{ "cells": [ { "cell_type": "markdown", "id": "dfb11ae2-5031-4335-b9a9-6ec745996ade", "metadata": {}, "source": [ "## OBS Data Analysis from \"Zu nah?\" project at TH Wildau\n", "based on open data ressources only\n", "\n", "created by Simon Metzler at Radprofessur Wildau \n", "\n", "* project page https://innohub13.de/wir-forschen/zu-nah/ \n", "* page of Radprofessur https://www.th-wildau.de/radverkehr" ] }, { "cell_type": "markdown", "id": "6958120c-bb79-4e65-b30d-4bd6c5d1940b", "metadata": {}, "source": [ "### Index: \n", "* [import python packages](#import) \n", "* [parse data](#parse)\n", "* [Geo overview](#geo) \n", "* [pre processing data](#pre) \n", "* [left-right analysis](#analysis) " ] }, { "cell_type": "markdown", "id": "8f6e37b8-2203-4c44-b546-bf4898085ec7", "metadata": {}, "source": [ "---\n", "import python packages " ] }, { "cell_type": "code", "execution_count": 5, "id": "ebac20a4-146d-4453-906c-847a08542520", "metadata": {}, "outputs": [], "source": [ "import json \n", "import geopandas as gpd\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 6, "id": "528e054f-07c5-4780-bac6-487f9d268f28", "metadata": {}, "outputs": [], "source": [ "import glob\n", "from tqdm import tqdm\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "0ac0104b-1ce0-4650-ba25-d6e8bbc63bad", "metadata": {}, "source": [ "---\n", "parse data " ] }, { "cell_type": "code", "execution_count": 7, "id": "6f0ef954-8ee5-48bf-baf2-0aff9aa9b1f9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# manual downlaod from export-tab (automatic download is possible yet not encouraged)\n", "#https://obs.adfc-brandenburg.de/\n", "#https://obs.adfc-bw.de/\n", "#https://obs.radentscheid-essen.de/\n", "#https://portal.openbikesensor.org/\n", "#https://obs.adfc-darmstadt.de/\n", "\n", "# Stand 07.11.22\n", "\n", "files = glob.glob(r'portale\\*.geojson')\n", "\n", "len(files)" ] }, { "cell_type": "code", "execution_count": 22, "id": "2197597f-29a9-489e-bfa1-f04321756b92", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 17%|██████████████ | 1/6 [00:01<00:05, 1.11s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "bbb\n", "15523\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 33%|████████████████████████████ | 2/6 [00:02<00:05, 1.40s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "bw\n", "20209\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 50%|██████████████████████████████████████████ | 3/6 [00:04<00:04, 1.42s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "darmstadt\n", "18420\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 67%|████████████████████████████████████████████████████████ | 4/6 [00:05<00:02, 1.22s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "essen\n", "11480\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████| 6/6 [00:08<00:00, 1.39s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "obs-portal\n", "40722\n", "os\n", "2107\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "gdf =gpd.GeoDataFrame()\n", "\n", "for f in tqdm(files):\n", " gdf_this = gpd.read_file(f, crs='EPSG:4326')\n", " portal_name=f.split('_')[-1].replace('.geojson','')\n", " gdf_this['portal']= portal_name\n", "\n", " gdf=gdf.append(gdf_this)\n", " \n", " print (portal_name)\n", " print (len(gdf_this))" ] }, { "cell_type": "code", "execution_count": 23, "id": "fe2c0562-5468-480b-8c3f-a3c7369334d5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
distance_overtakerdistance_stationarydirectionway_idcoursespeedtimegeometryportal
01.82NaN-128496022.01.9137914.6111112022-05-09 15:22:33+00:00POINT (13.42786 52.47392)bbb
10.71NaN-128496022.01.9273471.6666672022-05-09 15:22:48+00:00POINT (13.42766 52.47430)bbb
21.570.50-1849599088.01.9346484.5000002022-05-09 15:23:26+00:00POINT (13.42738 52.47485)bbb
31.260.74-1568336446.01.8789844.1388892022-05-09 15:23:33+00:00POINT (13.42746 52.47528)bbb
42.05NaN-1816236476.02.0214424.0833332022-05-09 15:23:44+00:00POINT (13.42769 52.47581)bbb
..............................
21021.292.41193245513.00.7943963.9166672022-11-01 05:42:58+00:00POINT (8.00970 52.26666)os
21031.69NaN193245513.00.7219622.3611112022-11-01 05:43:05+00:00POINT (8.01000 52.26678)os
21041.39NaN193245513.00.5366452.1388892022-11-01 05:43:08+00:00POINT (8.01010 52.26682)os
21051.52NaN193245513.00.9307712.7500002022-11-01 05:43:16+00:00POINT (8.01051 52.26698)os
21061.51NaN193245513.00.8808072.6944442022-11-01 05:43:20+00:00POINT (8.01073 52.26707)os
\n", "

108461 rows × 9 columns

\n", "
" ], "text/plain": [ " distance_overtaker distance_stationary direction way_id \\\n", "0 1.82 NaN -1 28496022.0 \n", "1 0.71 NaN -1 28496022.0 \n", "2 1.57 0.50 -1 849599088.0 \n", "3 1.26 0.74 -1 568336446.0 \n", "4 2.05 NaN -1 816236476.0 \n", "... ... ... ... ... \n", "2102 1.29 2.41 1 93245513.0 \n", "2103 1.69 NaN 1 93245513.0 \n", "2104 1.39 NaN 1 93245513.0 \n", "2105 1.52 NaN 1 93245513.0 \n", "2106 1.51 NaN 1 93245513.0 \n", "\n", " course speed time geometry \\\n", "0 1.913791 4.611111 2022-05-09 15:22:33+00:00 POINT (13.42786 52.47392) \n", "1 1.927347 1.666667 2022-05-09 15:22:48+00:00 POINT (13.42766 52.47430) \n", "2 1.934648 4.500000 2022-05-09 15:23:26+00:00 POINT (13.42738 52.47485) \n", "3 1.878984 4.138889 2022-05-09 15:23:33+00:00 POINT (13.42746 52.47528) \n", "4 2.021442 4.083333 2022-05-09 15:23:44+00:00 POINT (13.42769 52.47581) \n", "... ... ... ... ... \n", "2102 0.794396 3.916667 2022-11-01 05:42:58+00:00 POINT (8.00970 52.26666) \n", "2103 0.721962 2.361111 2022-11-01 05:43:05+00:00 POINT (8.01000 52.26678) \n", "2104 0.536645 2.138889 2022-11-01 05:43:08+00:00 POINT (8.01010 52.26682) \n", "2105 0.930771 2.750000 2022-11-01 05:43:16+00:00 POINT (8.01051 52.26698) \n", "2106 0.880807 2.694444 2022-11-01 05:43:20+00:00 POINT (8.01073 52.26707) \n", "\n", " portal \n", "0 bbb \n", "1 bbb \n", "2 bbb \n", "3 bbb \n", "4 bbb \n", "... ... \n", "2102 os \n", "2103 os \n", "2104 os \n", "2105 os \n", "2106 os \n", "\n", "[108461 rows x 9 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf" ] }, { "cell_type": "markdown", "id": "999a3036-abdc-4021-a124-64fd44bb598f", "metadata": {}, "source": [ "---\n", "
Geo overview " ] }, { "cell_type": "code", "execution_count": 24, "id": "27cc6274-4048-4431-813c-7f587b543b1b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 10))\n", "gdf.plot(ax=ax)\n", "\n", "bland = gpd.read_file(\"https://raw.githubusercontent.com/isellsoap/deutschlandGeoJSON/main/2_bundeslaender/1_sehr_hoch.geo.json\")\n", "bland.boundary.plot(ax=ax, color='gray')" ] }, { "cell_type": "markdown", "id": "1fa43da1-7cda-42bf-bd3b-c9b187915f6d", "metadata": {}, "source": [ "---\n", "pre processing \n" ] }, { "cell_type": "code", "execution_count": 25, "id": "f9bb7471-e5c5-412e-9d3a-0f516447c5b3", "metadata": {}, "outputs": [], "source": [ "# from m in cm\n", "gdf['distance_overtaker']=gdf['distance_overtaker']*100\n", "gdf['distance_stationary']=gdf['distance_stationary']*100" ] }, { "cell_type": "code", "execution_count": 26, "id": "a3586c27-39a0-4c86-834b-9f94ba26da57", "metadata": {}, "outputs": [], "source": [ "#adding bins of distance_overtaker\n", "\n", "#20cm\n", "bins = [0, 20, 40, 60, 80, 100, 120, 140, 160, 180, 200]\n", "labels = ['<20','20-40','40-60','60-80','80-100','100-120','120-140','140-160','160-180','180-200']\n", "gdf['Right_binned_label'] = pd.cut(gdf['distance_stationary'], bins, labels=labels)\n", "\n", "##50cm\n", "#bins = [0,50,100,150,200,250,400]\n", "#labels = ['<50','50-100','100-150','150-200','200-250','>250']\n", "#gdf['distance_overtaker_binned'] = pd.cut(gdf['distance_overtaker'], bins=bins, labels=labels)\n", "#\n", "##25cm\n", "#bins = list(range(0,260,25))\n", "#bins.append(400)\n", "#labels = ['<25','25-50','50-75','75-100','100-125','125-150','150-175','175-200','200-225','225-250','>250']\n", "#gdf['distance_overtaker_binned_25'] = pd.cut(gdf['distance_overtaker'], bins=bins, labels=labels)" ] }, { "cell_type": "code", "execution_count": 27, "id": "e5c6ce80-5d7a-41fe-be8c-bad7047ed89b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#left-right overview\n", "#kaputte ultraschallsensoren werden sichtbar, häufung von Werten <10cm\n", "gdf.plot(kind='scatter', y='distance_overtaker', x='distance_stationary', alpha=0.1, figsize=(6,6), color='blue')" ] }, { "cell_type": "code", "execution_count": 28, "id": "ab3a9eaf-422f-4736-a4be-d7bb6e3fbf53", "metadata": {}, "outputs": [], "source": [ "# remove all datapoints with meassuerements below 15cm to clean wrong messurements due to ultrasonic sensor issues\n", "gdf=gdf[~(gdf.distance_overtaker<15)&~(gdf.distance_stationary<15)].copy()" ] }, { "cell_type": "code", "execution_count": 29, "id": "922d2c31-3cdb-4843-8661-15fe1e2bad0e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# wenn man alle werte unter 15cm rausfiltert sieht es plausibel aus\n", "gdf.plot(kind='scatter', y='distance_overtaker', x='distance_stationary', alpha=0.1, figsize=(6,6), color='blue')" ] }, { "cell_type": "code", "execution_count": 30, "id": "8b90bc2b-eaf2-4a93-9bf8-397a0ff49f2d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
distance_overtakerdistance_stationarydirectionway_idcoursespeedtimegeometryportalRight_binned_label
0182.0NaN-128496022.01.9137914.6111112022-05-09 15:22:33+00:00POINT (13.42786 52.47392)bbbNaN
171.0NaN-128496022.01.9273471.6666672022-05-09 15:22:48+00:00POINT (13.42766 52.47430)bbbNaN
2157.050.0-1849599088.01.9346484.5000002022-05-09 15:23:26+00:00POINT (13.42738 52.47485)bbb40-60
3126.074.0-1568336446.01.8789844.1388892022-05-09 15:23:33+00:00POINT (13.42746 52.47528)bbb60-80
4205.0NaN-1816236476.02.0214424.0833332022-05-09 15:23:44+00:00POINT (13.42769 52.47581)bbbNaN
.................................
2102129.0241.0193245513.00.7943963.9166672022-11-01 05:42:58+00:00POINT (8.00970 52.26666)osNaN
2103169.0NaN193245513.00.7219622.3611112022-11-01 05:43:05+00:00POINT (8.01000 52.26678)osNaN
2104139.0NaN193245513.00.5366452.1388892022-11-01 05:43:08+00:00POINT (8.01010 52.26682)osNaN
2105152.0NaN193245513.00.9307712.7500002022-11-01 05:43:16+00:00POINT (8.01051 52.26698)osNaN
2106151.0NaN193245513.00.8808072.6944442022-11-01 05:43:20+00:00POINT (8.01073 52.26707)osNaN
\n", "

106657 rows × 10 columns

\n", "
" ], "text/plain": [ " distance_overtaker distance_stationary direction way_id \\\n", "0 182.0 NaN -1 28496022.0 \n", "1 71.0 NaN -1 28496022.0 \n", "2 157.0 50.0 -1 849599088.0 \n", "3 126.0 74.0 -1 568336446.0 \n", "4 205.0 NaN -1 816236476.0 \n", "... ... ... ... ... \n", "2102 129.0 241.0 1 93245513.0 \n", "2103 169.0 NaN 1 93245513.0 \n", "2104 139.0 NaN 1 93245513.0 \n", "2105 152.0 NaN 1 93245513.0 \n", "2106 151.0 NaN 1 93245513.0 \n", "\n", " course speed time geometry \\\n", "0 1.913791 4.611111 2022-05-09 15:22:33+00:00 POINT (13.42786 52.47392) \n", "1 1.927347 1.666667 2022-05-09 15:22:48+00:00 POINT (13.42766 52.47430) \n", "2 1.934648 4.500000 2022-05-09 15:23:26+00:00 POINT (13.42738 52.47485) \n", "3 1.878984 4.138889 2022-05-09 15:23:33+00:00 POINT (13.42746 52.47528) \n", "4 2.021442 4.083333 2022-05-09 15:23:44+00:00 POINT (13.42769 52.47581) \n", "... ... ... ... ... \n", "2102 0.794396 3.916667 2022-11-01 05:42:58+00:00 POINT (8.00970 52.26666) \n", "2103 0.721962 2.361111 2022-11-01 05:43:05+00:00 POINT (8.01000 52.26678) \n", "2104 0.536645 2.138889 2022-11-01 05:43:08+00:00 POINT (8.01010 52.26682) \n", "2105 0.930771 2.750000 2022-11-01 05:43:16+00:00 POINT (8.01051 52.26698) \n", "2106 0.880807 2.694444 2022-11-01 05:43:20+00:00 POINT (8.01073 52.26707) \n", "\n", " portal Right_binned_label \n", "0 bbb NaN \n", "1 bbb NaN \n", "2 bbb 40-60 \n", "3 bbb 60-80 \n", "4 bbb NaN \n", "... ... ... \n", "2102 os NaN \n", "2103 os NaN \n", "2104 os NaN \n", "2105 os NaN \n", "2106 os NaN \n", "\n", "[106657 rows x 10 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf" ] }, { "cell_type": "markdown", "id": "a80c8e5b-8904-4c35-b6a4-54bf681cca07", "metadata": {}, "source": [ "---\n", "
left-right analysis " ] }, { "cell_type": "code", "execution_count": 31, "id": "659039df-c696-404e-be92-649cc27f692d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4gAAAKDCAYAAABYACS5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABYwklEQVR4nO3de3icdZ3//+c7TRtqT7QClXNZOXzTFoGlXw9Lv9osQgUUWA+rRVfWdlesEo8rLWR/C6xGqYp7gKWIpoguRFAUKwWhlkS3gAeQYxtZcSlYYEFKObTSQ9rP74+5EyclaZNmhjszeT6uK1cn99xzz3vemc7Maz6f+74jpYQkSZIkSTV5FyBJkiRJGhoMiJIkSZIkwIAoSZIkScoYECVJkiRJgAFRkiRJkpQxIEqSJEmSAAOiJA0LEZEi4tC868hTRMyKiLU7uf4V6VFEHBQRGyJiRD/WnZLVVVuC+22PiL8bbE2lFhFrIuKtu1jngoj4z35u75sR8fndrGW3bytJ1cKAKEmvoOzD8EvZh/H1EbEsIg7Mu64uEfG3EbEy7zoqWdbDbdnf+IWIuC8i3t51fUrpsZTS2JTSthLcV7+D086UsiZJUmUzIErSK+8dKaWxwL7AU8AlOddTNqUY+apQd2Z/4z2By4DvRMSeuVYkSVI/GBAlKScppU3A94CpXcsiYkJEfCsi/hARj0bEP0ZETURMioi1EfGObL2xEfFwRHww+/2bEXF5RCyPiBcj4qcRcXBv97uT+6gHLgfelI1+PdfH7Q+JiJ9l9/OTiPiPrlGsoimR8yLiMeC2bNv/mN3X09l9T8jWf9m0z+Iph9kI2fci4trs/n4dEUcVrbtfRFyfPZZHIuLjRdeNzvqyPiJWA/+3H3+WkyPifyLimYj4clZ7XUQ8GxFHFm17n2wkeO+dbSyltB34NjAGOGyHHtXuqp9F3h8Rj2V1NWW3extwHvDe7O91Xz8e32sj4pcR8XxE/DAiJvVRU3tEfC4ibs/qujUi9tph3TN3rCm7viYiFkbE7yJiXURc13U/2fV/kz0X1hXfbiAi4rsR8b/Z4/hZREzbYZW9+vq/EBH/J7vu2Yh4KCL+endqkKRqZUCUpJxExKuA9wI/L1p8CTAB+DPgLcAHgQ+llJ4F5gJfj4h9gH8B7k0pfavotu8HPgfsBdwLXN3HXfd1Hx3AR8hGv1JKe/Zx+2uAXwKvBi4A/qaXdd4C1AOzgb/Nfhqy+xwLXNrHtntzGvBdYFJ23zdExMiIqAF+BNwH7A8cD3wyImZntzsfeG32Mxs4sx/39VfADODPs/udm1LaDHwH+EDRenOAn6SU/rCzjUVhn74PAVuBR/tYrT/9nAkcQeEx/lNE1KeUfgx8Abg2+3sd1cvtdvRBCs+j/YBO4N93su4ZWe37AKOAf9hVTdnyjwOnU3gO7AesB/4DICKmAouzx7hf9pgP6EfdO7qZQuDeB/g1L3+u9/p/ISLGAMsp9HwfCn/Hy3oJmJI0bBkQJemVd0M2OvcCcALwZegOE+8Fzk0pvZhSWgNcTBYYUkq3UghKK4BTgLN22O6ylNLPskDTRGEksMf+jbu6j12JiIMojMT9U0ppS0ppJbC0l1UvSCltTCm9ROHD+ldTSv+TUtoAnAu8L/o//fTulNL3Ukpbga8CewBvzOrYO6X0z1kt/wN8HXhfdru/BppTSs+mlH7PzsNQl0XZ+o8B/0ohQABcBZyRhVIo9OvbO9nOG7O/8SbgK8AHUkpP77jSAPp5YUrppZTSfRQCcX/CYG++nVJ6MKW0Efj/gL+Ovg9Mc2VK6b+zv+F1wNH9rOksoCmltDZ7Ll4AvDv7e78buLHoefr/AdsH+iBSSkuy52/X9o/qGpXO9PV/4e3AmpTSlSmlzpTSr4Hrs7okSRgQJSkPp2ejc3XA2cBPI+I1FEY7RtFzpOlRCqNjXa4AplP48L5uh+3+vutCFsSepTBKU6w/97Ez+wHPppT+2Nv99rFsv17urxaY3M/7LH5c24G12TYPBvaLiOe6fihMueza7n471NHXCF5fdT+abYOU0i+AjcBbIuL/AIfSe5Dr8vPsbzwxW+//9bFef/v5v0WX/0hhFHZ37Pj4RlJ4TvRmV/fZ1/UHAz8o+pt0ANso/F16/E2yoLrj83inImJERFyUTWF9AViTXVX8OPr6v3Aw8IYdnjPvB14zkBokqZoZECUpJymlbSml71P48DwTeIbCVMTifQcPAh6H7tG/rwHfAubHy0/J0D1aGBFjKUzJfGKHdXZ6H0DaRdlPApOy6bEvu9/ih1d0+Yle7q+TwgF6NgLd28oe44779RU/rhoKUxKfoBACHkkp7Vn0My6ldHJRrcW1HbSLx7bjYzmInv27isI0078BvpftQ7pTWTj5KPA3EXFML6v0t5993sUA1t1x2wdReC48M8Bt7MrvgZN2+LvskVJ6nB3+JtnjfvUAt38Ghem/b6UwVXpK1+aK1unr/8LvgZ/uUNvYlNL8AdYgSVXLgChJOYmC0yiMMnVkpxi4DmiOiHHZgTU+DXQdsOS87N+5FKYtfmuH6YEnR8TMiBhFYf+rX2RTK7v14z6eAg7ItvEyKaVHgbuACyJiVES8CXjHLh5qK/Cp7GAsY/nTfnOdwH8De0TEKRExEvhHCiOrxY6NiHdmUxQ/CWymsN/mL4EXImJBFA5IMyIipkdE18ForgPOjYiJEXEA0LiLOgE+m61/IPAJ4Nqi675NYR/FD1AI6f2SjfR+A/inXq7bnX4WewqYUjT1dVc+EBFTs2D2zxSCbqlPbXE5hefXwQARsXf2PIfCQZneXvQ8/WcG/llkHIXnwDoKXy58oZd1+vq/cCNweHagnJHZz/8t2n9SkoY9A6IkvfJ+FBEbKOyD2AycmVJalV3XSGFU7X+AlRQOprEkIo6lEOQ+mH2gX0Rh9Ghh0XavoXBglmeBYylMnetNr/eRXXcbsAr434joa2Tp/cCbKHxA/zyFELV5J493CYVw9TPgEQr75TUCpJSepzDC9g0Ko5gbKUwhLfZDCvtNrqcwevfOlNLWrA/voLBv3CMURsK+QWFUCeBCCtMoHwFuZef7DBbf190UDmyyDGjpuiKltJbCAVES8F/92Faxf6UQWl7Xy3UD7Wex72b/rouIX/dj/W8D36QwPXQPCgeUKbV/ozCt9taIeJFCmH8DQPY8/xiF59yTFP6mO/69d+VbFP6ujwOr6XmQpy69/l9IKb0InEhhP9UnKPRhES//UkKShq1IaaCzUyRJQ01EfBNYm1L6xxzu+1rgNyml88uw7QuAQ1NKH9jVuq+EiFgCPFHOPpezn5Ik7YojiJKkAcmm5L02Cue7exuF/cFuyLmssouIKcA7KRpVLNF2h2U/JUlDkwFRkjRQrwHagQ0UTh0xP6V0T64VlVlEfA54EPhySumREm++ZP2MiA19/PR1FNUhIyJu7qP283Z9a0lSqTjFVJIkSZIEOIIoSZIkScoYECVJkiRJgAFRkiRJkpQxIEqSJEmSAAOiJEmSJCljQJQkSZIkAQZESZIkSVLGgChJkiRJAgyIkiRJkqSMAVGSJEmSBBgQJUmSJEkZA6IkSZIkCTAgSpIkSZIyBkRJkiRJEmBAlCRJkiRlDIiSJEmSJMCAKEmSJEnKGBAlSZIkSYABUZIkSZKUMSBKkiRJkgADoiRJkiQpY0CUJEmSJAEGREmSJElSxoAoSZIkSQIMiJIkSZKkjAFRkiRJkgQYECVJkiRJGQOiJEmSJAkwIEqSJEmSMgZESdIrJiK+GRGfj4j/FxEP5V1PNYuI9oj4u7zrkCRVFgOiJOkVl1L6r5TSEbtaLyIuiIj/fCVqGuoiIkXEoXnXIUmqbgZESZKGsIiozfG+IyL8rCBJw4gv+pKksomIYyLi1xHxYkRcC+yRLZ8VEWuL1lsQEY9n6z0UEcdHxNuA84D3RsSGiLgvW/dDEdGRrfs/EXFW0XZmRcTaiPhMRDwdEU9GxIeKrh8dERdHxKMR8XxErIyI0dl1b4yIOyLiuYi4LyJm9ePx7RcRSyPi2Yh4OCL+vmj5SxExaYdePBMRI7Pf52aPY31E3BIRBxetmyLiYxHxW+C3EfGz7Kr7sl68NyImRsSNEfGHbBs3RsQBfdS5b0TcHxH/sKvHmk1NbY6I24E/An+2qz5IkqqHAVGSVBYRMQq4Afg2MAn4LvCuXtY7Ajgb+L8ppXHAbGBNSunHwBeAa1NKY1NKR2U3eRp4OzAe+BDwLxHx50WbfA0wAdgfmAf8R0RMzK77CnAs8BdZTecA2yNif2AZ8Pls+T8A10fE3rt4mK3AWmA/4N3AFyLi+JTSE8CdOzzeM4DvpZS2RsTpFMLvO4G9gf/KtlXsdOANwNSU0puzZUdlvbiWwnv4lcDBwEHAS8ClOxYYEVOAnwKXppS+0s/H+jfAh4FxwKO76IEkqYoYECVJ5fJGYCTwrymlrSml7wG/6mW9bUAdMDUiRqaU1qSUftfXRlNKy1JKv0sFPwVuBf5f0SpbgX/O7vMmYANwRDZVci7wiZTS4ymlbSmlO1JKm4EPADellG5KKW1PKS0H7gJO7quOiDgQmAksSCltSindC3yDQrgCuAaYk60bwPuyZQBnAV9MKXWklDopBOGji0cRs+ufTSm91Ecf1qWUrk8p/TGl9CLQDLxlh9WmAu3A+SmlK7Jl/Xms30wprUopdaaUtvbVA0lS9TEgSpLKZT/g8ZRSKlr2stGolNLDwCeBC4CnI+I7EbFfXxuNiJMi4ufZtM7nKASbvYpWWZeFri5/BMZm6+wB9BY+Dwbek025fC7b7kxg3108vmezcFb8+PbPLn8PeFP2WN4MJAojhV33929F9/UsEEW3Bfj9Tu6biHhVRHwtmy77AvAzYM+IGFG02vuBx7NaBvJYd3rfkqTqZUCUJJXLk8D+2ehZl4N6WzGldE1KaSaF8JKARV1XFa8XEXXA9RSmik5OKe0J3EQhXO3KM8Am4LW9XPd74NsppT2LfsaklC7ayfaeACZFxLiiZQdRCGSklJ6jMLr51xSml7YWheXfA2ftcH+jU0p3FG2rx2PvxWeAI4A3pJTGUwih0LMXF2SP+5qi4Nifx7qr+5YkVSkDoiSpXO4EOoGPR0RtRLwTeP2OK0XEERHxl1n420RhX7pt2dVPAVPiT0fSHEVhOuofgM6IOAk4sT/FpJS2A0uAr2YHkRkREW/K7vc/gXdExOxs+R7ZAW96PehLtr3fA3cAX8zWfx2FfR6vLlrtGuCDFPZFvKZo+eXAuRExLevBhIh4zy4ewlP0PGDMOAq9ei47GM75vdxmK/AeYAzw7ayPA36skqThw4AoSSqLlNIWCgdh+VtgPfBe4Pu9rFoHXERhpOt/gX0oHMAFCge2AVgXEb/OpnN+HLgu2+YZwNIBlPUPwAMU9oV8lsJIZU0W9k7L7vcPFEbZPsuu3yfnAFMojCb+gMK+fsuLrl8KHAY8lVK6r2thSukH2X1/J5se+iBw0i7u6wLgqmxa6F8D/wqMptC3nwM/7u1GRX+HfSgE5Md387FKkoaB6LlriCRJkiRpuPLbQkmSJEkSALV5FyBJ0lAWERv6uOqklNJ/9XGdJEkVySmmkiRJkiRgiIwg7rXXXmnKlCl5l9FvGzduZMyYMXmXUXXsa3nY1/Kxt+VhX8vH3paHfS0P+1o+9rY8Kqmvd9999zMppb17u25IBMQpU6Zw11135V1Gv7W3tzNr1qy8y6g69rU87Gv52NvysK/lY2/Lw76Wh30tH3tbHpXU14h4tK/rPEiNJEmSJAkwIEqSJEmSMgZESZIkSRJgQJQkSZIkZQyIkiRJkiTAgChJkiRJyhgQJUmSJEmAAVGSJEmSlDEgSpIkSZIAA6IkSZIkKWNAlCRJkiQB/QiIEbFHRPwyIu6LiFURcWG2fFJELI+I32b/Tiy6zbkR8XBEPBQRs8v5ACRJkiRJpdGfEcTNwF+mlI4CjgbeFhFvBBYCK1JKhwErst+JiKnA+4BpwNuAyyJiRBlqlyRJkiSV0C4DYirYkP06MvtJwGnAVdnyq4DTs8unAd9JKW1OKT0CPAy8vpRFS5IkSZJKL1JKu16pMAJ4N3Ao8B8ppQUR8VxKac+iddanlCZGxKXAz1NK/5ktbwFuTil9b4dtfhj4MMDkyZOP/c53vlOqx1R2GzZsYOzYsXmXUXXsa3nY1/Kxt+VhX8vH3paHfS0P+1o+9rY8KqmvDQ0Nd6eUZvR2XW1/NpBS2gYcHRF7Aj+IiOk7WT1620Qv27wCuAJgxowZadasWf0pZUhob2+nkuqtFPa1POxr+djb8rCv5WNvy8O+lod9LR97Wx7V0tcBHcU0pfQc0E5h38KnImJfgOzfp7PV1gIHFt3sAOCJwRYqSZIkSSqv/hzFdO9s5JCIGA28FfgNsBQ4M1vtTOCH2eWlwPsioi4iDgEOA35Z4rolSZIkSSXWnymm+wJXZfsh1gDXpZRujIg7gesiYh7wGPAegJTSqoi4DlgNdAIfy6aoSpIkSZKGsP4cxfT+lNIxKaXXpZSmp5T+OVu+LqV0fErpsOzfZ4tu05xSem1K6YiU0s3lfACSJEl5aG1tZfr06Rx//PFMnz6d1tbWvEuSpEHr10FqJEmS9Cetra00NTXR0tLCtm3bGDFiBPPmzQNgzpw5OVcnSbtvQAepkSRJEjQ3N9PS0kJDQwO1tbU0NDTQ0tJCc3Nz3qVJ0qAYECVJkgaoo6ODmTNn9lg2c+ZMOjo6cqpIkkrDKaaSJEkDVF9fz4UXXsgNN9xAR0cH9fX1nH766dTX1+ddmiQNigFRkiRpgBoaGli0aBGLFi1i6tSprF69mgULFvCRj3wk79IkaVCcYipJUpXzaJul19bWxoIFC1iyZAmnnHIKS5YsYcGCBbS1teVdmiQNigFRkjQkGGLKo7W1lU984hNs3LgRgI0bN/KJT3zC/g5SR0cH559/Pg8++CArVqzgwQcf5Pzzz3cfRA1pvs6qP5xiKknKnacMKJ9zzjmH2tpalixZ0t3b97///Zxzzjn2dhDq6+tZuXIlDQ0N3ctWrlzpPogasnydVX85gihJyp2nDCiftWvXcuaZZ9LY2Mjs2bNpbGzkzDPPZO3atXmXVtGampqYN28ebW1tdHZ20tbWxrx582hqasq7NKlXvs6qvxxBlCTlzlMGlNeVV15Ja2tr96iBowWD19XDxsbG7qOYNjc321sNWb7Oqr8cQZQk5a5rul4xp+uVRm1tLVu3bu2xbOvWrdTW+h3xYH3zm99k9erVbN++ndWrV/PNb34z75KkPvk6q/4yIEqScud0vfLpGjWcO3cuJ554InPnzmXEiBFs27Yt79Iq2uzZs7n11lv5yEc+wo9+9CM+8pGPcOuttzJ79uy8S5N65eus+suvDyVJuZszZw533HEHJ510Eps3b6auro6///u/d7peCUydOpXDDjuMm2++mZQSTz75JCeddBK//e1v8y6toi1fvpz58+dz2WWX0d7ezmWXXQbA5ZdfnnNlUu+cFl0+ra2tNDc3d/e1qampovvqCKJUpTyUtSpJa2sry5Yt4+abb2b58uXcfPPNLFu2zOdtCTQ0NLB06VImTpxITU0NEydOZOnSpT2OvqmBSylx7LHH9nidPfbYY0kp5V2a1Kc5c+b0ODVLJYeYoaL4VEIppao4lZAjiFIV8lDWqjTFR9drb29n1qxZtLS00NjY6HN2kG644QbGjx/PHnvsQUqJPfbYg/Hjx3PDDTdwySWX5F1eRfvUpz7FD3/4w+7X2dNOOy3vkiS9ws455xxGjBjR41RCZ5xxRkWfSsgRRKkKeShrVZqOjg7Wrl3bYzRm7dq1Hl2vBNauXcv8+fMZM2YMEcGYMWOYP3++p7kYpDFjxvDiiy/y3e9+l02bNvHd736XF198kTFjxuRdWsVzBowqydq1a/nWt77V4zPXt771rYp+jXUEUapCHspalWa//fbjnHPO4ZprrunxDex+++2Xd2lV4corr3xZbzU4L730Em9961u5/PLLWbx4MRHBW9/6Vm677ba8S6tozoCR8mdAlKpQ16Gsi/cx8lDWGuo2bdrE3LlzefTRRzn44IPZtGkTY8eOzbusildbW8v69euZPXs2W7duZeTIkdTU1Hiai0Gqr6/nvPPOY/ny5d3Totva2njyySfzLq2iNTc3c8YZZ/Q4kMoZZ5zhwVQ0ZB1wwAGceeaZXH311Wzbto22tjbOPPNMDjjggLxL222+O0hVqOtQ1l3fwHYdytopphqqHn/8cfbaay8AIgKAkSNH8vjjj+dZVlXo7Oyks7OTiRMnsn79esaOHcv69evzLqvi+TpbHqtXr+aPf/zjy0YQ16xZk3dpUq++9KUv8YlPfIK5c+fy2GOPcdBBB9HZ2cnFF1+cd2m7L6WU+8+xxx6bKklbW1veJVQl+1pa11xzTZo2bVqqqalJ06ZNS9dcc03eJVWNs88+O9XV1SUg1dXVpbPPPjvvkipeXV1duvjii1NKf3otuPjii1NdXV2OVVWHiEgHHHBAiogE9Phdg+PrbOnV1dWlCRMmJKD7Z8KECb4WlIjP2fI48cQTe7zGnnjiiXmXtEvAXamPbOZBaqQq5aGsy6OxsZHLLruMPffck4hgzz335LLLLqOxsTHv0irali1buOCCCxg1ahQNDQ2MGjWKCy64gC1btuRdWsVLKbF27Vr23HNPampq2HPPPVm7dq2nY9CQtHnzZp5//nmmTZtGa2sr06ZN4/nnn2fz5s15l1bxik/HAFTF6RiGgsbGRm677Ta+8pWvcPPNN/OVr3yF2267raI/FxgQJWkALr/8cvbcc09aW1u59dZbaW1tZc899/Tk2IM0ceJENmzYwKRJkwCYNGkSGzZsYOLEiTlXVh1GjRrFhAkTSCkxYcIERo0alXdJFa/rYCqXXHIJt9xyC5dccglNTU1+2C6B/fffH4D3v//9PX7X4JxzzjnU1tayZMkSbrnlFpYsWUJtbS3nnHNO3qVVtK9//essWrSIT3/60+yxxx58+tOfZtGiRXz961/Pu7Td5j6IkjQAnZ2dHHzwwRx//PGklIgIjj76aO655568S6toL7zwAqNGjeLZZ58F4Nlnn2XUqFG88MILOVdWHTo7O2lsbGTq1KmsXr2az372s3mXVPE8mEr5PPXUU937H69atcoDKpXI2rVrOfXUUznppJPYvHkzdXV1zJ49m6VLl+ZdWkXbvHkzDz30EHvssUd3X88888yKHvX2f5wkDdA999zD/PnzOfnkk7nppptYvHhx3iVVvM7OTrZv387ee+/N008/zaRJk/jDH/7A9u3b8y6tKrzhDW/gvPPO6/7w8oY3vIE777wz77Iq2urVq9m4cWOPk2N3HYVXg9PZ2cm4cePYuHFj9/kmVRrLli3jS1/6UveXRY4eDt6IESP4xje+wZe//OUeX8KNGDEi79J2m1NMpSrliYbL64orruAd73gHV1xxRd6lVI2jjjqKvfbai4hgr7324qijjsq7pKowadIk7rzzTjo7O4HCh+8777yzezqvds+oUaNobGzscXLsxsZGp++WyJFHHsm1117LkUcemXcpVWX06NEcc8wx1NbWcswxxzB69Oi8S6p4KSW2b9/OOeecw0knncQ555zD9u3bK3o/b0cQpSrkiYbLr+uFv5LfAIaarpHZiy66yJHZEpoxYwa33nrry56zM2bMyLOsirdlyxYuvfRSjjnmmO7TXFx66aUeWKkE9ttvP+644w7uuOOO7t+feOKJnKuqDnV1dT3ON1tXV8eGDRvyLqui9TXTpZJnwDiCKFWh5uZmjjrqKE466SROOOEETjrpJI466ijPz1Uihx12GPX19dTU1FBfX89hhx2Wd0kVLyKYNm0aS5Ys4R3veAdLlixh2rRp3edE1O776U9/ymte85ruDyvbt2/nNa95DT/96U9zrqyyTZ06tXsfxNmzZ9PY2MgZZ5zB1KlT8y6t4s2YMYOUEm1tbaSU/DKjROrq6nj1q1/No48+SkqJRx99lFe/+tXU1dXlXVrFO/XUU+ns7KStrY3Ozk5OPfXUvEsalBgK337PmDEj3XXXXXmX0W/t7e3MmjUr7zKqRmtrK83Nzd07+Tc1NTnKNUg1NYXvfvbZZx+efvrp7n+hsr/RGgq6AsvEiRN57rnn2HPPPbtPOj4UXk8rVURQW1vLokWLuvfhWLBgAZ2dnfZ1kHYWsu1t38r55YR979vrXvc6HnjgAU499VQ+9KEPceWVV7J06VKOPPJI7r///rzLq2j2tjwigpqampd95hrq00wj4u6UUq/fvjjFVLlyKmR5pJQYN24cra2t3X097bTT3NG/BLqOptcVCtevX+8R9kpg2rRpHHbYYT0OpPL2t7+d3/72t3mXVjV2/FConevPB7uuLzhXre5g2lS/4CyF+++/n9e97nUsXbq0+3lqgCmN//7v/+a4447jlltuYenSpdTV1XHcccdRSYM0Q1FtbS0jRoxg3bp1bN++nXXr1jFy5Ei2bduWd2m7zSmmylVzczMtLS09dvJvaWlxKmQJjBkzZqe/a/eMHz+e7du3c/HFF3PzzTdz8cUXs337dsaPH593aRWtqamJ22+/nX333Zeamhr23Xdfbr/9dpqamvIurWq85S1vYY899uAtb3lL3qVUjTlz5vDggw9y8DlLefDBBw2H/RQRO/154IEHeqz/wAMP7PI2Tkfftc2bN3PrrbeyadMm2tra2LRpE7feemtFn45hKBg/fjxbtmxh0qRJRASTJk1iy5YtFf25wK+9lauOjg5mzpzZY9nMmTPp6OjIqaLq0XVEva6puw0NDR7JtASee+45zjrrrB4jXWeddRZf+9rX8i6tagzlKTmV6ogjjujxnD3iiCN46KGH8i5Lw1R//49PWbiMNRedUuZqqkd/QnJfXxbv6ra+Lvdt/fr1jBkzhmeffZaUEs8++yxjxozpnmlUiRxBVK7q6+tZuXJlj2UrV66kvr4+p4qqw6RJk7juuuuYO3cuy5YtY+7cuVx33XUe1r4E6uvr+dWvftV9pMItW7bwq1/9yufsIDU3N3Pcccfx5JNPklLiySef5LjjjnM2QYk89NBDzJ07lx/96EfMnTvXcChVoZTSTn/OPvtsamtrufjiiznwU9/j4osvpra2lrPPPnuXt1XfRo0axYUXXsiWLVtoa2tjy5YtXHjhhRV9yhtHEJWrpqYm5s2b170PYltbG/PmzfND4SBdeumlnHXWWSxcuJCtW7cycuRIXvWqV3HppZfmXVrFq6mp4a677up1J3/tvtWrV/Ob3/zmZSdw9qBKu9bfqXWLFy9+2alDPICNNHxccsklAN2zCc6rq+MjH/lI93Ltnmo85Y1HMd0NHsW0tDyKaXl0Ha2sizv5l0ZNTQ37778/jz/+OCklIqL7d8PM7qupqWHq1Kk8/PDD3dMgDz30UFavXm1fS8DXg/JyKmR52NfysbelM336dA477DBuvvnm7vevk046id/+9rc8+OCDeZfXp50dxdQppspd107+K1ascCf/Epk9ezYPPPAA8+fP50c/+hHz58/ngQceYPbs2XmXVvFSSjzxxBN85Stf4eabb+YrX/kKTzzxhKMtg5RSYtWqVT2mQa5atcq+lsj9999PSomDF9xISslwKEkl0tDQwI033sgXvvAFbr75Zr7whS9w44030tDQkHdpu80pplIVWr58OfPnz+eyyy6jvb2dyy67DIDLL78858qqwxvf+EY+/elP097ezqc//Wmuv/567rjjjrzLqnjjxo3rMQ1y3LhxnppFkjSktbW1ceCBB/KZz3yme9khhxxCW1tbjlUNjgFRqkIpJb74xS/2WPbFL37xZfsfaffccccdjBgxgu3bt1NTU+MUyBLZMQwaDiVJQ92qVasAmD9/PieffDI33XRTxX/ecoqpVIUignPPPbfHsnPPPdfzRJVATU3hZbMrFHb927VckiQNL6eeeiqXXXYZY8eO5bLLLuPUU0/Nu6RB8RONctfa2sr06dM5/vjjmT59uufqK4ETTjiBxYsX89GPfpQNGzbw0Y9+lMWLF3PCCSfkXVrF6ytkG74lSRqe7rvvPtra2ujs7KStrY377rsv75IGxSmmylVraytNTU3dp7kYMWIE8+bNA/BgNYNwyy23MHv2bC6//HIWL15MRHDiiSdyyy235F1axdu2bduAlmtguqbsOnVXklQJIoJDDz2UxsbG7iPyH3rooTz22GN5l7bbHEFUrpqbm2lpaaGhoYHa2loaGhpoaWnxPIgl0HXCcaD7xOMqjcmTJ5NSoq2tjZQSkydPzrukqrHj1F1JkoayE044gRUrVvDmN7+ZH/7wh7z5zW9mxYoVFT1ry4CoXHV0dDBz5swey2bOnElHR0dOFVWHrnOenXrqqfzgBz/g1FNP5YEHHuB1r3td3qVVhT/84Q989atfZdOmTXz1q1/lD3/4Q94lSZKkHNxyyy2ceOKJXH755bzjHe/g8ssvr/hZW04xVa7q6+u58MILueGGG7qH5U8//XTq6+vzLq2iPfDAAxxzzDH87ne/413vehf19fUcc8wx3HPPPXmXVhUmTJjAeeed131C3AkTJrB+/fq8y6p4EdHjvIc7/i5J0lDUFQbb29uZNWtWvsWUgAFRuWpoaGDRokUsWrSIqVOnsnr1ahYsWMBHPvKRvEureM888wxXXXVV976dZ555Zt4lVYVJkybx7LPPdv++efNmNm/ezKRJk3KsqjqklKrqMOGSpMpXzoPQDdUvQZ1iqly1tbWxYMEClixZwimnnMKSJUtYsGBBRZ9cdKg48MADe+zbeeCBB+ZdUlWYMWPGgJar/8aPH99jis748ePzLkmSNMyllPr9c/CCGwe0/lDlCKJy1dHRwT333MPnP//57mH5rVu3vuwk7xo4T+ZeHsuXL2fatGk8/PDD3VNMDz30UJYvX553aUNaf76BfeGFF7ovp5S6f9/VbYfym6wkSZXGEUTlqr6+npUrV/ZYtnLlSvdBHKSu6Y47HhHSaZCDl1Kio6ODL3zhC9x888184QtfoKOjw5CyC/35JnXHUe4DDzywor+BlSSpEjmCqFw1NTUxb9687vMgtrW1MW/ePE9zMUgvvPACEydO5Prrr+/eB/Fd73pXjxEa7b699967x0Fq9t57b5566qm8y6p4XeeMmrJwGWsuOiXnaiRJGp4MiMrVnDlzAHqcXLS5ubl7uXZPZ2cnF198cY++XnzxxcydOzfv0qrCU089xV/8xV/wqU99in/5l3/hjjvuyLskSZKkkjAgKndz5sxhzpw5VXNo4KGgrq6OlpYWHn74YbZv387DDz9MS0sLdXV1eZdWFfbaay/uvPNO7rjjDiKCvfbai2eeeSbvsiRJkgbNfRClKnT44Ydz++23M3LkSABGjhzJ7bffzuGHH55zZdXh2WefZfLkydTU1DB58uQep72QJEmqZI4gSlWoo6ODuro6Nm/eDNC9r1xHR0fOlVW+2tpaRowYwbp169i+fTvr1q1j5MiRbNu2Le/SJEmSBs0RRKkKdXZ28vGPf5zDDz+cmpoaDj/8cD7+8Y/T2dmZd2kVb/z48WzevLn76JkpJTZv3uw5+yRJUlVwBFGqUt/4xjdedhRTDd769esBegTE4uWSJEmVzBFEqQrV1NTw/PPPc88999DZ2ck999zD888/T02N/+VLYdq0adTWFr5fq62tZdq0aTlXJEmSVBqOIEpVKKXE2LFjWbhwIVu3bmXkyJGMGTOGDRs25F1axUspsWrVKubPn8/JJ5/MTTfdxOLFi/MuS5IkqSQMiFIVmjp1KqNHj+buu+8GCvskHnHEEbz00ks5V1Ydxo0bx+LFi7uD4bhx43jxxRdzrkqSJGnwnG8mVaH999+fu+66q8d+cnfddRf7779/zpVVhx3DoOFQkiRVCwOiVIWWL18OwMSJE6mpqWHixIk9lkuSJEm9MSBKVSilxKxZs9hvv/0A2G+//Zg1a1b3iKIGb8SIET3+lSRJqgbugyhVqXvvvZfvf//73ae5eOc735l3SZIkSRriDIhSlXruuec44YQTugPitm3b8i6pqux4HkRJkqRq4BRTqYpt3769x78qHXsrSZKqkQFRuWttbWX69Okcf/zxTJ8+ndbW1rxLqngRwQEHHNBj2QEHHEBE5FRRddmxj/ZVkiRVC6eYKletra00NTXR0tLSPRVy3rx5AMyZMyfn6ipXSonnnnuO2tpatm7dSm1tLc8995zTIUtkxz7aV0mSVC0cQVSumpubaWlpoaGhgdraWhoaGmhpaaG5uTnv0ipaTU0NGzduZNKkSUQEkyZNYuPGjdTU+F++VLp6aU8lSVI18ZONctXR0cHMmTN7LJs5cyYdHR05VVQdIoKUEhHR/dP1u0rDfRAlSVI1MiAqV/X19axcubLHspUrV1JfX59TRdVh27ZtjB07lnXr1rF9+3bWrVvH2LFjPZJpCTmCKEmSqpGfbJSrpqYm5s2bR1tbG52dnbS1tTFv3jyampryLq2iRQRveMMbOPzww6mpqeHwww/nDW94gyOIJTJixAh+8pOfsHz5cn7yk58wYsSIvEuSJEkqCQ9So1x1HYimsbGRjo4O6uvraW5u9gA1g5RSYsWKFcyfP5+LLrqIm266icWLF+ddVtXYtm0b73rXu1i/fj0TJ050ZFaSJFUNA6JyN2fOHObMmUN7ezuzZs3Ku5yqUFdXx8EHH8zll1/O4sWLiQgOP/xwHn300bxLqwp77bUX69atA+C5555jr7324plnnsm5KkmSpMFziqlUhTZv3szDDz/MPvvsQ0Swzz778PDDD7N58+a8Sxvyig/s09sPwDPPPNN9aouUUnc47M9tJUmShjIDolSFamtrGT16NKNHjyYiui/X1jppYFdSSrv8OfLII3vc5sgjj+zX7SRJkoY6A6Jy19rayvTp0zn++OOZPn06ra2teZdU8To7O0kp8fjjj7N9+3Yef/xxUkp0dnbmXVpVuP/++0kpcfCCG0kpcf/99+ddkiRJUkk4nKBctba20tTUREtLC9u2bWPEiBHMmzcPwAPVDNJLL73EPvvsw9NPP82kSZN4+umn8y5JkiRJQ5wjiMpVc3MzLS0tNDQ0UFtbS0NDAy0tLTQ3N+ddWsUbM2YMra2t3HrrrbS2tjJmzJi8S5IkSdIQ5wiictXR0cHMmTN7LJs5cyYdHR05VVQ96urqmDt3Lo8++igHH3wwdXV1bNiwIe+yJEmSNIQ5gqhc1dfXs3Llyh7LVq5cSX19fU4VVYe6ujre9ra3MWbMGCKCMWPG8La3vY26urq8S5MkSdIQtsuAGBEHRkRbRHRExKqI+ES2/IKIeDwi7s1+Ti66zbkR8XBEPBQRs8v5AFTZmpqamDdvHm1tbXR2dtLW1sa8efNoamrKu7Qhb2enU9i8eTNXX301q1atYvv27axatYqrr76azZs3eyoGSZIk9ak/U0w7gc+klH4dEeOAuyNieXbdv6SUvlK8ckRMBd4HTAP2A34SEYenlLaVsnBVh64D0TQ2NtLR0UF9fT3Nzc0eoKYfdnXahMbGRr7+9a+zefNm6urq+Pu//3suueSSV6g6SZIkVaJdjiCmlJ5MKf06u/wi0AHsv5ObnAZ8J6W0OaX0CPAw8PpSFCup/y655BI2bdrEwQtuZNOmTYZDSZIk7dKADlITEVOAY4BfAMcBZ0fEB4G7KIwyrqcQHn9edLO19BIoI+LDwIcBJk+eTHt7+26Un48NGzZUVL1D2YoVK2hpaeGzn/0shxxyCI888gif+cxnWL16Nccff3ze5VUNn6/lY2/Lw76Wj70tD/taHva1fOxteVRDX/sdECNiLHA98MmU0gsRsRj4HJCyfy8G5gK97cT0srlwKaUrgCsAZsyYkWbNmjXg4vPS3t5OJdU7lJ199tlcffXVNDQ00N7ezqc+9SmOPvpoGhsb+dznPpd3edXhx8t8vpaLvS0P+1o+9rY87Gt52NfysbflUSV97ddRTCNiJIVweHVK6fsAKaWnUkrbUkrbga/zp2mka4EDi25+APBE6UpWNfE0F5IkSdLQ0Z+jmAbQAnSklL5atHzfotX+Cngwu7wUeF9E1EXEIcBhwC9LV7Kqiae5kCRJkoaO/kwxPQ74G+CBiLg3W3YeMCcijqYwfXQNcBZASmlVRFwHrKZwBNSPeQRT9aXrNBctLS1s27at+zQXzc3NeZcmSZIkDTu7DIgppZX0vl/hTTu5TTPgJ3ztkqe5kCRJkoaOAR3FVCqHOXPmMGfOHA/+I0mSJOWsXwepkSRJkiRVPwOiJEmSJAkwIEqSJEmSMgZESZIkSRJgQJQkSZIkZQyIkiRJkiTAgChJkiRJyhgQJUmSJEmAAVGSJEmSlDEgSpIkSZIAA6IkSZIkKWNAlCRJkiQBBkRJkiRJUsaAKEmSJEkCDIiSJEmSpIwBUZIkSZIEGBAlSZIkSRkDoiRJkiQJgNq8C1B1i4iybTulVLZtS5IkScORI4gqq5RSv38OXnDjgNaXJEmSVFoGREmSJEkSYECUJEmSJGUMiJIkSZIkwIAoSZIkScoYECVJkiRJgAFRkiRJkpQxIEqSJEmSAAOiJEmSJCljQJQkSZIkAQZESZIkSVLGgChJkiRJAgyIkiRJkqSMAVGSJEmSBBgQJUmSJEkZA6IkSZIkCTAgSpIkSZIyBkRJkiRJEgC1eRcwVEREWbabUirLdiVJkiSp1BxBzKSU+v1z8IIb+72uJEmSJFUKA6IkSZIkCTAgSpIkSZIyBkRJkiRJEmBAlCRJkiRlDIiSJEmSJMCAKEmSJEnKGBAlSZIkSYABUZIkSZKUMSBKkiRJkgADoiRJkiQpY0CUJEmSJAEGREmSJElSxoAoSZIkSQIMiJIkSZKkjAFRkiRJkgQYECVJkiRJGQOiJEmSJAkwIEqSJEmSMgZESZIkSRJgQJQkSZIkZQyIkiRJkiTAgChJkiRJyhgQJUmSJEmAAVGSJEmSlDEgSpIkSZIAA6IkSZIkKWNAlCRJkiQBBkRJkiRJUsaAKEmSJEkCDIiSJEmSpIwBUZIkSZIEGBAlSZIkSRkDoiRJkiQJMCBKkiRJkjIGREmSJEkSYECUJEmSJGUMiJIkSZIkwIAoSZIkScoYECVJkiRJQD8CYkQcGBFtEdEREasi4hPZ8kkRsTwifpv9O7HoNudGxMMR8VBEzC7nA5AkSZIklUZ/RhA7gc+klOqBNwIfi4ipwEJgRUrpMGBF9jvZde8DpgFvAy6LiBHlKF6SJEmSVDq7DIgppSdTSr/OLr8IdAD7A6cBV2WrXQWcnl0+DfhOSmlzSukR4GHg9SWuW5IkSZJUYrUDWTkipgDHAL8AJqeUnoRCiIyIfbLV9gd+XnSztdmyHbf1YeDDAJMnT6a9vX2gteeq0uqtFPa1POxr+djb8rCv5WNvy8O+lod9LR97Wx7V0Nd+B8SIGAtcD3wypfRCRPS5ai/L0ssWpHQFcAXAjBkz0qxZs/pbSv5+vIyKqrdS2NfysK/lY2/Lw76Wj70tD/taHva1fOxteVRJX/t1FNOIGEkhHF6dUvp+tvipiNg3u35f4Ols+VrgwKKbHwA8UZpyJUmSJEnl0p+jmAbQAnSklL5adNVS4Mzs8pnAD4uWvy8i6iLiEOAw4JelK1mSJEmSVA79mWJ6HPA3wAMRcW+27DzgIuC6iJgHPAa8ByCltCoirgNWUzgC6sdSSttKXbgkSZIkqbR2GRBTSivpfb9CgOP7uE0z0DyIuiRJkiRJr7B+7YMoSZIkSap+BkRJkiRJEmBAlCRJkiRlDIiSJEmSJMCAKEmSJEnKGBAlSZIkSYABUZIkSZKUMSBKkiRJkgADoiRJkiQpY0CUJEmSJAEGREmSJElSxoAoSZIkSQIMiJIkSZKkjAFRkiRJkgQYECVJkiRJGQOiJEmSJAkwIEqSJEmSMgZESZIkSRJgQJQkSZIkZQyIkiRJkiTAgChJkiRJyhgQJUmSJEkA1OZdgCRJ0ivhqAtv5fmXtpZl21MWLiv5NieMHsl9559Y8u1K0s4YECVJ0rDw/EtbWXPRKSXfbnt7O7NmzSr5dssROiVpVwyIkiRJGpRyjc4O95HZShr1rqS+aucMiJIkSRqUcozOOjJbWaPeldRX7ZwBUZKkIcZRA0lSXgyIkiQNMY4aSJLy4mkuJEmSJEmAAVGSJEmSlDEgSpIkSZIA90GUJEmSNMx4apa+GRAlSZIkDSuemqVvBkRJ0m7zG1hJkqqLAVGStNv8BlaSpOriQWokSZIkSYABUZIkSZKUMSBKkiRJkgADoiRJkiQpY0CUJEmSJAEGREmSJElSxoAoSZIkSQIMiJIkSZKkjAFRkiRJkgQYECVJkiRJGQOiJEmSJAkwIEqSJEmSMgZESZIkSRJgQJQkSZIkZQyIkiRJkiQAavMuQJLK7agLb+X5l7aWZdtTFi4r6fYmjB7JfeefWNJtSpIk9ZcBUVLVe/6lray56JSSb7e9vZ1Zs2aVdJulDpySJEkD4RRTSZIkSRJgQJQkSZIkZQyIkiRJkiTAgChJkiRJyhgQJUmSJEmAAVGSJEmSlDEgSpIkSZIAA6IkSZIkKWNAlCRJkiQBUJt3AZL+5KgLb+X5l7aWfLtTFi4r+TYnjB7JfeefWPLtSpIkKT8GRGkIef6lray56JSSbrO9vZ1Zs2aVdJtQntApSZKkfDnFVJIkSZIEGBAlSZIkSRkDoiRJkiQJMCBKkiRJkjIGREmSJEkSYECUJEmSJGUMiJIkSZIkwIAoSZIkScrU5l1AOR114a08/9LWsmy71CcJnzB6JPedf2JJtylJkiRJA1HVAfH5l7ay5qJTSr7d9vZ2Zs2aVdJtljpwSpIkSdJAOcVUkiRJkgQYECVJkiRJGQOiJEmSJAmo8n0QVR6VdPAf8ABAkiRJUn8ZEDVglXTwH/AAQJIkSVJ/OcVUkiRJkgT0IyBGxJKIeDoiHixadkFEPB4R92Y/Jxddd25EPBwRD0XE7HIVLkmSJEkqrf6MIH4TeFsvy/8lpXR09nMTQERMBd4HTMtuc1lEjChVsZIkSZKk8tllQEwp/Qx4tp/bOw34Tkppc0rpEeBh4PWDqE+SJEmS9AoZzEFqzo6IDwJ3AZ9JKa0H9gd+XrTO2mzZy0TEh4EPA0yePJn29vZBlNK3cmx3w4YNZdluuXpQDpXUVxjevbWvBZX0nK2kvoLP2XLxOVseldRXGN69ta8FlfScraS+gs/ZvuxuQFwMfA5I2b8XA3OB6GXd1NsGUkpXAFcAzJgxI5Xj6JX8eFlZjopZlqNtlqnWsqikvsKw7619pbKes5XUV/A5Wy4+Z8ti3KNH0vhomTa+rvSbHFcPs2Y9UPoNl0HZejvM++prQRn5/tWn3QqIKaWnui5HxNeBG7Nf1wIHFq16APDEblcnSZJUIi92XORpmsqkHL21r1I+dus0FxGxb9GvfwV0HeF0KfC+iKiLiEOAw4BfDq5ESZIkSdIrYZcjiBHRCswC9oqItcD5wKyIOJrC9NE1wFkAKaVVEXEdsBroBD6WUtpWlsolSZIkSSW1y4CYUprTy+KWnazfDDQPpihJkoazcfULOfKqheXZ+FWl3dy4eoDST9uU5GuB8jGYo5hKkqQyqKR95dyfSyofXwuUBwOiJEmSpGGlbKOzJR6ZhVd+dNaAKEnabb7BSpIqkUfe7ZsBUZK023yDlSSpuuzWaS4kSZIkSdXHgChJkiRJAgyIkiRJkqSMAVGSJEmSBBgQJUmSJEkZA6IkSZIkCTAgSpIkSZIyBkRJkiRJEmBAlCRJkiRlDIiSJEmSJMCAKEmSJEnKGBAlSZIkSQDU5l2AJJXbuPqFHHnVwvJs/KrSbm5cPcAppd2oJElSPxkQJVW9FzsuYs1FpQ9d7e3tzJo1q6TbnLJwWUm3J0mSNBBOMZUkSZIkAQZESZIkSVLGgChJkiRJAgyIkiRJkqSMAVGSJEmSBBgQJUmSJEkZA6IkSZIkCTAgSpIkSZIyBkRJkiRJEmBAlCRJkiRlDIiSJEmSJMCAKEmSJEnK1OZdgKQ/GVe/kCOvWlj6DV9V+k2Oqwc4pfQbliRJUm4MiNIQ8mLHRay5qLShq729nVmzZpV0mwBTFi4r+TYlSZKUL6eYSpIkSZIAA6IkSZIkKWNAlCRJkiQBBkRJkiRJUsaAKEmSJEkCqvwopmU7ZQCU/LQBnjJAkiRJUt6qOiCW45QBUJ7TBnjKAEmSJEl5c4qpJEmSJAkwIEqSJEmSMgZESZIkSRJgQJQkSZIkZar6IDUqj0o6Oix4hFhJkiSpvwyIGrBKOjoseIRYSZIkqb+cYipJkiRJAgyIkiRJkqSMAVGSJEmSBLgPoiRJGkbKtl/6j0u/3QmjR5Z8m6o8lfKc9flaPQyIkiRpWCjHAdag8AG+XNvW8OZzVnkwIEqSNAQ5aqBKU5bnrCOz0ivOgChJ0hDjqIEqTTmeVz5fpXx4kBpJkiRJEuAIoiRpkJxWJklS9TAgSpJ2m9PKJEmVyi84e2dAlCRJkjSs+AVn39wHUZIkSZIEGBAlSZIkSRkDoiRJkiQJMCBKkiRJkjIGREmSJEkSYECUJEmSJGUMiJIkSZIkwIAoSZIkScoYECVJkiRJgAFRkiRJkpSpzbsASXolTFm4rDwb/nFptzth9MiSbk+SJGkgDIiSqt6ai04py3anLFxWtm1LkiTlwSmmkiRJkiTAgChJkiRJyhgQJUmSJEmAAVGSJEmSlDEgSpIkSZIAA6IkSZIkKWNAlCRJkiQBBkRJkiRJUsaAKEmSJEkCDIiSJEmSpEztrlaIiCXA24GnU0rTs2WTgGuBKcAa4K9TSuuz684F5gHbgI+nlG4pS+VSlZqycFnpN/rj0m9zwuiRJd+mJEmS8rXLgAh8E7gU+FbRsoXAipTSRRGxMPt9QURMBd4HTAP2A34SEYenlLaVtmypOq256JSSb3PKwmVl2a4kSZKqzy6nmKaUfgY8u8Pi04CrsstXAacXLf9OSmlzSukR4GHg9aUpVZIkSZJUTv0ZQezN5JTSkwAppScjYp9s+f7Az4vWW5ste5mI+DDwYYDJkyfT3t6+m6XsXDm2u2HDhrJst1w9KIdK6itUVm/LYbg//nKyt+VhX8vH3paHfS0P+1o+9rY8qqGvuxsQ+xK9LEu9rZhSugK4AmDGjBlp1qxZJS4F+PEyyrHd9vb20m+3TLWWRSX1FSqrt+Uw3B9/Odnb8rCv5WNvy8O+lod9LR97Wx5V0tfdPYrpUxGxL0D279PZ8rXAgUXrHQA8sfvlSZIkSZJeKbsbEJcCZ2aXzwR+WLT8fRFRFxGHAIcBvxxciZIkSZKkV0J/TnPRCswC9oqItcD5wEXAdRExD3gMeA9ASmlVRFwHrAY6gY95BFNJkiRJqgy7DIgppTl9XHV8H+s3A82DKUqSJEmS9Mrb3SmmkiRJkqQqY0CUJEmSJAEGREmSJElSxoAoSZIkSQIMiJIkSZKkjAFRkiRJkgQYECVJkiRJGQOiJEmSJAkwIEqSJEmSMgZESZIkSRIAtXkXoMo0ZeGy8mz4x6Xf7oTRI0u+TUmSJKkaGRA1YGsuOqUs252ycFnZti1JkiRp15xiKkmSJEkCDIiSJEmSpIwBUZIkSZIEGBAlSZIkSRkDoiRJkiQJMCBKkiRJkjIGREmSJEkSYECUJEmSJGUMiJIkSZIkwIAoSZIkScoYECVJkiRJgAFRkiRJkpQxIEqSJEmSAAOiJEmSJCljQJQkSZIkAQZESZIkSVLGgChJkiRJAgyIkiRJkqSMAVGSJEmSBBgQJUmSJEkZA6IkSZIkCTAgSpIkSZIyBkRJkiRJEmBAlCRJkiRlDIiSJEmSJMCAKEmSJEnKGBAlSZIkSYABUZIkSZKUMSBKkiRJkgADoiRJkiQpY0CUJEmSJAEGREmSJElSxoAoSZIkSQIMiJIkSZKkjAFRkiRJkgQYECVJkiRJGQOiJEmSJAkwIEqSJEmSMgZESZIkSRJgQJQkSZIkZQyIkiRJkiTAgChJkiRJyhgQJUmSJEmAAVGSJEmSlDEgSpIkSZIAA6IkSZIkKWNAlCRJkiQBBkRJkiRJUsaAKEmSJEkCDIiSJEmSpExt3gWU25SFy8qz4R+XdrsTRo8s6fYkSZIkaaCqOiCuueiUsmx3ysJlZdu2JEmSJOXFKaaSJEmSJMCAKEmSJEnKGBAlSZIkSYABUZIkSZKUMSBKkiRJkgADoiRJkiQpY0CUJEmSJAEGREmSJElSxoAoSZIkSQIMiJIkSZKkjAFRkiRJkgQYECVJkiRJGQOiJEmSJAkwIEqSJEmSMgZESZIkSRIAtYO5cUSsAV4EtgGdKaUZETEJuBaYAqwB/jqltH5wZUqSJEmSyq0UI4gNKaWjU0ozst8XAitSSocBK7LfJUmSJElDXDmmmJ4GXJVdvgo4vQz3IUmSJEkqsUFNMQUScGtEJOBrKaUrgMkppScBUkpPRsQ+vd0wIj4MfBhg8uTJtLe3D7KUV1al1Vsp7Gt52NfysbflYV/Lx96Wh30tD/taPva2PKqhr4MNiMellJ7IQuDyiPhNf2+YhckrAGbMmJFmzZo1yFJeQT9eRkXVWynsa3nY1/Kxt+VhX8vH3paHfS0P+1o+9rY8qqSvg5pimlJ6Ivv3aeAHwOuBpyJiX4Ds36cHW6QkSZIkqfx2OyBGxJiIGNd1GTgReBBYCpyZrXYm8MPBFilJkiRJKr/BTDGdDPwgIrq2c01K6ccR8SvguoiYBzwGvGfwZUqSJEmSym23A2JK6X+Ao3pZvg44fjBFSZIkSZJeeeU4zYUkSZIkqQIZECVJkiRJgAFRkiRJkpQxIEqSJEmSAAOiJEmSJCljQJQkSZIkAQZESZIkSVLGgChJkiRJAgyIkiRJkqSMAVGSJEmSBBgQJUmSJEkZA6IkSZIkCTAgSpIkSZIyBkRJkiRJEmBAlCRJkiRlDIiSJEmSJMCAKEmSJEnKGBAlSZIkSYABUZIkSZKUMSBKkiRJkgADoiRJkiQpY0CUJEmSJAEGREmSJElSxoAoSZIkSQIMiJIkSZKkjAFRkiRJkgQYECVJkiRJGQOiJEmSJAkwIEqSJEmSMrV5FyBJkiRJQ1FEDGz9Rf1fN6U0wGpeGY4gSpIkSVIvUkr9/mlraxvQ+kOVAVGSJEmSBBgQJUmSJEkZA6IkSZIkCTAgSpIkSZIyBkRJkiRJEmBAlCRJkiRlDIiSJEmSJMCAKEmSJEnKGBAlSZIkSQDU5l2AJKn6RcTA1l/U/3VTSgOsRto1n7OShitHECVJZZdS2unPNddcwyGHHMJtt93G8uXLue222zjkkEO45pprdnnb4S4i+v3z6KK393vd4W5Xz7vin7a2tgGtL5VDuV4LfD0YfgyIkqTcNTc309LSQkNDA7W1tTQ0NNDS0kJzc3PepQ15/Qkk11xzDdOmTaOmpoZp06YZvEuktbWV6dOnc/zxxzN9+nRaW1vzLknDmF9qqFScYipJRZxWlo+Ojg5mzpzZY9nMmTPp6OjIqaLq0draSlNTEy0tLWzbto0RI0Ywb948AObMmZNzdZXLvu6+gbzO+horvfIcQZSkIn4Dm4/6+nouvPDCHqMxF154IfX19XmXVvEcnS2P5uZmzjjjDBobG5k9ezaNjY2cccYZ9rUffI2VhjYDoiQNkNPKSq+hoYEvfvGLPPPMM2zfvp1nnnmGL37xizQ0NORdWsVzdLY8Vq9ezdVXX80ll1zCLbfcwiWXXMLVV1/N6tWr8y6t4vkaK+XLKaaSNABOKyuPG264gXHjxjF69GhqamoYPXo048aN44YbbuCSSy7Ju7yKVl9fz8qVK3uE7ZUrVzo6O0ijRo2isbGRhoYG2tvbmTVrFo2NjZx33nl5l1bRfI2V8mdAlKQBKJ5W1tHRQX19ffe0Mj+87L61a9cyZcoU1qxZA8CaNWt6/K7d19TUxHvf+17GjBnDo48+ysEHH8zGjRv5t3/7t7xLq2hbtmzh0ksv5ZhjjmHbtm20tbVx6aWXsmXLlrxLq2jFU6K7gndLSwuNjY2+xkqvEANiplwHpnBOvFRdVq9ezcaNG1myZEn3t9tz587l0Ucfzbu0irdmzRpOPfVUPvShD3HllVeydOnSvEuqOh6uvnSmTp3K6aef/rIvi2644Ya8S6toTomW8uc+iJlyHZhCUnUZNWoU+++/PyeddBInnHACJ510Evvvvz+jRo3Ku7SKV1dXxyc/+UnGjh3LJz/5Serq6vIuqSo0Nzdz7bXX8sgjj7BixQoeeeQRrr32Wg+mMkhNTU1cc801PfZBvOaaa2hqasq7tIrWNSW6mFOiNdRV236zjiBK0gBs3ryZ22+/nfnz53PyySdz0003sXjx4rzLqgpjx45l7ty5PPbYYxx00EGMHTuWzZs3511WxXNEpjy6pjsWjyA61XzwmpqamDdvXvc+iG1tbcybN88vNDRkVeN+swZESRqAiOD444/nZz/7GV/72teor6/nrW99KytWrMi7tIp30EEHde+/NWbMGCZOnMi6detyrqrydZ1C5IYbbugOMqeffrojMiUwZ84c5syZ072vnAbP4K1KU437zTrFVJIGIKXEvffey8aNGwHYuHEj9957r1PKB+nII4/knnvu4bWvfS3XX389r33ta7nnnns48sgj8y6t4jU0NLBo0SLmzp3LsmXLmDt3LosWLfIUIpJUAtU4S8MRREkagNraWjZt2sTYsWO7Q+GmTZuorfXldDDuv/9+Xve617F06dLug9MceeSR3H///TlXVvna2tpYsGABS5Ys6R6RWbBggQdT0ZBUjdP1VN2q8VRCjiCqrCKi3z+PLnr7gNaX8jB+/Hj++Mc/0tjYyE033URjYyN//OMfGT9+fN6lVbz777+/x4HADIel0dHRwfnnn8+DDz7IihUrePDBBzn//PMr+tttVa/i6Xq1tbU0NDTQ0tLiPogasrr2m21ra6Ozs7N7v9lKPmCVX3mrrAYy7c59OAZmICG5v6dlAU/NsivPPfccZ511Fueddx6bN2+mrq6Os846i6997Wt5lyb1qhq/3Vb1qsbpeqpu1bjfrCOIUoUqx2lZDIe7Vl9fz3ve8x42bdpEW1sbmzZt4j3veY8ftjVkVeO326penuZClWjOnDk9ZmlUcjgERxAlaUA8BLsqTTV+u63q5WuslD8DoiQNgB+2VYk8HYMqha+xUv4MiJI0QH7YlqTy8TVWypf7IEqSJEmSAAOiJEmSJCljQJQkSZIkAQZESZIkSVLGgChJkiRJAgyIkiRJkqSMAVGSJEmSBBgQJUmSJEkZA6IkSZIkCTAgSpIkSZIyBkRJkiRJEmBAlCRJkiRlDIiSJEmSJMCAKEmSJEnKGBAlSZIkSYABUZIkSZKUMSBKkiRJkgADoiRJkiQpY0CUJEmSJAEGREmSJElSJlJKeddARPwBeDTvOgZgL+CZvIuoQva1POxr+djb8rCv5WNvy8O+lod9LR97Wx6V1NeDU0p793bFkAiIlSYi7kopzci7jmpjX8vDvpaPvS0P+1o+9rY87Gt52NfysbflUS19dYqpJEmSJAkwIEqSJEmSMgbE3XNF3gVUKftaHva1fOxtedjX8rG35WFfy8O+lo+9LY+q6Kv7IEqSJEmSAEcQJUmSJEkZA6IkSZIkCTAgDkhEXB0RD0XEgxGxJCJGZssjIv49Ih6OiPsj4s/zrjVPEXFgRLRFREdErIqIT2TLJ0XE8oj4bfbvxF1s5x8iIkXEXkXLzs36/FBEzC73YxmKImJERNwTETdmv/e7rxHRmPVuVUR8qWi5fY3YMyK+FxG/yZ67b+pvbyPi6Ij4eUTcGxF3RcTri64bdr2NiE9lz7EHI6I1IvYYQC/fk912e0TM2OG6XnsZEcdGxAPZdf8eEVHux/hKyd5rno6IB4uW9dnL/jzfIuLV2Wv0hoi4tGj5qyJiWfZ/YFVEXFR0XV1EXJtt+xcRMaVMD/kV0Udfv5w99vsj4gcRsWfRdbvd1x3WWbrDfVZVX6H33hZdt1vv6zvrbUSMiogrIuK/s7/fu7LlVdXbvvo6mPf1XfR1Tva6en9E/LjrbzYc+hqDfE+PiBMi4u6sf3dHxF8WXdfr+9WQ62tKyZ+d/ACjgDHZ5ZOByH5agflFy2/Olr8R+EXedefcs32BP88ujwP+G5gKfAlYmC1fCCzayTYOBG4BHgX2ypZNBe4D6oBDgN8BI/J+vDn099PANcCN2e/96ivQAPwEqMt+38e+9ujPVcDfZZdHAXsOoLe3Aidll08G2odrb4H9gUeA0dnv1wF/O4Be1gNHAO3AjKLlffYS+CXwpuw1+Oauv0U1/ABvBv4ceLBoWa+97O/zDRgDzAQ+AlxatPxVQEN2eRTwX0XP648Cl2eX3wdcm3dvytDXE4Ha7PKiUvW16Pp3UnjtLr7PquprX73Nlu/2+/rOegtcCHw+u1xTtO2q6m0fz9lBva/v5LWgFni6qJdfAi4YRn0d1Hs6cAywX3Z5OvB40XW9vl8Ntb46gtiHiKiPiIuBh4DDAVJKN6UMhT/wAdnqpwHfyq76ObBnROybS+FDQErpyZTSr7PLLwIdFD40nkbhQzjZv6fvZDP/ApwDFB9F6TTgOymlzSmlR4CHgdf3duNqFREHAKcA3yha3N++zgcuSiltBkgpPV10++He1/EU3iRaAFJKW1JKz9H/3iZgfHZ5AvBEdnm49rYWGB0RtRRCxxP0s5cppY6U0kO9XNVrL7PX2vEppTuz1+Zv9bXtSpRS+hnw7A6L++plv55vKaWNKaWVwKYdlv8xpdSWXd4C/Jqe73Nd9/k94Piub74rUW99TSndmlLqzH79OT0f+273FSAixlL4cu/zO1xVVX2FPp+zMIj39Z31FpgLfDFbb3tK6ZmibVdNb/vo66De13fS167BkDFZz8bT832t2vs6qPf0lNI9KaWu26wC9shGCHf2fjWk+mpALBIRYyLiQxGxksIH8A7gdSmle3ZYbyTwN8CPs0X7A78vWmVttmzYy4bIjwF+AUxOKT0JhRAJ7NPHbU6l8G3LfTtcZZ/hXym8wW4vWtavvlL4ouP/ZVMXfhoR/zdbbl/hz4A/AFdGYfruNyJiDP3v7SeBL0fE74GvAOdmy4ddb1NKj1PowWPAk8DzKaVb6X8v+9JXL/fPLu+4vJr11cuSPd+iML3yHcCKHbedhajngVfvzrYrxFwK3+5Dafr6OeBi4I87LB8WfS3X+3r8aRrw5yLi1xHx3YiYvOO2q7i3ZXlfTyltpRA+H6AQjqaSfYHK8OjrJynde/q7gHuyEL+z96sh1VcDYk9PAvMoTDM7LqX0jWwEbEeXAT9LKf1X9ntvCX/Ynz8k+8b0euCTKaUX+nmbVwFNwD/1dnUvy4ZNnyPi7cDTKaW7d3MTtcBECtOgPwtcl307Naz7mqmlMMVkcUrpGGAjhal7/TUf+FRK6UDgU/zpjXTY9TYK+8OdRmH6zX4UvoH+QCk23cuytJPlw1FJepGN/LYC/55S+p9SbrsSREQT0Alc3bWol9X6/dgj4mjg0JTSD3q7ejDbrgRlfl+vpTDSe3tK6c+BOyl8oC/FtitBWd7Xs4GQ+WRTJYH7+VNIGg59Lcl7ekRMozBd/ax+3H5I9dWA2NO7gceBH0TEP0XEwTuuEBHnA3tTmCrSZS2FufVdDuBPw9HDUvbicj1wdUrp+9nip7qm3mb/Pp1dvjLbEfgm4LUUPljeFxFrKPTy1xHxGuzzccCpWV++A/xlRPwn/esrFPr3/Wwq9C8pjELuhX2FQg/WppR+kf3+PQqBsb+9PRPoep5/lz9NORmOvX0r8EhK6Q/Zt9DfB/6C/veyL331ci1/mgpYvLya9dpL+uhRRPxV1uN7Y4cD//ThCuC3KaV/LVrWve0sQE6g92mEFS0izgTeDrw/mwIGg+/rm4Bjs9fulcDhEdG+47aruK8Dfl8fQG/XURiV7Qrf36Xw2g3Do7cDel8fQF+PBkgp/S77f3Adhdfxrvus9r4O6D29t75muwT9APhgSul3Rbfv6/1qSPXVgFgk2//gvRR22H0e+GFE/CSbJklE/B0wG5iTUiqe4rcU+GAUvJHClKonX+Hyh4zs26sWoCOl9NWiq5ZS+E9H9u8PAVJKH0opHZ1SOjml9EBKaZ+U0pSU0hQK/2H+PKX0v9nt35fN4z4EOIzCvqDDQkrp3JTSAVlf3gfcllL6AP3oa3bdDcBfAkTE4RQOQvEMw7yvANnz6/cRcUS26HhgNf3v7RPAW7LLfwn8Nrs8HHv7GPDGKBwRMyj0soP+97IvvfYye619MSLemN3fB7u2XcV67SV99+gHWY+PTindtbMNR8TnKXww+eRO7vPdFF5/qmrUICLeBiwATk0pFU8FHVRfU0qLU0r7Za/dM4H/TinNKtp2Vfd1d97XB9DbBPwImJUt6nrthmHQWwb4vj6A14LHgakRsXf2+wkUXsdhePR1QO/pO/Y1ClOflwHnppRu79roLt6vhlZf0xA4gtBQ/qHwrcGB2eVOCkcsujf7+adseQD/kV33AEVH3huOPxTeABOFKQldvTqZwlzqFRT+o60AJvVjW2vIjqKV/d6U9fkhquhIhbvR41n86Sim/eorhTeO/wQepHDwib+0rz36czRwV/a8vYHCtJ3+9nYmcDeFo5v9Ajh2OPeWwlEFf5M9175N4Yhv/e3lX1H4ALkZeAq4ZVe9BGZk9/U74FIg8u5BCXvZSmH3h61ZX+btrJf9fb5lr63PAhuy7U6l8G12ovBBsOu1u+vIvntQ+Cb9YQpfcvxZ3r0pQ18fprAPUNdjv7wUfd3h+in0PFpiVfW1r9720qMBv6/31VvgYOBnFF67VwAHVWNv+3jODvp9fSd9/Uj2WnA/hRD+6mHU10G9pwP/SGFXlXuLfrqOMNvr+9VQ62tXUZIkSZKkYc4pppIkSZIkwIAoSZIkScoYECVJkiRJgAFRkiRJkpQxIEqSJEmSAAOiJEmSJCljQJQkveIiYkpEvBQR92a/b4uIeyPiwYj4UXaiYSJiv4j4Xj+2t6GP5adHxNRd3LY9Imb0svzUiFjYn8ezu7I+PLiT62dFxI272MbfRsSlA7zfNRGxV0SMzvq+JSL2Gsg2JEnVyYAoScrL71JKR2eXX0opHZ1Smk7hpM0fA0gpPZFSevcg7uN0CieBH7CU0tKU0kWDuO8hL6X0UvY3eCLvWiRJQ4MBUZI01NwJ7A89R9gi4lURcV1E3B8R10bEL4pH/iKiOSLui4ifR8TkiPgL4FTgy9ko2Wt3cp8fiIg7shHM12fb6x6Zi4hvRsS/Z+v8T0S8O1s+KxuB/F5E/CYiro6IyK47NiJ+GhF3R8QtEbFv0fL7IuJOsiDcHxHx+uz+78n+PaLo6gMj4scR8VBEnF90mw9ExC+zx/+1iBjR3/uTJA1PBkRJ0pCRBZjjgaW9XP1RYH1K6XXA54Bji64bA/w8pXQU8DPg71NKd2Tb+Ww2Ovm7ndz1mJTSX2T3saSPdfYFZgJvB4pHFo8BPklhpPLPgOMiYiRwCfDulNKx2Tabs/WvBD6eUnrTTurpzW+AN6eUjgH+CfhC0XWvB94PHA28JyJmREQ98F7guGyUcFu2jiRJfarNuwBJkoDR2f6IU4C7geW9rDMT+DeAlNKDEXF/0XVbgK599e4GThjg/bdm2/1ZRIzv2gdyBzeklLYDqyNictHyX6aU1gIUPYbngOnA8mxAcQTwZERMAPZMKf00u+23gZP6WeME4KqIOAxIwMii65anlNZlNXyfQq86KYToX2U1jAae7ud9SZKGKQOiJGkoeCmldHQWoG6kMPXy33dYJ3Zy+60ppZRd3sbA39/SLn4H2NxHLcXLu+47gFU7jhJmwbO3bffH54C2lNJfRcQUoH0n9aashqtSSufu5v1JkoYhp5hKkoaMlNLzwMeBf8imaRZbCfw1QHZk0iP7sckXgXH9WO+92XZnAs9ndQzGQ8DeEfGmbLsjI2JaSuk54PnsfmBgUz4nAI9nl/92h+tOiIhJETGawoF5bgdWAO+OiH2yGiZFxMG782AkScOHAVGSNKSklO4B7gPet8NVl1EIXfcDC4D7gV0Fue8An80O7LKzg9Ssj4g7gMuBebtX+Z+klLYA7wYWRcR9wL3AX2RXfwj4j+wgNS8NYLNfAr4YEbdTmLJabCWF6ar3AtenlO5KKa0G/hG4NevZcgr7UUqS1Kf404wcSZJeGdkUyRuz01r09zYjgJEppU1Z2FsBHJ6FMQ1CRKwBZqSUnsm7FklSvtwHUZKUh23AhIi4t+hciLvyKqAtm3oawHzD4eBkU1LvpHDAm+05lyNJGgIcQZQkDQsR8R/AcTss/reU0pV51FMsImYDi3ZY/EhK6a/yqEeSNHwZECVJkiRJgAepkSRJkiRlDIiSJEmSJMCAKEmSJEnKGBAlSZIkSQD8/yG0ORebltlFAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gdf.boxplot(column=['distance_overtaker'], by=['Right_binned_label'], figsize=(15,10))" ] }, { "cell_type": "markdown", "id": "d369f7ff-7e08-471f-b81c-3cbc6611f355", "metadata": {}, "source": [ "----" ] }, { "cell_type": "code", "execution_count": 32, "id": "1b152c3d-b94b-4daa-8d4b-84fb39c5414a", "metadata": {}, "outputs": [], "source": [ "sns.set(rc={'figure.figsize':(12,8)})" ] }, { "cell_type": "code", "execution_count": 33, "id": "52443b13-3596-4167-80eb-f334ef0a9a52", "metadata": {}, "outputs": [], "source": [ "sns.set_context(\"talk\")" ] }, { "cell_type": "code", "execution_count": 36, "id": "44d37fdf-9253-4d69-9c24-77441db41492", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.1, 'OBS-Data: ADFC Brandenburg, Radentscheid Essen, ADFC BW, OBS-Portal, ADFC Darmstadt, ADFC Osnabrück (n=26597)')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3gAAAJOCAYAAADlOqVKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOyddVhU29eAX1pCQbAVuwO7WzEQuxO745r3qlev3d2JjQgqBqJid2KDjaJioAioKM18f/DN+XFmGBgQRXG/z+Mj58yJfdbOtfdaa+soFAoFAoFAIBAIBAKBQCD47dFN6wQIBAKBQCAQCAQCgSB1EAqeQCAQCAQCgUAgEKQThIInEAgEAoFAIBAIBOkEoeAJBAKBQCAQCAQCQTpBKHgCgUAgEAgEAoFAkE4QCl4yiYyMTOskCH4RRFkQ/Ax+dDmLjY0lOjr6h75DkP4Q7d/3I2T4+/An5dWf9K2/G8nJmxQpeE+fPmXVqlV069aN+vXrU7ZsWcqXL0+DBg0YNGgQW7duJTg4OCWP/qU5ceIEzZo1S/Xnurm5UaxYMenfihUrknX/+PHjZfdfvXo11dP4q7BixQrZt7q5ucl+b9Cggez3H0FQUBCTJ09mw4YNP+T5grTnV6hT/v7+jBgxAg8Pjx/2Di8vL9q2bcu7d+/UfvsVZCCQc/XqVVmejB8/Xvb7z8izqKgoHB0dGTFiRKo/+08hPfQh3ztugaTL86/An1Tek/rW+HnVoEGDn5y61CWpsWRq0KNHD9k7/P39U/yslIwH9JPzgtDQUKZNm4a7uzsJbZ/37ds3Xr9+zenTp1m2bBn9+vVj0KBB6Or+3guFvr6+zJ49mwsXLqR1UgRpSHR0NDt37mTFihV8/vyZYcOGpXWSBOmQ8PBw1q9fz8aNG4mIiKBevXqp/o53796xYMECDh06lOrPFqRfzp49y+zZs/Hz86NKlSppnZzfDtGH/F78SeX9T/rW34nvGQ9oreB9+PABBwcHnj17ptX1X79+ZdmyZdy6dYsVK1aQIUMGrRP1qzFgwIDv0rwF6YNDhw4xa9astE6GIJ2zceNGVq1a9UPf8ffff4sVOUGyePPmDQMGDEjrZPzWiD7k9+FPKu9/0rf+bnzPeEArBS8yMpIhQ4aoKXf16tWjRYsW5M+fn9jYWJ49e8a+ffu4cuWKdM25c+eYPHkyCxYsSFECfwUSWq38lRg9ejT9+/eXjnPlypWGqUlbtmzZQlRU1A95dmxs7A95rkAQn5/R3mjzDtGu/H78yDwT7d/3I2Qox8bGhsOHD0vHGTNmTMPUyPmT8upP+lYl3bp1k7lcZcuWLQ1To5nvGQ9opeBt2bKFu3fvSscGBgbMnz9fzR/NxsaG1q1bs3PnTqZPny4l7ODBgzRp0gRbW9sUJ1SgmWzZsv2yhfNnkzdv3rROgkCQLhDtyu+HyDPB74SxsTGFChVK62QI/kAsLS2xtLRM62T8UJJU8KKjo3F0dJSd++uvvxINNtK1a1eePXvG9u3bpXOrV6/G1taWmJgYGjRoIDn16+jocOrUqQRnGp8/f07Tpk2l4zJlyrBnzx7ZNQEBAWzatIlz587x9u1bdHV1yZkzJ9WrV8fBwSHBAb+/vz8NGzaUjseMGYOtrS3Tp0/n1q1b6OvrU6BAAQoWLMiBAwfU7lcG72jTpg1z586VycrNzY0jR47w+PFjPn36BMTNSuXPn58GDRrg4OCAkZGRRtklxPbt25k5c6Z0rK+vz6pVqyRb3PHjx7Nv3z7p923btlG1alXpuEGDBrx+/RqAWrVq4ejoyMuXL9m4cSMXLlzgw4cPZM6cmRo1atC/f/9EG9zHjx+zYcMGrl69SnBwMNmyZaNRo0YMHDgQhUJB9erVpWuHDRvG8OHDk/WtAJ6enri6uuLt7U1YWBj58+enTZs29OjRI8l7438rwKNHj9SuOXv2LG5ubnh7exMYGEh0dDRmZmbky5ePmjVr0qNHD1nFVy0vSlauXMnKlSsBOHnyJHny5JF+e/r0KTt27MDLy4vXr18THh6OkZER2bJlo2zZsvTo0QMbGxu1Z/bo0YNr164BUKBAAY4ePUpgYCCOjo6cPHmSd+/eYWZmRqVKlejTpw/lypXTKIvIyEh2797NsWPHePz4MV++fCFDhgwUKFCAevXq0b17d8zNzRO8V6FQcOTIEfbt24e3tzdfvnzB3NyckiVLYmdnR6tWrdDT09P47sRIaT25evUqDg4O0vHixYuxt7fn+PHj7Ny5k/v37xMeHk6+fPlo3rw5PXr0wNjYOME0xMTE4Obmxr59+3j8+DExMTEULlyYzp07065duxR9V3wUCgWHDh3Cw8ODBw8eEBwcTGxsLBkzZqRgwYLUr1+fzp07Y2ZmpvH7lEyYMIEJEyYA6uX59u3bODs7c/v2bQICAoiIiCBDhgzkypWLihUr0qtXLwoWLChdv2LFCqnMxkdZvqtUqSK120m1K0piYmI4e/Ys+/fv5+HDh7x79w4jIyOsra2pVasW3bp1I3v27AnKKbXKu7K8Hjx4kAcPHhAUFERsbCxmZmZSOvr06UOmTJlk9yVUpnLnzs3s2bN58OABxsbGFClShLCwMHx8fKTrVq5cSaNGjdTS4efnR5MmTaTjYsWKcfDgwQTTrIn79+/j6OjItWvXpDa2YcOGDB48OMl7tcmzR48esXPnTm7evCm1TRkyZCB37txUqFCBrl27qgWoUm1XAa5duyZdN2fOHNq2bSv9FhISwvbt2zl37hx+fn58/foVPT09LC0tKVasGK1bt05wDKFaPi9cuICFhQVOTk4cPHiQ58+fo6enR4kSJejUqRP29vbo6OholMfJkyc5cOAAd+7cISgoCH19fXLmzEnVqlXp3r17on3d3bt32b59O9evXycwMBBTU1Py588vtZ3JWW1KSR8CccFYDhw4wLFjx3j16hUhISFYWFhQsmRJmjZtSsuWLdHXT1YoBTXevn3L3r17OXPmDK9fvyY0NBRLS0vKli1L8+bNadSoUaIyjk90dDTbtm1j3759vHjxAmNjY2xsbOjatSv169dXu161/qmOqZSEh4fj5OSEp6cnz549IzIykixZslC+fHk6dOhAtWrVEk1XaGgoO3fu5NSpUzx//pzQ0FDMzMwoXLgwjRo1onPnzjI3ouSWd21IaV4mNF4dMGAAV69eZevWrdy5c4cvX76QK1cuGjduTJ8+fbCwsNA6Xd/7rU+fPmXdunVcvnyZT58+kSNHDho2bEj//v2xsrLSeF9q1i8l8ds/Q0ND7t69y8aNG3FyciIwMBArKyvat2/P8OHD1doaTd+Z2mPeT58+sW7dOk6cOMHbt28xNzenatWq9O/fn+LFi0vXpWQ8oEqSLcONGzcICQmRji0sLBJ8qSqDBg1i165dkrmcj48Pr169wtramjZt2rBmzRrgfwOhhOx/VZUr1YHXsWPH+PvvvwkLC5Odf/r0KU+fPmXXrl1MmDCBbt26JZpWf39/unXrRlBQkHTu9evX5M+fP8nvVBIaGkq/fv24deuW2m9BQUEEBQVx8+ZN9u3bh5OTE5kzZ9bquWfPnmXOnDmyc9OnT/+uwAsnT55k7NixfPv2TToXEBDAvn378PDwYP369bJCq2T37t1MnTpVFlLd39+fzZs3c/jwYZYsWZLiNEGcQvLPP//ITDYgrhDPnTsXT09PypYtm+Lnx8bGMmHCBPbv36/2W0hICCEhIdy5c4edO3eyYcOGBBUwbTh06BDjx49XMxUNCwvjxYsXvHjxgkOHDvHvv//SvXv3RJ91+/ZthgwZwsePH6VzEREReHp6cuzYMebOnUvr1q3V7nv69CmDBw/m5cuXsvNRUVHcvXuXu3fv4uTkxNq1a9W+MzQ0lL/++kstqFBgYCDnzp3j3LlzODk5sWbNmmSvFqRmPVHmp2r0q0ePHvHo0SMOHz6Mk5MTpqamst+/fPnCkCFDJMVCiVIuZ86cwdDQMFnfFZ/w8HCGDBnCxYsXNX6jl5cXO3fuZOvWrVhbW6foPY6OjsyfP1/t/Ldv36Q2cN++fSxevDhBZSQ1ePPmDaNHj1bLz4iICHx8fPDx8WHLli1MnDiRzp07J/m8lJT36Oho/vrrL06cOKH2PGW9vnfvHnv27GHnzp2JrvJ7e3szceJEwsPDgbg2KSwsjK5du/Lvv/9K1x09ejRBmR47dkx23KJFiyS/OT5btmxh3rx5MpOp169fs23bNo4cOaKVkpcYu3btYsaMGWrbYnz9+pXHjx/z+PFjqZ3v2LFjit7x+PFj+vTpw4cPH2TnY2JiePfuHe/evePs2bMcP36cxYsXJ6o8BAUFMXDgQJlyDXED0GvXrnH58uUEfdq+fPnCqFGjOH/+vOx8ZGQkvr6++Pr6snv3bqZMmUKHDh1k1ygUCpYsWcL69etl5lEhISHcvn2b27dvs23bNlauXEnFihW1lkty8fT0ZNKkSXz+/Fl2/sOHD5w9e5azZ8+yceNGVq5cKZvESQ5OTk7MnTtXLfS6Mp88PT2pUKECy5YtS7KtDw0NpXv37rK2ICIiQuozOnTowLRp05I9Mejr68vAgQN59eqV7Pzr1695/fo1hw4dom3btkyfPh0DAwO1+728vBgxYoSsTYG4/PTy8pLa4o0bN/4wC6DUzsulS5eydu1aWfl8/vw569at49ChQzg7O2ucVEtNDh8+zPjx44mIiJDOvXz5ks2bN+Pu7o6zs7OaTH9m/Zo/fz6bNm2Sjt+9e6dxUjshUnvM6+vry+TJkwkICJDOffjwgUOHDnHkyBGWL1+eqpaOSYa3vHz5suy4Vq1aWq1AZcmShdKlS8vOXb9+HYD27dvLGvWEZjgVCgXu7u7ScYYMGWjevLnsWSNHjlRT7uITFRXF9OnTk4wU5+LiIlPuAOzs7JI1MzZnzpwEB62q+Pr6al0oHj58yKhRo4iJiZHOjRkz5rtWGJ49e8aoUaNkyl18IiMjmTRpkprd76VLl5g8ebLG/bICAgL466+/UpwuiKuMqspdfG7duiVbFU4uzs7OCSp3qoSEhDBs2LBEy5YmXrx4wYQJE5L0A4yNjWX27Nm8fftW4zXBwcEMHDhQrWNSolAomD59OqGhobLzHz58oGfPnmrKnSofP35k8ODBsrKvUCgSVO5U8fb2pl+/fsneLyc168nKlSsTDW384MEDNm/erHb+n3/+UVPu4nPs2DGOHDmSZBo1sWzZsgSVO1Vev37NX3/9lSIb++vXr2vl1xwZGcmECRMkhSU1CQoKolOnTknmZ0REBFOmTGHLli2JXpfS8r5+/foElTtVPnz4wLRp0xK9ZtOmTWqysre3p2nTprIZ/jNnziRY9o8fPy79raOjI+uzkuL48ePMmTNHoz/Mhw8fvitAx8OHD5k+fXqSex7GxMQwdepUvL29k/2O6OhoRowYoabcJcThw4eTDPk9YsQINeUuPnv27FGryzExMQwbNkxNuVMlKiqK//77Ty3Y0Jo1a1i3bl2i9TIoKIh+/frh5+eX6DtSysGDBxkxYoSaQqCKr68vXbp04cWLF8l+x9q1a5k+fXqSbfjNmzfp2rVrkltfbd++PdG2YPfu3ckOFhEUFETPnj3VlDtV3NzcmDFjhtr5J0+e0K9fP41tipIXL14waNCgH7L/W2rn5d69e1mzZo3G8vn69WuWLl2a0uRqTWBgIOPGjZMpd6q/z549W+38z6pfkZGRMuUOQE9PT+utzn7EmHfUqFEy5S4+MTExTJ48OVX76iQVPNXEJGdvsaJFi8qOlZU0T548shWiJ0+e8PDhQ9m1N27ckEWubNy4sbRkGxsby6RJk2SKT4sWLdiyZQu7du1iwIABspmcGTNmJCk0CwsLFi5cyO7duxkxYgStW7dm9OjRHD58WG3m6vDhwxw+fJjRo0cD/1v9UmJlZcWCBQs4cOAAO3fupHfv3rL7tYle9/79ewYNGsTXr1+lcw4ODt8d6ejNmzdERETQtGlTtmzZwu7du9WWpf39/dWWfmfNmiWrkPny5WPJkiUcOHCARYsWYW1trVWnromXL1/i5OQkO1e1alU2btzIgQMHmDx5MpkyZZLleXKJP5FgYGDA2LFjcXFx4cCBAyxdulRmrhM/T7Nnzy7LbyXdunWTyoJytmzTpk2yTqJVq1bs3LmT/fv3s2zZMtmqcExMDF5eXhrTq1x9qF69OuvXr8fNzU0t/79+/apWnhYsWEBgYKB0nDNnTubMmcPevXtZtmwZBQoUkH4LDAxk/fr10vGBAwdkyl3WrFmZMWMGe/fuZfny5TITgkePHrFt2zaN6VclteuJn58fpqamjBs3jj179rBu3Tq12c+TJ0/Kjq9cuaJ2rmnTpmzbtg03NzdGjhyJoaHhd5Wz+BNTmTJlYurUqezevZv9+/czd+5cWXvi4+PDuXPngP8FHFC1OFC2Q/EnP1Q7yN69e7N7927c3NyYN28eWbJkkX778uUL9+/fB/5XZsuUKSN7x5YtWzh8+DDz5s3T+jsnTpzI+/fvpeMsWbLw33//ceDAAbZs2YKdnZ3s+vnz5yc6WE9JeVftxE1MTJg6dSr79+9n165djBkzRrZNz/Xr15MMKJA7d25WrVqFi4sLvXv3plmzZpiZmclmVkNDQ9WU+ICAAO7duycdV65cmZw5cyb6LiWxsbFqpml58uRh4cKFHDhwgOXLl1OoUKHvKpceHh6y+zt06MC2bds4ePAgmzZtklmFxMTEsHHjRul4y5Ytagp6mTJlpHKpXM08duwYz58/l66xsbFh/fr1HDhwgE2bNlGnTh3ZM7Sp4/ny5WP+/Pns27ePmTNnYmJiIrtGtT6rBnrLkCEDo0aNYteuXWzZskWWhtjYWFmZf/Xqlcxsy9DQkKFDh0r3Nm7cWPrt27dvCQ5gEyI5fcjr16+ZOnWq7DplnThw4ADz588nX7580m8hISGMGjUqWRNFd+/eZfny5bJzyjHBgQMHmDp1qqwNefXqFZMnT070mTExMVhaWjJt2jQOHDjA+vXrKV++vOya9evXJ2ucsHDhQtn1ZcqUYdWqVezdu5cpU6bIXClcXFxksSIApk6dKpuoLVKkCEuWLMHNzY25c+eSNWtW6TdfX19cXFwA7ct7UvyIvPTz80NfX59Bgwbh6urKli1b1OSsWicSI6XfGhERQUxMDA4ODuzatQsXFxe1Ca3z58/LxrA/qn4lhr29Pbt372bNmjX0799fVq4T40eMeb9+/UqdOnVwdHRk3759/PXXX7IV7aCgIGnCKjnjAU0kuUSlOmuj6sOQGKpLofFNPdu3b8+lS5ek4wMHDsgGj6qreu3bt5f+vnjxokyzt7OzY+HChdJx+fLlMTU1lVYAQkJC8PT0pFWrVhrTOn78eMmcJr7JWrZs2dSW/VXt9g0MDJg2bZpkGtavXz/q1q0r/V6xYkXOnj0rRSHVpMErCQsLY/DgwbLVnebNmzNx4sRE79OWFi1ayORlY2ODt7c3jx8/ls75+/tL+XHnzh2ePn0q/WZubs6OHTukgWrx4sWpUqUKLVq0kOVxcjh48KBs4FWxYkU2bdokraIWL16cEiVK0K1btxRHFYo/g5Y7d2769OkjVa7ixYtTunRpli5dSuHChSlSpIg0CDYwMKBQoULcuXNH9rzMmTOrlYVmzZqRM2dOHj58SFRUlMyErkSJEsTGxjJq1CjpXFJloUqVKjg6OkrpLFWqFE+ePOH06dPSNfFnN0NCQmSz4mZmZri6ukp5Vbp0aUqVKkXjxo0ln7D49zs7O0t/6+vrs3HjRqkclC5dmqpVq2Jvby8pkC4uLvTr1y/Rb1CS2vUE4lbxatSoIR1nyZJFtsKtOvOravbdvHlzFi1aJB2XKlUKa2trxowZo9U3JUT8claqVCm6dOkiHZcoUYL8+fOza9cutXKmDDigapaaNWtWtXLWtWtXypYty6NHj7CyspJtEFyqVCnev38v+y6lLJWO5aq+idbW1mr+P4nh6+srK4MZM2ZUM8epXr06VlZW7NixA4gbAK5evTrRWfzklvfo6GgmTZoklammTZvKTAvLly/PtWvXpNWciIgIQkJCEnWunzt3rrQPVHyfv9atW8usQTw9PWV+RceOHZO1TS1bttT4DlVUJzQtLCzYuXOnNOgvXrw4VatWpXnz5imeSFNdQRg2bBg5cuQA4iZuq1Wrxr///ku2bNkoXLgwJUqUkK7Nmzev2n62CQXIKFasGBMnTuTRo0c8e/aMFStWyAbRxYoVo2bNmtJxUnXcwsICZ2dnyZenZMmSfPnyRU0pi8/OnTtlx8uXL5e1M5UqVaJFixY8f/4cQ0NDYmNjCQwMJEuWLLi6usqU4AkTJtC1a1fpuHr16vTt21eaBDt37hxv3rxJMlppcvoQZ2dn2aC4YcOGrFy5UpJ/8eLFqVOnDu3atZN8p3x8fDh58qTW5l2bN2+WfWf37t1lClzx4sWpWbMmbdu25cuXL0DcCvPDhw9l4zTVb9y8ebP0e/HixalevTrt2rWTxhZRUVEcPnyYnj17JpnGL1++yCbL8uTJw7Zt2yQFv3Tp0hQvXlzWvrq4uEjjt0ePHskmUHPnzo2rq6t0f6lSpciTJ4/kJpE5c2ZpXKlteU+KH5WXU6dOlZkWFy5cmHr16kmrTZ8+feLz589ajde/51sHDx4sW8WysbHh9u3bUlsWHR2Nv7+/tDD0o+qXJpSTQ8pxpLabs/+oMW+VKlVYt26dJO+SJUvy4sULmWWZcgU3OeMBTSSp4H1PyHnVmdL4nV+jRo2wsLCQhOPh4cG4cePQ1dUlMjKSo0ePStdaW1vLNl5UnfVLaMm1SZMmMhOv69eva1Tw9PT0ZI7xycXS0lLNjl9JQEAAly5dkpkVJbWauGPHDtmyd+bMmZkzZ47Wjs5JkVDjWqFCBZmCF79RUjW7aNmypdqqZrZs2Wjfvr1s1jc5qHZ8/fr1UzORrVixIuXKldPKxC8hSpYsKSkPfn5+NGvWjKZNm1KtWjXKli2LtbW1bFCcEqpWrZpgIIrIyEi8vb3VzIaSKgvdunVT81moUKGCbMAb39z25s2bMpOC+vXrq+WVtbU1W7ZsIXfu3LJB/devX2UrEAULFlTrzC0sLKhWrZo00H358iUBAQFa2fundj0pUqSITLmDuE4/Q4YM0r2qpsiq5SyhFXF7e3sWLFggBYJKLiVLlpTK6OXLl2nTpg2NGjWiWrVqlC5dmvLly6vNuCaXBg0aJNhZhYWFcfv2bW7evCk7r8mMJqWozh5269YtQf+VkSNHsmfPHik/Lly4QEREhEYz/+SWdxMTkwR9UCFuNvTq1atqZtCJlausWbNq3OS3Zs2aZMuWTVq1PHXqFFFRUdIEYHzzTAMDg2T1Kbdv35Ydt2nTRq1OWVhY0K5dO9auXav1c+NTqlQp2XGrVq1o0qQJtWrVomLFilhZWSUY4CI5FCpUKMHBh0KhwNfXV1qtVpJUHbe3t1cL1KDqlxO/PHz58oUHDx5Ixzly5JApdxCXN4sXL0ZfX5+CBQvK+hltxhaNGzeWBqAKhQIvL69kKfNJoVq3/v77b7UBeObMmRk0aJBMKdNWwYuMjJSZNCtXOFXJmzcv3bp1k5W3EydOaFTwatasqfaboaEhDg4OTJo0STqn2gZr4tatWzJrmPr166ut3laoUIGsWbNKkx5KNyBAzXS3RYsWavdXrlwZR0dHihQp8kN81n5EXpqZmam56WTNmpW8efPKtjL79u1bshZkUkKnTp1kx7q6uhQrVkw2WRW/T//Z9atJkyYpCkL0o8a8HTp0UMv/EiVKyBQ8VReE7yHJL1eNxpMcbVX12vjPMjQ0pGXLlpKJV0BAANeuXaNatWqcPXtWiqwH0LZtW5lyo2qjrE2kxvjauCrZsmVTq/gp5eHDh1y4cIGbN2/i4+OT4CAxqRUo1cFYcHAwp06dkkUU/R4SGoiprrbGn2V58+aN7LeSJUsm+NyUBiUB9ZlcTe8oVapUihW8YcOGce7cOWkm28/Pj7Vr17J27Vr09fUpVaoUtWvXpnnz5jIzxpTw9etXzp07h5eXF3fu3OHRo0cJ2vcnVRaSm1eqs9mFCxdO8LkJKaH+/v6yZz1+/Fgrk+ynT58mu3NMjXqiKThJxowZpYGjqklb/HJmYGCgZkYOcb5TJUqUSLGCN3bsWHr16iVNjt2/f5/79++zbNkyjIyMKFu2LHXq1KFFixbSCkpKCQ4O5uzZs3h5eXHv3j2ePn2aoM9Aau9zFN8MD9CoFGXMmJESJUpIdTY8PJxXr15pLJfJLe/xefHiBefOnePGjRt4e3tr9NtJTBbxzaVU0dXVpWXLllKH/unTJ65cuULt2rUJDg6WrRbUq1cvWYMr1fYv/upZfDS1i9rQqlUrdu3aJZnJhoSE4OLiIpmlFShQgBo1amBnZ0flypVT/B6Iy6Nr165x5coVbt26xYMHDxL0QUpJ+6cq1/jl4fXr17L81TTTrUmOqmOLhNpJVXx9fZO8RlsiIiJk/W22bNk0BntTzaMnT55o9Q5/f39ZX1SiRAlZNF/Vd8RX8BJ7hybFT1XW8c26E0M1L7Zv356kD/6LFy+IjIzE0NBQ676wVq1aWqUnufyovMydO7eakgDq7WRSvrbfi5mZWYL9l+pYOn79/Nn1K7H2PDF+1Jg3oTKoGgTue8zwVUlSwVNdGlX6cmiDql9d7ty5ZcdKHwAl7u7uVKtWTWaeqaurq+YjlhINV2lmkBDJiaqjiYcPHzJp0iTZCoiSAgUKEBwcnGLzRYizRW/QoMF3RfdTklBjnlD0KSXxV/NAvUAq+Z5NSlVncjXN8GvqiLShQIECuLq6Mm/ePM6dOyerSNHR0dy5c4c7d+6watUqWrRowfTp0zWG2ddEbGwsK1euZPPmzWqrRyYmJuTNm1etXiTG9+ZVcrbkSOnMUVLO4/FJzXqiqSwkVkfilzMDAwONq+LfU84qVarEzp07mT9/vmxGGeI6fWUEwGXLltG9e3fGjRuX7Mhy4eHhzJs3j927d6tZWZibm5M1a9ZEJ7W+l/gTcJC46b5q+5pYeUlueYe4Qf1///2XYGCg3LlzS9EbtSGpvqBNmzayGVtPT09q167NyZMn1XzCk4Nq+xc/oEt8vqeNNTIyYtu2bSxevJh9+/aptU/Pnz/n+fPnODk5Ua5cOTX/IG3x9PRk5syZagN5fX19SpYsqeYnlRgJ9TWJlQfVNiy5/WVK2sDktH/aPCu+0ptYeVT9LbExjuo7EntOSt+hbZnVNnhZSvsj5TYP39MXpgY/Ki819U1JtZOpjaZ0qK6YxZfBz65fydkuIj4/asybkMxU+/7v2dhclSQVvMqVK8uCMFy8eJGvX79q/GAlr1+/VlMGVWd5ixYtio2NjdTgnzx5kgkTJsjMOGrWrKk2S6BaUefNm6cWNECVxBr65A7iVQkICKBXr16Sv6KJiQmdO3emevXq2NjYYGFhQffu3dUGe4mROXNmKlasKJlSvHr1CicnJ7VAFCkhuYNJVfloqqTadjAJoTrr8+XLlwRD5KtWvORSoEAB1q5dS2BgIKdPn+by5cvcuHFDNgBUKBTSJIM2kQrjs3TpUtatWycdV6xYkZYtW1K+fHmKFCnCtWvXtPI/UJLQTF1iJLQlgLaodtA2NjZamWxpu3qX2vUkJfvwmZiYSB1GeHi4zMQuPt9bzmxsbNixYwevX7/mzJkzXLp0iVu3bsmiuUVFRbF582YyZMjAyJEjk/X8f//9V+YPVq9ePZo2bUq5cuXInz8/bm5uqeazmxCqjuqJdcKqymBiA53klvdv377Ru3dvaWbYwMCAdu3aUbt2bcqWLUvWrFn5559/tIqeC0n3BYULF6ZUqVLSKtiJEyeYNm2azDwzY8aMCe75lRiq7Z8meX5vuTQzM+O///5j3LhxXLx4kQsXLnD9+nV8fX1lA4vbt2/Tr18/PDw8kqUknT17lpEjR0qraHny5KFTp05UqlSJkiVLYmRkpHGlJyGSW8dVB1DJHVAaGRlJKx96enocPHgwSdeI1DSDs7S0RFdXV5Kfat2JT3ImWeKjavKaWu/Q9BzVMqvtoFi1P+revbvMX0sTyjR+T1+YGvyovEzp/rOpTUrS8bPrl6ZJh6T4UWPe5PZv34tWCl58X7nQ0FDWr1+foM12fFasWCEzlShevHiCs4EdOnSQFLzg4GBWrVolm82MH1xFiappVmRkpJopRnBwMEFBQeTPnz/Jgvi9G4U6OTnJgtHMnz9fLfJQcjoaU1NTNmzYQK5cubh8+bLUQK5Zs4Y2bdqkeFYipaiuvPr4+CS4VYOqH0ly3xHfd+LBgwcJmuekJHS3Kl++fCE2NpYOHTpIPmFv377l9OnTzJ07VzKRPXLkCDNmzJAaiaQaotDQUFk0qlKlSrF9+3ZZ+UtN++qEUK0bmlYL58yZQ3BwsOQzU7t2bbUgGwEBARQsWFDtux8/fky2bNmSXQ5Tu56khNy5c0uD59jYWB49eqS2nUtsbGyi0R61JSgoCGNjY7p16yZFwvLz88PT05MlS5ZIA2pl9E4lSZWz58+fy5S7Bg0aSPuKKvnRclQtK9euXZMFz1Ci6hNlYmKS4n3/EsLd3V1m9qM0j41PcmShTV/QunVrqXwEBwdz+vRpWcCwJk2aJHvlSLWN1VRvE1r5Ti6RkZF8/PgRW1tbyc/ny5cvXLlyhfnz50vbq7x8+RIvLy/Jz1UbH/A1a9ZI/b6BgQEuLi5qEV1/JErzNWUanjx5QkxMjNoYYN++fZw+fZqCBQtSqFAhqlatSrZs2bC2tpZkHxMTg76+vppZ3atXr6QN05NLUjLU09MjZ86cUsCN9+/f4+fnl6Bpn6qPmbYRzrNnz46BgYG08v/gwQNp4+/veYcm14n49R/U2w5NqLYTISEhauO82NhYHjx4QKFChdQG89r2hWPGjMHIyIhChQpRuHBh6tSpg46OznfHPPgZeZlapFZ8h6T40fVLlZSO7X/GmFdbvidvklQnjY2N1TrM9evXS3b7CbFmzRpZOHSI2/g8IZo1ayabvdy6dav0t4WFRYKBBFRXAjdv3qzm37Rq1SqaNWtGuXLlaNmyZaL77SQlQFWtW9UkSrXhUJ2hfvr0qdb28QA9evSgTJkyWFlZ0adPH+n8p0+fkr2PTGpQqVIl2bG7u7ua+c3bt2/Zu3dvit+haoO+efNmNRvyy5cvp9j/7unTpzg4OFCrVi0qVarEgAEDZM/PmTMnXbt2lfneRUVFyQYkquVENX3Pnj2T+U+ampqqDSy+Z381bahYsaKsUbtw4YKaL0JAQAC7du3iwIEDLF68mL///hsdHR3Mzc1lHUtAQIBa1Mn379/Tvn17qlatSq1atejfv7/WgZhSu56kBNWyHN86QYmbm5tWETwT4urVq3Tt2pVq1apRvXp1tVW0/PnzM2DAANkstmqk4qTKmaocVRXtmJgYtQ23VVFt05Lrr6GqmO/cuTPBfReXLl0qm7CrW7duqpiZK0mqTAUGBibLckKbzrR58+ayVd9Zs2bJ+p/kmmeCevt38OBBNbPSwMBAdu/enexnQ1z+DhkyhEaNGlG2bFns7OxkZTxjxow0atRItlUCyMtmUv0gyPNDX19fTWnQJrT396D0+VQSEhKi9s6YmBi2bduGp6cna9asYezYsdIgXDUf4ltjQJxCMWLECOrVq0fFihXp3LlzstqspOo2qNet+fPnq/mNBgcHq6VN29D9hoaGsnwODw9PcM/Rly9fyiKS6ujoJBrE5fbt25w6dUp2LioqSoqiq6RChQpapbNChQqyvszT01NtX7STJ0/Stm1bypcvT+PGjWXRwVX9uzw8PNRWynx8fDh06BB79+5l/vz5zJ49W8ojbcp7UvzovEwtUuNbteFH1y9VUqoc/Ywxr7Zo02ZoQqv1wr59+8pMIGNjY/nvv//o1asXBw8exMfHh3v37rF37146d+6stsli06ZN1fZEUmJmZib7Lb4fQ8uWLRMcDNStW1dmFvbs2TM6d+7M8ePH8fb2ZtWqVVKjEhkZyZMnT75rRkR1uXbXrl3cunVLioioajI6efJkTp48yb1799i8eTPdu3dXy5TENtSM36j17t1bNgPq7Oz8wzZX1USZMmVkwSg+f/5Mjx49OHr0KA8fPmTfvn106dIlUROEpFDN61u3btGnTx/Onz/Pw4cP2bJlC0OHDk3x8/PkycOTJ0+kaFsPHjxg4MCBnD17locPH3LlyhX+++8/2QAlc+bMMnMWVTOqc+fOcefOHQ4fPkxISIhaObh27Rrz58/H29ubc+fOMWjQINnKC6R+Q2pubo69vb10HBERgYODA/v37+fhw4ecOHGCfv36yQbd8WWvGhVr0qRJLF++nFu3bnHu3DkGDBggKbEfPnwgU6ZMWtv+p3Y9SQmqFgGenp6MGDGCq1ev4uPjw8qVK9X2LUoO+fPn5969e9LA+PTp04wZM4bLly/z8OFDzp8/r7bprarjtWo58/T05N69e7i5uREbG6smxwMHDrBhwwZ8fHw4fvw4PXr0UNtfUbWcqbZpe/fu5e7duzJTw8QoXry4LJrh58+f6dKlCzt37pTq06hRo2SDO319fYYMGaLV87VFVRYLFy7k0KFD+Pj44OLiQseOHdXape+tc5aWlrK91OI75GfPnl1jwJnEKFmypCzK5efPn+nWrRvu7u48fPiQI0eO0LVrV4KCglKUZn19fWJjY3n58iWxsbFERkbSs2dPDhw4wP3797l58ybr169nz549svvir5iolplHjx5x8eJFqY0GeX6EhYUxfPhwvLy88PLyYvbs2UyfPl32jB8xkFQ145s0aRLr1q3Dx8eHa9eu8ddff8ncRwoXLixth6Ea5c7NzY0xY8ZIJtajR4+W7g0NDSUgIEBj4IyESKoPAejYsaOsTT158iR9+vSR+qoDBw7QqVMnSSmFuO08VKOFJoaqjHbs2MFff/0ltVPOzs506dJFNsFpZ2dHkSJFEn3uqFGjJFlfvnyZvn37yqwhzMzMtI4ua2lpKVMoo6Ki6Nq1K66urnh7e7N//34pOmdsbCwvXryQrdoVLVpUNlD/+PEj3bt3x9PTk4cPH+Lu7q4WoC9+/6BNeU+Kn5GXqUFqfKs2/Oj6lVr8jDGvtiQ1HkgMrdYvDQ0NWblyJf369ZNp05cvX+by5cuJ3lu9enXmzJmT6DXt27dPUBNOaElUmZ7//vuPYcOGSWZOPj4+DBs2LMHrHRwcNEZQ0oZ8+fLJthCYOXMmEBd9qXbt2tSrV082Y+7n55fkQCYkJEQt7GpCmJqaMmTIEKljjIqKYuHChbLNIn8GEydOpE+fPlKB8vPzk+1/AnHKRUoLvKWlJSNGjJDNwF29elUtrG78MOXJIUOGDEyYMIFx48ZJ5y5cuJBgYAYlffr0kTVGqiaj9+/fl/bc2rVrF2XLliV37tyyxtrR0RFHR0eN7/iewDuaUPrXKPeqe/PmDf/880+C11paWsoU506dOrF//37JbDoqKopVq1YluHJsbm6utnFvYvzIeqItyn2T4u/35+npiaenp+y6lJaz7NmzM2TIENkk16FDh9QU+/j0799fdqxazuKX01q1alG5cmVMTU0l0+2YmBhZvUkI1XKmai6/fv161q9fT/78+bWePV64cCFt2rSRnh0YGMi0adM0Xj9x4sQEo5Z+D/Xq1WPz5s3ScWBgYJJ7GKZGnWvdunWCmwk3b948xX4WkyZNonv37tIkp7+/P2PHjpVdY2VlRUhISIoirY0bN46rV69KwVWeP3/O33//rfH62rVry/zlLCwsZO4a3759kyxMRo8eTfHixalXr57M3/HcuXNqWyPER3X1OjVo06YNBw8elPqO8PBwFi9ezOLFi9Wu1dHR4d9//5VmyYsVK4aDg4PM1D6x+vvvv/8mK7hFUn1I+fLlKVSoEBMmTJApw4mNtSwtLRP8tsSoUaMGffr0YdOmTdK5o0ePyranik/+/PkTrdvwvzZTk6whzoQ6qfgN8Rk3bhxXrlyRytzHjx81brhepkwZtTGjcr84ZWCXx48fM2LEiATvL1CggLQnHmhX3pPiZ+RlapAa36oNP7p+pSY/esyrLUmNBxIbH2ndE+XIkUOaEdXGrtXY2JhBgwbh6OiY5BYEFSpUUFPAlJtYasLW1pZZs2Yl6UTZqlUr2aA+JWjaZ0lpQtO6dWtq166t8X59fX21/bqS40vWqVMn2YDs+PHjajP0P5rq1avz33//afRnLFGihJoSkdzl8X79+uHg4KDx91KlSknKdUpo2bIl//33n1YmYj169FAbeBcrVkxj+PJ3796hq6vLrFmzEn1+6dKlZZssp4ZPoSpZs2Zl69atSfo6ZMuWDUdHR9lGxPr6+mzYsCHJfdosLCxYs2aNmq16YvzoeqItEydOTHTLkTp16iRLcVVl0KBBDBo0KMmBvp6eHmPHjlXbC6hGjRoaG+13796RMWNG/vvvv0SfX6NGDVk7rSrH5s2bJ1iXk2OamitXLmliIzGMjY2ZM2eO5IeYmlSrVk3j3opKVMtcapSpevXqJeiD+j37oVWoUIGFCxdqHNBYWVmxbt26FAdZKFSoEBs2bJDVd01UqlQpwYGmpu9T9oWjR49OdFNiKysr2Urlq1evUjUKJcTVq1WrViUZ/t7IyIg5c+aotTn//POPbPPshNDX1+e///7TemNxJUn1IUq6devG3LlzkwxIUrRoUVxcXJLVDisZN24c48aNS7I/rFKlCs7OzkkGu5g5c6aaP3N8Bg4cmKRcVcmTJw8bN25MMpBXyZIlWbNmjdrYtEiRImzYsCHBgG3xKViwIBs3blRbyUqqvGvDz8jL1CA1vlUbfmT9Sk1+xphXG5IaDyRGsjwQTU1NmTFjBgMGDMDd3Z2rV6/i5+cnaf2ZM2emcOHC1KhRg1atWqlFa0qM9u3byyL2aVq9i0+7du2oVq0aO3fu5Pz587x9+5Zv376ROXNmbGxs6NSpU6osddva2rJ48WI2bdrEkydP0NPTI1euXJJ/oJ6eHmvXrmXHjh0cOHCA58+fExMTQ9asWalQoQK9e/fG0tKS+vXrSyuOHh4eCfoXJoS+vj6jRo2SBWKYO3cuu3fv/mnOsQBdunShVKlSbNy4kRs3bvD582fy5MlDixYt6Nu3r9om3sn1tVHOptatW5etW7dy9+5dwsPDKViwIK1ataJbt27fHfyiW7du1KlTh127dnH58mVevHhBWFgYRkZG5MyZk3LlytG+ffsE/QR0dHTYsGEDS5YskfZqNDc3p2TJklKjXL16dfbs2cO6deu4du0awcHBGBsbU6hQIezs7OjSpQvTp0+XTKHu37/Ps2fPKFiw4Hd9lyqFCxfGw8MDV1dXjh07xpMnTwgNDcXExIRChQrRoEEDunTpkmCnY2FhgbOzMx4eHhw+fBgfHx+CgoLQ09Mjb968NGjQAAcHB5miqg0/up5oi6GhIcuWLePw4cM4Oztz//59YmNjKVasGB07dqRNmzbf5Suko6PDqFGjsLOzw9XVlevXr+Pv709ERATGxsbkzp2bypUr06lTpwRXtIyNjdm+fTuLFy/m6tWrfP36FUtLS8qWLSspFa1bt5YGP7du3ZKCJBQtWpRWrVrRtm1b+vTpI80Unz9/ns+fP0uDtDJlyrBhwwZWr17N/fv3USgUZMuWjSpVqhAdHa21c3qBAgVwdnbm9OnTHDp0iPv37xMQEICBgQF58+aldu3adO/eXSulIqXMnDmTChUq4OrqyqNHj4iKisLS0hIbGxu6d+9O+fLlqVatmrRy5eHhQY8ePb7rnYaGhtjb2+Pk5CSdK1KkyHfPdDdr1owSJUqwbt06Ll68SHBwMDlz5sTW1pb+/fsnu86pUqlSJY4ePcru3bs5deoUT58+5fPnz+jp6WFlZUXJkiWxt7enadOmCU4g/P3335ibm3Pw4EHevHmDqakp+fPnl0wcs2fPzt69e1m7di2nT5/m7du36OvrkydPHmrXrk3v3r25fPmytHIYExPDkSNH1EzDv5eMGTPi6OjI8ePH2b9/P3fu3CEkJAQDAwPy5MlD9erV6d69e4KBvHR1dZk6dSotW7Zkz549eHl58eHDB6KiosiRIwfVqlXDwcEhRavR2vQhStq0aUOdOnVwd3fn2LFjvHz5kpCQECwsLChZsiR2dna0bNkyxQq/rq4u/fr1w87Ojv3793PmzBn8/f358uULlpaWUvwCbQfZ5ubm7Nq1CycnJw4cOMCzZ8/IkCED5cqVo3fv3lSrVk0r+ahSpkwZjhw5gouLCydPnuT58+d8+vQJExMTihUrRrNmzejQoYPGiZHKlStz7NgxnJycOHXqFH5+fnz79o2MGTNStGhRmjRpQocOHRIcryRV3rXlR+dlapBa35oUP7J+pTY/esyrDdqMBzSho0jNTRcE6ZLY2FhiY2OTHPS5u7vLTIqmTp2a7Bk7gUAg+B2YPHkyrq6u0vHo0aMZOHBgGqZIIPi9uHz5siyIX8eOHZkxY0baJUggIP2Meb9vfwDBH8GHDx+oV68eWbNmJVeuXOTIkYP+/fvLTG0A7ty5IztOaHZUIBAIfnfevXsn8xvR0dGhefPmaZgigeD3Q3WPvKTceQSCn0F6GfMKBU+QJJaWlmTIkIGAgADJR+fly5f89ddf5MiRg8+fP3Pu3DlZ4AoTE5NUX9oXCASCtOL8+fNkyZIFf39/Fi9eLJl8AtSsWTPNfGcEgt+Nhw8fEhERobZ/Z1K+dgLBzyC9jHmFgidIEgMDA9q1a8f27dulcz4+PgwYMEDjPV26dElWtCyBQCD4lRk/frwUmVYVYZopEGhHdHQ0nTt3liJbxif+1isCQVqRXsa8KYvnLPjjGDNmTJJRyZQ0bNhQFhBGIBAIfnc0rS6MGDEiRXvfCQR/Ivfv309QubO1tU0yIq9A8LNID2NesYIn0ApjY2M2btzIsWPHOHr0KPfv3+f9+/dERERgZGRElixZsLGxoWXLlj99k06BQCD40VSqVInAwECCgoLIkiULBQsWpEOHDtjZ2aV10gSC34bPnz9TpEgR/P39iY2NJXfu3DRv3lxtWyKBIC1JD2NeEUVTIBAIBAKBQCAQCNIJwkRTIBAIBAKBQCAQCNIJQsETCAQCgUAgEAgEgnSCUPAEAoFAIBAIBAKBIJ0gFDyBQCAQCAQCgUAgSCcIBU8gEAgEAoFAIBAI0glCwRMIBAKBQCAQCASCdIJQ8AQCgUAgEAgEAoEgnSAUPIFAIBAIBAKBQCBIJwgFTyDx5s2btE6CQPBdfP78mdDQ0LROhkDwWyHqza9BavXB4eHhBAUFpcqzBALB74l+WicgPeHl5cX27dt5+PAhOjo6FCpUiM6dO1O7dm3pmvbt2xMUFISenh6xsbGYmppia2vLkCFD0NePy4779++zbt06Hj58iEKhoECBAvTo0YNatWol+N6bN28yYsQIjI2NAYiNjSVbtmzY29vTtWtXdHWT1uP37t3L7du3mTFjxnfLITY2lo4dO2JsbMz27dtlv82aNYsTJ05I36qrq0vRokXp378/NjY2ALx9+5YOHTpI3xMfFxcXLC0tiY2Nxc3NjUOHDvH27VsyZMhA1apVGThwIFZWVmr3qcpIoVCQK1cuBg4cSM2aNb/7m5Ni7969nDlzhhUrVnzXc9q3b8+oUaN+Spo1sWnTJrZu3YqhoSEQJ0t9fX3KlSvHuHHjEpR/UvTt25d27drRrFmz70pbly5dWL58OWZmZim6f9OmTTx79oyZM2cm+95GjRqxYcMG8ufPr/ZbYt9Xq1YtjIyM1OppnTp1mDx5crLT8aPx9/enS5cutGnThtGjR8t+i9++KRQKMmTIQMWKFRkyZAjZs2cH4PDhw8ydOxcjIyPZvXnz5sXR0RGA0NBQtmzZwtmzZ/n06ROZM2emSZMmODg4SG1HfOKXSYVCgZ6eHsWLF2fMmDHkzZsXJycnzpw5w4YNG6R7tm3bxvr165k3b55Un6KiomjatClLliyR2iNNnD59GhcXF3x9fTEwMKBEiRI4ODhQtmxZ6Zr4eatQKMiUKROtW7fGwcFBuubKlSts3ryZ58+fo6OjQ/Hixenbt6/G96vKT0dHBxMTE+rXr8+QIUMwMDBINN0JoW29uXnzJpMnT8bDw0Or5x46dIi5c+cyffp0GjRoIJ1XbeNjY2PJnDkzDRo0oF+/flLbotpfKGnevDl//fUXAC9fvsTR0ZGbN28SGRlJ7ty56dq1K7a2tgmmafjw4Xh7e0vP1NPTw8bGhkGDBlGwYEGtvutH8PjxY8aNG8eBAweSfa+vry89e/bkwoULAAwdOpQ+ffpo3U9s2LCBrVu3sn79ekqWLCmd13ZsoSpTJX379qVz584A+Pj4sG3bNnx8fIiOjqZAgQL06dOHypUra0zX48ePcXR05M6dOygUCvLkyUPbtm2xt7fXXjgpILn97JUrV1i1ahXbt2+nffv2TJ48WdYOJMT39DWhoaGMHTuWZcuWqbWjySEqKorVq1dz6tQpIiMjsbGxYfTo0VJbfefOHZYtW8arV6/ImTMnI0aMoFKlSgA4OTmxceNGWZ4vXLiQsmXL8ubNGxYvXoy3tzcWFhY4ODhIfV+PHj149+6ddE9MTAyRkZHs37+fN2/ecOjQISZOnJjibxLEQyFIFY4dO6Zo2rSp4uDBg4ovX74oIiMjFWfOnFE0b95c4eLiIl3Xrl07xYULF6Tjd+/eKTp16qTYtWuXQqFQKL58+aJo0qSJwsPDQxEZGamIiopSnDlzRtGgQQOFj49Pgu++ceOGolmzZtJxbGys4v79+4pOnTopVq1apVX6HR0dFf/++29KPl2NS5cuKYYOHaro1KmT4vr167LfZs6cqVixYoV0HB4erti7d6+iYcOGiocPHyoUCoXizZs3ipo1ayq+fv2q8R3Tpk1TDBgwQPHo0SNFbGysIigoSDFt2jRF165dFREREWrXJySjEydOKOrXr6/48OHD935ykuzZs0cxbNiw736OavlJCxIqKx8+fFAMGjRIMXny5BQ9s0+fPgoPD4/vTlvNmjUVT58+TfH9qVkP4pPY931vmn82q1atUsyaNUvRuHFjxZcvX2S/qZbP4OBgxezZsxUdO3ZUfPv2TaFQKBQeHh6KPn36aHx+aGioolu3bopZs2YpAgICFAqFQvHs2TNFr169FLNmzUrwHtV8i4yMVCxevFjh4OCgUCgUiidPnijq1q0ra1MGDRqk6N+/v2LBggXSuVu3bimaNGmiiI6OTlQGO3bsULRq1Upx+vRpRVhYmCI8PFzh7u6uaNKkieL06dPSdap5+/TpU4W9vb3izJkzCoVCoXj58qXC1tZWcfHiRUV0dLQiMjJSag+V365KQvJ7//69omvXroo1a9Ykmm5NaFsGVdvRpOjfv79izpw5iiFDhsjOJ9TG+/n5Kfr37y9rQ1T7C1WePHmiaNKkicLZ2VkRGhqqiImJUVy5ckXRtGlTjfVt2LBhij179kjHoaGhivXr1yuaNWumUeY/g+TKNj5Pnz5V1KxZUzpOTj8RHR2taN26tWL27NmKGTNmJJomTWMLVZmqcvnyZUWTJk0Uhw8fVkRERCiioqIUR48eVdja2qqNEZTcvHlT0bhxY8WOHTsUwcHBiujoaIWXl5eiU6dOiqVLl2r1bSnlZ/Sz39PXzJs3T3H48OFUScPAgQMVHz9+VERERCjmz5+vGDRokEKhiOvTle1ZbGys4vjx44omTZoowsPDFQqFQjF16lSFk5OT2jOjo6MVDg4OilmzZinCwsIUL1++VLRr105x6dIltWtjYmIUw4cPV6xbt046N2HCBMW1a9e++9sECoVYwUsFIiIiWLJkCX///Tf169eXztetWxczMzPGjh2Lra0tlpaWavdmz56datWq8eTJEyBuNjIiIoKGDRtKM7F169ald+/efP36Vav06OjoUKJECf755x9Gjx5N9+7dyZQpE15eXmzcuBF/f3+ioqKoUqUK//77L1euXGH79u3ExsbSv39/NmzYoPHaDBkysG3bNu7cucOiRYsSfP/BgwepU6cO4eHhuLm5STM+CWFkZETbtm15+PAh27ZtY9asWUl+3+3btzl37hyurq6STDNnzsz48eOZOXMm/v7+Sc7E6ujo0LBhQ+bPn4+fnx9ZsmRh1qxZRERE4OPjg5mZGZs3b2bv3r24u7sTEBCAoaEhbdq0oU+fPkDc7Pxff/3Frl27+PbtG9WrV2fChAkYGBjw+fNn5s6dy40bN8iWLRtlypSRvf/s2bNs3LiRDx8+UKxYMcaOHYu1tTVv376ld+/e9OjRAxcXFxQKBY0aNWLEiBHSvTdu3GDVqlV8+fKF+vXrM3ToUIyMjJg1axbm5uYMGzYMgIsXL7JkyRL27NnD4cOHOXToENHR0bx+/Zp169bx8eNHFi9eTEBAAOXLlwegSJEi0vclhyxZslC/fn3c3d2BuJleR0dHTp8+TWBgIGZmZjg4ONC6dWsgbrV72bJlvHv3jvr16xMVFSU9KyIigtWrV3P27FkAbG1tGThwIAYGBmzatAl/f39CQ0O5desW2bNnZ8SIEVSpUoW+ffsCMGDAAKZMmUKxYsWYNWsWjx8/xtzcnLp16zJ48GB0dHTw9fVlyZIlPH78GAsLC/r160fjxo2BOHO1SZMmcePGDczNzRkzZow0y3z79m1WrlyJv78/efPmZeTIkdKMd61atdi6dSuFChVK9PuSS0BAgMbvcHFxwcXFhfDwcAoUKMDw4cMpXrw4APv27cPFxYXPnz9TtmxZxo4di5WVFTdv3mTZsmVUqlSJw4cPkyFDBtq3b0+3bt2STEtUVBRHjhxh8eLFfPjwgSNHjtChQweN11tYWPD333/TrVs3PDw8aN++fZLvcHV1xcjISDaLW6BAASZNmsTWrVuJjIyUVng0YWBggL29PW5ubkRHR1OoUCHMzc3x8fGhcuXKfPnyhadPnzJ79mzmzJkj3Xfz5k2qVKmCnp6exme/f/+ejRs3snr1akqUKCGdb968Obq6uixatIiaNWsmuJJWqFAhSpcuzZMnT6hbt66Up9WrV0dHRwc9PT3atm3L27dvCQ4OJlu2bEnKCyBr1qzUqFGDZ8+eARAUFMTy5cu5fv06RkZG2NraSitjqu2cchVGWW+qVq3KypUruX79OoGBgWTJkoUhQ4ZQp04drdKixNfXl9evX7N48WLat2/P06dPKVy4sMbr8+XLx9SpU+ncuTO+vr4UKlQoyXcsX76c5s2bS6tEAFWrVmXkyJH4+/trlU5TU1P69+/PvXv3cHV1ZdiwYURERGiUwc2bN1m0aBE5c+bEx8eHWbNmMXv2bDp16sTevXsJDAykSZMm1KpVi2XLlhEcHIy9vb3UhidUZ7Nly8bYsWOJjIykUaNG7Nmzh69fv7Js2TKePHlCSEgIRYsWZcKECeTLl4/Y2Fg2bNjAgQMHMDQ0lFkGTJgwgYCAACZPnszgwYMTrZ8Aly5dwtzcnD59+tCtWzeGDh1K5syZE7xW09giMRQKBUuXLqV///7Y2dlJ55s0aUJQUBAvX75McIywaNEievbsSdeuXaVzFStWZMGCBfTo0YNmzZpRpEgRjh8/jqOjIyEhIeTJk4cBAwZQpUoVDh8+zMmTJ7GwsODChQtYWFjQu3dvmjZtCsCJEydwdnbm9evX6Ojo0KBBA8aOHYuOjg6QeD8bv/4MHz6cKVOmyFa17e3tmTFjBhUqVEi0r1Hi6+vLyJEjGTJkiExGCREQEMD58+cZNWoUQKJ94rFjx1iwYIHaM2xsbFi0aBFhYWH06tVLGke1bduWvn37Ehsby9GjR6lSpQr16tUD4vpha2trST5PnjxJcCX11atXPH/+nLVr15IhQwasra1p06YNhw4donr16rJrleVc2XcDtGzZks2bNye6sivQDuGDlwrcu3eP8PDwBE0oK1asiJWVFVeuXEnw3tevX3P16lWp4BcuXJicOXMyYMAAduzYwb1794iMjKR79+7JLvDly5dHV1cXHx8fwsLC+Pfff+nevTuHDh1i+/btPHjwgBMnTlCvXj169OhB7dq12bBhQ6LXAjg4OGhU7gIDA/Hy8qJx48bY29tz5coVAgICkkxr1apVuXv3rlbfdfXqVcqUKaOmMBsaGjJ9+nStzGxiY2M5ceIERkZG0oAY4kwS1q1bx6pVq/D29paUTk9PT2bOnMnmzZtlA4cbN25Ipl7Xrl2TlBJlo7p//35mzJjBpUuXpHvu37/PnDlzGDduHO7u7tSsWZNx48ZJSkBoaChv3rxhz549zJkzh3379uHt7S3df/36dZYsWcLWrVu5f/8+W7du1Upu9+7dY8CAAbi4uJApUyb++ecfOnTowKFDh6hbty7nz5/X6jkJ4e/vj4eHBxUrVgTg2LFjnD17lhUrVuDp6cmgQYNYvnw53759IygoiIkTJ9KzZ08OHz5MsWLFpIEpwKpVq3j58iVbt25l8+bNPHr0iG3btkm/nz59mo4dO3L48GGqVavGkiVLACTzvvXr11OnTh3Wr19PwYIFOXz4MCtWrODEiRPcuHGDqKgo/v77bypWrIiHhwfTpk1jwYIFvHjxAoC7d+9iZ2eHh4cH9erVk8p6QEAA//zzDw4ODhw6dIjOnTszbtw4Pn/+LJNFUt+XXDR9h7+/v6RoKGWvNAE+deoU27dvZ/bs2ezfv5/cuXMzZcoU6Zm+vr5kzJgRd3d3Ro4cybp163j//n2SaTl//jxZs2alSJEitGrVCjc3NxQKRaL36OnpUalSpWTV77p166qdL1SoENOnT09SuQOIjIzEw8ODqlWroq+vj46ODpUqVeL27dvSO2xsbKhQoQJhYWH4+voCcOvWLapWrZros69du0a2bNlkyp0SW1tbQkNDuXfvXoL3PnnyhAcPHlCtWjUgro2OiIhg8ODB7N69m4cPHxIdHc3QoUMpVqxYkt8JcW2Zr68v586dkyZqJk6ciI6ODq6urqxbt45bt25J9QPk7dzmzZuB/9UbZ2dnXrx4wcaNG/H09KRZs2YsXbpUq7TE58CBAzRt2hQzMzOaNGnC3r17k7wnV65cWFtba1VWIiMjuXXrVoJlpUmTJrJBozbE74OSksGLFy9o0KAB+/btk0xpT506xYYNG3B0dOTQoUM4OzuzceNGVq1ahZubG8+ePdNYZy0tLVm4cCHm5uYcP34cc3Nz5s2bR758+XB1dcXDwwMLCwupHdy3bx+nT59m06ZNbN++HR8fHyltc+bMIXv27MyYMSNJ5Q7iJmTt7e3Jnj07FStW5ODBg0neE39skRT+/v74+/snmE9dunShbdu2Cd7j5+dHw4YN1X6ztramdOnSnD9/nvDwcGbPns3UqVM5evQobdu2Zd68eVKbdPXqVSpVqiRNLi1ZsoTIyEjevn3LvHnzGDNmDEePHmX16tVSu6oksX42fv1JzAUmqb4G4hSiMWPGMHjw4CSVO4CjR49StWpV2QSSpj6xcePGHD9+XO2fsk8bOnSo1BYBXLhwgQIFCqCrq8vjx4/JkiULEyZMoFmzZgwaNIiYmBgMDQ0JDw/n1atX7N69m5YtW0oTeBBncqmnpydLn46OjtqEy5cvX9i0aROjRo2STahVqlSJZ8+e8erVqyRlIUgcoeClAsHBwWTKlEmj74OVlZXM4Xnq1Kk0bdqURo0a0alTJ0xMTKhQoQIQp6SsX7+e+vXrc/bsWYYNG4a9vT2LFi0iIiIi2WnLmDEjX79+xdDQEEdHR2rVqkVoaCiBgYGYm5vz4cMHtXuSc60qhw8fpnr16lhYWGBlZUWtWrXYt29fkvdlypRJbYWybdu2NG3aVPqn7Hg+ffqEhYWFdgKIx+fPn6VnNWzYkKlTp9KyZUuZ30mFChXIkiULZmZmFC1aFEdHR6ytrQkKCiIqKgojIyMCAwOl6zt06ICpqanU6bx69YrIyEguXLhA3759MTY2Jn/+/LRp00a6x8PDg6ZNm2JjY4OBgQEdO3YkJiaGW7duSdd069YNQ0NDSpcuTd68eWWNXc+ePcmePTuWlpY4ODhw8uRJrb7fysqKSpUqYWZmxsWLF8mRIwfNmzdHX1+fpk2bUrp0aa1lefHiRZo2bYqtrS316tVj7Nix1K1blyFDhgBIs9eWlpZ8+PABQ0NDIiMj+fLlC5cvXyZPnjzY2tpiYGBAu3btyJMnDxA32+vh4cHgwYMxNzcnc+bM9OnTR1oZBChVqhSVKlXCwMCAxo0ba5ypNzMz4/bt25w5cwYTExP27NkjKRrh4eH07NlT8p1avXq15DtYtmxZatasia6uLvXr1+ft27cAHD9+nPLly1OnTh309fVp0KABhQoV4vTp07L3JvZ9mhgyZIisrDdt2lTyp9H0HcbGxkRHR3Pw4EGePn1Kr169WLVqFRBXxjp16kTBggUxNDRk4MCB3L9/XypHenp6dOvWDX19ferWrYuxsbFWAR7c3d1p2bKllMdhYWFcu3YtyftU6/fTp0/VvtfPzw9Ief1WlklluTx48CDt2rWTfq9SpQp37twB4vKoWrVq6OnpUblyZa5cuUJkZCQ+Pj5JKnhBQUEaVzgMDQ3JmDGjrL1X5m3Dhg3p3bs3hQsXllanLC0t2bx5M2XLlsXd3Z3+/fvTokULNmzYQGxsrMY0xJefnZ0d//77L/Xr16djx474+/vj7e3NX3/9hampKVmzZqVfv34cOXJEuj9+O6dK27ZtmTFjBsbGxrx//x4TExOt2v74REREcOzYMamstGrViuPHj/Ply5ck71X2WUrc3Nxk5aRTp05AXHuuUChSVFY0vVcZaCYpGejo6GBra0uGDBkkH6QWLVqQMWNG8uXLh5WVFfb29piZmVG4cGEsLS0JCAhItM6qMnHiRGk15d27d2TKlElKw6lTp2jXrh05cuQgY8aMyVZmlQQEBHD79m1pVat169YcOHCA6OhoreQVP59Wr14tyyfliuWnT58AMDc31zpdwcHBAAlaPSnPf/z4ET09PYyMjDh48CDe3t40btyYPXv2SKtM2bNnx87OTurjvn79SnBwMFmyZGHbtm2ULFmST58+8eXLF8zMzGR5nFg/m1j9iU9SfU1gYCAjR46kefPmWvuf37lzR21ySds+MTFOnjzJ9u3bZfnm7u5OmzZtOHDgAI0bN+bvv//my5cvBAUFUaZMGVq3bs3evXv5+++/WbFiBZcvXyZfvnzkyJGDdevWERERwatXr3B3d1cbv7q5uVGqVCm1cYe+vj5FihSRjYcEKUOYaKYCmTNnJjg4mKioqASVvHfv3skaqqlTp0rOu6GhoSxfvpxRo0axefNmdHR0MDMzo1evXvTq1Ytv375x48YNVqxYgZ6eHl26dKF79+7Ss8aNG0eWLFkSTFdMTAxfvnwhe/bs6OnpcenSJVxcXIC4lcLw8PAEZ9+Tc218lIPzkJAQqWOPiIjAwMCAPn36JDrz/unTJzVzJDc3N0xMTNSutbKy0jjDGxQUpLFTyJQpk8yM4vHjx0yePBkzMzPJxCd+gBBdXV0p0EPmzJmllb74A6/4gwt9fX0UCgWfP38mKipKli85c+aU/g4ICODmzZscPXpUOhcVFUVAQADW1tYan6tE6QANkC1bNpnCmRjxv+3jx4+y5yifpS01a9Zk5syZxMTE4ObmxrZt26hRo4aUxzExMSxbtozr16+TPXt2ihQpAsTJ7uPHj2TNmlX2vBw5cgBxHXtERATDhw+XOmmFQkFUVBSRkZGAXDbKYB4JMXjwYBwdHVm/fj3Tpk2jWrVq/PPPPwQHB2NlZSWbeVWmD+IGLkr09fWJiYkB4vLt6tWr0mAIIDo6Ws38NrHv08Tq1as1mqRp+g4rKysWLFiAs7OztCrbv39/mjVrRkBAABs2bJBWZ5S8e/cOPT09zMzMZG2Vvr5+ogoFxEX48/Ly4vHjx2zatAmIa7/27t2bpFIUEhIiK1+FCxeWrSjFR3VCLD6J1W9lmYS4fLl48SKTJ09mxYoVlChRgsqVKzN//nwiIiK4du0avXr1AqB69ep4enpSrFgxrK2tNbanSiwtLTWudkZGRhIcHCxLY/y8/fjxI3PmzGHq1KnMmzcPiDNvHjx4MIMHD+bLly9cunSJ5cuXkylTJooXL87YsWOlZy1cuBBIXH4hISEYGxvL6kmOHDmkSSog0UBIoaGhLFq0iPv375M7d25y5cqVZNuvysmTJ/n69SvDhw+XzkVERODu7i4zuUuIT58+ydqmtm3bSmbn8TE3N0dfX5/g4GCp3Yz/rujoaExNTbVOc/z3JiWDjBkzqvVn8RUYXV1d2eBfV1eX2NjYROusKi9fvmT8+PEEBgZSoEABACkNqm1M/P4lOXh4eBAVFSWZZysUCoKDgzl//rzM3USV+GMLJUOGDJFNqChR1oWETI6/fv2KgYGBmiyVEyjv378nd+7cas98//49+fPnx8DAgGXLlrF161bGjBmDvr6+bIyk2ldAXB+kp6eHu7s7hw4dwsTEhKJFixITE6N1P6ttILGk+hofHx8qVqzImTNnJCUwKT58+KD2fk19YvzVuvjY2Ngwf/586djJyYlt27Yxc+ZMyQrA0NCQ6tWrU6VKFSCuHjo7O3P37l1q1qzJypUrpfvLli1LkyZNOH/+PNWrV2fu3LksWbKENm3aUKBAAVq2bMmpU6dkaThy5Ig0IayKcmJY8H0IBS8VsLGxIWPGjBw/flytob569SqfP3+WLYPHx8zMjE6dOtGzZ0+Cg4M5cuQIly9fliqPiYkJtWvX5vXr11y4cIHs2bNz/Phx2TNu3ryZ4LNv374tReG8d+8emzZtYsOGDVJnGN+vKz7JuTY+169fJywsDCcnJ2lwDtC/f39OnDiR6AzVlStXtDZJqlq1Kjt37lQb7EVFRdG7d28GDhyo1WxY0aJFqV27Nl5eXjIfDiW7du3i2bNnuLi4YGZmRlRUlFarZcrV3Hfv3kmdfvzGysrKiq5du9KvXz/p3KtXr8iaNas0c5kY8Qe/7969k5QHXV1dma+XcuY0IbJlyyaLZKVMY0IRIBNDT0+PDh068O7dO8aPH8+mTZuwtLRk7dq1xMbGSj4iAQEB0gpClixZ1N6t7DzNzc0lXztlxx4WFsbHjx+1Ms2Lz9OnTyWfEn9/f+bNm4ejoyONGzfm48ePxMbGSh2vm5tbkuXPysqKhg0bMmnSJOncmzdv1HxQEvu+lKDpO/r164exsTGLFi0iMjKS06dPM3PmTKpUqYKVlRVdunSR+Uj4+fmRO3dujeaDSeHu7k6tWrVkCkdAQACDBg3i9evXCQ7EIG5A5eXlleTAXknVqlWlAU/8dsTX15devXrh7Oyc5IqocmVy27Zt3Lx5kxIlSmBpaYm1tTWHDh2SVt2V71u8eDE3b97U2E7Hp3r16ixatIgbN25IJslKjhw5grm5uZrSr8TKyoo2bdrw33//AbB48WK+ffsmlamMGTPSpEkT7t+/z5MnT+jUqZNae//69etE05c9e3bCwsIICQmRBn7KcqrNAHLBggXkz5+fefPmoa+vz+3bt9UGZ0lx8OBBBg0aJJsMOXXqFLt3706wrVXy+vVr/P39teoLDAwMqFChAmfPnlWLOHrw4EFcXV1xcXHRKoo0xPXVytWEpGQQv1wmh+DgYI11Nj5RUVH8+++/TJgwQVK0Nm/eLPX1WbNmlbUxKRkMx8bGcujQISZNmiQN6iHOPNXNzS1RBS/+2CIplGa3Z8+eVTMZ3bRpE48ePZIpCwB58uShUKFCHD16VG118tmzZzx69IhRo0YRGhrKt2/fmD17NtHR0Xh5eTFx4kTKlSuXaJpOnjzJqVOn2Lx5s6QsdezYUXaNpn5WFT09PdmKZ1RUFN++fQPi8imxvqZGjRrMnDmTvn37snXrVtmYIDGSmoxT0qhRIxo1apTocxYsWMC1a9dYtWqVzEc2b968aq4FysnOR48ecf36ddliQ2RkJEZGRsTGxhIWFsaiRYskpXrNmjUyxdbPz4+goCA1n7z46dK23go0IySYChgaGjJ69GiWL1/OoUOHCA0NJTw8nDNnzjBz5kz69++vcdY5PDycgwcPkidPHiwsLKhduzYPHz5k+/bthIaGEhMTg6+vL56entSoUUOr9CgUCu7du8fChQvp1q0bZmZmfP36VTJniImJ4ciRI9y5c0dqmAwMDCRzi6Su1cTBgwdp0KABWbJkwcrKSvqXmP9FeHg4u3fv5vz587LQ4YlRunRpatasyYQJEyTfmYCAAKZMmUKmTJlk4bgTw9/fnwsXLmg0TVSathoYGPDt2zdWrVpFVFSU1MhpwtDQkAYNGrBu3TpCQ0N59eoVbm5u0u92dna4u7vz6NEjFAoFZ8+excHBQSsfKIgL7x4YGEhgYCBbt26VlNm8efNy9epVgoKCCAoKStSXokaNGnz48IHDhw8THR3N6dOnUzzwBxg4cCAmJiaSn4pSdrq6unz69EkyQ4qOjqZGjRoEBASwf/9+oqOjcXd3l8zz9PT0aNSokSS7sLAwFixYwOzZs7VKhzKvIE5Oa9asITIyEktLS3R1dTE3N6dkyZJkzJgRJycnoqOjuX//PuvXr09ytr9hw4ZcuHABLy8vFAoFd+/epVevXjx8+FB2XWLflxI0fUdAQACjR4/m0aNHGBoaYm5ujqGhIRkyZKBp06bs2rULf39/YmNj2bNnDwMHDiQ8PDxFaYiOjubw4cM0bdpUVrdLlixJyZIlNZphBwUFMXfuXAwMDGSD/cRo164dX79+Ze7cuQQGBqJQKHj48CFTp07Fzs4uSeVOiZeXF8+fP5fV7ypVqrBr1y7ZiqOlpSX58uWTfFuSwsrKioEDBzJ9+nTOnj1LeHg4oaGhuLu7s3r1akaNGqVRkQoNDcXDw0NKU926dTlz5gzu7u6Eh4cTFRWFt7c3Fy5cSPFWKFmzZqVixYosW7aMb9++8eHDBxwdHRMd6MWvN9++fcPIyAg9PT0CAgLYuHEjgNaBgp49e8bDhw9p1qyZrKzY2dkRGBjI5cuXE7zP19eX6dOn06RJE/LmzavVuwYOHMihQ4dwdXXl27dvREVFSQGsevfurdUgMTQ0lHXr1vHy5UspCND3ykATidVZpRl7VFQUUVFRREREkCFDBgC8vb05cOCA9P4mTZrg6urKy5cvCQ0NVVvNjZ+fmrh8+TIRERHUrVtXlk+tWrXi1q1bUt8an4TGFtowbNgwHB0dOXr0KJGRkVJY/H379kkr6aqMHTsWV1dXnJyc+PTpE1FRUZIC17JlS4oVK0Z4eDhjxozh6tWr6OvrS6vvSZmDKsc4Spk7OTnx5s0b2RhHUz+rSu7cuQkLC+Ps2bNER0dL/QqQZF9jYGCAgYEBY8eOxcnJKUGZq5I9e3Y+fvyY5HXasHnzZm7cuMH69evVAiA1adKE27dvc/r0aakPiYyMpHz58piYmLBp0ybpNy8vL06ePImdnR26urpMnToVd3d3YmNjuXXrlsy0H+LiEBQtWlRjOxkYGJgsiyJBwogVvFSiQYMGZM6cme3bt7Ny5UoUCgWFCxeWfJPiM3nyZPT09NDR0UFXV5dSpUoxd+5cdHV1yZs3L8uXL8fR0RFnZ2ciIyPJmjUrrVq1knwPEuLTp09SB66np0f27Nlp3769ZDJRpUoV6tevj4ODg7RHlJ2dnTTwrFGjBnv37qVLly44OTklem1CUTSDgoK4ePFigvu82dnZsX37dilQyN69e6W9fjJkyEDx4sVZtmyZVlHT4stw+/bt/PvvvwQFBWFiYkL16tUZO3as1CkmJiPl3lGNGjWiR48eCV7fqVMnpk+fTosWLTA2NqZmzZqUKVMGPz+/JAPejB49moULF9KuXTsyZ85MrVq1pNmwcuXKMXz4cGbOnElAQADZs2dn2rRp5M2bV/L3SoyKFSvSv39/YmJiaNasmVQuWrZsyb179+jatSuZM2emTZs2uLq6JvgMMzMzZsyYweLFi1m2bBmVK1emRIkSkj9JUpFSVTE0NGT8+PEMHTqUc+fO0b9/f2bOnEmzZs2kIAt58uThxYsX1KpVi/nz57N48WJWrlxJpUqVZDPwf/31F2vXrqV79+6Eh4dTtmxZpk+frlU6mjVrxsiRIxkzZgxjxoxh/vz5Mp+xHj16YGBgwLx581i8eDFOTk5YWFgwYcKEJFcvra2tmTFjBmvWrMHf3x8LCwuGDRumFgHOwsIi0e9LiAEDBqgNRrNkyYKzs7PG7zA2NmbgwIFMmjSJ4OBgcuTIwfTp0zEzM6Np06Z8+fKFsWPHEhwcTN68eVmwYIHM/FQTY8aMoWzZsrIJl4sXLxIREZHgjGvTpk1Zt26dNPscv30zMzOjcuXKrFixQmO9VMXExITVq1dLz/z69aukICQW6fP8+fOy+q2MTBh/P6oqVaqwc+dOte+oXr06rq6u0spbQEAA3bt3Z8eOHWqmzACdO3cmZ86c7Nq1i9mzZ6OjoyO14/FXQ+B/eaujo4O+vj6VKlWS9jesWLEiM2fOZMeOHaxatYro6Gjy5MlD//79E11BSYopU6awdOlSaVWicePGDBo0SOP18evN8OHDmT9/Pm5ublhYWNCqVSsePXrEy5cv1e5r1KiRtPeVkoMHD1KxYkU1P0UzMzNq167N3r17GTduHBDnmwdx1geWlpY0btxYY3ucEMWKFWPp0qU4Ojqybds2oqKisLa25p9//kl0om/lypWsXbtW6gdsbGxYtWqVpCAkRwbJoXjx4hrrbKFChShQoAD29vZs2rSJsWPHMm/ePMLCwsidOzctW7Zk3759REdHY29vT2BgIEOHDkWhUNC6dWuuXr0qvcfOzo558+bx+vVr7OzsEizL7u7u1KtXT22QrfQn37t3L7a2tkmOLbShZs2aTJs2jR07drBs2TJpfDR//nyNUbbLlCnDqlWr2LRpkzQWsra2plu3brRo0QKIayMnT57M8uXLef/+PRYWFowZMwZra+tEJyzt7Oy4ceMG7du3x9DQUPKtjh/8RFM/q4rSxHrZsmXMmzePFi1aSIHetO1rbGxsaNq0KfPmzWPNmjWJRvGtWLEi3t7eWgXQSYzo6GicnZ2JiYlRW1U/ePAgRYsWldIzZ84crK2tmTdvHiYmJpiYmDBjxgzWr1/PrFmzyJo1KxMmTJBWJqdOncrChQtZvXo12bNn559//pEFs3v79q3GRY+oqCiePHmiZh0hSD46iuQa1wsEgt+e4OBgAgICZI3ugAEDsLe3p1WrVkRHRzNjxgymTZuWhqkUpAUPHjzg5s2bWm2bkJ5ZvHixLIS4QB0nJyfKly8v2xxb8OshynL64f379/Tt25c9e/Z81ybnvyoXL15k586dGoMPCbRHmGgKBH8gUVFRDB8+nEePHgFxeyE9ffpUmjU7f/681lG9BOmLK1euYGtrm9bJSFOUwR/EgFgzCoWCd+/eae07LUgbRFlOX2TLlo06deqo+eamF/bt20fv3r3TOhnpArGCJxD8oSg3iP348SM5cuSgX79+Ce5VJBAIBAKB4NdAaX6/fPnydLWKd+fOHdzd3WWBzAQpRyh4AoFAIBAIBAKBQJBOECaaAoFAIBAIBAKBQJBOEAqeQCAQCAQCgUAgEKQThIInEAgEAoFAIBAIBOkEoeAJBAKBQCAQCAQCQTpBKHgCgUAgEAgEAoFAkE4QCp5AIBAIBAKBQCAQpBOEgicQCAQCgUAgEAgE6QSh4AkEAoFAIBAIBAJBOkEoeAKBQCAQCAQCgUCQThAKnkAgEAgEAoFAIBCkE4SCJxAIBAKBQCAQCATpBKHgCQQCgUAgEAgEAkE6QSh4AoFAIBAIBAKBQJBOEAqeQCAQCAQCgUAgEKQThIInEAgEAoFAIBAIBOkEoeAJBAKBQCAQCAQCQTpBKHgCgUAgEAgEAoFAkE4QCp5AIBAIBAKBQCAQpBOEgicQCAQCgUAgEAgE6QSh4AkEAoFAIBAIBAJBOkEoeAKBQCAQCAQCgUCQThAKnkAgEAgEAoFAIBCkE4SCJxAIBAKBQCAQCATpBKHgCQQCwW/C+PHjKVasmOxf6dKladCgATNmzODTp09pnUR69OhBgwYNUnRvaGgoQUFBqZwiWLFiBcWKFcPf3186FxsbKzt2c3OjWLFiXL16NUXviIiIYP78+dSuXZty5crRsWNHTpw4oXbd2bNn1fJQ+e/x48fSdSdOnKB+/fpUrVqVadOmERkZKXtOZGQk9erVY//+/clO682bNxk9ejQNGjSgdOnS1K5dm3/++Qc/Pz+1axs0aJDi/BQIBAJB2qCf1gkQCAQCQfKYMGECmTNnBuIUi6dPn+Li4sK9e/dwdnZGT08vjVOYfLy9vRk8eDALFy6katWqqfrsRo0akTdvXiwtLYE4RbJXr17UrVuX4cOHf/fzFQoFQ4cO5fz589ja2lKjRg0uX77M0KFDmTJlCl27dpWuffLkCTo6OsyZMwddXfkca86cOQH49OkT48aNo3r16lSuXJmVK1diZWXFsGHDpGt3796NkZERLVq0SFZaly9fzurVqylUqBBt27Yla9asPHv2jN27d3P8+HG2bdtG6dKlv0MaAoFAIEhrhIInEAgEvxm2trbkyZNHdi5//vxMmzaNc+fOUb9+/TRKWcp5/Pgx79+//yHPLl68OMWLF5eOQ0JCuHfvHnXr1k2V5x87dozz58/TqVMnpk+fDkC3bt34+++/WbBgAY0bNyZLlixAnIKXK1cu2rRpo/F5p0+fJioqivnz52NmZkZQUBDu7u6SghcZGcm6desYM2ZMspT5vXv3smrVKjp16sTUqVNlCmanTp3o3LkzgwYN4uTJkxgZGaVEFAKBQCD4BRAmmgKBQJAOUK56PX36NI1T8udx+vRpANkKG0Dfvn359u0bR48elc49efKEggULJvq89+/fY2FhgZmZGQB58uTh3bt30u+7du3CxMSE5s2ba51GpcKYL18+pkyZorZ6WLBgQfr168eHDx84efKk1s8VCAQCwa+HUPAEAoEgHaBUAKytrWXnHz16xJAhQ6hUqRI2NjZqvmEPHz6kdOnSdOrUCYVCIZ1fu3YtxYoVY9euXUCcb12vXr04deoUzZo1w8bGhtatW+Pp6Zlk2pJKw4oVK5gwYQIADg4OGn2+Zs2aRYkSJQgJCZE9u1ixYgwaNEjt2ooVKxIVFSXzwbt69SoNGzYEYOXKlWq+eR8/fmTs2LFUqlSJChUqMHToUN68eZPo9wUEBGBhYUG2bNlk5/PlywfA/fv3gThTzmfPnlG4cGEgzrw2Ojpa7XmZM2fm69evxMbGAnEmm0qT3PDwcNavX8/QoUOTtXp36dIlQkJCaN++vcb7unbtypkzZ2jWrJnWzxUIBALBr4dQ8AQCgeA34/PnzwQFBREUFERAQACXLl1i5syZlCpVSqYc3b17l06dOnH37l169+7N6NGjiYqKYujQoTg5OQFx5osDBw7k9u3buLi4AHGrTCtXrqR27dp07txZep6vry8jRoygcuXKjB07Fl1dXUaMGIG7u7vGtGqThkaNGtGpUycABg0axMSJExN8Vt26dYmNjeXatWvSOeXfN2/elCmoFy5coGbNmhgYGMieUahQIUmZbNSoEfPnz5d88wAmTpxISEgIY8eOpW3btpw+fZrBgwdr/D4AY2NjwsLCJIVMiVIRDQwMBODVq1eEhYXx8uVLWrRoQdmyZSlXrhyjRo2SBZepWLEi4eHhbNmyBV9fX/bt20f16tUBcHZ2JmPGjNjb2yeaJlW8vb0BKFu2rMZrzMzMJD9AgUAgEPy+CB88gUAg+M1IyH8rQ4YMbNu2DUNDQ+nczJkz0dHRYc+ePeTIkQOALl260KVLF+bPn4+dnR2WlpYMGjSI48ePs3jxYmxtbRk/fjympqbMnj1b9o73798zYcIEevXqBUDHjh1p2bIl8+fPx97eXs3sT9s0FC9enHLlyuHi4kKNGjU0BlmpUqUKxsbGXLlyhcaNGwNw9epVsmfPTkBAAI8fP6ZYsWK8efOGZ8+e0b9/f7VnZMmSBVtbW+bMmUOxYsVo1aqV7PcaNWqwevVq6fjr16+4ubnx6tUrtdVRJeXKlePkyZOcOXNGpmArVykjIiKAOMUZ4M6dO/Tv3588efJw48YNtm3bxtOnT9m9ezcZMmSgYMGCDB06lHnz5jFv3jyKFi3KyJEjCQsLY+PGjUycODFBWSeGUsnMmjVrsu4TCAQCwe+HWMETCASC34wFCxawefNmNm/ezPr165kyZQp58uShW7duXLx4EYgb0N+5c4dWrVpJihWAkZERffv2JTw8nEuXLgFgYGDAnDlz+Pr1K507d8bb25spU6aomRxmzJhRFhEyQ4YMdOnShffv30srRPFJThq0wdDQkKpVq3LlyhUgzuTx+vXr9OjRA11dXby8vAA4f/48Ojo61KlTR+tnK1FdGStTpgwAHz580HhP+/btsbS0ZOLEiRw+fJhXr17h5ubG8uXLMTU1RV8/bi7V2tqaoUOHsmPHDnr16oWtrS3//PMPkydP5vHjx+zZs0d65rBhwzh79iz79u3Dzc2N7Nmz4+TkRObMmbGzsyM4OJhhw4ZRvXp1unfvLimPmlCaZaquMgoEAoEg/SEUPIFAIPjNqFChAjVq1KBGjRrUrVuXrl27smPHDoyNjZk5cyYAr1+/BqBAgQJq9xcqVAhA5ltWqlQpevTowatXr6hTp06Cflh58+aVrRDC//zMlO+LT3LToA116tTB19eXDx8+8PDhQ0JCQmjQoAFFihSRFLwLFy5QunRpKXJlcohvrglxSizEBSlJ7J4NGzaQMWNGRo0aha2tLfPmzWPatGmYmJhgbm4OQNGiRRkxYoSaPNq1a4e+vr7aHnw5cuSgZMmSGBgY8O3bNxwdHRk6dCi6urpMnTqVN2/esGbNGvLmzcugQYPU9sqLj1IWHz9+1F4YAoFAIPgtEQqeQCAQpAMyZ85M1apVefbsGZ8+fZL5o6miXMWJ758WGxvLrVu3ALh9+zYBAQFq96n6s8V/VkKBO5KbBm1QrspduXKFq1evYmlpSaFChahSpQpeXl5ER0dz+fLlFG+BkFzTRyWlS5fG09MTNzc3XF1dOXfuHA0bNiQwMFCjaacSAwMDMmXKxLdv3zRes337drJkyULTpk2Jjo7mxIkT9OrVi3LlyjFy5Ej8/f25e/euxvvLly8PxJmHauLDhw907NiR3bt3J/G1AoFAIPiVEQqeQCAQpBOUSpOuri65c+cG4NmzZ2rXPX/+HEBmNrl161Zu377N6NGjiYiIYMqUKWr3+fv7qyltfn5+wP9W8uKT3DRog7W1NQUKFODKlStcv36dypUrA3H+ee/fv+fQoUN8+fIl1fa40wZfX1927dpFZGQkpUqVomzZshgZGXHjxg0UCgUVKlQAYOnSpTRs2JDQ0FDZ/SEhIQQFBUnyUiU0NJRNmzYxbNgwdHR0CAkJITo6GisrKwAsLCwAEt1HsEKFClhZWbFv3z5iYmISvObQoUPcuXOHr1+/JlcEAoFAIPiFEAqeQCAQpAMCAwO5cuUKJUqUIGPGjGTNmpXSpUtz8OBB2R5qkZGRbN68GUNDQ2rWrAnAy5cvWbZsGbVq1WLgwIEMGjSI06dPq0XHDAwM5MiRI9JxWFgYzs7O5M+fn2LFiqmlKTlpUK6caeMjVqdOHS5fvszNmzepUqUKAJUqVUJHR4eVK1diZWUl+c4lRGr7o/n7+zNlyhTZ1g+RkZGsXLmSfPnyUatWLQBy5cqFv7+/zNcOYNWqVQC0aNEiwedv27aN7NmzS4FlMmfOjL6+vmQCq9zmQdVnMj4GBgYMHz6cZ8+eMXv2bDVF/eHDhyxfvpysWbPSvn375Hy+QCAQCH4xRBRNgUAg+M04ceKEtC+aQqHg3bt3uLq6EhYWxqhRo6TrJk2aRM+ePWnfvj1dunTB1NSUgwcP4uPjw6RJk8iUKRMKhYJ///2X2NhYadWuX79+HDx4kJkzZ1KjRg1ppcjAwIAJEybg4+NDtmzZ2Lt3LwEBAaxdu1ZjWrVJA/zP983Z2ZnAwECNyg7EKXhbt24FkFbwLC0tKVKkCI8fP6Zt27bo6OhovN/CwgJdXV1OnTpFrly5JMUppdSoUYNSpUoxdepU/Pz8sLKy4sCBA3h7e7NhwwZJoWzTpg27d+9mwYIF+Pn5UbRoUS5fvsyxY8fo1KmT9C3x+fLlC1u2bGHWrFnSN+np6dGwYUNWrlxJZGQkR44cwdraGhsbm0TT2alTJ+7fv8+OHTu4du0azZs3J1OmTDx48AA3NzcMDQ1ZtmyZtMG6QCAQCH5PhIInEAgEvxlz5syR/tbT08Pc3JwyZcowa9Ysab80iPO7cnZ2Zvny5WzatInY2FiKFy/OqlWrsLW1BWDXrl1cu3aNkSNHkjdvXiAuWuWUKVPo1asX06ZNY/ny5UDcCtHEiROZN28eHz58oFSpUmzevDlBxSQ5aQCoXr06dnZ2nD59WtoGwcjIKMFnKrdLMDIyomjRotL5ypUr8/jx4ySjZxobGzNq1CgcHR2ZOXOm9N0pxcDAgHXr1rFw4UKcnZ2JiIigdOnSbNu2TTLPVF63YcMGFi9ezPHjx9mzZw/W1tZMmDABBweHBJ+9detWcuXKJZMVwH///cekSZNYvHgxRYoUYdWqVWoBcFTR1dVlxowZ1KlTB2dnZ3bs2EFwcDCWlpa0atWKQYMGJekvKBAIBIJfHx1FYl7wAoFAIBAAPXr04PXr15w6dSqtkyIQCAQCgSARhA+eQCAQCAQCgUAgEKQThIInEAgEAoFAIBAIBOkEoeAJBAKBQCAQCAQCQTpB+OAJBAKBQCAQCAQCQTpBRNH8DVEoFAi1XCAQCAQCgUDwI9HRIdFtZwS/JkLB+w1RKODjx9C0ToZAIBAIBAKBIB1jZWWG0O9+P4QPnkAgEAgEAoFAIBCkE4SCJxAIBAKBQCAQCATpBKHgCQQCgUAgEAgEAkE6QfjgCQAwNTVCXz996fvR0bF8/RqR1slIkPQo78T41fJCyD/t+NNkD0L+acmvJHsQ8k9L/jTZw68lf8HPRSh4AgD09XUxNExvxSE6rROgkfQp78T4tfJCyD/t+PNkD0L+acmvI3sQ8k9L/jzZw68kf8HP5c+ayhAIBAKBQCAQCASCdIxQ8AQCgUAgEAgEAoEgnSAUPIFAIBAIBAKBQCBIJwgFT/BTWLRoEblz507w36JFiwCIjIxk1qxZVKxYkWLFitG+fXu8vb1lz5k7d26Cz4iOFnbm8fHz86N///7Y2NhQqlQpHBwcePr0qdp10dHR1KlTh9y5c/PmzRvpfPv27TXm16VLlwB4+/YtgwcPpnjx4tjY2DB8+HA+fvz4077xd+G///6TlXMl27dvp2rVqhQoUAB7e3u8vLxkv58/f57WrVtTtGhRKlWqxPjx4/n06ZP0u5B/wpw7dy7Bcnvu3Dnpmhs3btCmTRsKFSpElSpVWL9+vewZJ06coGnTphQuXJgqVaowb948oqKiEnzf+vXryZ07NyNHjvyRn/XbkJT8IyIimDVrFlWqVKFIkSI0a9aMs2fPJvisJUuWkDt3bpYuXSo7L8q+dmhqeypWrKiWP8OHD5d+T6r8R0ZGMnnyZEqVKkXhwoXp27cvAQEBP+27flWePn1Kjx49KFy4MBUrVmTSpEl8+/ZNds33yv79+/cMGzaMsmXLUqJECYYPH05QUNBP+0bB78Of5m0qSCMKFy5MkyZNZOfOnj1LeHg4JUuWBGDmzJk4OjqSI0cOihcvzuXLl2nfvj2nTp0iV65cAPj4+ABQt25dMmTIID1LV1fMVSj5+vUrXbt25cWLF5QqVYrY2FhOnjyJj48PJ0+exMLCAoCoqChGjx6Nr6+v2jMqV65MpkyZpOOwsDDOnTuHqakp+fLlQ6FQ0LNnT3x8fChRogSRkZG4ubnh6+vLoUOHRH78P9euXWPz5s1q548dO8b48eMxNjamVKlS3L59m+7du3Pu3DmyZcuGt7c3PXv2JCoqiqpVq/L8+XO2b9+Ov78/O3bsEPJPBGUbUaZMGandAMiSJQsA9+/fp2PHjoSHh1O1alUePHjAtGnTyJo1K23atOHx48f069dPkr2fnx/Lly/HwMCA0aNHy971/Plz5s2b9/M+7jcgKfkvWbKE1atXY2FhQYUKFbhy5Qq9e/fm2LFjFC5cWLre09OT5cuXqz1flH3t0NT2BAUF8e7dOywtLalcubJ03sbGBkCr8j937lw2bdpEtmzZyJo1K0ePHiUgIAB3d3d0dHR+zgf+Ynz79o2OHTsSEBBA+fLlef/+PZs3b+bdu3ds3LgR+H7ZR0ZG0rlzZx49eiS9w83NjSdPnnDo0CH09cWQXvA/RGkQ/BRatWpFq1atpOMTJ07g6elJp06dsLOzQ6FQcOrUKYyMjPD09CRLlix06dKFc+fOcezYMXr16gXEDc709fXZunUrBgYGafQ1vzZnzpzhxYsXVK1aFTc3NxQKBc2bN+f27ducOHGC9u3bc+3aNSZPnqy2Qqrkn3/+kR1Pnz6dc+fOMWvWLHLnzs3Tp0958eIFNjY2HD58mPDwcMqXL8+dO3d4+vQpRYsW/Rmf+ksTFhbG6NGjiY2NVfvN0dERgMWLF9OyZUvGjBnDrl27cHV1ZdiwYezatYuIiAj++usv/v77b4KCgqhUqRKnT5/m9evXhIWFCflrQKlgTJ48mZo1a6r9vnTpUsLDwxk2bBgTJkzg6NGjjBkzhqtXr9KmTRvOnj1LVFQU7du3Z9myZbx69Ypq1arh6ekpU/AUCgVjxowhPDz8p33b70BS8j958iQQt/JZs2ZNFi1axOLFizl79iyFCxcmODiYOXPmsHPnThQKhdr9vr6+ouwnQWJtj7LNb9CgAcuWLVP7PanyHx4ezo4dO9DX1+fIkSNkzZqVevXqcevWLW7evEnFihV/+Pf9inh5efHp0yfs7OzYuHEj7969o2LFihw9epSvX79iamr63bI/efIkjx49wtbWlq1bt/L161fq16/PvXv38PT0xN7e/md/tuAXRkx1CZIkd+7cFClShOvXr2NnZ0fhwoVp3rw5169fB+DSpUsazfnim/QpCQsLY+LEiWTMmJGJEycCoKOjw4ULF7h9+zZZsmQhNjaW4OBgACwtLYH/zX6Zm5szc+ZMhg4diouLS4Kd2O9Kasi6dOnSrFixQhqM6ujokC1bNgDJjGnnzp08ePBATZFLCG9vbzZu3EiFChVo3749ELci+/DhQ1xdXdHR0SE0NJTIyEj09PRkK3+/G6lZ1ufNm8fz588pVaqU7B0KhYIbN24ASAPgWrVqAUhmmm3btmXRokW0bdsWgMyZM0sr1kFBQelS/qkle6WC4enpyeDBg1m6dClfvnyR3nPhwgUAGjduDEDTpk3x8fFh7ty5wP/aG+VKhFLJMDMzk6V306ZNXL16VS1/f1d+lvyTku+DBw9wcnKiWrVqNGjQQC2d6bHsw89pe+B/+RMYGMjw4cMZP368bKIvqfy5f/8+X79+pWDBguTIkQM9PT2qV68OoGZm/ruQGrKvU6cOT548kRS3wMBAIE5uhoaGwPfL3s/PD4DixYsDYGpqSpUqVaQ0CgTxESt4Aq2IjIzEwcGBUqVKYWJiwq1btxg5ciQXL17E0tJSzfwyPspGS4mLiwuvX79myJAhktmOkkyZMnHu3DkmTJiAn58fzZs3p1mzZsD/Zh4/fvwomTzs37+fO3fuMHv27NT83DTle2WdL18+8uXLJ53z9fWVfFwqVKgAgK2tLUOHDqVIkSJJmpgtX76cmJgYRo0aJTO/0dHRIWPGjKxZs4bVq1cTHR3Nv//+S44cOb7n89Oc1Cjr169fx9HRkWbNmlG8eHGpYwcIDg4mLCwMiFPc4t+n9IOsUKGClFcAe/bs4dOnT2TMmJEiRYoA6VP+3yv78PBwyeRYuUoKcPjwYTw8PAgNDZX8GE+dOkXv3r0xNDTEwcGBYcOGoaurS4sWLTh69Ci7d+/m1atXPH/+HFNTU9nq3YsXL5g7dy7ly5enW7dujB079gdJ5Ofyo+VvYGDA5MmT6dOnD/3796d06dJcvnyZ8uXL06JFCwCyZcvGunXraNasmZpJrJL0WPbhx7c98D8l48yZM9I5FxcXXF1dqVy5cpLlX9lGxe/Xle1YfD/u343UkL2uri6mpqZMnToVZ2dnMmTIwLx58yRro++VvdLk+fbt2wDExMTw8OFDAPz9/VNVHoLfH6HgJYJCoWDr1q04Ozvz9u1b8ufPT//+/aWOCOJmg5csWcLTp0+xsrKie/fu9OnTR/ace/fuMX/+fLy9vTE1NaVt27YMHz78tzIxjI6OZvjw4QwZMgQfHx8aN26Mn58fQUFBFC9enE2bNmn1HIVCwaZNm9DV1ZXMLlW5ceMGfn5+6OrqYm5uTmRkJPr6+ujq6lKnTh2KFy/O8OHDefjwId26dWPbtm306NGDEiVKpOIXpx2pJWuA169f0717dyIiIqhVq5Zk99+8eXOt7z969CgFChSgfv36CV5z+vRpgoKCsLCwSNCk6nfje+UfHh7OmDFjyJQpE7Nnz2bbtm2y35XKnZ6enuQvpPSdUP4Wn3PnzjF+/HgABg0aJPM9hfQl/++VfUBAALa2tujo6DBp0iT09PTo1q0bPj4+ODk50ahRI+naFStWULVqVe7du8e8efMwNTWlb9++wP9m0K9cuQKAtbW1bFZ9zJgxREdHs3DhQu7cufMjRJEm/Gj59+rVC4VCga6uLiEhIdJqavbs2aVAEoULF5b54iVGeir78OPbHoB8+fJRpUoVBg4cSM2aNVmwYAGOjo5MmTKFw4cPA4mXf6VJcnx/L+VYJqH263chNfvdY8eOERoaSo4cOYiMjJTOf6/sGzVqRK5cubhw4QKNGzcmMjKSJ0+eAAhTcYEawkQzEdatW8f8+fNp3bo169ato2bNmowdO1aqiDdv3mTQoEEULFiQFStW0KJFC+bPny+buXzx4gW9evXCyMiIpUuX0qdPHzZv3sycOXPS6rNSjNKkqVixYtK5iIiIZJmO3LhxA19fX8qXL0/u3LkTfE+/fv149OgRzZs3x8nJiRkzZgBxZmzOzs5MmTIFS0tLatSoQe3atVEoFNy8efMHfvnPJzVk/erVK9q1a8fLly+xtrZOMGBBUri5uRETE4O9vb1G5/kNGzZw/fp1smbNyowZMzh48GCy3/Or8T3yX7BgAb6+vkyZMoWsWbOqPVupoMXExEiDUmUUWGNjY9m1p0+fpnfv3oSHh9OgQQOGDRum9rz0Jv/vkX327NnZtGkTjo6OFChQgLx589KtWzcgznwsvnzHjx/P7t272bp1K4D0/7p16/Dw8KBZs2Y8ePAAV1dXAgIC6NmzJ4GBgWzdupXLly8zfPhwyVQqPfEj5Q8wdOhQXr16xerVq3n8+DG9e/fm6NGjjBs3LtlpTW9lH35s2wMwbtw49u3bR9OmTcmYMaMU/fXevXuEh4cnWf6NjIyAuPZLiVI5V22/fjdSo98FOHLkCGfOnCE6OpqRI0dK45Pvlb2JiQnOzs7UqlWLFy9ekC1bNjp06ACAiYnJT5CQ4HdCrOBpICoqik2bNtGlSxcGDx4MQPXq1fH29mbHjh00a9aM5cuXU7JkSRYsWABAnTp1iI6OZu3atfTo0QNDQ0PWr19PxowZWb16NYaGhlL0x5kzZzJw4ECyZ8+elp+ZLJSNd/yZO4VCkSwTzfPnzwMk6FsRFhZGUFCQpPh17tyZgwcPSjNZQUFBvH79muzZs0s+ZcrORlMI89+V75V1QEAAHTt25NWrV+TNmxdXV9cUlTVlaPOGDRuq/fbp0yeioqLIkiUL5ubmNGnShCdPnnDlyhVatmyZ7Hf9SnyP/A8dOgTAqFGjGDVqlPTb4sWLcXV15fLlyxgZGREREUFISAiZM2eW/E3jRx28dOkS/fr1k5S7DRs2yNKTXuX/PbL/9u0bL1++RF9fX1oFit9GZM6cGRMTE759+yat+JctWxaIC70PcdEHIa79yZQpEzVr1qRkyZLcvn0bLy8vKX8XLVokCz+/e/dudu/ezevXr1NFDmnFj5R/YGAgvr6+WFlZSUG3HBwc2Lx5s9Q3aEN6LfvwY9ueK1eu8PLlS96/fy9ZcyjzJzY2ltjY2CTLv9IMNiQkRHp+Qu3X78j39rtBQUHo6upiYWGBubk5tWrVYv/+/Vy9epXy5ct/t+yV2ye4uLhI7/77778BZG4ZAgEIBU8jenp6bN++XQopr8TAwIBv374RERGBl5eX2t5HTZo0YePGjdy8eZNq1apx8eJF6tevLznZQpxT/7Rp07hw4QLt2rX7CV+TOmhawUmO+YJypqtcuXKy88HBwZQtWxZjY2MuX76MpaUlt27dApBmIpcvX86GDRvo0qULCxcu5MuXL1KDGN9fKT3wPbKOiYmhf//+vHz5kty5c7N3794UdbxRUVHcuHEDXV1dypQpI/vN09OTPn36UKlSJfbv3w8gmappmjn+nfge+detW1dysIe4vZF8fX0pVKgQ1apVQ1dXFxsbG65fv86lS5ewt7eX6oXSYf7t27f079+f8PBw6tevj6Ojo6wNSc/y/x7ZHzt2jN69e1OkSBGOHTuGgYEBp06dAqB8+fLo6OhQrVo1Tp06JbXNShMn5QDJ3NwciPNzadiwIV++fOHFixdAnH+Y6hYir1+/xtvbm1y5cqnVk9+RHyl/U1NTDAwMCAkJwc/Pj/z580u+1cpJu6RIz2Uffmzbo4yoHBQUhJubG1WrVuXEiRPS801MTJIs/8WLF8fIyIinT58SEBBAlixZpH5Y2X79rnyP7Ddu3MiUKVNo3bo1q1atIioqSvK5y5o1a6rI/unTp/Tq1YvMmTPj7u7O169fpUnYunXrpooMBOkHoeBpQFdXV1qmVygUfPz4ETc3Ny5dusT06dN59eoVUVFRFChQQHafcpDw/PlzypYty9u3b9WusbS0xMzMjOfPn/+cj/mFUM5uKwNFKMmcOTNt2rRhz549NGrUiAIFCnDlyhV0dXUls7Tu3bvj5OSEs7MzDx8+JCAggMDAQOzs7KR9ZATg4eEhRWk0NTVl0qRJ0m9t2rSR+ZAmxvv374mIiCBfvnxqpjd16tShcOHCeHl5YWtri66uLvfv3ydLlix079499T7mN2T+/PmyY2UY+FatWjFmzBgA+vbty/Xr1xk5ciRr167l1q1bZMqUiY4dOwJxkxnKGfKwsDAGDRokPW/ChAlC/hqoU6cOxYoV49GjR9SvXx9TU1N8fHzInTs3PXr0AGDYsGGcPXuWNWvWcPPmTUnBGzhwIAA9evTg4MGDLFmyhEuXLvHy5UuCg4MpV64cZcuWVZtMcnFxYfTo0dSsWVNtQ+4/jaTkb2xsTMeOHXFycsLe3p7SpUtLyoGDg4PW7xBlP2G0bXsWLFhA9+7dKV++PF5eXujo6EgrQUmVfz09PTp37szWrVtp1qwZ5ubmPHnyhIoVK1K+fPmf/s2/Ci1btmTFihXs37+fFy9eEBISwvPnzylUqBD29vbo6up+t+whbrXv5s2b2NnZERISwqtXr6hevTr16tVLw68X/IoIBU8Ljh07xogRIwCoV68eLVu25MGDB4B66GxTU1MAQkNDpdDQqtcorwsNDU1RenR0wNw8dW3d9fX1UvV5mvjw4QOgHlkT4kI758iRg/3793P37l0qVarE+PHjqVatGhDnfO/s7MycOXO4d+8eRkZG9OnThwkTJiT4Ln19vVSXU2rxI+V97Ngx6e/Hjx/z+PFj6Tg5irByJjihvDI2NsbZ2ZlZs2Zx/vx5YmNjadasmUbfj18tL35WeddEixYt+Pz5MytXrsTb2xsbGxtmzJghRZWNn4dKE2UlgwYNokiRIr+t/H+k7DNkyMCOHTuYOXMmFy5c4P379zRq1Ijp06dLbXPVqlXZsmULc+bM4c6dO+TNm5eJEydKvixVq1Zl586dLFmyRAqM1aFDB/7991/09FKWdiH//8l/1qxZ5MmTBxcXF7y8vMiXLx+9evWiZ8+eWr1DtD3fx4gRI6R88vLyIn/+/Pz111+SCaI25X/q1KkYGBiwd+9eXrx4QZMmTaRtRlT5leT/I2WfLVs2du/ezcyZM/Hy8sLIyIhOnToxadIkaYI0NWS/efNm/v33X27fvo2pqSm9e/dm/PjxGlcfU0P+f+je9b89Oor0EHrqB/Pq1SvevXvHo0ePWLZsGSVKlGDkyJF06dKF7du3y8wSoqOjKVWqFH///TfNmzenTp06zJ07lzZt2sieWbt2bRo1asR///2X7PQoFAqiomKSvjAZ6OvroaubvmpxbKyC6OjUlVNqkR7lnRi/Wl4I+acdf5rsQcg/LfmVZA9C/mnJnyZ7SB35GxjoaVQgBb8uYgVPC6ytrbG2tqZy5cqYmZnxzz//SNHvVFfhlMcZM2aUVu4SWqn79u0bGTNmTFF6FAr49Cl1wxGbmxtjaJi+ikN0dEyqyym1SI/yToxfLS+E/NOOP032IOSflvxKsgch/7TkT5M9pI78razMxCreb4jYJkEDISEh7N+/n4CAANn5kiVLAnGbSurp6fHy5UvZ78rjAgUKYGpqSvbs2SUnWSUfP34kNDRUzTdPIBAIBAKBQCAQCL4HoeBpIDY2lvHjx8vC0QJcvHgRgDJlylCpUiWOHTsm22DV09OTjBkzUrp0aQBq1qzJ6dOnZZtdenp6oqen99tHnBIIBAKBQCAQCAS/Fn/WWnUysLS0pGvXrqxfv54MGTJQpkwZbty4wbp16+jQoQMFCxZk8ODB9O7dm1GjRtGmTRtu3bqFo6MjY8aMkZxq+/Xrh4eHBwMGDKBnz574+fmxePFiOnbs+NvvGSMQCAQCgUAgEAh+LUSQlUSIiopiy5Yt7Nmzhzdv3pAjRw46dOhAv3790NWNW/w8fvw4y5cv5/nz52TPnp1u3brRp08f2XO8vLyYP38+Dx48IHPmzLRu3Zrhw4djYGCQonTFxir4+DFlETg1kR5t0yMjo38Z239V0qO8E+NXywsh/7TjT5M9CPmnJb+S7EHIPy3502QPqSN/KyuzPy44TXpAKHi/IULB045fqWNRJT3KOzF+tbwQ8k87/jTZg5B/WvIryR6E/NOSP032IBS8P5k/q6QLNBIdHQtEp3UyUpW4b/o1SY/yToxfLS+E/NOOP032IOSflvxKsoe0kf+3b195+TIu2FvevPkwMTH9ae/+leT/p5V9+LXkL/i5iBW835AfsYInEAgEAoEgfeHhcQA9PT2cnbcD0KVLD2JiYrC3b5XGKRP8LogVvN8TEUVTIBAIBALBD8PD4wAPHnhLxw8eeOPhcSANU/TnoKenx65dO+jSpQdduvRg164d6OnppXWyBALBD0YoeAKBQCAQCH4YBQsWYtWqpTx44M2DB96sWrWUggULpXWy/ghiYmLo3Lk7zs7bcXbeTufO3YmJiUnrZAkEgh+M8METCAQCQbrGw+MABQsWokSJuP1JHzzw5tkzX2Gm9pN49syX5s1bM3fuDCDOTPDZM18pPwQ/Dnv7VrLV03z58gu5CwR/AGIFTyAQCATpGrGClLa8fx+Am5urdOzm5sr79wFpmKI/B2V5Hz9+MuPHT5bqgUAgSN+IFTyBQCAQpGtKlCjN0KEjpRWk8eMni1WMn0jOnLmIiIiQjiMiIsiZM1capujPYeXKpRQpUlQq74ULF2XlyqWsWrUxjVMmEAh+JGIFTyAQCAQCwQ8jJiaGBg0aSccNGjQSfmA/iSpVqnHr1g22bt3I1q0buXXrBlWqVEvrZAkEgh+MWMETCAQCQbpm8+b1XL16ifHjJwOwbNlCqlatQe/eA9I4ZX8G798HcPnyBen44sVzVK9eKw1T9OfQs2c/AE6dOg7EKdfKcwKBIP0iVvAEgj8EEapc8Gejo+FvwY/m0aMHRERESKH6IyIiePToQVon64/Aw+MAwcFB0nFwcJBo9wWCPwCxgicQ/CEoA00MHToSQPa3QJCeyZYtO61bt5NFcRQmgj8PY2MTDAwMpM22DQwMMDY2SeNU/Rk8efKIW7duUL58RQBu3bqRxin6sxARfAVphVjBEwj+EOIHmpg7dwZDh44UgSYEfwQFCxZi//490vH+/XtEFM2fSMeOXdDV/d9wQ1dXl44du6Rhiv4c3r59Q/nyFbl164ak6L19+yatk/XHICL4CtIKoeAJBAKBIF1z5colYmNjpePY2FiuXLmUhin6s3B1dSYqKko6joqKwtXVOQ1T9Ocwb95SmjRpJh03adKMefOWpl2C/jDi7wE5d+4MmjdvzbNnvmmdLMEfgDDRFAj+EOLvhwT/M9EUq3g/nkWL5lCqVBmaNm0OwNGjh/DxuceYMRPSOGV/DgpFwn8Lfjxv375WU7Dfvn2dhin6cxDtftri5uZKTMz/yv6uXU7o6ekKE03BD0es4AkEfwjPnvlKHbvSXFPMJP4cSpUqw65dOzh69BBHjx5i164dlCpVJq2T9cdQrVoN9PT+193p6elSrVqNNEzRn0WuXLm1OidIfUS7n7Zky5YDheJ/Cp5CEUu2bDnSMEWCPwWh4AkEfwj29q1ks7YlSpQWs4g/iZiYGOrXt8XZeTvOztupX99WBPn4iWzZspHixUtKx8WLl2TLFrHR88/C1NSMXLnySMe5cuXB1NQsDVMkEPwcatWqg5VVFunYyioLtWrVScMUCf4UhIInEAgEP5gTJ45y5sxJ6fjMmZOcOHE0DVP0ZxEZGcmtWzdo0KARDRo04tatG0RGRqZ1sv4YsmTJyps3/tLxmzf+ZMmSNQ1T9Ofw/n0Ay5YtkoJ8LFu2iPfvA9I6WX8MBw/u4+PHQOn448dADh7cl4YpEvwpCAVPIPhDEPvgpR1hYWFqPkhhYWFpmKI/CyMjIyBus2flhs/Kc4Ifz4ULZ7U6J0h9qlWrgUKhkIJ8gEKYJ/9EYmKiATAxMcHExER2TvB/7d13VBTX2wfw71IWkKKAiLEjCipYUNTYFcQaG/Yg9hrE3mNM8tNYsEbFxJ7YRcWOYgn2lqixYkUFuwJKlTrvH747caVI2x0Yvp9zPGfnTtlnHnfZffbeuUOaxAKPqJDgdM3SKVbMPEttpBn9+g2Crq6uuKyrq4t+/QZJGFHh8ukQtczaKO9VrlxF7bXfuXM3TrCiRQqFAkWKFEFcXBzi4uJQpEgRKBQKqcOiQoAFHlEhERCwH3Xrfi3+klu37tcICNgvdViFQr9+g9LcB4wFhvY8efJY7ZrHlJQUPHnyWLqACpkPHz6kef1/+PBBwogKj7//voDY2Bhxec+eXWojOUizVq/eiMqV7cVle/uqWL16o4QRUWHBAo+0hkMEpaVQKMThacDH4Wr8JVE7Vq1akWaI5qpVKySMqHD59PrHzNpIM96/f5fm9f/+/TvpAipErl69LD4ePtwbgMB7QGrRokVzce3aVejr66NmTSdcvXoZS5b4SB0WFQIs8EhrOERQWtWqpR2Wk14b5T3V9XaqST4+bSPNMzIqAqXSAFOm/IApU36AUmkAI6MiUodVaJQsWSpLbZT3Pp3MplIlO4wePQElSlhLGFHh8uDBPQBAUlISPD0HwsmpDu7fvydxVFQY8EbnpDWqe/B8vNAbmDLlB14LoEUpKSlwcqoj/qLr5FSHU/VrSeXKdihe3ErsQXVxccPbt28kjqrwMDExQdeuPcS/N1279sCtWzckjqrwKF68ON69i0BcXByAjxNOFC/Oa/C0oUWLlmojZVT3wyPt+PnnuZgwwVtcHjNmkoTRUGHCAo+okNDV1VUbrnP16mW1e4OR5rx+/UptooPIyAhOVa5FMTHR8Pf3Q/nyFQAA/v5+KF26TOY7UZ6xsLAUizsAiIuL420SiIg0iEM0SWtUwzJVw6RUwzVJO3bs2AodHR0x/zo6OtixY6vUYRUKsbGxuHr1Mpyc6oi9qLGxsVKHVWjEx8cjISFBnGAoISGBQ2S16OzZ0+Jj1bDwM2dOSRUOEZHsscAjrQkJeQgvrzHiEBEvrzEICXkodViFRvnyNkhNTcWlSxdw6dIFpKamonx5G6nDKhQqVqwE4GOvqaoXVdVGmte8uWuW2kgzlEp98fHAgcPg5FQHSqVSwoiIiOSNBR5pTfv2ndTG/let6oj27TtJGFHhMmPGLLi4uIk3e3ZxccOMGbOkDqtQGDduMipVshOXK1Wyw7hxkyWMqHA5fPig2oyxCoUChw8flDCiwuXnn+eqLY8ZMwm+vmskioaISP5Y4BERadjYsd+Js6kBH2dWGzv2OwkjKlwiIyMgCIK4LAgCIiMjJIyIiIhIc1jgkdbwPnjS+vPPNWLPnaon788/+Su6NkREhAOAeA3ep21EREREeYmzaJLWqO6D5+U1BgDUHpPm3b59Ey4ubujXb7BaG2meUmmAxMQEtVlMlUoDCSMqXCwsLNMU1BYWlhJFQ0REpFnswSOt+fQ+eHPnzhQnXCHtiImJURuWFhkZgZiYGAkjKjxWr94AMzMzcdnMzAyrV2+QMKLC5d27yCy1ERERyQF78EhrDh7cq3YvsCdPHiMk5CEnWtESMzNTXL16GUuW+AD4OKNjqVKlJI6qcDh8+ACioqLE5aioKBw+fABt2nwjYVSFR2pqapbaiIiI5IA9eKQ1urq62LZtE3r39kTv3p7Ytm2TWsFHmtW37yDo6OiIU/Xr6Oigb99BUodVKPj7+wEASpUqg1Klyqi1kebp6KT9qEuvjYiISA7Yg0dak5KSgl69+mDr1o0AgN69PZGSkiJxVIVH1aqOqFixkjibY8WKlThEVksSEhJQpEgRzJmzEAAwYsQAxMXFSRxV4WFpWRxv3rwWl83MzFCkiLGEEREREWkOCzzSmvbtO6nNolm+fAUWGFo0cuQQREf/N0zwwYN7GDlyCJYvXy1hVIWDapIP1aylcXFxnORDi4oUKSI+Ll++Ap48eYwSJUpKGBEREZHmsMAjrQkOvglf3yWYMuUHAP/NoskiTzvi4+MBAC4ubgCAv/46KraRZhkYfJwx86+/jqZpI817/vyZ+Njbezx+/30ZQkMfSxcQERGRBrHAI60JCXmoVtB5eY1BSMhDFnha4u7eHW/fvhGLDBcXNxQvbiVxVIVD8+au4tDkT9tIO+bMWYQJE7zF5R9+mClhNERERJrFAo+05vPZMqtWdWRxp0V37txWm9QmMjICb9++4SymWvDq1csstRERERHlFqcRIyok3r59g6tXL8PJqQ6cnOrg6tXLePv2jdRhFQpnzpzMUhsRERFRbrEHj6iQ+PAhXrxNAvBxmvgPH3gNnjao7rn26fWPvA8bERERaQJ78IgKiaFDvaCj898QTR0dXQwd6iVhRIWHlVUJAB8LO9U1kKo2IiIiorzEAo+okHjy5DGSk5PE5eTkJDx58li6gAoRK6sSqFTJTlyuVMmOBR4RERFpBAs8okJiz56d0NH57y2vo6ODPXt2ShhR4XH//j3xBvPAx3sQ3r9/L5M9iIiIiHKGBR5RIVGqVBmkpqbCxcUNLi5uSE1NRalSZaQOq1D49EbbmbURERER5RYnWSEqJF69eolSpcqI14CVKlWGU/VrSXj4WygUCgiCAABQKBQID38rcVREREQkR+zBIyokrK2t8fz5U3H5+fOnsLa2ljCiwkOh0BGLOwAQBAEKBf/8EhERUd7jNwyiQiIyMjJLbZT3FIqstRERERHlFgs8okLCwMAgS22U94yNjbPURkRERJRbLPBIaw4e3Ivg4JvicnDwTRw8uFfCiAqXqlUdstRGeS8lJSVLbURERES5xQKPtKZiRVv4+i5BcPBNBAffhK/vElSsaCt1WIXGqVMnstRGeS8uLi5LbURERES5xVk0SWuqVnWEl9cYzJ07EwAwZcoPqFrVUeKoCg8jIyNERyfByakOAODq1cswMjKSOCoiIiIiykss8IgKCSsrK8TFxeLq1csAAF1dXVhZWUkcVeFgamqG6OioNG1EREREeY1DNElrVMMyp0z5AVOm/CAO1yTtcHaujxo1aonLNWrUgrNzfekCKkS8vEZnqY2IiIgot1jgkdaEhDyEl9cYVK3qKA7XDAl5KHVYhcbly5fE3jvg4xDNy5cvSRhR4eHntyVN244dWyWIhIiIiOSOQzRJa9q376S2rCr0SDs40Yd0wsLCxMfVqjni9u2bam1EREREeYU9eESFhJVVCXGCFQBwcqoDK6sSEkZUeCiV+uLjgQOHwcmpDpRKpYQRERERkVyxBy8Tqamp2L59O7Zs2YKnT5/C0tISrq6u8Pb2homJCQDAzc0NoaGhafY9f/48LCwsAAA3btyAj48Pbt68CWNjY7i7u8Pb2xv6+vpp9pOzgwf3omJFW7HXLjj4JkJCHqbp2SPNePPmNV68eC4uX716GV99VUrCiAqPn3+eiwkTvMXlMWMmSRgNERERyRkLvEysWbMGS5YswaBBg9CgQQM8evQIS5cuxYMHD7B27VrExsYiLCwM48ePR7169dT2NTP7OEPekydP0L9/fzg5OWHJkiV4+PAhFi9ejJiYGMyYMUOK05KM6j54Xl5jAEDtMWlekSLGWWojIiIiooKLBV4GBEHAmjVr0LNnT4wfPx4A0LBhQ5ibm2Ps2LEIDg5GfHw8BEGAq6srbG3Tv2H3qlWrYGpqihUrVkCpVKJZs2YwNDTErFmzMGzYMFhbW2vztCTF++BJy8mpDkJDHyMpKUlcrlzZXuKoiIiIiCgv8Rq8DMTGxqJjx4745ptv1NorVqwIAAgNDUVwcDAMDAxQoUKFDI9z9uxZtGjRQu16mzZt2iAlJQVnzpzRSOxE6Sle3Eos7gDg1q0bqFgx/R8miIiIiKhgYoGXARMTE0yfPh116tRRaz927BgAoFKlSrh79y6KFSuGcePGwdnZGU5OThg7dizevHkDAIiPj8eLFy9gY2OjdgwLCwuYmJjg0aNH2jmZfIL3wZPWiRN/iY87dOiCxMREHDp0QMKIiIiIiCivcYhmNly7dg2rVq1Cy5YtYWtrizt37uDt27eoXLkyPD09ERISgqVLl6Jv377YvXs3oqOjAUCckOVTxsbGiImJyVEcCgVQtKhRrs5FCs+fh2LSpMmoXr0GAMDYeDLu37+Pr7+uK3FkhYOenkJ8/M037VC8uDmuXbtWIF9LBc2HD4biY1NTQ+Zcy5h/aTH/0mHupSWH/CsUX96G8h8WeFl0+fJlDB8+HGXKlMGsWbMAANOnT4cgCKhZsyYAwNnZGba2tvj222+xb98+NGvWDACgSOfdIQgCdHTYgUra4+09GsOGDRGXO3XqjE6dOksXEBERERHlORZ4WRAQEIApU6agQoUKWLNmDczNzQEANWrUSLNtnTp1YGpqijt37qB9+/YAkG5PXVxcHExNTXMUjyAA79/H52hfKZUqVQ4+PvPSzKJZEM+lIIqO/qD22NCQedcW5l5azL+0mH/pMPfSkkP+LS1N2ItXALHA+4L169dj3rx5qFevHnx9fcWiLC4uDocOHYKDgwOqVKkibi8IApKSkmBubg5jY2NYW1vjyZMnascMDw9HTExMmmvz5I6zaBIRERERaRbHCGZix44dmDt3Ltq2bYs1a9ao9bgZGBhg3rx5WL58udo+x48fx4cPH8T74jVq1AhBQUFITEwUtwkMDISurm6ae+cRERERERHlBnvwMhAeHo5ffvkFpUuXhoeHB27fvq22vly5chgxYgTmzp2LWbNmwcXFBffu3cOyZcvg6uqK+vXrAwAGDx6MgwcPYujQoejXrx8eP36MRYsWoUePHihVqpQUpyaZT2fRBP4boslePCIiIiKivMECLwOnT59GfHw8nj17Bg8PjzTrfXx8MGDAAJiYmGDDhg3YsWMHihYtil69esHb21vcztbWFuvWrYOPjw9GjRoFc3NzDBgwQG2bwiIk5KFaQeflNQYhIQ9Z4BERERER5REWeBno3LkzOnfu/MXtunfvju7du2e6jbOzM/z8/PIosoKrfftOastVqzqyuCMiIiIiykO8Bo+IiIiIiEgmWOARERERERHJBAs8IiIiIiIimWCBR0REREREJBMs8IiIiIiIiGSCBR4REREREZFMsMAjIiIiIiKSCRZ4REREREREMsECj4iIiIiISCZY4BEREREREckECzzSquTkZCQnJ0sdBhERERGRLLHAI61JTk7G1KnjMHXqOBZ5REREREQaoCd1AFR4REZG4PXrV+JjK6sSEkdERERERCQv7MEjIiIiIiKSCRZ4REREREREMsECj4iIiIiISCZY4BEREREREckECzwiIiIiIiKZYIFHREREREQkEyzwiIiIiIiIZIIFHhERERERkUywwCMiIiIiIpIJFnhEREREREQywQKPiIiIiIhIJljgERERERERyQQLPCIiIiIiIplggUdERERERCQTLPCIiIiIiIhkQk/qAHJq+fLleXKckSNH5slxiIiIiIiIpFagCzyFQgFBEHJ8DIVCwQKPiIiIiIhko8AWeAAwdepUuLq65mjfo0ePYt68eXkcERERERERkXQKdIFnbm6O0qVL52hfCwuLXPX+ERERERER5TcFtsC7fv069PX1c7x/hw4d0KZNmzyMiIiIiIiISFoFtsBTKpVp2sLCwnDhwgW8efMGqampadYrFAp4eXmJj9M7BhERERERUUFVYAu8zwUEBGDy5MlISkrKcJtPCzwiIiIiIiK5kU2Bt3TpUpQqVQo//fQTypQpAx0d3uKPiIiIiIgKF9kUeC9fvsTkyZPRoEEDqUMhIiIiIiKShGy6uapUqYKnT59KHQYREREREZFkZFPgTZs2Dbt27YKfnx8iIiKkDoeIiIiIiEjrZDNEs0yZMqhYsSJ+/PFH/Pjjj+luo1AocPv2bS1HRkREREREpB2yKfB++OEHXLlyBdWrV0eFChWgpyebUyMiIiIiIsoS2VRB586dQ58+fTB9+nSpQyEiIiIiIpKEbK7BK1KkCCpVqiR1GERERERERJKRTYHXsWNH7Nq1C4mJiVKHQkREREREJAnZDNGsVq0aAgIC0Lp1azRp0gSWlpbQ1dVV20ahUMDLy0uiCImIiIiIiDRLNgXexIkTxcd+fn7pbsMCj4iIiIiI5Ew2Bd7x48elDoGIiIiIiEhSsinwSpcujdTUVJw5cwb169eHgYEBgI+Fn46ODpo3bw6FQiFxlERERERERJojm0lWIiMj0atXLwwbNgwhISFi+/79+zFixAgMHDgQcXFxEkZIRERERESkWbIp8BYvXoz79+/jf//7H2xtbcV2Hx8f+Pj44N9//8WyZcskjJCIiIiIiEizZFPgnTx5Ev3790f37t2hVCrFdqVSiY4dO6JPnz44cuSIhBESERERERFplmwKvKioKFhaWma4vmTJknj79q0WIyIiIiIiItIu2RR4tra2CAwMhCAI6a4/fvw4bGxstBwVERERERGR9simwPP09MTff/+N4cOH4+TJk3j8+DFCQ0Nx+vRpeHt74/z58+jbt6/UYRIREREREWmMbG6T0KlTJ7x+/RrLly/HqVOn1Nbp6elh9OjRcHd3lyg6IiIiIiIizZNNgQcAQ4YMQc+ePXHu3Dk8e/YMKSkpKFWqFBo2bAgLCwupwyMiIiIiItKoAlvgbd++HQ0aNEC5cuXU2s3MzNCmTZsv7v/kyRNcuHABPXv2zHCb1NRUbN++HVu2bMHTp09haWkJV1dXeHt7w8TEBABw5swZLF68GA8ePIClpSX69OmDgQMHqh3nxo0b8PHxwc2bN2FsbAx3d3d4e3tDX18/B2dORERERESUvgJ7Dd5PP/2E69ev53j/a9eu4aeffsp0mzVr1mDmzJlo3rw5fH19MWDAAOzZswejR48GAFy5cgXDhw9HxYoVsWzZMnTo0AE+Pj5Yu3ateIwnT56gf//+MDAwwJIlSzBw4ECsX78ec+bMyXHsRERERERE6SmwPXiCIODIkSN4/Phxjva/e/fuF4+/Zs0a9OzZE+PHjwcANGzYEObm5hg7diyCg4OxdOlSVKtWDfPnzwcANG3aFMnJyfj999/h6ekJpVKJVatWwdTUFCtWrIBSqUSzZs1gaGiIWbNmYdiwYbC2ts5R/ERERERERJ8rsAUeABw5ciRXNy9XKBQZrouNjUXHjh3Rtm1btfaKFSsCAO7fv49//vkHY8aMUVvfunVrrFmzBleuXMHXX3+Ns2fPokWLFmo3X2/Tpg1+/vlnnDlzBl27ds1x/ERERERERJ8qsAXe8ePHNXp8ExMTTJ8+PU37sWPHAADVqlVDUlJSmnvrlS9fHgDw6NEj1KxZEy9evEizjYWFBUxMTPDo0SMNRU9ERERERIVRgS3wSpcurfXnvHbtGlatWoWWLVsiOjoaAMTJVlSMjY0BADExMRluo9ouJiYmR3EoFEDRokY52ldKHz4Yio9NTQ0L5DkUZMy/dJh7aTH/0mL+pcPcS0sO+c9ksBvlYwV2khVtu3z5MgYPHowyZcpg1qxZEAQBQMbDPHV0dDLdRhAE6Ogw/URERERElHcKbA+eNgUEBGDKlCmoUKEC1qxZA3Nzc7x9+xYA0vTCqZZNTU3Fnrv0euri4uJgamqao3gEAXj/Pj5H+0opOvqD2mNDw4J3DgUZ8y8d5l5azL+0mH/pMPfSkkP+LS1N2ItXALEL6QvWr1+PcePGoVatWti8eTNKlCgBAChXrhx0dXURGhqqtr1q2cbGBsbGxrC2tsaTJ0/UtgkPD0dMTEyaa/OIiIiIiIhygwVeJnbs2IG5c+eibdu2WLNmjVqPm4GBAZydnXHkyBFxKCYABAYGwtTUFI6OjgCARo0aISgoCImJiWrb6Orqol69eto7GSIiIiIikj3ZDNH8/vvv4eLiAldX1zw5Xnh4OH755ReULl0aHh4euH37ttr6cuXKYcSIERgwYADGjh2LLl264OrVq1i7di3Gjx8PI6OPF9IOHjwYBw8exNChQ9GvXz88fvwYixYtQo8ePVCqVKk8iZWIiIiIiAiQUYG3f/9+VK1aNc+Od/r0acTHx+PZs2fw8PBIs97HxwedOnXCsmXLsHTpUnh5ecHa2hqTJk3CwIEDxe1sbW2xbt06+Pj4YNSoUTA3N8eAAQPg7e2dZ7ESEREREREBMirwypcvj5CQkDw7XufOndG5c+cvbufm5gY3N7dMt3F2doafn18eRUZERERERJQ+2RR4gwYNwv/+9z88fPgQjRo1gqWlJXR1ddNsl5WijYiIiIiIqCCSTYE3ZcoUAMDFixdx8eLFdLdRKBQs8IiIiIiISLZkU+Bt2LBB6hCIiIiIiIgkJZsCj7ccICIiIiKiwk5W98FLTEzExo0bMWjQILRt2xZXr15FcHAw5s+fj4iICKnDIyIiIiIi0ijZ9ODFxMSgf//+uHnzJooXL47w8HB8+PABb968wdq1a3H48GFs3rwZJUuWlDpUIiIiIiIijZBND96vv/6Ku3fvYt26ddi3bx8EQQAAtGrVCitWrEBERAR+/fVXiaMkIiIiIiLSHNkUeIGBgfj222/RsGFDKBQKtXUuLi7w8PDA+fPnJYqOiIiIiIhI82RT4EVGRsLW1jbD9WXKlOF1eEREREREJGuyKfDKlCmDGzduZLj+3LlzKF26tBYjIiIiIiIi0i7ZFHjdu3eHv78/duzYgcTERAAfb2weExOD+fPn4+jRo7zJORERERERyZpsZtEcMGAA7t+/jx9++AE6Oh/r1pEjRyI2NhaCIMDV1RWDBw+WOEoiIiIiIiLNkU2Bp1AoMGfOHHTu3BlHjhxBWFgYUlJSULp0abi6uqJZs2ZSh0hERERERKRRsinwBEGAQqFA/fr1Ub9+/XS3uXbtGmrWrKnlyIiIiEjOUlJSEBERLnUYaXwaU36MT8XCwhK6urpSh0EkG7Ip8MaMGYNFixal+wdCdR3ejh07cPv2bQmiIyIiIrmKiAjHhAneUoeRqdmzf5I6hAwtWLAMVlYlpA6DSDZkU+AdPXoUI0eOxK+//gqlUim2BwQEYPbs2Xj79i0aNWokYYRERERElNfYg5pz7D2VJ9kUePPnz8fkyZMxYsQIrFixAq9fv8bPP/+Ms2fPomTJkvj111/RunVrqcMkIiLKc/n1Cy5Q+L7ktvYYC2NT8zw5Vl5ITUkBAOjksy/xsdGRCNy8OE+OxR7UnGPvqTzJpsBr3749zMzMMGrUKHTr1g1hYWFITk7G4MGD8d1338HIyEjqEImIiDSiIHzBBQrHl1xjU3OYFLPMk2MREeWEbAo8AGjSpAnWrVuH4cOHIykpCRs3bkTt2rWlDouIiIiItIA9qF+Wl72nlD8V2AJvz549Ga5zd3fH+vXrMXPmTPTr109tHW92TkREcpbfvuAC/JJL2sMeVKICXOBNmTIFCoUCgiBkuE1wcDCmTJkiLisUChZ4REQka/yCS0RUuBXYAm/Dhg1Sh0BERERERJSvFNgCr169elKHQEREn8ivMzkWtlkciYiocCuwBV5GgoODERsbqzZ0Mzk5GbGxsbhw4QKmT58uYXRERPJVEGZyLAyzOBIRUeEmmwLvwYMH8PLyQmhoaIbb6OjosMAjIiIiIiLZkk2Bt2DBAjx//hxDhgyBQqHAypUrMWPGDERFRWH37t149epVpjNvEhFR3slvMzlyFkciIiosZFPgXb16FT179sS4cePw4cMHrFmzBuXLl0ejRo3g4eGBTp06Yd26dfjf//4ndahERLLHmRyJiIikoSN1AHklNjYWVapUAQAYGhqiTJkyuHXrFgDA1NQU3bp1w4ULF6QMkYiIiIiISKNkU+BZWlri3bt34nK5cuVw7949cdnKygqvX7+WIDIiIiIiIiLtkE2B9/XXX2P79u14/PgxAKBatWo4f/68WPSdPXsW5ub553oQIiIiIiKivCabAs/LywtRUVFo27YtIiIi8O233yIuLg5t2rRB+/btERgYiHbt2kkdJhERERERkcbIpsArV64cAgICMG7cOFhYWMDa2hobN26EnZ0d9PT0MHjwYIwePVrqMImIiIiIiDRGNrNoPn/+HBYWFhgyZIjY5ujoiA0bNgAAoqKicO3aNdStW1eqEImIiIiIiDRKNj14rq6uOHbsWIbrjxw5gqFDh2oxIiIiIiIiIu0qsD14z549w+7du8VlQRBw5MgRcZKVTwmCgL/++gsGBgZajJCIiIiIiEi7CmyBV6pUKZw8eRI3btwAACgUChw5cgRHjhxJd3sdHR2MHTtWmyESkZalpKQgIiJc6jDS+DSm/BifioWFJXR1daUOg4iIiHKhwBZ4CoUC69evx/v37yEIAlq2bIlp06bB1dU1zba6urooVqwYDA0NJYiUiLQlIiIcEyZ4Sx1GpmbP/knqEDK0YMEyWFmVkDoMIiIiyoUCW+ABgImJCUxMTAAAs2bNgp2dHUqXLi1xVERERERERNIo0AXep+bMmYOBAweiRo0aUodCRPlAa4+xMDY1lzoMUWpKCgBAJ58NgYyNjkTg5sVSh0FERER5RDYFnpGRESdRISKRsak5TIpZSh0GERERkVbJpsD76aefMH36dCQkJKBx48awsLBId7KAUqVKSRAdERERERGR5smmwBs3bhySk5OxbNkyLF++PMPtgoODtRgVERERERGR9simwBsyZAgUCoXUYRAREREREUlGNgWet3f+nhqdiIiIiIhI02RT4KncvXsXJ06cwPPnz9G3b18UKVIE9+7dQ7NmzaQOjQqB/HqjbaBg3GybN9omIiIiyh1ZFXgzZ87Eli1bIAgCFAoF2rRpg6ioKIwePRrNmzfHr7/+ypk2SaMKwo22gfx7s23eaJuIiIgod3SkDiCvbNiwAZs3b8bQoUPh5+cHQRAAAA0aNED//v1x4sQJrF69WuIoiYiIiIiINEc2PXjbtm1DmzZtMHbsWERGRortZmZmmDJlCiIiInDgwAGMHDlSwiipMMlvN9oG8ufNtnmjbSIiIqK8I5sCLywsDH379s1wvbOzMwIDA7UYERV2vNE2EREREWmbbAo8c3NzvHz5MsP19+/fR9GiRbUYEREREVHBFv7qGeaN90Cx4taYtmR7mvWRb19i/qS+SIiPw8KtZ8T2sId3sH+LL54+ugtDI2PUa94erboOgI5O/hlBkt8x95RTsrkGz83NDVu2bMGDBw/ENtV98U6ePInt27ejRYsWUoVHREREVKBEv4vA+kXTkJKSnOE2fqt9kBAfp9b29uVT+P7PC4/uXkdZmypIiI/DUf8/sHfDMk2HLBvMPeWGbAq80aNHw9raGu7u7hg8eDAUCgWWL1+OLl26YPjw4ShRogRGjx4tdZhERERE+d7FoANYMLkfXoQ+zHCbC8f34d71S2nazwTuRFJiAtr3Go4RPyyF14/LoVAocO7obkS/i9Bk2LLA3FNuyabAMzMzg5+fH4YMGYLExEQYGBjg2rVriI+Px4ABA7Br1y5YWFhIHSYRERFlQ/irZ5jUpzlmj+mZ7vrIty8xbWArjO/dWGzb+tsvGN+7cbr/Lp0M0FboBdpR/z+QmpqCFh2+TXf9u/DX2L/ZF6XKV06z7u3LZwCAkmUrAgBKla8M02KWSE1NQcjda5oLWiaYe8ot2VyDl5CQACMjI3h7e8PbO//fh4yIiIgyl9NhamVs7BAfFyMuC6mpCL56DgqFDkqWsdFYvHLi0tEDNeq3wMunIQjavyXN+h2r5yEx8QN6DpuKxdMGqq0rZvnxfqZhD4NRpWZ9vI94g9iodwCAyDcZz5dAHzH3lFuyKfAaNmwINzc3dOjQAQ0aNICOjmw6J4mISEI5nejgwvF92LHGJ832UxdvQ/GSZTQasxxcDDqAgG0rERMVmeE2GQ1Ta9KmO5q06S4unwnchdtXzqJV1/4oZ1tVI/HKTUO3Lhmuuxh0AHeuXYRrZ0+UsbFLs/5r1064GHQAgTvX4f6ty3j97IlYpCclJmgsZrlg7im3ZFMFubm54fjx4xg8eDCaNm2K2bNn4/r161KHRUREBVhOe5AA4NmT+wAAG/sacHBuIv5TGhppLF45yc0wtU+9j3iLQ9tXwcLqqwyPRVn3PuIN9m1ajhKlyqOV+4B0tyljY4cB4+fAukwFPH9yHw51GqFsxSoAwNd/LjD3lFWy6cGbO3cukpKScOrUKQQEBGDnzp3YuHEjypYti44dO6J9+/awscn5sIzg4GB069YNx48fR8mSJcV2Nzc3hIaGptn+/Pnz4jV/N27cgI+PD27evAljY2O4u7vD29sb+vr6OY4nMykpKYiICNfIsXPj05jyY3wAYGFhCd18dBNwIpJObnqQAOD5k4+zOvf+bjosS5TSSIxylpthap86dWg7PsTHon3v4dBXGmgy5ELh7o2/8SEuBh/iYjC5r4vauvG9G6Pn8Gmo16wdqtVuiGq1G4rr5oztBQCwLFFaq/HKCXNPWSWbAg8A9PX14erqCldXVyQkJCAoKAiHDx/GunXr4OvrCwcHB+zcuTPbxw0JCcGwYcOQnKz+C25sbCzCwsIwfvx41KtXT22dmZkZAODJkyfo378/nJycsGTJEjx8+BCLFy9GTEwMZsyYkfOTzURERDgmTMjf1yHOnv2T1CGka8GCZbCyKiF1GESUD3zag5RegfFpD9Lz/++tUxEEAS/CHkKh0MH543sR+eYlyld2QEO3LtDT08yPe3KTm2FqKgkf4nExaD8MjYxRp0kbTYRZ6JhbWsPBuYla261/TgMAHJybwNzSGpdPB+KQ3yrUqNccHT298SL0IcJfPYOevhK2VWtKEbYsMPeUVbIq8D5lYGCAmjVr4u3btwgPD8fff/+tdo+8rEhOTsb27duxcOHCdHvb7t69C0EQ4OrqCltb23SPsWrVKpiammLFihVQKpVo1qwZDA0NMWvWLAwbNgzW1tY5Oj8iItKs3PQgvX35VBy2GbRvMwDg3/PHce/GPxg8Ke11eZR1WRmmpnLr8hnEx8bAqWFLGBSi4WnV1yxEsQe3xWWz0BBElauots27StVwY/D4bB+7smMdVHaso9ammsF04Pg5AIDXz0MR9S4Cpw7twNPH9/D8yX0IggCXjh4wMjbN9nMWJJ/nHsi7/DP3lFWyK/BevnyJw4cP4/Dhw7h27Rp0dHRQv359zJkzB25ubtk61uXLl7FgwQIMGjQI1tbWmD59utr64OBgGBgYoEKFChke4+zZs2jRogWUSqXY1qZNG/z88884c+YMunbtmq2Ysqu1x1gYm5pr9DmyIzUlBQCgk4+GQcZGRyJw82KpwyCifCY3PUjJSYmoWqsBjM2KoV3PYYiNjsTvv4xF8NVzuH3lnNrwKcqerA5TA4B7N/4GAFSt1UDrcUrp88KhyZRBOD13rdaev0SpcvAc9TMObV+FJ/dvoZhlCbTqOhBN2/bQWgxSSa9o02b+C3Pu6T+yKfD++OMPsagTBAEODg6YPHky2rdvDysrqxwd09bWFseOHYOlpSX8/f3TrL979y6KFSuGcePG4ezZs0hJSUHz5s0xbdo0WFlZIT4+Hi9evEhz7Z+FhQVMTEzw6NGjHMWVHcam5jApZqnx5yEiKiyy0oP0VTlbDJ48X1wualEctRq44OwRfzy+f4MFXi5kZZiaysPgqwCAspw5M8cqVautNjtsetJbX71uU1Sv21RTYRUKzD3llGwKvLlz56J8+fL47rvv0KFDh0x71bKqePHima6/c+cO3r59i8qVK8PT0xMhISFYunQp+vbti927dyM6OhoAYGJikmZfY2NjxMTEpGnPCoUCKFo046EmHz4Yio8NDPRgaMDrPTKTZPDf28DU1DDT3H4Jc599zL+0mP8vU+p/zJFCoYChgT6uBl/JtAepz8gfULN+M0S8fgEjYxNxghVDw4/5UUCAoYG+rHNf9XcfFL2vPkzN5MlDxJT/73KG95WrIXj4pC8e6/P8V6/zNarX+VptGy/3+gCA76YtENsEQcC78NfQ1dNDmfI2aW6fJOf8f05XRyffxcT8Syc7uVcotBER5TXZFHh+fn6oUaOGVp9z+vTpEAQBNWt+vGjV2dkZtra2+Pbbb7Fv3z40a9YMwMcPpc8JgsB79RERFUAWViVRo576r+PXL50CANSo1xQWViVx8UQAdq5dhCo16mHkj0uRmpKC4GsfZ9usUNlB6zFrW3qF29fj++PCwj+0FkNs9HukpqTAtKi5Vj5vBUFAUlISIt6+QmJiosafLzOVNq+E6aP/Jv559ywU5Uap3yIi2qYyHngM03ZoopioSCQmJubZjOL5Kf+fe56UiPDXz6UOQ5TXuaf8RzYFnqq4O336NI4dO4bnz59DX18fX331FVq0aIHGjRtr7Dk/VadOHZiamuLOnTto3749AKTbUxcXFwdT05xd7CoIwPv38Rmuj47+ID5OSEiGfkJSjp6nsEhI+G921OjoDzA0zDi3X8LcZx/zLy255j8vJzpITPqYI0EQ8CEhCeXtaqKfnfpsdKqJDvqNnQ0AsCxZDoG7/sSd65fwyxgPJKck4c3zUJStWAX2tRrhQ0KSbHOfkZTUVHzIQVzlKtcQh6FltH966/UMjDPdLy/zHxkZgzt37iAxMRHBkzK+ZYOknj5Mu3z6sDSxfEKpVCIyMgaGhmY5PkaByP/wjK/plUpWcm9pacJevAJINgVeamoqJkyYgEOHDkEQBJiZmSE1NRUxMTHYsmULWrVqhSVLlqTbm5YTcXFxOHToEBwcHFClShWxXfULkrm5OYyNjWFtbY0nT56o7RseHo6YmJhc3ZePiIgyJvVEByZm5hgx/Vfs37wCj+9dhyAAdRq3RkfPkRrrTVJ9/kSGv0JikrQ9GPbbVsPsifrM1VHPQmE7oe9/y+Ur4W6vIdoOTRTLXgwikinZFHhr1qxBQEAAvv32W3z33Xfi9XNv377FypUrsXHjRvz555/o379/njyfgYEB5s2bh3r16mH58uVi+/Hjx/HhwwfxvniNGjVCUFAQJk2aJM6kGRgYCF1d3TT3ziMiykj4q2eYN94DxYpbY9qS7QA+fqEP2r8F54/vQcz7SJQsY4P2vUegkkNtAMDW337BP6cOpXu8T2capMzldKID69IVtHZLhOTk5P96MKYP1cpz5sizEPXH545IF8v/UyqVae5zm116enqoUqUKkpKSPs5ebZZ/Zq/Or2KjPs5gra+vDz293H0dZf6zJy9zT/mTbP5X/f390bJlyzQ3Dy9evDi+//57vHz5Ejt37syzAk9XVxcjRozA3LlzMWvWLLi4uODevXtYtmwZXF1dUb/+xwu+Bw8ejIMHD2Lo0KHo168fHj9+jEWLFqFHjx4oVapUnsRCRPIW/S4C6xdNQ0qK+pfQU4f8cHDrbyhiYoaytlUREvwvVs4Zi9EzV6GMjT3K2NghPu6/IeJCaiqCr56DQqGDkmU4goAoLykUCiiVSphbWnP26ixQ6ivVbiGVW8x/1uV17in/kU2B9+zZM/Tr1y/D9Q0aNMCpU6fy9DkHDBgAExMTbNiwATt27EDRokXRq1cveHt7i9vY2tpi3bp18PHxwahRo2Bubo4BAwaobUNElJGLQQcQsG0lYqIi06wLvnoeADBi+lKUKl8JO1bPw4W/9uPqueMoY2OPJm26o0mb7uL2ZwJ34faVs2jVtT/KaWja+PwyTDArQwQBaYcJ5uUQQfZgZB97MYhIrmTzF83c3ByPHz/OcP3jx49zPKkJALi7u8Pd3T1Ne/fu3dG9e/d09viPs7Mz/Pz8cvzcRFR4HfX/A6mpKWjR4VsE7d+itm7490sQHxcDoyIfb8USE/UOAGBsWjTNcd5HvMWh7atgYfUVWnT4Ns36vFAghgl+OkRQtSzxMMG8GCIIsAcju9iLQURyJZt5+l1cXLB161b89ddfadYdP34c27Ztg4uLSzp7EhHlXy4dPTB54RZUqfV1uuuNipjg+ZMHWDCpH27+cxoVq9REo1ZpZ2s7dWg7PsTHokWHb6GvNNB02ERERCQR2fTgjRkzBufPn4eXlxdsbW3FGSpDQkIQEhKC0qVLY8yYMdIGSUSUTQ3dvjy19vPQB3gR9nEKdGOzYkhMSICBYRFxfcKHeFwM2g9DI2PUadJGY7FymGD2cIggERFpgmw+UYoVK4YdO3Zg1apVCAoKwqlTpyAIAkqXLo0BAwZg2LBhKFo07bAlIqKCrnrdZqi+vhkCd67FyYPbkJSYgCGTF4jrb10+g/jYGDg1bAkDQyONxsJhglnHIYJERKQJsinwAMDMzAwTJkzAhAkTpA6FiEjjkpOTEBUZDgurkgCABq4dcfLgNoQE/6u23b0bfwMAqtZqoO0QiYiISMtkcw0eEVFhkpqaip9HdMbs0d3x+nkoACD0QTAAwLSohdq2D4OvAgDKamjmTCIiIso/ZNWDR0SUn1RfsxDFHtwWl81CQxBVrqLaNu8qVcONweOzfWwdHR00auWOo/7rsXTGMJSxsUPInesAgJZd/rtljCAIeBf+Grq6eiheskwOz4SIiIgKChZ4REQa8nnh1mTKIJyeuzbPjt+q6wAYGBnhwvF9eHL/FkqWsYGbez9Ur9tM3CY2+j1SU1JgYmYOHR0O2iAiIpI7FnhElCXhr55h3ngPFCtujWlLtovtZ4/44+wRf0S8eYFiliXQwLUTmrTtIRYTYQ/vYP8WXzx9dBeGRsao17w9WnUdAB0dXalOpUCqVK02Fm49o9amo6ODFt98ixbfZHxfOxOzYmn2IyIiIvniz7lE9EXR7yKwftE0pKSo34z57BF/+K9fhHcRr1HBrjqiIt9i36blOHHg4w253758Ct//eeHR3esoa1MFCfFxOOr/B/ZuWCbFaRARERHJnux68O7evYsTJ07g+fPn6Nu3L4oUKYJ79+6hWbNmX96ZiNK4GHQAAdtWIiYqMs26c8f2AAD6j5sNO0dn3L5yDmvnT8KF4/vg0rEPzgTuRFJiAjp4eKH5N73x/Ml9LJo6EOeO7kbLzn1hWswizTFzSxAEJCUlITL8FRKTEvP8+Nlhv201zJ48EJejnoXCdkJftW2iylfC3V5DtB2aKDYqEomJidDX15csBiIiIso7sirwZs6ciS1btkAQBCgUCrRp0wZRUVEYPXo0mjdvjl9//RUGBgZSh0lUoBz1/wOpqSlo0eFbBO3forauXc+heB/xBhUqOwIAzMyLAwBiot8BAN6+fAYAKFn248QipcpXhmkxS0RFvkXI3WuoWb9FnsaanJyMO3fuIDExEcHTh+bpsfPMs5C0y+eOSBPLJ5RKJZKTk7+8IREREeVrshmiuWHDBmzevBlDhw6Fn58fBEEAADRo0AD9+/fHiRMnsHr1aomjJCp4XDp6YPLCLahS6+s06xzqNEZDty5QGhgCAM4E7gQAlK/kAAAoZlkCABD28OP0/e8j3iA26h0AIPLNS02HTkRERFToyKYHb9u2bWjTpg3Gjh2LyMj/hpKZmZlhypQpiIiIwIEDBzBy5EgJoyQqeBq6dcnSdkf9/8DfJwOgUCjg5t4fAPC1aydcDDqAwJ3rcP/WZbx+9kS8ji8pMSHPY9XT00OVKlWQlJSE1h5jYWxmnufPITexUZEI3LwY+vr60NOTzUcCERFRoSWbT/OwsDD07ds3w/XOzs4IDAzUYkREhUfgzrU4sms9AKBtj6GoWKUmAKCMjR0GjJ+Dg9t+x/Mn91Gzfgs8e3wfYSF3oDQ00kgsCoUCSqUS5pbWMClmqZHnkBOlvhJKpVLqMIiIiCiPyKbAMzc3x8uXGQ/5un//PooWLarFiIik9/mNtoG0N9vO6Y22VY7v3SgWd627DYJrZ0+19dVqN0S12g3F5TljewEALEuUzvFzEhEREVH6ZFPgubm5YcuWLfjmm29gafnxV3uFQgEAOHnyJLZv344uXbI21IxILtIr3PLyZtvBV8/j0PZVAIA23QeLQzNVLp8OxCG/VahRrzk6enrjRehDhL96Bj19JWyr1syTGIiIiIjoP7Ip8EaPHo1Lly7B3d0dlStXhkKhwPLlyzFv3jzcuXMHpUuXxujRo6UOk0hW9m/2hSAI0NHRRVjIHaxbOBXAxxtw9x/7C8raVkXUuwicOrQDTx/fw/Mn9yEIAlw6esDI2FTi6ImIiIjkRzYFnpmZGfz8/LBmzRocOXIEBgYGuHbtGkqXLo0BAwZg2LBhHKIpA+GvnmHeeA8UK26NaUu2i+1nj/jj7BF/RLx5gWKWJdDAtROatO0BHZ2PE8U+fXQXAdtWIvThbejpKWFbzQkd+3ijqEVxqU6lwHvzIgyvnj0GAKSmpuDW5TPiOh0dXQBAiVLl4DnqZxzavgpP7t9CMcsSaNV1IJq27SFFyERERESyJ5sCDwCMjIwwcuRIeHt7i23h4eGwsLAQh2tSwRX9LgLrF00TZ2FUOXvEH/7rF8HAqAgq2FVH6INb2LdpOVJSkuHSsQ/ehb/GytljERcThfKVHREb/Q7/nj+OV88eY8wvayQ6m4KnUrXaWLj1vyLO6quyassZqV63KarXbarJ0IiIiIjo/8nmPngAsHHjRjRt2hRhYWFi2/z589GwYUPs2bNHusAo1y4GHcCCyf3wIvRhmnXnju0BAPQfNxvDv1+CPt4/AwAuHN8HAPj3/HHExUShTuPWGPW/3zHRZwOKWljhRehDhH42AQkRERERUUEmmx68HTt24JdffoGzs7PavZzatWuH169fY+rUqShSpAhatWolYZSUU0f9/0BqagpadPgWQfu3qK1r13Mo3ke8QYXKjgAAM/OPwy5jot8BAOxr1oexaTFYl6kAANDTV6KIiRneR7xBTNQ7lChZJk9jFQQBSUlJiAx/hcSkxDw9dnbZb1sNsycP1NqinoXCdsJ/txSJKl8Jd3sN0XZootioSCQmJkJfX1+yGIiIiIjkQjYF3oYNG+Dq6gpfX1+19qZNm6Jp06YYPnw4Vq5cyQKvgHLp6IEa9Vvg5dOQNAWeQ53GastnAncCAMpXcgAAfFW2Ir4q+99tAR4G/4sXoQ+hUOigrG2VPI0zOTkZd+7cQWJiIoKnD83TY+epZyHqj88dkS6W/6dUKpGcnPzlDYmIiIgoQ7IZohkWFoZmzZpluL5FixYICQnJcD3lbw3dusDErNgXtzvq/wf+PhkAhUKRZsp+AHj2+D7+WDQNAFC3eTuYW1rncaRERERERNKRTQ+eubk57t69m+H6R48ewcTERIsRkbYF7lwr3nC7bY+hqFhF/T5rTx/dFSdbKWNjh859R+V5DHp6eqhSpQqSkpLQ2mMsjM3M8/w55CY2KhKBmxdDX19fbXg1EREREWWfbL5NqW50XqdOHbRr105t3bFjx7BlyxZ069ZNouhI047v3SgWd627DYJrZ0+19S+fPvqkuLPHsGmLYWBYRCOxKBQKKJVKmFtaw6SYpUaeQ06U+koolUqpwyAiIiKSBdkUeKNGjcLFixcxfvx4/PLLLyhbtix0dHQQGhqK8PBwVK5cGWPGjJE6zEKn+pqFKPbZTJVmoSGIKldRre1dpWq4MXh8jp4j+Op5HNq+CgDQpvvgNEMzEz7EYd2CKYiLiULpCnYYPv1XGBVhby4RERERyY9sCjwTExPs3LkTO3bswMmTJ/Hs2TOkpKTA3t4eTZs2Ra9evWBgYCB1mIVOekVbkymDcHru2jx7jv2bfSEIAnR0dBEWcgfrFk4FAOjo6KD/2F9w9shuhL96JrZt/e0Xcd9mbXvAulS5PIuFiIiIiEhKsinwAEBfXx/ffvstvv32W6lDIS158yIMr549BgCkpqbg1uX/bryto6MLAGptYSF3gJA74nLNes1Z4BERERGRbMiqwAOAhIQEvHv3DikpKemuL1WqlJYjorxUqVptLNz6X8Fm9VVZteX0eP/8W6brY96F50lsRERERERSk02B9+7dO/z88884evRohsUdAAQHB2sxKiIiIiIiIu2RTYE3d+5cHDp0CE2aNEHVqlUL/ax8giAgKSkJkeGvkJiUKHU4ap4nJyHizQupwxDFRkUiMTER+vr6UodCRERERJQrsinw/vrrL3Tv3h0zZ86UOhTJJScn486dO0hMTETw9KFSh5O+Ud2ljiANpVKJ5ORkqcMgIiIiIsoxHakDyCvJycmoXr261GEQERERERFJRjY9eHXr1sXFixfRo0cPqUORnJ6eHqpUqYKkpCS09hgLYzNzqUNSU3feZPw9eZ7UYYhioyIRuHkx9PX1oacnm7cEERERERVCsvk2O23aNPTt2xc+Pj5o06YNLCwsoKOTtoOysMyiqVAooFQqYW5pDZNillKHo6aUnj4srL6SOgyRUl9Z6K/ZJCKivBEbHSl1CGpS/3/iOR1dXYkjUZff8kQkJ7Ip8Dp06IDU1FSsW7cO69evz3A7zqKpXdXXLESxB7fV2sxCQ9BkyiC1tneVqqV7U3QiIsqe/PjFOT8WGZrKU+DmxRo5LmVNfnv9F6bXPuUfsinwhgwZAoVCIXUY9BkWbURE2sUCgwozvv6JZFTgeXt7Sx0CERERFUIWFpZYsGCZ1GGkERERjtmzfwIATJv2Eyws8tclGyr5NS6igko2BZ5KVFQU4uLikJqaKralpKQgNjYWFy5cQP/+/aULjoiokMhvQ4DkPkwqvxYYQMEoMnIbk66uLqysSuRRNJphYWGZ72PMqfz6+i8Mr33Kn2RT4L169QqTJk3CpUuXMt2OBR4RkeZxmJR2FYQCA5B3kUHSKQivf772SZtkcx88Hx8fXLp0Ce3atUPnzp0hCAKGDh2Kbt26wczMDAYGBti6davUYRIREREREWmMbHrwzp8/j86dO2POnDmIiYnBnj170KRJEzg7O+O7775D165dcfToUdSqVUvqUImIZInDpHIuP8ZEREQFk2wKvKioKNSuXRsAYGJiglKlSuHmzZtwdnbGV199he7du+PIkSOYOHGixJESEckTh0kRERFJTzZDNIsWLYr4+HhxuVy5crh79664XLZsWbx8+VKK0IiIiIiIiLRCNgVe7dq14e/vj+joaACAnZ0dLl68iISEBADAjRs3YGJiImWIREREREREGiWbAm/EiBF49OgRmjVrhsjISPTo0QOvXr2Cu7s7hgwZAj8/PzRv3lzqMImIiIiIiDRGNgVetWrV4Ofnh44dO8Lc3By2trbw9fXFhw8fcPXqVbRt2xaTJk2SOkwiIiIiIiKNkc0kKwBgb2+Pn376SVxu3ry52GuXkpKC58+fw9TUVJrgiIiIiIiINEw2BV7VqlUxf/58fPPNN+mu3717N+bMmYPLly9rOTIikkJsdKTUIahJTUkBAOjo6kocibr8liciIiLKnQJb4L169Qrnz58XlwVBwN9//43k5OQ026ampmL//v1QKBTaDJGIJBS4ebHUIRARERFpXYEt8CwsLPD777/j8ePHAACFQoHt27dj+/btGe7j6emppeiIiIiIiIi0r8AWePr6+li3bh2ePn0KQRDQr18/DBs2DI0aNUqzrY6ODiwsLFCxYkUJIiUibbGwsMSCBcukDiONiIhwzJ79EwBg2rSfYGFhKW1AGcivcREREVHWFdgCDwBKlSqFUqVKAQDmzJkDZ2dnlC1bVuKoiEgqurq6sLIqIXUYmbKwsMz3MRIREVHBVaALvE916dIFABAfHw8jIyMAQGRkJAICAqCjo4O2bduiWLFiEkZIRERERESkWbIp8KKiojB27FhERUVhx44diImJQdeuXfHixQsIgoAVK1Zgy5Yt7OEjIiIiIiLZks2NzpcsWYKLFy+iSZMmAICdO3fi+fPnmDhxIjZs2AAdHR0sWbJE2iCJiIiIiIg0SDYF3l9//YU+ffpg1KhRAIBjx47B0tISAwcORL169eDh4YFz587l+PjBwcFwcHDAy5cv1drPnDmDrl27ombNmnBxccG6devS7Hvjxg14enrCyckJjRs3xqJFi5CUlJTjWIiIiIiIiNIjmyGa4eHhqFy5MgAgOjoa//77L9q1ayeuNzc3R3x8fI6OHRISgmHDhqW5x96VK1cwfPhwtG3bFqNHj8bly5fh4+MDQRAwaNAgAMCTJ0/Qv39/ODk5YcmSJXj48CEWL16MmJgYzJgxI4dnSwVBfryBdH682XZ+zBMRERFRQSWbAs/a2hphYWEAPvbepaSkoHnz5uL6K1eu4KuvvsrWMZOTk7F9+3YsXLgQ+vr6adYvXboU1apVw/z58wEATZs2RXJyMn7//Xd4enpCqVRi1apVMDU1xYoVK6BUKtGsWTMYGhpi1qxZGDZsGKytrXN+0pSv8UbbRERERKRtshmi2aJFC/z555+YNWsWfHx8ULRoUbi4uODVq1eYNWsW9u7di/bt22frmJcvX8aCBQswcOBATJgwQW1dQkIC/vnnH7Rq1UqtvXXr1oiKisKVK1cAAGfPnkWLFi2gVCrFbdq0aYOUlBScOXMmh2dLRERERESUlmx68CZOnIj4+Hjs3LkT1tbW+Omnn2BoaIh79+5h8+bN6NixI4YOHZqtY9ra2orX8vn7+6utCwsLQ1JSEmxsbNTay5cvDwB49OgRatasiRcvXqTZxsLCAiYmJnj06FEOzpTys/x6o22gYNxsOz/GRERERFSQyKbAUyqVmDVrFmbNmqXWXqVKFZw6dQpWVlbZPmbx4sUzXBcdHQ0AMDExUWs3NjYGAMTExGS4jWq7mJiYbMcEAAoFULSoUYbrP3wwFB8bGOjB0CDt8FL6T5LBf28DU1PDTHObFRYWaf+/84NXr/57XZQvX5rDg7Xo0/dkXrzGKHuYf2kx/9Jh7qUlh/wrFFJHQDkhmyGaGVEqlTkq7r5EEAQAgCKDV76Ojk6m2wiCAB0d2aefiIiIiIi0qMD24Lm6umLatGlwdXUVl79EoVDg2LFjefL8pqamAJCmF061bGpqKvbcpddTFxcXJx4juwQBeP8+4xlBo6M/iI8TEpKhn8BbMmQmIeG/2VGjoz/A0DBns63md5++LuR8nvkRcy8t5l9azL90mHtpySH/lpYm7MUrgApsgVeqVCkUKVJEbVmbypUrB11dXYSGhqq1q5ZtbGxgbGwMa2trPHnyRG2b8PBwxMTEpLk2j4iIiIiIKDcKbIG3cePGTJc1zcDAAM7Ozjhy5Aj69esnDsMMDAyEqakpHB0dAQCNGjVCUFAQJk2aJM6kGRgYCF1dXdSrV0+rMRMRERERkbzxIrBcGDFiBK5cuYKxY8fi5MmTWLJkCdauXYthw4bByOjjhbSDBw/GmzdvMHToUAQFBWH9+vWYM2cOevToofVeRyIiIiIikrcC24OnEh8fj127duH06dO4c+cO3r17B4VCAQsLC9jb26Nly5bo0KGD2n3o8kqDBg2wbNkyLF26FF5eXrC2tsakSZMwcOBAcRtbW1usW7cOPj4+GDVqFMzNzTFgwAB4e3vneTxERERERFS4FegC7++//8aYMWMQHh4OpVKJcuXKoXTp0khOTsa7d+9w4sQJBAUFYfny5Vi4cCFq166d4+dyd3eHu7t7mnY3Nze4ublluq+zszP8/Pxy/NxERERERERZUWALvAcPHmDw4MEwMTGBj48P2rRpk6aXLiYmBocPH8bSpUsxePBg7N69W7wRORERERERkdwU2GvwVq1aBSMjI/j7+6Njx47pDsE0MTFBt27dsHPnThgYGGDNmjUSREpERERERKQdBbbAu3TpErp27Qpra+svbluiRAl07twZ//77r+YDIyIiIiIikkiBLfDCw8OzNdyyYsWKePHihQYjIiIiIiIiklaBvQYvKSlJvBVBVhgYGCA2NlaDEeVPsdGRUoegJjUlBQCgo6srcST/yW85IiIiIiLKqQJb4FHWBG5eLHUIRERERESkJQW6wHv37h2eP3+epW0jI9lLQ0RERERE8lagC7zZs2dj9uzZUoeR71hYWGLBgmVSh5FGREQ4Zs/+CQAwbdpPsLCwlDagdOTHmIiIiIiIsqrAFnhdunSROoR8S1dXF1ZWJaQOI1MWFpb5PkYiIiIiooKmwBZ4c+bMkToEIiIiIiKifKXA3iaBiIiIiIiI1LHAIyIiIiIikgkWeERERERERDLBAo+IiIiIiEgmWOARERERERHJBAs8IiIiIiIimWCBR0REREREJBMs8IiIiIiIiGSCBR4REREREZFMsMAjIiIiIiKSCRZ4REREREREMsECj4iIiIiISCZY4BEREREREckECzwiIiIiIiKZYIFHREREREQkEyzwiIiIiIiIZIIFHhERERERkUywwCMiIiIiIpIJFnhEREREREQywQKPiIiIiIhIJljgERERERERyQQLPCIiIiIiIplggUdERERERCQTLPCIiIiIiIhkggUeERERERGRTLDAIyIiIiIikgkWeERERERERDLBAo+IiIiIiEgmWOARERERERHJBAs8IiIiIiIimWCBR0REREREJBMs8IiIiIiIiGSCBR4REREREZFMsMAjIiIiIiKSCRZ4REREREREMsECj4iIiIiISCZY4BEREREREckECzwiIiIiIiKZYIFHREREREQkEyzwiIiIiIiIZIIFHhERERERkUywwCMiIiIiIpIJFnhEREREREQywQKPiIiIiIhIJljgERERERERyQQLPCIiIiIiIpnQkzqAgi45ORm1a9dGQkKCWnuRIkVw9epVAMCZM2ewePFiPHjwAJaWlujTpw8GDhwoRbhERERERCRjLPBy6dGjR0hISMC8efNQoUIFsV1H52Pn6JUrVzB8+HC0bdsWo0ePxuXLl+Hj4wNBEDBo0CCJoiYiIiIiIjligZdLd+7cgY6ODlq3bg0jI6M065cuXYpq1aph/vz5AICmTZsiOTkZv//+Ozw9PaFUKrUdMhERERERyRSvwcul4OBglCtXLt3iLiEhAf/88w9atWql1t66dWtERUXhypUr2gqTiIiIiIgKARZ4uXT37l0olUoMGjQITk5OqFu3LmbMmIGYmBiEhYUhKSkJNjY2avuUL18ewMfhnURERERERHmFQzRz6c6dO4iJiUH37t0xfPhw3Lx5E8uWLcOjR48wbtw4AICJiYnaPsbGxgCAmJiYHD2nQgEULZq2xzC/+/DBUHxsampYIM+hIGP+pcPcS4v5lxbzLx3mXlpyyL9CIXUElBMs8HJp8eLFKFq0KOzt7QEAdevWhaWlJSZOnIizZ88CABQZvDtUE7EQERERERHlBRZ4uVSvXr00bc2bN1db/rynTrVsamqao+cUBOD9+/gc7Sul6OgPao8NDQveORRkzL90mHtpMf/SYv6lw9xLSw75t7Q0YS9eAcQupFwIDw/Hjh07EBYWptb+4cPHN7SlpSV0dXURGhqqtl61/Pm1eURERERERLnBAi8XFAoFZsyYgU2bNqm1BwQEQFdXFw0bNoSzszOOHDkCQRDE9YGBgTA1NYWjo6O2QyYiIiIiIhnjEM1csLCwgIeHBzZu3AgTExM4Ozvj8uXL+P333+Hh4YHy5ctjxIgRGDBgAMaOHYsuXbrg6tWrWLt2LcaPH5/urRWIiIiIiIhyigVeLk2ePBnW1tbYtWsXVq1aBWtra4waNQqDBw8GADRo0ADLli3D0qVL4eXlBWtra0yaNAkDBw6UOHIiIiIiIpIbFni5pK+vjyFDhmDIkCEZbuPm5gY3NzctRkVERERERIURr8EjIiIiIiKSCRZ4REREREREMsECj4iIiIiISCZY4BEREREREckECzwiIiIiIiKZYIFHREREREQkEyzwiIiIiIiIZIIFHhERERERkUywwCMiIiIiIpIJFnhEREREREQywQKPiIiIiIhIJljgERERERERyQQLPCIiIiIiIplggUdERERERCQTLPCIiIiIiIhkggUeERERERGRTLDAIyIiIiIikgkWeERERERERDLBAo+IiIiIiEgmWOARERERERHJBAs8IiIiIiIimWCBR0REREREJBMs8IiIiIiIiGSCBR4REREREZFMsMAjIiIiIiKSCRZ4REREREREMsECj4iIiIiISCZY4BEREREREckECzwiIiIiIiKZ0JM6ACIiIk0yN7dAiRLW4mOiwoKvfaLCiQUeERHJWmDgQfTrNwhVqjhAT08PwcE3ERLyEO3bd5I6NCKN0tPTw5w5i8THRFQ4cIgmERHJWsWKtvj992W4f/8OgoNvwtd3CSpWtJU6rELjwoWzKFbMHCVKWMPc3ALBwTdx8OBeqcMqFA4e3Iv79++IxR1zT1Q4sMAjItIw1TAp1Rdc0q6qVR3h5TUGc+fOxNy5M+HlNQZVqzpKHVahUalSZSQnJ6Nfv0G4f/8OC2wtqljRFr6+SxAcfJM/bkiAf/tJKuyvJyLSMA6TktbBg3uhq6srLj958phDNLWoalVHjBz5scAGgClTfmCBrSUhIQ/xzTedxdz37u2JkJCHzL+W8G8/SYU9eEREGsZhUtK6ezcYW7duRO/enujd2xNbt27E3bvBUodFpHEVK9piz56d4vKePTvZg6dF/NtPUuHPCUREGvb69Svs378Ho0ePBwD8+utC1K/fQOKoCo9bt24CUGDr1o3/36L4/zbShvXrV+HixfOYMuUHAP+9/gcMGCpxZIWFIoPHpGmqIbJeXmMAQO0xkSaxB4+ISMO+/rohAEG8BgwQ/r+NtKF69RoAhE9ahP9vI+0RMnhMmhQS8hCdO3cVlzt37oqQkIcSRlS48Ppfkgp78IiINCwgYD+qVKmGq1cvAwCqVKmGgID9/KDXktat2+HatX+RmpoCANDR0UXr1u0kjqrwGDBgKL7+uiGvwZOAqgdJ1XvKHiSiwoE9eEREGla8uJVY3AHA1auXUby4lYQRFS4XLpyDIPzXayQIAi5cOCdhRIXLwYN78eTJY3H5yZPHvA5JS0JCHoq9RqreJPbgaY9q5tIpU37AlCk/iDOaEmkae/CIiDQsNTUVenp6SE5OBvBxNrXU1FSJoyo87t0LhiCkwsmpDoCPBfa9e5xkRVt0dXWxbdsm9O7tCQDYtm0TevXqI3FUhcPnM8WqCj3Sjk8LbABigc3/A9I0FnikNar7wageExUWERHhqF69ptiLV716TUREhEscVeERFRUNJ6c6GDNmEgBgyRIf3L9/T+KoCo+UlBT06tVHnOSmd29PpKSkSBwVEZF8scAjreH9YKiwKl7cCn/9dRQuLm4AoPaYNM/Xd43asqrQI+1o376T2rC08uUrsAeDCgXOoklS4bds0ioWdtJhD6p03r59AxcXN/z111EAgIuLG96+fSNxVETa8el1SMB/X3JZ5JHcfTqLJsAJhkh7+G2bqJBgD6p0xo+fiuDgm2KBV6/e1/yQp0KD1yEREWmXQvh0ajEqEFJTBYSHx0gdBhFlkaoH4/NhOvyCS0QkX3L4229paQIdHYXUYVA2scArgFjgERUsBw/uRcWKtuKHenDwTYSEPEwzwx0REcmHHP72s8ArmFjgFUAs8IiIiIhI01jgFUy80TkREREREZFMsMAjIiIiIiKSCRZ4REREREREMsECj4iIiIiISCZY4BEREREREckECzwiIiIiIiKZYIFHREREREQkEyzwiIiIiIiIZIIFHhERERERkUywwNOSAwcOoH379qhRowbatm2LPXv2SB0SERERERHJDAs8LTh06BAmTJiARo0awdfXF/Xq1cPkyZNx+PBhqUMjIiIiIiIZUQiCIEgdhNy5ubnB0dERixcvFtvGjBmDu3fv4tChQ9k+XmqqgPDwmLwMkYiIiIhIjaWlCXR0FFKHQdnEHjwNCwsLQ2hoKFq1aqXW3rp1a4SEhCAsLEyiyIiIiIiISG5Y4GlYSEgIAMDGxkatvXz58gCAR48eaT0mIiIiIiKSJz2pA5C76OhoAICJiYlau7GxMQAgJib7Qy0VCqB4cZMvb0hERERERIUKCzwNU13iqFAo0m3X0cl+J+rnxyIiIiIiIgI4RFPjTE1NAaTtqYuNjVVbT0RERERElFss8DRMde1daGioWvuTJ0/U1hMREREREeUWCzwNK1++PMqUKZPmnndHjhxBhQoVUKpUKYkiIyIiIiIiueE1eFrg5eWFqVOnomjRomjevDn++usvHDp0SO2+eERERERERLnFG51rybZt27Bu3Tq8ePECZcuWxdChQ9G5c2epwyIiIiIiIhlhgUdERERERCQTvAaPiIiIiIhIJljgERERERERyQQLPCIiIiIiIplggUdERERERCQTLPCIiIiIiIhkggUeERERERGRTLDAoyxJTU3F1q1b0aFDBzg5OaFly5aYM2cOYmJixG3OnDmDrl27ombNmnBxccG6deuy/TwxMTFo0aIFvv/++zTr/vzzT7i5uaFGjRro0qULTp48matzKqhGjhwJNzc3tbbc5H7btm1o27YtqlevjtatW2PDhg1ptinsuf/777/Ru3dv1KxZE40bN8bMmTMRGxsrrs9p/mNjYzF79my0aNECtWvXhqenJ65fv55mu8KU/61bt6Jt27aoVasWOnTogH379qmtz4u/M5s2bUrzHlLJSq4PHDiA9u3bo0aNGmjbti327NmT7Rjyk+DgYDg4OODly5dq7VnJ9Y0bN+Dp6QknJyc0btwYixYtQlJSUrae/8SJE3BwcEjTnpXPnazGmZ9llP9Dhw6ha9eucHJyQrNmzTB16lSEh4erbaPJ/H8uvc8eQL75/9Ts2bNRrVq1NO2azv+XPnuAgp9/0hCBKAtWrlwpVK1aVViwYIFw9uxZYdOmTUK9evWEgQMHCoIgCJcvXxYcHByECRMmCCdPnhQWLVok2NvbC2vWrMnW80ybNk2ws7MTpk2bpta+evVqoWrVqoKvr69w4sQJwdvbW6hWrZpw5cqVPDvHgmDPnj2CnZ2d0LJlS7EtN7lft26dUKVKFWHx4sXCuXPnhIULFwp2dnbCli1bxG0Ke+6vXr0qODg4CN7e3sLZs2eFLVu2CM7OzsKYMWMEQchd/seNGyfUqlVL2LRpk3D69Glh4MCBQq1atYTQ0FBxm8KU/23btgl2dnbC3LlzhbNnzwqzZ88W7OzshICAAEEQ8ubvzJEjRwQHBwe195BKVnIdEBAg2NvbC7/88otw6tQpYcaMGYKdnZ1w6NCh3CdAAg8fPhSaNGki2NnZCS9evBDbs5Lrx48fC7Vr1xYGDRoknDhxQli7dq3g6Ogo/Pzzz1l+/suXLwu1a9cWqlatmmbdlz53shpnfpZR/g8ePCjY2dkJP/zwg3D69GnB399faN68ufDNN98ICQkJgiBoPv+fSu+zR7W/HPP/qUuXLglVqlRJkyNN5/9Lnz2q/Qty/klzWODRF6Wmpgp169YVfvrpJ7V21QfQ7du3hX79+gndu3dXW+/j4yM4OzuLH0ZfcuLECcHJyUmoU6eOWoEXGxsr1KlTR5g/f75aTD169BAGDRqUizMrWF6+fCnUrVtXaNq0qdqHbE5zHxMTI9SqVUtYvHixWvu4ceMELy8vQRCYe0EQBA8PD8HDw0NITU0V2zZt2iS4uroKcXFxOc5/fHy8ULVqVWHZsmViW0xMjFCjRg2xrbDlv2fPnoKnp6da27fffiv06dNHEIScv9YFQRDevXsnzJo1S7C3txfq1q2b5otqVnPdsmVLtS9YgiAIo0ePFtq0aZP1E80HkpKShE2bNglOTk5CvXr10nzBzUqup02bJjRr1kwt95s3bxaqVq0qvHz5MtPnj4+PF3x9fQUHBwehXr16ab7gZuVzJ6tx5kdfyn/Hjh2FIUOGqO3z77//CnZ2dsLRo0cFQdBs/j+V0WePIMg3/yqxsbGCq6ur0LRp0zQ50nT+v/TZIwgFN/+keRyiSV8UGxuLjh074ptvvlFrr1ixIgDg/v37+Oeff9CqVSu19a1bt0ZUVBSuXLnyxed4//49pk+fjokTJ8LMzExt3bVr1xAdHa12fIVCATc3N5w/fx6JiYk5PbUCZfr06WjUqBEaNGggtiUkJOQ492fOnEFcXBy+/fZbtfaFCxdi+fLlAJj7iIgI/PPPP+jduzcUCoXY7uHhgWPHjkFHRyfH+U9KSkJqaipMTEzEtiJFisDAwADv3r0DUPjyn5CQAGNjY7W2YsWK4d27d7l6rQPAhg0bcOTIESxevBguLi5p1mcl12FhYQgNDU03hpCQEISFhWX3lCVz+fJlLFiwAAMHDsSECRPU1mU112fPnkWLFi2gVCrFbdq0aYOUlBScOXMm0+cPCAjAn3/+ialTp6JPnz5p1n/pcyc0NDTXrwkpZZZ/QRDQsGFD9OjRQ63903MHNJv/T6X32QPk7vNHapnl/1Pz5s1D8eLF4e7unmadJvP/pc8eIyOjAp1/0jwWePRFJiYmmD59OurUqaPWfuzYMQBAtWrVkJSUBBsbG7X15cuXBwA8evToi88xc+ZM2NraolevXmnWhYSEAPjvw+3T4ycnJxeoL1U5tWPHDty6dQs//PCDWntYWFiOc3/37l0UK1YML168QK9eveDo6IhmzZqpXYNX2HN/7949CIKAokWLYsyYMahVqxbq1KmDH3/8ER8+fMhV/k1NTdGlSxf8+eefuH79Ot6/f4+FCxciNjYW7dq1A1D48t+3b1+cPn0ahw4dQkxMDA4fPowTJ06gU6dOuco1AHzzzTc4evQo2rZtm+76rORatU1u/tblF7a2tjh27BhGjhwJXV1dtXVZyXV8fDxevHiRZhsLCwuYmJh8MRf169fH8ePH4eHhke76L33uVKpUKdevCSllln+FQoHJkyejZcuWau2fnrum86+S0WcPkLvPH6llln+Vs2fPYu/evZgzZw50dNS/Lms6/1/67AEKdv5J8/SkDoAKpmvXrmHVqlVo2bIloqOjAUCtJwKA+Ev85xfEf+7o0aM4fvw49u/fr/ZLlYpq/89/2Vctf37Bsdw8e/YMc+bMwZw5c2BhYaG2Lje5j4iIQFJSEkaMGIHBgwdj9OjROHr0KH755ReYmJjA3d290Oc+IiICADBlyhS4ubnht99+w927d7FkyRIkJCSgZ8+eAHL+2h87diyGDh2K7t27A/j4xW7WrFmoXbu22v6FJf/t27fHhQsXMGbMGLGtS5cuGDx4MK5evQog57n+/EvQ57KS69z+rctPihcvnuG6rJxnRtuotvtSLkqXLp2teAH1zx1bW9tcvyaklFn+0xMaGop58+bBwcEBjRs3xtu3bwFoNv+ZffYAufv8kdqX8h8dHY3vv/8eo0aNSvdvh6Zf/1/67Jk7d26Bzj9pHgs8yrbLly9j+PDhKFOmDGbNmiX+SpRecQYAOjo6EAQBKSkpau26urqIjIzEjz/+iEmTJqFMmTLp7i8IQrrHFgQh0+eVA0EQMG3aNDRr1gytW7dOdz2Qs9wnJSUhNjYW48aNE4eINGjQAM+fP8eyZcvg7u5eqHMPQJwNrXbt2vjxxx8BfMyRIAiYN2+eOIQqJ/mPiIhAjx49oFQqsXDhQlhaWiIwMBA//vgjihQpgnbt2hW6/I8YMQJXr17F1KlTUa1aNVy7dg0rVqyAiYmJ2KuZk1xnJU9ZyXVGeVe1f/4rf0GV1b8rGW0jCIKYi+TkZLV1Wf3/+NznnztZjVMOHj58iEGDBkFPTw9LlizRSv6/9Nmj2iajGICCnf/Zs2ejZMmS6N+/f7rrNZ3/L332eHl5yTr/lHss8ChbAgICMGXKFFSoUAFr1qyBubm5+Evi578WqZZNTU1x6dIl9O3bV239hg0bsHnzZtja2qJbt25qfwgFQUBycjL09PRgamoKQRAQGxur9kuVqvfC1NRUI+eaH2zevBl3797F/v37xfyo/qgnJyeL556T3Kt+5WvWrJnauiZNmiAoKAjR0dGFOvfAf7+ENm3aVK29cePGmDt3Lm7cuAEgZ/m/evUqXr58iaNHj6Js2bIAPn6AR0dHY+bMmWjTpk2hyv+VK1dw5swZzJkzR7zepV69ejAzM8OMGTPQrVs3ADnLdf369b/4/FnJdUbvN7n9f2Tl74oqR+n1EsTFxcHU1BRPnz6Fq6ur2rpP/3+zKr3PnazGWdBdvHgR3t7eKFKkCP7880+UK1cOADSe/y999ujq6so2/0FBQTh48CB27dqF1NRU8R/w8dx1dHQ0nv8vffbcvXtXHIopt/xT3mCBR1m2fv16zJs3D/Xq1YOvr6/4x6NcuXLQ1dUVL/xWUS3b2NigatWq2Llzp9p6GxsbBAYGAgAcHR3V1u3atQu7du3C8ePHxeERoaGhavehefLkCZRKJUqVKpW3J5qPBAYGIjIyEo0bN06zzsHBAT/99FOOc//gwQMASDNRh+qXQ4VCUahzDwAVKlQAkHGOypQpk+P8Hzx4EFZWVmJxp+Ls7IwDBw4gIiKiUOX/+fPnACAOT1VxdnYG8PFeVTnNdVZkJdeqX8pDQ0Nhb2+vtk12niu/y8rfdGNjY1hbW4vnrhIeHo6YmBjY2NigRIkSaf4/MhqpkZGMPneyGmdBFhAQgEmTJsHGxgZr1qyBtbW1uE7T+f/SZ8+cOXPQvn17WeY/MDAQCQkJaSb4AT6e+8iRI+Ht7a3R/H/ps0ehUMj+9U+5wwKPsmTHjh2YO3cu2rVrh3nz5qnNGmVgYABnZ2ccOXIE/fr1E78EBQYGwtTUFI6OjjAyMkL16tXTHPfzP37Ax2FaNWrUwIgRI1CiRAlYWlqiSJEiCAwMFL94CYKAo0ePom7dumqxyM3PP/+c5jorX19fBAcHY/ny5ShTpgwOHTqUo9w3adIEAHDw4EGMGjVKbA8KCoK9vT1MTEzg5ORUaHMPfLwQv3Tp0ggICFCbbTQoKAh6enpwcnLK8WvfxsYGO3bswOPHj8UPcwD4999/YWJigqJFixaq/Ku+jPz9999p8gF8nPwkp7nOiqzkunz58ihTpgwOHz6sdsPnI0eOoEKFCrIpuLPyNx0AGjVqhKCgIEyaNEl8LQYGBkJXVxf16tWDUqnM8f8HkPnnTnbiLIhOnz6NiRMnonbt2vjtt9/SvdZLk/nPymePXPM/cuTINJOf+Pn5YdeuXdi+fTtKlCgBQLP5z8pnj1zzT3mDBR59UXh4OH755ReULl0aHh4euH37ttr6cuXKYcSIERgwYADGjh2LLl264OrVq1i7di3Gjx8PIyOjDI+d3h8/pVIJc3NztXUDBw7EihUroKuri5o1a2LXrl24deuW2oyPcvT5jH7Ax2njP/3gyGnuy5Urh969e2PlypXQ09NDrVq1cPDgQVy4cAErVqwAABgZGRXa3AMffyWdMGECxo0bhwkTJsDd3R03b97Eb7/9Bk9PT1hYWOQ4/926dcPGjRsxdOhQeHt7w9LSEn/99Rf27NmDCRMmQF9fH/r6+oUm/w4ODmjZsiVmz56N2NhYVK1aFTdv3oSvry+aNm2KmjVr5jjXWZHV17qXlxemTp2KokWLonnz5vjrr79w6NAhLF68OLcpyFeykuvBgwfj4MGDGDp0KPr164fHjx9j0aJF6NGjR66L3ax87uTm/ZefJSYm4vvvv0eRIkUwfPhwcbSFyldffQVra2uN5j8rnz1Azj9/8rMyZcqk6Wk7ceIEAPXvLJrMf1Y+ewB55p/yiIbur0cysnv3bsHOzi7Df3v27BEEQRCOHDkifPPNN4KDg4Pg4uIirF27NkfP16JFC7UbnQvCx5ve+vr6Cs2aNROqV68udOnSRThx4kSuz60gmjx5cpqbzeY09ykpKcLvv/8uuLi4CI6OjkKHDh2EwMBAtW2Ye0E4evSo0LlzZ8HR0VFo1qyZsGLFCiElJUVcn9P8v3z5Uhg/frxQr149oVatWoK7u7tw4MABtW0KU/4TEhKEhQsXCs2aNRMcHR2F1q1bC8uWLVO7YW9e/J1J7z0kCFnP9datWwU3NzfB0dFRaNu2rbB79+5sx5Cf7Nq1K90bPWcl13///bfQvXt3wdHRUWjSpImwcOFCITExMVvPv3Tp0jQ3es7q505W48zPPs//pUuXMj13X19fcV9N5T89Gb1v5Jb/9GSUI03n/0ufPYJQ8PNPmqEQhP+/apaIiIiIiIgKNM6hSkREREREJBMs8IiIiIiIiGSCBR4REREREZFMsMAjIiIiIiKSCRZ4REREREREMsECj4iIiIiISCZY4BFRphITE7Fq1Sp07NgRtWrVQu3ateHu7o5Vq1YhISEhzfYxMTGIiIjI8XO9evVKXPb394e9vT0uXryY4/gLks/P9+LFi7C3t4e/v3+2jxUWFpbX4WmdFOfg4uICT0/PPNsup8LDwxEXF6ex42fH5+/pKVOmwN7eXpJYli1bBnt7ezx9+jRb+2X3b8mXXntPnz6Fvb29+G/r1q3Ziie7EhIS1J5v2bJlGn0+IirYWOARUYaSk5MxaNAgLFu2DDVr1sTEiRMxZswYlClTBosWLUK/fv2QmJgobn/z5k20bdsW9+/fz/ZzPXv2DB06dMDZs2fFtrp168LHxwe2trZ5cj4Fja2tLXx8fFC3bt1s7bdixQoMHDhQQ1Fpx65du9C+fXupw8jQtGnTMHz4cI0c++TJk2jTpk2OfyjJS7l5T2uCm5sbfHx8YGFhobHnGDRoEHx9fbMVT4MGDTQWDwDo6+vDx8cHU6dO1ejzEJE86EkdABHlX4cOHcKlS5ewbNkytGrVSmzv27cv1qxZg/nz52Pnzp349ttvAQD37t3D69evc/RcT58+xePHj9XaypYti7Jly+Y4/oKuePHi6NSpU7b3O3/+PFJSUjQQkfb8/fff6fYQ5xctW7bU2LGvX7+OqKgojR0/O3LzntaEKlWqoEqVKhp9jjNnzqBLly5Z2tbe3j5H79Hs0tHRQadOnfD06VPMmTNH489HRAUbe/CIKENXr14FADRq1CjNOg8PD+jr6+Pff//VclRERERElBEWeESUIWNjYwDA9u3b06wzMjLClStX4OPjA+DjtTGq4UN9+/aFi4uLuO358+cxePBg1K9fHw4ODmjSpAlmzJgh9lL4+/ujb9++AICpU6eK1/ekd91MfHw8Fi5cCBcXFzg6OsLFxQULFixAfHy8uI1qvzt37mD8+PGoW7cunJyc4OXllebanSdPnmDy5Mlo2rQpHB0dUa9ePQwfPlxtSJrqeIGBgXBxcUHNmjUxe/Zs1KhRA6NHj06Tmy1btsDe3h4PHjzIMLfh4eGYOnUqvv76a9SpUwczZsxQG+4KpH8N3qVLl+Dh4QFnZ2c4OTmhV69e+Ouvv8T1Li4uuHTpEp49e6Z2rU5SUhJWrlwpXktZo0YNdOzYETt37lR7Tnt7e6xatQrr169Hy5Yt4ejoiA4dOuDQoUNpzuHkyZPo06cPnJyc0KhRI4wdOzZNfoOCgtCrVy/UrFkTdevWhbe3Nx49epRhXgDA09MTu3fvFuOZMmWKuO6ff/5B//794eTkBCcnJ/Tt2xd///13psfLyb47duyAq6srqlevju7du+P06dNq69O7Bu/q1asYMGCAePyBAwfi+vXraY597do1DBkyBHXr1kX9+vUxdOhQ3L17F8DH69uWL18OAHB1df3idX53797Fd999B2dnZ9SoUQM9evTAsWPH1Lbx9PTEoEGDcOrUKbi7u6N69epo3rw5li1bhtTU1AyPndl7GgBu3LgBT09P1KhRA40aNcLs2bPT9Lq+fPkSkyZNwtdff43q1aujc+fO2LdvX6bnpMpDmzZtsHnzZtStWxd169bFqVOn0r0G79WrV5g4caL4Xpo4cSKOHTuW7jV34eHhmDBhApydnVG7dm14eXnh+fPnAP67rg4Adu/enePrf/fu3YuuXbuiVq1aaNq0KWbMmCEOt1U9x759+zBv3jw0bNgQTk5O+O677xAREYHr16+L75fWrVsjICAg289PRMQhmkSUoY4dO2L9+vWYN28e/P390bJlSzRo0ABOTk5QKpVQKpXitm5ubnjz5g22b9+O4cOHo3r16gA+DncaMmQIateujVGjRkGhUODs2bPYvn07kpKSMGfOHNStWxfDhw/H77//jp49e6JOnTrpxpOYmIgBAwbg33//hbu7OxwdHXH9+nWsXr0aly9fxoYNG6Cvry9uP2LECNja2mLs2LEICwvDn3/+iVevXolFzdu3b9GjRw+YmJigT58+MDc3R3BwMPz8/PDw4UMEBgZCR+e/38GmTp0KT09PmJqaolatWnjx4gVOnjyJ+Ph4GBkZidsFBATA3t4elSpVSvc8EhIS0KdPHzx9+hR9+/aFlZUVdu/e/cUvcyEhIRg2bBiqVq2KsWPHAgD8/Pzw3XffYdOmTXB2dsa0adOwcOFCREZGqhXLU6dOxaFDh9C7d294enoiMjISfn5++P7771GuXDnUq1dPfJ6tW7ciNTUVHh4eMDQ0xJ9//omxY8fC1tYWdnZ2AICDBw9i/PjxqFy5Mry9vZGUlIR169bhxo0b8Pf3h5mZGfz9/TFt2jQ0aNAAEydOxPv377F161b06NEDfn5+sLGxSfc8hw8fjtTUVPzzzz/w8fFBuXLlAADHjx/HyJEjUa5cOYwYMQLAx0Ksf//+WLp0KVxdXTPMXXb2vXnzJq5fv46+ffvCwsIC27Ztw7Bhw7BmzRo0bNgw3eOfPXsWw4YNQ5UqVTB69GgkJibC398fHh4eWL9+PZydnQH8V2SWKFECgwYNgqGhITZs2IC+ffti165d6NmzJ2JiYnD06FFMnToVlStXzvCcVDGamJhgwIABMDY2xt69e+Hl5YUZM2bAw8ND3PbevXsYM2YMevbsiZ49e+LAgQNYvnw5LCws1Lb7VEbvaZV+/fqhY8eOaN++PU6cOIE///wTgiDg+++/B/Cx8OrevTsEQYCnpyeKFi2K48ePY+LEiXj9+jUGDx6c4bkBwIsXL+Dr64uRI0fi9evXqFmzJq5du6a2TUxMDPr06YM3b96gX79+MDc3x44dO3Dq1Kl0jzlt2jQ4OztjwoQJePDgAbZs2YKnT59i7969sLCwgI+PDyZNmgRnZ2f06NEj29f/rl69GgsWLECdOnUwbtw4hIeH488//0RwcLDaRCwLFiyAlZUVRo4ciQcPHmDz5s2IjIxESEgI3N3d0aFDB2zYsAGTJk2Cg4MDypcvn604iKiQE4iIMhEUFCQ0aNBAsLOzE//VqlVLGDdunBASEqK27a5duwQ7OzvhwoULYtugQYOEFi1aCAkJCWrb9ujRQ3BychKXL1y4INjZ2Qm7du3K8HhbtmwR7OzshPXr16sda/Xq1YKdnZ2wefNmtf1Gjhyptt2MGTMEOzs74dGjR4IgCMLKlSsFOzs74cGDB2rbLViwQLCzsxNu3rypdrzJkyerbRcYGCjY2dkJBw8eFNtevnwpVKlSRVi5cmX6CRUEYePGjYKdnZ1w9OhRsS02NlZo166d2vl+npNVq1YJdnZ2Qnh4uLhfRESE0KpVK2HDhg1iW58+fYQWLVqIy69fvxbs7e2FBQsWqMXx8OFDwc7OTpg5c6bYpvr/ff36tdj277//CnZ2dsKiRYsEQRCElJQUoVGjRkKHDh2E+Ph4cbuzZ88KdnZ2wqZNm4To6Gihdu3awtixY9We8/Xr10LdunWF7777LsP8CIIgTJ48WbCzsxOXk5KShKZNmwrNmjUToqOjxfb3798LTZo0EZo0aSIkJiame6zs7NuiRQvBzs5OOHHihLhdZGSkUK9ePaFLly5iW4sWLYQ+ffqI+XB1dRV69eolJCcni9vExsYKbm5uQqdOncS2bt26CY0aNRIiIiLEtpCQEKFKlSrCvHnzBEEQhKVLlwp2dnZCWFhYpjnq3r27UKtWLeHFixdi24cPH4QuXboINWrUEF8nffr0Eezs7ITjx4+rbVe3bl2hZ8+emT5Heu9p1f/Np+/DlJQUwc3NTWjWrJnadvXq1RNevXqldsxx48YJjo6Owtu3bzN8XtVzfPr3QBDS5mb58uWCnZ2dcPbsWXGb6OhooXnz5mpxq85jxIgRasebMmWKYGdnJ4SGhopt6b3XPxcWFibY2dkJS5cuFdvevXsnVK9eXRg0aJDa68DPz098Tan2a9q0qdp7p2vXroKdnZ2wZcsWsU31ftq+fXumz0tE9DkO0SSiTDVv3hxBQUFYvHgxOnXqBCsrK8TFxeHAgQPo1KkTLl26lOn+K1euxK5du9R6+yIjI2FiYpLtaeD/+usvmJiYpOlxUPViHD9+XK29bdu2astVq1YF8LHnDgCGDh2Kc+fOqf1K/+HDB7HX7vP4GjdurLbcvHlzmJqa4vDhw2LboUOHIAhCpjNAnjp1CsWLF1ebqKNIkSLo3r17hvsAQMmSJQEAM2fOxM2bNwEA5ubmCAwMzHQon5WVFS5fvozvvvtObBMEAcnJyQCA2NhYte3r1KkDKysrcVmVtzdv3gD42MP15s0b9OjRA4aGhuJ2DRs2xI4dO9CpUyecPXsWMTExaNmyJSIiIsR/urq6+Prrr3HmzBnx+bPi9u3bePnyJTw8PGBiYiK2m5mZoU+fPnj16pWYk9zuW7lyZTRr1kxcLlasGDp06IBbt26JOfj8+GFhYWjZsiXev38vnuuHDx/QokULBAcH4+XLlwgPD8eNGzfQoUMHmJubi/vb2Nhg165dGDJkSJbz8fbtW1y7dg2dOnUSXxcAYGBggEGDBuHDhw84d+6c2G5kZITmzZurbWdjYyO+F3Li09e4jo4OR8CLCAAADW5JREFUqlWrJh4vNTUVx44dg7OzM/T09NReA61atUJiYqLajLkZ+fw997ljx47Bzs5OrWfVxMQEvXv3/mLMAMReyfT+X7Pr3LlzSEhIgIeHB3R1dcX2jh07wt/fX62XvEmTJmrvnQoVKgD42GuqUqZMGQDIV5PcEFHBwCGaRPRFBgYGaNeuHdq1awcAuHXrFtatW4cDBw7gxx9/TPf6LBVdXV2EhYXh119/xYMHDxAaGqp2r7vsePr0KcqWLas2DBMAlEolypYti2fPnqm1f/olWrUdALUZJpOSkrB48WLcunULoaGhePr0qbj+8+uTLC0t0xzPzc0NAQEBiIuLQ5EiRXDw4EE4OTmhdOnSGZ7Hs2fP0p0dNKMhiypt2rTB0aNHERAQgICAAFhZWaFZs2bo0qWLOAQwI0qlEvv27cOZM2fw+PFjPHnyRCzsBEFQ2/bzKehVeVPlQ5Xn9IaN1ahRAwAQGhoKAOJQ0vRERESgRIkSmcatorrmKr0cVaxYEQDw/PlzODk55XpfVdunVMNEnz17plb8Av+dq4+Pj3hN6udevHgBXV1dCIKQbt6qVauW7n4ZUf0fpHdOqh8sVNeWAR+L1E+HGwMf/18zuwbvSz5/PxgaGiIpKQnAxx9xoqOjcezYsTTXBKq8ePEi28/xucePH6dbBKb3fwikfW2riixV3LmR0fvCwMAADg4Oam2fn5eenl6adtX/1+fvTyKiL2GBR0TpiouLw8qVK+Hg4KB2iwQAcHBwwMKFCxEVFYVTp04hMjIyTTGlsm3bNvz444+wsbGBs7MzWrVqhZo1a2Ljxo3Yv39/tmLK7ItOampqmsLv8y+0n7t58yY8PT1haGiIhg0bomvXrqhWrRpCQ0Pxv//9L8326R1P9ev8iRMnUKNGDVy/fh0zZszI9HkVCkW6twD40hc5fX19LF26FHfv3sXRo0dx6tQp+Pv7Y+fOnRg/fjyGDh2a7n6JiYkYNGgQLl++jPr166NBgwbo378/6tWrp9ark9l5fkpVFGS2nWqbmTNnij0RnytatGimz/OpzHKjWvf5/39e7KuS2Tmr1o0ePRq1atVKd/+KFSuKk8t8Kb9Z8aX3AqB+TnnxnJ/L7JiqH0lat26NXr16pbtNVm6B8mlPWHqSk5PVRgeoGBgYpLu9JvKgkpX3hYqqoPucQqHI05iIqHBigUdE6TIwMMDatWvh5OSUpsBTqVSpEk6fPq021OhTCQkJmDt3LurXr49169apfan59ddfsx1T6dKl8e+//yIpKUnty2tiYiKePn36xV6sz/n4+ECpVOLgwYNqv+z//vvvWT5G/fr1YWVlhePHj+PNmzfQ09NLMzT0c2XKlME///yD5ORktZyEhYVlut/z58/x/PlzODs7w97eHiNHjsTLly/Rr18/rF27NsMCLyAgAJcuXcIvv/yCbt26ie057Un96quvAHycgfTzW2hMnToVtWvXFnswLSws0kxMcvHiRaSmpqb7xTwjquOFhISkWacqnD4dqpibfT/vCQY+niuQflGiOn6RIkXSnOv169fx/v17GBoaquXtc/Pnz0fRokUz/D/M7Tlpm4WFBYyMjJCcnJwmJ8+fP8ft27fVJibKqbJly6Y7K2t6Oda0T/9/VUMugY9/nyZOnIgOHTpo/B5+REQAb5NARBnQ1dVFu3btcOnSJezduzfN+nfv3iEwMBANGzYUv6ipfrlW/ZL94cMHxMfHo0KFCmqFTHBwsHjtnuo6LNUv9ZkNGXNxcUFMTAw2b96s1r5lyxbExsam2xuVmXfv3sHCwkKtuIuOjhan6M/KzcJ1dHTQvn17nDlzBidOnMDXX3+dZhjY51q1aoXo6Gjs2LFDbEtKSoKfn1+m+/3+++/o37+/WmFWsmRJWFtbq/Ua6OjoqOXx3bt3AJBmVs8NGzYAQLauhQMAR0dHWFhYwN/fX+3WDleuXIG/vz/i4uLQsGFDGBgYYM2aNWrD3169eoXvvvsOCxYsyLS34vPXkoODA6ysrLB161bExMSI28XExGDLli2wsrKCo6NjusfK7r63bt3C7du3xeW3b99i3759cHZ2Tren2tHREVZWVti4caPa9YwxMTEYM2YMpk6dCl1dXVhbW6NKlSo4ePCgWhxhYWHYsGGDeP1aVobmqWLet28fXr58KbYnJiZi/fr1UCqV6d6/Mrs+/3/IKj09PTRt2hQnT57EnTt31NbNnTsXXl5eiIyMzHV8bm5uuH37ttr9OBMTE9Pc/iM7Pn//ZFXDhg2hr68PPz8/tf+7w4cPq12nS0SkaezBI6IMTZkyBdevX8ekSZOwb98+NGnSBCYmJggNDYW/vz+SkpLUhiOqCputW7fi7du36NChA2rWrAl/f3+YmJjAxsYG9+/fx44dO8QvjrGxsShatKj4xXnfvn0QBAFdunRJE0/37t2xe/duzJ07F/fu3YOjoyNu3rwJf39/1KxZ84uTlHyuadOmWL16NUaPHo3GjRvjzZs32Llzp/hF+/PJRzLyzTff4I8//sC5c+cwb968L27fqVMn+Pn5YebMmXj48CEqVKiAffv2fXGiBw8PD+zduxceHh7o2bMnihYtigsXLuDixYsYNWqUuJ2FhQX+/vtvrF+/HrVr10bDhg2hp6eHSZMmwcPDA3p6eggKCsKZM2egr6+f5fNUUSqVmDJlCiZPnozevXujY8eOiI2NxYYNG2Bra4vu3bujSJEiGDduHObMmYOePXuiY8eOSE5OxpYtW5CQkIDJkydn+hyq19LSpUvFYaU//PADxowZg65du4o9kTt37sTr16+xdOnSDIfG6evrZ2vfokWLYtCgQRgwYAB0dXWxefNmJCcni/eEy+z47u7u6NatGwwMDLBjxw48f/4cCxYsEH/gmDp1KgYPHoyuXbuie/fu0NHRwaZNm2BmZiZOsqI69zVr1qBp06YZ3v5h+vTp6NevH7p164bevXvD2NgY+/btw61btzB9+nSYmZllmuOsSO89nVUTJkzAxYsX4eHhAQ8PD5QqVQonTpxAUFAQevbsmektILJq4MCB2Lt3LwYMGCDe1mLv3r1ir15OhjxaWFjg0qVL8PPzQ+PGjVGqVKks7WdpaQkvLy8sWbIEAwcORMuWLfHy5Uts2rQJ9evXR4sWLbJ03SERUW6xwCOiDKl6af744w8cP34cvr6+iI+PR4kSJdCqVSsMHz5cbZKMBg0aoG3btggKCsKFCxfQqlUr/Prrr5gzZw527dqFxMRElC5dGkOHDoWtrS28vb1x4cIFtG7dGra2tvD09IS/vz9u3LiB+vXrp4lHqVTijz/+gK+vLw4dOoR9+/ahZMmSGDZsGEaMGPHF66g+5+3tjZSUFAQEBCAoKAglSpRAw4YNMXDgQLRv3x4XLlxQm9UuI9WrV0eFChXw4sULtZkxM6Krq4s1a9Zg8eLFOHToEOLi4tC0aVP0798/00lJ7O3tsX79evj6+mLdunWIiYlBhQoV8MMPP6jNLDp48GDcvXsXCxcuhLu7O/73v/9h6dKlWL58ORYtWgRjY2NUrlwZ69evx5YtW3Dp0qU0w16/pFOnTjAxMcHKlSuxcOFCmJmZoUWLFhg/fjyKFCkCAOjfvz+sra2xfv16LF68GIaGhnBwcMD8+fMzvNehSu/evXHhwgWsWbMGN27cQIMGDdC6dWusW7cOK1asgK+vL/T09FCzZk388ssvXxyem519mzRpgurVq2Pt2rV49+4datasiSVLlmTYQ/jp8X/77TesWLECOjo6qFy5Mn777Te0aNFC3O7rr7/Gn3/+iaVLl8LX1xcGBgaoW7cuJk6cKE7e0r59exw5cgT+/v64dOlShgWek5MTtm7diqVLl2LdunVITU1FlSpV4Ovrm6XXYVak957OqnLlysHPzw9Lly6Fn58f4uLiULZsWfF+knmhaNGi2LRpE+bOnYuNGzdCoVCgVatW+OabbzBv3rxsDQNWmTBhAhYuXIiZM2di5syZ6Ny5c5b3HTFiBKysrLBhwwbMnTsXVlZW6NGjB7y9vb94PSERUV5RCJyeiYgo19q2bQt7e3ssWbJE6lBIC1q0aIGyZcuKw1xJGhEREShatGia4mndunWYN28ejh07lqXJXLLr6dOncHV1xciRI+Ht7Z3nx89vz0tEBQuvwSMiyqVLly4hJCQE7u7uUodCWhITEyP2VJJ05s2bhwYNGuDDhw9iW0pKCg4fPgwLC4tMb1dCRCRXHKJJRJRDe/bsQVBQEM6ePYsqVaqgSZMmUodEGqaakTQqKoozIuYDHTt2xN69e9G3b1907NgRCoUCgYGBuHbtGmbNmqXR2yIAwN27d7F3717UrFlTbebMvJaamor9+/fnycQ0RCR/LPCIiHJIV1cXp06dgo2NzRdnhSR52Lt3Ly5dugQXFxcMGjRI6nAKvUaNGmHVqlVYvXo1li5diqSkJNjb22PZsmXZul4wp44ePYqjR4/ip59+0miBl5SUhEmTJmns+EQkL7wGj4iIiIiISCZ4DR4REREREZFMsMAjIiIiIiKSCRZ4REREREREMsECj4iIiIiISCZY4BEREREREckECzwiIiIiIiKZ+D83lWC1/4efpAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_ax='Right_binned_label'\n", "\n", "data_c_plot=gdf[gdf.Right_binned_label.notnull()]\n", "data_c_plot=data_c_plot[(data_c_plot.distance_stationary>20) & (data_c_plot.distance_stationary<160)].copy()\n", "for col in data_c_plot.dtypes.loc[lambda x: x == 'category'].index:\n", " data_c_plot[col] = data_c_plot[col].cat.remove_unused_categories()\n", "\n", "\n", "x_ax_ordered_str=data_c_plot[x_ax].unique()\n", "\n", "fig, ax =plt.subplots(\n", " figsize=(12,8),\n", " )\n", "\n", "### add boxplot left\n", "ax1= sns.boxplot(\n", " data=data_c_plot, x=x_ax, y=\"distance_overtaker\",\n", " # notch=True, \n", " showcaps=False,\n", " flierprops={\"marker\": \"x\"},\n", " #order = x_ax_ordered_str,\n", " boxprops={\"facecolor\": (.4, .6, .8, .5)},\n", " medianprops={\"color\": \"k\"},\n", " ax=ax)\n", "\n", "### add labels to ax1\n", "# medians\n", "medians = data_c_plot.groupby([x_ax])['distance_overtaker'].median()\n", "#medians=medians.reindex(x_ax_ordered_str)\n", "vertical_offset = data_c_plot['distance_overtaker'].median() * 0.02 # offset from median for display\n", "\n", "for xtick in ax1.get_xticks():\n", " ax1.text(xtick+0.25,medians[xtick] + vertical_offset, int(medians[xtick]), \n", " horizontalalignment='center',\n", " size='small',\n", " color='k',\n", " weight='semibold')\n", " \n", "# counts on top \n", "counts = data_c_plot.groupby([x_ax])['distance_overtaker'].count()#.astype(int)\n", "#counts=counts.reindex(x_ax_ordered_str)\n", "#vertical_offset = 0.99 # offset from median for display\n", "\n", "for xtick in ax1.get_xticks():\n", " ax1.text(xtick,300,\"n=\" +str(counts[xtick]), \n", " horizontalalignment='center',\n", " size='small',\n", " color='k',\n", " weight='semibold',\n", " bbox=dict(facecolor='w'))\n", "\n", "\n", "### add CI\n", "ax2= sns.barplot( \n", " data=data_c_plot, x=x_ax, y=\"distance_overtaker\",\n", " #palette=\"Blues\", \n", " #order = x_ax_ordered_str,\n", " alpha=0.0,\n", " capsize=.1, n_boot=1000, ci=95,\n", " errcolor= 'red', #errcolor='.26' =\n", " errwidth=0.7, \n", " ax=ax)\n", "\n", "\n", "ax1.set(title='Boxplot with 95% CI')\n", "ax1.set_ylabel('Distance overtaker [cm]')\n", "ax1.set_xlabel('Stationary distance to object on the right [cm]')\n", "#ax.set_xlabel(str(x_ax) + ' [m]')\n", "\n", "ax1.set(ylim=(0, 315))\n", "\n", "\n", "\n", "#add overall title\n", "ax.text(x=0.5, y=1.15, s='Overtaking distance and stationary distance to object on the right', fontsize=28, weight='bold', ha='center', va='bottom', transform=ax.transAxes)\n", "ax.text(x=0.5, y=1.10, s=\"OBS-Data: ADFC Brandenburg, Radentscheid Essen, ADFC BW, OBS-Portal, ADFC Darmstadt, ADFC Osnabrück (n=\" + str(counts.sum())+')', fontsize=13, alpha=0.9, ha='center', va='bottom', transform=ax.transAxes)\n", "\n", "#fig.show()\n", "#fig.savefig(\"plots/OBS_analysis_leftright_allPortal.png\", dpi=300, bbox_inches=\"tight\") " ] }, { "cell_type": "code", "execution_count": 38, "id": "0dfd83c2-c9b4-4b00-a9f6-eb89eed6cc79", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\simon\\AppData\\Local\\Temp/ipykernel_8696/75437982.py:32: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " ax.set_yticklabels(['{:.0%}'.format(x) for x in vals])\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.1, 'OBS-Data: ADFC Brandenburg, Radentscheid Essen, ADFC BW, OBS-Portal, ADFC Darmstadt, ADFC Osnabrück (n=26597)')" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#anteil_zunah.plot(kind='bar')\n", "\n", "data_c_plot['zuNah']=data_c_plot.distance_overtaker.apply(lambda x: 1 if x<=150 else 0)\n", "# anteil zunah?\n", "anteil_zunah=data_c_plot.groupby('Right_binned_label')['zuNah'].sum() / data_c_plot.groupby('Right_binned_label')['zuNah'].count()\n", "anteil_zunah\n", "\n", "fig, ax =plt.subplots(\n", " figsize=(12,8),\n", " )\n", "ax= sns.barplot(data=anteil_zunah.reset_index(), x='Right_binned_label', y='zuNah', color='#0058A9')\n", "\n", "### add labels to ax\n", "# share\n", "share = anteil_zunah.reset_index()['zuNah']\n", "#medians=medians.reindex(x_ax_ordered_str)\n", "#vertical_offset = share * 0.02 # offset from median for display\n", "\n", "for xtick in ax.get_xticks():\n", " # ax.text(xtick+0.25,share[xtick] + vertical_offset, \"test\",#round(share[xtick],3), \n", " ax.text(xtick,share[xtick]*1.01 , '{:.1%}'.format(share[xtick]), #round(share[xtick],3), \n", "\n", " horizontalalignment='center',\n", " size='medium',\n", " color='k',\n", " weight='semibold')\n", "\n", "ax.set(ylim=(0, 1))\n", "\n", "# manipulate\n", "vals = ax.get_yticks()\n", "ax.set_yticklabels(['{:.0%}'.format(x) for x in vals])\n", "\n", "\n", "ax.set_ylabel('Share of too close passes')\n", "ax.set_xlabel('Stationary distance to object on the right [cm]')\n", "\n", "\n", "\n", "#add overall title\n", "ax.text(x=0.5, y=1.15, s='Share of too close passes and stationary distance to object on the right', fontsize=28, weight='bold', ha='center', va='bottom', transform=ax.transAxes)\n", "ax.text(x=0.5, y=1.10, s=\"OBS-Data: ADFC Brandenburg, Radentscheid Essen, ADFC BW, OBS-Portal, ADFC Darmstadt, ADFC Osnabrück (n=\" + str(counts.sum())+')', fontsize=13, alpha=0.9, ha='center', va='bottom', transform=ax.transAxes)\n", "\n", "#fig.savefig(\"plots\\OBS_analysis_leftright_alle_zunah.png\", dpi=300, bbox_inches=\"tight\") " ] }, { "cell_type": "markdown", "id": "a2be689c-ef2b-4945-a648-da8fd1024016", "metadata": {}, "source": [ "---\n", "### Brandenburg only" ] }, { "cell_type": "code", "execution_count": 39, "id": "3b04e62d-1908-494b-ac54-3f5f73d0330b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.1, 'OBS-Data: ADFC Brandenburg (n=4364)')" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_ax='Right_binned_label'\n", "\n", "data_c_plot=gdf[gdf.Right_binned_label.notnull()]\n", "data_c_plot=data_c_plot[data_c_plot['portal']=='bbb']\n", "data_c_plot=data_c_plot[(data_c_plot.distance_stationary>20) & (data_c_plot.distance_stationary<160)].copy()\n", "for col in data_c_plot.dtypes.loc[lambda x: x == 'category'].index:\n", " data_c_plot[col] = data_c_plot[col].cat.remove_unused_categories()\n", "\n", "\n", "x_ax_ordered_str=data_c_plot[x_ax].unique()\n", "\n", "fig, ax =plt.subplots(\n", " figsize=(12,8),\n", " )\n", "\n", "### add boxplot left\n", "ax1= sns.boxplot(\n", " data=data_c_plot, x=x_ax, y=\"distance_overtaker\",\n", " # notch=True, \n", " showcaps=False,\n", " flierprops={\"marker\": \"x\"},\n", " #order = x_ax_ordered_str,\n", " boxprops={\"facecolor\": (.4, .6, .8, .5)},\n", " medianprops={\"color\": \"k\"},\n", " ax=ax)\n", "\n", "### add labels to ax1\n", "# medians\n", "medians = data_c_plot.groupby([x_ax])['distance_overtaker'].median()\n", "#medians=medians.reindex(x_ax_ordered_str)\n", "vertical_offset = data_c_plot['distance_overtaker'].median() * 0.02 # offset from median for display\n", "\n", "for xtick in ax1.get_xticks():\n", " ax1.text(xtick+0.25,medians[xtick] + vertical_offset, int(medians[xtick]), \n", " horizontalalignment='center',\n", " size='small',\n", " color='k',\n", " weight='semibold')\n", " \n", "# counts on top \n", "counts = data_c_plot.groupby([x_ax])['distance_overtaker'].count()#.astype(int)\n", "#counts=counts.reindex(x_ax_ordered_str)\n", "#vertical_offset = 0.99 # offset from median for display\n", "\n", "for xtick in ax1.get_xticks():\n", " ax1.text(xtick,300,\"n=\" +str(counts[xtick]), \n", " horizontalalignment='center',\n", " size='small',\n", " color='k',\n", " weight='semibold',\n", " bbox=dict(facecolor='w'))\n", "\n", "\n", "### add CI\n", "ax2= sns.barplot( \n", " data=data_c_plot, x=x_ax, y=\"distance_overtaker\",\n", " #palette=\"Blues\", \n", " #order = x_ax_ordered_str,\n", " alpha=0.0,\n", " capsize=.1, n_boot=1000, ci=95,\n", " errcolor= 'red', #errcolor='.26' =\n", " errwidth=0.7, \n", " ax=ax)\n", "\n", "#ax3 = sns.stripplot(data=data_c_plot, x=x_ax, y=\"distance_overtaker\",color=\"grey\", alpha=0.2)\n", "\n", "#ax.set_xticklabels(ax1.get_xmajorticklabels(), rotation=30)\n", "#ax.set_xticklabels(ax2.get_xmajorticklabels(), rotation=30)\n", "\n", "ax1.set(title='Boxplot with 95% CI')\n", "ax1.set_ylabel('Distance overtaker [cm]')\n", "ax1.set_xlabel('Stationary distance to object on the right [cm]')\n", "\n", "ax.set(ylim=(0, 315))\n", "\n", "#add overall title\n", "ax.text(x=0.5, y=1.15, s='Overtaking distance and stationary distance to object on the right', fontsize=28, weight='bold', ha='center', va='bottom', transform=ax.transAxes)\n", "ax.text(x=0.5, y=1.10, s=\"OBS-Data: ADFC Brandenburg (n=\" + str(counts.sum())+')', fontsize=13, alpha=0.9, ha='center', va='bottom', transform=ax.transAxes)\n", "\n", "#fig.show()\n", "#fig.savefig(\"plots\\OBS_analysis_leftright_bbb.png\", dpi=300, bbox_inches=\"tight\") " ] }, { "cell_type": "code", "execution_count": 41, "id": "d3f12063-8f26-4dba-9663-379804b96c39", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.1, 'OBS-Data: ADFC Brandenburg (n=4364)')" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_ax='Right_binned_label'\n", "\n", "data_c_plot=gdf[gdf.Right_binned_label.notnull()]\n", "data_c_plot=data_c_plot[data_c_plot['portal']=='bbb']\n", "data_c_plot=data_c_plot[(data_c_plot.distance_stationary>20) & (data_c_plot.distance_stationary<160)].copy()\n", "for col in data_c_plot.dtypes.loc[lambda x: x == 'category'].index:\n", " data_c_plot[col] = data_c_plot[col].cat.remove_unused_categories()\n", "\n", "\n", "x_ax_ordered_str=data_c_plot[x_ax].unique()\n", "\n", "fig, ax =plt.subplots(\n", " figsize=(12,8),\n", " )\n", "\n", "#### add boxplot left\n", "#ax1= sns.boxplot(\n", "# data=data_c_plot, x=x_ax, y=\"distance_overtaker\",\n", "# # notch=True, \n", "# showcaps=False,\n", "# flierprops={\"marker\": \"x\"},\n", "# #order = x_ax_ordered_str,\n", "# boxprops={\"facecolor\": (.4, .6, .8, .5)},\n", "# medianprops={\"color\": \"k\"},\n", "# ax=ax)\n", "\n", "\n", "\n", "\n", "### add CI\n", "ax2= sns.barplot( \n", " data=data_c_plot, x=x_ax, y=\"distance_overtaker\",\n", " #palette=\"Blues\", \n", " #order = x_ax_ordered_str,\n", " alpha=0.0,\n", " capsize=.1, n_boot=1000, ci=95,\n", " errcolor= 'red', #errcolor='.26' =\n", " errwidth=0.7, \n", " ax=ax)\n", "\n", "ax3 = sns.stripplot(data=data_c_plot, x=x_ax, y=\"distance_overtaker\",color=\"grey\", alpha=0.3, ax=ax, zorder=1)\n", "\n", "\n", "\n", "#### add labels to ax1\n", "## medians\n", "#medians = data_c_plot.groupby([x_ax])['distance_overtaker'].median()\n", "##medians=medians.reindex(x_ax_ordered_str)\n", "#vertical_offset = data_c_plot['distance_overtaker'].median() * 0.02 # offset from median for display\n", "#\n", "#for xtick in ax2.get_xticks():\n", "# ax2.text(xtick+0.25,medians[xtick] + vertical_offset, int(medians[xtick]), \n", "# horizontalalignment='center',\n", "# size='small',\n", "# color='k',\n", "# weight='semibold')\n", "# \n", "# counts on top \n", "counts = data_c_plot.groupby([x_ax])['distance_overtaker'].count()#.astype(int)\n", "#counts=counts.reindex(x_ax_ordered_str)\n", "#vertical_offset = 0.99 # offset from median for display\n", "\n", "for xtick in ax2.get_xticks():\n", " ax2.text(xtick,300,\"n=\" +str(counts[xtick]), \n", " horizontalalignment='center',\n", " size='small',\n", " color='k',\n", " weight='semibold',\n", " bbox=dict(facecolor='w'))\n", "\n", "\n", "\n", "#ax.set_xticklabels(ax1.get_xmajorticklabels(), rotation=30)\n", "#ax.set_xticklabels(ax2.get_xmajorticklabels(), rotation=30)\n", "\n", "ax2.set(title='Jitterplot with 95% CI')\n", "ax2.set_ylabel('Distance overtaker [cm]')\n", "ax2.set_xlabel('Stationary distance to object on the right [cm]')\n", "#ax.set_xlabel(str(x_ax) + ' [m]')\n", "\n", "#ax1.set(title='Boxplot')\n", "#ax2.set(title='Confidence Interval')\n", "#ax2.set_ylabel('')\n", "ax.set(ylim=(0, 315))\n", "\n", "\n", "#add overall title\n", "#ax.text(x=0.5, y=1.1, s='Overtaking distance and stationary distance to object on the right', fontsize=18, weight='bold', ha='center', va='bottom', transform=ax.transAxes)\n", "#ax.text(x=0.5, y=1.07, s=\"OBS-Data: ADFC Brandenburg, Radentscheid Essen, ADFC BW, OBS-Portal, ADFC Darmstadt, ADFC Osnabrück: (n=\" + str(counts.sum())+')', fontsize=9, alpha=0.75, ha='center', va='bottom', transform=ax.transAxes)\n", "\n", "ax.text(x=0.5, y=1.15, s='Overtaking distance and stationary distance to object on the right', fontsize=28, weight='bold', ha='center', va='bottom', transform=ax.transAxes)\n", "#ax.text(x=0.5, y=1.07, s=\"OBS-Data: ADFC Brandenburg: (n=\" + str(counts.sum())+')', fontsize=9, alpha=0.75, ha='center', va='bottom', transform=ax.transAxes)\n", "ax.text(x=0.5, y=1.10, s=\"OBS-Data: ADFC Brandenburg (n=\" + str(counts.sum())+')', fontsize=13, alpha=0.9, ha='center', va='bottom', transform=ax.transAxes)\n", "\n", "#fig.show()\n", "#fig.savefig(\"plots\\OBS_analysis_leftright_bbb_jitter.png\", dpi=300, bbox_inches=\"tight\") " ] }, { "cell_type": "code", "execution_count": 58, "id": "793953e6-61f4-4007-afd2-4b1a4b7d0ae0", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 42, "id": "da866951-ee06-4fd8-b261-439b95d7c8fe", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\simon\\AppData\\Local\\Temp/ipykernel_8696/705740633.py:31: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " ax.set_yticklabels(['{:.0%}'.format(x) for x in vals])\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.1, 'OBS-Data: ADFC Brandenburg (n=4364)')" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#anteil_zunah.plot(kind='bar')\n", "\n", "data_c_plot['zuNah']=data_c_plot.distance_overtaker.apply(lambda x: 1 if x<=150 else 0)\n", "# anteil zunah?\n", "anteil_zunah=data_c_plot.groupby('Right_binned_label')['zuNah'].sum() / data_c_plot.groupby('Right_binned_label')['zuNah'].count()\n", "anteil_zunah\n", "\n", "fig, ax =plt.subplots(\n", " figsize=(12,8),\n", " )\n", "ax= sns.barplot(data=anteil_zunah.reset_index(), x='Right_binned_label', y='zuNah', color='#0058A9')\n", "\n", "### add labels to ax\n", "# share\n", "share = anteil_zunah.reset_index()['zuNah']\n", "#medians=medians.reindex(x_ax_ordered_str)\n", "#vertical_offset = share * 0.02 # offset from median for display\n", "\n", "for xtick in ax.get_xticks():\n", " # ax.text(xtick+0.25,share[xtick] + vertical_offset, \"test\",#round(share[xtick],3), \n", " ax.text(xtick,share[xtick]*1.01 , '{:.1%}'.format(share[xtick]), #round(share[xtick],3), \n", "\n", " horizontalalignment='center',\n", " size='medium',\n", " color='k',\n", " weight='semibold')\n", "\n", "\n", "# manipulate\n", "vals = ax.get_yticks()\n", "ax.set_yticklabels(['{:.0%}'.format(x) for x in vals])\n", "\n", "\n", "ax.set_ylabel('Share of too close passes')\n", "ax.set_xlabel('Stationary distance to object on the right [cm]')\n", "\n", "#add overall title\n", "ax.text(x=0.5, y=1.15, s='Share of too close passes and stationary distance to object on the right', fontsize=28, weight='bold', ha='center', va='bottom', transform=ax.transAxes)\n", "ax.text(x=0.5, y=1.10, s=\"OBS-Data: ADFC Brandenburg (n=\" + str(counts.sum())+')', fontsize=13, alpha=0.9, ha='center', va='bottom', transform=ax.transAxes)\n", "\n", "#fig.savefig(\"plots\\OBS_analysis_leftright_bbb_zunah.png\", dpi=300, bbox_inches=\"tight\") " ] } ], "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }