGf+x/5ctmdV8XpqEPK/1NwNp1y+f5FXa3Q092j43wcKEDDh46jiVwsisJAN+dFDTRC93KhpZ8fVOqQCTAtx4euLFbwxJQAHKwvC3Yfqfq5VdlDS1IWfkxUanYEejQ4fBxUSiYC3vZLLFe3sul5Lir8Tzd0DhHrYoNcbmRLszEenSvj5vHDemOLPlsxqdlypxl5pwfZrNfzb2jj+6WA+Gyb60tU3yLH8Jn46J5SVib5UtfXR3jeIwQTh7jb0aHS42SkoaOimR2NAPaBl/URfihp7cbW1RCoIyCXQ3jvIwOAgng5y2ntMvD8rGJPRRKfGwLwoVzRaI90etmRfSAdg/vz5Yk3Oc4S9vT2pqans3r2bgYEBtFotWq0WZ2fnezbMXLlyhRMnTmA0Glm7du0DaRo2NjbS3d2NyWTCy8sLGxsbqquryc3Npb+/Hz8/PyIiIlAqlZhMJnMtjr29PTExMURGRrJ9+3asrKxITk6+p1xCREQEN2/epKmpCZ1OR05Ojvm579u9cuVKDh06xN69e3F1dX1izwWJREJKSgoZGRnk5+cTFRXF/Pnzb+t6tLa2fuZGM4mMxNvbm/fff5/jx49z69YtDh06RElJCVqtFgsLC7KyshAEwTzHFcDf35+5c+eSkZFBW1sbe/fuRaVSERQUhEKhYPXq1fzpT3/i0qVLTJs27YHsKSkpobGxkfj4eI4ePUpJSQmJiYnMnz/fXMM6vDF5nhAnT9yBc+fOkZGRQa//DLw83fnpnDC0OgNag5G3N19jTZIPayYM6WVdLm/jt6dK2fnepNvWaekZoLVXi7VChq+j6rYdfl5tJ3+6VMnP5oTR1juIt4Ml2zJr2DDRn4O5dTR0DfLTOSHk1XcT5mZDfkM3dko50V525hFkfRo9Z0paWBL7nYaWWqOjd1DPkdwG3p4eRGNXP609Gv7rVAkanYFkfwe0BoHDuXXE+zjy5tQAPO0UeDhYjbDvy/PlpBc18+6MYJL8HcFkwtpSTptaw7H8Jv54uoSXJ/pT2d5HfVc/Ne39JPg5kFPTia+jikQ/B0wm2JlVS4y3PREetvS0t2BRlgHAP/7jPz7TIpEit3P27FkyMjKQy+Xo9XpMJhNSqZT169cTFBRkliPp7+9HIpFgMpno7e3l8uXLJCUlMWnSJHPKxmAwUF1dTVtbG2q1mp6eHgYGBhgcHESr1WJpaYlWqx0RJZNKpWZhXwcHBywsLGhubgaG6uFWrFhBR0cHOTk53Lx5k+7ubhQKBVqtlri4uPuamGE0Gvnd736HnZ0dfn5+nD9/nmnTpjFz5szbfu8Gg4GNGzdiaWlJREQEMpmMuLg4LC0taWlpMdcgeXp6jtDo0+l0ZGRkmDXrdDodsbGxYyYzYjKZqK6uprq6mkuXLmFhYYG7uzt2dnYYjUZaWlqor6/H29ubt956a0xsEHlyGBwc5Ny5cxQUFODu7s78+fO5desWp0+fRqfT4enpyTvvvHPb+8rLy83jwX75y1+af68HDx6koqKCn/70p/d9TxgYGOD3v/89AwMDAFhZWbFs2bIRo+22b99OX18fb7/99ih86vFFnDzxiEyePJmcnBwkHUXk6BT81/FCfjE/EqlUgrVCSmlTN/1aDySCwKQgZyYGOAHQPaBDIZOYO2hdbZW42ioZ1BvMP9buAR3FjT1MDHQixseBf1ttS2vvIBP8HDEYTThaWaLRGxCAn8wKxE4pZ1rIUE3dLNvboxRSqYC/00iHzMZSjo2lnDVJPvQN6nGwUpBX14VEEHh1sj/hHnYYDEacrCxIDnBEAmy/VsuHs0K4VNaGSi6jpFXN1BBnZoa78Lv0cmo6+nl1kj+3Gru51dKLjaWcj1+awMGbjaSFOqGwcONwTiPBbtZIEQhwscLfRYXOYOJ/LYngVFEr/o4qFkydyLHDjdTU1IhO3XNIZGSkuaZNLpfj6enJiRMnOH78OAsXLuTw4cN0dnaiUCjMI7MEQSAlJcVcnzY4OMjp06fJzc1lcHAQiUSCjY0Ntra2qFQqc9G0Wq3GwsKC9evX4+XlhdFopKCgAJPJhKenJ76+vjQ1NfHZZ58BmG8Ijo6OzJo1i5kzZ9LS0kJOTg45OTnmjtZ7IZFIWLp0KQcOHKCmpgYY0pq70+9dKpWyePFi9uzZw4ULF9BqtZw9e5a4uDjy8/PRaDTAUJ1SQkICLi4u9Pf3U1ZWRnt7O3K5nIsXLwJD3f0PK5NyLwRBwN/fH39/f7P4a2dnJ3V1deZ6wYiICKKiosbk+CJPFgqFgrlz5zJ37lwMBgOHDx8mNzcXT09PPDw8iIiIuOP7SkpKzDWq3z8f/Pz8yM7OxmAw3LfcVUZGBgaDgQ0bNlBVVcXkyZNHCI53dXVRUlLCsmXLHu3DPoWIjt0dkMlkLFy4kG3bthFhXUmczwzUGh02lnL+x8II9tyoI6+uG097JT6OQ2nRAa2B2o4+88gvjc6AyTQkAdI/aEAhk9LVr+XPmdW8OmlIn+5iWRsT/R3ZnVVLgq8DGzPK2TDRlx1Xqgl2tcHR+rt5tGqNDmuF7Labg6VcSrTXd4WqWr0RiQB9gwbsVRb0DGixUljQ1KOhsq2P9MJmsqo68LFXkRxgT2VbH2HuNkgEAYVMyqQgZ5p7NFyr7sDfyZq9N+oobVYT521PVlU7H58pY1Bv5IUJXtR2DvDejCC6+3VUtKixt7JgUG/klUk+fH6uGidrCypb+7FTSVmX5IOlXIJcLiM6Oppbt24xMDCAUqlE5PnBxcXlNpHQJUuW8Mknn/D1118D8Pbbb5unOAz/3nt7ezl58iT19fXmaROpqalERUXh6up635uEv+7I9fDwICkpicLCQry8vEY8N+ywzJ8/n/nz5z/Q5wwKCuInP/kJBQUF6HQ6BEGgoKCAyMhIdDodcrncbHNAQAC/+tWvgCEF/jNnzlBQUICbmxtLlizBzs6OrKws0tPTMZlMKJVK5HI54eHhLFu2jG3btlFXV/fYRIEdHR0f+PsQeTYpKCjg1KlTdHV1sWLFinuWKSQkJHD16lUcHBxGnLPD/32nBGJPTw9tbW20tbXR3t6O0WjE0dGRa9euMXv2bEJCQggJCbntfWZ92keYcPO0Ijp2dyEkJITFixdz5MgRirJVRHrOxcZSjr2VgpnhbiT5O474YSotpER72Zv/3p9dj51SzsIYDxyshoo27ZRyXkz2xU459LdSLuG9LddZFOtGnI89/7w8imA3W2aHudCl0fP5uXLenBqIVCIg+95Fu6a9H18nFfuz64n0tCX0L85k76CeVvUgJpOJQJehgm3bvxwr0MWGP72Rgq+Dkt+eKsXfxQq1xsCqRG+O3mygX2fAZDJRUN/N7uu1eNgr+R97b6LW6Fga48H1qlYKmzpZFudJlJc9BqORry5XUdPZx4n8JuK87WnoHiDG05ZtmdW8PiUASyksiPakur2X9t5BDCYpKoWMpqYmgFGdGSry9KJWD0kECYKAyWTi66+/Nu/cvby8sLOzo6CgAIlEYpYdiYmJGbXJJBMnTiQrK4vq6ur7jsrdD3K5nPj4eHQ6Hf/yL/9yx9f8dTmCjY3NHSMMoaGhdHR0UFlZaU4dt7W1sWDBAlxcXGhpaXmuisNFxp/Kykp2795NaGgo69evv68aURcXF6RSqbkW02g00tbWZp7K8n0nzGQycfz4ca5cuQIMRcKHyzCuX7+Oo6MjEydOvONxent7OX36NFKpFA8Pj0f8pE8fomP3AyQlJdHR0cGVK1f5/KQrr8+MpqFbS4jr7fVyf80LSd58eaGSm3VdeNkp+MWuXP7XkiiCXL7TzEr0c+Q366xRyIcEhQNdbKjvGsDLXonK0oIXknyQ/mWahdLiux/8sPzJioSREQZrhQzrv8i0DDt/RQ09eDkqifCwZff1OuJ9bInwsEUmSHCyHkrtGjHxszmhlDb18OPt2axM8OSdaQGcudWCp52KgoZujEh4bVIAO6/W8E1WHdOCnRnQaOlQS+nVGGjo6uf9tBBOFDQR6WVPlLct72y+xs/mhLLpYhXNXX38dIKSnTlnKS4uZs6cOWOWNhJ5etDr9Xz77bf4+vry+uuv09HRQWFhIQqFAo1GQ319PQ0NDcTHxzNjxowxKYIeTpeOleyIVColNTXVLIj8faqqqggICLjnGkVFRbe9/yc/+Yn5+xiO4omIPC5OnTqFVColOTn5vkd1tbe3YzAYUCqVZGdnc/bsWbq7u5FIJKxZs8Ycde7s7OTkyZMUFRUxd+5cgoODEQSB7u5uurq6cHd3x9XVFZlMRk1NDRUVFeh0OvR6PZ2dnZSVlSGRSFi0aNFzM0bs+4jNE/egtbWVzz77bKjQG4Eea28C/AOJjAgjwc+Rlp5Bwj1u/05MJhM367opbOgmq6oDO5UcD1tLwt2tcbVTEeY+Ot/j/ztxi1/OCzP//YfTpXg7KHG1UTA52IWsqg6iPO04nNvAreYe5BJYkeBDRVsvIe7WBLvY0tY7SGOXBqNpaFrFR6dKmRnmxqwIV3JrunCylmMhEzhb3ErvoIEAZyX7bzbhY2fJrEh3TCZoUWuI9rTD2caSLZerSA1yYm6UO1cr2tBr+mnIOUttbS3e3t7ExMSQnJws1tg95xiNRk6cOMG1a9fGbfpCYWEhu3btIjY2lhUrVoz5b7Kjo4Ouri6zMPL9Xk8HBwfZt28ftbW1hIaGkpSUhJeXFzqdjk8//RQrKyveeOONMbVdROT71NbWcuLECerq6pgzZw5Tpky553sGBwf593//d7NsTmRkpPm3PBxxvnDhAunpQ8oJEydONDtq35faGZ5XPNwtr1QqsbS0RCaToVKpiIyMJDo6+pkq9XkQP0x07O4DtVpNU1MTtbW1XLhwAZPJhF9wON4xqRy42cIbU4NI9L/zbr+ytZffnSwmyNWGAb0JiQSuVnSgHtQzO8yVV6cE4GJz72HJf43JZKK1dxABwfx+vd7I/tx6UgIccbNSoFB8F5Dt1+pRWcho7x3E0cqCvPpubjWpKWrswcteiZ+TFc7Wcpp7NOy+Xs8v5obw/x0uZEW8F4dv1tPco+HHM0PZdb0WNys5GaWthLnbsTjOk7kRbry5+RppoS4k+Drg42hFkIs1/f197Nmzh6qqKpRKJRs2bMDb2/vh/hFEnhmGmxjOnz9Pa2vrfd8UxoKqqio2b96Mi4sLa9aseWIlR+7GuXPnOHfuHO+9995zGZkQGV9MJhMHDx6kvLx8xCi9H6K+vh6dToe9vf0I3cPe3l5u3LjBmTNn7vre4U55pVKJn58fRUVFTJ48mdmzZz+2GtPxQuyKHWVsbGywsbEhJCSEtLQ0MjIyhmpyauvIGgzFw155V8cuwMWaXy2MxN1WQV5DD2FutiyMVvNPBwuYGuJEv1YPjHTs+jQ6rCx/OK0yqDey93o9Ye42uNoqiPK0o7V3kImBTvg4qDhV0MSgfkiiZWWiDzq9EYPUwKmiZi6UtfGLOaEsjfMk2NWasyWtzAxz4VheIw5Wcv7HwjDa+3SEuFrj52RFVdsA65I8KWjoZnKgM9YKCe39ejwcVHjbK/nNyVJemRTA15crUVrImBXhjkajYc+ePTQ3N7Nq1SoCAwNHdCyJPJ90dHSwdetWOjo6CAoKYsWKFeZGifHAz8+PhQsXcvnyZXbs2EFiYiKhoaEolUoUCsVD163pdDqztMpYodPpuHLlCvHx8aJTJzIuCIJAcnIyOTk55OXl3bN5AritSQmGRott27YNiURCfHw8Wq2WwsJCrK2tzePHYGhTGB4ezuDgIKWlpaxcuXJU62KfFcSI3UPS3t7OF198QVhUDIHxk4j1vnMht8lkoq5zAB9HFUajibMlrXjYKajvGmB2hDsmk+m29M+/HC3EQWXBj9KC73r84qYevO2VHLrZiJutAj8HFUFuNjT3aDCZQG80opRLsVdZsD+7jsvl7byY7EvvoI4Yb3ucrBX0aHTo9EYspBJslHIK6ruwU1rwyblyUvwdmRPphlZvZN/1OlxsLQl2tUJpIcXZSoGVpZz8+i7kEgGdwYR6UE+omw0Gk4nmqlKOHz+OTqdj5cqVz9UoF5G709fXx+eff45MJmP16tVPVFFzc3MzZ8+epaysDJ1OBwzdtFxdXYmIiCA6OhonJ6d7rlNSUsLp06dpbm42F3t7eXmxaNGiUW9uGE5DffDBB/dlm4jIWLFnzx7Ky8v54IMP7mv28l/T3t7Oxx9/TExMDPPnz8fS0pI//vGP9Pf3MzAwgIWFBWvWrKGhoYGpU6cikUjQ6/XPVV2pmIp9TBw5coTi4mLe++DHWCuHom5Go/G2XbreYEQmlZBd3UF1ex9p4W7Yq374Im8wmvibbTeYGuLC+om+I9fTGxEkAlKJQEFDNxszypge4sILyUOvK2tWE+hihUQiIae2i3gfe6rb+6hu7aOlV4O7rZKj+Y38y6rvdjptvRoEBP77nlymBTtjZ2WBn6MVAS5WSICy1j70Oj2FjWq2Xq3mt+viKWvtx9laQWqgE5suVTGo1xOqr+HixQtERUUxb9488fciYiYzM5NTp07xk5/85LY5q08Ker2eqqoqdDodAwMDVFVVcevWLbRaLTNmzCAtLe2u77148SKnTp0iMDCQqKgoDAYDbW1tZGdnI5fLiY2Nxd3dHW9v71FxxLZu3YrRaOSVV1555LVERB6Fvr4+Nm7caB4Tdr9adN9n+Prg5ubGsmXL+OSTT1i9ejV6vR6lUklYWNi9F3mGEVOxj4mUlBSysrIoLS4kISGBxsZGvvjiCwIDA/H09GTixImoVCpkUgk3ajrxsLXkv+3OZWm8t1kX725IJQIzw12ZH+1+23MZJa30DOiYGuJMlKcdf9gwAYArFe3Eednhaa9EPainpKmXGO+hG2hJsxpLqYRAF2tivOywsvzun768pYcPt2Xz7vRA6jr7qe/WEORmS31XP85WFvzToQJa1YN09A6yYoI3CALHC1u4WdfNPy6J5Nv8Rib42mNsq+TQoQvmcTJic4TIMCaTiby8PAICAp5Ypw6GNCyDg7+LlCcmJqLT6UhPT+fChQtERkbi4uJy2297cHCQM2fOMHHiRObPnz/i+YiICPMki8zMTGQyGeHh4ZhMJhQKBYGBgQQFBY0YN1ZXV0dZWRl9fX3Y2toSERGBk5OTed3h5xcsWDDG34iIyL2xsrJi3bp1fP3116Snpz+UzmFqairFxcVYWlpy/fp1rKysiIiIeC516B4V0bF7BFxcXIiIiCAjI4Po6GiqqqowGo309PRQWVnJ1atX+eCDD7CxscH3L6nY1yb5cbKwidkRbvdcf02Szx0fnxPpxqmiJo7nN/HKZH/z476OKr65XsfsSDe87JWEuFlhMpm4VNbG3Eh3qtv7aO8dYOkfLrBughcJvg5otHpOFDTjY68k3M2aQGdrJgY6caWinZ/OCeX/HMgjyFnF7HAXHK0V5Nd3o5LLiPSw5XRRM9uu1rA83ou6zn4KMzKIjY0dt0J4kSeXpqYmGhoaWL9+/Xib8sDI5XJmzpxJQUEBGzduxMbGhuDgYEJDQwkMDMTCwgK5XG7+/792+oYnNsDQwPRjx47R09ODIAg0Nzdz48YNJBIJvr6+hIaG0tjYSF5eHiqVyjx/9fTp0ygUCsLCwrC1tSUzMxMLCwtiYmLG4RsREbkdb29vfHx86OjoeOg11Go1zc3NaDQaZsyYITp1D4no2D0ic+bM4eOPP+bSpUvmnf7SpUsRBIEvvviCuro6IiIicLYeStWuTfaje0CHXHp/RdV1nf1kVnSwKsGLtr5Bylp6SQ1wwtXaEoPhuyx6m3oQncHA+dIWViV40juoR2+EkroODt9spLFrgIUxHpQ2qwl0tqZJrQXA0kKGjaWMQYMRG6UFDe1dZGarsZKb2HW2D0+FHoVRS35RHRFhwXjZq1gWp6BZrWF6sDNTQ12J9LCht68PtVp9RwVwEZHh8oS/Hhz/tKBQKPjggw+oqamhurqakpISsrOzsbS0JDk5GZVKhUajueeNyNLSkpUrV454rLu7m9LSUm7dusWpU6ews7Nj4cKFJCUlIZFIzA0nzs7OtLW1UVVVha+vL/PmzXtsw817enqGsg8PkWITeT7YsWMHlZWVTJ48+aHXePnll/n222+JiIi4r0YMkTsjnqWPiKOjIykpKVy8eNE8J7G2tpbU1FQ8PDy4evUq4eHh5l28pVxqniV7PzhbK1gS64FEIpjFhzV6A7E+9gS6WKPRGfjp9hu42lgwMKinu1/LhbJ25DKBCHc7vjxXiZONJVKZQHufBmeFkf893w8X5+9qfNal+LEy3pv62kriuy6i64Iuhv43jAJobs9n5eo1nMiuQt1aTZ/Elui0II7lNfH1xQoSFAra29sf6fsUeTZxdnZGJpPR2NiIn5/feJvzUAzX+YSFhTFv3jza29vJysoiMzMTnU5HUlIS06dPf+B17ezsSEpKIikpCZ1Oh0w2cnSgo6MjH374Ic3NzY+94aSsrIzS0lJzaszW1paAgABmzZr1WO0QefJRKBRYWlo+0vnt4ODwVEb1nzREx24UmDZtGrm5uRw9ehQfHx/S09NxcHAgLS2N7du3k5OTQ0JCwkOt/X0nUGUhY3KQs/nvn+64QV1HP+WtfayI98DFXsnLk/zIq1Oz/VoN/74mjhu1nfzbigh6Kq7zTXqZuXXcwcEBk8mEXq9nwYIFREVF0dfXB8DChQuJjo5GrVaj1+uxtbVFo9Fw6NAhtny9GQBPT0+6GvI5n6EkNnUGjjYKvB0CKCgoYPr06WJ9ncgIcnJynrkuNicnJ+bPn8/06dPRaDSjMuLsbt9PdnY2hw8fZt26deYu85qaGhobG+86Vmk0yM7OprCwkKioKKRSKW1tbVy4cIHY2FicnZ3vvYDIc8Ps2bPp6Ohg+/bt/MM//IOYRh1HRMduFFAqlaxYsYJDhw7R19eHTCbjm2++Ye3atcTGxnLixAliY2NH/Yf+0YuJnLvVhKWFBHdbK9r7tGy+XEuomzWTgpypbOtn/9tx7P7mG7RaLfHx8fj6DnXOlpeXY2FhQXt7O7t37+bQoUMMDg4C0N/fj0qlGpHmsbGx4eWXX+bmzZt4eXnh4eHB9evXOXz4MM7Ozmx8JYWiYju+2bmdyspKAgMDR/WzijydDA4OcvbsWS5fvkxycjKJiYnjbdKoo1Qqx1zhfnjs2M6dO/nHf/xHDAYDmzZtAhhTx264UWTlypVIpVL0ej1//OMfSU9PZ926dWN2XJGnDzs7O3x9fenr6xOdunFGdOxGiZCQEH7yk5+we/duSktLsbW15ZtvviEtLQ2tVsv+/ftZsWLFqP7grS1lLIrzRm8wYjCZsOvVYmsppbqjn8XBKhpuXeTLg0W4urry2muvjVD5Hm4dN5lMlJSU0N7ejqWlJSqV6q5OmYWFBUlJSea/J0yYQH19PWfPniWn35ETBU1Mc/Hg6NGjfPjhh2LU7jlHrVazbds22tvbmTVrFlOnThV/Ew/J9+fYDs/BBMY8ahYZGcnZs2cpLCwkJiYGmUzGrFmz2Lt3L7du3XruJShEvkOn01FeXo6Pz52b/kQeH6JjN4poNBoCAwMpKSlh9uzZ7N27l/LyclavXs2ePXtQq9UkJCSMelGoTCpBMBgxGk1MDXGhoqyMc4cPY2try4IFC0hISLhrikcQhEe6OFtaWqI1mPj3b4uZ6G+HZ3A0hRdP0tfX91BClSJPNwaDgfT0dAoKCujp6cHGxoa33noLN7d7d4GL/DBvvPEGmzZtYtu2bdjY2ADQ1tZGXV3dmI3qc3V1JSAggMzMTKKjoxEEgejoaPLz8zl48CCrVq3C399fjNA85zQ2NvLVV1+h1WqZPXv2eJvz3PNsD1d7zJw6dYpvv/0WR0dHIiIiWLVqFbW1tfT09LBhwwYGBwfZv38/LS0to3rcsmY1/2NfHgNaPRN8bOgqvkRQUBA/+tGPSElJGdO6Jo1Gg5VSQYynFYJURnxoEDCkwC/y/HHo0CGuXLlCZGQkS5cu5d133xWdulHC19fXXF+nVqvx8fHBzc2N3bt3o9Foxuy4kydPpqGhgT//+c9otVoEQWDp0qUolUq2bNnCf/7nf1JYWHjH9+r1evR6/ZjZJjL+GAwG9u/fj6OjI++++y6hoaHjbdJzj+jYjSIzZ87EwsKC3t5edu7ciaurKykpKZw6dQq1Ws1bb72FUqnkyJEj9Pf3m99X1qJmx9Wahz5usJsNv14Vi53Kgt6uDjQaDWlpaY9FmiApKYnuri4i5O2oNXpCfN0ICQnh+vXrwFDR/JEjR9iyZQv79u0zj2sSefaorKwkNzeXJUuWMH/+fBITE8Wo7SgzLPwaHx/Pm2++ybp169BoNBw8eJD7GCL0UAQHB7Nu3Tqqq6vZtWsXPT09WFtb8+GHH/Lee+8RGBjIrl27OHr0KE1NTRiNRoqLi9m8eTO//vWv+Y//+A+ys7PHxDaR8ef8+fO0tbWxfPnyJ2pM4POM6NiNIvb29vzkJz8hJSWFsrIyPvnkE2QyGVFRURw4cICWlhZefPFF2tra+OijjyguLgYg2NWGqSGPVisjkQi42Vqaa5jGcvj49/H09CQxMRHb7jK+fnUoxRwQEEBLSwsNDQ0cOHCArKwsysvLuXnzJrt27Xosdok8XrKysti1axc+Pj7Ex8ePtznPLPb29sTFxVFRUYHBYMDBwYHly5dTVFTEzZs3x+y44eHhvPDCCzQ1NXHo0CGMRiM6nQ53d3fWrFnDggULyMnJ4dNPP+XXv/41O3fuxGg0olAo0Ov1ZGRkjJnjKTJ+dHR0cOHCBSZPnoy7++1TkkTGB9GxG2Wsra2ZPXs2H374IdOmTSMzM5Pu7m6srKy4efMmvr6+vPfee+h0OlpaWqjt6KdvUI+3w+gIjQ6Pa6qrqxuV9e6H2bNnI5FIOHbsKIODg2i1WhQKBQ4ODsTHxzNlyhTzNApR4PTZo7S0lCNHjhAWFsa6devEBokxZsqUKfT09HDlyhVgaGRZREQEZ86cYWBgYMyOGxYWRkBAAB0dHXz88cd89NFHdHR0IAgCEydO5G//9m959dVXmTJlCq+//jqenp709/cjCILZ3vr6enP3vcjTjclk4tixY1hbWz+UfqPI2CHeZccIZ2dnZs2ahZOTE/v37yc2Npbs7GxSU1OxtbVFpVJx9epVpDILvFJTRu24w0XMj/PiqVKpWLp0Kfv27ePQoUO0t7fj5uaGUqlk+fLlaLVa6uvr0Wq1z6TcxfPOlStX8PHxYdmyZaJT9xhwcXEhNTWVM2fOEBkZib29PbNmzeLLL79k9+7dvPLKK2N2bGtr6xEjowoLC5k6dSowtGkLCAjAz8+Pb7/9lmvXrgEwY8YM8vPzOX78+IjP4OHhgbOzMy4uLjg6OqLRaFCr1QwMDGA0GjGZTOh0OtRqNWq1mv7+fiZMmCCOUXtCuHbtGmVlZaxfvx65XE5rayuVlZUkJiaKG/hxRvz2x5jh7rWkpCQqKys5efIka9eu5Y033uDcuXOknzrBQH8vc+bMGZXj5eTkIJPJHns6LCIigu7ubvPFe1g9XKfT8a//+q8AvPfee2K4/hnDZDLR3t5OSEiI6NQ9RmbOnEl+fj5Hjx5l/fr1ODs7M3/+fA4cOEBraysuLi5jctwZM2Zw+fJlYGgT+deNWXq9nj179nDr1i2WLFnC2bNn6e/v5/3332dgYIDu7m6ampqor6+nubmZW7du3bYJFQQBiUSCIAjIZDJsbGywsbFBEAT27t2L0WgUx02NM/X19Rw/fpyUlBRCQ0Opr69ny5YtaDQaampqWLNmzXib+FwjOnZjjLW1NXK5nG3btmFlZUVJSQlZWVlMmDCBlStX4ubmxsmTJ5FKpaSlpT3yzbGiooKAgIAxF0y9ExMnTjRLpwyr8Dc3N5ufv3btGkuXLn3sdomMDQaDgd27d9PV1SVGUR4zFhYWLFu2jG3btnH27FnS0tIIDAxEKpVy6dIlZs+ePSaNKwqFguXLl3Ps2DG0Wi3V1dUolUqMRiNyuZycnByqqqp48cUXCQ0NpaOjgytXrhAbG4uHhwcqlQoPDw/zJB6TyURvby+dnZ0olUpsbGxQKBR3vA6aTCYOHjzIoUOHCAkJeWxzckVGUlhYyOHDh/Hw8GDevHn09vayZcsWnJ2daW9vf2rnQT9LiDV2Y4yrqyt/8zd/Q2hoKO3t7ej1eo4cOUJmZiYAkyZNYtasWZw7d47t27c/ctdoe3s7rq6uo2H6AyMIAg4ODiNGK3l5eZGcnAwMaR2JPDscPnyY0tJSVq5cKYqSjgMhISHEx8dz9uxZGhsbsbW1Zc6cOeTn57Nx40bq6+vH5Ljx8fH83d/9HQBFRUXs27ePAwcOsHv3bqqrq81OHUBaWhrOzs588cUXZie0ra3NvJYgCNjY2ODr64uLiwuWlpZ33dwKgsDcuXMB2LZtG3l5eWJDxmNkYGCAvXv3smvXLvz9/dmwYQNSqZT09HQEQSAtLY2BgQEiIyPH29TnHjFi9xiwtrZm5cqVBAQEmDvKTpw4QUBAAO7u7kybNg0PDw927tzJvn37WLt2rfni1tg9wI6rtfx87v1pAw0ODmJpaTmWH8eMyWSis7OTzs5Ourq6kEgkyOVyrK2t8fX1NadTZs6cSW1trVmDS+Tpp7a2lpycHJYtW0ZsbOx4m/Pc4uHhQU5OjnkzlZqaSkxMDNu2bWPfvn188MEHY9IhL5FI+Lu/+ztaW1txc3NDKpWi0+mQSCRYWFiYXyeXy3n77bfJzMykurqay5cvc/78ed544w28vLwe+LgqlYp169aRmZnJ3r17KS4uZunSpY/tmvc8YjKZyM3N5eTJkxiNRlauXElMTAyCIKDT6cjJyWHOnDmUlJRgbW1tHn8nMn6Ijt1jJD4+nt7eXtLT0297Ljg4mNWrV7Nz507S09PNNXfutpZM8HOgsKGHSE/bO67bO6jHWiHDaDSaO1LHEqPRyNWrV7ly5QpdXV13fI2NjQ1Tp04lJiYGjUbDu+++K9ZgPUPcvHkTa2trUdpknBl26E6dOsWCBQuQyWRYWVmxePFiPv/8c/Lz88fM8ba0tBwRqb3b9AmZTMbUqVOZOnUqer2ezZs3s3PnTl588UU8PT0f+LghISGEhIRQWFjIwYMH+fTTT3nzzTfN9cxPEoODg+zbtw+tVou3tzczZ8584q+D7e3tKJVKbty4QWdnJ01NTTQ0NBATE8O8efNGpPhlMhkWFhYMDg6Sn59PXFzcY5PaErk7omP3mElOTqa3t5fw8PDbGgnCw8OZM2cOp06dIiIiAi8vLwRBINzDBhvF3adH7Lhaw1tTA+ju7sZoNGJre2cHcDQwGo0cP36cq1ev3vH5YQHV5uZmjh07xrFjxwDMkwjEnfXTz+DgIFVVVeYB8SLjR3BwMEuWLOHYsWM0NTWxYcMGVCoVnp6e+Pr6UlhY+ERFVGUyGWvXruU3v/kNX375JX//93//0I5AZGQkCoWCLVu2cOHCBRYuXDjK1j48TU1NSKVSWltbuXXrFoIgUFlZibW1NSkpo6eCMJoYDAYuX75sDjzI5XKcnZ2xtbXllVdeueMMcUEQCA8P5/z58wiCIKoePCGIjt1jRqFQsGDBgrs+P2nSJDIzM7l+/bo5VeFq88PO0MoELzQ6I3Z2diiVSsrLyx9p/mtvby/d3d3IZDL6+/txcHDA3t4egGPHjpGVlQUM7dCnTZtGcnIye/bsoaWlxdwV6+PjQ0BAAIIg4OvrS2ZmJp9++imrV68es7mWIo+HnTt30tPTw6pVq8bblOceQRCYMGEC7u7ubNmyhTNnzrB48WJg6Mb8JDre1tbWODs7Y2lp+cjRndraWgAcHR1Hw7SHpru7m+rqalpaWujq6qKgoGDE87/4xS9IT0/n/PnzJCUlPfaoVmVlJYWFhdjZ2eHn54enpycSiYSuri7a2tooKSmhoKCAgYEBvLy8cHBwYPbs2ebr/g8xd+5cSkpKCA8Px9n50YT2RUYH0bF7wpBIJEycOJH09HSmTp2Ko6Mjt5rUhLnfPc3gZK0gt7aLOB97Jk+ezOnTp5kyZYpZrPh+6Ozs5MqVK9y6deu29KqFhQU/+9nPUCqVJCcnYzKZcHV1JT4+3lxPM6ydZTAYKC4uJjc3l8rKSvR6PZaWlrz33nvs2bOHTZs2ERgYSHBwMImJiWM6x1ZkbKivr2f69Oni+KAnCC8vL+Lj48nLy2PhwoVIJBLs7e2pqqrCaDQ+Memx4bmibW1tvPPOO4+83tSpU2lpaeHEiROoVCpiYmLo6OggKyuLoqIi1qxZ81C1fA/Ktm3baGlpwdbWFltbW3x8fEhISKC7uxtfX1+sra2Jjo4mJyeHzs5OnJycxtwmgL6+Po4dO0ZBQQEODg709fWRnp5OQEAAKpXK7IDa2NiQkJBAXFzcAzffDY+XGw8lBpE7Izp2TyDt7e3Ad1Ma7FVyTCYTtR0D+DoNtfj7//cjVP16sfk9cT72AEyYMIH09HTKy8vvOyyu1+vZtGkTOp2OmJgY/Pz8cHJyQq/Xk5ubS1ZWFlqtFqVSiaurK0uWLLnrWlKplKioKKKiojAajVy/fp2jR48yMDCAv78/fn5+VFdX8+233/Ltt9+SlpbGpEmTRhRcizy5mEwmJBIJxcXFJCYmihfzJwidTkdfXx/9/f1YW1sTExPD9evXuXLlCpMmTRpv8+jv7+fKlSvk5+ezevXqh6qv+2tkMhlr1qzh4MGD7N27l5MnT6JWq7G0tESv11NaWjrmjp3JZMJgMJCYmPiDck4eHh7I5XKysrLMJStjSWVlpXmE46pVq4iOjsZkMvHP//zPSKVSCgsLmTZtGomJidjZ2T1SdFecCf1kITp2Txgmk4mcnBwAc62cm+1QKnbYqQNGOHXfR6lUEhwczKlTp8wO2r3o6OhArVbz2muv4e/vb368ubmZ7OxsYmJiHqpuTyKRkJSUBEBGRgaVlZWEh4czd+5cLl26RHNzMxkZGdy4cYMPP/wQtVqNQqHAysqK7u5uTCYTdnZ2T0y0QWQo9bdhwwa2bt3KmTNnWLRo0XibJPIXLCwssLGxMd9k/fz8SE1N5dSpU7S1tbFw4cJxmwgwODjIxo0b6e3tJTY2lujo6FFbWyKRsHz5ckJDQ2lsbMTR0ZHo6Gh27NhBS0vLqB3nTvT19XH69Gna29vvKTKvUqmYMWMGp06dwsvLa1S/g7+mubmZHTt24OXlxerVq7GysgKG7i+hoaGUlJQAEBgYeF/pVpGnC9Gxe8IYLkatqqpCrVY/VKeXW+x0Wtv3s3fv3vtKdwyPCPrr1G1WVhYmk4nly5c/9G5OEASSkpI4evQoAMXFxRQXF494jZ2dHWfPnuXSpUu3vd/e3p6AgAAWLFggRvWeEHx8fAgODhZ1CZ8wHB0d6e3tRafTmUscZs+ejZWVFWfPnkWtVrNu3bq7dq+OJeXl5fT29vLiiy/esQj/UREEgcjIyBEaajKZDIPBMOrHgiGH7vz581y/fh1BEFi0aNF9yTlNnjyZlpYW9uzZw8WLF3nttddGvaFMr9ezbds2HB0defHFF83Xzfb2drZs2UJXVxdSqRSDwcC+ffv42c9+9kTWYoo8PKJj9wSyePFiPvvsMzZt2sTs2bOJjIx8oBPPxkqFW3gyJZePU1JSYhYLvRNNTU2cOXMGNze323ZuXV1dyGSyR74RCILAW2+9hUajwcrKCqlUSm9vL3K5HAcHB6ytrbl48aL59TNmzCA0NJS+vj5u3rxJdnY22dnZBAYGsm7dOtHBe0IYDwdB5O74+flhMpmorKw0n/PDUiMeHh5s2bKFvLy8xy5RYzAYKC8vB8DT0/Opr6vt7+9n8+bNqNVqpkyZQkpKyn1PwRAEgWXLlqHRaCgpKTGnjUeTyspKenp62LBhw4hr5YEDB5BKpbzxxhvY2try+9///rHV+ok8XkTH7gnE2tqaV199lRMnTrB7926CgoJ48cUX75hGyaxoJ8TVGifr77TrJgY6kRLgyPa2Cnbs2IG7uzvh4eFMnjyZmpoa2traaGpqoqqqis7OTpydnVm1atUI5/H69euUlZWNSrqgtraWqqoqrKyssLKywtXV1Vygm5ubS35+Pk5OTjg5OdHe3o69vT2enp50dnaSlpaGo6Mj586do6Kigi+++IK33nqLiooKWlpasLS0xM3NbUQKWWTs8fDwuKvkjcj44OzsjKOjI9nZ2QQFBY1wvIOCgvD19eXmzZuP1bHr7Oxk27ZttLW1YWlp+Vg3A3Z2dmaHcrQYHBxk69at9PX18dZbbz1UF6hUKmXlypV8/PHHHD9+nJdeemlUI2bD0zja2tpwc3MzP67VavHw8MDJyYmjR48ik8l44YUXRuXYRUVFtLe34+XlhU6nIyAg4Kl34J9mRMfuCcXZ2ZkNGzZQWlrKzp07+d3vfkd4eDgeHh6EhoZiZWWFyWQiNfDOOy5BEFi7di35+flUVlaSkZHBuXPnMBgMSKVSnJ2dCQ4ONneoft9pNBqNHD58GOCRp0VoNBr+9Kc/jXjMwcGBDz/8EKlUau6eLSsrMz9/4MABampqyM7Ovm29/v5++vv7+eabb0Y8/tf1gSJji42NDT09PWi1WjGC+oQgCAJTp07l8OHDfP7557zwwgsjZEBSUlLYvXs3t27deiQ5pPvBZDJRW1vLlStX6O3t5Z133sHV1fWx1vj5+vpy7do1+vr6zDVmj0Jvby87d+6kvb2d11577ZGkPSwtLVm6dCnbtm2jsLCQqKioR7ZvmJCQECIjIzl8+DDe3t7mEpvhKSX5+flYWFiwYMGCUYkW9vb2smvXLmQymXkk5vr1638wUyQytoiO3RNOSEgIb731Fjk5OZSUlHDt2jUcHBxYuHgJn2f38q+rYpBKvttxtaoH6R3UE+BshVwuJyEhgYSEBGJiYmhoaCAsLAw3N7cf3KUNNyvY29s/8tw/hULBxIkTuXLlivmxzs5OOjo6cHFxYcmSJZw+fRpBEFCpVEgkEoqKisjOzsbBwYGoqCh8fHxwcXGhqqrKfKGyt7dHrVYjk8mwt7fHxcXlkewUeTCMRiOAWJvzhJGQkICHhwc7duzg22+/ZcOGDebnIiMjCQkJYd++faxYsWJMR/x988035lraKVOmjEoH7IMyPBVjNMYZVlVVsX//fgwGA6+++uqoSP2EhITg5uZGWVnZqDp2giCwZMkSPvnkE/bv38+rr75qTgGnpKSg0WhwcXEZtU7WwsJCBEHg5z//OaWlpezbt4/e3t5RWVvk4RAdu6cADw8PPDw8WLhwIR0dHezbt49tW/5MVEAguflS4qMjzM6YhVSC4S833e8zPIbnfjCZTAiCQGxs7CPfuAVBYMGCBSQnJ1NVVYWHhwd2dnbmHbSjoyNr1qwZ8Z5p06Zx7tw5kpKSRuyKh8cnAfz0pz99JLtEHo3W1lasra3FdMsTiLu7O7Nnz2bv3r00NDSYnSpBEFi1ahW7du3i2LFjt0XqH5Xu7m6uXLmCXq+nuLiYiRMnMnny5DGdhPND2NraYm1tTUNDwyM5dmfOnOHcuXP4+vqyatWqB9IHvRdubm63de62t7czMDDwSELuSqWSFStW8PXXX3P58mUmT56MIAhjoj3Z0tKCq6srSqWSmJgYLl++bJZDEhkfRMfuKcPR0ZE333yT/Px8MjMzObRvNyePWeLp6UlycjJhYWHYqW7vpB121u6H3t5eTCbTqLbBD9fQ3Q8qleoHp3OIjC/D+oRP0qgqkZFERUWRkZHB1atXWbFihflxS0tLZs+ezaZNmzh//jwzZ858pOMMDg5y8eJF8vPz6ezsRKlUolQqiYuLY+bMmWM+t/qHEAQBT09P6uvrH3qNpqYmLl26REJCAkuXLh31CHVjY6NZZ89kMpGbm8uRI0cQBIGf/vSnj5RCDggIYNKkSaSnpyOXy0lKShp1+wcGBqiqqjKrNwxnXox3CC6IPD5Ex+4pRBAEYmJiiImJob6+nvLycioqKti5c6e5di4yMhJ7e3tu3LjBjRs3UKvV+Pj4EB8fT3x8/F1PcL1ezx/+8AdgyMHLycnB1dWV+vp6WltbUSgUyGQywsLCbpt1K/J8IAgCOp1uRARV5MlCIpEQERFBdna2ua52GE9PT8LDw6msrHxkx+7MmTNmJ3/69OlERESMqzP313h5eXH58uUHmr7R399PVlYWZWVl1NbWYm9vb454jSZqtZrW1lb8/Pyor6/nzJkzlJeXExMTw61bt8jMzGT27NmPdIzZs2ej0+k4evQoFRUVrF27dlR1QS9fvkx7eztKpRKTycS3335LRUWFeaydyPggOnZPOV5eXnh5eTF9+nSqqqrIycmhoKCAzMxMYEjuIC4uDmdnZ8rLyzl48CAFBQW88MILdyx67+/vR6vVAnD69OkRzw3vxIxGIxkZGUyaNIlp06aJ0weeM4qKijAajeNSNyVy/8TExJCZmcm2bdtYvXr1CEmOnp6eR4qqGAwGioqKuHLlyj0nLownoaGhnDlzhsuXLzNlypT7es+JEycoKCjAz8+PNWvWEB4ePibdvBYWFgQHB5OVlUVWVha2trbmpoNdu3Y9UqRxGKlUyuLFiwkKCmLnzp2cP3+eGTNmjIL1QwyXYqSlpdHQ0MDVq1dJS0sT07DjjOjYPUP4+/vj7++P0WikqqoKjUaDn5+fOZyfmppKWVkZ33zzDVu3bmXDhg237a5tbW35+c9/TlNTE66urkgkEnp7e831KjB0Ub98+TLp6emUlpby/vvvi5pmzwkNDQ0cPXqU0NBQfH19x9sckR/Azc2Nl156iV27drFx40ZWrFhBUFAQADU1NQ+8nkajobS0lJKSEsrKytBoNAQEBDB58uTRNn3UcHd3JzU1lYyMDMLDw+9ZDmI0GikoKGDq1Kmj6gDdCYVCwUsvvURvby/t7e24u7ubr8eOjo7k5eWN2rHCw8OZOnUqZ8+eZeLEiaOmnTdcbyiXy2loaACGRJjFaUHji/jtP4NIJBICAwOJjIy8rUYjODiYV155hebmZr7++mt6enpue7+trS2hoaHY29tja2uLp6fniA4qqVTK1KlTSUpKorOzc8w/j8iTgcFg4PPPP6evr4/58+eLHbFPAQEBAbz//vu4urqyZcsW0tPTMZlMTJ8+HRiqkbsfamtr+eMf/8jevXtpb28nJSWFH/3oR7z66qtPvMjtrFmzsLGx4cSJE/d8rSAIyGSyx+qYWFtb4+fnN2KT7ezsTHd3N/39/aN2nISEBEwm00M59XcjNDQUS0tLNm3aZJ4ulJeXR05OjtgZO46IEbvnEB8fH1599VV27tzJxx9/THBwMDY2NkRHRz/QwGytVvvYL4Ii44dUKuXFF1/km2++IS8vb8wjGiKjg62tLS+//DIXL14kPT0dQRCIj4/n3LlzlJeX31XSqLe3lxMnTqBWq6mpqcHLy4u33nrrqZstKpfLSUlJ4dSpUyPGrd0JQRBwdnamra3tMVp4OwEBAcDQFInRkkJxcHDAxsaG6urqUdOYs7S05OWXX+aLL75ApVLR39/PoUOHgKHrRUxMDGlpaaPaSSxyb0TH7jnF09OTd999l0uXLlFfX09tbS2ZmZl4eHgQEhJCaGgoBQUFBAQE3FUmpbS0lOTkZDFy8xwRFhZGYmIiV65cER27p4hh8WJBEDh16hRKpRIXFxdKSkrMjp1erycrK4vOzk7UajXl5eVIpVL8/PyYMWMGU6ZMeWpLLnx9fTEYDDQ3N99TRsTBwYGurq7HY9hdsLW1xcXFhRs3bpj/fc6cOUNnZyc2NjbMmzfvgdcUBAE/Pz+qq6tH1db29nZkMtlt0UWDwUBeXh6WlpbMnz9/VI8p8sOIjt1zjJWVFXPnzgWGakuys7Opqanh8uXLnDt3DhjqevrFL35hbmcfxmg0MjAw8NTt3kUeHYlEMurzLUUeD1OmTGFgYMCcllQqlXR2dlJdXc2lS5dobW3F1dUVlUrF5MmTSUpKGpWpDePNcL1wY2PjPR07uVx+3ynqsWTu3Lls27aN0tJS/P39OX/+PHK5HL1eT3x8PM7Ozg+cLbGxsTHXwo0Wg4OD6PV6YKjmLiYmhgsXLgBDzl1OTg5z584VMzuPEdGxEwGGbtYTJkxgwoQJLF68mNbWVg4dOkRzczPXrl1j5syZIyJzw/MI+/r6RtUOk8nEhQsXqKurIy0tDXd3d7q6ukRpjScIR0dHenp60Ov1j3VElMjoMHv2bKRSKefOnaOmpobf/e53wFDX+6uvvmpOAz5LyGQyPD09yc/P/0E9N4PBQGlpKcHBwY/ZwtsZ7jof3kTDUDSxpaWFjRs34uTkxOzZs4mIiLjvNQcGBkZ0R48GEyZMoLCwkKqqKiQSCbNnz2by5MlcvXqVjIwMNBoN//zP/4yTkxOvv/76qE28ELk7ogstchsWFhZ4eXnx3nvvMX36dM6fP2/egQ1TVVUFMKqdkf39/ezfv5/Tp09TUlLC4cOHOXr0KL/73e+orKwcteOIPBoBAQEYDAaOHTs23qaIPASCIJgnMSgUCtavX89Pf/pTfvazn/2gU2c0GmlsbGTXrl38n//zf7h27drjMnlUmD59OjU1NZSUlNz1NeXl5ajVaiZOnPgYLbszw1FDQRDM0icrV67kjTfe4OWXX8be3p5vvvmG2tra+15zLBw7iUTCypUrUalU+Pj4cOzYMfr6+swNNsMOant7Ozk5OaN6bJE7I263Re6KIAjMnDkTo9HI6dOnMRqNTJ8+HUEQzOH8R5nRqtPpqKmpobi4GIVCQXZ29ghtLalUSlZWFgA7duzAwcGBJUuWPNKoHZFHx9XVlWnTpnH+/Hnq6+tZsWKFKFb9lDF8g3V2diYkJOSOEayenh5qa2spLCykq6uLrq4u+vv7zWn4jo6Ox2nyIxMcHExQUBBHjhzB19f3jvqbGo0G4Ino9LW3t8fV1ZWsrCykUimenp4jzrPAwEA+/vhjzp8/P2Im8N3Iz8+nvLycCRMmjIp9vb29pKens2DBAmxtbfnVr37F119/zc2bN7l69SoKhYLXX3+dxsZG83uGpWRExhbRsRO5J7NmzaKsrIyMjAwCAgLw9fU111QYDIaHWrO1tZXt27eb5VKsra0JDAxk/vz57Nixw9zQYWtrS0JCAjC0m/7Tn/7EqlWrcHd3p7e3F4PBQEBAABKJhL6+PiorK9FqtWi1WtRqNb29veh0OjQaDStWrBi3uZXPGmlpabi6unLx4kW++OILli5dSlxc3HibJXKfzJ8/H2tra06fPk1ubi6xsbHmc667u5vm5mZzkb2Liwve3t4EBwcTGBiIp6cn//7v//7UdToKgsCyZcv46KOPyM3NJTU1dbxN+kEEQcBgMGAymSgtLb2tYUIQBKZPn87evXvJysoiMjLyjtG47u5u0tPTycvLIyYm5pGnWQxz9OhRioqKCAsLIzw8HEEQ8PLyMmdzBgcH+fTTT0e8p62t7YHGW4o8HKJjJ3JPBEEgOTmZQ4cO0dvbS39/P5MmTeLKlSucOXOGZcuWPfCJevjwYSQSCa+//jpOTk4j6i78/f2pr69n6tSpzJo1y7z21KlT+c///E/27NkzYq2goCASEhK4cOECTU1Ndz1mW1ub6NiNEhKJhOjoaMLCwti3bx8nTpwgOjr6qe2afN6QSCRMmzaNtrY2Dhw4wOHDhzEYDMjlcuzt7XFwcGD58uWEhISgUqlGnN9tbW3o9fqncuKMra0tYWFh5OTk3ObYdXR0PFHp5YGBAdrb27GyssJkMhEdHX3ba6KjoykpKeHIkSMcOXKExMREFi5caK59zcnJ4ciRIygUCpYtW/aD4yQfhJaWFoqKigBGaKEON0hIJBJz9kWpVJprBN9++23RqXsMiI6dyH3h6uoKwK5duwD48Y9/zLx58zh06BAKhYJ58+aN6HoaGBigtrYWV1fX2zpnDQYD9fX1zJkzBz8/vxHP9fT0cPnyZQAKCwuZNWuW+TmZTMZ7771nvpBYWVnR2dnJ4cOH2b17N0qlkpUrVxITE0NtbS2bNm0yv1cQBNGpGwPkcjlTp07l1q1bfPrpp7z88svi9/wUsXz5cgICAtBoNHh7e+Pp6XnP7sX8/HwsLS1HTV/tcRMbG8vOnTtpa2vD2dkZGGraOnToEN3d3QQEBJCdnf2DTRaPA6VSiSAI1NTUEBQUdMfuZEEQWLVqFdOnT6esrIz09HQGBwdZs2YNN2/e5MCBA8THx7NgwYJRm+GrVqvZuHEjAH5+fiMi9cnJyajV6hG1dKmpqZw7dw5nZ+dRFVwWuTuiYydyX3h7e7N06VKz+OTGjRtJS0tj0aJFFBQUsHfvXhYsWIBcLufGjRtcuXKF7u5uYKjFfvLkyUycOBGtVss333yDwWAwX1S/j1QqNV9Mh2fWfh8HB4cRHbLOzs78/Oc/p6+vD7lcbp5/6+vryyuvvEJpaSm3bt0ya3Pd6Zgij4anpyfvvPMOO3bsYOvWrbz99ts/KAIr8uQgkUiIj49/oPdUVVXh7+//1HZEBwUFIZfLKSoqYtq0acDQiLWqqiqioqK4desWlZWVNDU1sWTJknFz7pqamjCZTEgkEjo7O7lx48YdZ7AKgoCLiwtOTk5cvHgRpVJJRkYGZ8+eJT4+/qEyKnejtbWVjz/+GBi6Fr/66qsjNgI2NjYjjhUZGcn06dNJSkriP/7jP/j6669JTU0Vde3GmKfzzBQZFxITE4mKikKv13Py5EnS09N55513aG9v58qVKxQUFGBpaYlOpzMXH8tkMpydnTl+/Dh1dXV0dnbS3t7OggUL7tiBZ2VlxYQJE7h69eoDpQ3utJsNDAwkMDCQOXPm8Ic//IHLly9jaWmJh4fHo30RIrfh7u7Ohg0b+Pzzz7l48SJpaWnjbZLIGNDV1UVNTQ2LFy8eb1MeGrlcTkhICNnZ2UyYMIHq6mq++eYbYEgRQK/Xk5qaSmZmJoGBgeMWmSwrK0OhUDBnzhyuXbvGoUOHbmug+GtMJhP5+floNBrS0tKYNm3aqDl1Go1mhFP31ltv3TG6u2DBAhobG+no6CAwMJCqqio2b94MDG3cr127JurajTGiYyfyQCgUChQKBRMnTiQ3N5fPP/8cGHKiADw8PKivr6eqqorExER6enooKytj0qRJ9PX1odVqee21137QuVqwYAFz5swZtaiPVColKCiI69evU1paSnx8PLNnzxb1lEYZV1dXgoODH0h+QeTpIisrCwsLC2JiYsbblEdi5syZfPXVV2zevBm9Xk9gYCAvvPAC586dw9ramnnz5tHV1cXJkycJDw8fl9rRxsZGs/jve++9x0cffcTVq1dZtmzZHV8vkUiYN28eZ86cYe3ateZr8mhx/PhxAMLDw1m9evVdI7atra1YWVnR1NTE0aNHzRHFhQsXYjAY2Lp1Kx0dHWL2ZAwRHTuRh8LDw4M333yT/fv3o1araW9vp7u7m66uLjo6OrCwsGDJkiVUVVVRVlaGu7s7sbGx97W2IAijnspbvHgxCxYsIDs7mzNnzlBZWcmbb74p1oONMt7e3pw5c4aWlhZzXabIs8Hg4CDXr18nISHBXPLwtOLs7Mxrr73G5s2bEQSB+fPno1Ao6O/vx97eHkEQmDFjBp9++imFhYXj4sgOO07Hjx9HJpMRERHBrVu3fvA9cXFxY9adPmXKFOLi4vD397/ra/r7+9m8eTMymQxfX19qamqIj49n7ty5qFQqent7gSHnT3Tsxg4xFiry0Pj4+PDjH/+Y//k//yfvvfceLi4uZm0rmUyGyWTC19cXGxsbioqKzBpR44EgCMhkMpKTk3nvvfcA2Lt377jZ86ySlJSEs7MzX3/9NUVFReYJJSJPP1lZWWi1WiZNmjTepowKLi4ufPDBB/z4xz82b0JsbW3NtcHu7u4oFApaW1vHxb4FCxawcOFCUlJSOHLkCIIg0NXVdU/nbiwYPo/vpSF648YNdDodAwMD1NTUIJPJKCgoQCqVUlNTw759+wDM37HI2CA6diKPxHD9hlKp5Ec/+hFTp04lNTWV9957D4lEglQq5aWXXqKuro4jR46Ms7VD2NnZmWtr9u/f/9BafCK3o1AoeOWVV/Dw8OCbb75h48aNZq1CkacXrVbL5cuXiYuLe6ai3CqVakS3qL29PWq12rwJtbS0HCGa/rhtS0lJYcGCBdjZ2dHU1ERISAg7duxg48aNj7Xk4ciRI/zxj3/ks88+M0fd7sRw3VxSUhJvvvkmPj4+5nrrr776ioqKCuDONdEio4eYihUZNQRBuKP4pZubG6mpqWRkZGA0Gp+IotnExEQMBgMXLlxArVYza9Ys7O3tqampoa+vD2dnZ7y9vZ/azr/xxMrKipdeeonKykoOHz7MV199xQsvvICXl9eoHqenp4eSkhKqq6tpb283SykYjUacnJxYs2aNeAMZJS5cuIBGo2H69OnjbcqYEhwcjFwuZ9++fZhMJrq7u80jscYLQRBYunQp27dvZ8qUKURGRnL9+nW2bNnCokWLxlwYvKysjOvXrzNhwgSKioo4deoUK1asuONrJ02aREhIiHkikYeHBzdu3KC5uXlENDQsLGxMbX7eEUz3kSvp6enBzs6O7u7uZ2q3JvL4uHLlCt9++y2/+MUvsLGxGW9zzFRWVrJz507zXMbvI5PJCAwMJCIigqioKFHC4yFQq9Vs376dpqYmJk+ezKxZsx7Jsdfr9RQXF5OTk0N5eblZ7d7FxcXcDCMIAjdu3EChUPDWW289lUK6TxJdXV384Q9/MP/7PetcunSJ9PR0vL29SUxMJDY2dswlT0pLS9HpdNja2mJvb4+VldVtx9y2bRsGg4FXXnkFrVbLwYMHKSgoYPny5Q8sWXO/FBYWsnfvXgIDA1m/fj0nT57k8uXLeHp6Eh8fT1xc3A/WW/b09LB161ZaWlqQy+VYWVmxdOnSUW/seB54ED9MDEeIPBZ6enqQyWRPXCdqQEAAv/zlL2lpaaG1tRUnJye8vLxoaWmhoqKC4uJiDhw4QGZmJuvWrRuhoSdyb2xsbHj77be5dOkSp0+fpqWlhdWrV49IfxmNRkpKSqitraWjowO1Wo1EIsHPzw8bGxt8fX1xdHTk1q1bnD59mq6uLnx8fFi6dCmRkZHm2aXfJy4ujo0bN3L16lVmzJjxOD/yM4XJZOLw4cOoVKrnZsbnpEmTmDhx4mPrhB0cHGTbtm0jHpPL5cydO5fk5GTzYxqNxvxbt7CwYPXq1VhYWJhn3zo6Oo6aTRqNhuPHj5OTk0NUVBQrV65EEATmzJmDj48P33zzDQ0NDfT39//g+WVra8v7779PYWEhN27cYPbs2eMeAX0eEB07kceCt7c3ly5dQq1WP3FRX7lcjpeX14hUobu7O+7u7kyePJnm5mZ27tzJ559/zssvvyxemB4QiUTC1KlTcXd3Z9euXfz+978nNTUVb29vKioqyM3NNe9GnZ2dcXV1RavVkp2dzcDAAEajEUEQMJlMBAUFsWHDBnOq5244OjqSkJDApUuXCA8Px8bGhpKSErq7u7ly5QoeHh68/PLL4nije3Dx4kXKy8t56aWXnvpO2PtFEITHKm9iYWGBvb09BoOBVatWodFouHXrFkePHsXKyorIyEhgaLNy+PBhmpqacHd3RxAEFixYQFlZGZmZmSxatGhU7NFoNHz99dd0dHSwZMkSEhMTzeeJRCIx18zBvZspYOj7jIqKemonlTyNiI6dyGNheAzY03gjdXNz45133mHTpk1s2rSJl19++bZRaCL3Jjg4mPfff58LFy6QkZGBwWBAoVAQFRVFUlLSHbUNDQYDlZWVdHR0EBIS8kAR09mzZ1NdXc0nn3xifszCwgKtVktFRQU3b94c8/qkp5nKykpOnz7N1KlTCQ4OHm9znlkEQWDDhg1s2rSJ9PR0XnnlFcLCwtDr9ezduxdBEIiIiCAuLo4jR45QX19vFim2sLDAzc0NtVo9KraYTCb27NlDW1sb77zzzm0bqObmZrZu3QrACy+8QFBQ0KgcV2R0EWvsRB4L169f5/DhwyxYsICJEyeOtzkPRVNTE9u3b0elUpklU0Qejv7+ftRqNY6OjmNau9jf309ZWRkGg4Hg4GBUKhVSqZRt27ZRWlrKzJkzn/mGgIehra2NL7/8Ei8vLzZs2PBENDw969TX1/P1119jZ2fH2rVrcXR0ZP/+/eTn5zN37lwmTZrEl19+iUajGVE7unHjRry8vO4qXHy/mEwmjh8/zpUrV3jppZduc+aNRiNffvklOp2OtWvX3jNqLjK6PIgfJp6tImPO8JgbW1vbpzpC4u7uzsKFC2lqaqKtrW28zXmqUalUuLm5jXlDikqlIjY2loSEBGxsbMwptnXr1pmHk49WtONZob+/n23btmFjY8OaNWtEp+4x4eXlxdtvv43JZGLz5s3odDpWrVrFlClTOHnyJIcOHWLlypX09/dz+vRp8/vs7Owe+jdsMpkoLy/n9OnTbN26lStXrrBw4cI7RmjLy8tpaGggLS1NdOqecMQzVmRMqa6u5je/+Q1VVVUsX778joXuTxPDA8SLi4vH2xSRR0AqlRIWFobBYBhX4ewnjdbWVr788ku0Wi3r169/6s/Xpw0XFxdz1+uJEycAmDNnDsuXLyc7O5uCggJiYmK4efMmN2/exGQy4ebmRnV1NdXV1Q98vJMnT7Jlyxays7MBWLJkCSkpKXd87XCDxvnz59HpdA//IUXGHLHGTmRMOX78OEqlkhUrVjwTLe5yuZzg4GDy8vKIjo7G3t5+vE0SeUjq6+uRyWQjisGfZ/Lz8zl8+DC2tra89dZbYgf4OGFra8u8efM4cuQIXV1drFq1ivj4eLq7uzlz5ox55Nm+ffsoLi5mwYIFVFZWcurUKd56660fXNtkMnHmzBlUKhXBwcEUFRWRmJjIkiVL7ln/rFAoWLZsmVlo+FG16G7cuEFdXR3z5s0TNxCjjBixExkzCgsLaWxsxN7e/plw6oZJSkqio6ODTz75RByZ9RRTUlJCYGDgc59q7OvrY9euXezZs4fg4GDRqXsCSEpK4pVXXqGlpcU8sWf69OksWbKEyMhIfH19gSH9u82bN+Pq6kpdXR0tLS0/uO6pU6c4f/48J0+e5I9//CPd3d3ExMTcd1PbcClDUVHRiIk9vb29NDQ03PF62N3dzZdffsmuXbvMj5lMJg4dOkR2djZffvklDQ0N93V8kftDjNiJjDparZarV6+Snp4ODKUSniUCAwOZNWsWJ06cwGg0PlZpBJHRwWAwUFNTQ3R09HibMq5UVVWxe/dujEYja9asESUpniCGrzOHDh2ivb0dJycnJkyYAAw5RmfPnuXs2bMYDAZzKvWHrkU6nY5Lly6RlpZGXFwcra2teHl5oVKp7tsmd3d3QkNDyc3Npauri5dffpmmpia2bdvGwMAADg4OuLm5oVKpsLS0RK/Xc+PGDfR6PZaWlphMJgRBMDugsbGx3Lx5k6KiIlFGahQRHTuRUScnJ4f09HTi4+OZOXPmM9dJXVdXx+nTp4mIiBCduqcUiUSCRCJ54gSzHyc3btzgyJEj+Pn5sWrVquf6u3hSiY2N5cSJE+Tl5ZGWlmZ+XBAEZsyYQUNDA3V1dSxYsICYmJgfdNK6uroA8Pf3x97e/qHKSE6cOEFJSQmWlpbodDoaGhrYtGkTAM7OzrS1td11NvTrr79ujgwOXzfFaT5jg+jYiYw6dXV1WFlZsWzZsqdSt+5eXLp0Cb1ej0KhICMjA2tra8LDw8Ub41NES0sLRqPxudXhys3N5dChQ0yYMIGFCxeKG5QnFJlMRnh4ONeuXSMiIgI3Nzfzc4IgsHz5cvbv38+3336LlZXVD0agH7VsZDj6lpaWZp42sW/fvhHre3h4mOdrt7S0MDg4iKOjI/PmzRthu5OTE3K5nOvXr5v/vhPD6V7x9/lgiI6dyKjS3d1NXl4eixcvfiadOoC5c+diMploamqirKyM3t5eiouLsbGxwcvLi5CQEOzs7MbbTJEfICcnB4VCQUBAwHib8tgpLy/n4MGDxMfHP9Pn6bPCvHnzaG5uZvPmzbz22msjHCQrKyvCw8MpKyszixbfDUdHRwRBoLGx8aEF1g0Gg7n+Uq/Xc/PmTQBzGl+j0dDc3ExzczNtbW3Ex8ffMcUqCALu7u7U1taSmpo6Ytbt8Bp1dXVcvHgRvV6Pn58fAQEBxMfHP1Dq+HlFdOxERg2j0Wieefgs1y45ODiwbt0689+fffYZ5eXl2NjYkJubi8lkwtvbm7i4OKKjo8WOrycMk8lEVlYWSUlJz10kYGBggF27dhEUFHRfnZAi449KpeLVV19l06ZNHD16dERKE4Y20wCnT59myZIld3V8ZDIZUVFRXLp0icTExAcaEafX6zl58iSA+X2VlZXAUFnD0aNHKSkpMTt6w3h7e9+1dm7p0qV8/PHHFBYWMn/+fAAaGxv57LPPgKEoXWRkJK6urlRWVnLmzBmqqqrYsGHDfdv9vPJ8t4OJjDrt7e3ExMQ8V86Mh4cHsbGx/OQnP+Fv//ZvWb16NUqlkqNHj/Kf//mfXLp0abxNFPkrHBwcaGxsfK66mrVaLcePH0ev17N8+fLnzql9mlEqlcydO5eamhpKS0tHPDdz5kxWrVpFUVGRWfvubsyaNYuBgQE+/vjjBxI13r9/P9evX2fBggVmmZOSkhIcHR355S9/iY2NDXl5eeZ525aWlkycOJGQkJC7runi4sIHH3wwYoqPo6Oj+Xfp7OxMXFwcU6dO5ZVXXmHWrFlUVFRgNBpHrNPe3s7p06c5ceIEmZmZ9Pf33/fnelYRI3Yio4YgCFhYWNDf309WVhaJiYnPhZTE0qVLzf8tl8vpUbqzYUM0arWaCxcucPLkSdzc3LCxscHW1va5cnqfRARBYN68eWzdupX8/HxiYmLG26Qxp7Ozk6+++oq+vj4WL16MlZXVeJsk8oAEBwfj5+fHqVOnCAoKMjtAgiAQExNDc3Mz165dIy4uDk9PTxQKxW1rODg48O677/Lxxx9TVVV137/9lpYWJkyYMGIcZFNTk7mr9o033iArK4tTp07h6enJokWLzE7eD/HXEywUCgU///nPKSgoIC8vjz179hATE8Pg4CBdXV0YDAY6OztxcnJiYGCA9PR0bty4gaWlJSqViq6uLtLT04mLiyM1NRUnJ6fnMiotOnYio4ZOp0MikVBeXk55eTlKpfK5k0/o7NNirRg6rWxsbEhLS+Pq1ats2bIFGLoIe3t7ExQUhK+vLxKJBL1ej5WV1T1rZERGj+DgYKKiojh8+DAeHh44OzuPt0ljRnV1NVu2bEGlUvHhhx+KGnVPKYIgMH/+fD7//HMuXLhgbmAYZsqUKeTl5fH1119jY2PDu+++e8eGLhcXFxQKBR0dHZhMpvuSbNJqtSM6WMvLy6mrqyMlJYWBgQGuXbtGb28vjo6OmEym+76WNTY20tzcjF6vx87ODg8PD6ytrUlJScHPz49PPvmEq1evjnhPfX09Dg4O7N69m/r6eubMmUNycjJyuZy+vj5u3LhBZmYm169fx8LCgsDAQKKioggPDzc3djwoRqORL774gsbGRl588cVHFmcea0THTmTUsLCw4N133+U3v/kNwHMZmXKwssDB6rvaFblcTnR0NDY2NgQHB9PR0UFFRQWXL18mIyNjxHsjIiKYO3eueON9TCxdupQvvviCbdu28frrrz9zsjzDFBcXo9freeWVV8Tf1lOOh4cHU6dO5ezZs7i4uBAZGWl+TqlU8uMf/5jW1la2bdvGyZMnWbly5R3XcXR0JCMjg3PnzmEymZg2bRoAtbW1REdHExgYiJ2dHYIg0NvbS3d39whnrbq6GkEQCAwM5MiRIxQUFGBtbc369evv6ngCnDlzhvLycmQyGdOmTTNveL9PUFAQGzZsoK6uDhi6hi5duhSlUsmZM2fYv38/WVlZ1NXV8corr4xogLKysmLatGlMnDiRmpoampqaKCwsZM+ePahUKnPds4eHxwNF8nQ6He3t7QDs2LEDPz8/1q1bh1KpvO81HieC6T6KTHp6erCzs6O7u/uZvfiJjA5ZWVkcO3aM2NhYli9fPt7mPLEYjUba29uRSCRIpVJqamo4deoU/f39TJ8+nWnTpj2XKYTHTWdnJ5s3b0YikTyTzl1XVxcbN24kJiaGJUuWjLc5IqOAyWRi7969FBUV8frrr+Pt7X3ba7788kscHBxYtWrVHdfo7e2lrq6Onp4e6uvruXnzJgqFAjc3N2pqaoChBrjo6Gh27NgBwC9/+UtzBLCtrY0//vGPwNAM2ZqaGqysrPjggw/47W9/i5eXF6+99tptx/3ss89obGwEwNPT864TJ5YvX05cXBzXrl0z308qKyuZPn06g4ODnD9/nunTpzN58uT7+s5aW1u5fv06N2/eZGBgAFtbW8LCwpgwYcKILuMfwmg0kp+fb5Z4kUgk/PKXv3xsXboP4oeJjp3IqJGbm8v+/ftJTk5m/vz5YnH2fXCpvI1kP0fkMglarZb0jLNcvXyJuLg4li5dKn6Hj4Fh587CwoK33377gboFn3TOnz/PuXPn+NWvfnXHmiuRpxODwcCmTZvo7+9nw4YNI0oJjEYj//qv/8qsWbOYNGnSPdcyGo00NTXh5uaGVCqlra2N0tLS2xox/umf/mnE38XFxezcuRN7e3u6urpQKBSoVCqCgoLIysri9ddfv01WpaWlhQsXLqBQKEhISMDW1haNRmOeUlFVVcWBAweYNWsW06ZNQ6fT8Zvf/IaBgQHzcfz8/Jg1axZOTk4PXCtqNBqprq6muLiY4uJient7mT9/PikpKff1/vLyco4fP05raysAUVFRrFmz5oFseFhEx05kXPj000+xtbVl/fr1423KU0N+fTcVbX1MC3amuElNpIcN1WXFHDhwAH9/f+bOnSvW3j0GWlpa+OKLL4iMjGT58uXPRLS0urqaP//5z0RHR7NixYrxNkdklOno6GDLli309PSQlpbGpEmTkEqlqNVq/uu//ov169cTGhr6UGubTCby8vJwdnbGwcEBrVZ7mzanTqfjX/7lX8yNC/Hx8Zw+fXrEa/7+7//+oevahqmtraW1tZWYmBhqa2s5cuQIHR0dwJCcSmpqKhEREQ/cqGcwGDhx4gRXr15l8uTJzJ07946vM5lMZh8oIyODs2fPmp9TqVT8t//23+67VvFReBA/TKyxExk1JJKhqJPI/RPtZUewqzVyqQQnawssLaTExsZibW3Nvn37+PTTT5HL5ahUKhYtWvTQF2qRH8bV1ZUlS5awb98+YmJinomJFJmZmTg7O4/o2hZ5dnB0dORHP/oRGRkZnD59murqatatW2ee1vAoDpUgCMTGxpr/vlMtWUVFBTA007auro6EhASKi4tHpFcHBgawsbF5aDsAfHx88PHxAcDe3p7XXnuN3t5e2tvbuXHjBrt378bOzo7JkyeTnJx835syqVTKwoULsba25vTp0yQmJponYGg0GmpqanByciIvL4+zZ8+SlJREVlaW+f0hISFMnToVgE2bNtHa2sqvfvWrJyLL8uxrUYg8NiZNmkRVVRVNTU3jbcoTw/XqDjQ6ww++xlIuRSoRCHWzQSEbuigEBgbys5/9jPXr15vTDnv37jVftEVGn5iYGJydncnNzR1vUx6Z/v5+SkpKSEhIeCJuNCJjg1wuZ+7cubz00ktUVVWxdetWzp8/DwylSq9fv055efmY6DXq9XoACgsLzXOX3377bbMgsYuLy6jWn/X39/P73/+ezz77DA8PD2JiYnjttdd499138fX15dixY9y6deuB101OTsbS0pJPPvmEvXv3UlFRwcWLF9m+fTt/+MMfzBG67zt1AQEBrF+/Hl9fX2BIJFqj0XDgwIEnQhtTjNiJjBr19fXAkGCkmD4cIsDZmkGdEUv5g99cpVKpOULn4+PDF198QX19vfliIjK6CIJASEgIly9fZuXKlU91OnZ4Fu7zODLteSQoKIgXX3yRb7/9ls7OTgRB4Pr162YxX1dXV6ZNm0ZUVJT5d93c3Mzg4CBeXl4P5fxHRUWhUqno6OgwR7gFQeDVV1+lrKyMsLCwUd1UZGdnA9DX1zficQ8PD1auXEl/fz+nTp0iLCzsgc5dS0tLPvjgA3Jzc8nJySEvL++2yUkODg50dnZia2vLokWLCA4OHnGMGTNmcOjQIfLy8rC1tWXGjBkj5GEeN6JjJzJqJCYmUldXx+7du2lvbxc7OwFHq9EpxPfw8EChUFBRUSE6dmNIcHAwly9f5sqVK6Smpo63OQ+Nk5MTMpmMHTt23FZcL/JsEhQUxIcffsjmzZvp7u5m3rx5pKSkUFdXx4ULF9izZw8nT540ixffunULjUaDhYUFfn5+hIWFkZiY+EDX7ICAgNs2DwqFYkz0S4fLfCIiIm6zURAEUlNT2bp1Kx0dHeaU6v1iY2NDUlKSeSRabW0tf//3f09xcTGFhYUMDg6SnJxMYmLiHZuQ4uPjyc3NpaamhosXL5KZmYmDgwNvv/32uDQtiY6dyKjh4uLCm2++ydmzZzlz5gxSqZQpU6aMt1ljTmmzmgBnK2TSh69sMJlMHL7ZSJK/A809g8T72I94XiKREBAQQGVlJWlpaY9msMhdCQwMJDExkfPnz5OSkvLUTk6xsbHhzTff5LPPPqOkpER07J4j7O3tcXJy4vjx43R1dRESEsLq1au5ceMGVVVV6PV6+vv7cXV1Zfr06TQ2NlJRUcHhw4fNUyzGM9p0N1JSUrCxsbmr0zgcHRyujbsXJpMJrVZrdrykUildXV34+vqycOFCZDKZWfLlXkgkEtatW8ehQ4eAoTR4W1sbv/71r1myZAl1dXXMnDnzsTWfio6dyKgiCAJpaWn09vaSmZlJSkrKE3mRGE2O5jfyYrIPbrYPL1YpCAKzI1xRyqW4WH+3wzOZTOgMJtKLm+nVGuGv5iSKjD7x8fHcuHGDurq6pzo6Otw5+KSr5IuMLsuXL8dkMnHkyBFu3rzJlStXEAQBqVRqnvAQFhZGZGQkXl5eBAUFMXXqVHbu3MmhQ4c4dOgQ1tbWBAQEMG3atBFjv0wmE93d3djb2/+gDb29vSgUilG99ltZWZGUlHTH5xobG/nzn/+Mo6MjKpWK/v7+u9b39ff3c/HiRfLy8lCr1fj5+REZGUlCQgJJSUlcvnyZa9eumZ27+0WlUrFu3TpgqPli79699Pb2UlRURHl5OTk5OcybN4/U1NQxz2SJjp3ImJCamkpubi4HDx5k9erV423OmPLT2aPTqaqyGDodZdLvTvqMkla87ZUEOKooam28r92jyKPh5eWFlZUVt27deqodu+Hi9kftShR5+hAEgSVLlrB48WLa2tqora1lcHAQlUpFY2MjhYWFXL16FYlEgpOTEyqVCqlUao5QOzs7U15eTl5eHhMmTGDJkiWUlJRw8+ZNCgoKAPD392fRokWcP3+e6upqXFxc8PDwoKmpibKyMmbMmGHOLuj1eioqKmhsbKSzs5Pc3FymTp3K7NmzR+Xznj17FpPJhIODg1lQ2dHRkcWLFxMYGGh+3XADhslkIjY2FldXV27dusW3335LY2Mjy5Ytw8nJiaNHj6JSqR7aPktLSzZs2AAMpZD37dtHcXExJ06coKGhwTx793718x4U0bETGROcnZ1ZsmQJ+/fvZ9KkSeZOKZEHY2aYKwajiV0Xi827S5GxxWAwIJPJ6OrqGm9THonhaElra+t9DWQXefYQBAEXF5cRUbe4uDjmz59PY2MjDQ0NtLa2MjAwwODgIOHh4TQ0NFBVVQUM/YZkMhnt7e1s3759xNpVVVXmyBcM6ayVl5ebnx+eG9vQ0MDRo0dvmzIxmuoJzs7OaDQaTCYTEyZMwM/Pj+zsbLZt28aiRYtwc3MzT83QaDQsW7aMhIQEALOMyZEjR4iPj2fChAn09PRw8eJFnJycCAwMfKQUqoWFBevWraOiooKtW7ei1WppaWnh2LFjxMfHj4kguujYiYwZMTExnDt3josXL7J27drxNue+6R7Q0TOgw8fx8YyKuRc6gwFDXQ4KheKpjiA9LTQ0NNDd3f3Uj+AKDw/HxcWFs2fPmqMHIiIw5PB5enreccNtMpmorq5Go9EQFBSEXC6nrKwMGNLG8/LywtXVlZ6eHrq6unB0dMTR0RG9Xo+1tTXu7u54enri5+fH7t27KSwsHLG+h4cHKSkpI3TyHpU5c+bc9lhkZCT79u0z170B5hGOw07eMImJieTl5bF9+3Zeeuklpk6dSmFhIQcOHMDe3p7XX3/9NoHmB8XHxwcrKytaWlqwsLBAq9Wyf/9+XnjhhUda906Ijp3ImCGRSJg0aRJHjhyhvb39gTuVxguVhZTChp4nwrEzmUxkpJ+irKTkiR46/Szh6emJpaUlFRUVBAcHj7c5D41EIiE1NZVDhw7R0dGBo6PjeJsk8hQgCAL+/v4jHgsODh4xUqyrq4uPPvrI/HdHRwdvvPHGiI1ndnY2hYWF+Pn5UV1dTVxcHCkpKXh4eDwWtQSpVMrq1auZPXs2Wq2W9vZ2uru7iYmJuc2xk0gkbNiwge3bt7N582bmz5/PCy+8QHp6Ordu3eK3v/0tH3zwwYjI54Oi0+lQq9UjHht2mEebp7PlS+SpIT4+HisrKy5evDjeptw3cqmESUHj74SWNfdw/Phxrly5wqJFiwgPDx9vk54L5HI5CQkJZGdn09vbO97mPBLR0dFYW1vzpz/9iYGBgfE2R+QZwd7enr/5m78ZEXWrqakZ8ZrKykpgaLRdbGwsy5cvx9PT87FKYAmCgIODA25ubgQGBt7RqRtGoVDw8ssvExMTw9GjR/n4448pLS01P//xxx/fFn18EFQqFa+++iqTJ09mwoQJCIKATqejsLBw1EWNxVmxImPO5cuXOXnyJB9++OFTE7V7nOTWdhH3V/ImALsOHKEwJ4tFixaRnJz8+A17junt7eWTTz4hPDz8qU/Jdnd389vf/pZVq1YRExMz3uaIPGP09/dTV1eHv7//iHqx1tZWKioq8Pb2fiiHbnBwkKqqKuzt7XFzc3skG/v6+vjtb3+LRCLhV7/61T27dbu7u2lra6Ojo4OqqiqzQ/f+++8/si3D7Nq1y7zuCy+8QERExA++XpwVK/JEMdxCnpGR8cx3yD4oZS1qBvW3jwmrr6+nMCeLOXPmiE7dOGBtbY2Xlxc9PT3jbcojY2VlBWCeQiAiMpqoVKo7zrD+66aNB2Xbtm3mKGBgYCArV668a7TtXty6dcvcJV5eXn7P7IednR12dnYEBQWRnJyMVqtFLpeParRx1apVhIaGotFoRr0pTnTsRMYcuVzOjBkzOHz4MFOmTBHHjX2PYNeRUhRZVR1M8HPgxIkTuLq6MmnSpHGyTKSnpwcPD4/xNuORGZ4v/Chiy42NjVRWVjJp0qTnfpqMyNhiMpmoqqoiLi7O7Ng1Nzfz29/+1lz/GhAQQGlpKa2traSlpTFhwoQfXLO4uBgvLy9a29q4dOnSA5e1jEXnqlQqJS4ubtTXBdGxE3lMxMfHc+nSJb799ltee+018eZwF65VttNfk09NTQ0vv/zyUzv54GknLy+PpqamZ2JyioWFBQqF4qGjjwaDga+++gqtVouFhcVdRWJFRB6V/v5+duzYQW1trfmxoKAgVq5cSV5eHpWVlXR0dFBaWoq3tze9vb0cPnyYwMBAHBwc7rhmX18fpaWlzJ07l8HBQS5cuEBXV9c9RZafZkTHTuSxIJVKWbx4MX/+85/Jyckxawg9i/Rr9eTUdDE5+MHGOG3NrMa7t5gzN24wY8YM82BtkcdLXV0dBw4cIDY2dkxmXj5uBEHA1tb2to68+6WnpwetVoudnR0nTpwgMjLyrqr+IiKPwqFDh2hububll18eGvVlYYW365DDlpqaSmpqKiaTCY1Gg06nY+/evXR1df1gzdlwA5RcLicmLp5r12+QkZHBihUrHsdHGhfEcIDIYyMwMJCIiAhOnDiBTqcbb3PGDKVcSqLfnXePd+N6VTu9Hc3cuHGD+Ph4ZsyYMUbWifwQJpOJgwcP4u7uztKlS5+ZyLJUKjWnZB+EoqIidu3ahVwuZ926dRgMBvPkARGRh2F4LNlwzdswtbW1FBcX4+/vT4fUHm9vb7xdHcir6x7xOkEQsLT8/7d3n8FR32mi77//zmqp1co5IoEQCCSEwERjExxwABsw9ngcd2qmzuxMbe2eW3vn3jq39r64dWv3njp7ztTO7NzydRjOGNsDA6yxcQCTwSCiJJQQyqgVW6kVutXxvtDQNkZgSQh1SzyfN7alf3hU7vD8f+F5DPzud7+jqamJLVu2+PvEjsVisaAoCvn5+ZhCjeTMzcZqtT6Qvy1YyIidmFbJyclUVVXhdrtnbQ9ZRVEwaO/+QTOW1n4HUZ4e+gyGWZVQzDTNzc10dXXx5ptvTqhPZLDTaDR3fJGOx549ewDYtm0biYmJJCYmYrFYZEOPmLDBwUGOHDlCU1MT/f39REVF8dxzz5GRkYHb7Wb//v0kJyfz9NNP49Z8V69Tq7nzs3BwcBCXy8UjjzxCZmbmPe9rt9vRarX+7xu7GwYGBigvLyc8PHxWFn2XETsxrRYsWICiKFy8eDHQofi19zvYXdwU0Biey0/GoNPe1q9RTL+KigrMZvOs+7APCwuju7t7Quc0NzejUqlYs2aNv0dxZGTkjG+1JqZfV1cX77zzDmVlZXi9XrZt24bJZOJPf/oT5eXlnD59mr6+Pp5//nkiIiKICdP7z52fcOc066FDhzAajeOa2QgNDcXpdOJ0OgEoLCzAZrOxb98+du/efUers2Bz6dIlrl+/PqFzZs8jqZgRIiMjWblyJcePH8dut7Nhw4aAj4wkmA28+siD68Ha3u9ApYI4k2HM37s9XnZ92wCD7lk9RT0TtLW1kZKSMutGTPV6PV1dXeM+vri4mMOHD5OSksKjjz7q/3l0dDTV1aN9i00m0z2uIMQou93O3r17UavVPP300+Tn56PX68nNzWXPnj3s27fPf+zIyMiPXs/n81FXV0diYuK4vjtudesZGhpCr9czLzOdzZs3YzabOXXqFH/84x/5h3/4BwyGsT+fA+3QoUMAPPfcc+M+RxI7Me02btxIeHg4hw8f5saNGzz77LN3tLCZafqHnTT3DJOTEI5Oc/uIW4L53h8YapXCU4uSaKvt5YsKFz6fb9YlFjNBb28vLS0tLF++PNChTCmbzUZFRcVtCdpYbpWZuH79OsXFxaxYsYKNGzf61y/duHGDkydPAqPl0LCFWgAAKH1JREFUJySxEz/G5/Pxpz/9iaGhIV5//fXbivuq1Wp27txJe3s7TqeToaGhcZXCUhSFzZs388UXX/CHP/yBFStWsGTJkrsu7bFarajV6ts2/CxbtgyP14el24bFcmjKOz9MpfDwcGw2GzU1NeM+RxI7Me0URfGvjfj888/ZtWsX+fn5bNy4cdIFKKeb2+NlcMSFTqPGqNPQ0jOEw+1BrfiobreNOX1wN4qikBwRQr3d/kDqJYnxuXHjBiqVala1bvN6vXz11VfodLq7rovr6uri3LlztLS00NXVhUaj4bHHHrtjmqutrc3/72M1jxfiFo/Hw+DgIH/5y19oa2tjx44dY3ZsUKlUk3otLVmyhJSUFI4fP85XX33FhQsX/OtAf6iqqoqcnJw7RuRaeoexOkeTwa6urqBdfvHTn/6UP/7xj5SWlo77HEnsRMDExcXx1ltvcfXqVb755hsqKytZvnw5q1atCspyCpWtNuYnmFCpFDRqFRqVmv99fxnPF6Swfn6c/7gfJnUOl4em7mFyEm4f4fD5fPTbXYQbtKhUCp2dncTHx8toXYBYrVaioqJmzaae7u5ujh49SnV1Ndu3b7/rVNOlS5eoqKggJyeHp556iszMzDFfg7dGU1566aWgfH+K4OB2u9m1axctLS3AaJmR1NRUvF4fnQMjPzqDMZZ+uwtzyO3vy9jYWF566SWsViv79+/ngw8+YNWqVRQUFPhr1A0MDNDW1kZBQcEd10yPDmUoO53ac3quXbsWtIldbGwsZrOZnp6ecZ8jiZ0IKEVRKCwsJDc3l3PnznH+/HkuXrzIypUrefTRR4NqI4HD7cHr9aFSjX7phRk0rM6OJSs21H9MbecAESE6YkzfLf41aNXUdAzclth1D47w/52qw+H2EaZX0zvsJLmjY8pby4iJmelJ9a31R8XFxdTW1mI0Gtm2bRsLFiwY8/iRkREqKytZsGABW7Zsuee1i4uLMRgMzJ0790GELmaJr7766rbR3Z07d2IymbjS3IvL7Z1UYvfDpO77YmJieOutt/j88885ffo0p0+fZtu2beTm5nL58mXUarV/888PLUiOoLmggOLiYpYsWRK0I9Gvv/46J0+e5J//+Z/HdbwkdiIohISEsH79eh555BHOnDnDyZMnMZlMLF26lJ5BJxFGTcCSPLvTg6VvmIKUCA6UWMhPMftbgT2Xn3RbaZP06FC06jvjfC7/uw+M0ze6cHm8/O36uZTe7GN5ehTnGro4Vd4tZSQCKDIykpKSkkCHMWl2u52PP/6YmzdvkpCQwJYtW8jLy7vnAvOamhoGBwd/dP0djBZuXrVqVcA3O4ngVllZyapVq3C73QwPD/uTpcK022t7Xm8fuGMWY7K0Wi0vvPACzzzzDB9++CF79+7FbDbT39/P0qVL77kxQp9RQEhZGVVVVUGb2BkMhgm1l5R3qAgqoaGhPPnkk1itVj7//HPq6+vJWrqOz6518Pebcgg3Tv8atLKWPpZlRKFSKWwrTPH/fNe3jbyxKuO2Y1v77KREGlEAp8frT/rePV3P36wZneLSqBRMeh3/evg6f7dhHjqdGl1PA16vl5SUFERghIWF4XK56Orquq/m5YEwNDTEhx9+SH9/P6+99tpdp1N/SK8fHVn+sWRtaGgIp9N517ZNQsDoRh2Hw4HZbP7R/q1TldR9n06n44033qC+vp7r16+TlpZ219G6DpsDk0FDrMlAeHg4Q0NDUx5PoATPPJcQ3/OTn/yEF154gcrKSgY7mogI1eH0egMSS3SYjouNd65veH3l6LTpiPu7iv7n67tRKVDTYaO93wHAtZZ+XlqWSmufnf/xTQ35qRGE6DT8ZnMu4X+dYqioqGDBggWzoun8TJWTk0NsbCyffPIJdrs90OGMW11dHe+99x4DAwO8+eabzJkzZ9xTyrcStY6OjnseV1VVhaIo0uZO3NXw8DDvvfceJpMpoNP1arWauXPn8uyzz7J48eK7zvTEmfQYdRrykiMwGAx0d3fjDdB3zFSTxE4EJUVRWLx4MeHh4TiH+lGhoqS5LyCxZMeZiDDq8Hhv3xJ/68vT64Xm7mEcLg9ZsWHYXR66Bp3+0bqFSeGEG7Ro1SrmJ5g4Xt1JToIJvUbNqRtd+Hw++vr6Ztwo0Wyj0+l45ZVXGB4e5ujRo4EOZ1xqamr46KOPMJvNvPXWW8TFxf34Sd8TExNDZGQkZWVl9zyusrKSjIwMQkND73mceDj5fD6OHTuG3W7n7bffvmfv1mDx/Yef1atX09zczB/+8AfKysqCuvzJeEhiJ4JadHQ0PT09bFmSxJUxRs2mS06CCbVq7FGQEJ2aqzd7udjQQ1FGFKdquqjpGCA+XD86gqdSOFdn5cvydlKjjCzLiML1140YMWE6Ojo6GBoaIioqapr/KvFDkZGRFBUVUVFRMakWXNPp3LlzfPLJJ8ybN4+f/vSnREdHT/gaiqKwYMEC6urq7nrMwMAADQ0Nd53SEg+npqYmSktLOX78OO+88w6XL19m48aNmM3mQIc2YXPnzuVnP/sZUVFRHDhwwL+sYbp5PB4cDsd9X0fW2ImgFhYWhs1mQ6UotNtG6LQ5iAsPvgrhq7NjiAnT43B5qGqzsTgpHI/Xh1at0NA1SII5hDM3rOjUKnYXNzHi8lBc30VahJ45PReJj48nNzc30H+GAAoKCjhz5gzl5eVjlkkIFleuXGH+/Pls27btnk3Q78Xn89HW1nbPtXMVFRWo1Wp5fT7k3G43Xq+XiooKysvLqa+vB0YX9mdlZbFx48YZNVVf0zFAVmyY/4E9OTmZV155hbq6Og4ePMjvf/97tmzZwsKFC6ctpo8//pi6ujpyc3PZvHnzpOu6SmIngppWq8XlcpESZeRfX14S6HDu6lZvQ4NWzc/XZqHXqui3uzhVY2X70hRudNoot/SxIiuSy009+LwKSVGhxPdeY3hokJ+++vNZUz9tpouOjmbu3LkUFxeTn58ftCVQvF4vPp9v0kkdjE7l1tfXs3PnzrseU15eTnZ2tr81k3i4tLa2cvLkSW7cuOGfokxPT+eJJ55g+fLlKIoSVGWpxmte/NibN7Kysnj8hVf5dNcf+Oqrr/z9zadDQkICdXV1VFVV0dLSwssvvzypnboz7/+GeKjodDp/8+Z+e3D2UT1xvRPrwGiPw2Gnm09LLQw5PUSH6Xl7dQZxJj3VrTYGHC5O11j5X5+ez39/uYAd+Qm4rM2sX79+UtNo4sFZtWoV7e3tE6r2Pt3WrVtHdXU1jY2NkzrfarWyZ88ezGbzXbtt2Gw2LBbLXevgidnL7XZTXFzMu+++S3d3N0888QSbNm3il7/8JW+++SYrV65ErVbPyKTuxxRkxLFjxw4GBwc5e/bstN13/fr1/vfiwMAA77///qRKMMmInQhqLpfLPyJhDtFid3oI0U1+hOJBeCznuwXrIVo1q7Ji0KpHn/D+6dNydBoVRWkRKCgMuzzYRzw4DB6SdaM7L6XESfDJyMhg0aJFHD58mJSUFGJiYgId0h0WLVrEiRMnOHbsGG+//faEz7969SoGg4EdO3bc9Zjq6mpUKhXz5s27n1DFDFJZWcnevXsxGo0MDw+zbNkynnrqqVmZwN3LggULKCws5OLFi+Tl5fm7WTxIKpWKbdu28dlnn1FWVobH4+HTTz+lvb19QnXsHq7/U2LG6e3tvW1TwT/+pZT/89N77+CbKnan546fld7so65zgM4Bx207p4adbr681oaiKGTEhFJh6WfI4QQUztd3c7S6k/feXE6S2cA/7i3lwKGv+eijj4iLi5vwTkYxPZ5++mmMRiNfffVVoEMZk6IomM1mbt68ycjIyITPt1qtJCUlkZycfNdjqquryczMvGeBVzF7eDwe9u7dC4yunfvlL3/J5s2bH7qk7pbFixdjs9n47W9/y7vvvsvAwMADv6dGo2Hr1q0888wz/t7hxcXFNDQ0jP8aDyo4IaZCT0/PbdNALxQmE/UAixTXdg6QHGHE6/Nxrq6bjQtub1ydnxrBzZ5hztywEhmq4/G/jtYZdRqeXpSIx+vjRE0nxyo7+OCMgyXpUTyxIJb8eB01lWWYrRbeSHVxs3a0Ovv69evva42UeHBCQkLIz8/n22+/DXQod7V48eJJT8WaTCaamprw+XxjriEaGRmhqamJJ5988j6jFDPF8PCw/9937tz50JdgSktLY8OGDVRVVWGxWKiurp6W7kCKolBUVMT8+fM5f/48Op1uQu0mJbETQcvj8dDf33/bjr318+Pvccb9a7AO0W93sTQ96o6kDsDr9eHyeHliYQJh+tvfPkMjbipb+0mNNLJmbgzLMqJ498BR+jqruTg0iKIoREdHo9FoSE9PZ+3atZLUBTm9Xo/LFZxrOwF/tfzJbLyZN28ely9fpqWlhdTU1Dt+39TUhNfrnVE7HcX9ufU62rJlS1DOJPTbXffsGzvVFEVhzZo1rFmzht///ve0trZO271htCrExo0bgdH1ruMliZ0IWn19ffh8vmmt77YwyYxOc/u0Q++Qk7quQfKSzYy4vUQZdTR0DbIoJcJ/TL/dxScXmukbdrEz14C78Rq7j9Uz0tdHfn4+CxYsIC0tTaa0ZhiVSoXH47nrqFag3eoYMTw8POHSCHPnziU0NJQbN26MmdjduHGDiIgIqa/4EPn2229Rq9VkZmYGOpQxuT2B6wyRl5fHiRMnCA8P57HHHgvKz4NbJLETQau7uxtgWheuJ0XcWdIhzKDhf55r5J9fXOx/WqxqH2DQ4eJP55v5T49l0d7v4CfLkjh57Ci7dl32l8zIy8sjLS1t2uIXU+vWaHF3d3dQbaBwu91UVlbS3NxMTEzMpDpCKIqCyWQas0em2+2mvLycpUuXBvUXmJhaN2/eJDU1NWiLDEf/taxUIDz66KOo1WqOHj1Kb28vW7duDdq1h5LYiaBltVrRarWYTFPfLHq8PF4fvcNO/n7jXD4va2NHUcpoz8y4UP7r19d5cuHodG2KScUH77+HzWZj8+bNFBUVyRfiLHBrY0FLS0tQJHZ2u52LFy9y4cIFhoaGyMrK4vnnn5/0ay01NZXy8nJyc3P9U6719fWUlJTgcDiCukCzmHoZGRmcPHmSwcHBSRfHna1uTctGRkayb98+VCoVW7ZsCcrPeUnsRNDq7u4mOjo6oG+cv1y+yZaC0Q0b/3asjmXpEfy/pxp4viCJzJhQ9l5sJisqhEP/sQeHw8HPf/7zoEgAxNQwGAzExMTQ0tIS8CSnpqaGffv24fF4KCgoYMWKFff9Wnv00UdpbW1l9+7dxMXFoVKpaG9vJzIyko0bN8pr+SGTnJyMz+fj6NGjbNmyJdDhBKWFCxdS0dJL6fmjZGRkBPxzYSyS2Img1dPTE/DCvTuXfTeN+i/bF6NVq/jHJ3NQqxVWZ8fwXwccXLrwLa2trbz55pvyRTgLZWVlUVFREfCyD4cOHUKv1/OLX/xiUlOvYwkLC+Nv/uZvaGpq4vz583g8Ht544w3S09ODciRCPFi7d+8GoKSkhPXr1wd0tiRYtfXb6dLFk5GRwbVr14IysQvOCWIhIGimA377zXU6+h38z3ON2J0eok16hkY8dNocZEQbqWtoJDc3VwoNz1Lz589ncHCQzs7OgMYREhLCwMDAlG/AURSFjIwMXn75ZV599VUyMjIkqRN4vYHbqBDM1CqFcL2GxORU2tvbAx3OmCSxE0FraGgo4Imd2+Nl2Omh3NLPkcoOjlS2cfpGFwdLLByt7qQwPYoQjXwJzmbJycmoVCqam5sDGkd6ejrh4eFSIkc8MKtXrwZgw4YNQbuBItC8XnhtVSZqlRK0D0AyFSuCksfjwW63+6ec6rsGiTDqiAp9cMWJf2jA4cLu9PC/bV7A0IibDQviabAOkRFtJNFswGZ389+OXGcuBlR9fdMWl5heWq2WzMxMLl26RFFRUcCmY6urq+/a01WIqbBhwwZaWlqorKxkzZo1gQ4nKCWYR0fMVcro7nGHwxF0ZaxkxE4EpevXrwOQkJAw+k+zgRDt9IxU2BwufnfsBqeud3DgqoX6rkGMOjX9wy6GnW4URSFUr+HTqy2cq7XS19P90Fdon+0ef/xxurq6+Prrr29rJTdd7HY7NpttzHpzQkwVRVHIzc2ls7MTh8MR6HCCUt+wk6tNveTnL8Hj8QRlZxpJ7ETQ8fl8nDlzhszMTBITE/m8tBWjTkOIbnoSO5New3OLk/ChsDkvkTmxYSiKwv91qJIL9aO19QwaNY/Nj2dprILK0S+16ma55ORknnnmGS5cuMDp06en/f63HnSCsRuAmF3mzp2LRqNhz549gQ4lKEUYdYQZNBhCw0hOTQ342tuxSGIngk5vby9tbW3+nnyXm3unPYauwRHyUyNweDwA3OgYYP38WF55ZDSB213cxL7jl8jqv0JcXBx5eXnTHqOYXkVFRaxevZpTp07R398/Lfe89ZBz8OBB8vLyJLETD1xUVBTr16+noaGBrq6uQIcTdFr77ESH6THqNTgdDkJC7ixqH2iS2Imgo9ePVhe/tTD1vzyzYPpj0Kip6Rike2AEgOy4MFZmxWDQji5LNSpukvrKSEtL4+2330ajkeWqD4O1a9ei1+s5ceLEtNzvm2++4ejRo6xevZoXXnhhWu4pRGFhIREREZw9ezbQoQSVfruL5p5hokJ12Gw22trayMjICHRYd5DETgSdW09Avf02jlS0U902/ubHU0FRFBalmNmQG49Bp/H/LMI4unHjwNUWtB0VqFQKW7du9SeiYvbT6/WsW7eOkpIS2traHui9mpqa+Pbbb9m0aRMbNmwI2vZFYvbRaDSYzWbcbnegQwkqbo+XgtQI2vsd1NTUoCgKOTk5gQ7rDvJJIYKOxWIBoNOl4X/ZU4LdNf0fLpY+O5cbexlrM3tBhIv66xVs2rhxygrFiplj6dKlxMbG8uWXXz6wjRROp5NDhw6RmJjIypUrH8g9hLiX2NhYWlpapJ7dD5S19GEyaGhtbSU+Pj7odsSCJHYiCDU2NqJSazhU5yI91khRxvR3n0iOCGFxqpn81Ijbft7V1cWBAwdITU2lsLBw2uMSgadWq9m8eTM3b96kuLh4yq/v8Xg4cOAAfX19vPDCC0FbK0vMbkuWLKG/v59r165N2z3dbjdDQ0P09vbi+ev65mASqlNjs7sI1WtwuVxBuwQnOKMSD7Xw8HC8HjfpkSHkJgSuSKZW/d1zT3WbDcNID3v27MFkMrFjxw75wn2IZWRksHz5co4ePcqCBQsIDw+fkus6nU727NlDY2MjL730kpTREQGTlJTE/PnzOX36NPn5+VN+fZ/Ph9Vqpba2ltraWpqbm2+b+g0PD2ft2rWkpKQQGRkZFEteXF4fS9Ii8Xq9NDY2smjRokCHNCZJ7ETQudUfdmSoj/MNXv7+ycAXZe1trODw4cNkZGTw0ksvBeVOKDG9li5dyoULF+jp6ZmSxG5oaIhPPvmEzs5OXn31VTIzM6cgSiEmb+HChezbt4+DF+t5pjADtXryk3w2m40rV67Q3t6OSqWivb2d3t5e1Go1GRkZPPbYY4SFhaHX69FoNJSWlnLo0CEAdDody5YtY8WKFQHtRmQyaLE7PZSXlzM4OMjixYsDFsu9SGIngo5WqwWgrLGLJfPn4XR60E1TDbuxDA0NcezYMYqKinj66adlEbsA8BcmnYovmps3b3LgwAGcTievv/46ycnJ931NIe7XrenQzDjTpJI6n89HaWkptbW1VFdXo9PpiIiIICQkhDlz5jBv3jwyMzP9n/nfl52dzaZNm7DZbFRVVXH27FnOnj3Lb37zmztG73p6erDZbNOyQ7XmehVff/UVc+fO9RfQDzaS2Img09DQgFqtZn52JrWdNv71m2p+s3lhQGLxer0cOXIElUrF+vXrJakTfklJSZSWlk56nY3b7aahoYGrV69SVVVFUlISr732GpGRkVMcqRAT5/V6aWlpQafTkZM8uXXOJSUlHDx4kOTkZB5//HGKioomNKUaHh5OeHg4KSkphIaGcuTIET777DNefPFF/2dxT08P//Zv/wbAP/3TP00qzvFqaGjgP/bvY/78+Tz77LMP9F73QxI7EXRqa2tJSE4hLD2ahHA77QNT39rGbrdTW1tLXl7eXdfK+Xw+9u/fT2VlJc8//7xMv4rbzJs3jy+//JLm5mYiIiLu+H13dzdlZWW4XC56e3sxGo3ExMTQ1taGxWKhp6cHGO0m8eyzz7JkyRJ5cBBB48svv+TSpUvk5OSg04z9uhwcHOT69ev+DQ96vZ74+HiGhoYYGRmhtLSU7OxsXn311fuOZ9WqVZjNZvbt24fZbGbTpk3cuHHDP137oPl8Pk6fPk1CQgIvvfRSUK+xlsROBJWBgQEaGhp44oknOGodxjHiwjrgmvL7XLhwgRMnTlBdXU18fDzZ2dkkJSX5f+/xeDh79iwVFRVs376dhQsDM2IogpfRaATgwIEDeDweCgoKsFgslJSU0NraSltbGwaDAYPBQGRkJL29vZSUlBATE4PX62Xx4sWsWLGChISEoP6SEA8nm82GTqdj7ty5+Hw+FEXB6/WhUin+pO3s2bPYbDZCQkKIiopieHiY4uJi9Hq9/2dbtmyZspgWLlyIxWLh4sWLpKam8uc//5moqCgAIiMjaW1tve1z/H45XB52FzeRHhVKos9KQ0MDL7/8ctC/XxXfOAox2Ww2zGYz/f39U7b7S4ixnDhxgm+//ZaFT/6ELyu66LW7+JcX88mIndp6ceXl5ezbt++2nyUmJuJyuUhMTOTmzZv09fWxcuVKnnjiiSm9t5g9Ghoa+Pzzz+np6SE6Opru7m6ioqJISUkhOzub3Nzc26Zqb31BChHsLBYLZ86cobq6GnNMPFHpufgUFXkJRk6cOMHg4CAJCQm88sort+UFbrcbtVr9wF7ntz67FUUhLS2NtLQ0f/9mg8HAr//+P2PUTc2YlXVwhEbrEEUZUezatQtFUXj99den5NoTNZE8TEbsRNDweDxcvnyZhMwcTMYQzCEauoecU57UAeTl5aHX6zl48CAul4t169ZhsVgwGAz+p76XX36Z+Pj4Kb+3mD0yMzP59a9/TW1tLRUVFaxYsYLCwsK7TqlKUidmiuTkZHbu3ElTUxNffPEFDZdPANAI5OTk8PTTTxMeHn7Ha/pB13bLy8vDbDZz/vx5kpOTOXLkiP93DocDvfr+32Mer49Bh5soo47QJDUnr16nsbGR55577r6vPR1kxE4EjcrKSvbu3UvRkztIT07ks7JWjHotf7dx3gO7Z3V1NX/+85/51a9+5S+zIoQQ4js+nw+3243X68XtdmM0GoPiIWV4eJjzFy6SmZ7mHzlXq9U88cQTLF++fMLXGxpxE6rX0DXgoNM2QmufnVM1XcRYTmHU63jrrbcCVpRYRuzEjFRaWoo3JJJvmhzUFpexJD2C/LSoB3rPkJAQVCoV+/fv5+2330atDlxZFSGECEaKovhLkgRDoeBbjEYjq1avwaBV8/bbb9PR0UFVVRVffvklMTExzJkzZ9zXsjs91HbYiAw1EB6iYUFSOLmJ4WSEefmozMpTL78ctJ0mfki2YImgUFtbS01NDdrYTBQftPUN09zjYPOixAd63/T0dDZv3kxraysDAwMP9F5CCCGmlkE7+jAeGhrKnDlz2Lx5M/Hx8Vy5coWeISetfXZ/T+fBke86W3xd3kZj9xDHr3fS0jtMZVsfapXC5eYe/p8vq7A7PahUCjZrG4qiTChJDDRJ7ETADQwMsHv3bgDWr1rK8IiTx3Pj+T+eXfDA7+10Ojl37hwJCQmyzEAIIWY4RVHIzs6moaEBj8vBwdJWRtxeYHRU7mJDN9/WdVFysw+3x0tmtJG23iHO1HTxdWUHx6o6yYo3oVUrVLb0UHyllNDQ0DGLKAermTGuKGa1W9OfXdGLSYsxE2MyYjJoSDA/2LpxHo+HQ4cOYbPZ+MUvfiE1xIQQYhZYsmQJV65c4aMPP2TT+sdQ+TyAmliTnjC9Bq/Pi97WysnP9rCgcAW1DiNZcWGsmhNN7fUqrlw6zP99tMN/vcms1wskSexEwBkMBhRFISfGwJ/ON9I5YGdRSiKGuxTFHK9bw++3Fvl6vV4GBgbo6+ujqqqKa9euMTw8zAsvvCAbJ4QQYpaIjo7mzTffZP/+/ezduxcAs9lMZmYmOTk51NfXc/HiRQC02ss8tmETxtBQDv3HX6ivr2fu3LksX74crVZLdHT0lNbGmw6yK1YEhffff5+wsDDi8x/jvx2uJlSn4eNfrLqva+7du5fKykrCw8Pxer0MDg76fxcaGsqiRYvIz88P2n5/Qggh7k9vby+NjY10dnZSW1uL1WpFpVLx1FNP0dPTQ0VFBYODgxgMBnw+Hzt27AjK9XSyK1bMOCaTiRZLKydcN/kvzyzkm6r2+76mTqcDID8/H5VKhclkIjw8HJPJRFxcnEy9CiHELBcZGenvv/zkk09itVpRFMU/S7NhwwYuXbqExWJh48aNmM3mQIY7JSSxEwFnsViorKwk75F1hIZE4PS4WTM37r6v6/F4SExMZP369VMQpRBCiJkuJibmtv/WaDSsWLEiQNE8GDJkIQKusbERrU6HJiGbGJOej4pv8lmJBYfT/eMn/5XX66W3t5fvrywYGBjw9/MUQgghbnE4HJSWltLY2IjH4wFG12UPDg5itVrxer0BjnDyZMROBFxHRwfa0Ag0KoUPzjawfWkKP12RMe7zfT4fu3btorm5mbi4OFJSUujv76epqYm0tLQHF7gQQogZqby8nEOHDgGjherT0tJuq2ean5/P1q1bAxjh5EliJwKuo6ODrLRk5iWE83ePZ/P4goltZnC73TQ3N7NkyRJGRkawWCxERESwadMmli1b9oCiFkIIMVOZTCYA1q17jNaeARw2K3l5eWjDY2i+UUlvb2+AI5w8SexEQLlcLqxWK2q1mpaKSxQWFk74GlqtlrCwMGw2G3Fxceh0Op5//vmg6GUohBAi+MybN4/s7GyuXLnMI8+9Rm5iOFFho+3S9reO7qKdqWSNnQio9vZ2vF4vbW1tnDp1ik8++WRS19m4cSN1dXWcO3eOkpIS6urqpjhSIYQQs4WiKKxZs4aBgQFsPV3+pK6trY1r166Rm5sb4AgnTxI7EVAtLS23/Xd0dDR1XYN3OfruTCaTv7xJbm4usbGxUxKfEEKI2SkpKYmwsDDqy4pp6RmipuYG77zzDgBFRUUBjm7yZCpWBJTZbCYkJISRkRG8Xi/p6ekkhBsmdA2r1cqHH37InDlzePHFF2UnrBBCiB+l1WrZunUrH374IR+/9+8MDw+j1WpZuHDhjP4ekcROBJTdbic2NpaIiAjKysrIyMggVK+hqXuI9OjQcV2jtbUVn8/H9u3bMRgmlhQKIYR4eGVlZfHKK6/Q2tqKSqVi1apVaDTBlxo5nc5xHxt80YuHyrVr17BarbS2to62STGEMeBwcb19gDC9hui/rnsYi9fr9e+CDQsLk6ROCCHEhM2bN4958+YFOoy76unpYdeuXeM+XhI7ETA+n4+2tjbWrl3L8uXLqWjpxajTUtHaz7DTTaRRd9dzGxsbOXjwoH9L+iOPPDJdYQshhBDToru7m3fffXdCLTBl84QImLa2NpxOJ0lJSeh0OqLCw3B7vBypbMcHqFRjlyuxWCzs2rULk8nE9u3b2blzp7QNE0IIMav4fD727duH0WjkjTfeGPd5MmInAqKzs5OPP/6Y6OhoUlNTAWjsHuLbC92E6jQ43Xdv53LlyhXCwsJ44403JvQUI4QQQswULpeLjo4OvF4vn3/++bjPk29FMe18Ph+7d+9mcHCQqKgoysrK8Hq9LEmP5K3VmSzNiGJjbvxdzw8LC2NwcJDPPvuMwcGJl0YRQgghgp1Op2Pr1q0sWrQIt3v8vdMV3/e7pt+FzWbDbDbT398/usBdiPtUVVXFpUuXqK+vR61W88tf/RpFG0JkqI5j1R2snBNDiE591/NLSko4dOgQbrebqKgoXnvtNSIiIqbvDxBCCCGmyUTyMJmKFQGRmJiIxWIhMjKS7du3ExVh9v9u/fy7j9bdUlBQQHZ2NseOHePq1avSPkwIIYRAEjsRIMXFxahUKn7+859PqkyJw+HgypUrVFVVkZWVhdls/vGThBCzyq0JJ3mwE+I7ktiJgCgtLaWgoGDSSd2///tolfDCwkIeffTRBxChECKYDQwM8MEHH+DxeCgqKiI6OpqcnBzU6rsv4RDiYSCJnQiYkJCQSZ135swZHA4Hf/u3f0tkZOQURyWEmAmuX79Ob28vSUlJHDt2DIDt27ezcOHCAEcmRGBJYicCwmg0Mjw8PKFzXC4XZWVlFBcXs2rVKknqhHiIeTweYLSlIIBKpSIlJSWQIQkRFCSxEwEREhKCzWYb9/E2m43333+f/v5+cnNzWb169QOMTggR7BYtWoSiKKjVanQ6HYmJibLWVggksRMBkpuby5EjR2hoaCAzMxObw8XX5e00dw+TGhXCS8vSbjv++PHjuFwufvWrXxEdHT2pe/p8PtxuN1qtFqvVisvlIjExcSr+HCHENDMajSxfvjzQYQgRdCSxEwGxZMkSvvnmGywWC5mZmVS09GPUqokIUeP03FlaMTIyEpfLNakncp/PR11dHcePH6e1tZXExER/Ne/c3FxefPFFNBp5KwghhJj5pPOECIju7m58Ph9xcXEArMyO4Zn8JOIjjKi/96r0en34fD7S09NxuVwcPnyYcdTUvk1vby+7d+/2r8Vpa2vD6x1tWVZVVTXhtX5CCCFEsJJhChEQycnJ5OXl8emnn1JUVMTy5csJDQ1l3bxYfvvNDf7HNzX86rEs/mXPCcJ7a+ixdgJw8eJF4uPjWbp06bjv5XK5gNHF1WlpaTQ2NmIymUhNTaWwsFC6qQghhJg1pKWYCJjh4WF+97vfYbfbUalUrF27ljVr1nKy1srj82J5//33sVgsAGj1BjweDxqVwhtvvEFSUtKE7tXb24uiKEREROB0OtFqtVLUVAghxIwgLcXEjGA0GomKisJiseD1ejl58iQXL16koKCAP7eY/UldWsEali9dimvEzrFPP+b48eP85Cc/mVBi9v3SKDqdbsr/FiGEECIYyIidCLiSkhI+/fTTMX+XlJTEz372M3qGnHxZ3sbyKCcff/wx6enprFmzhqysLBl5E0IIMatNJA+TxE4EhZaWFr744gva2tqA0RG2xMREtmzZ4h9hu9zUy5LUCG7cqOHUqVO0trYSHh5OYmIi0dHRrF27dlItyoQQQohgJomdmJF8Ph+VlZWcOXOG9vZ2YmJiSEpKIiYmhsWLF/tLnbhcLg4cOEBVVRWKovh3yb7++utkZmYG8k8QQgghppwkdmJG8/l8NDQ0cO3aNbq7u+no6MDlchETE0NYWBgWiwWXy0VSUhLt7e3o9XqWL1/OunXrAh26EEIIMeVk84SY0RRFYc6cOcyZMwcAp9NJeXk57e3tDA0NsXLlSvLz86VXrBBCCPEDktiJoKfT6SgsLAx0GEIIIUTQk84TQgghhBCzhCR2QgghhBCzhCR2QgghhBCzhCR2QgghhBCzhCR2QgghhBCzhCR2QgghhBCzhCR2QgghhBCzxITq2NlstgcVhxBCCCGEGMNE8q9xJXY6nY6EhARSU1MnHZQQQgghhJichIQEdDrdjx43rl6xAA6HA6fTed+BCSGEEEKIidHpdBgMhh89btyJnRBCCCGECG6yeUIIIYQQYpaQxE4IIYQQYpaQxE4IIYQQYpaQxE4IIYQQYpaQxE4IIYQQYpaQxE4IIYQQYpaQxE4IIYQQYpb4/wHM8623GFDwBQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.add_feature(cfeature.COASTLINE, edgecolor='gray')\n",
"gdf_all.plot(ax=ax,zorder=1,color=\"C0\")\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "484bda5f-40b6-4585-9041-d7f9e28ef25d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>gauge_id</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>camels_01022500</td>\n",
" <td>POLYGON ((-67.97836 44.61310, -67.98141 44.614...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>camels_01031500</td>\n",
" <td>MULTIPOLYGON (((-69.31629 45.15325, -69.32144 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>camels_01047000</td>\n",
" <td>POLYGON ((-70.10847 45.21669, -70.10609 45.213...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>camels_01052500</td>\n",
" <td>POLYGON ((-71.10862 45.12730, -71.10402 45.125...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>camels_01054200</td>\n",
" <td>POLYGON ((-70.97999 44.39574, -70.97657 44.393...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6825</th>\n",
" <td>lamah_47840</td>\n",
" <td>POLYGON ((9.55616 48.16253, 9.56571 48.15944, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6826</th>\n",
" <td>lamah_76175</td>\n",
" <td>POLYGON ((9.88750 48.38333, 9.88529 48.38277, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6827</th>\n",
" <td>lamah_76176</td>\n",
" <td>POLYGON ((10.38109 48.87520, 10.37946 48.87519...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6828</th>\n",
" <td>lamah_76184</td>\n",
" <td>POLYGON ((9.75509 48.31759, 9.75364 48.31563, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6829</th>\n",
" <td>lamah_76276</td>\n",
" <td>POLYGON ((10.23328 48.68325, 10.23114 48.67988...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>6830 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" gauge_id geometry\n",
"0 camels_01022500 POLYGON ((-67.97836 44.61310, -67.98141 44.614...\n",
"1 camels_01031500 MULTIPOLYGON (((-69.31629 45.15325, -69.32144 ...\n",
"2 camels_01047000 POLYGON ((-70.10847 45.21669, -70.10609 45.213...\n",
"3 camels_01052500 POLYGON ((-71.10862 45.12730, -71.10402 45.125...\n",
"4 camels_01054200 POLYGON ((-70.97999 44.39574, -70.97657 44.393...\n",
"... ... ...\n",
"6825 lamah_47840 POLYGON ((9.55616 48.16253, 9.56571 48.15944, ...\n",
"6826 lamah_76175 POLYGON ((9.88750 48.38333, 9.88529 48.38277, ...\n",
"6827 lamah_76176 POLYGON ((10.38109 48.87520, 10.37946 48.87519...\n",
"6828 lamah_76184 POLYGON ((9.75509 48.31759, 9.75364 48.31563, ...\n",
"6829 lamah_76276 POLYGON ((10.23328 48.68325, 10.23114 48.67988...\n",
"\n",
"[6830 rows x 2 columns]"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gdf_all"
]
}
],
"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": "3.10.14"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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