{ "cells": [ { "cell_type": "markdown", "id": "952981ac", "metadata": { "papermill": { "duration": 0.028584, "end_time": "2024-06-14T14:00:27.649477", "exception": false, "start_time": "2024-06-14T14:00:27.620893", "status": "completed" }, "tags": [] }, "source": [ "\n", "\n", "The purpose of this notebook is to\n", "1. Import the data\n", "2. Clean the data\n", "3. Export the data" ] }, { "cell_type": "markdown", "id": "dcd142bf", "metadata": { "papermill": { "duration": 0.026978, "end_time": "2024-06-14T14:00:27.709613", "exception": false, "start_time": "2024-06-14T14:00:27.682635", "status": "completed" }, "tags": [] }, "source": [ "# Table of Contents\n", "- [Import Dataset](#import-dataset)\n", "- [Clean Accident Dataset](#clean-accident-dataset)\n", "- [Clean Vehicles Dataset](#clean-vehicles-dataset)\n", "- [Clean Persons Dataset](#clean-persons-dataset)\n", "- [Merge Datasets](#merge-datasets)\n", "- [Feature Engineering](#feature-engineering)\n", "- [Export Data](#export-data)" ] }, { "cell_type": "code", "execution_count": 1, "id": "8a07e226", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:27.769157Z", "iopub.status.busy": "2024-06-14T14:00:27.768172Z", "iopub.status.idle": "2024-06-14T14:00:39.338298Z", "shell.execute_reply": "2024-06-14T14:00:39.337298Z" }, "papermill": { "duration": 11.607667, "end_time": "2024-06-14T14:00:39.341305", "exception": false, "start_time": "2024-06-14T14:00:27.733638", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import re\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "from pywaffle import Waffle\n", "import missingno as msno\n", "\n", "from roaf import data, visualization" ] }, { "cell_type": "code", "execution_count": 2, "id": "e915bdc0", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:39.372819Z", "iopub.status.busy": "2024-06-14T14:00:39.371816Z", "iopub.status.idle": "2024-06-14T14:00:39.444836Z", "shell.execute_reply": "2024-06-14T14:00:39.442825Z" }, "papermill": { "duration": 0.093557, "end_time": "2024-06-14T14:00:39.448374", "exception": false, "start_time": "2024-06-14T14:00:39.354817", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "plt.style.use(\"dark_background\")\n", "plt.set_cmap(\"Dark2\")\n", "sns.set_palette(\"Dark2\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "992e6c25", "metadata": { "papermill": { "duration": 0.018998, "end_time": "2024-06-14T14:00:39.484367", "exception": false, "start_time": "2024-06-14T14:00:39.465369", "status": "completed" }, "tags": [] }, "source": [ "# Parameters" ] }, { "cell_type": "code", "execution_count": 3, "id": "8770e927", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:39.517369Z", "iopub.status.busy": "2024-06-14T14:00:39.516365Z", "iopub.status.idle": "2024-06-14T14:00:39.535377Z", "shell.execute_reply": "2024-06-14T14:00:39.533374Z" }, "papermill": { "duration": 0.040001, "end_time": "2024-06-14T14:00:39.538371", "exception": false, "start_time": "2024-06-14T14:00:39.498370", "status": "completed" }, "tags": [ "parameters" ] }, "outputs": [], "source": [ "PLOT_DIR = \"../images/figures\"\n", "N_PLOT_SAMPLE = None\n", "PLOT_FILE_FORMATS = [\"png\"]\n", "PLOTTING = True" ] }, { "cell_type": "code", "execution_count": 4, "id": "6f9ebe3c", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:39.570890Z", "iopub.status.busy": "2024-06-14T14:00:39.569893Z", "iopub.status.idle": "2024-06-14T14:00:39.579900Z", "shell.execute_reply": "2024-06-14T14:00:39.578890Z" }, "papermill": { "duration": 0.029999, "end_time": "2024-06-14T14:00:39.582888", "exception": false, "start_time": "2024-06-14T14:00:39.552889", "status": "completed" }, "tags": [ "injected-parameters" ] }, "outputs": [], "source": [ "# Parameters\n", "PLOT_FILE_FORMATS = [\"png\", \"svg\"]\n" ] }, { "cell_type": "markdown", "id": "ecf9d30a", "metadata": { "papermill": { "duration": 0.013999, "end_time": "2024-06-14T14:00:39.613901", "exception": false, "start_time": "2024-06-14T14:00:39.599902", "status": "completed" }, "tags": [] }, "source": [ "# Import Dataset" ] }, { "cell_type": "code", "execution_count": 5, "id": "d5fd0565", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:39.694461Z", "iopub.status.busy": "2024-06-14T14:00:39.693461Z", "iopub.status.idle": "2024-06-14T14:00:42.067870Z", "shell.execute_reply": "2024-06-14T14:00:42.066870Z" }, "papermill": { "duration": 2.396406, "end_time": "2024-06-14T14:00:42.070868", "exception": false, "start_time": "2024-06-14T14:00:39.674462", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "dfd = data.read_csv_of_year(range(2019, 2022))" ] }, { "attachments": {}, "cell_type": "markdown", "id": "7846f159", "metadata": { "papermill": { "duration": 0.014013, "end_time": "2024-06-14T14:00:42.100882", "exception": false, "start_time": "2024-06-14T14:00:42.086869", "status": "completed" }, "tags": [] }, "source": [ "# Clean Accident Dataset\n", "The accident dataset will be merged from the datasets *characteristics* and *locations,* as both\n", "have the same key *(accident_id).*" ] }, { "cell_type": "code", "execution_count": 6, "id": "e3226923", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:42.133893Z", "iopub.status.busy": "2024-06-14T14:00:42.132872Z", "iopub.status.idle": "2024-06-14T14:00:42.611578Z", "shell.execute_reply": "2024-06-14T14:00:42.609570Z" }, "papermill": { "duration": 0.498688, "end_time": "2024-06-14T14:00:42.614569", "exception": false, "start_time": "2024-06-14T14:00:42.115881", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "both 163102\n", "left_only 0\n", "right_only 0\n", "Name: _merge, dtype: int64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accidents = pd.merge(\n", " left=dfd[\"characteristics\"],\n", " right=dfd[\"locations\"],\n", " how=\"outer\",\n", " left_on=\"Num_Acc\",\n", " right_on=\"Num_Acc\",\n", " validate=\"one_to_one\",\n", " indicator=True,\n", ")\n", "\n", "# Check\n", "accidents[\"_merge\"].value_counts()" ] }, { "cell_type": "markdown", "id": "6422f77f", "metadata": { "papermill": { "duration": 0.014523, "end_time": "2024-06-14T14:00:42.649115", "exception": false, "start_time": "2024-06-14T14:00:42.634592", "status": "completed" }, "tags": [] }, "source": [ "## Translation of French Variable Names" ] }, { "cell_type": "code", "execution_count": 7, "id": "e47f1bbb", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:42.686128Z", "iopub.status.busy": "2024-06-14T14:00:42.686128Z", "iopub.status.idle": "2024-06-14T14:00:42.701114Z", "shell.execute_reply": "2024-06-14T14:00:42.700110Z" }, "papermill": { "duration": 0.041006, "end_time": "2024-06-14T14:00:42.704121", "exception": false, "start_time": "2024-06-14T14:00:42.663115", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "accidents.rename(\n", " columns={\n", " \"Num_Acc\": \"accident_id\",\n", " \"an\": \"year\", # Characteristics Dataset\n", " \"mois\": \"month\",\n", " \"jour\": \"day\",\n", " \"hrmn\": \"hhmm\",\n", " \"lum\": \"daylight\",\n", " \"agg\": \"built_up_area\",\n", " \"int\": \"intersection_category\",\n", " \"atm\": \"weather\",\n", " \"col\": \"collision_category\",\n", " \"com\": \"municipality\",\n", " \"adr\": \"address\",\n", " \"gps\": \"gps_origin\",\n", " \"lat\": \"latitude\",\n", " \"long\": \"longitude\",\n", " \"dep\": \"department\",\n", " \"catr\": \"road_admin_category\", # Locations Dataset\n", " \"voie\": \"road_number\",\n", " \"v1\": \"road_numerical_id\",\n", " \"v2\": \"road_alphanumerical_id\",\n", " \"circ\": \"traffic_regime\",\n", " \"nbv\": \"n_lanes\",\n", " \"pr\": \"landmark\",\n", " \"pr1\": \"dist_to_landmark\",\n", " \"vosp\": \"reserved_lane\",\n", " \"prof\": \"slope\",\n", " \"plan\": \"plane_layout\",\n", " \"lartpc\": \"median_strip_width\",\n", " \"larrout\": \"affected_road_width\",\n", " \"surf\": \"surface_condition\",\n", " \"infra\": \"infrastructure\",\n", " \"situ\": \"location\",\n", " \"env1\": \"near_school\",\n", " \"vma\": \"max_speed\",\n", " },\n", " inplace=True,\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "020a4119", "metadata": { "papermill": { "duration": 0.016017, "end_time": "2024-06-14T14:00:42.738129", "exception": false, "start_time": "2024-06-14T14:00:42.722112", "status": "completed" }, "tags": [] }, "source": [ "## Display of a sample" ] }, { "cell_type": "code", "execution_count": 8, "id": "706ec4bc", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:42.780645Z", "iopub.status.busy": "2024-06-14T14:00:42.779652Z", "iopub.status.idle": "2024-06-14T14:00:42.928201Z", "shell.execute_reply": "2024-06-14T14:00:42.926199Z" }, "papermill": { "duration": 0.176553, "end_time": "2024-06-14T14:00:42.931198", "exception": false, "start_time": "2024-06-14T14:00:42.754645", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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month5151093429113121112481135
year20202021202120202021202120192021202020212021201920212019201920212021202020212021
hhmm19:5508:0010:0017:3318:2016:2018:2510:1317:3012:3019:0023:0012:0009:4509:2011:2517:3018:0517:4122:45
daylight15111111111311111515
department69765087139436333973945974988456052388494
municipality6920276319500418708513043940430318563113332819730294017050619740798802450166044652121381858403594018
built_up_area22112222121121112222
intersection_category41411122191111111111
weather11121111111911211111
collision_category36642232462617173662
addressLIBERATION (DE LA) (RO)Avenue du General LeclercD37 PR 03.600AUTOROUTE A20FERNANDEL (AV )FONTAINEBLEAU (AV DE)rue de la PaixCLEMENTEL (BD ETIENNE)ROCADE A 630BADUEL (ROUTE DE)A4LUYE ( ROUTE DE LA )COUCOU FRANCK (ALLEE)R.T.1D51 - les planchesRoute RN 2REPUBLIQUE (AVENUE)Cours Jean JaurèsFOLLEREAU (AVENUE RAOUL)Ile Martinet
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road_admin_category37317347131342323344
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reserved_lane00000200000000000001
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landmark0613178000(1)1538309311808811
dist_to_landmark0200600600000(1)78840007010400750500187500
plane_layout21411111111333121111
median_strip_widthNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
affected_road_width-1-1-1-1-1-1NaN-1-1-1-1NaN-1NaNNaN-1-1-1-1-1
surface_condition11121111111211211111
infrastructure0-1003000090000000050
location11311511111318131115
max_speed5050801107050505090509070301108011050505050
_mergebothbothbothbothbothbothbothbothbothbothbothbothbothbothbothbothbothbothbothboth
\n", "
" ], "text/plain": [ " 106111 \\\n", "accident_id 202000047272 \n", "day 20 \n", "month 5 \n", "year 2020 \n", "hhmm 19:55 \n", "daylight 1 \n", "department 69 \n", "municipality 69202 \n", "built_up_area 2 \n", "intersection_category 4 \n", "weather 1 \n", "collision_category 3 \n", "address LIBERATION (DE LA) (RO) \n", "latitude 45,7286000 \n", "longitude 4,7778000 \n", "road_admin_category 3 \n", "road_number LIBERATION (DE LA) (RO) \n", "road_numerical_id 0.0 \n", "road_alphanumerical_id NaN \n", "traffic_regime 2 \n", "n_lanes 4 \n", "reserved_lane 0 \n", "slope 1 \n", "landmark 0 \n", "dist_to_landmark 0 \n", "plane_layout 2 \n", "median_strip_width NaN \n", "affected_road_width -1 \n", "surface_condition 1 \n", "infrastructure 0 \n", "location 1 \n", "max_speed 50 \n", "_merge both \n", "\n", " 160159 145299 \\\n", "accident_id 202100053576 202100038716 \n", "day 26 24 \n", "month 1 5 \n", "year 2021 2021 \n", "hhmm 08:00 10:00 \n", "daylight 5 1 \n", "department 76 50 \n", "municipality 76319 50041 \n", "built_up_area 2 1 \n", "intersection_category 1 4 \n", "weather 1 1 \n", "collision_category 6 6 \n", "address Avenue du General Leclerc D37 PR 03.600 \n", "latitude 49,3651800000 49,6220470000 \n", "longitude 1,0139200000 -1,7972460000 \n", "road_admin_category 7 3 \n", "road_number LECLERC. AVENUE DU GENERAL 37 \n", "road_numerical_id 0.0 -1.0 \n", "road_alphanumerical_id NaN NaN \n", "traffic_regime 2 2 \n", "n_lanes 2 2 \n", "reserved_lane 0 0 \n", "slope 1 1 \n", "landmark 61 3 \n", "dist_to_landmark 200 600 \n", "plane_layout 1 4 \n", "median_strip_width NaN NaN \n", "affected_road_width -1 -1 \n", "surface_condition 1 1 \n", "infrastructure -1 0 \n", "location 1 3 \n", "max_speed 50 80 \n", "_merge both both \n", "\n", " 89940 125554 153839 \\\n", "accident_id 202000031101 202100018971 202100047256 \n", "day 29 13 20 \n", "month 10 9 3 \n", "year 2020 2021 2021 \n", "hhmm 17:33 18:20 16:20 \n", "daylight 1 1 1 \n", "department 87 13 94 \n", "municipality 87085 13043 94043 \n", "built_up_area 1 2 2 \n", "intersection_category 1 1 1 \n", "weather 2 1 1 \n", "collision_category 4 2 2 \n", "address AUTOROUTE A20 FERNANDEL (AV ) FONTAINEBLEAU (AV DE) \n", "latitude 45,8618500 43,3945900000 48,8090000000 \n", "longitude 1,2867200 5,2282600000 2,3620000000 \n", "road_admin_category 1 7 3 \n", "road_number AUTOROUTE A20 FERNANDEL (AV ) FONTAINEBLEAU (AV DE) \n", "road_numerical_id 0.0 0.0 0.0 \n", "road_alphanumerical_id NaN NaN NaN \n", "traffic_regime 3 1 2 \n", "n_lanes 4 1 4 \n", "reserved_lane 0 0 2 \n", "slope 2 2 1 \n", "landmark 178 0 0 \n", "dist_to_landmark 600 0 0 \n", "plane_layout 1 1 1 \n", "median_strip_width NaN NaN NaN \n", "affected_road_width -1 -1 -1 \n", "surface_condition 2 1 1 \n", "infrastructure 0 3 0 \n", "location 1 1 5 \n", "max_speed 110 70 50 \n", "_merge both both both \n", "\n", " 37661 158477 76137 \\\n", "accident_id 201900037662 202100051894 202000017298 \n", "day 5 5 11 \n", "month 4 2 9 \n", "year 2019 2021 2020 \n", "hhmm 18:25 10:13 17:30 \n", "daylight 1 1 1 \n", "department 3 63 33 \n", "municipality 03185 63113 33281 \n", "built_up_area 2 2 1 \n", "intersection_category 2 2 1 \n", "weather 1 1 1 \n", "collision_category 3 2 4 \n", "address rue de la Paix CLEMENTEL (BD ETIENNE) ROCADE A 630 \n", "latitude 46,3472733 45,8096400000 44,8450500 \n", "longitude 2,5942505 3,1094100000 -0,6712400 \n", "road_admin_category 4 7 1 \n", "road_number rue de la Paix CLEMENTEL (BD ETIENNE) 630 \n", "road_numerical_id 0.0 0.0 0.0 \n", "road_alphanumerical_id NaN NaN NaN \n", "traffic_regime 1 3 3 \n", "n_lanes 1 6 6 \n", "reserved_lane 0 0 0 \n", "slope 1 1 1 \n", "landmark 0 (1) 15 \n", "dist_to_landmark 0 (1) 788 \n", "plane_layout 1 1 1 \n", "median_strip_width NaN NaN NaN \n", "affected_road_width NaN -1 -1 \n", "surface_condition 1 1 1 \n", "infrastructure 0 0 0 \n", "location 1 1 1 \n", "max_speed 50 50 90 \n", "_merge both both both \n", "\n", " 115019 156169 \\\n", "accident_id 202100008436 202100049586 \n", "day 10 2 \n", "month 11 3 \n", "year 2021 2021 \n", "hhmm 12:30 19:00 \n", "daylight 1 1 \n", "department 973 94 \n", "municipality 97302 94017 \n", "built_up_area 2 1 \n", "intersection_category 9 1 \n", "weather 1 1 \n", "collision_category 6 2 \n", "address BADUEL (ROUTE DE) A4 \n", "latitude 4,9290703875 48,8286900000 \n", "longitude -52,3007490636 2,4783400000 \n", "road_admin_category 3 1 \n", "road_number BADUEL (ROUTE DE) A4 \n", "road_numerical_id 0.0 0.0 \n", "road_alphanumerical_id NaN NaN \n", "traffic_regime 2 1 \n", "n_lanes 2 4 \n", "reserved_lane 0 0 \n", "slope 1 1 \n", "landmark 3 8 \n", "dist_to_landmark 400 0 \n", "plane_layout 1 1 \n", "median_strip_width NaN NaN \n", "affected_road_width -1 -1 \n", "surface_condition 1 1 \n", "infrastructure 9 0 \n", "location 1 1 \n", "max_speed 50 90 \n", "_merge both both \n", "\n", " 48081 157968 \\\n", "accident_id 201900048082 202100051385 \n", "day 7 13 \n", "month 1 2 \n", "year 2019 2021 \n", "hhmm 23:00 12:00 \n", "daylight 3 1 \n", "department 5 974 \n", "municipality 05061 97407 \n", "built_up_area 1 2 \n", "intersection_category 1 1 \n", "weather 9 1 \n", "collision_category 6 1 \n", "address LUYE ( ROUTE DE LA ) COUCOU FRANCK (ALLEE) \n", "latitude 44,5154000 -20,9408100000 \n", "longitude 6,0656000 55,3045700000 \n", "road_admin_category 3 4 \n", "road_number 900 COUCOU FRANCK (ALLEE) \n", "road_numerical_id 0.0 0.0 \n", "road_alphanumerical_id B NaN \n", "traffic_regime 2 2 \n", "n_lanes 2 2 \n", "reserved_lane 0 0 \n", "slope 1 1 \n", "landmark 3 0 \n", "dist_to_landmark 701 0 \n", "plane_layout 3 3 \n", "median_strip_width NaN NaN \n", "affected_road_width NaN -1 \n", "surface_condition 2 1 \n", "infrastructure 0 0 \n", "location 3 1 \n", "max_speed 70 30 \n", "_merge both both \n", "\n", " 9411 41713 150799 \\\n", "accident_id 201900009412 201900041714 202100044216 \n", "day 17 12 14 \n", "month 11 12 4 \n", "year 2019 2019 2021 \n", "hhmm 09:45 09:20 11:25 \n", "daylight 1 1 1 \n", "department 988 45 60 \n", "municipality 98802 45016 60446 \n", "built_up_area 1 1 1 \n", "intersection_category 1 1 1 \n", "weather 1 2 1 \n", "collision_category 7 1 7 \n", "address R.T.1 D51 - les planches Route RN 2 \n", "latitude -21,8453400 47,6036000 49,1343290000 \n", "longitude 165,9184700 2,5906450 2,7982520000 \n", "road_admin_category 2 3 2 \n", "road_number 1 51 2 \n", "road_numerical_id NaN 0.0 0.0 \n", "road_alphanumerical_id NaN NaN A \n", "traffic_regime 2 2 3 \n", "n_lanes 3 2 4 \n", "reserved_lane 0 0 0 \n", "slope 1 4 1 \n", "landmark 93 11 8 \n", "dist_to_landmark 400 750 500 \n", "plane_layout 3 1 2 \n", "median_strip_width NaN NaN NaN \n", "affected_road_width NaN NaN -1 \n", "surface_condition 1 2 1 \n", "infrastructure 0 0 0 \n", "location 8 1 3 \n", "max_speed 110 80 110 \n", "_merge both both both \n", "\n", " 128360 73001 \\\n", "accident_id 202100021777 202000014162 \n", "day 29 29 \n", "month 8 11 \n", "year 2021 2020 \n", "hhmm 17:30 18:05 \n", "daylight 1 5 \n", "department 52 38 \n", "municipality 52121 38185 \n", "built_up_area 2 2 \n", "intersection_category 1 1 \n", "weather 1 1 \n", "collision_category 3 6 \n", "address REPUBLIQUE (AVENUE) Cours Jean Jaurès \n", "latitude 48,1017600000 45,1851000 \n", "longitude 5,1445700000 5,7183000 \n", "road_admin_category 3 3 \n", "road_number REPUBLIQUE (AVENUE) 1075 \n", "road_numerical_id 0.0 0.0 \n", "road_alphanumerical_id NaN NaN \n", "traffic_regime 2 1 \n", "n_lanes 1 2 \n", "reserved_lane 0 0 \n", "slope 1 1 \n", "landmark 0 88 \n", "dist_to_landmark 1 875 \n", "plane_layout 1 1 \n", "median_strip_width NaN NaN \n", "affected_road_width -1 -1 \n", "surface_condition 1 1 \n", "infrastructure 0 0 \n", "location 1 1 \n", "max_speed 50 50 \n", "_merge both both \n", "\n", " 150709 145367 \n", "accident_id 202100044126 202100038784 \n", "day 29 21 \n", "month 3 5 \n", "year 2021 2021 \n", "hhmm 17:41 22:45 \n", "daylight 1 5 \n", "department 84 94 \n", "municipality 84035 94018 \n", "built_up_area 2 2 \n", "intersection_category 1 1 \n", "weather 1 1 \n", "collision_category 6 2 \n", "address FOLLEREAU (AVENUE RAOUL) Ile Martinet \n", "latitude 43,8403900000 48,8192100000 \n", "longitude 5,0475100000 2,4052900000 \n", "road_admin_category 4 4 \n", "road_number FOLLEREAU (AVENUE RAOUL) Ile Martinet \n", "road_numerical_id 0.0 0.0 \n", "road_alphanumerical_id NaN NaN \n", "traffic_regime 2 2 \n", "n_lanes 2 2 \n", "reserved_lane 0 1 \n", "slope 1 1 \n", "landmark 1 1 \n", "dist_to_landmark 0 0 \n", "plane_layout 1 1 \n", "median_strip_width NaN NaN \n", "affected_road_width -1 -1 \n", "surface_condition 1 1 \n", "infrastructure 5 0 \n", "location 1 5 \n", "max_speed 50 50 \n", "_merge both both " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "accidents.sample(20).T" ] }, { "attachments": {}, "cell_type": "markdown", "id": "6e5c67fa", "metadata": { "papermill": { "duration": 0.020999, "end_time": "2024-06-14T14:00:42.970395", "exception": false, "start_time": "2024-06-14T14:00:42.949396", "status": "completed" }, "tags": [] }, "source": [ "From displaying a small sample of accidents it is visible that the address is not standardized\n", "(as mentioned in the documentation). Given that GPS data is available, the address will probably\n", "not be of any value.\n", "\n", "It is also visible that there are parentheses in *landmark* and *dist_to_landmark.*" ] }, { "attachments": {}, "cell_type": "markdown", "id": "41a991a7", "metadata": { "papermill": { "duration": 0.019005, "end_time": "2024-06-14T14:00:43.008390", "exception": false, "start_time": "2024-06-14T14:00:42.989385", "status": "completed" }, "tags": [] }, "source": [ "## Analysis of missing values\n", "In order to get an understanding of the missing values, the missingno package will be used.\n", "This package provides a couple of useful plots that visualize the number of missing values as\n", "well as the relationship between missing values of different variables.\n", "\n", "In most cases, the missing values have to be identified and converted, as they are encoded\n", "with -1." ] }, { "cell_type": "code", "execution_count": 9, "id": "224db301", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:43.054499Z", "iopub.status.busy": "2024-06-14T14:00:43.053476Z", "iopub.status.idle": "2024-06-14T14:00:43.650218Z", "shell.execute_reply": "2024-06-14T14:00:43.648685Z" }, "papermill": { "duration": 0.622824, "end_time": "2024-06-14T14:00:43.652221", "exception": false, "start_time": "2024-06-14T14:00:43.029397", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Convert Variables with -1 and empty strings for missing values\n", "accidents.replace(to_replace=[-1, \"\"], value=np.nan, inplace=True)" ] }, { "cell_type": "code", "execution_count": 10, "id": "ac863235", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:43.697229Z", "iopub.status.busy": "2024-06-14T14:00:43.696224Z", "iopub.status.idle": "2024-06-14T14:00:49.005753Z", "shell.execute_reply": "2024-06-14T14:00:49.003759Z" }, "papermill": { "duration": 5.337538, "end_time": "2024-06-14T14:00:49.008761", "exception": false, "start_time": "2024-06-14T14:00:43.671223", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if PLOTTING:\n", " msno.matrix(accidents)\n", " visualization.savefig(\n", " basename=\"msno_matrix_accidents\", filepath=PLOT_DIR, formats=PLOT_FILE_FORMATS\n", " )" ] }, { "cell_type": "code", "execution_count": 11, "id": "29ebc670", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:49.064320Z", "iopub.status.busy": "2024-06-14T14:00:49.063326Z", "iopub.status.idle": "2024-06-14T14:00:51.839572Z", "shell.execute_reply": "2024-06-14T14:00:51.838558Z" }, "papermill": { "duration": 2.801794, "end_time": "2024-06-14T14:00:51.842571", "exception": false, "start_time": "2024-06-14T14:00:49.040777", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if PLOTTING:\n", " msno.heatmap(accidents, figsize=(6, 6), fontsize=10)\n", " plt.title(\"Correlations of Missing Values\")\n", " visualization.savefig(\n", " basename=\"msno_heat_accidents\", filepath=PLOT_DIR, formats=PLOT_FILE_FORMATS\n", " )" ] }, { "cell_type": "code", "execution_count": 12, "id": "e9113ebc", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:51.891997Z", "iopub.status.busy": "2024-06-14T14:00:51.890998Z", "iopub.status.idle": "2024-06-14T14:00:51.916003Z", "shell.execute_reply": "2024-06-14T14:00:51.913995Z" }, "papermill": { "duration": 0.054996, "end_time": "2024-06-14T14:00:51.917993", "exception": false, "start_time": "2024-06-14T14:00:51.862997", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "def na_stats(df, years=None):\n", " \"\"\"Compute the number and ratio of missing values for the specified years.\n", " If no years are specified, the stats for all years will be computed.\n", " \"\"\"\n", " if (years is None) & (\"year\" in df.columns):\n", " years = range(df[\"year\"].min(), df[\"year\"].max() + 1)\n", "\n", " if isinstance(years, int):\n", " years = [years]\n", "\n", " if years is not None:\n", " df = df[df[\"year\"].isin(years)]\n", "\n", " na_stats_df = pd.DataFrame(df.isna().sum(), columns=[\"na_counts\"])\n", " inverse_n_rows = 1 / len(df)\n", " na_stats_df[\"na_ratio\"] = na_stats_df[\"na_counts\"].apply(\n", " lambda x: x * inverse_n_rows\n", " )\n", " na_stats_df.rename_axis(\"variable\", inplace=True)\n", " na_stats_df = na_stats_df[na_stats_df[\"na_counts\"] != 0]\n", " na_stats_df.sort_values(by=\"na_counts\", ascending=False, inplace=True)\n", " return na_stats_df\n", "\n", "\n", "def plot_na_ratio(df=None, na_stats_df=None, years=None):\n", " \"\"\"Plot the ratio of missing values for the specified years.\"\"\"\n", " if (na_stats_df is not None) & (df is not None):\n", " raise ValueError(\"Only one argument of df and na_stats can be used.\")\n", " if (na_stats_df is None) & (df is not None):\n", " na_stats_df = na_stats(df, years=years)\n", "\n", " sns.barplot(data=na_stats_df, x=\"na_ratio\", y=na_stats_df.index)\n", " plt.title(\"Ratio of Missing Values\")\n", " plt.ylabel(\"Variable Name\")\n", " plt.xlabel(\"Ratio of Missing Values\")\n", " return na_stats_df" ] }, { "cell_type": "code", "execution_count": 13, "id": "650c521e", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:51.970548Z", "iopub.status.busy": "2024-06-14T14:00:51.970548Z", "iopub.status.idle": "2024-06-14T14:00:52.971829Z", "shell.execute_reply": "2024-06-14T14:00:52.969817Z" }, "papermill": { "duration": 1.032782, "end_time": "2024-06-14T14:00:52.975815", "exception": false, "start_time": "2024-06-14T14:00:51.943033", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if PLOTTING:\n", " plot_na_ratio(df=accidents, years=range(2019, 2022))" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5bb97af4", "metadata": { "papermill": { "duration": 0.02401, "end_time": "2024-06-14T14:00:53.022828", "exception": false, "start_time": "2024-06-14T14:00:52.998818", "status": "completed" }, "tags": [] }, "source": [ "The plots show that the affected_road_with variable seems to come into existence only after one\n", "year, while a small number of values exists before.\n", "\n", "The road_numerical_id has a lot of values missing also in the first third of the dataset.\n", "It is possible that the definition of this variable changed at that point and that the values\n", "are not completely comparable before and after the change.\n", "\n", "The alphanumerical id of the road is missing in nearly all cases. It will probably not be\n", "beneficial to keep this variable.\n", "\n", "The correlation plot shows that similar variables are more likely to share missing values.\n", "The variables *plane layout* and *slope* are correlated the most, and both describe the\n", "topology of the accident. I assume that missing values mean that the accident happened on a flat\n", "and straight road." ] }, { "cell_type": "code", "execution_count": 14, "id": "a7653dff", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:53.078374Z", "iopub.status.busy": "2024-06-14T14:00:53.078374Z", "iopub.status.idle": "2024-06-14T14:00:53.137370Z", "shell.execute_reply": "2024-06-14T14:00:53.135364Z" }, "papermill": { "duration": 0.089556, "end_time": "2024-06-14T14:00:53.140397", "exception": false, "start_time": "2024-06-14T14:00:53.050841", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Backfill\n", "backfill_cols = [\n", " \"daylight\",\n", " \"intersection_category\",\n", " \"traffic_regime\",\n", " \"reserved_lane\",\n", " \"plane_layout\",\n", " \"surface_condition\",\n", " \"infrastructure\",\n", " \"location\",\n", "]\n", "accidents.loc[:, backfill_cols] = accidents.loc[:, backfill_cols].fillna(method=\"bfill\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "3a6084cb", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:53.198934Z", "iopub.status.busy": "2024-06-14T14:00:53.197934Z", "iopub.status.idle": "2024-06-14T14:00:53.258496Z", "shell.execute_reply": "2024-06-14T14:00:53.256491Z" }, "papermill": { "duration": 0.089562, "end_time": "2024-06-14T14:00:53.262507", "exception": false, "start_time": "2024-06-14T14:00:53.172945", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# The columns median_strip_width, affected_road_width and road_numerical_id are missing a\n", "# lot of values, so they will be dropped.\n", "accidents.drop(\n", " columns=[\"median_strip_width\", \"affected_road_width\", \"road_numerical_id\"],\n", " inplace=True,\n", ")" ] }, { "cell_type": "markdown", "id": "e3a8b94b", "metadata": { "papermill": { "duration": 0.024001, "end_time": "2024-06-14T14:00:53.316499", "exception": false, "start_time": "2024-06-14T14:00:53.292498", "status": "completed" }, "tags": [] }, "source": [ "## Time and Date-Related Variables" ] }, { "cell_type": "code", "execution_count": 16, "id": "3f3cf8fc", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:53.366763Z", "iopub.status.busy": "2024-06-14T14:00:53.366763Z", "iopub.status.idle": "2024-06-14T14:00:54.583959Z", "shell.execute_reply": "2024-06-14T14:00:54.582955Z" }, "lines_to_next_cell": 2, "papermill": { "duration": 1.243443, "end_time": "2024-06-14T14:00:54.586965", "exception": false, "start_time": "2024-06-14T14:00:53.343522", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Fix inconsistent year format\n", "accidents[\"year\"].replace(\n", " {\n", " 5: 2005,\n", " 6: 2006,\n", " 7: 2007,\n", " 8: 2008,\n", " 9: 2009,\n", " 10: 2010,\n", " 11: 2011,\n", " 12: 2012,\n", " 13: 2013,\n", " 14: 2014,\n", " 15: 2015,\n", " 16: 2016,\n", " 17: 2017,\n", " 18: 2018,\n", " },\n", " inplace=True,\n", ")\n", "\n", "# Fix inconsistent time format\n", "accidents[\"hhmm\"] = accidents[\"hhmm\"].apply(lambda s: str(s).replace(\":\", \"\"))\n", "\n", "accidents[\"hour\"] = accidents[\"hhmm\"].apply(lambda hhmm: hhmm[:-2])\n", "accidents[\"hour\"] = accidents[\"hour\"].replace(\"\", np.nan).fillna(method=\"bfill\")\n", "accidents[\"minute\"] = accidents[\"hhmm\"].apply(lambda hhmm: hhmm[-2:])\n", "\n", "accidents[\"date\"] = pd.to_datetime(\n", " {\n", " \"year\": accidents[\"year\"],\n", " \"month\": accidents[\"month\"],\n", " \"day\": accidents[\"day\"],\n", " \"hour\": accidents[\"hour\"],\n", " \"minute\": accidents[\"minute\"],\n", " }\n", ")\n", "\n", "# New variable: weekday, integer from 0 to 6 representing the weekdays from monday to sunday.\n", "accidents[\"day_of_week\"] = accidents[\"date\"].apply(lambda x: x.day_of_week)\n", "\n", "# New binary variable: is_weekend, 0 for monday to friday and 1 for saturday and sunday\n", "accidents[\"is_weekend\"] = (accidents[\"day_of_week\"] > 4).astype(\"int\")\n", "\n", "# The hhmm variable will be used in its integer representation for plotting in nb 2\n", "accidents[\"hhmm\"] = accidents[\"hhmm\"].astype(\"int\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "94eda100", "metadata": { "lines_to_next_cell": 2, "papermill": { "duration": 0.020002, "end_time": "2024-06-14T14:00:54.627966", "exception": false, "start_time": "2024-06-14T14:00:54.607964", "status": "completed" }, "tags": [] }, "source": [ "## Department Variable\n", "The department is numerically encoded, but they don't exactly match the\n", "*Code officiel géographique*\n", "(COG)." ] }, { "cell_type": "code", "execution_count": 17, "id": "96084d4d", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:54.674509Z", "iopub.status.busy": "2024-06-14T14:00:54.673515Z", "iopub.status.idle": "2024-06-14T14:00:54.764669Z", "shell.execute_reply": "2024-06-14T14:00:54.763659Z" }, "papermill": { "duration": 0.116692, "end_time": "2024-06-14T14:00:54.767671", "exception": false, "start_time": "2024-06-14T14:00:54.650979", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "def department_converter(dep):\n", " \"\"\"\n", " Takes in a department code as int and returns a string\n", " e.g. 750 will be '75' for Paris and 201 will be '2B'\n", " \"\"\"\n", " if dep == 201:\n", " return \"2A\"\n", " elif dep == 202:\n", " return \"2B\"\n", " elif dep > 970:\n", " return str(dep)\n", " else:\n", " return str(dep).strip(\"0\")\n", "\n", "\n", "accidents.loc[(np.less(accidents[\"year\"], 2019)), \"department\"] = accidents[\n", " (np.less(accidents[\"year\"], 2019))\n", "][\"department\"].apply(department_converter)" ] }, { "cell_type": "markdown", "id": "253634c5", "metadata": { "papermill": { "duration": 0.020009, "end_time": "2024-06-14T14:00:54.805671", "exception": false, "start_time": "2024-06-14T14:00:54.785662", "status": "completed" }, "tags": [] }, "source": [ "## GPS-Data" ] }, { "cell_type": "code", "execution_count": 18, "id": "27372f63", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:54.861213Z", "iopub.status.busy": "2024-06-14T14:00:54.860215Z", "iopub.status.idle": "2024-06-14T14:00:55.096049Z", "shell.execute_reply": "2024-06-14T14:00:55.094997Z" }, "papermill": { "duration": 0.271364, "end_time": "2024-06-14T14:00:55.099033", "exception": false, "start_time": "2024-06-14T14:00:54.827669", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Replace commas with periods in GPS Data\n", "accidents[\"latitude\"] = (\n", " accidents[\"latitude\"].apply(lambda x: x.replace(\",\", \".\")).astype(\"float\")\n", ")\n", "accidents[\"longitude\"] = (\n", " accidents[\"longitude\"].apply(lambda x: x.replace(\",\", \".\")).astype(\"float\")\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "id": "98b1e86d", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:55.139039Z", "iopub.status.busy": "2024-06-14T14:00:55.139039Z", "iopub.status.idle": "2024-06-14T14:00:55.156588Z", "shell.execute_reply": "2024-06-14T14:00:55.155075Z" }, "papermill": { "duration": 0.03956, "end_time": "2024-06-14T14:00:55.159601", "exception": false, "start_time": "2024-06-14T14:00:55.120041", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "latitude 0\n", "longitude 0\n" ] } ], "source": [ "# Now I can check if there are some values equal to zero, which can be an indicator for missing\n", "# values\n", "for this_var in [\"latitude\", \"longitude\"]:\n", " print(this_var, (accidents[this_var] == 0.0).sum())" ] }, { "cell_type": "code", "execution_count": 20, "id": "172036ec", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:00:55.199609Z", "iopub.status.busy": "2024-06-14T14:00:55.198610Z", "iopub.status.idle": "2024-06-14T14:03:34.675492Z", "shell.execute_reply": "2024-06-14T14:03:34.672449Z" }, "papermill": { "duration": 159.502876, "end_time": "2024-06-14T14:03:34.680493", "exception": false, "start_time": "2024-06-14T14:00:55.177617", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Longitude\n", "if PLOTTING:\n", " visualization.plot_continuous_variable_overview(\n", " accidents, \"longitude\", filter_percentile=0.1\n", " )\n", "\n", " # Saving (exporting svg can take a lot time)\n", " visualization.savefig(\n", " basename=\"overview_longitude\", filepath=PLOT_DIR, formats=PLOT_FILE_FORMATS\n", " )\n", "\n", " # Latitude\n", " visualization.plot_continuous_variable_overview(\n", " accidents, \"latitude\", filter_percentile=0.1\n", " )\n", "\n", " # Saving (exporting svg can take a lot time)\n", " visualization.savefig(\n", " basename=\"overview_latitude\", filepath=PLOT_DIR, formats=PLOT_FILE_FORMATS\n", " )" ] }, { "cell_type": "markdown", "id": "f114ce1b", "metadata": { "papermill": { "duration": 0.037823, "end_time": "2024-06-14T14:03:34.753593", "exception": false, "start_time": "2024-06-14T14:03:34.715770", "status": "completed" }, "tags": [] }, "source": [ "Plotting the distribution of latitude and longitude we can see that there is one very dense\n", "regions and some outlier regions. This shows that the dataset does not only contain the data from\n", "mainland France, but also from the overseas." ] }, { "attachments": {}, "cell_type": "markdown", "id": "83f5ef52", "metadata": { "papermill": { "duration": 0.028355, "end_time": "2024-06-14T14:03:34.815236", "exception": false, "start_time": "2024-06-14T14:03:34.786881", "status": "completed" }, "tags": [] }, "source": [ "## Other variables" ] }, { "cell_type": "code", "execution_count": 21, "id": "2dde041b", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:34.887664Z", "iopub.status.busy": "2024-06-14T14:03:34.886669Z", "iopub.status.idle": "2024-06-14T14:03:35.619450Z", "shell.execute_reply": "2024-06-14T14:03:35.617623Z" }, "papermill": { "duration": 0.77668, "end_time": "2024-06-14T14:03:35.622664", "exception": false, "start_time": "2024-06-14T14:03:34.845984", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weather_dict = {\n", " 1: \"Normal\",\n", " 2: \"Light rain\",\n", " 3: \"Heavy rain\",\n", " 4: \"Snow/Hail\",\n", " 5: \"Fog/smoke\",\n", " 6: \"Strong wind/storm\",\n", " 7: \"Dazzling\",\n", " 8: \"Overcast\",\n", " 9: \"Other\",\n", "}\n", "\n", "if PLOTTING:\n", " sns.countplot(y=accidents[\"weather\"].replace(weather_dict))\n", " plt.title(\"Weather Conditions\")\n", " visualization.savefig(\n", " basename=\"hist_weather\", filepath=PLOT_DIR, formats=PLOT_FILE_FORMATS\n", " )" ] }, { "cell_type": "code", "execution_count": 22, "id": "8fddb71b", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:35.703688Z", "iopub.status.busy": "2024-06-14T14:03:35.702726Z", "iopub.status.idle": "2024-06-14T14:03:35.758255Z", "shell.execute_reply": "2024-06-14T14:03:35.755237Z" }, "papermill": { "duration": 0.116517, "end_time": "2024-06-14T14:03:35.762237", "exception": false, "start_time": "2024-06-14T14:03:35.645720", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "accidents[\"weather\"] = accidents[\"weather\"].fillna(accidents[\"weather\"].mode()[0])\n", "accidents[\"weather\"].replace({-1, 0}, inplace=True)\n", "accidents[\"weather\"] = accidents[\"weather\"].astype(\"int\")" ] }, { "cell_type": "code", "execution_count": 23, "id": "afbef4dc", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:35.843415Z", "iopub.status.busy": "2024-06-14T14:03:35.841402Z", "iopub.status.idle": "2024-06-14T14:03:35.879561Z", "shell.execute_reply": "2024-06-14T14:03:35.877557Z" }, "papermill": { "duration": 0.081309, "end_time": "2024-06-14T14:03:35.881567", "exception": false, "start_time": "2024-06-14T14:03:35.800258", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "accidents[\"collision_category\"] = accidents[\"collision_category\"].fillna(\n", " accidents[\"collision_category\"].mode()[0]\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "id": "6683afe3", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:35.943207Z", "iopub.status.busy": "2024-06-14T14:03:35.941217Z", "iopub.status.idle": "2024-06-14T14:03:35.973227Z", "shell.execute_reply": "2024-06-14T14:03:35.969220Z" }, "papermill": { "duration": 0.066098, "end_time": "2024-06-14T14:03:35.978222", "exception": false, "start_time": "2024-06-14T14:03:35.912124", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "accidents[\"built_up_area\"].replace({1: 0, 2: 1}, inplace=True)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "2aa97814", "metadata": { "papermill": { "duration": 0.030099, "end_time": "2024-06-14T14:03:36.035335", "exception": false, "start_time": "2024-06-14T14:03:36.005236", "status": "completed" }, "tags": [] }, "source": [ "## Max Speed" ] }, { "cell_type": "code", "execution_count": 25, "id": "d21fbab6", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:36.101389Z", "iopub.status.busy": "2024-06-14T14:03:36.100391Z", "iopub.status.idle": "2024-06-14T14:03:36.846039Z", "shell.execute_reply": "2024-06-14T14:03:36.843007Z" }, "papermill": { "duration": 0.782688, "end_time": "2024-06-14T14:03:36.849023", "exception": false, "start_time": "2024-06-14T14:03:36.066335", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if PLOTTING:\n", " plt.figure(figsize=(6, 6))\n", " sns.countplot(data=accidents, y=\"max_speed\")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "6ea6ee6b", "metadata": { "papermill": { "duration": 0.030574, "end_time": "2024-06-14T14:03:36.912650", "exception": false, "start_time": "2024-06-14T14:03:36.882076", "status": "completed" }, "tags": [] }, "source": [ "Plotting the maximum speed shows that there are some irrational values.\n", "I will replace the ones where I think there are too many zeros and leave the\n", "rest as it is for now." ] }, { "cell_type": "code", "execution_count": 26, "id": "bffcf570", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:36.977306Z", "iopub.status.busy": "2024-06-14T14:03:36.976307Z", "iopub.status.idle": "2024-06-14T14:03:36.995327Z", "shell.execute_reply": "2024-06-14T14:03:36.994324Z" }, "papermill": { "duration": 0.054624, "end_time": "2024-06-14T14:03:36.998323", "exception": false, "start_time": "2024-06-14T14:03:36.943699", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "accidents[\"max_speed\"].replace(\n", " {300: 30, 500: 50, 700: 70, 800: 80, 900: 90}, inplace=True\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "a02992d3", "metadata": { "papermill": { "duration": 0.038169, "end_time": "2024-06-14T14:03:37.066633", "exception": false, "start_time": "2024-06-14T14:03:37.028464", "status": "completed" }, "tags": [] }, "source": [ "# Clean Vehicles Dataset\n", "Another dataset is available which contains more additional information, but will not be used\n", "here.\n", "The reason is that it contains only information about accidents with hurt or killed people, which\n", "means that (1) there are a lot of missing values and (2) the presence of this data could easily\n", "lead to leaking in machine learning." ] }, { "cell_type": "code", "execution_count": 27, "id": "25605e26", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:37.126991Z", "iopub.status.busy": "2024-06-14T14:03:37.126008Z", "iopub.status.idle": "2024-06-14T14:03:37.150759Z", "shell.execute_reply": "2024-06-14T14:03:37.147747Z" }, "papermill": { "duration": 0.057027, "end_time": "2024-06-14T14:03:37.153297", "exception": false, "start_time": "2024-06-14T14:03:37.096270", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "dfd[\"vehicles\"].rename(\n", " columns={\n", " \"Num_Acc\": \"accident_id\",\n", " \"id_vehicule\": \"unique_vehicle_id\",\n", " \"num_veh\": \"vehicle_id\",\n", " \"senc\": \"direction\",\n", " \"catv\": \"vehicle_category\",\n", " \"obs\": \"immobile_obstacle\",\n", " \"obsm\": \"mobile_obstacle\",\n", " \"choc\": \"impact_point\",\n", " \"manv\": \"last_operation\",\n", " \"motor\": \"motor_type\",\n", " \"occutc\": \"n_occupants\",\n", " },\n", " inplace=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 28, "id": "a2e8a46a", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:37.213726Z", "iopub.status.busy": "2024-06-14T14:03:37.212699Z", "iopub.status.idle": "2024-06-14T14:03:37.287939Z", "shell.execute_reply": "2024-06-14T14:03:37.285943Z" }, "papermill": { "duration": 0.109476, "end_time": "2024-06-14T14:03:37.291531", "exception": false, "start_time": "2024-06-14T14:03:37.182055", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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accident_id201900034881202000034882202000026266201900023022202100010902202000022640202000000114202000018656202000033350202000045972201900019100202100037260201900042189202100028683201900046406201900023013202000039072202100052691201900008062201900016031
unique_vehicle_id138 240 582154 681 110154 696 054138 263 258182 241154 702 388154 742 078154 709 433154 683 821154 661 477138 270 750135 077138 226 826150 450138 218 776138 263 279154 673 688107 544138 291 390138 276 571
vehicle_idB01A01A01B01B01A01A01B01A01B01A01A01B01A01A01B01A01B01A01A01
direction23131121013312121123
vehicle_category32501021773327997773177777
immobile_obstacle00000000006000000002
mobile_obstacle22222122200222020220
impact_point28544118151341979381
last_operation191511115113126152111211591
motor_type13115111101613111111
n_occupantsNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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" ], "text/plain": [ " 59713 159776 145302 39329 \\\n", "accident_id 201900034881 202000034882 202000026266 201900023022 \n", "unique_vehicle_id 138 240 582 154 681 110 154 696 054 138 263 258 \n", "vehicle_id B01 A01 A01 B01 \n", "direction 2 3 1 3 \n", "vehicle_category 32 50 10 2 \n", "immobile_obstacle 0 0 0 0 \n", "mobile_obstacle 2 2 2 2 \n", "impact_point 2 8 5 4 \n", "last_operation 1 9 15 1 \n", "motor_type 1 3 1 1 \n", "n_occupants NaN NaN NaN NaN \n", "\n", " 200432 139203 100895 132407 \\\n", "accident_id 202100010902 202000022640 202000000114 202000018656 \n", "unique_vehicle_id 182 241 154 702 388 154 742 078 154 709 433 \n", "vehicle_id B01 A01 A01 B01 \n", "direction 1 1 2 1 \n", "vehicle_category 1 7 7 33 \n", "immobile_obstacle 0 0 0 0 \n", "mobile_obstacle 2 1 2 2 \n", "impact_point 4 1 1 8 \n", "last_operation 1 1 15 1 \n", "motor_type 5 1 1 1 \n", "n_occupants NaN NaN NaN NaN \n", "\n", " 157171 178737 32575 246019 \\\n", "accident_id 202000033350 202000045972 201900019100 202100037260 \n", "unique_vehicle_id 154 683 821 154 661 477 138 270 750 135 077 \n", "vehicle_id A01 B01 A01 A01 \n", "direction 0 1 3 3 \n", "vehicle_category 2 7 99 7 \n", "immobile_obstacle 0 0 6 0 \n", "mobile_obstacle 2 0 0 2 \n", "impact_point 1 5 1 3 \n", "last_operation 13 1 26 15 \n", "motor_type 1 0 1 6 \n", "n_occupants NaN NaN NaN NaN \n", "\n", " 72165 231161 79483 39308 \\\n", "accident_id 201900042189 202100028683 201900046406 201900023013 \n", "unique_vehicle_id 138 226 826 150 450 138 218 776 138 263 279 \n", "vehicle_id B01 A01 A01 B01 \n", "direction 1 2 1 2 \n", "vehicle_category 7 7 31 7 \n", "immobile_obstacle 0 0 0 0 \n", "mobile_obstacle 2 2 0 2 \n", "impact_point 4 1 9 7 \n", "last_operation 2 1 1 12 \n", "motor_type 1 3 1 1 \n", "n_occupants NaN NaN NaN NaN \n", "\n", " 166951 272645 13745 27340 \n", "accident_id 202000039072 202100052691 201900008062 201900016031 \n", "unique_vehicle_id 154 673 688 107 544 138 291 390 138 276 571 \n", "vehicle_id A01 B01 A01 A01 \n", "direction 1 1 2 3 \n", "vehicle_category 7 7 7 7 \n", "immobile_obstacle 0 0 0 2 \n", "mobile_obstacle 0 2 2 0 \n", "impact_point 9 3 8 1 \n", "last_operation 1 15 9 1 \n", "motor_type 1 1 1 1 \n", "n_occupants NaN NaN NaN NaN " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfd[\"vehicles\"].sample(20).T" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5779de11", "metadata": { "papermill": { "duration": 0.032795, "end_time": "2024-06-14T14:03:37.354895", "exception": false, "start_time": "2024-06-14T14:03:37.322100", "status": "completed" }, "tags": [] }, "source": [ "## Analysis of Missing Values" ] }, { "cell_type": "code", "execution_count": 29, "id": "40516cdf", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:37.423414Z", "iopub.status.busy": "2024-06-14T14:03:37.421765Z", "iopub.status.idle": "2024-06-14T14:03:37.763659Z", "shell.execute_reply": "2024-06-14T14:03:37.761775Z" }, "papermill": { "duration": 0.377131, "end_time": "2024-06-14T14:03:37.765656", "exception": false, "start_time": "2024-06-14T14:03:37.388525", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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na_countsna_ratio
variable
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direction10000.003583
motor_type6940.002487
mobile_obstacle1510.000541
impact_point1320.000473
last_operation1040.000373
immobile_obstacle960.000344
vehicle_category90.000032
\n", "
" ], "text/plain": [ " na_counts na_ratio\n", "variable \n", "n_occupants 276834 0.991913\n", "direction 1000 0.003583\n", "motor_type 694 0.002487\n", "mobile_obstacle 151 0.000541\n", "impact_point 132 0.000473\n", "last_operation 104 0.000373\n", "immobile_obstacle 96 0.000344\n", "vehicle_category 9 0.000032" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Missing values are assigned the vale -1 in the original dataset\n", "dfd[\"vehicles\"].replace({-1: np.nan}, inplace=True)\n", "na_stats(dfd[\"vehicles\"])" ] }, { "cell_type": "code", "execution_count": 30, "id": "7e47abb8", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:37.833256Z", "iopub.status.busy": "2024-06-14T14:03:37.832171Z", "iopub.status.idle": "2024-06-14T14:03:41.690434Z", "shell.execute_reply": "2024-06-14T14:03:41.687913Z" }, "papermill": { "duration": 3.897023, "end_time": "2024-06-14T14:03:41.694454", "exception": false, "start_time": "2024-06-14T14:03:37.797431", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if PLOTTING:\n", " msno.matrix(dfd[\"vehicles\"])\n", " visualization.savefig(\n", " basename=\"msno_matrix_vehicles\", filepath=PLOT_DIR, formats=PLOT_FILE_FORMATS\n", " )" ] }, { "cell_type": "code", "execution_count": 31, "id": "682eeb34", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:41.776163Z", "iopub.status.busy": "2024-06-14T14:03:41.775159Z", "iopub.status.idle": "2024-06-14T14:03:43.262586Z", "shell.execute_reply": "2024-06-14T14:03:43.260074Z" }, "papermill": { "duration": 1.531092, "end_time": "2024-06-14T14:03:43.267202", "exception": false, "start_time": "2024-06-14T14:03:41.736110", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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1VlZWyM/PR3BwsEx5dHQ0EhMTiy1zf9uchjf3NWjQAADg6emJuLg4me3HH39ElSpVZOaAvalJkyY4evQokpKSkJqairi4OOnQy9uOK03Rtbw+fFwkMDAQpqam0NXVlSl/8eKFzOuiDqGxsTGAwh+aV69exY4dOxAdHY39+/fj66+/LrOjU977XhGnTp1CamoqBg8ejGHDhuHmzZsICQmR69jnz59jzZo1+PHHHxEXF4czZ85gwoQJMvNiKnrtAKRziF6XmJgIExMT6WsrKyvpvJzXvXnP3ubAgQPIy8uTdgy0tbXRv39/6VysIsOHD8e9e/eQlZWFhIQExMXFoU+fPhV6n5WkQYMGUFNTQ3BwcLHvhSZNmsDMzAyAfPe9vN58Dxddd9F7WFHtAoVfw9fbbdCgAXr16lXsmi9cuAAA0usuTX5+Pg4ePIjPP/9c2gEq+loWfRZU5HOmrO/rktSvXx8PHz58a7xvsra2hpqaGpYsWVIsNmdnZwD/3YOFCxfCyMgIQUFBuH//PlauXKmwR/Ho6+vL/LJfpUoVLF68GC9evEB2djbi4+MRFxcHY2Njud/z8nw+y/N+lvd7gyqGc+xUQGpqKl6+fInPPvusXMcJcq6GfPOH7Nv2FU2inTlzJu7evVviMaXNkTA0NMQ///yDlJQULFy4ECEhIcjKyoKdnR1WrlxZbIKusuTn55dYXtR5ycrKQseOHdGlSxd88cUX6NmzJ4YMGYILFy6gR48eZa4Glfe+V0ROTg6OHj2KESNGoF69enBycirX8TNnzsSuXbvQr18/9OjRA+vXr8ecOXPQrl076YTpil57afdV0WJjY3Hu3DkMHDgQP//8M7788ktUrVpVZjXssGHD4OHhgWPHjmHVqlWIiYlBfn4+5syZ89bn4AGlf/3U1dVlXqupqaGgoAC9evUq8dpf/z4o676XV1nv4YqSp101NTWcPXsWK1euLLHu06dPyzzPnj17MGnSJHz77bdYs2YNvv32W/z777/SuY8V+ZxR1j15U1Fsq1atgre3d4l1in5RuXLlCurXry/9uo8ZMwbTpk3DuHHjsGPHjgrHoKGhgYYNG8p0St3c3DBq1Cj8/vvv8PX1RXJyMgRBwIEDB+T6bC3P53NZ7+fyfG9Q+bFjpyJOnjyJsWPHol27dvDz83tr3bCwMKirq6NBgwZ4/PixtNzMzAzGxsbFFhOUR1F2KCUlRfoburw6d+6M6tWrY8CAAdKhIwCoW7dusbrydo6KrqVRo0bF9jVu3BixsbHIyMgoV5xF57948SIuXryIGTNmYM6cOVi2bBm6dOlS6nUr876/bt++fRg9ejTy8/Nx4MCBch//8OFDPHz4EEuXLoW9vT2uX7+OcePGYcGCBQAqdu3yCgsLQ5cuXaCjoyPzS0N5h6r27t2LXr16oVevXhg6dCiSk5Nl/mrCoEGDEBISUmyh0OLFi8tsOzExEUZGRsXK38y4hoSEQE1NDaGhoQgKCiqz3bLue2VQxC8dISEh0NfXf6f3ws2bNxEcHIyhQ4fi3Llz+Oyzz2Qe0v0unzPlERISUu5fmJ89ewYAyM3NlSu2opXfu3btgp6eHi5fvgwnJ6d36tgNGjQIurq6Mh3LQYMGwcPDAzNnzpSWaWtrF3svl/YeKM/nM/D293N5vjeU+YuwquJQrIpYuXIl0tLSsH379hLT2PXq1cPkyZMBFA7XAcDUqVNl6kyfPh0A3ukZUQEBAQgODsbMmTOhp6dXbP/bnohe9Jvb679Ba2pqYsKECcXqpqenyzV8EBUVhTt37mDEiBEy9T/99FP06NFDei/Ko6Shm6Ksgba2dqnHKfO+v87Hxwfz58/HxIkTER0dLfdxBgYGxbJODx48QH5+vvS6Knrt8vL29oaWlhZ+/PFHaZlEIsHPP/9crna8vLyQnp6OCRMmoFevXjh69Ciys7Ol+0t6r7Vp0wb29vZlth0SEgIjIyOZITMLCwv0799fpt7Ro0eRl5dX6p8jKxqClue+V5b09HQAKLHjKq9Dhw6hffv26NGjR7F9hoaGxa61NHv37oWdnZ10xevrc0Xf5XOmPI4cOYLmzZvjq6++kvuY2NhY+Pj4YOzYsSU+R+712F6fhgAU3v/g4OB3+ro3a9YMv//+OxISEmTmpubn5xfLTk6aNAkaGrL5ndLeA/J+Psvzfpb3e6MoHkVNj/hYMGOnIp49e4ahQ4fi4MGDCAwMhKenJx4+fAgtLS20b98eX3/9NXbt2gWg8DlHu3btwtixY2FkZIR//vkHbdq0wciRI3Hs2DFcunSpwnEIgoAxY8bg9OnT+Pfff+Hu7o6XL1+iZs2a6NKlC1JSUkp9+Oj169eRkJAADw8PrF+/HoIg4Pvvvy9xqCQgIABDhgzBmjVr4O/vj7S0NJw8ebLEdn/55RecPn0avr6+2LFjh/RxJ8nJyeUeqgQK58V07NgRf//9N8LCwmBmZoYJEyYgPDxcZmL5m5R5318nCIJcz9R7U9euXbFhwwYcPnwYT58+hYaGBr7//nvpw06Bil+7vLy8vHDjxg2sWbMG1tbWePz4Mfr27Sv9oJf3t/f09HR4eXlh2LBhAFDsocQnT57EwIEDcezYMfz999+oW7cuxo0bh0ePHkFfX/+tbR84cAAuLi44duwY1q9fD11dXYwfPx5Pnz5Fy5YtpfWePXuG+fPnY8WKFahTpw68vLyQmpqKunXron///ti6dSvWrFkj132vLHfv3kVeXh5+/fVXGBoaIjs7GxcvXkRsbKzcbaxatUr6vLOiR6Ho6emhadOmGDRoEOrUqVPqY0Jet2fPHixatAhfffUVrl69KpPRfpfPmfJYtWoVBg0ahMOHD2Pnzp0ICAiAiYkJ+vbti3HjxuH+/fslHvfzzz/j6tWrePDgAbZt24Znz57B3Nwc9vb2qFWrFpo3bw4AePToES5duoSAgAAkJCSgVatWGDRoEDZs2CBXfJ9//jmqVKkCdXV1VKtWDQ4ODujbty+Sk5PRv39/mV/sTp48ie+//x7Jycl49OgR7O3t0a1bt2LzXkt7D8j7+SzP+1ne7w2gfJ/19B/Rl+ZyU9xmbW0t/PHHH8KzZ8+ErKwsITk5Wbhy5Yrw888/yyy9V1dXFxYsWCCEhIQI2dnZQlhYmLB06dJiy/NL+zNCZS23t7W1Ff78808hNjZWyMzMFEJDQ4UDBw7I/Jmbkh53Ym9vL1y/fl1IT08XIiIihBUrVgjdu3cvtvxeV1dX2LNnj5CQkCAIgiBdDl/an/fp2rWrcOXKFSE9PV1ISkoSjh8/LjRu3FimTml/eujNOLt06SIcO3ZMiIiIELKysoSIiAhh7969xR7vUNIm732v6ONOStvkedxJnTp1hO3btwtBQUFCRkaGEBcXJ1y4cEHo2rWr9Bh5rr20x52UFOObjwgBIFSrVk3Ys2ePkJycLCQmJgo7d+4U7O3tBUEQhG+++Ubu74Wix2a8fPmyxD+bNnv2bCE0NFTIzMwUAgIChN69e5f4KJM3H3cCQOjWrZtw//59ISsrSwgMDBSGDh1a4rUAhY9wuXz5spCamiqkpqYKjx49Etzc3IQGDRrIfd/f9rUv6XEnr3+d33YdJW2jR48WgoODhdzcXJn3R2mfBT4+PoKPj49MmZ6enrB06VLh6dOnQlZWlhATEyNcvXpVmD59ern+ZNeNGzcEQRCEcePGlbhfns8Zeb+vi67x9cedABCMjY2F9evXC+Hh4UJWVpbw4sULwd3dXTAxMSn1/Q5AqFu3rrBr1y4hMjJSyM7OFsLDw4W//vpLGDBggLTO3LlzBT8/PyEhIUFIT08XHj16JMyZM6fMe1T0vVskOztbiI6OFi5duiTMmTNHqF69erFjDA0NhR07dggxMTFCSkqKcPr0aaFhw4YlXnNp7wF5Pp/L834u63sDKP2znlvpm+T//0NE9N7q168fvLy84ODgINfDmomIPlbs2BHRe6VKlSoyz8sqWmXZqlUrWFhYyOwjIiJZnGNHRO8VNzc36OjowNfXF9ra2hgwYAAcHBwwZ84cduqIiMrAjB0RvVe+/fZbzJgxA9bW1qhSpQqCg4OxefPmcv31CSKij5noE/24cePGjRs3btzE2j7//HPhr7/+El6+fCkIgiD069evzGM6deokBAQECFlZWUJQUFCJf8t6woQJ0kVafn5+QuvWrZV+LXyOHREREX3U9PT0cO/ePbmfmVmnTh38/fff8PHxQfPmzfH7779j+/btMs9v/Oabb+Dq6orFixfDzs4O9+7dg7e3N0xNTZV1GVKi95S5cePGjRs3btzeh02ejN2KFSuEBw8eyJTt379fOH36tPS1n5+f4ObmJn0tkUiEiIgI4ddff1Vq/MzYERERkcrR0tKCgYGBzKalpaWQtu3t7XH+/HmZMm9vb+lfr9HU1ETLli1l6giCgPPnz8v1F27eBVfFEhERkSg0m49SWttz+lkW++tCTk5Ocv1N6LJYWFgU+5ON0dHRMDQ0RJUqVWBsbAwNDY0S6zRu3Pidz/827NgRERGRylm+fDlcXV1lyl7/m9Gqih07IiIiEoVETV1pbefk5CAnJ0cpbUdFRcHc3FymzNzcHMnJycjKykJcXBzy8vJKrBMVFaWUmIpwjh0RERFROfj6+sLR0VGmrHv37vD19QUA5ObmIiAgQKaORCKBo6OjtI6yMGNHREREolBmxq489PT0YG1tLX1dt25d2NraIiEhAeHh4Vi2bBlq1qyJESNGAAC2bNmCiRMnwsXFBTt37kTXrl3xzTff4IsvvpC24erqCg8PD9y6dQs3b97E1KlToaenB3d3d6VeCzt2RERE9FFr1aoVLl26JH29du1aAMCuXbswatQofPLJJ7C0tJTuf/78Ob744gusXbsWU6ZMQUREBMaMGYOzZ89K6xw6dAimpqZwdnaGhYUF7t69i549eyImJkap18I/KUZERESiqNJmgtLazrq5SWltv8+YsSMiIiJRvC9DsaqEiyeIiIiIVAQzdkRERCQKiTozdorGjB0RERGRimDGjoiIiEShxjl2CseMHREREZGKYMaOiIiIRMFVsYrHjB0RERGRimDGjoiIiETBjJ3iMWNHREREpCKYsSMiIiJRSNSYX1I0duyIiIhIFByKVTx2lYmIiIhUBDN2REREJApm7BSPGTsiIiIiFcGOnZL4+Phg7dq1AIDQ0FBMmTJFlDjEPDcREdHbSNTUlbZ9rDgUWwlat26N9PR0pZ5jxIgR+P3332FsbFzp5yYiIqL3Azt2lSAuLu6t+zU0NJCXlyfKuYmIiMQiUf94M2vKwqFYBdDV1YWHhwdSU1MRGRmJ6dOny+x/czhUEASMGzcOx48fR1paGubNmwcA6Nu3LwICApCZmYmQkBAsXLgQ6q+96Q0NDbFlyxZERUUhMzMTDx48wBdffIFOnTph165dMDIygiAIEAQBixYtKvHctWvXhpeXF1JTU5GcnIyDBw/CzMxMun/RokW4c+cOvvvuO4SGhiIpKQn79++Hvr6+Uu4dERERKQ47dgqwatUqdOrUCf369UOPHj3QuXNn2NnZvfUYJycnHDt2DE2bNsXOnTvRoUMHeHp6Yt26dWjSpAnGjh2LkSNHSjt9EokEp0+fhoODA7777js0adIEs2fPRn5+Pq5fv44pU6YgOTkZFhYWsLCwwOrVq4udUyKR4Pjx4zAxMUGnTp3QvXt31KtXDwcPHpSpV79+fXz11Vfo06cP+vTpg06dOmH27NmKu2FERETgHDtl4FDsO9LT08Po0aPx3Xff4eLFiwAK57tFRES89bh9+/Zh165d0tc7d+7EihUr4OnpCaAw07ZgwQKsXLkSzs7O6NatG9q0aQMbGxsEBQVJ6xRJTk6GIAiIjo4u9ZyOjo5o2rQp6tatK41v+PDhePToEVq1aoVbt24BANTU1DBy5EikpaUBAHbv3g1HR0fMnz+/nHeHiIiodB9zB0xZ2LF7R/Xr14e2tjZu3LghLUtMTMSTJ0/eelxRJ6qIra0tHBwcpBk6AFBXV4eOjg50dHTQvHlzRERESDt1FWFjY4Pw8HCZTmdgYCASExNhY2Mjjen58+fSTh0AvHr1Sma4loiIiN5P7NiJ5M2Vqvr6+li0aBGOHj1arG5WVhYyMzMrKzTk5ubKvBYEAWr8e35ERKRgaszYKRx/Wr+jkJAQ5OTkoG3bttIyIyMjNGzYsFzt3L59G40aNUJISEixTRAE3L9/H7Vq1UKDBg1KPD4nJ0dmoUVJAgMDUbt2bdSqVUtaZmNjA2NjYzx69Khc8RIREdH7hxm7d5Seno4dO3Zg1apViI+PR0xMDJYuXYqCgoJytePs7IyTJ0/ixYsX+PPPP1FQUABbW1t89tlnWLBgAS5fvozLly/jyJEjmD59OoKDg9G4cWMIggBvb288f/4cBgYG6Nq1K+7du4eMjIxiWb7z58/jwYMH2Lt3L6ZOnQoNDQ1s2rQJly5dQkBAgCJvCxERUZk4x07xmLFTgF9++QVXrlzBiRMncP78eVy9erXcHaWzZ8+iT58+6NGjB/z9/eHn54dp06YhLCxMWmfgwIHw9/fH/v378ejRI6xcuVKapfP19cXmzZtx8OBBxMXFYdasWSWep1+/fkhMTMTly5dx/vx5PHv2DIMHD674xRMREdF7QwJAEDsIIiIi+vh88s0mpbX96tAEpbX9PmPGjoiIiEhFcI4dERERiYJz7BSPHTsiIiISBTt2isehWCIiIiIVwYwdERERiYIZO8Vjxo6IiIhIRTBjR0RERKKQlPEXk6j8mLEjIiIiUhHM2BEREZEoOMdO8ZixIyIiIlIRzNgRERGRKJixUzx27IiIiEgU7NgpHodiiYiIiFQEM3ZEREQkCjU1idghqBxm7IiIiIhUBDN2REREJAoJM3YKx4wdERERkYpgxo6IiIhEIZEwY6dozNgRERERqQhm7IiIiEgUXBWreMzYERERkSgkahKlbRUxYcIEhIaGIjMzE35+fmjdunWpdX18fCAIQrHt5MmT0jru7u7F9p8+fbpCscmLGTsiIiL66H3zzTdwdXXFuHHjcOPGDUydOhXe3t5o1KgRYmNji9UfMGAAtLS0pK+rVauGe/fu4fDhwzL1Tp8+jVGjRklfZ2dnK+8iwIwdERERieR9ythNnz4d27Ztw65duxAYGIhx48YhIyMDP/zwQ4n1ExMTER0dLd26d++OjIyMYh277OxsmXpJSUkVuVVyY8eOiIiIVI6WlhYMDAxkttczbK/T1NREy5Ytcf78eWmZIAg4f/487O3t5Trf6NGjceDAAWRkZMiUd+7cGdHR0Xj8+DE2bdoEExOTil+UHDgUS0qRnpEpdggVoqerI3YIREQfDTUlPu5kzpw5cHJykilzcnLC4sWLi9WtXr06NDQ0EB0dLVMeHR2Nxo0bl3mu1q1bo2nTphg9erRM+ZkzZ3D06FGEhoaifv36WLZsGU6fPg17e3sUFBSU/6LkwI4dERERqZzly5fD1dVVpkxZ89tGjx6N+/fvw9/fX6b84MGD0v8/fPgQ9+/fx7Nnz9C5c2dcvHhRKbFwKJaIiIhEocw5djk5OUhNTZXZcnJySowjLi4OeXl5MDc3lyk3NzdHVFTUW69BV1cXQ4YMwY4dO8q83tDQUMTGxsLa2lr+m1RO7NgRERHRRy03NxcBAQFwdHSUlkkkEjg6OsLX1/etx3799dfQ1tbGnj17yjxPzZo1Ua1aNbx69eqdYy4NO3ZEREQkivdpVayrqyt+/PFHDB8+HI0bN8bmzZuhp6cHd3d3AICHhweWLVtW7LjRo0fDy8sLCQkJMuV6enpYuXIl2rZtCysrK3Tt2hXHjx9HcHAwvL29K3bD5MA5dkRERCSK9+kvTxw6dAimpqZwdnaGhYUF7t69i549eyImJgYAYGlpWWzBQ8OGDfH555+je/fuxdrLz89Hs2bNMGLECBgZGSEyMhJnz57FggULSh0SVgQJAEFprdNHi6tiiYioLM1+/Vtpbd93+UJpbb/PmLEjIiIiUUg4IUzheEuJiIiIVAQzdkRERCQKiRIfUPyxYsaOiIiISEUwY0dERESieJ9WxaoKZuyIiIiIVAQzdkRERCSKijxImN6OHTsiIiISBTt2isehWCIiIiIVwYwdERERiUKNjztROGbsiIiIiFQEM3ZEREQkCs6xUzxm7IiIiIhUBDN2REREJApm7BSPGTsiIiIiFfHed+wEQUC/fv1K3d+pUycIggBDQ0O52vPx8cHatWsVFR4RERFVkJqaRGnbx+q979iV5fr167CwsEBycrLYoZSblZUVBEGAra2t2KEQERFVOolEorTtY/XBd+xyc3MRHR0tdhgqQVNTU+wQiIiI6B0otWP3448/4uXLl8V6zl5eXtixYwcAoG/fvggICEBmZiZCQkKwcOFCqKury9SvXr06jh49ivT0dDx9+hRffvmldF9JQ7Ht27eHj48P0tPTkZCQgDNnzsDIyKjEGLW0tLBq1SpEREQgLS0Nfn5+6NSpk9zX+LZz/e9//8OVK1eQmJiIuLg4nDhxAvXq1ZMe+/z5cwDA3bt3IQgCfHx8pPtGjx6NR48eITMzE4GBgRg/frzMee3t7XHnzh1kZmbC398f/fr1K5b969ixI27cuIGsrCxERkZi+fLlMvfWx8cHbm5uWLt2LWJjY+Ht7Y0dO3bgxIkTMufS0NBAdHQ0fvjhB7nvCxERUVkkasrbPlZKvfTDhw+jWrVq6NKli7TM2NgYPXv2xN69e9GhQwd4enpi3bp1aNKkCcaOHYuRI0di3rx5Mu0sWrQIhw4dQrNmzXDq1Cns3bsXxsbGJZ7T1tYWFy5cwKNHj2Bvb48OHTrgxIkTxTqLRTZs2AB7e3sMGTIEzZo1w+HDh3HmzBlYW1uXeX1lnUtPTw+urq5o1aoVHB0dUVBQgGPHjkk7uq1btwYAODo6wsLCAgMGDAAADB06FM7Ozpg3bx5sbGwwd+5c/Pbbbxg+fDgAwMDAACdOnMCDBw9gZ2eHBQsWwMXFRSa2GjVq4NSpU/D394etrS3Gjx+P0aNHY/78+TL1RowYgZycHDg4OGDcuHHYvn07evbsCQsLC2mdPn36QFdXFwcPHizznhAREZF4JAAEZZ7g2LFjiI+Px5gxYwAUZvEWLVqE2rVr4+zZs7hw4QJWrFghrT9s2DCsXLkSNWvWBFC4eOK3337DwoULAQC6urpIT09Hz5494e3tjU6dOuHSpUswMjJCcnIy9u7dC0tLS3z++eclxuPj44O7d+9i2rRpqF27Np49ewZLS0u8evVKWufcuXO4efNmsQ7mm8o615uqVauGuLg4fPbZZ/j3339hZWWF58+fo3nz5rh37560XlBQEBYsWIADBw5Iy+bNm4fevXvDwcEBY8eOxZIlS1CrVi1kZ2cDKMzwbd++XdrWkiVLMHDgQNjY2EjbGD9+PFxcXGBoaCjNEFatWhUtW7aUifPhw4fw8PDAqlWrAADHjx9HfHx8uTJ26RmZctd9n+jp6ogdAhHRR6Pjap+yK1XQ5Zldyq6kgpSerNy7dy8GDhwILS0tAIUdtwMHDkiHDRcuXIjU1FTptm3bNtSoUQM6Ov/9gL1//770/xkZGUhOToaZmVmJ52vevDkuXLggV2xNmzaFhoYGnj59KhNDp06dUL9+/TKPL+tc1tbW2LdvH0JCQpCcnCwderW0tCz1GF1dXVhbW2PHjh0yMc2fP18aU6NGjXD//n1ppw4Abt68KdOOjY0NfH19ZcquXbsGAwMD1KpVS1oWEBBQLIbt27dj1KhRAAAzMzP06tULO3fuLDVmIiIiej8o/QHFJ06cgEQiwRdffAF/f398/vnnmDZtGgBAX18fixYtwtGjR4sdl5WVJf1/bm6uzD5BEKCmVnKfNDNT/kyRvr4+8vLy0LJlS+Tn58vsS0tLK/P4ss514sQJhIWF4ccff0RkZCTU1NTw77//Sju5pcUEFGY2b9y4IbPvzRgVIT09vViZp6cnVqxYgXbt2qF9+/YIDQ3F1atXFX5uIiL6uPEBxYqn9I5ddnY2jh49imHDhsHa2hpPnjzBnTt3AAC3b99Go0aNEBISorDz3b9/H46OjnByciqz7p07d6ChoQEzM7MKdVzedi4TExM0btwYP/74o7RtBwcHmTo5OTkAIDP/LyYmBi9fvkS9evWwb9++Es/75MkTfPfdd9DS0pK2UTRfr0hgYCAGDhwoU+bg4ICUlBRERES89boSEhLg5eWFUaNGwd7eHu7u7m+tT0RERO+HSvmTYnv37sXJkyfx6aefYs+ePdJyZ2dnnDx5Ei9evMCff/6JgoIC2Nra4rPPPsOCBQsqdK7ly5fjwYMH2LhxI7Zs2YKcnBx06dIFhw8fRnx8vEzdoKAg7NmzB56enpgxYwbu3LkDU1NTODo64v79+zh16lSFz5WQkIC4uDj89NNPePXqFSwtLWXmEgKFnbiMjAz07NkTERERyMrKQkpKChYtWoT169cjOTkZZ86cgba2Nlq1agVjY2OsXbsW+/btw9KlS7F161asWLEClpaWmDlzJoDCbCYAbNq0CVOnToWbmxs2bNiARo0aYfHixXB1dZXWeZvt27fj5MmTUFdXh4eHR3m+BERERHL5mJ83pyyVsiD44sWLSEhIQOPGjWWyUGfPnkWfPn3Qo0cP+Pv7w8/PD9OmTUNYWFiFzxUUFIQePXrA1tYWN2/ehK+vL/r164e8vLwS648aNQqenp5Ys2YNnjx5Ai8vL7Ru3RovXrx4p3MJgoAhQ4agZcuWePjwIdauXYtffvlF5vj8/HxMnjwZY8eORWRkJI4fPw4A2LFjB8aMGYNRo0bhwYMH+OeffzBy5EiEhoYCAFJTU/Hll1+iefPmuHv3LpYuXQpnZ2cA/w1hR0ZGonfv3mjTpg3u3buHLVu2YMeOHViyZIlc9/H8+fN49eoVvL29ZRaWEBER0ftL6atiqXIMHToU7u7uMDQ0lJmfWFF6enp4+fIlRo0ahWPHjpX7eK6KJSKisnRdd1lpbV+c0lFpbb/PKmUolhTv+++/x7Nnz/Dy5UvY2trCxcUFhw4deudOnUQiQfXq1TFjxgwkJSXhr7/+UlDEREREsrh4QvE+4mczl+3UqVMyjxx5fZszZ46osVlYWGDPnj0IDAzE2rVrcfjwYfz000/v3K6lpSViYmIwdOhQ/PDDD0pZiUtERETKwaHYt3jzeXqvS0hIQGJiYiVH9OHgUCwREZWlx0blPUrr7M8dlNb2+4xDsW8RGRkpdghEREREcmPHjoiIiEShzjl2Csc5dkREREQqghk7IiIiEgUzdorHjB0RERGRimDGjoiIiETBjJ3isWNHREREomDHTvE4FEtERESkIpixIyIiIlFoMGOncMzYEREREakIZuyIiIhIFJxjp3jM2BERERGpCGbsiIiISBTM2CkeM3ZEREREKoIZOyIiIhKFuhrzS4rGjh0RERGJgkOxiseuMhERERGACRMmIDQ0FJmZmfDz80Pr1q1LrTtixAgIgiCzZWZmFqu3ePFiREZGIiMjA+fOnYO1tbUyL4EdOyIiIhKHuppEaVt5ffPNN3B1dcXixYthZ2eHe/fuwdvbG6ampqUek5ycDAsLC+lmZWUls3/WrFmYPHkyxo0bh7Zt2yI9PR3e3t7Q1tYud3zyYseOiIiIPnrTp0/Htm3bsGvXLgQGBmLcuHHIyMjADz/8UOoxgiAgOjpausXExMjsnzp1KpYsWYK//voLDx48wPDhw1GjRg189dVXSrsOduyIiIhIFO9Lxk5TUxMtW7bE+fPnpWWCIOD8+fOwt7cv9Th9fX08f/4cL168gJeXF5o0aSLdV7duXXzyyScybaakpODGjRtvbfNdsWNHREREKkdLSwsGBgYym5aWVol1q1evDg0NDURHR8uUR0dHw8LCosRjnjx5gh9++AH9+vXDd999BzU1NVy/fh01a9YEAOlx5WlTEbgqlpQiNClH7BAqJCktQ+wQKsxIX1fsEIiIykVdorxVsXPmzIGTk5NMmZOTExYvXqyQ9v38/ODn5yd9ff36dQQGBmLs2LFYuHChQs5REezYERERkcpZvnw5XF1dZcqys7NLrBsXF4e8vDyYm5vLlJubmyMqKkqu8+Xl5eHOnTvSVa9Fx73Zhrm5Oe7evSvvZZQbh2KJiIhIFMqcY5eTk4PU1FSZLSen5NGk3NxcBAQEwNHRUVomkUjg6OgIX19fua5FTU0NTZs2xatXrwAAoaGhePXqlUybBgYGaNu2rdxtVgQzdkRERCSK9+kBxa6urvDw8MCtW7dw8+ZNTJ06FXp6enB3dwcAeHh44OXLl5g7dy4AYMGCBfDz80NwcDCMjIzwyy+/wMrKCtu3b5e2+fvvv2P+/PkICgpCaGgofvvtN0RGRsLLy0tp18GOHREREX30Dh06BFNTUzg7O8PCwgJ3795Fz549pY8wsbS0REFBgbS+sbExtm3bBgsLCyQmJiIgIADt27dHYGCgtM7KlSuhp6eHrVu3wsjICFevXkXPnj1LHRJWBAkAQWmt00frYWSy2CFUSK2qmmKHUGFcPEFEH5pf/nqotLZX9f1MaW2/zzjHjoiIiEhFcCiWiIiIRPE+zbFTFczYEREREakIZuyIiIhIFMzYKR4zdkREREQqghk7IiIiEgUzdorHjh0RERGJgh07xeNQLBEREZGKYMaOiIiIRMGMneIxY0dERESkIpixIyIiIlEwY6d4zNgRERERqQhm7IiIiEgUzNgpHjN2RERERCqCGTsiIiISBTN2iseOHREREYmCHTvFK9dQrI+PD9auXausWCpsxIgRSExMfGudRYsW4c6dO9LX7u7uOHbsmLJDk3pf750gCOjXr5/YYRAREZEClCtjN2DAAOTm5iorFqVavXo13NzcxA6jwnx8fHD37l1MmzZN7FCIiIgUghk7xStXx66srNj7LD09Henp6WKHQXKKjHgBt+VOSElOhq6eHibNXgTLuvVl6jy47Y/dWzcgKzMTEgnQsl0HfPfTRKipcU0QERF9nCo8FBsaGop58+bBw8MDqampeP78Ob788ktUr14dXl5eSE1Nxb1799CyZUvp8UVDpl988QUeP36M9PR0HD58GDo6Ohg+fDhCQ0ORkJCAdevWyfxwNjIygoeHBxISEpCeno5Tp07B2tq6WHz9+vXD06dPkZmZiTNnzqBWrVrSfW8Oxb5JIpFg9uzZePbsGTIyMnD37l0MHDhQ7nvTsWNH3LhxA1lZWYiMjMTy5cuhrq4uU0dDQwNubm5ISkpCbGwsnJ2dZfaPHz9eGn9UVBQOHz4MoHDYuHPnzpg6dSoEQYAgCLCysoKamhq2b98ujfnx48eYPHlysdhGjRqFhw8fSmN7W+ayVq1aOHjwIBITExEfHw8vLy9YWVnJfR8UZcua5ejepz827jmC/t+OgNuKxcXq6BlUxfSFS7He4xBW/bEbjx/exyXvvys9ViIiqhh1iURp28fqnVIb06ZNw7Vr19CiRQv8/fff2L17Nzw9PbFnzx7Y2dkhJCQEnp6eMsfo6upi8uTJGDJkCHr27InOnTvj2LFj6N27N3r37o3vv/8eY8eOxaBBg6TH7Nq1C61atULfvn1hb28PiUSCU6dOQUNDQ6bdefPmYfjw4XBwcICRkREOHDgg97XMmTMHw4cPx7hx4/Dpp59i7dq12LNnDzp27FjmsTVq1MCpU6fg7+8PW1tbjB8/HqNHj8b8+fNl6o0YMQJ5eXlo06YNpkyZgunTp2PMmDEAgJYtW2L9+vVYuHAhGjVqhJ49e+Ly5csAgClTpuD69evYunUrLCwsYGFhgfDwcKipqSEiIgJff/01mjRpAmdnZyxbtgxff/219Jzjxo3Dxo0bsXXrVjRt2hR9+/ZFcHBwidehoaEBb29vpKam4vPPP4eDgwPS0tJw5swZaGpqyn0v31VSYgJCngSiU/deAAD7Tl0RHxONVxHhMvXqNWgEixqFnXctbW3UtW6ImKhXlRYnERHR++adVsWeOnUKW7duBQA4OztjwoQJ8Pf3x59//gkAcHFxgZ+fH8zNzREdHQ0A0NLSwvjx4/Hs2TMAwJ9//onvv/8e5ubmSE9PR2BgIHx8fNClSxccOnQI1tbW6NevH9q3bw9fX18AwLBhwxAeHo6vvvpKei4tLS1MnDgRN2/eBFDYiXr8+DFat24Nf3//t16HlpYW5s6di27dusHPzw9AYUayQ4cOGDt2rLSDVZoJEyYgPDwcEydOBAA8efIENWrUgIuLC5ydnSEIAgAgPDxcOkfu6dOnaNq0KaZNm4bt27fD0tIS6enpOHnyJNLS0vDixQvcvXsXAJCSkoKcnBxkZGRI7yMAFBQUwMnJSfr6+fPnsLe3xzfffCPN9s2fPx9r1qzB+vXrpfVu3bpV4nUMHjwYampq0s4mUJjtS0pKQufOnXHu3Lm33gdFiY+JhnG1alD//467RCJBdXMLxMVE4ZNatUs8JjE+Dr7/XMDc5e/fAhUiIiqZ2kecWVOWd8rY3b9/X/r/og7HgwcPipWZmZlJy9LT06WduqI6z58/l5n/Fh0dLT3GxsYGubm5uHHjhnR/QkICnjx5AhsbG2lZbm6uTAfuyZMnSExMlKlTGmtra+jp6eHcuXNITU2VbsOHD0f9+vXLPN7Gxkba6Sxy7do1GBgYyAwHF3Uai/j6+qJBgwZQU1PDuXPnEBYWhmfPnsHT0xNDhw6Fjo5OmeeeMGECbt26hZiYGKSmpuKnn36CpaUlAMDU1BQ1a9bEhQsXymwHAGxtbWFtbS1zDxISElClShW57oNYMtLTsGzudHz17XBYN24idjhERESieaeMXUkrZF8vK8pUvT5f7s1jBEEosawyJ8Dr6+sDAL744gu8fPlSZl92dnalxJCWlgY7Ozt07twZPXr0gLOzM5ycnNC6dWskJyeXeMzgwYOxevVqzJgxA76+vkhNTcUvv/yCtm3bAgAyMzPLFYO+vj4CAgIwbNiwYvtiY2PLf1EVVM3MHInx8cjPy4O6hgYEQUBcdBSqm1kUq5uZkY7fZk1GG4dO6PtN8biJiOj9pc6EncK998sHAwMDoampKe2sAICJiQkaNWqER48eScs0NTXRqlUr6euGDRvC2NgYgYGBZZ7j0aNHyMrKgqWlJUJCQmS2iIgIuWK0t7eXKXNwcEBKSorM8a9fAwC0a9cOQUFBKCgoAADk5+fjwoUL+PXXX9GsWTPUqVMHXbt2BQDk5OQUW4zh4OCA69evY/Pmzbh79y5CQkJkMmtpaWkIDQ2Fo6NjmdcAALdv30aDBg0QExNT7D6kpKTI1YYiGBmboF6DRvjn3GkAgO8/F1HN1LzYMGxmRgacZ01Gizb2+Hr46EqLj4iIFENNTaK07WP13nfsgoOD4eXlhW3btsHBwQHNmjXDnj178PLlSxw/flxaLycnB25ubmjTpg3s7Oywa9cu+Pr6ljm/DijsAK1evRpr167F8OHDUa9ePbRo0QITJ07E8OHDyzx+06ZNqF27Ntzc3NCoUSP07dsXixcvhqurqzRrCQCWlpZYs2YNGjZsiCFDhmDSpElYt24dgMJs4aRJk2BrawtLS0sMHz4campqePLkCYDC+XNt27aFlZUVqlWrBolEgqCgILRq1Qo9evRAgwYN4OzsjNatW8vE5uTkhBkzZmDSpEmwtraWXldJ9u7di7i4OBw/fhwdOnRAnTp10KlTJ6xbtw41a9Ys8z4o0rgZc3D2xDH8/N1AHNvngYmzFwIANq5cgpvX/gEA/H3kAIID/4XfZR9MHz0U00cPxZ+7d1ZqnERERO+TD+JPio0aNQrr1q3DyZMnoaWlhcuXL6N3797Iy8uT1snIyICLiwv27duHmjVr4sqVKxg9Wv4szoIFCxAbG4s5c+agXr16SEpKwu3bt7Fs2bIyj42MjETv3r2xatUq3Lt3DwkJCdixYweWLFkiU8/T0xM6Ojq4efMm8vPzsW7dOunik6SkJAwYMABOTk6oUqUKgoKC8O2330qzkqtXr4aHhwcePXoEXV1d1KlTB3/88QdatGiBgwcPQhAE7N+/H5s2bUKvXr1kzlmlShVMmzYNq1evRlxcnHTByZsyMzPRsWNHuLi44OjRozAwMMDLly9x4cKFSs3YAUBNyzpYsal4J+3nWf+tNB70/Q8Y9P0PlRkWEREp0Mf8WBJlkQAQyqxFVE4PI0ueF/i+q1W18h7romhG+rpih0BEVC67br1QWtsjW1kqre332QeRsSMiIiLVw8edKN57P8fufbB582aZR4C8vm3evFns8IiIiIgAcChWLqampqhatWqJ+1JSUir1USAfCg7FVj4OxRLRh2bv7fCyK1XQMLuSH2iv6jgUK4fY2Fh23oiIiOi9x44dERERieJjft6csrBjR0RERKLg4gnF4+IJIiIiIhXBjB0RERGJgn8rVvGYsSMiIiJSEczYERERkSg4x07xmLEjIiIiUhHM2BEREZEo1Pm4E4Vjxo6IiIhIRTBjR0RERKLgHDvFY8eOiIiIRMHHnSgeh2KJiIiIVAQzdkRERCQKDsUqHjN2RERERCqCGTsiIiISBR93onjM2BEREREBmDBhAkJDQ5GZmQk/Pz+0bt261LpjxozB5cuXkZCQgISEBJw7d65YfXd3dwiCILOdPn1aqdfAjh0RERGJQk2ivK28vvnmG7i6umLx4sWws7PDvXv34O3tDVNT0xLrd+7cGfv370eXLl1gb2+P8PBwnD17FjVq1JCpd/r0aVhYWEi3b7/9tiK3Sm4SAIJSz0AfpYeRyWKHUCG1qmqKHUKFGenrih0CEVG5XAiKUVrbjg3MylXfz88P/v7+mDRpEgBAIpEgPDwcbm5ucHFxKfN4NTU1JCYmYuLEidi9ezeAwoydkZER+vfvX/4LqCBm7IiIiEgU6hKJ0rby0NTURMuWLXH+/HlpmSAIOH/+POzt7eVqQ1dXF5qamkhISJAp79y5M6Kjo/H48WNs2rQJJiYm5YqtvLh4goiIiFSOlpYWtLW1Zcqys7ORk5NTrG716tWhoaGB6OhomfLo6Gg0btxYrvO5uLggMjJSpnN45swZHD16FKGhoahfvz6WLVuG06dPw97eHgUFBRW4qrKxY0dKoa/1YSaDP+QFWuMO3xU7hArZ8nVzsUMgIpEo8zl2c+bMgZOTk0yZk5MTFi9erPBz/frrrxgyZAg6d+6M7OxsafnBgwel/3/48CHu37+PZ8+eoXPnzrh48aLC4wDYsSMiIiKRqCsxB7B8+XK4urrKlL3e6XpdXFwc8vLyYG5uLlNubm6OqKiot55nxowZmD17Nrp164YHDx68tW5oaChiY2NhbW2ttI7dh5lWISIiInqLnJwcpKamymwlDcMCQG5uLgICAuDo6Cgtk0gkcHR0hK+vb6nn+OWXX7BgwQL07NkTAQEBZcZUs2ZNVKtWDa9evSr/BcmJGTsiIiISxfv0J8VcXV3h4eGBW7du4ebNm5g6dSr09PTg7u4OAPDw8MDLly8xd+5cAMCsWbPg7OyMoUOH4vnz59JsX1paGtLT06Gnp4dFixbhyJEjiIqKQv369bFy5UoEBwfD29tbadfBjh0RERF99A4dOgRTU1M4OzvDwsICd+/eRc+ePRETU/hIFktLS5kFD+PHj4e2tjaOHDki007RPL78/Hw0a9YMI0aMgJGRESIjI3H27FksWLCg1MyhIvA5dqQUz+NSxQ6hQkx01MUOocJmnXoqdggVwsUTRB+vm2EJZVeqoDZWyn2syPuKc+yIiIiIVASHYomIiEgU79McO1XBjB0RERGRimDGjoiIiEShzOfYfazYsSMiIiJRcChW8dhXJiIiIlIRzNgRERGRKJiwUzxm7IiIiIhUBDN2REREJAo1MGWnaMzYEREREakIZuyIiIhIFJxjp3jM2BERERGpCGbsiIiISBRqzNgpHDt2REREJAoOxSoeh2KJiIiIVAQzdkRERCQKPu5E8VQmY+fj44O1a9e+tU5oaCimTJkifS0IAvr166fs0AAAVlZWEAQBtra2lXI+eY0YMQKJiYlih0FEREQK8FFl7Fq3bo309HSxw6gQKysrPH/+HM2bN8e9e/fEDkfpXoa/wKrfFiE5OQl6evqYOd8JderVl6kT9SoSq5c4IfjpY1jUqIktHvtFilY1mOprYURrS+hraSAzNx+et17gVUq2TJ0GpnqY2KEeolP/K191MQi5BUJlh0tEKoBz7BTvo+rYxcXFiR0Cyel3l6Xo3a8/enzRF5cvnsfqJU7YsHO3TB1dPT2M/Gk80tPS4L51k0iRqo5hdrVw9Vk8/MIS0aKmIYa3soTLxaBi9aJTs7Hs/FMRIiQiorKIMhTr4+OD9evXY+3atUhISEBUVBTGjBkDXV1d7Ny5EykpKQgKCkLPnj2lx3Ts2BE3btxAVlYWIiMjsXz5cqirq8u0q6GhATc3NyQlJSE2NhbOzs4y+98cin1TrVq1cPDgQSQmJiI+Ph5eXl6wsrKS65okEgkWLFiA8PBwZGVl4c6dO/jf//5XrF7jxo1x7do1ZGZm4sGDB+jYsaN0n5GREfbs2YOYmBhkZGTg6dOnGDlyJADg+fPnAIC7d+9CEAT4+PgAAFq1aoWzZ88iNjYWSUlJuHTpElq0aCFzTkNDQ2zZsgVRUVHS837xxRelXkvfvn0REBCAzMxMhISEYOHChcXutTIlJiQg6HEgHP/XGwDweRdHxMZE42VEuEy9qlUN8ZltC1TR0am02FSVgbYGLI11cfNF4bD8nZfJMNbVhKmelsiREZEqU5Mob/tYiTbHbsSIEYiLi0ObNm3g5uaGzZs34/Dhw7h+/Trs7Oxw9uxZ7N69Gzo6OqhRowZOnToFf39/2NraYvz48Rg9ejTmz59frM28vDy0adMGU6ZMwfTp0zFmzBi54tHQ0IC3tzdSU1Px+eefw8HBAWlpaThz5gw0NTXLPH7KlCmYMWMGZs6ciWbNmsHb2xt//fUXrK2tZeqtWrUKa9asQYsWLeDr64sTJ07AxMQEAPDbb7+hSZMm6NWrF2xsbDB+/HhplrF169YAAEdHR1hYWGDAgAEAAAMDA3h4eKBDhw5o164dgoKCcOrUKejr6wMo7HCePn0aDg4O+O6779CkSRPMnj0b+fn5JV5Hhw4d4OnpiXXr1qFJkyYYO3YsRo4ciXnz5sl1HxUhNiYaJtWrQ11DQ3oNZuYWiIl6VWkxfGyMdTSRkpWL10dUEzNyYaJbvGNnqqeFOY4N8GvXBuhYr1olRklERGURbSj23r17WLp0KQBg+fLlmD17NuLi4rB9+3YAgLOzMyZMmIBmzZrhyy+/RHh4OCZOnAgAePLkCWrUqAEXFxc4OztDEAp/GoWHh2PatGkAgKdPn6Jp06aYNm2atM23GTx4MNTU1GQ6gqNGjUJSUhI6d+6Mc+fOvfX4mTNnwsXFBQcPHgQAzJ49G126dMHUqVOlcQPAhg0bcPToUQDA+PHj0bNnT4wePRqrVq2CpaUl7ty5g4CAAABAWFiY9LjY2FgAQHx8PKKjo6XlRZm7Ij/99BOSkpLQqVMn/P333+jWrRvatGkDGxsbBAUVDquFhoaWeh2LFi3CihUr4OnpKa27YMECrFy5slgGlD4+4YmZmPP3I2TlFcBIRxM/O9RFWk4ebkckix0aEX2APuLEmtKIlrG7f/++9P8FBQWIj4/HgwcPpGVFnRczMzPY2NjA19dX5vhr167BwMAAtWrVkpb5+fnJ1PH19UWDBg2gplb2Zdra2sLa2hqpqanSLSEhAVWqVEH9+vXfeqyBgQFq1qyJa9euFYvRxsamWExF8vPzcevWLWmdzZs3Y8iQIbhz5w5cXFxgb29fZtxmZmbYunUrnj59iqSkJKSkpEBfXx+WlpYAgObNmyMiIkLaqZPnPixcuFDmPmzbtg01atSATiUNeZqamSMhLg75eXkAClcvx0RHwczik0o5/8coMTMXVatoygxfGOtqIiEjR6ZeVl4BsvIKAABJmbm4FZ4E6+r6lRkqEakQNYlEadvHSrSMXW5ursxrQRCKlQGQq1OmCPr6+ggICMCwYcOK7SvKlinbmTNnYGVlhd69e6N79+64cOECNm7ciF9++aXUYzw8PFCtWjVMmTIFYWFhyM7Ohq+vL7S0CofQMjMzyxWDvr4+Fi1aJM0qvi4rK6t8F1RBxiYmsG7UGBe8T6HHF31xxecCqpuZoWat2pVy/o9RanYewpMy0cbSWLp4IikjF7Hpsh27qlU0kJqVBwGAtoYamn5SFdeeJ4gTNBERFfNBrIoNDAzEwIEDZcocHByQkpKCiIgIaVnbtm1l6hTNOSsoKCjzHLdv38bgwYMRExOD1NTUcsWXmpqKly9fwsHBAZcvX5aJ8ebNm8ViunLlCgBAXV0dLVu2xIYNG6T74+Li4OnpCU9PT1y5cgWrVq3CL7/8gpycHOkxr3NwcMCECRNw+vRpAIULQExNTaX779+/j1q1aqFBgwZyZe1u376NRo0aISQkpFz3QNGmzJqL1UucsN/THbp6epg5bxEAwHW5M+w7dIL9552QlZWJHwYPQG5uDtLT0jC0Xy849uyN0eMniRr7h2pfQASGt66Nno3NkZWbD89bhYtVvmtZC/cjU3D/VQpa1DREx3rVUSAIUJNIcPtlEnzZsSOiCvqIE2tK80F07DZt2oSpU6fCzc0NGzZsQKNGjbB48WK4urpK59cBgKWlJdasWYM//vgDdnZ2mDRpEmbMmCHXOfbu3YtffvkFx48fx8KFCxEREQErKysMGDAAK1euxMuXL996/KpVq7B48WKEhITg7t27GDVqFJo3b14sA/jzzz8jKCgIgYGBmDZtGoyNjbFz504AwOLFixEQEIB///0X2tra6NOnDwIDAwFAulK2Z8+eiIiIQFZWlnT18Pfff49bt26hatWqWLVqFTIyMqTnu3z5Mi5fvowjR45g+vTpCA4ORuPGjSEIAry9vYtdh7OzM06ePIkXL17gzz//REFBAWxtbfHZZ59hwYIFct1LRahtVQfrtu0qVj59zkLp/6tU0cG+46crLSZVF52WjVU+wcXK9wT898vTPyHx+CckvjLDIiKicvgg/vJEZGQkevfujTZt2uDevXvYsmULduzYgSVLlsjU8/T0hI6ODm7evImNGzdi3bp12Lp1q1znyMzMRMeOHfHixQscPXoUgYGB2LFjB6pUqYKUlJQyj1+/fj1cXV2xZs0aPHjwAD179kTfvn0RHCz7g3L27NmYPXs27t27hw4dOqBv376Ijy/8QZmTk4Ply5fj/v37uHz5MvLz8zFkyBAAhfPxJk+ejLFjxyIyMhLHjx8HAIwePRrGxsa4ffs2du/ejfXr1yMmJkbmnAMHDoS/vz/279+PR48eYeXKlaU+vuTs2bPo06cPevToAX9/f/j5+WHatGkyCzmIiIgUQU2J28dKAoCPjCeFex5XvuHs94WJTuU9r0/RZp36MB8avOXr5mKHQEQiCY9X3s+K2tUMlNb2++yDGIolIiIi1SPhJDuFY8dOTm9bUNGrVy9cvXq1EqMhIiIiKo4dOzk1b9681H1lLawgIiKi4j7mP/2lLOzYyUnsx38QERGpGo7EKt7HvHCEiIiISKUwY0dERESiYHZJ8XhPiYiIiFQEM3ZEREQkCj7uRPGYsSMiIiJSEczYERERkSj4uBPFY8aOiIiISEUwY0dERESiYMJO8dixIyIiIlFwKFbxOBRLREREpCKYsSMiIiJR8HEniseMHREREZGKYMaOiIiIRME5dorHjB0RERGRimDGjoiIiETBhJ3iMWNHREREBGDChAkIDQ1FZmYm/Pz80Lp167fWHzRoEAIDA5GZmYn79++jV69exeosXrwYkZGRyMjIwLlz52Btba2s8AGwY0dEREQiUZNIlLaV1zfffANXV1csXrwYdnZ2uHfvHry9vWFqalpifXt7e+zfvx87duxAixYt4OXlBS8vL3z66afSOrNmzcLkyZMxbtw4tG3bFunp6fD29oa2tnaF71lZJAAEpbVOH63ncalih1AhJjrqYodQYbNOPRU7hArZ8nVzsUMgIpFkZGYqrW1dHZ1y1ffz84O/vz8mTZoEoPBRLOHh4XBzc4OLi0ux+gcOHICenh6+/PJLaZmvry/u3r2L8ePHAwAiIyOxZs0arFmzBgBQtWpVREdHY+TIkTh48GBFL+2tmLEjIiIilaOlpQUDAwOZTUtLq8S6mpqaaNmyJc6fPy8tEwQB58+fh729fYnH2Nvby9QHAG9vb2n9unXr4pNPPpGpk5KSghs3bpTapiJw8QQpRUpOvtghVMiHnLELDE8SO4QK+fnPe2KHUGEbB9mKHQLRB00iKG/QcM6cOXBycpIpc3JywuLFi4vVrV69OjQ0NBAdHS1THh0djcaNG5fYvoWFRYn1LSwspPuLykqrowzs2BEREZHKWb58OVxdXWXKsrOzRYqm8rBjR0REROIQCpTWdE5ODnJycuSqGxcXh7y8PJibm8uUm5ubIyoqqsRjoqKi3lq/6N832zA3N8fdu3flvYxy4xw7IiIi+qjl5uYiICAAjo6O0jKJRAJHR0f4+vqWeIyvr69MfQDo3r27tH5oaChevXolU8fAwABt27YttU1FYMaOiIiIRCFRYsauvFxdXeHh4YFbt27h5s2bmDp1KvT09ODu7g4A8PDwwMuXLzF37lwAwLp16/DPP/9g+vTp+PvvvzFkyBC0atUKP/30k7TN33//HfPnz0dQUBBCQ0Px22+/ITIyEl5eXkq7DnbsiIiI6KN36NAhmJqawtnZGRYWFrh79y569uyJmJgYAIClpSUKCv7riPr6+mLo0KFYsmQJli1bhqCgIHz11Vf4999/pXVWrlwJPT09bN26FUZGRrh69Sp69uyp1Ll+fI4dKcX9yCSxQ6iQOoYlL4X/EHz5x02xQ6iQzyyNxQ6hwrgqlujdZKUmKa3tKgZGSmv7fcaMHREREYlDiY87+Vhx8QQRERGRimDGjoiIiMTxHi2eUBXM2BERERGpCGbsiIiISBTv0+NOVAUzdkREREQqghk7IiIiEgczdgrHjB0RERGRimDGjoiIiMTBjJ3CMWNHREREpCKYsSMiIiJxMGOncOzYERERkTgK2LFTNA7FEhEREakIZuyIiIhIFHxAseIxY0dERESkIlSqY+fj44O1a9eKHcZ7acSIEUhMTBQ7DCIiov8IBcrbPlIq1bEbMGAAFixYIHYYb9WpUycIggBDQ8NKPe/BgwfRsGHDch3DjjIREdGHRaXm2DEjVbqsrCxkZWWJHYbcXkW8gNvyxUhNToKunj4mzl6I2nXry9R5cNsfe7duRFZmJiABWrZzwLCfJkJNTaV+X6k0NY10MOd/jWCoo4n07DysOPsEz+MzitWrW00PU7pYw1hXEwCw/fpzXAmOq+xwZZjqa+H7VrWhr6WBzNx87L4VjqjUbJk6DarrYXyHuoh5rXyNTzByC4TKDpeIigj8/lM0lfoJ+HqGKTQ0FPPmzYOHhwdSU1Px/PlzfPnll6hevTq8vLyQmpqKe/fuoWXLltLji4Yr+/Xrh6dPnyIzMxNnzpxBrVq1pHXq1asHLy8vREVFITU1FTdv3oSjo6NMHFpaWlixYgVevHiBrKwsBAUF4YcffoCVlRUuXboEAEhKSoIgCHB3d5frutzc3ODm5oakpCTExsbC2dlZpo6RkRE8PDyQkJCA9PR0nDp1CtbW1sWurciiRYtw584dfPfddwgNDUVSUhL2798PfX19AIC7uzs6d+6MqVOnQhAECIIAKysrOb8S7+6PNcvRvU9/uO05gq++HY4NK5yL1dEzqIppC5fid4+DWPmHJ548fIB/vE9VWoyqZoZjA5x88Arf7/LH/lvhmN2jUbE62hpqWNrvU+y4HooRnrcwavct3H+ZLEK0soa0qIVroQlwPvsE557G4vtWtUusF5OajRUXgqQbO3VEpGpUqmP3pmnTpuHatWto0aIF/v77b+zevRuenp7Ys2cP7OzsEBISAk9PT5ljdHV1MW/ePAwfPhwODg4wMjLCgQMHpPv19fVx6tQpODo6okWLFjhz5gxOnDiB2rX/+0Hi6emJb7/9FpMnT4aNjQ3Gjh2LtLQ0hIeHY8CAAQCAhg0bwsLCAlOmTJHrWkaMGIG8vDy0adMGU6ZMwfTp0zFmzBjp/l27dqFVq1bo27cv7O3tIZFIcOrUKWholJ6UrV+/Pr766iv06dMHffr0QadOnTB79mwAwJQpU3D9+nVs3boVFhYWsLCwQHh4uFyxvqvkxASEPHmMjt17AgDadeqK+JhovIqQPX+9Bo1gXqMmAEBLWxt1rBsiJiqyUmJUNUY6mmhkboBzgdEAgH+C4mBmUAU1DavI1OvW2AyPXqXgQWQKAKBAAJIzcys93tfpa6vD0lgH/i8Kf3G5+zIZxrqaqK6nJWpcRCQHzrFTOJUain3TqVOnsHXrVgCAs7MzJkyYAH9/f/z5558AABcXF/j5+cHc3BzR0YU/0LS0tDBx4kTcvHkTQGGH6vHjx2jdujX8/f1x//593L9/X3qOhQsXon///ujbty82btyIBg0aYPDgwejWrRsuXLgAoDB7WCQhIQEAEBMTg+Rk+TMd4eHhmDZtGgDg6dOnaNq0KaZNm4bt27fD2toa/fr1Q/v27eHr6wsAGDZsGMLDw/HVV19Jr/dNampqGDlyJNLS0gAAu3fvhqOjI+bPn4+UlBTk5OQgIyNDem8qS1xMNIyrVYP6/3dKJRIJqptbIC4mCp/UKjkTkxgfB79/LmD2ctfKDFVlmBloIz49B/mvJbCiU7NgVrUKXib/N4RvZaKH3HwBy/t9BlN9bYTEpWHT5Weidu6MdbSQkpWH15NvCRm5MNHVRFx6jkzd6npa+LVrAxQIAvzCEnHlWXwlR0tEr+PjThRPpTN2r3fAijonDx48KFZmZmYmLcvNzYW/v7/09ZMnT5CYmAgbGxsAgJ6eHlatWoVHjx4hMTERqampsLGxgaWlJQCgefPmyMvLwz///KPQa/Hz85N57evriwYNGkBNTQ02NjbIzc3FjRs3pPsTEhLw5MkTadwlef78ubRTBwCvXr2SuRcfioz0NKyYOwP9vv0e1o2biB2OSlNXA1paGmHN+acYszcAcWk5mO7YQOyw5BKelIn5pwLhcjEI2/zC0KGeCVrUrNxFTEREyqbSHbvc3OJZhNfLhP+ftFmeyfarV69G//79MXfuXHz++edo3rw5Hjx4AC2twmGfzMzMd4y68rx5fwRBeC8WHlQ3M0difDzy8/IAFMYVFx2F6mYWxepmZqRjyawpaO3QEV9+M6yyQ1UZManZqKanBXXJf2XmBlUQk5JVrN6d8CRpJuzc42g0sahamaEWk5iZg6pVNKD2WuwmuppIyJB9f2flFSArrzA7kJSZi4DwJFhX16vMUInoTRyKVTjxf4q/ZzQ1NdGqVSvp64YNG8LY2BiBgYEAAAcHB+zatQteXl54+PAhoqKiUKdOHWn9Bw8eQE1NDZ06dSqx/Zycwh+I6urq5Yqrbdu2Mq/btWuHoKAgFBQUIDAwEJqamjJ1TExM0KhRIzx69Khc53kz1vLGqQiGxiao26ARLp87AwDw++ciTEzNig3DZmZkYMmsKWjRxh6Dho+u9DhVSVJmLoJi0tDdxhwA0KlBdcSmZcsMwwKAz9NYNDY3gK5W4fuibR0TBMemFWuvMqVl5yMiKROtLY0BAM1rGiIpM7fYMGzVKhoo6vtpa6jhU4uqCE/6cH4RIyKSh0rPsauInJwcuLm5YfLkycjLy8OGDRvg6+srHZ4NCgrCgAEDcOLECQiCgN9++00myxUWFgYPDw/s3LkTkydPxr1792BlZQUzMzMcPnwYYWFhKCgoQJ8+fXDq1ClkZmYiPT29zLgsLS2xZs0a/PHHH7Czs8OkSZMwY8YMAEBwcDC8vLywbds2jB07FqmpqVixYgVevnyJ48ePV/hePH/+HG3btoWVlRXS0tKQkJAgzXIq29gZc7BxxWIc3esOHV09/Dx7IQBg88olaOXQEa0dOuLUkQMIDvwX2ZmZuHHZBwBg39kRA7//oVJiVDVrLjzF7B6NMayNJTJy8rHC+wkA4JduDXHtWTyuP4tHTGo29vi/wMbBLVAgCIhLy8Hq809FjhzYf/slvm9VC/9rZIasvHzsuRUBABhqVwsPXqXgwasUNK9piM/rVUN+gQB1NQnuRCTDL4yPSCIS1UecWVMWduzekJGRARcXF+zbtw81a9bElStXMHr0f9mg6dOnY+fOnbh+/Tri4uLg4uKCqlVlh6LGjx+PZcuWYdOmTahWrRpevHiBZcuWAQAiIyOxaNEirFixAu7u7vD09MSoUaPKjMvT0xM6Ojq4efMm8vPzsW7dOunCEAAYNWoU1q1bh5MnT0JLSwuXL19G7969kff/w5kVsXr1anh4eODRo0fQ1dVFnTp1EBYWVuH2yqOmpRWWbdpZrHz8rPnS/w/8/gd24hQoPDETPx+8U6x81Rsdt3OBMTgXGFNZYcklJi0bay6FFCvfdztC+v/LIfG4HMLFEkSk2iQA+CCn/zdixAj8/vvvMDY2FjsUGT4+Prh79650VeyH4H5kktghVEgdww/3ERlf/nFT7BAq5DPL9+v7rTw2DrIVOwSiD1pu+EOlta1Z+zOltf0+4xw7IiIiIhXBoViR1a5d+60LHJo04eM7iIhINfE5dorHjt1rPDw84OHhUannjIyMRPPmzd+6v0uXLpUXEBERUWUpYMdO0dixE1l+fj5CQopP+iYiIiIqL3bsiIiISByV9AitjwkXTxARERGpCGbsiIiISBxcPKFwzNgRERERqQhm7IiIiEgUfNyJ4jFjR0RERKQimLEjIiIicTBjp3Ds2BEREZE42LFTOA7FEhEREakIZuyIiIhIHAX5YkegcpixIyIiIlIRzNgRERGRKIQCzrFTNGbsiIiIiFQEM3ZEREQkDs6xUzhm7IiIiIhUBDN2REREJA5m7BSOGTsiIiIShZCfr7RNWYyNjbFnzx4kJycjMTER27dvh56e3lvrr1+/Ho8fP0ZGRgbCwsKwbt06VK1aVfZeCEKxbfDgweWOjxk7IiIiIjnt3bsXn3zyCbp37w5NTU24u7tj69atGDZsWIn1a9SogRo1amDmzJl49OgRrKyssGXLFtSoUQNff/21TN2RI0fizJkz0tdJSUnljo8dOyIiIhLHB/a4k8aNG6NXr15o1aoVAgICAACTJk3CqVOnMHPmTLx69arYMf/++y8GDRokff3s2TPMmzcPe/bsgbq6OvJfyy4mJSUhOjr6nWLkUCwRERGpHC0tLRgYGMhsWlpa79Smvb09EhMTpZ06ADh//jwKCgrQtm1budsxNDRESkqKTKcOADZu3IjY2FjcuHEDo0aNqlCMzNiRUiRl5okdQoUUVH23b3oxaWiqix1ChdQzK31uyvuu67rLYodQIRendBQ7BKJCSlw8MWfOHDg5OcmUOTk5YfHixRVu08LCAjExMTJl+fn5SEhIgIWFhVxtVKtWDQsWLMDWrVtlyhcsWICLFy8iIyMDPXr0wKZNm6Cvrw83N7dyxciOHREREamc5cuXw9XVVaYsOzu71LqzZ89+a3uNGzd+55gMDAzw999/49GjR8U6nUuWLJH+/+7du9DT08Mvv/zCjh0RERF9GAQlZuxycnKQk5MjV901a9Zg165db63z7NkzREVFwczMTKZcXV0dJiYmiIqKeuvx+vr6OHPmDFJTU9G/f3/k5b19ZOvGjRtYuHAhtLS05L4OgB07IiIi+sjFxcUhLi6uzHq+vr4wNjaGnZ0dbt++DQDo2rUr1NTUcOPGjVKPMzAwgLe3N7Kzs9G3b99SM4eva968ORISEsrVqQPYsSMiIiKxfGCrYh8/fozTp09j27ZtGDduHDQ1NbFhwwYcOHBAuiK2Ro0auHDhAoYPHw5/f38YGBjg7Nmz0NXVxXfffYeqVatKn2EXGxuLgoIC9OnTB+bm5vDz80NWVha6d++OuXPnYvXq1eWOkR07IiIiEoUyh2KVZdiwYdiwYQMuXLiAgoICHDlyBJMnT5bu19TUROPGjaGrqwsAsLOzQ7t27QAAISEhMm3VqVMHYWFhyM3Nxc8//4y1a9dCIpEgODgY06dPx7Zt28odHzt2RERERHJKTEws9WHEABAWFgaJRCJ9/c8//8i8Lom3tze8vb0VEh87dkRERCSODzBj977jA4qJiIiIVAQzdkRERCSOD2zxxIeAGTsiIiIiFcGMHREREYlCyOccO0Vjxo6IiIhIRTBjR0REROLgqliFY8eOiIiIxMGOncJxKJaIiIhIRTBjR0RERKIQ+LgThWPGjoiIiEhFMGNHRERE4uAcO4Vjxo6IiIhIRTBjR0REROJgxk7hmLEjIiIiUhEfTMfOx8cHa9euFTuMD0poaCimTJkidhhEREQlEgoKlLZ9rD6Yjp2iWFlZQRAE2Nraih2KwowYMQKJiYnFylu3bo2tW7eKEBEREZEcCvKVt32kOMfuPaapqYnc3NwKHx8XF6fAaCpX9Mtw7FzzG9JSkqGjq4dRM+ajplU9mTqBd2/hiPtmZGdmQiKRoGmb9hg4ajzU1D6631cUoqZhFczq1hCGOppIz87DygtBCEvIKFavbjVdTOxYH0Y6mgAAd78wXH0WX9nhSiVHv4TPTldkpSVDS0cPnUdNh0lNqxLrCoKAk2vmIC4sBKPcDldypMXVNKyCX3s0gmEVDaTl5GPluael3/NO9WGsqwUA2On7HFdDxLvnRPT++iB/An733Xfw9/dHSkoKXr16hb1798LU1FS638jICHv27EFMTAwyMjLw9OlTjBw5EgDw/PlzAMDdu3chCAJ8fHzKPJ9EIsGCBQsQHh6OrKws3LlzB//73/+k+4uygIMHD8a1a9eQmZmJBw8eoGPHjjLtfPrppzh16hRSU1MRFRUFT09PVKtWTbrfx8cHbm5uWLt2LWJjY+Ht7Q0AmDZtGu7fv4+0tDS8ePECGzduhJ6eHgCgU6dO2LVrF4yMjCAIAgRBwKJFiwAUH4qtXbs2vLy8kJqaiuTkZBw8eBBmZmbS/YsWLcKdO3fw3XffITQ0FElJSdi/fz/09fXl+bIo1G43F3Ts1Q9Ltx9Ez6+/g/uaJcXq6OkbYOxsZ/y2dR8WuO1EyKMH8L1wutJjVRVTu1jj73+jMHJPAA7cjsAsxwbF6mhrqMG5dxO4+4Vh9L7b+HH/bTyITBYh2v9c3u0Gm449MWTpdjTv+TUuubuWWvfBuWOoavpJJUb3dtO6NsDfD19hxO4AHAyIwKzuDYvV0dZQg3OfJnD3DcMPewIwZm8AHkSmiBAtkRIwY6dwH2THTlNTEwsWLICtrS2++uor1KlTB7t27ZLu/+2339CkSRP06tULNjY2GD9+vDR71bp1awCAo6MjLCwsMGDAgDLPN2XKFMyYMQMzZ85Es2bN4O3tjb/++gvW1tYy9VatWoU1a9agRYsW8PX1xYkTJ2BiYgIAMDQ0xMWLF3Hnzh20atUKPXv2hLm5OQ4dOiTTxogRI5CTkwMHBweMGzcOAFBQUIDJkyfj008/xYgRI9C1a1esXLkSAHD9+nVMmTIFycnJsLCwgIWFBVavXl3sGiQSCY4fPw4TExN06tQJ3bt3R7169XDw4EGZevXr18dXX32FPn36oE+fPujUqRNmz55d5j1SpJSkBDx/+hjtuhZ2nlt26IKEuBhER0bI1LO0bgTTT2oCADS1tFG7fgPERb+q1FhVhZGOJhqa6eP8kxgAwJWQeJjqa6OGYRWZel0bmiIwOgUPXxV2LAoEIDkrr9LjLZKZkoTY50Fo0K4rAKBuSwekJcQhOTqyWN2El2EIveOL5r2+qewwS2Sko4mG5vo497jwnl8OjoNZCffcsZEpAqNSZe95ZsUz+USk2j7IoVh3d3fp/0NDQzF58mTcunULenp6SE9Ph6WlJe7cuYOAgAAAQFhYmLR+bGwsACA+Ph7R0dFynW/mzJlwcXGRdoJmz56NLl26YOrUqZg4caK03oYNG3D06FEAwPjx49GzZ0+MHj0aq1atwsSJE3Hnzh3MmzdPWv+HH35AREQEGjRogKCgIABAUFAQfv31V5nzr1u3Tvr/sLAwzJ8/H1u2bMHPP/+M3NxcJCcnQxCEt16Po6MjmjZtirp16yIiorCDNHz4cDx69AitWrXCrVu3AABqamoYOXIk0tLSAAC7d++Go6Mj5s+fL9e9UoSE2BgYmlSHunrh21MikcDE1BwJMVEwr1GrxGOSE+IRcNUHk51WVVqcqsRUXwsJ6TkoEP4ri0nLhpm+NiKTs6RlVia6yMkXsKRPE1TX00JofAa2XH0mWucuLSEWuoYmUFNXB1D4XtE3MUVaQgwMzWtI6+Xn5eGy53p0GjHlvRmqN9XXLn7PU7NhZlD8nufmF2Dpl01QXV8bz+LSseVqKDt3pBKE/I83s6Ys78cnXDnZ2dnhr7/+QlhYGFJSUvDPP/8AACwtLQEAmzdvxpAhQ3Dnzh24uLjA3t6+wucyMDBAzZo1ce3aNZnya9euwcbGRqbM19dX+v/8/HzcunVLWsfW1hZdunRBamqqdHv8+DGAwixZkaLO6OscHR1x/vx5REREICUlBbt370b16tWho6Mj93XY2NggPDxc2qkDgMDAQCQmJspcx/Pnz6WdOgB49eqVzHDt+ygzPR1uTr+g56BhqNPQpuwDqMLUJRLY1TLCWp9gjDt4F3Hp2ZjS2brsA0UWcGIv6tq1h3ENS7FDKTc1iQR2tY2x9mIwxu6/g7j0HEzt8v7fcyISxwfXsdPV1YW3tzdSUlIwbNgwtG7dGv379wcAaGkVTiw+c+YMrKyssHbtWtSoUQMXLlzAqlXiZnL09fVx4sQJNG/eXGaztrbG5cuXpfXS09NljrOyssLJkydx//59DBw4EC1btsTPP/8M4L/rVaQ3F2sIglDpGQ4TUzMkJ8QhPz9PGkNCbDRMzCyK1c3KSMfvC6ahuf3n6DHg20qNU5XEpuXARE8LapL/ysz0tRGTli1TLyYtG/deJiM+PQcAcP5JLGwsDCozVBn6JqbISE5Awf//1i8IAtISYqFvIvvLyKunD/Hwwl/Y++tIHHeZiZysDOz9dSQyU8WbHxibll38nhtoIyb1jXuemo27EUmIK7rnj2NEvedEClVQoLztI/XBdewaN26M6tWrY/bs2bh69SqePHlSYkYpLi4Onp6e+P777zF16lT89NNPAICcnMIPR/X/H7opS2pqKl6+fAkHBweZcgcHBzx69EimrF27dtL/q6uro2XLlggMDAQA3L59G59++imeP3+OkJAQmS0jo/gquCItW7aEmpoaZsyYgRs3biAoKAg1atSQqZOTk1Pm9QQGBqJ27dqoVeu/oUwbGxsYGxsXuw6xVTUygaV1I/hdLFw8EnDVB8bVzYoNw2ZlZmDtgun4rGU79Pl2lBihqoykzFwEx6ajW6PC76XP61dDbHq2zJAgAPwTFIeGZvrQ1Sx8v7W1MsazuPRi7VUWnapGqG5pjSC/iwCA0IBr0DOuJjMMCwD9fl2FYSs9MMxlF/r9uhpaVXQxzGUXdAwMxQgbQOE9D4pJQ/fGhfe8o3V1xKaVfM8bmRtAV+v/73kdY4TEinfPiej99sHNsXvx4gWys7MxadIkbNmyBZ999hkWLFggU2fx4sUICAjAv//+C21tbfTp00fawSpaKduzZ09EREQgKysLKSlvX2G2atUqLF68GCEhIbh79y5GjRqF5s2bY9iwYTL1fv75ZwQFBSEwMBDTpk2DsbExdu7cCQDYuHEjfvzxR+zfvx8rV65EQkICrK2tMWTIEIwZMwYFpfx2ERwcDC0tLUyaNAknTpyQWVRR5Pnz5zAwMEDXrl1x7949ZGRkIDMzU6bO+fPn8eDBA+zduxdTp06FhoYGNm3ahEuXLpU4/Cu24ZNnYeeaJTh10BNVdPUwalrh3MRdvy9H83Yd0Lzd5zjvdQjPnzxCTlYWbl8vHI5v2aEL+nw7UsTIP1xrfYIxq1sDDG1VG+k5eVh9oXDe5/Qu1vANTYDv8wTEpGVjf0A41g1qBkEA4tKzsdYnWNS4Ow6fBJ+drrhz6iA0q+ii86hpAIB/dv0Oq+btUKd5uzJaEM/ai8H4tXvD/7/n+Vh1/ikAYIZjA1x/Fg/f0MJ7vu9WONZ/bVt4z9Oy4XoxSOTIiRTkI169qiwfXMcuLi4OI0eOxLJlyzB58mTcvn0bM2fOxIkTJ6R1cnJysHz5ctSpUweZmZm4cuUKhgwZAqBw7tvkyZOxcOFCODs748qVK+jSpctbz7l+/XoYGhpizZo1MDMzw6NHj9C3b18EB8v+QJs9ezZmz56N5s2bIzg4GH379kV8fOGzpl69egUHBwe4uLjg7Nmz0NbWRlhYGM6cOVNqpw4A7t+/j2nTpuHXX3/F8uXLcfnyZcyZMwe7d++W1vH19cXmzZtx8OBBVK9eHU5OTli8eHGxtvr16wc3NzdcvnwZBQUFOHPmDCZNmlT2TReBRS0rzF27rVj5yKlzpP/v8+1IduIUKCIpE5P/vF+s3PWNjtv5J7E4/yS2ssIqk5FFLfSfW/wRJ51GTi2xvkF18/fiGXZA4T2fdPhesfI1F2Q7bucfx+D8/6+eJSJ6GwkAocxa9FZWVlZ4/vw5mjdvjnv3in9If4wuh3yYD0duZq4rdggVNtD9/cu8yqO37fvzXLny+vtO8ceqfAguTulYdiWiSpC27zelta0/dEHZlVTQB5exIyIiItXwMf9NV2Vhxw6FCyRK06tXL1y9erUSoyEiIiKqGHbsADRv3rzUfS9fvizz+LCwMEgkkjLrERER0X+EfGbsFI0dOwAhISFih0BERET0ztixIyIiIlEwY6d4H9wDiomIiIioZMzYERERkSi4KlbxmLEjIiIiUhHM2BEREZEoOMdO8dixIyIiIlGwY6d4HIolIiIiUhHM2BEREZEoCvLzxQ5B5TBjR0RERKQimLEjIiIiUfBxJ4rHjB0RERGRimDGjoiIiETBVbGKx4wdERERkYpgxo6IiIhEwYyd4rFjR0RERKLg4gnF41AsERERkZyMjY2xZ88eJCcnIzExEdu3b4eent5bj/Hx8YEgCDLb5s2bZerUrl0bJ0+eRHp6OqKjo7Fy5Uqoq6uXOz5m7IiIiEgUBR/gUOzevXvxySefoHv37tDU1IS7uzu2bt2KYcOGvfW4rVu3YuHChdLXGRkZ0v+rqanh77//RlRUFNq3b49PPvkEnp6eyM3Nxbx588oVHzt2RERERHJo3LgxevXqhVatWiEgIAAAMGnSJJw6dQozZ87Eq1evSj02IyMD0dHRJe7r0aMHmjRpgm7duiEmJgb37t3DggUL4OLiAicnJ+Tm5sodI4diiYiISBRCfoHSNmWwt7dHYmKitFMHAOfPn0dBQQHatm371mOHDRuG2NhYPHjwAMuWLYOOjo5Muw8ePEBMTIy0zNvbG4aGhvj000/LFSMzdkRERKRytLS0oK2tLVOWnZ2NnJycCrdpYWEh0/kCgPz8fCQkJMDCwqLU4/bt24ewsDBERkaiWbNmcHFxQaNGjTBw4EBpu29m84pev63dkrBjR0pR10i77EqkUFMdG4gdQoWY6Hy4H0PVdLXEDqFCRt8OFzuEChtmV1vsEEiBlPm4kzlz5sDJyUmmzMnJCYsXLy5Wd/ny5Zg9e/Zb22vcuHGFY9m2bZv0/w8fPsSrV69w8eJF1KtXD8+ePatwuyX5cD9RiYiIiEqxfPlyuLq6ypRlZ2eXWHfNmjXYtWvXW9t79uwZoqKiYGZmJlOurq4OExMTREVFyR3bjRs3AADW1tbSdtu0aSNTx9zcHADK1S7Ajh0RERGJRJnPscvJyZF72DUuLg5xcXFl1vP19YWxsTHs7Oxw+/ZtAEDXrl2hpqYm7azJo3nz5gAgXWzh6+uLefPmwdTUFLGxsQCA7t27Izk5GY8ePZK7XYCLJ4iIiEgkH9riicePH+P06dPYtm0bWrdujfbt22PDhg04cOCAtJNWo0YNBAYGonXr1gCAevXqYf78+bCzs4OVlRW+/PJLeHp64p9//sGDBw8AAGfPnsWjR4+we/duNGvWDD169MCSJUuwcePGcs8JZMeOiIiISE7Dhg3D48ePceHCBZw6dQpXr17FTz/9JN2vqamJxo0bQ1dXF0Bh5rBbt244e/YsHj9+jDVr1uDIkSP48ssvpccUFBSgT58+yM/Ph6+vL/bs2QNPT0+Z597JSwJAeOerJHpDeHyq2CFUiIF2+Z/y/b648iJF7BAq5ENePBEUn1F2pfeQpppE7BAqjIsnVEvY7JFKa9tqxS6ltf0+Y8aOiIiISEV8uL8qExER0QetQImLJz5WzNgRERERqQhm7IiIiEgUynxA8ceKGTsiIiIiFcGMHREREYlCyM8XOwSVw44dERERiUKZf3niY8WhWCIiIiIVwYwdERERiYKLJxSPGTsiIiIiFcGMHREREYmCGTvFY8aOiIiISEUwY0dERESiKGDGTuGYsSMiIiJSEczYERERkSj4HDvFY8eOiIiIRMHFE4rHoVgiIiIiFcGOnQL5+Phg7dq1lXIuQRDQr1+/SjkXERGRMgj5gtK2jxWHYt9DmpqayM3NFTsMUUWEv4CL8yIkJydBX18fs+Y7oU69+jJ1ol5FYuVvTgh++hgWNWpiq+d+kaJVDbGR4di/bhnSU5Oho6uPIZPnwMKyrkyd548f4sgWVwBAfn4e6to0Rf8fp0BDU0uMkAEAUS/DsX3Vb0hLSYaOnh7GzJiPmnXqydR5dPcW/tyxGdlZmQAksG3bHoN+GA81NXF/t014FYETW1YiMzUZ2rp66DNuFkxr1ZGpE/H0Ec64rwMAFOTloVajz9BjxM+i3nMAiH8VAa9NLshITUYVXX30Gz8LZrXryNQJf/ov/t7x/7Hn56F2o8/Qa+RE0WMnUmUfbcbOx8cH69evx9q1a5GQkICoqCiMGTMGurq62LlzJ1JSUhAUFISePXtKj+nYsSNu3LiBrKwsREZGYvny5VBXVwcAuLu7o3Pnzpg6dSoEQYAgCLCysirzuKJY3NzcsHbtWsTGxsLb2/utsYeGhgIAvLy8IAgCQkNDYWVlhfz8fLRs2VKm7pQpU/D8+XNIJBJ06tQJgiCgd+/euHfvHjIzM+Hr64tPP/1U5hgHBwdcvnwZGRkZePHiBdatWwddXd2K3+wKWOuyFF981R+eh45h8HcjsHKJU7E6urp6GDV2POYuXlqpsamqPzevRrsefTFn0z50GTAUB9YvL1anRl1rTF29FTN+34mZ63YhLTkJ1057VX6wr/FY54LOvfthxc6D6P3Nd9i+ZkmxOnr6Bhg31xlLt+2D08adCH70ANfPnxYhWlmnd/yOFl2/wDhXD7T7cghObllZrI65VT2M+m0jxiz/Az+6bENGShJun/tLhGhlndy+Fi0dv8Ck3z3h0Hcwjm8uHruFVX38uHQTxrlsxfiV25GRkgT/s+LHTu+PgvwCpW0fq4+2YwcAI0aMQFxcHNq0aQM3Nzds3rwZhw8fxvXr12FnZ4ezZ89i9+7d0NHRQY0aNXDq1Cn4+/vD1tYW48ePx+jRozF//nwAhR2o69evY+vWrbCwsICFhQXCw8PLPO71WHJycuDg4IBx48a9Ne7WrVsDAEaOHAkLCwu0bt0aYWFhOH/+PEaNGiVTd9SoUdi1axcE4b+09KpVqzBjxgy0bt0asbGxOHHiBDQ0CpO39erVw5kzZ3DkyBE0a9YMgwcPRocOHbBhw4Z3vt/ySkxIwNPAQHT/X28AQMcujoiJjsbL8HCZelUNDdHUtgWq6OhUWmyqKjUpEeHBT9Cyc3cAQDP7TkiKi0HcqwiZelraVaD+/++V/Lxc5OZkQ1Lp0f4nJSkBz4Mew97xfwCAVh26ICE2BtEvZeO2sm4Es09qAgA0tbRRu14DxEW/qvR4X5eenIhXoU/xWYduAIDGbT5HSnwsEqJeytTTlLnnecjLyQYkYt71wtgjnz1Fs88L3y82bTsiOT6mzNhzc3IgETl2IlX3UXfs7t27h6VLlyI4OBjLly9HVlYW4uLisH37dgQHB8PZ2RnVq1dHs2bNMGHCBISHh2PixIl48uQJjh8/jkWLFmHGjBmQSCRISUlBTk4OMjIyEB0djejoaBQUFJR5XJGgoCD8+uuvePr0KZ4+ffrWuOPi4gAASUlJiI6Olr7evn07vv32W2hpFQ5ztGjRAk2bNoW7u7vM8YsXL8b58+fx8OFDjBgxAubm5ujfvz8AYM6cOdi7dy/WrVuH4OBg+Pr6YvLkyRg+fDi0tbUVdu/fJjYmGibVq0t/IEgkEpiZWyBG5B/EqiwpLgZVjatBXf2/e25kaobE2OhidROiX2H11FFYOLwvqujqoX2v/pUd7n+xxMbAyKS6TNzVTM0RHxtV6jHJCfG4ddUHtm0dKivMEqXEx0LfyARq/5+9l0gkqFrNDCnxMcXqJsVGYfvsn7B27ABo6+qhZfe+lR2ujOT4WBi8EbthdTMkx5UQe0wUtsz6ESt/7I8qOnpo3UPc2On9IhQISts+Vh91x+7+/fvS/xcUFCA+Ph4PHjyQlkVHF/5QMzMzg42NDXx9fWWOv3btGgwMDFCrVq1SzyHvcQEBAe90LUDh0Gx+fr60kzZy5Ej4+PggLCxMpt7r8SQmJuLJkyewsbEBANja2mLkyJFITU2Vbt7e3lBXV0fdurLzrejjZGL+CWb+7g4n92PIy83FA7/LYockt8z0dPy+6Bf0/noY6ja0ETscuRmZWmDMiq2Ysvkw8nNz8fjmVbFDkpuRmQXGrdyGmX/8iby8HATevCJ2SEQq7aPu2L25QEEQhBIXLVTGBOv09PR3biM3Nxeenp4YNWoUNDU1MXToUOzcubNcbejr6+OPP/5A8+bNpZutrS2sra0REhLyzjHKw9TMHAlxccjPywNQ+HWJiY6CmfknlXL+j5FRdTOkJMYjP/+/e54UGwNjU/NSj9HW0UWLzx1x+59zlRVmMSamZkhKiJOJOz42GtVMLYrVzcxIx5p509DC/nP8b+C3lR1qMVWrmSItKQEF+fkACmNPiY9B1WpmpR6jVUUHNvZd8O+1C5UVZokMq5ki9Y3Yk+NiYFj97bF/1r4LHlwVN3Z6vxTkC0rbPlYfdceuPAIDA2Fvby9T5uDggJSUFEREFM7nycnJkVkUIe9xFVHSuYDC4dhu3bphwoQJ0NDQwNGjR4vVadeunfT/RkZGaNiwIQIDAwEAt2/fRpMmTRASElJsq6yVusYmJmjQqDHOeZ8CAFz2uQBTMzPUrF27Us7/MTIwMkateg0RcKmwk3bf9x8YVjNF9U9ks9FxryKkHe6ibN0ndeoXa6+yVDUygZV1I/heKFxwdOuqD0yqm8G8pmzcWZkZcJ03HU1btUPfoaNKaqrS6Rkaw6KONR5ePQ8AeHzzCgxMTGFiUVOmXkLUS+k9z8/LxdNbV2FmWa9Ye5VJz9AYn9RpgPtXCt8vgTcuo2q1smN/fPOa6LHT+0XIL1Da9rHi407ktGnTJkydOhVubm7YsGEDGjVqhMWLF8PV1VW6MOH58+do27YtrKyskJaWhoSEBLmOq4jnz5/D0dER165dQ3Z2NpKSkgAAjx8/hp+fH1xcXLBz505kZWUVO3bhwoWIj49HdHQ0li5diri4OHh5eQEAXFxc4OfnBzc3N2zfvh3p6elo0qQJunfvjkmTJlU43vKa9utcuCxxwj4Pd+jp6eGXeYsAAKuXOaP9553Q/vNOyMrKxIhvBiA3NwfpaWkY3LcXuvfsjTETKi9OVTJowkwcWL8cF47sRhUdPQyZNBsAcHCDCz5t44DP2nRA0P3buPr3EUjU1FCQn48GzVqi+zfDRY17xORZ2LFmCU4e8ISOrh5+mDEPALBz7XK0aNcBLew/x7ljhxD65BGys7IQcO0fAEDrz7vgy6EjRYwc6DV6Gk5uWYnrx/dBS0cPfcbOBAD8vXUNGrS0R8OW7RH27x34e3tB7f/veZ3PWqBD/+9EjRsA+vw4Dcc3u+CK1z5o6+qh37hfAAB//bEajVq2R6NW7RH68A5unDlWGHtBPup+ZodOA74XOXIi1SYB8FHmK318fHD37l1MmzZNWhYaGorff/8d69atk5YJgoCvvvoKx48fR8eOHbFq1SrY2toiISEBHh4emD9/PvL/fziiQYMG8PDwgK2tLXR1dVGnTh2EhYWVeVxJsZSlT58+cHV1RZ06dfDy5UuZ+W+jRo3Czp070bp1a9y6dUta3qlTJ1y6dAl9+vTBihUr0KBBA9y9exc//vijzNzCVq1aYenSpbC3t4dEIkFISAgOHjyI5cuLP/6iNOHxqXLXfZ8YaBfPgn4orrxIETuECjHR+XB/vwyKzxA7hArRVPtwV6YOs2PmXpXc7tddaW3bHRdvmoiYPtqOnSqbP38+vv76a9ja2sqUF3XsjIyMkJycrNQY2LGrfOzYVT527CofO3aqhR07xftwP1GpGD09PdSpUwcTJ04s9pw8IiKi983HvMhBWbh44j00dOhQmceNvL49fPiw1OM2bNiAgIAAXLp0qdyrYYmIiOjDx6HY95C+vj7MzUt+zERubi5evHhRyRGVH4diKx+HYisfh2IrH4diVYt/r65Ka7v16YtKa/t99uF+oqqwtLQ0pKWliR0GERERfWDYsSMiIiJRFHzEf/pLWdixIyIiIlEIXDyhcFw8QURERKQimLEjIiIiURR8xH/6S1mYsSMiIiJSEczYERERkSg4x07xmLEjIiIiUhHM2BEREZEomLFTPGbsiIiIiFQEM3ZEREQkCq6KVTx27IiIiEgUAv/yhMJxKJaIiIhIRTBjR0RERKIo4OIJhWPGjoiIiEhFMGNHREREohC4eELhmLEjIiIikpOxsTH27NmD5ORkJCYmYvv27dDT0yu1vpWVFQRBKHEbNGiQtF5J+wcPHlzu+JixIyIiIlF8iA8o3rt3Lz755BN0794dmpqacHd3x9atWzFs2LAS64eHh8PCwkKm7KeffsIvv/yC06dPy5SPHDkSZ86ckb5OSkoqd3zs2BERERHJoXHjxujVqxdatWqFgIAAAMCkSZNw6tQpzJw5E69evSp2TEFBAaKjo2XK+vfvj0OHDiE9PV2mPCkpqVjd8uJQLBEREYmiIF9Q2qYM9vb2SExMlHbqAOD8+fMoKChA27Zt5WrDzs4OLVq0wI4dO4rt27hxI2JjY3Hjxg2MGjWqQjEyY0dEREQqR0tLC9ra2jJl2dnZyMnJqXCbFhYWiImJkSnLz89HQkJCseHW0owePRqPHj2Cr6+vTPmCBQtw8eJFZGRkoEePHti0aRP09fXh5uZWrhjZsSOlqK6jLnYIFSJIJGKHUGGOdQ3FDuGj08Ki9AnTpBwZmZlih1Ahujo6YofwXhIKlLcqds6cOXBycpIpc3JywuLFi4vVXb58OWbPnv3W9ho3bvzOMVWpUgVDhw7Fb7/9VmzfkiVLpP+/e/cu9PT08Msvv7BjR0RERB8GZT6gePny5XB1dZUpy87OLrHumjVrsGvXrre29+zZM0RFRcHMzEymXF1dHSYmJoiKiiozpkGDBkFXVxeenp5l1r1x4wYWLlwILS2tcmUZ2bEjIiIilZOTkyN3hyguLg5xcXFl1vP19YWxsTHs7Oxw+/ZtAEDXrl2hpqaGGzdulHn86NGj8ddff8l1rubNmyMhIaHcQ8fs2BEREZEoPrTHnTx+/BinT5/Gtm3bMG7cOGhqamLDhg04cOCAdEVsjRo1cOHCBQwfPhz+/v7SY+vXr4+OHTuid+/exdrt06cPzM3N4efnh6ysLHTv3h1z587F6tWryx0jO3ZEREREcho2bBg2bNiACxcuoKCgAEeOHMHkyZOl+zU1NdG4cWPo6urKHPfDDz8gIiICZ8+eLdZmbm4ufv75Z6xduxYSiQTBwcGYPn06tm3bVu74JAA+rO4yfRAyMzLEDqFCPuTFE0T0/uLiiZKdsmqmtLZ7h91XWtvvMz7HjoiIiEhFcCiWiIiIRKHMVbEfK2bsiIiIiFQEM3ZEREQkig9tVeyHgB07IiIiEkWBwI6donEoloiIiEhFMGNHREREoshnxk7hmLEjIiIiUhHM2BEREZEouHZC8ZixIyIiIlIRzNgRERGRKDjHTvGYsSMiIiJSEczYERERkSg4x07x2LEjIiIiUXAoVvE4FEtERESkIpixIyIiIlFwKFbxmLH7iHXq1AmCIMDQ0FDsUIiIiEgBmLEjIiIiUXCOneKpbMbOx8cH69atg4uLC+Lj4/Hq1SssWrRIrmNr164NLy8vpKamIjk5GQcPHoSZmZlMnT59+uDmzZvIzMxEbGwsjh49Kt2npaWFFStW4MWLF8jKykJQUBB++OEHAMCIESOQmJgo01a/fv0gvPbmXrRoEe7cuYOffvoJL168QHp6Og4ePIiqVatK67Rq1Qpnz55FbGwskpKScOnSJbRo0UKmXUEQMHr0/7V35nE5pf//f5clKksMKmMXoihLZcu+L5GlYZBdVLYZ29hpsUwmxr6HGFlaVEoKWSqRdhraI6Wdijjz+v3R7z6f+yjGzHd0Trlej8fz8eg+59z1us99dV/v+31d1/uaQ5cvX6bCwkL6888/acyYMURE1KJFC7p58yYREeXl5REAOnHiBBERTZgwgSIjI6moqIiysrLIz8+PlJWVv+jeMTExMTExMYmnKhvYEZUGUYWFhWRoaEgrV66kDRs20ODBgz/7HAUFBXJ3d6cGDRpQv379aMiQIdS6dWs6f/48f83IkSPJ1dWVvL29SV9fnwYNGkT379/nz586dYqmTJlCixcvJm1tbVqwYAG9efPmH3lv27YtTZ48mcaMGUPDhw8nfX192r9/P3++Tp065OTkRH369CEjIyN6+vQpeXt7k6qqquD3bNy4kVxcXKhz587k7e1Nzs7OpKamRqmpqWRqakpERO3atSN1dXVasmQJqaur07lz5+j48eOkra1N/fv3p8uXL5OCgsI/8s/ExMTExPR34vD1+FalQERV8uXfuHGDqlWrRsbGxvyxkJAQCggIoDVr1nzyeYMHD6arV69Sq1atKC0tjYiItLW1KTY2lnr06EEPHjygu3fvUkJCAk2fPr3M87W0tOjPP/+kwYMHk7+/f5nz5ubm5OjoSGpqavwxExMTcnNz44OnjRs30rp166hFixb04sULIiIaNmwYeXl5UdOmTSkjI6PM71VQUKC8vDyaOnUqeXl5EVFpxm7r1q20YcMGIiJSVlamwsJCGj58OPn6+lK/fv3o5s2bVL9+fcrPzyciIn19fQoLC6MWLVpQSkrK52/yZ1RcVPSvnyumwAJYJiamryDl2rXFtiBJHarf/qv97gV5cV/td0tZVTpjFxkZKXicnp5eZkj1Y2lra1Nqaiof1BERPX78mHJzc0lbW5uIiPT09MoN2mTnPnz4QLdu3fo/eU9JSeGDOiKioKAgqlatGrVvX/pP0LhxYzp8+DD9+eeflJeXRwUFBaSqqkrNmzcX/B75e1BUVET5+fmfvQcRERF0/fp1ioqKIhcXF5o7dy7Vr1////RamJiYmJiYyhPL2P33qtKB3fv37wWPAZCi4v/9JRcXF/+rc0REf/31V5lhzRo1avxjD05OTqSnp0dLliyhXr16kZ6eHmVnZ1PNmjUF1/3Te/DXX3/RkCFDaMSIERQbG0vW1tYUFxdHLVu2/McemZiYmJiYPicO+Gp8q6rSgd2/0ePHj6lZs2b0/fff88e0tbVJTU2NYmNjiag0CzZo0KBynx8VFUWKiorUr1+/cs+/evWK6tSpI1iMoKenV+a65s2bk4aGBv/YyMiIOI6juLjS1HLv3r1pz549dPXqVYqNjaV3795Ro0aN/tFrLSkpISKiatWqlTl379492rRpE+nr61NJSQmNHz/+H/1uJiYmJiYmpooXC+w+kmwY0tnZmfT19alHjx506tQpunnzJj18+JCIiDZv3kxTpkyhTZs2UYcOHUhHR4dWrlxJRETJycnk5OREx48fJxMTE2rZsiX169ePJk2aRESl8/yKiorIzs6OWrduTVOmTKGZM2eW8fH27VtycnKizp07U58+fWjPnj3k4uLCz697+vQpTZ8+nTp06EAGBgbk7OxMRf9wXltycjL99ddfNHr0aPruu+9IRUWFDAwMaM2aNdStWzdq1qwZmZqaUqNGjejx48f/h7vKxMTExMRUVmwo9r8XC+zKkYmJCeXm5lJgYCBdv36dEhISyMzMjD9/69YtmjRpEo0dO5bCw8MpICCADAwM+PMLFy6kixcv0v79++nJkyd05MgRUlFRISKi3NxcmjZtGo0cOZKioqL4APFjPXv2jC5fvkze3t507do1ioyMpEWLFvHn58yZQ2pqahQWFkanT5+mPXv2UGZm5j96nS9evKCNGzfStm3bKCMjg/bu3UsFBQVkbGxM3t7e9Oeff5KNjQ399NNP5OPj8w/vIhMTExMTE1NFq8quiq3M2rhxI40bN65MXbrKJLYqlomJiel/Yqtiy5eDqtZX+90/vXn61X63lMUydkxMTExMTExMVUTfXGA3depUev36dblER0eLbY+JiYmJiembEZtj99/rmxuKVVVVpSZNmpR77v379/+norxM/xMbimViYmL6n9hQbPnaofL1hmJXFn6bQ7HVxTZQ0Xrz5s0/3t6LiYmJiYmJ6b/Xt1xv7mvpmwvsmJiYmJiYmKShb3nI9Gvpm5tjx8TExMTExMRUVcUydkxMTExMTEyiiA3F/vdiGTsmJiYmJiYmpioilrFjYmJiYmJiEkV/iW2gCopl7JiYmJiYmJiYqohYxo6JiYmJiYlJFLE5dv+9WMaOiYmJiYmJiamKiGXsmJiYmJiYmEQRq2P334sFdkxMTExMTEyiiA3F/vdiQ7FMTExMTExMTFVELGPHxMTExMTEJIrYUOx/L5axY2JiYmJiYmKqImIZOyYmJiYmJiZRxObY/fdiGTsmJiYmJiYmpioilrFjYmJiYmJiEkVsjt1/L5axY2JiYmJiYmL6Qv3yyy909+5dKiwspNzc3C9+3ubNm+nFixdUVFREfn5+1LZtW8F5NTU1OnPmDOXn51Nubi4dPXqUVFRU/rE/FtgxMTExMTExiSIO+Gp8LdWsWZMuXLhABw4c+OLnrFy5khYvXkwWFhZkaGhIhYWF5OvrS0pKSvw1zs7O1KlTJxoyZAiNHj2ajI2N6fDhw//YnwIRsUQo03+u4qIisS38K0FBQWwLTExMVVDKtWuLbUGSWkAtvtrvPkTJX+13ExGZm5uTo6Mjqamp/e21L168IAcHB3JwcCAiorp161JGRgbNnDmTzp8/Tx06dKDHjx9T9+7d6eHDh0RENGzYMPL29qbvv/+e0tPTv9gXy9gxMTExMTExVTnVrFmT6tSpI6BmzZoV7qNVq1akoaFB169f548VFBRQSEgI9ezZk4iIevbsSbm5uXxQR0R0/fp1+uuvv8jQ0PAf/T22eILpq6i2srLYFpiYmJiYJK6vmVXbuGYjbdq0SXBs06ZNtHnz5q/2N8uTuro6ERFlZGQIjmdkZPDn1NXVKTMzU3Ce4zjKycnhr/lSsYwdExMTExMTU5WTvb091a1bV4C9vf0nrwXwWdq3b1/Br+DfiWXsmJiYmJiYmKqcSkpKqKSk5IuudXBwoJMnT372moSEhH/l4+XLl0RE1KRJE/5n2ePw8HD+msaNGwueV61aNWrQoIHgOV8iFtgxMTExMTExfdPKysqirKysr/K7ExMTKT09nQYNGkQRERFERFSnTh0yNDTkV9YGBQWRmpoade3alcLCwoiIaODAgaSoqEghISH/+G+CwWAwGAwGg/H3NGvWDF26dMH69etRUFCALl26oEuXLlBRUeGvefz4McaNG8c/XrlyJXJycjBmzBjo6OjA1dUV8fHxUFJS4q/x9vbGw4cP0aNHD/Tq1QtxcXFwdnb+Nx7Fv0kMBoPBYDAYlYETJ06gPPXr14+/BgDMzc0Fz9u8eTPS09NRXFwMPz8/aGlpCc6rqanB2dkZBQUFyMvLw7FjxwTB4pfC6tgxMTExMTExMVURsVWxTExMTExMTExVRCywY2JiYmJiYmKqImKBHRMTExMTExNTFREL7JiYmJiYmJiYqohYYMfExMTExMTEVEXEAjsmpv+DFBQUyv2ZiYmJiYlJDLHAjonp/yCgtFrQnDlzqG/fvkTEAjwmJiYmJvHEAjsmyahOnTpERKSoWNosK1OAtGbNGpozZw4R/S/Yk6rKu6+V6V5XRunq6lLDhg2JiGj9+vXUpUsXkR19uSpr26isvokqt3cm8cUCOyZJaNSoUeTt7U1+fn5kb29PdevWJQCS/4CT+fv5559JT0+PevToIbKjz0tBQYEPPDt37kzdunUjLS0tyQejRMLOTk1NjWrXrk21a9cuc05q0tHRoXPnzpGlpSXt27ePNm3a9MUbk4st+fbSpUsXatmyJamrq4vs6u8l73v27Nl04MABOnnyJP/lS8r62PuQIUNEdsRUGSX69hyMb5uuXbuiuLgYW7ZswcmTJ3Hnzh3cuHED9evXBxFBQUFBdI9/R9u2bREZGYlly5ZVCs82Njb4888/ERMTg9zcXOzYsQNt27YV3deXsGrVKly7dg0PHjyAh4cHdHV1Rff0d6xbtw7p6ekoLCxE//79QURQVFQU3deXYm9vj9TUVKSmpsLX1xcDBw4U3dOXsH37dqSmpmL37t1Yt24dOI7Dli1bUK1aNdG9/R3btm1DWloa1qxZg3r16onuh1GpEN0A4xtGV1cXM2bMwMqVK0FUGhCNGjUKd+7cQWBgIB/cSa0TnDBhAubPn897JiL89NNPePHiBVq0aCG6v8+xfPlyvHz5Er179wYRwdHREa9fv0a3bt1E9/Z32NjYIDMzE2ZmZhgxYgTCwsKQnp7OtxOpIWu348aNQ1paGh4/foz169dDXV1ddG9fSp8+fZCYmAhjY2PMnDkTTk5OSExMxPDhw0X39jmMjY2RkJCAXr16gYgwdOhQlJSUYNasWaJ7+zuWL1+OzMxMdOnSRXQvjEqJ6AYY3yhNmzbFvXv3kJeXh1WrVvHHFRUV+eAuICAADRo0EN2rPNOnT8epU6eQl5cHT09PLF++HMrKytDU1ISfnx+/8bMUsnaNGzfmf5b5OX/+PBYvXgwigqmpKXJycmBhYQEiQvXq1UX3/CmaNWuG4OBgDBgwAESE0aNHC7xLiY/f+yZNmqBhw4bYsGEDHj58CBsbG8F7I1VmzJiBnTt3YvXq1fwxHR0dHDt2DElJSZIO7iZPngx/f38QEcaPH4+CggL+y1jdunVhZGQkukcZ8l9cFRQUcO7cOT7736pVK4wfPx7+/v5wdHTkA1UG4zOIboDxjaKkpIRFixYhOjoad+/eLfPhNmLECERHR8PLy0sSQRIRYfPmzQgJCUHHjh3RvHlzHD58GHfv3kVycjLmzJmDqKgoeHl5ie6TiHDq1CncuXMHrVq14o+pqqoiKioKffr0gZGRkaCzq1GjBn755Rf06NFDdO9nzpwpE7Dp6Ojg1atXUFZWxogRI1BQUIAFCxaAiFC7dm1YWVlBTU1NdO/ybbVv374wNDSEtrY2f8zGxgYPHz7E5s2b0ahRIxARjh49io4dO4ruXZ7mzZvDx8cHBQUFsLW1LfNeHD16FPHx8Rg3bpzoXstj8ODBuHHjBubNm4f8/Hy+rRARhg8fDhcXFzRt2lR0n/LIsuh+fn64d+8eTExMcO3aNVy/fh1OTk6Ij4+Hk5OT6D4Zkkd0A4xvGCUlJZibmyMyMhLnzp1DzZo1+XMKCgoYMmSIZIY2u3XrBldXV/7Dl4hQrVo11K5dG1u3boWzszPS09PBcRymTp0qul8dHR1kZ2fD1dVVENzt3r0bsbGxKCoqwvTp0/njDRs2xI0bN7Bo0SJRfaupqeHgwYPIzc0t48/d3R1btmxBfn4+5s2bJ3itly9fRp8+fUS/7zJ27tyJ9PR0ZGRkIDg4WHBft27ditDQUHh7eyMgIAAZGRmSnPc1ePBgeHp64uXLlzAwMBCc69SpEy5duoRLly6J6vFTX/o6dOiAoKAgFBcX45dffuGP16pVC1euXMGJEydEv78mJiZwcXEBEWHXrl0IDQ1F7dq1oaOjgwcPHuD58+fYuHEjn11cuHAhrl27hlq1aonunSFpRDfA+Ibo06cPNmzYAEdHR5iamoKodBhi5syZePDgAc6dO4caNWqI7vNjpk+fDl9fXwQGBqJu3bq8b/lrNDQ00L9/f0RFRYn+rVoWJLRv3x55eXlwd3fnF0f0798fQUFBCAkJgaqqKogIDRo0gJeXF27fvi2J+Yyampqwt7dHfn4+ZsyYAaLSDvz8+fPgOA7bt2/nr1VWVoaXlxc8PT1Fy+x+/Hc7d+6MmJgYdOvWDYMHD8b27duRkpKCn376ib9m4cKF2L17N44ePcq/X2Lde3n/NWvWhIqKCv+4Z8+e8PDwwIMHD8pkc1u1aiWZbLq5uTnWrFmDzZs3o2XLliAqHY598eIFDh06hPHjx2PUqFHw9fVFeHi4JALpoUOHorCwEOHh4cjLyyuTtf14KoWPjw+OHDkium+G5BHdAOMbYfz48Xjz5g18fX3h7+8PjuNw+PBhNGvWDNWqVcPs2bNx7949eHl5SS64mzZtGh4/foy8vDwYGxt/9trevXujqKgI+vr6onj9uKPt2LEj8vLy4OHhge+//x5EhLlz5yI4OBjp6em4desWQkND8eDBA36OnVgBhvzf1dDQwI4dO5Cfn4+ZM2eCqHQOYHBwMGJiYnDgwAFs3LgRN27cQEREBO9d7EBj9uzZOH78OHbs2MEfa9asGbZs2YLU1FQsX7683OeJFWjI368VK1bwK46PHz+O1q1bg6g0uHNzc0NoaCi6d+/+t22uotmxYwfy8vLg5+eHlJQUxMfHw9LSEkSlAZ+npyeKiopw69YtXLp0SfR2Lo+rqys4joOnpyd/TH6uq4qKCsaOHQtPT09BO2cwPoPoBhjfAC1atMCzZ8/4+VxEpd9W09PTcfDgQRCVDpFYWVnB398fmpqaonn9VCc1duxYRERE4MKFC59cQaqgoIB69erh4cOH6Nu3r6jeBw4cyGcuOnTogNzcXHh6evIrMjt06IClS5di7dq1mDFjBt/JSSHA0NTUhIKCAho2bIjt27cjPz8fs2fPBlHpXMAdO3bAy8sL7u7u2LlzJ++5or27uLjA0dGRf9ykSROcPn0aWVlZOH36tODa77//Hlu2bEFSUhLWrVsnyj3+HFu3bkVmZibWrl2LFStW4NmzZ3jw4AH69esHIkK/fv1w8eJFpKSkoEOHDqL7ldGwYUP4+vqia9eufBvat28fHj16xGd7lZWV0bx5c9SpU4d/nhQydkSlXwQWLVqErKwsnD17toy/zp074/fff4ebm5to7ZxR6RDdAKOKsXjxYgwbNkxwrE2bNoiPj+eHcmQfwMOGDQPHcRgxYgSISoeBZEOdYiAfXPTq1QuDBg3i644RESZOnIjQ0FA4OTmha9eu5f4OCwsLcByH5s2bi/Y67OzsEBUVhZUrV/LDau3bt+eDu2bNmpX7PCkMBW7YsAHnz5/HkCFDQFS6evrj4I6obOdW0d6rV6+OAQMGlMku6+vr4/Dhw8jPzy8z17Jp06ZwdHSEq6uraG2DiAQBDlHpkGpcXBxGjx7NH6tduzbu3LmDkJAQKCsrg6h00YGdnZ0kMl1EhGXLliEmJgYBAQFo0qSJ4JyTkxNiY2NF9yiPfDuvVauWoA2PGDECOTk5guCOqHTluvwiDxbUMb4A0Q0wqhC1atWCj49PmWK3HTt2RHFxMYYOHQqi0qyL7EMuNDQUa9euFd27PNu3b0d8fDzS09ORnJyM4OBgfPfddyAimJmZISQkBCdOnIChoWGZ5+rp6UFHR0c076tXr8arV69gZGTEFzaVdcTt27dHTk4OXF1d0b59e9Hv88fI6tSNGzdOML9IU1MT27dvR15eHp+FkRKWlpa4desW/1hXVxeHDh1CTEwMzMzMBNfKVsKKxcWLF8sEnFpaWkhLS+MXSMgWMdWtWxevXr0qd/hYCsHd8OHD8fTpU2RlZfFfpGSBdtOmTQUFoaXEmjVr4O7ujtu3b2PgwIFQUlICUekX3aysLFy8eBGdOnXC1atX4e3tLbpfRqVDdAOMKoYsYDMyMsLo0aP5b5jHjh3Ds2fPyhTdvHfvHqytrUX3LWPBggXIysqCgYEBtLS00LNnTzx8+BBRUVH8arTJkycjMTFRckNq9evXh6+vL+bOnVvue0JUOgTLcRy2bdsmul959PT08OTJk092xBoaGrC3twfHcZKqn6aoqAgzMzMkJycLMnH6+vo4ePAgYmJiMHnyZNF9yli+fDkf/MgCijp16uDly5fYtGkTf1316tWhoKCAmzdvYv369aL7luenn37CDz/8ACLCgAED8OLFC3h4eAiCzY4dOyIpKUkS5Xvk//+WL1+OrKws2NjYwNfXF69fv4aVlRWfRTU2Nsbz58/x+PFjBAcHszl1jH+D6AYYVQhZECfrECIiIjBy5EgQlZZHcHV1RWJiIsaPH48hQ4bA1tYWWVlZaNOmjejeZezZswcHDhwQHNPQ0EBsbCwuXLjAH+vfv78kshbyNGjQAM+fPy+3ZEmtWrX4+XUtW7aU3JBOz549kZqaWu7WZtWrV0e1atXQuHFjLFy4UFTv5c3BVFZWxtixY5GQkAAPDw/+uJ6eHvbv34+srCwMGjRI9Hssj7W1NVavXs1nRq2trZGSksIvOpC91ocPH35ywYcYqKio4Pz583y5kurVq2PgwIHIyMiAj48Pxo0bh379+sHT0xMPHjyQ1P9oq1at4OjoyBfZJiLY2toiOzsb1tbW/DSUOnXqwMDAgG9rUvtfZUge0Q0wqgDyWzr17dsXnTp1Qr169RAQEIB79+7xc+60tbVx8OBBFBQUIDY2Fo8ePYKenp5ovsvrpC9fviwYVpN1DNbW1njw4EGZnTCk1HE0bNgQwcHB2L59u6AmIFFpBnXPnj2CoUApdRiDBg3Cu3fv+JIP8pmK/v37Y9SoUYLrxfAu3146d+4MAwMDQY3A8oI7AwMDrFixQlLthIjw22+/ITU1FdbW1lBVVUWDBg1ga2uLnJwcODs7w87ODv7+/oiOjpZUOyEizJw5E9nZ2fyqXUVFRQwYMACJiYngOA67du3C3r17+YykFO792LFjwXEckpOT+QUpMmxsbJCVlQUrK6syQ/VirzhmVEpEN8Co5DRs2BCJiYmYP38+hg4dKhgqq1+/PgIDAxEUFCRYUNGqVSs0btxYEjsFEJFgvpmpqSliYmL4rcFkTJkyBeHh4WjYsKHofuU/7D/udJcsWYL3799jzpw5/KR3VVVVeHh4CDKOUvAuj6KiInx9ffHgwQPBZHElJSX4+vrCxsZGdO8y7O3tkZSUhNTUVBQXF+O3337jd5cwMTHBs2fP4ObmVu5rFMOvfFHtNWvWYNKkSSAqLROSmJiIJUuWoFatWlBWVoapqSkCAwPh5uaGI0eOSKo0iDw+Pj44duyYoMzNgAEDEB8fj4sXL/LXffwFR0x+//13cBwHa2trPuiUsWXLFnAch4kTJ4ruk1HpEd0Ao5LTqFEjrFy5EgUFBSgqKuK3GJJ9oMqCu3v37mHkyJGS+PYvH1wYGxuD4ziMHTsWRKUT9c+dOwdfX18sWrQICgoK0NDQgLe3Ny5fviwp7wsWLMCJEyfg5OQk2Ilh06ZNKCkpgYeHB9zd3XHnzh1ERkaKPl9H3vuoUaNgbm6OqVOnonbt2iAqzdoFBAQgPj4e06ZNg5WVFXx8fBARESGJdkNEsLKyQkZGBvr374+WLVti6tSpiIqKwsmTJ/khbhMTE7x+/VpQSFksvv/+e6SlpcHd3R2//voriouLoaury5//9ddfkZSUhCVLlggy7/KInR396aefMGbMGD5DJ3sfHjx4IPiiJcvcZWZm4o8//hDtnn8uy3bs2DG8fv0aEyZMKBN0zps3TzLtnFGpEd0AowrQv39/cByH4uJiQYAhH9wFBAQgNjaWL2MhBRYtWgRra2twHIeMjAxMmDABRIS2bdvi2LFjSExMRHZ2NiIjI/Hw4UPJFMElImzbtg0ZGRmwt7fHyZMnERYWht9//50/P2HCBNja2uLEiRP45ZdfJFUDy97eHunp6QgMDERBQQEuX77MT3Lv1KkTv8l8UFAQzp49K6ms0R9//IE9e/YIjo0ePRqpqan4+eefQVQ6565v376S8FujRg0MGjQIBQUFeP36NV+DTn5bqp07dyIhIQHW1tZlyoaIgfwXkEaNGuH48eOIiopCdHQ0lixZwte5jIuLKzeTK/s8OnnyZIV7//hL45gxY9CrVy9BWRwnJyfk5+djwoQJ5RZjl8L/KKNSI7oBRiVHTU0N7du3R79+/bBixQrk5+dj8eLF/HlZcFevXj24u7tLZu/XLVu2ICMjA1OmTIG1tTVcXFxQXFzMD1PVq1cPLVq0wKxZszB8+HDRC/jKM2PGDMTFxfGFkidMmIC3b98iMTFR0Jl9HIBKIdBYtmwZUlJSeO+zZs0Cx3G4evUqvycmUel2SvKdntj3XUFBAYqKivDy8sL+/ftBRAJ/W7ZsQXx8PD/8LaV73qdPH2RmZiItLU0wTCk/HLhjxw5B+xcLExMTPnvu6OgIHx8fEBG6du0Ka2trpKamIjAwEAcPHoStrS1u3rxZbkHzvn37QktLS7TXYWtri+fPnyMiIgJv377Fb7/9JphPfPLkSeTk5GDatGmiZ9IZVQ7RDTAqMaNHj4aLiws//NqkSROsX78e+fn5sLKy4q/78ccf0alTJ9H9ymjUqBGio6MFBW+VlJSwd+9eFBUVYfz48eU+TwqdNFFpptHe3h5EpZOys7OzsXTpUvzyyy/Izc0VZO7ERj64rF+/Pg4cOMBvEWZqaoqcnBxs3LgRSUlJuHXrlmDFoFR8y7Nu3Tq8efNGMHGfqHRo8MaNG6IHoOWhrKwMTU1NDB8+HPHx8YL5f/Kvc86cOaK38UuXLqG4uBiurq7IyclB586dBeebN28OU1NT3L17FwUFBeA4jv/8kUImnYiwcuVKpKamomfPniAirF+/HiUlJTh+/LgguPPw8MC1a9dE98uocohugFFJGTt2LIqKirB69WpBiYrGjRtj/fr1KCgogIODA7Zv3463b99KqqRJ06ZNkZ2dzQdwsg6hXr16uH//PjIyMvgq/GJ3FrL9XYmIHyqWvYZGjRohLCyMHwJs1aoV0tLSkJ+fjw0bNoh+n+WDBNm8LmNjY6ipqaFz58549uwZn9394Ycf8PbtWwQGBoq2z64M+ffc0NAQffv2FRSd9vX1RVpaGnR1dVGnTh3UqlUL165dw/nz50W/5/LemzVrhoYNG/Jz51RUVDB+/Hg8e/ZMMF90//79fJbs4/dNDJ48eYKSkhJB5v/j10ZUWtD37NmzuH//vmQWYmloaMDZ2RlTpkwBUeke2Tk5Odi7dy/y8/Nx9uxZwa41Yn++MKokohtgVEKaNGmC0NBQLFmypNzzDRs2xKJFixATEyN6R/2pD04vLy/4+/sLtjBTUFDAmTNnEBkZiaKiItGzjMbGxggICMCgQYOwa9cucBwn2A6sd+/eSEhI4ANrHR0d/PHHH5g4caLoHcbEiRP5HUUcHBwQGhqKWrVq8cNOVlZWCAgI4IOOWbNm4cKFCzh58qTo3mU4ODggLS0NeXl5iI6O5oMhDQ0NuLm5oaioCNHR0YiKipLEBu3y9+2XX37BgwcPEBMTg6CgIL4weO3atTFu3DgkJCQgOjoa/v7+SEpKkkSmsUaNGlBWVoafnx98fX2RnZ0NExOTMnNb5QPPgQMHIjY2li+TIzbKysoYMWIE6tati27duiEpKYkvwL569Wq8fv0aFy5cEOy3K5X2zqgyiG6AUQlRV1dHQkLCJxdCyObVKSsrS2bv13bt2qFLly58EDR8+HAEBwfj8OHDvN/q1avj4sWLMDY2hre3Nzw9PUUtl6CtrQ0/Pz8kJCQgJyeHL6kh69g6d+6MuLg4bN26FW3btoWXlxfOnDnDP1/MzMv8+fPBcRwCAgKQl5fHZ+xk78mWLVtw//59aGlpoVatWnBzcxMsvBG7sxs6dChiY2PRu3dv6OrqwszMDH/++ScCAwP5a0xNTTFnzhzMmDFDUnMwt2zZgpcvX2LChAno06cPbt26hezsbL7siZKSErp27Yq9e/fi119/5T2Lnan7mD/++IMP7uTnM35ccigpKYnfiaIi+VQble3PvHHjRnh4ePDzLleuXAk/Pz+cP39e9PbNqNKIboBRCenYsSOKioowePBgEAlXseno6GD8+PF8CQspYGNjgwcPHiAzMxN+fn7Yt28fiAgWFhYIDg7G06dPceTIEYSFhSE8PByKior4/fff4evrK7r3zZs34+3bt4JCzzLq1KkDW1tbJCQkIC0tTXJbEAUHB4PjODg6OpY5p6uri+zsbDx+/Bjx8fGSyHjJGD16NI4dOybwraCgAAMDAzx9+hS7d+8u93lSCIyMjY0REhKCvn378q8lJycHYWFhePPmjaCmnTxSCEhlyLeDc+fO4dWrV5g0aRI0NDTg7u4uqMc4bdo05OXlCUqhVDSTJ0+GpaUlLC0tBUPC+/btg4+PD7/ji6urq2D+LgvuGF8J0Q0wKgkfd1rnz59HXFwc2rVrJzju6OiIU6dOSSawW7VqFV69eoW+ffuiYcOG2LdvHziOg46ODhQVFdGjRw/s2rULZ8+exe7du/nMgJOTE44fP15uOYKvifyHvaKiIgwNDTF8+HB4eXnB19e3zMIOVVVVtGrVCn369BE9a/RxR2VjY4Nt27bhw4cPWLNmDX9c5q9Tp05YuHAhrKysJFOOpUGDBggKCsKbN2/g7u5e5ry9vT0CAgLKFJgVC/l7rqamhqZNm/J7uw4ZMgQvX77EwoULoampidjYWGRkZEhmgcrnkP+8OX36NDIzM/H48WOEh4cLAr/hw4eX+QyqSBwcHJCdnY2IiAg8ffoUL1++5Au0y+YhBwUF4fHjx4iKihK9fTO+CUQ3wKgEDBgwAHv37sXp06dhb2+PGjVqQEdHBz4+PkhISMD48eNhZmYGBwcH5ObmCiaai0mdOnXg5uYGMzMzEJV2Avn5+ZgzZw6Iys+wqKioYOfOncjKyhLMg6kI5DvpFStW4PDhw6hXrx6ISrOkvr6+8PX1hYmJCX/d/PnzBb9DrKyRvPcpU6ZgxIgRfCc2f/78MsEdEZXZTk4KGS8iQps2beDu7o7U1FTMmDFDcG727NmIioqSzGR9GTt27OADUdm2d66urti5cyd/b93c3PDixQsEBASI6vXjLwCf241E9vOoUaNgYmLCH5NCdrdt27bw8fFBly5doKqqClVVVZw6dQq5ubno1asXiErLt2zYsAHr16+X7JA3o8ohugGGxBk3bhxev36NXbt2YevWrYiJiUF4eDhq1KgBfX19HDp0CJmZmfxCiY/LE1QkH3cQNWvWxMOHDzFw4ECMHDkSBQUFWLBgAYhKO4ZFixZh6NCh/PXNmzeHvb09wsLCRN3Ddvv27UhNTYWFhYVgiElHRwdXr15FQEAANmzYAA8PD2RkZEhqSGfbtm1ITU3FrFmz+CEootJdMt6/f49NmzahQ4cOcHNz42uUSQnZvWzTpg1/ry0sLFCtWjVoamrC398fV65cEd2nPH369EFQUBAMDQ35Yw0aNMDTp08xa9YsEJV+Yblw4QIfcEiBj9tIeZQXBEkhMJoxYwZCQ0MREBCAOnXqCP4HL126hNjY2HKzuixjx6gARDfAkDBNmjRBWFgYv6qrWbNmSEtLw9GjRwXXNW/eHHXq1EGdOnVE8ypfjHTFihUYPHgwqlWrhosXL8LNzQ3Z2dmwsLDgr2nRogU8PT0xdepUwe/p0KEDGjduLNrrmDhxIp4/f87vxEBUGqDKOsDWrVvj2LFjuHXrFjw9PSW1G8ayZcvw4sULQYBB9L/sypw5c8BxHKKjo/Ho0SNJZF0+R7t27eDt7Y2ioiLExMTg0qVL8PHx4TtsKdzzSZMm4dSpUzh27BiIhIHDuXPnkJ6ejqVLl+L27dsIDg7mgyKxvS9duhQvXrwQlP74FFIotC3zoKCggJo1a2LlypWIiopCcnIyf42sXfTt2xcpKSmCrdsYjApEdAMMCdO0aVO+mr6GhgZSUlJw4MAB/vyYMWMk8e25Q4cO4DgOM2fOhKOjI7Kzs/l5NwMHDsT79+/h6+vLr1ZTU1ODp6cnbt26JQn/8qxevRqenp4gKl1gsGzZMsTExCA7OxurVq0CUWn2RT6IlkIWoEaNGnBzc+Pr57Vq1QomJiZwdXXF+fPn0bRpUxCVrvSVwnzAL6V169bw9PREWFiYoLyPFDaXV1RUxPnz55Gfn4/79+8LjhMR2rdvDycnJwQHB+PChQuS+RLQrVs3HDt2DKNGjfpHzxs1atQn97OtKGR1JevVqwcLCwu8fPmyzL603bt3R0pKCl9ihsGoYEQ3wJAgQ4cOhbm5ORo3bgw/Pz+YmZkhKSkJBw4c4Dvi1q1b4/Tp0/zqO7GxsLBAUVER8vPz+eFgWQf3ww8/oKSkBAEBAbhz5w5u3bolyBhJKbgzNTUFx3E4duwYnjx5grNnz8LS0hKrVq0Cx3Fo2bKl4HqxO2kZ1atXh7OzMy5dugQrKytcvXoVV69excWLF3Hv3j3cvHmzzNCUGPf93/xNLS0t+Pj4lJnfWNGU917XqlULu3fvRmpqKtasWSPYA1aGfDAkdiBtamqKiIgIxMfH89m6L2nD8+fPR1FREfr06SOa99GjR4PjOBgbG4OodA6vpaUlYmJi4OHhAV1dXfTs2RNeXl4IDg6WzP8m45tDdAMMiWFoaIjXr19j8uTJqF+/Pnx8fMBxHJydnQXXbd++HSEhIZLYNJyodMI+x3H48OGDYKswGQYGBli5ciW2b9+OWbNmib4KU34Y8rvvvkONGjX4FbgWFhbw8/PD3Llz+UCuZcuWuHfvniR28PhUcGRmZoYrV67g1atXWLt2Lbp37w6i0pXJUtiVQX71pLW1tWB+5Zc898qVKwgJCRHs0lBRyAcJ+vr60NfX5+9vzZo1cfDgQQQHB2Pp0qV8AC2lLywy1NXV8ccff6CwsBBbt24t9/V9zPz585GXl/fJrf4qimbNmuH06dN48+YN/4W2bt26WLRoETIyMlBYWIjTp09jz549fIAtxfeAUeUR3QBDRD6e46SlpYV58+YJPnCbN2+OlJQUXL9+HXPmzMGoUaPw+++/Izc3V3JzSDQ1NWFpaYkPHz5g0aJFIPp8hyHGh+7EiRMFBVY3btyI4OBgREZG4vTp03y2UX4el5KSEry8vHD9+nVRswCyFboyLCws4ODggCNHjsDIyIgPkj/elP3q1av8HDCxkA3Xz5s3D9u3b0d2dvYXBckKCgr8Pe/UqRNcXFzQvHlz0V6HjY0Nnjx5gqioKOTk5GDPnj1QUVGBkpISjhw5gqCgICxevLjczF1F86m22qhRI5w7dw7379/nV6h/CllQZ2pqKvrrISpt2ydPnsTbt2/54E6WuQsKChJ8AZbCe8D4JhHdAEMkVq9ezZcBUVRURL169VBSUgKO47B3717BtVpaWvD29saTJ08QHR0NX19fUYM6+Q5DWVkZ3333neD8ypUr8eHDB34FLBFhz549/BCKWMyYMQPJyclYu3YtatSogZkzZyInJwfz5s2DjY0N3N3dBUVkVVRUMHXqVNy4cQMPHz4UdY7U/v37ER0dzS8ssbGxQX5+PpydnREdHY24uDj89ttvfAa3bt26MDY2xtWrVxERESH6EGCNGjWwYMECvHv3Drm5uWjRosU/updLly6FtbV1hdc1lOenn35CZmYmjIyMQESwtbUFx3H8QhslJSUcPnwY8fHxmDx5sqj3W/6+jh8/Hj///DMWLlzIrzZv3LgxXFxcEBgYWG6Gnah027ns7GxRgzorK6sy5Zs0NTXh5OSEt2/f8u9F/fr1YWVlhbCwMBw6dEjUe8/45hHdAEMkDh48yO+vKMtcGRgYIDs7G/fv3y9T9LNWrVpo0KABGjZsKGrx4Y9rvQUEBCA2NhZHjhwRDAuvWLGCn6t29+5dxMbGih5cEJXWGwsNDcWaNWtw5MgR/Pjjj/y5pk2b4tixY8jMzISWlhbq16+PefPmwcHBQfSh43bt2uHp06cICAiAlpYWrly5wndqRKXDrYGBgbC1tUXNmjXRt29f/PHHHzh//jwfkIrhXb69TJw4ERzHgeO4MvX/Pse8efNQVFQkyrZV8jg7O/NfViZMmCBY6S3LDikrK2P16tWSGQLcuXMnnj9/juDgYDx69Ajv37/nS7A0adIELi4uuHHjBr/yXoaOjg6ePXsmaoDasGFD3L59Gy9evED79u0F59q0aYPY2Fjk5eWhf//+ICr9ImZhYYHExETs2bNH9HvP+GYR3QCjgpkxY4YgmOjXrx9mzJjBr7I0MDBAUVERzpw5w68AkyI2NjZ4/vw5li5disGDByM/Px/nz58XZBKnT58ONzc3HD58WPSFEvJ/d9euXQgODsaLFy/KZCPatm2Le/fu8R2dbCWvmN5ltG7dGomJiYiIiMD9+/fRqlWrMu9JXFwc35batWvHB1ZiB3Vt27ZFgwYNoK6ujkWLFoHjOCxevLjMdR8jlfldysrKiI+Px8iRI9GrVy9BTcYaNWpgx44dZRYyid1eTExMkJmZie7du6NatWpo0KABNmzYgJKSEj5ga9KkCa5fv85v8yejYcOGFb5NmHw70NDQAFHpKm5XV1ekpKSUKVh+/vx5pKWl4ebNm/xzVVVVMWfOnDL/GwxGBSK6AUYFoqysjGvXruHevXv8t+ZTp04hNTUVP/74I1RVVUFE6NmzJ4qLi3H69Gm+TIWUGDp0KGJiYvghy759+/IrYu/cuQNdXV3+g1a2ATeR+CsC5f++ra0tXr9+jQsXLvA7BcgIDAws09FJhdatWyM0NFSwOlB2r1VUVFBUVMQP8csQY+hY/m9u2bIFXl5emDhxIogItWvXxvLly8FxHCwtLfnr7OzsBNttzZs3T5T5XZ+6X7a2trh37x6Kioowc+ZM/niDBg1w/fr1MlmviubjQHLRokW4detWmet27tyJlJQUNGvWDESlw5hiryCV//vr1q3D6dOn+bbQpUsXeHh4ICUlhZ+XWbNmTTg7Owvai9ivgcH4/4hugFHBqKur4/z587h58ybf0R0/fhyxsbGYPn26ILgrKCiAu7t7mcnwYtO/f39+ccTQoUORlZWFH3/8Ed9//z3y8vJw4cIFfsWg2Hzuw37btm2IjIzE1q1b+QC0Zs2aCAkJwZYtWyTrvXXr1vjzzz9x7949fq4aUemqwWfPnmHIkCGie5exZcsWvHr1CsOHDxfMxVRSUsKyZcvAcRxOnjyJW7duCYbrra2tUVhYWOGZOvl7/v3336Nt27b844EDByIyMhL+/v78F67vvvsOXl5euH37tqgZOvm6frL7PGfOHOTl5fGPZa+tf//+eP78OT8V5O/aW0ViZ2eHV69eYezYsYLPvc6dO8PNzQ1v377F8ePH8eDBA4SEhEim4DODIYfoBhgViGw4UltbG15eXggKCuJLNzg5OZUJ7oyNjZGens4PS4hBecMjSkpK0NTUhIqKCm7cuIF169aBqHTV5qNHj8BxnKCQshS8T58+Hbt27YKtra1g3tCvv/6K+Ph43L9/H3v37sWFCxcQExMjenZR3nvPnj1hYmICHR0dfgeMNm3aICEhgd+ZxMTEBB4eHggPDxd9CFBGhw4dEBERwW/KXh6TJk2Ct7c3Dh06JJgLuGnTpjKZx4rEzs4Oz549Q35+Pu7duwcLCwsoKipi2rRpCA0NRXJyMu7cuYPQ0FCEhoaKOtVg8ODB/P/g/v37cfv2bdSoUQPa2toICgqCo6Oj4DOkQ4cOePz4Mbp16yZ6G5HHwMAAT548+eQiq++++w5r166Fi4sL9u3bJ5mCzwzGR4hugFHBTJo0CX/88Qfu3r2LN2/eICEhAePGjQPR/4K7H3/8EXXr1gWRuEv2Px4e8fPzE2xBpK6ujujoaD6roqKigj179kBLS0sywQVRac2/ly9f4vLly7h+/To4joOjoyN/3sbGBtnZ2QgKCsK8efMktSvDtm3b8Pz5cyQmJiIrKwve3t58oNS6dWtERkaC4zgcPnwYv/76q+hzGeXR0dFBenp6mS3OiErnpcnmL8q3cbHuuXxbNzc3x/Pnz2FmZoa+ffvi9OnTCAkJwaZNm0BUmj2aO3cu1q9fj6lTp4reXvbu3YuwsDDcvHkTWVlZgrloK1aswJ07d3DmzBkYGhqia9eufIZRagHRoEGDBMOt8sjfW/nspBT+RxmMjxDdAKMCMTAwwJs3bzBr1iy0a9cObdq0QUBAAEJCQviK+sePH8fLly9FL5cgj62tLdLT02FmZsbPyyEqrR+VkpKCixcvYtq0afDx8Sl3ayUx6devH9LT0/nN12vWrAlTU1O8efMG9vb2/HWHDh3C7t27JeV91qxZyMjIQN++faGiooLhw4fj3LlzCAoKwsCBA0FUWjg5IyMDu3bt4p8nlc7OwMAA+fn56NevH4hIUKrE2NgYM2fOLHejdjEZMWIEli1bhoULF/LHqlevjs2bNyMiIgLDhg0r93lit5fAwEBwHCdowzIsLS35Qufh4eEIDAwUPdtV3t+dNGkSsrKy+OyifHsZOnQoRo8eLXr7YDC+ANENMCqQefPmITo6WpCh0NTURGBgIBITE/kPrv3791f4irRPoauri7i4uDLDabLgQV9fH0lJSQgLC8P169clt7H8pEmTEBsbW2Zv0ZkzZyI7O5uvQUYk3GhcbN9EhH379uH06dOCY0ZGRvDx8REs7tDQ0BA1sPjc/XJxccGLFy8EXwiUlJRw9epVQTAqBdTV1fH+/XtwHCcI+mUEBQXhzJkzovuUp0aNGqhXrx7279+PU6dOISgoCGvXruUz/vLo6emhbdu2oq6U/ri9zJkzhy9jU61aNURFReHmzZuC62vXrg0vLy/88ssvot9vBuMLEN0AowKZNm0aHj9+zE9mlgVBOjo6KCgoQExMjKh7YZbHwIEDkZaWxhfGlUf2jVpFRQWNGjXij0slY0RE6NOnDwoLCwU134hKdzFIT0/na2DJkEpQR0RwcHCAr69vmazW8uXLkZWVVWYnCjGCO/n7NWHCBCxbtgyWlpZ8uQktLS34+/sjPz8fK1euxPr163Ht2jVERkZKqp3I0NfXx7Nnz3D37t0yi5bs7e3h4eEhenbuc210z549CA0NLRPcffxapNDOd+zYgeTkZNja2vI1MAcPHoxnz54hLCwMEyZMgLm5Oa5evSrZ9sJglIPoBhgVSJs2bVBUVITNmzcLjnft2hU3btyAs7OzILMhBfT09JCZmSkYgpJ1bKampmUmOkuhw5BHXV0d3t7eOHv2LPT19fnjTZo0QXR09D/ar7SimT17NnJzc8sM/40cORIhISGCrdHEZtu2bXj58iU8PDyQlJQEb29v/kuKqqoqduzYgeDgYNy4cQNHjx4VtWgykbCdfhyo9ejRA69evYKbmxu0tLSgpKSEWrVqITg4GCdOnBD1Psv7njZtGn799Vds2bKFX2FPRPjtt98QHByMLVu2oGXLlrh+/Trc3d1FbyPyyKYZyP9PytqDtrY2vL29ERcXh7CwMLi4uEhq7iiD8TeIboBRwfz444949+4dbGxs0KJFC9SrVw+bN2/GiRMn+MKyUqJp06a4e/cuTp8+LfgQVlRUhJ+fH3777TfRPf4dkyZNws2bN3Ht2jWYm5tjyJAh/HxAqXcUp06dQnZ2NiZNmoR27dqhYcOGuHbtGry9vUX3JsPKygrJycn8Kktzc3NwHIfAwEBMmjSJv+7jDKMUgrolS5bAyckJt2/fhqWlJb99lYGBATIzM5GcnIxr167h4sWLCAsLE3VLM3l27NiBly9fwt3dHQEBAeA4Dr/++it/fufOnXj06BFSUlIQEhIiGd8ydu3axW+d+KldXTQ1NQVthmXsGJUE0Q0wROCHH35AQUEB4uPj8fTpU2RlZZX55iolRo0ahZiYGHh6emLVqlWYMWMGAgICJLEH6ZcyevRoHD16FEVFRQgNDYWvr6+kswDywceRI0eQmpqKV69eISIiQvR9a+VRVlbGjh07+LqG48ePR05ODjZs2ICgoCBERESIWrbkc9jb2yMrKws2Nja4cOECQkNDERAQwA/bd+vWDU+fPkViYiJ69uzJ32ux55EOGDAA6enp6NmzJ4hK5yxOnjwZRUVFgvqLXbt2xeDBg0VftVsebm5u8PLyKnNcSUmJX+gkj9jtnMH4B4hugCESLVq0wJgxYzB58mRBkVmp0r9/fxw6dAjPnz/H7du3K+3wiLq6umTnA34OQ0NDjBw5EqNHj5ZUR62goAAdHR00atQIHTp0QFxcHJYsWQIiwrBhw1BQUICwsLBPriYViy5dupSpmTZs2DBcuHABXl5e/JSIrl27IisrCxcuXICysrIkAgwzMzNER0eXycLNnTsX2dnZgpJEMsT6Hy3vfikoKGDdunUIDw+HgYGBwFvTpk1x8+ZN9OnTR/T7zGD8S0Q3wGD8I1RUVAT7p0ohuPi3VIaA9FOBhNgLJeSRtYFZs2YhODiY36Jt4sSJcHV1hb29vSQCInm6d++OnJwcwapoIsK4ceOQkJAgON69e3e8ePECvr6+FT5dorz7NmjQIBQWFpbxrquri/T09E8W+BWzvejq6kJXVxft2rUDUeletE+fPoW/vz+GDRuGOnXqoHnz5vDw8EBgYGCl+N9kMMpDkZiYKpkKCwupsLCQiIgUFBSI47gK96CgoMD/XL16dVJU/Hf/Sn/99dd/ZemLJe/9SwSg3OeJ4V3mxcLCghwdHenYsWPUt29fqlmzJhERKSkpkbKyMunq6pKKigpNmzaNgoODac2aNQTgH7/2r6ni4mJ69eoVNW/eXHDczc2NFBQUqF+/fvyxBw8ekKmpKbVp04bq1q1bYR4VFBT4ez5s2DCaPHkyaWtr06NHj+jmzZu0ePFi6tKlC3/9q1evKDs7m38/xJbMu52dHbm7u5OXlxeFhYXRzp07qaioiHr27EnKysrk4OBAqampdPnyZdLQ0KCBAwfSX3/99a//r5mYxJbo0SXj20P+m7SCgkKZGm9SRt778uXLcfr0ady/fx+rVq1Cp06dvuh3jBo1ii+aK5b3yZMnY/Hixdi2bRuaN2/+xe+BlpZWhe9GIu9727ZtyM7OhqurKwICAlBSUoKNGzeifv36aNWqFcLCwvDs2TMkJycjPDxc9Plon8PFxQXJycmC+a0NGjTAo0eP+Npq8ohVTNnOzg6vX79GXFwc3r17B3NzcyxYsAD+/v64evUqpk2bhkGDBklyQdCSJUuQmZmJfv36oXPnzvjhhx+QnZ2NkydPgohQt25dGBoaYtasWRg6dKikphkwGP8S0Q0wvjHkO+mff/4ZZ86cwZMnT7Bs2bIytd4+xfDhwzFgwABRX4e9vT0yMzMxb948rF69GhEREbh161a5hVnlsbCwQHZ2Nnr37i2a9+3btyMlJQUuLi64ffs2Xr58iRkzZvxtZ2ZtbY3k5GTRSuJoaGjg0KFD6N69O39s0aJFyM7OxsqVK0FUug/pxIkTBa9Hap20/P+An58f0tLSYGdnhyVLlsDX1xfh4eGS8dyiRQsEBgbCyMgIampq+Pnnn1FSUoKFCxfC3NwcR44cQXFxMR4+fIhr165Jbt6ri4sLHBwcBMcGDRqE4uJiLFu2rNznSMU7g/EvEd0A4xvFzs4OGRkZWLBgAZYsWYK4uDhcvXqVL578KSwsLPD69etyV65VFPr6+oiKiuID0cGDB6OoqAjm5uaffd78+fORk5MjqPlV0UyePBlpaWl8WY0+ffqA4ziMGTPmb71nZWWJtsL0xx9/xJs3b/D48WN+npSM5cuXo7CwsNzdUqTaScsHdw4ODrh27RqCg4Nx5swZUYMjeV9qampo27Yt7OzsBF6WLl2K9+/fY8mSJVBWVkbjxo0FBcSlEpTWqFEDd+/e5QO7atWq8d62bt2K8PBwKCsrS7aNMBj/EtENML4hZJ1G165dERMTw2/O3qtXL7x79w7Tpk0TXPfxz2IERps3bxbUQiMi9OzZE0+ePAFRaZHk/Px8LFiwAESl2w+ZmpqWydzNmzcPeXl5MDU1rTDvI0eOhKqqquDY4sWL+SK3U6ZMQV5eHiwsLEBUujBFVnRYvrObP39+hXv/mP79+8PLywuFhYXQ1dUFEfFDwg0aNEBqairGjRsnmj95Pl5w8CULUGrWrAllZWX+sdjBkY2NDUJCQpCbm4vw8PAywfSSJUtQUlICOzs71K5d+29fq1isWbMG2dnZ6Ny5s+Cer1q1CgEBAaL7YzC+AqIbYFRx1q1bVybL061bNzx69AhEpSsXCwoK+MBIWVkZI0eORP369QXPESO40NbWxo0bN+Dv7y/YALx3794ICgrC9OnTBYERUWkAcuLECbRv354/ZmFhgYKCAowfP77CvE+aNAkcx8HKykqwitjR0RHnz5+HkZER8vPzBd6trKywZcsWQVAxb9485ObmVuh9/1SJil69eiEoKAiJiYmCzK6mpiZSUlIksUm7fLudPn26pHbn+NJ7bmZmhufPn8PKygq7du3CmzdvsGPHDjRv3lzwnDVr1uDOnTuie/8crVu3xqVLlxAeHs7PZaxVqxZ8fHzg7Owsuj8G4ysgugFGFaZ58+Z49OgRvLy8BEN9xsbGiIuLw7Rp05CTk8MXlyUq3RvW2dlZkCGYP39+hQdGMnr27IkLFy4gICBA8Bru3bsHjuNgbW3NH1NSUoKnpycuXrzId5SdOnVCaGgoJkyYUOHef/nlF5SUlMDa2povk6Gvr4+4uDhwHIc5c+bw19auXRseHh7Ys2cPf2zcuHHgOE6U+05EGDt2LMzMzATzKQ0NDREcHIzU1FTMmjULU6ZMwZUrV/Do0SPRh9T69++P58+fo0mTJti1axdevHghuS36/g5jY2Ps3bsX06dP548tXLgQKSkpsLe3LxPcVQZ69+6N8+fP4927dwgLC0NUVBQiIiIkvbCGwfg/ILoBRhVHR0cH165dw9WrV/m9O4kIHh4e4DiOLyZLVBoYXblyRRAYdezYEbGxsRWaMTp58qSggn7v3r1x6dIl3Lhxgw9yWrZsiYiICISHh2P+/PmwtLTEtWvXEBUVVWYYrby5X1+LnTt3ChYXrFu3Dh8+fIC1tTVq164NVVVV2NnZITY2Fhs2bICamhoMDQ3h5eWFsLAwgfeaNWuif//+orQbW1tbvH79GpGRkfjw4QPWr1/PnzM0NERgYCA4jsOpU6dgaWnJDweKGdzVrl0b/v7+SE9PR35+/hevkpYxdepUjBw5UjT/TZo0wdOnT1FQUIDFixcLzi1atAgpKSmwsbFBq1atRPP4b1FVVYWJiQmWLl2K2bNnS3ZhDYPxHyC6AUYVRX5op3PnzvDz88PVq1f5wEhbWxt3795FcnIyZs6ciWXLlsHX1xdRUVFlvklXZEdSq1YtmJmZlfHQt29fPriTZe40NTXh7u6Ohw8f4ubNmzh8+LBgc/mKnm/UvHlzXLp0qUxntX79ekEQraGhARsbGyQnJyM/Px/h4eFltjgTs8NTV1dHQEAAunXrBg0NDUybNg0lJSXYsWMHf03v3r3h7e2N2NhYfiePii7DUh729vbgOA4pKSlo2bLlFz9v3rx54DgOw4cPF9W/rq4unjx5Al9fX36BjQwLCwu8f/+enzZR2RE7w8tgfCVEN8Cogny8so6otMPw8/ODj48PRo0aBaLSrNepU6cQFRWFgIAAHDp0SPBNWuyJ2HPnzsXFixf5x+UFd0Slk/fla4yJERR9fK/MzMwwZMgQ/vHHwV21atVQt25dDBgwAG3atOGfL7b3Ro0aoVOnTnBwcBAEapMnT0ZJSQm2b9/OH+vZsydu3bqF8PBwqKuri9JG5L0rKipCU1MT3bp1g6+vLxISEsoER+W1Edn8UbGGvD+mc+fOePjwIQ4dOoSOHTsKzo0fP170gEj+nrdu3RrffffdP2q3Yn+uMBhfGdENMKoY8h+aq1evxvnz59GmTRsQ/S+48/X1FUx0/+677wTPk8LwSPXq1fHzzz8jKioKR48e5Y/LgruAgADB0LKUaNCgAZ4/fw4fHx9BIWRZcLd48eJyt6YSu8Ozs7PDo0ePkJqairi4OGhrawvOT5o0CUVFRTh48CB/zNDQEBEREbh3716F+5f/e8uWLcOOHTv4uaF169aFv78/EhISBK9j5cqVggUVUlhxXB56enp48OABDh06VOZ9IJJGtsvW1hZRUVHIzMzE9u3b0a1bty96XtOmTUX3zmB8RUQ3wKii2Nvb48WLF5g9e7ZgwrUsuPP29pZMeQqi8oOaunXrYuHChQgPD+dLhBCVBncuLi6IjIwUtZ7e59DW1kZ4eDg8PT0F8+TWr1+Pd+/eYc2aNaIPXcoHB1OnTkViYiKsra35RR+HDx9GkyZNBM8xNzfHzZs3Bc/t0aOHqJP6t2/fjszMTJiZmUFTU5M/rqysjBs3biAtLQ1z587F9evXERERwXtfunQpXr16JbmgToaenh5CQkLg4uLyj4aVvxby/6MTJ05EamoqTExMsH79egQFBeHixYt/W/jbwsICf/75Jz98z2BUQUQ3wKiC9OzZE4mJiWV2h5B9MOvo6MDX1xf3799Hnz59RPcrv52Wvr4+unTpws/rq1WrVrnB3eDBg2Frayt65kJ+LmDDhg1RvXp1fiFBp06dEB0dXSa427lzJwIDA0XzvGrVKsG8SWNjY+zcuRMzZszgjw0bNgwfPnzAgQMHygR3MqSQ2Z0yZQpSUlL42npEpYso2rZtyz92dXVFcHAwvLy8+PdLRUUF4eHhmDp1quiv4XP06NEDx44dEz2bK0/fvn3h6OiIWbNm8cdGjRoFf39/XL58WRDcfVyPMTc3V5QV6gxGBSK6AUYlZ/fu3WWOmZqaIjY2VlBwVYasM+7WrRscHR1F7TAOHTok6JC3b9+Oly9fIi0tDQUFBdi4cSMaNmyIGjVqYOHChQgLCxMMy8oQI7gzNTXl5y8SETZs2IB79+4hLCwMTk5O0NPTA9H/grsrV66Isj/tx2hpaeHcuXP8Pfv+++/x5s0bcByHtWvXCq4dNmwYSkpKsHfvXkEmTEosX74cfn5+ICK0bdsWixcvxpMnT/D06VM4Ojry18nPAaxRowaIqFLtkUwk/lA90f9W7ubl5QlW1BP9L7i7ePFimS+VUh3yZjC+AqIbYFRiOnbsiKtXr5ZZQTpq1Cjk5OQIyj3IOoVx48ahQ4cOguvF6DBatGiBu3fvIikpCVpaWtDV1UVaWhr69++PLl26YO7cucjNzcW+fftQu3ZtqKioYNGiRUhLS8Mvv/wi6n2fNWsWkpKSsHr1aigqKmLWrFnIycnBggULsG3bNnh6eqKgoIDf8qxjx44IDw9HUFAQH/BJgVGjRqFBgwbo1q0bkpKS4OPjgy5dugiuGTJkCDiOw08//SS6X3lkbXbRokWIiIjA2bNnER0dDWdnZ2zcuBFWVlbIyMgQfHFg/Dd8buXuiBEjEBkZCXt7e/6YbMcaFtQxvhFEN8CoIvz44498Z6erq4uIiAg4ODgIarhVr14dN27cwIYNG0T3S1S6+s/NzQ3JycnYsGGDoHYdUWkQ+vbtW8yfPx9EpXPuTE1NRR9+JSLs2rUL9+/fx6pVq3D06FFMmTKFP9esWTOcOnUKGRkZ/GR+HR0dnDp1ShJZF6LSzEtSUhJOnDgBNTU1GBkZITk5GcePHy/TWRsYGIg+7PrxfZO1gXr16mHdunVwcXHBnDlz+CFmWSHlyljQtzLwuZW7PXv25N8fWZFtFtQxviFEN8CoAmhoaKCgoAA3b97kjy1btgxPnjzBqVOn8MMPP2D06NG4du0aHj16JHonLU+XLl1w4cIFfPjwAcePHwdRaQAq6xh27tyJ8PBwwbZcROKtCpT/u3v27EFQUBCeP3+OsWPHCq5r3749goODYWlp+cV7l1Y0+vr6CA0NxdGjR1G/fn306tWLD+7KK+4rVruRv1/z5s3DwYMHcfbsWcHiH/mstbKyMtzd3eHj4yOZe10V+buVu9WrV8eQIUMkMQWBwahARDfAqAIoKCjAyMgIz549w40bN/jjs2fPxqVLl1BcXIyQkBB4enoKiuCK7Vn2c/fu3XHp0iUUFBTw2SLZ+ZUrVyIwMFB0v/LIBzjbtm3Dmzdv8Mcff5TZX/fu3bvlzoGUEnp6evzcRVlwl5CQAFdXV8ntcGBvb4/U1FQcPXoUjo6O4DgOCxcu5N8PZWVlzJ49G1evXkVYWBjf1llw93Xbj5RW7jIYEkB0A4xKhnwnpaqqyq/AJCodMktOThYEdzVq1EDTpk0Fm7ZLIfNSs2ZN1KtXj3/coUMH+Pr6IisrC927d0e9evWgrKyM69evw9XVVVL3/WN27tyJyMhIbNq0iS+UXLNmTdy/fx+bN28W3fvfIQvujhw5gnr16qF///64dOmSqAGRhYUFOnfuzD+ePn06EhMT+e3aZHP/Pnz4gNWrV0NBQQFKSkpYu3YtHBwc2JZVFYgUV+4yGCIiugFGJWHIkCFQVVXlH2/YsIHfG9XMzIw/Jwvu/P39y/09Yn34yv/dVatWwdfXF3/++SeOHj0KQ0NDEBHatWsHX19fFBcXIy4uDvv27cODBw9E3yxc3vu0adOwc+dObNmyRVC24bfffkN8fDyCgoKwe/duXLhwAbGxsZUmsNDT00NoaCguXrwoGPYWo720bNkSKSkpOHjwID9/y9raGhYWFiAqXfSRl5eHOXPmYMmSJfjw4QOsrKxAJAzkpJTl/VZgwR2DIb4BRiVgypQp4DiOX0RgaWmJjIwMrF69Gk5OTnj37h02btzIZ+V69OiB+Ph4REREiO79Y7Zs2YJXr15h1apVWLx4MWJiYnDjxg1+cnWnTp1w6tQpcBwnqLEnhQBpx44dePnyJdzd3REQEACO4/Drr7/y57dt24bc3Fzcu3cP8+fP5wMLKXj/Enr06IETJ05IonPW09PD/fv3cfjwYbRq1Qr169dHy5Yt0axZM0RGRmLp0qX8dUVFReA4DjNnzhTdN4PB+OYR3QCjkrB161a8e/cOM2bMgJ2dnWCzcktLS+Tn52PTpk18cNe7d29cvHhRUlmLVq1aITY2VrCdmbq6Oq5cuYKbN2/yWw0ZGRnBzs5OUt4HDBiA9PR09OzZE0QEJSUlTJ48GUVFRYLVvLL5X7LHUnoN/wSpBHcPHz7EkSNHoKWlBaLSFZdRUVH84/bt2+O3337DmDFjKk0AzWAwqjSiG2BIHPnAwM7ODh8+fMCrV68wZswYwXWWlpbIy8vDxo0b0bhx40/+DjFp1qwZkpKSMGzYMBD9byVjo0aNkJ2dzWdhpOjdzMwM0dHRfHFbGXPnzkV2dja6du3KH5MFRVIIjio7spWXhw8fRvv27aGjowOO4zBt2jR06tQJV65cEczBZMEdg8EQGdENMCoB8p3V6tWrwXEcNm3aJJhzR0RYuHAhOI7DnDlzRPdcHo0aNUJqaio2btwIotLAR/bafHx8YGdnJ7pHma+Pjw0aNAiFhYXo0aOH4Liuri7S09NhbGz8t7+D8e+Qz9y1bt0aK1euBMdxiI+Px8OHD0Wfg8lgMBhyiG6AIVHkA4Nq1aoJHtvZ2eH9+/eYP39+mW3DTE1NRc9ayHvV1NRE9erV+UzXvHnz8P79e0HwWa1aNYSFheHnn3+W1H0fNmwYJk+eDG1tbTRo0ABeXl44ffq0YHcGdXV1REdHY/DgwaJ7r8rIgruDBw+iRYsWaNWqFYyMjCrdPEYGg1HlEd0AQ4LIBxcWFhY4c+YMXFxcBNv02NraoqSkBPPnzxeUPJEhhY5u8+bNiIiIQFhYGFasWMFvJr9582ZwHAdnZ2fs2bMH169fR3R0tCQ8y7Czs8Pr168RFxeHd+/ewdzcHAsWLIC/vz+uXr2KadOmYdCgQfDx8cH9+/clM2RclZEtqLhw4QI/H5NIOsP1DAaDQRIwwJAw27ZtQ3p6OtauXYvly5ejqKgIbm5u/PmtW7eiuLgYy5Yt4+unSYXJkycjNTUVU6ZMwcmTJ3Hnzh2cPHmSD+7GjBkDLy8vXLx4Efv37+eDOil00i1atEBgYCCMjIygpqaGn3/+GSUlJVi4cCHMzc1x5MgRFBcX4+HDh7h27Zpkij5/C/To0QPHjx9nQ90MBkOqiG6AIVF69OiBx48fo3fv3iAijB07FgUFBXwtLxn79u3DrVu3RPf7cUc7c+ZMLF68mH9sYWGB27dv49SpU2jWrBmISov4yj9HCoWT1dTU0LZt2zKrcpcuXYr3799jyZIlUFZWRuPGjQWLVKSUbfxWYMEdg8GQIKIbYEiUAQMGIDY2FkQEExMTFBQU8HXsVFVVMXHiRNE9lsesWbOwatUqnD59mvcrw8LCArdu3YKTk5PktqsiItjY2CAkJAS5ubkIDw9Hu3btBOeXLFmCkpIS2NnZCYa/WYDBYDAYjP+P6AYYEsPc3JzfTsnLywuWlpaCoI6I0KdPH5w5cwYdOnQQ3a98ULNt2zbk5OTg0aNHyM3NxZMnTwRzoYhKF0/ExsZi/fr1kvJuZmaG58+fw8rKCrt27cKbN2+wY8cONG/eXPCcNWvW4M6dO6J7ZzAYDIYkEd0AQ0IoKSnBy8sLly9fRr169fDo0SNwHIfVq1fz19SqVQteXl44e/as6H7lUVdXx++//w59fX0oKipiwoQJuHXrFvz8/MoEdyYmJpKaj2ZsbIy9e/di+vTp/LGFCxciJSUF9vb2ZYI7BoPBYDA+gegGGBKjS5cuePPmDfr27YtOnTrhzZs3+OOPP2BpaYlJkybBz88PERER/JwuKQwD/vjjj3j9+jWCg4MFQdz48eMREBAAPz8/aGpqlnmeFIK7Jk2a4OnTpygoKBDMCSQiLFq0CCkpKbCxsZHk0DGDwWAwJIfoBhgSQ0lJCUePHsWJEydAVDrXzsPDA8nJybhx4wbOnDkjuVWY/fv3h7e3NwoKCviFETLGjRsHPz8/hIeH89udSQ1dXV08efIEvr6+0NHREZyzsLDA+/fvsWDBAtF9MhgMBkPyiG6AITJWVlZYuHAh6tSpwx+TZcC6d+8OIoKKigrU1NQExYilsIJU/livXr0QHByMuLi4MgHc1KlTsWfPHklkFz9F586d8fDhQxw6dAgdO3YUnBs/frxkgmgGg8FgSBrRDTBEpHbt2ti1axeKi4vh4eEh2Ez+xIkT8Pb2hoqKiug+y2Ps2LEwMzPDgAED+GNGRka4ffs2oqOj0ahRo3KfJ+UASbYv6aFDh6CtrV2pvDMYDAZDEohugCEB2rRpA1tbW8TGxuLp06dYunQptm7dCjc3N3Tq1El0fx9ja2uL169fIzIyEh8+fBCscDUyMsKtW7cQERHBFyOuTOjp6SEkJAQuLi5o2bKl6H4YDAaDUakQ3QBDIlSrVg1KSkrYtWsXXF1dkZubC47jsGLFCtG9yaOuro6AgAB069YNGhoamDZtGkpKSrBjxw7+GkNDQzx+/BinT58W3e+/oUePHjh27Jikh44ZDAaDIUlEN8CQIC1btoS5uTk8PDxE39FAPrhp1KgROnXqBAcHB9SqVYs/PnnyZJSUlGD79u38sU6dOlWJoUsW3DEYDAbjHyC6AUYlQOzgjohgZ2eHR48eITU1FXFxcWXmoE2aNAlFRUU4ePCg4HhVCO4YDAaDwfgSFImJ6QvEcVyF/01Fxf81z6lTp9KUKVPo+PHjdODAAWrVqhUtW7aMmjRpwl9z4cIFWrhwIXXo0EHwe/76668K88zExMTExCS2RI8uGQx5Vq1aJSjGa2xsjJ07d2LGjBn8sWHDhuHDhw84cOBApVwgwWAwGAzGV0J0AwwGj5aWFs6dO8cPn37//fd48+YNOI7D2rVrBdcOGzYMJSUl2Lt3b7m7SjAYDAaD8Q0iugEGo1xGjRqFBg0aoFu3bkhKSoKPjw+6dOkiuGbIkCHgOA4//fST6H4ZDAaDwZAAohtgMMrQpEkTJCUl4cSJE1BTU4ORkRGSk5Nx/PjxMltuGRgYSGJxB4PBYDAYEkB0AwxGuejr6yM0NBRHjx5F/fr10atXLz64K69oMgvuGAwGg8EQ3wCD8Un09PQQFhYmCO4SEhLg6uoqWGDBYDAYDAaDlTthkrjCw8Np9uzZ1LVrV9q5cyfFxMTQ7Nmz6a+//qKkpCSx7TExMTExMUlKClQa4TExSVp6enp05MgRSk5OJnNzcyosLCQiIgUFBQJYE2ZiYmJiYiIiYhk7pkqh8PBwWrRoEb1+/ZqKior44yyoY2JiYmJi+p9Yxo6pUopl6piYmJiYmMqKBXZMTExMTExMTFVEbCiWiYmJiYmJiamKiAV2TExMTExMTExVRCywY2JiYmJiYmKqImKBHRMTExMTExNTFREL7JiYmJiYmJiYqohYYMfExMTExMTEVEXEAjsmJiYmJiYmpioiFtgxMTExMTExMVURscCOiYmJiYmJiamKiAV2TExMTExMTExVRP8POjPsxU4ei3IAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if PLOTTING:\n", " msno.heatmap(dfd[\"vehicles\"], figsize=(6, 6), fontsize=10)\n", " plt.title(\"Correlations of Missing Values in the Vehicles Dataset\")\n", " visualization.savefig(\n", " basename=\"msno_heat_vehicles\", filepath=PLOT_DIR, formats=PLOT_FILE_FORMATS\n", " )" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ee56463d", "metadata": { "papermill": { "duration": 0.039943, "end_time": "2024-06-14T14:03:43.345473", "exception": false, "start_time": "2024-06-14T14:03:43.305530", "status": "completed" }, "tags": [] }, "source": [ "For n_occupants, almost all values are missing. This is logical, since it is only used for\n", "means of public transport." ] }, { "attachments": {}, "cell_type": "markdown", "id": "5678d7c9", "metadata": { "papermill": { "duration": 0.035836, "end_time": "2024-06-14T14:03:43.413867", "exception": false, "start_time": "2024-06-14T14:03:43.378031", "status": "completed" }, "tags": [] }, "source": [ "## Cleaning of *vehicle_id*" ] }, { "cell_type": "code", "execution_count": 32, "id": "8354dd55", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:43.492610Z", "iopub.status.busy": "2024-06-14T14:03:43.492610Z", "iopub.status.idle": "2024-06-14T14:03:43.705354Z", "shell.execute_reply": "2024-06-14T14:03:43.703347Z" }, "papermill": { "duration": 0.261626, "end_time": "2024-06-14T14:03:43.708351", "exception": false, "start_time": "2024-06-14T14:03:43.446725", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "01 279091\n", "Name: vehicle_id, dtype: int64\n" ] } ], "source": [ "# Every single vehicle Id ends with '01', so we can get rid of it\n", "print(dfd[\"vehicles\"][\"vehicle_id\"].apply(lambda x: x[-2:]).value_counts())\n", "dfd[\"vehicles\"][\"vehicle_id\"] = dfd[\"vehicles\"][\"vehicle_id\"].apply(lambda x: x[:-2])" ] }, { "cell_type": "code", "execution_count": 33, "id": "3db5af99", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:43.776576Z", "iopub.status.busy": "2024-06-14T14:03:43.775576Z", "iopub.status.idle": "2024-06-14T14:03:44.502433Z", "shell.execute_reply": "2024-06-14T14:03:44.498442Z" }, "papermill": { "duration": 0.766408, "end_time": "2024-06-14T14:03:44.506433", "exception": false, "start_time": "2024-06-14T14:03:43.740025", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "[ 9\n", "\\ 1\n", "] 1\n", "Name: vehicle_id, dtype: int64" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's see how many values are not alphabetically encoded 8after removing the numeric part)\n", "vehicle_id_az = dfd[\"vehicles\"][\"vehicle_id\"].apply(\n", " lambda x: re.search(pattern=\"[^A-Z]\", string=x)\n", ")\n", "for i_match, this_match in enumerate(vehicle_id_az):\n", " try:\n", " vehicle_id_az[i_match] = this_match.group(0)\n", " except AttributeError:\n", " pass\n", "vehicle_id_az.value_counts()" ] }, { "cell_type": "code", "execution_count": 34, "id": "f6af4624", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:44.594355Z", "iopub.status.busy": "2024-06-14T14:03:44.593355Z", "iopub.status.idle": "2024-06-14T14:03:44.790578Z", "shell.execute_reply": "2024-06-14T14:03:44.788575Z" }, "papermill": { "duration": 0.247039, "end_time": "2024-06-14T14:03:44.793579", "exception": false, "start_time": "2024-06-14T14:03:44.546540", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "accident_id 0\n", "unique_vehicle_id 0\n", "vehicle_id 11\n", "direction 1000\n", "vehicle_category 9\n", "immobile_obstacle 96\n", "mobile_obstacle 151\n", "impact_point 132\n", "last_operation 104\n", "motor_type 694\n", "n_occupants 276834\n", "dtype: int64" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfd[\"vehicles\"][\"vehicle_id\"] = dfd[\"vehicles\"][\"vehicle_id\"].replace(\n", " dict.fromkeys([\"[\", \"]\", \"\\\\\"], np.nan)\n", ")\n", "dfd[\"vehicles\"].isna().sum()" ] }, { "cell_type": "markdown", "id": "c409a7c0", "metadata": { "papermill": { "duration": 0.03003, "end_time": "2024-06-14T14:03:44.858140", "exception": false, "start_time": "2024-06-14T14:03:44.828110", "status": "completed" }, "tags": [] }, "source": [ "As a possible improvement the missing values fo vehicle_id could be inferred from the other\n", "vehicle ids. # This is not done here, because the variable is possibly not necessary because of\n", "the existence of unique_vehicle_id." ] }, { "cell_type": "markdown", "id": "93381b5b", "metadata": { "papermill": { "duration": 0.029527, "end_time": "2024-06-14T14:03:44.923724", "exception": false, "start_time": "2024-06-14T14:03:44.894197", "status": "completed" }, "tags": [] }, "source": [ "# Clean Persons Dataset" ] }, { "cell_type": "code", "execution_count": 35, "id": "080b3a4e", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:44.990814Z", "iopub.status.busy": "2024-06-14T14:03:44.988823Z", "iopub.status.idle": "2024-06-14T14:03:45.003890Z", "shell.execute_reply": "2024-06-14T14:03:44.999840Z" }, "papermill": { "duration": 0.053112, "end_time": "2024-06-14T14:03:45.006882", "exception": false, "start_time": "2024-06-14T14:03:44.953770", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "dfd[\"persons\"].rename(\n", " columns={\n", " \"Num_Acc\": \"accident_id\",\n", " \"id_vehicule\": \"unique_vehicle_id\",\n", " \"num_veh\": \"vehicle_id\",\n", " \"place\": \"seat\",\n", " \"catu\": \"role\",\n", " \"grav\": \"severity\",\n", " \"sexe\": \"sex\",\n", " \"an_nais\": \"year_of_birth\",\n", " \"trajet\": \"objective\",\n", " \"secu1\": \"safety_1\",\n", " \"secu2\": \"safety_2\",\n", " \"secu3\": \"safety_3\",\n", " \"locp\": \"pedestrian_location\",\n", " \"actp\": \"pedestrian_action\",\n", " \"etatp\": \"pedestrian_company\",\n", " },\n", " inplace=True,\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "f41b6aad", "metadata": { "papermill": { "duration": 0.035023, "end_time": "2024-06-14T14:03:45.076449", "exception": false, "start_time": "2024-06-14T14:03:45.041426", "status": "completed" }, "tags": [] }, "source": [ "## Analysis of missing values" ] }, { "cell_type": "code", "execution_count": 36, "id": "5c877952", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:45.141071Z", "iopub.status.busy": "2024-06-14T14:03:45.141071Z", "iopub.status.idle": "2024-06-14T14:03:45.852750Z", "shell.execute_reply": "2024-06-14T14:03:45.848664Z" }, "papermill": { "duration": 0.75219, "end_time": "2024-06-14T14:03:45.856711", "exception": false, "start_time": "2024-06-14T14:03:45.104521", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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na_countsna_ratio
variable
safety_33631990.988498
pedestrian_company3390040.922648
pedestrian_location1656440.450824
safety_21348300.366959
objective40260.010957
year_of_birth30670.008347
sex30620.008334
safety_129120.007925
severity600.000163
seat170.000046
\n", "
" ], "text/plain": [ " na_counts na_ratio\n", "variable \n", "safety_3 363199 0.988498\n", "pedestrian_company 339004 0.922648\n", "pedestrian_location 165644 0.450824\n", "safety_2 134830 0.366959\n", "objective 4026 0.010957\n", "year_of_birth 3067 0.008347\n", "sex 3062 0.008334\n", "safety_1 2912 0.007925\n", "severity 60 0.000163\n", "seat 17 0.000046" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Missing values are assigned the vale -1 in the original dataset\n", "dfd[\"persons\"].replace({-1: np.nan}, inplace=True)\n", "na_stats(dfd[\"persons\"])" ] }, { "cell_type": "code", "execution_count": 37, "id": "1cde4e87", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:45.942291Z", "iopub.status.busy": "2024-06-14T14:03:45.941272Z", "iopub.status.idle": "2024-06-14T14:03:51.349383Z", "shell.execute_reply": "2024-06-14T14:03:51.344900Z" }, "papermill": { "duration": 5.456722, "end_time": "2024-06-14T14:03:51.354433", "exception": false, "start_time": "2024-06-14T14:03:45.897711", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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Z8fPzw5o1a3D//n39pDcxMREign379rGQgYiIiIiIiIiIKAsZPXo0RAQLFy7U79g3VahQIaSkpCA5ORnVq1fP9HXq1KkDEcGZM2fg6enJO7qtiKurK3bs2IHo6GjMnj0bpUuXRocOHfDjjz9CRHDnzh3Url3b8HbS89PeZy4uLnohUt26dRETE4Nly5bp+zk5OcHf3x+3bt3Czp079RsTWcSQs9kqhmEYhsni+fPPP5Wvr6/at2+fev3119W6devUe++9p1q2bKnGjRunbt26pWrVqqV27typHBwc1J9//qlsbfkRyDAMwzAMwzAMwzAMwzDWGhsbG3X+/Hl1/fp1dfz4cSUi+jbt2t7NmzfVmjVrlK2trWrWrJny8fExew1tv+DgYJWSkqIuXryoYmJiFIAXdyCMRUyvzRYoUEBVqVJFzZkzRw0ZMkRdvHhRLVu2THXv3l19++23Kk+ePGr16tWqdu3aBraYed7Y2NgoAMrGxkYlJiaqmJgYZWNjo/r27avc3NzUN998o5RSysHBQSUnJ6uYmBhlb2+vtm/frsaMGaPatWunEhMTDT4KxugYXklBRET0T9jb22PZsmUQEYwePdqiKrtUqVIIDg7mjAxERERERERERERZiJ2dHfLnzw+lFHLlyoXPP/8cHh4e+jalFD799FMkJCQgPDwcXbp0gbe3t8XrTJo0CSKCQYMGGX5M9Jifnx+6du2Kvn374tq1a/pd+6bXdp2dnbFw4UKICO7evcsZGaxU+uvs9vb2me67Y8cOpKSk4JVXXtEfs7Ozw+eff47Y2FgULVo009elHMfwBhARET2zjE5cPD09ceHCBQQHB8Pd3R1K/XWyq538vvTSSwgJCdGnomIhAxERERERERERUdZgb2+PXbt2QUQwf/58/Rqg5ssvv4SIIDw8HOPGjcOrr74KpR5fIxwyZAjCw8Nx5swZ+Pv7G34s9Hj5gEOHDiE1NRXbt2/HsWPHYGtrC0dHR4t90xcy1KpVy/D201+06/De3t6YPHkyNm7ciLNnz+Knn35Chw4dzN6rjo6Oel9OnjwZhQoVgoODA4KCgnD//n3s3LlTX3aCSFlBA4iIiJ6qU6dOCAwMzHBbkSJFkJSUhN9//z3D9ey0xwYMGID4+HiICPbu3asXMhAREREREREREZF1Mb35yN7eHi1btsSlS5cgIli4cKFFIcPcuXORmJiI1NRUJCUlYc+ePTh//jxEBFevXkXBggWhlMrw+iG9WB4eHhgwYABCQ0P14gRtBo2M+se0kCElJUUvUiFjaX3l7++PM2fOQEQQGxuLlJQUiAhEBCtWrED9+vX15zRu3BgREREQEQQHB+szKAcHB6NAgQKZ/gxQjmR4A4iIiJ5o6NChEBH88MMPcHZ2ttieL18+xMbGQkTQqFGjTF+nSZMmEBGEhYVBRPDjjz8afmxEREREREREREQ5XfpBS+3mI19fXxQvXhxKPS5kaNq0Ka5evZppIUO3bt2watUqfQD1/Pnz+Oabb5AnTx4oxVlZrYm3tze6deumz547f/58uLi4ZPjzoNTjQobVq1cjOTk505vd6MVzc3PD7t27ERERgRkzZqBAgQKoVq0a+vfvrxep7Ny50+y6/VtvvYX9+/cjMTERV65cwZo1a5A3b14oxfcomTG8AURERE/UqFEjnDx5Ej169DB73PSE5quvvkJqaipmzpyJXLlyZbhfwYIFcfr0abz55pvYtWuX/gWIiIiIiIiIiIiIjFWvXj3Uq1dP/3tAQACio6Nx9OhR+Pj4QKnHU9c/rZBBKYVixYqhZMmScHV15bKyVkArSrCxsTErUPDx8UG3bt0QGhqK6OhojBgxQr+JLaNCBicnJ/1ngf1pHG0JCaUUSpcujZiYGEyYMMFiOZDGjRvjwIEDEBGsWrUKvr6+Zn1fuHBhuLu7w8nJiX1KGTG8AURERE9kY2ODgIAAKKWQK1cuzJ4926Iys23btoiIiEBCQgL69++f4fp206ZNQ1RUFFxdXfXHTE+4iIiIiIiIiIiI6MUrVqyYPntChQoVoJTCtWvXEBkZiaCgILPBzScVMvBan3VJPyidUWGCj48Punfvjnv37iEiIgIjR458YiHDkx6nF8ff3x8DBw7E0KFDcffuXbNiIdP+adSoEW7evAkRQefOnQ1vN2UphjeAiIjomdjZ2WHjxo36Wlq5c+c22z5+/HiICBISEjBt2jS8/vrrUErB0dERQ4YMwb179/Dzzz+bFTEQERERERERERGR8RYuXKgXMty9exfR0dHo168f7O3toZT5wPWTChl4N7d10ApKPDw80K1bNyxcuBD79+/H/Pnz0b59e7N9TQsZwsPDn6mQgYzj6OiI3bt360tFXL9+Hbly5cq0iOizzz6DiODXX3+1KHIgegLDG0BERPRMbGxs8Prrr+PYsWMQEaxevdqikGHChAmIjo5GamoqUlNTsX//fpw9exYigpCQEOTPn9/w4yAiIiIiIiIiIqLHTIsOvv76a72QYe7cufrjGQ2Opi9k+Oqrr+Dh4WH48dBffZorVy4cPHhQ71NTCxcuRKVKlfTnpC9kGD58OFxcXAw/FrLk4uKCLl26IDg4GCKClJQUVKxYEUqZF51of65QoQLi4uJw6dIliyUniJ7A8AYQERE9MxsbG9SsWRMnT57MtJDhgw8+wDfffIOkpCSkpaUhJCQEP/74IwIDA6EUq7GJiIiIiIiIiIisjb29vX4zkqZ69epPfI5WyHDx4kWICL744gvDj4Me8/Hxwblz5xAdHY158+bhpZdeQsuWLTF06FCkpaVBRLB+/Xq8/PLL+nO8vb3RvXt33L59GyKCvn37Gn4clDE3Nzd8+OGH+nv2l19+gZ+fH5T6q3hBuw6fO3duREZGYvv27Ya3m7IUwxtARET0XGxsbFCrVq0nFjIopVCoUCG89NJL8Pf3h5OTE5RiAQMREREREREREZE1KlmyJGbPno2PP/4Ys2fP1gsZ6tWrZ7Gv6d3e9vb2eOutt3Dw4EEULFjQ8OOgx32yYMECiAhGjBgBBwcHs+1NmjTRC0+++eYbs21eXl7o378/Tp48iXz58hl+LJQ5d3d3fPTRR7h06ZI+e4q/v7/+M6DU4+vxEyZMgIhg9uzZvD5Pz8PwBhARET23JxUy8ESIiIiIiIiIiIgo69EGQJVSmRYymC4t4eXlBaUeD5hqNzFltPQE/Xcy+vd2dnbGqVOncPHiRf2x9NdsGzdujNTUVIgIOnbsaLbN09MTbm5uGT6PXhzt314rSNDeb6bc3Nzw0Ucf6cu6bN68GWXLloWPjw+UUhg+fDgePHiAK1euICAgwPBjoizF8AYQERH9LSxkICIiIiIiIiIiynpMZ1JITxswVUph5syZmc7I0KdPHxw4cAAlSpQw/HhyoubNm2e6rVy5chAR7Nu3D0opi5kYNAMHDoSIYPHixU/9uaAXS7u+7uvri2XLluHAgQO4desWxo4di9q1a5vtqxUyaDMyJCYmIjg4GLdu3UJ8fDwOHz6sz5LC6/b0HAxvABER0d+WvpBhxYoVyJs3r+HtIiIiIiIiIiIiIkvaIKazszOqVKmC9u3bo3nz5ihatKi+jzarglLmhQyNGjWCo6Mjevfujbt37yIlJQWBgYGGH1NOo/XJxIkTM9xeokQJiAgePXqEAgUKWGzXihWaNm0KEcGhQ4dga2vLIgYr4+fnh3PnzkFE8ODBA/19ePbsWbRr185sX62Q4ezZsxAR7N+/H2PGjEHFihXh5+cHpVjAQM/N8AYQERH9IzY2NqhZsyaOHj0KEcH8+fN5wktERERERERERGRltEFMPz8/rF27FhEREfrA6OnTpzFs2DB9X9NChunTp+v7BQcHQ0Rw48YNFCpUyOx16cXo2LEjkpKS0KtXrwz7VymFbdu2QUQwduxYi2UItP0KFSqE1NRULFu2zPBjInP29vb47rvv8ODBA3z++efw9vZG8+bNMX/+fIgI7t27Z7EMiLu7Oz788ENcu3YNDx8+xJQpU+Dh4aG/ntHHRFmO4Q0gIiL6x2xsbFCvXj1s3bpVn5qKiIiIiIiIiIiIrIM2cO3v74+LFy9CRLB7924MHToU06ZNQ0xMDNLS0jBv3jz9OaaFDEOHDsXZs2dx4cIF/Pjjj/oMDCxgMEbhwoWhlELu3LkxYMAA/XFHR0copdC9e3dERUXh2rVr6NSpEzw9PaHUX0tL2NraYurUqRAR9O3bF0pxOQlr4urqiuDgYCxYsMBsOZDAwECMGzcOIoL79+9bFDK4ubnphQzx8fGYNm0afHx82L/0dxjeACIion+FjY2NfkJlZ2dneHuIiIiIiIiIiIjoL56enti9ezdiYmIwYsQI/e7sMmXK4MCBA/psC3PmzNGfY1rIUKBAAeTKlQuurq5QigUMRnNwcNCXG5gwYYLZNn9/fyxduhQigmvXrmHMmDFmS0sMHDgQjx49wsmTJ/XlBsg46QsMChUqhLt37yJ//vxQynwmBR8fH4wZM+aZChliYmIwdepU9jH9HYY3gIiIiIiIiIiIiIiIiLIxOzs7jBkzBvHx8Zg5c6Z+M1K5cuWwdu1aiIjZEhNz587Vn2t6JzgZK/1g94cffojY2FiICCZOnGi2LW/evPj+++8RHR0NEcHDhw+xY8cOnDp1Si9u0GbV5V36xtGKgdzd3VGjRg28//77ePXVVxEaGor69etn+Jz0hQzt27c32+7m5oYPPvgAV69ehYjg/fffN/w4KcsxvAFERES6f3KyyhNdIiIiIiIiIiIi6xQQEIATJ07gxIkT+qDpSy+9hFWrVkFEMHXqVCil8MknnyAhIQEigvnz5+vP56wLxtNmv/Xy8kKJEiX0x1u3bo3ExMQMCxn8/f3Rs2dP7NixQ59p48KFC1i6dCny5s3LvjWY6TIve/fuRUxMDEQEUVFREBF88sknmT5XK2RITU2FiKBNmzZm211dXfHpp59ixowZhh8nZUmGN4CIiHIY7cTI0dER/v7+qFu3LkqXLg1vb++//ZqmBQzaemxERERERERERERkHfLkyYOpU6eiRo0aUOrxoOm0adMgIpg9e7a+X/ny5REaGqoPeC9ZssTwtudk1apVQ6VKlfS/586dG+Hh4fjxxx/h6+urP/6kQgZNmTJlUKlSJbi7u+vLhLCAwXheXl44ceIERARbt27F2rVrceTIEf09WLt27Uyf6+Pjg2nTpuHOnTsIDAy02O7o6Kj/mTch0nMyvAFERJSDaCelvr6++P7773HlyhWICJKSkhAcHIz27dvr62w9K9OTn44dO+Ly5csWVZ9ERERERERERET0YmQ2WJkrVy64uLhAKYUqVarg4cOHWLdunb7d3t4eSils374dmzZtgoggISHhH938RH9fmTJlICJ48OABChQoAC8vL1y5cgUxMTEYOnSoRT9nVshgOpBN1sG0eKRLly64d+8ehg4dqj9WrFgxfPfddxAR3L59G7Vq1cr0tby8vODp6WnxukT/kOENICKiHEI7qfX398eFCxcgIvjtt98wb948/PLLL4iPj0d8fDzmzp2L4sWLP9drKqXQoUMHhIaGIjY2FmXKlDH8eImIiIiIiIiIiHIabRDTxcUFTZo0QZ06dTLcb/HixRARtGvXDkr9NdBtb2+PBw8eoE+fPnjttdeQL18+w48pp3JycsLWrVshIggJCUFoaChiYmLQt2/fTAerMytk4OC29dD6wtvbG3Z2dhgzZgxOnz6tFxFp3NzcsGjRIogIQkNDn1jIQPQfMLwBRESUg7i7u2PHjh1ISkrCiBEjzLZ169YNIoLz58/jjTfeeOprpS9guHPnDiIjI1GuXDnDj5OIiIiIiIiIiCinsbOzg1KPZ2Fdu3YtEhMTcfnyZRQtWtRi3+XLl5sVMSj1+Hrf8OHDERkZiYYNG+qPcwD8xTP9N//5558hIkhNTcX06dPN+iuj55oWMkyYMMHwYyFLXl5e+iwb69atw5gxYyz6XanHxUimhQw1a9Y0vO2UYxjeACIiykE++OADfS07BwcH/XE7OzucPXsW4eHhGD9+vD6tXGYyKmCIiopiAQMREREREREREZEB0s/CGhcXh5UrV6JAgQJwcnKy2L9///4QERw5cgTNmjWDh4cHxo4diwcPHuDIkSNcQsKK3L59GyICEcGVK1dQqlSppz6ndevWiImJgYiYLVNA1sHJyUlf6jktLQ3r1q3L8H2qlHkhw40bN1C/fn3D2085guENICKiHOSrr75CUlISypYtqz/m6uqKM2fOIDk5GUFBQfrJkq+vL3x8fKCUedECCxiIiIiIiIiIiIisj7u7O/bu3Yv4+HgMHTrUYnp6U/ny5cMPP/ygD44/evQIIoLg4GAUKFAASmV+pz+9OC+99BIWLFiAoUOHYt26dXohQ6VKlZ763A8++ADXrl1DoUKFDD8O+ovpki/Hjh3TlwspX748lPprRhVTLi4u+PrrryEi+OOPP8xuUCT6jxjeACIiykY+//xz1KhRI9Ptv/zyC8LDw1GyZEko9fiLzenTp5GUlGRWwKCUQv369XHp0iXkzZtXf4wFDERERERERERERNZJWy524cKFegHDkwoRSpcujUmTJuHu3bvYtWsX5syZgzx58kApLiFhFO3f3d7eHv7+/lBKwc3NTd+eWSGDaT+bzqLh7OwMpTIeGCfjaO9PFxcXHDlyBCKCM2fO6H2XUX+5urpi2rRpKFy4sOHtpxzB8AYQEVE20blzZ71qs2rVqmbbtJPYDRs2QETQqlUrODs7Z1rAoNTjgoeoqCiUKFHC4v/VqVMn3L59mwUMREREREREREREVmL58uVITExE0aJFodSzz6QQGBgIpZR+dzcLGIyhDVx7eXlh6tSp2L9/P/r06WO2j5OTE3788Ue9kOHll1822967d2+sXLkSL730kuHHQ09+D5rOyHD48GGICE6fPq3PjvykwhMWpdALYHgDiIgom/D09MTy5cszLWRQSqFNmzZIS0vD1q1bERwcjKSkJAwbNgwuLi5m+40aNQrx8fGYPn26xdRUTZs2RWhoKOLi4ljAQEREREREREREZAUcHBxw/vx5REREIF++fE/dt0iRIvrfuWyE8bQBbX9/fxw7dgwpKSk4duwYqlevrs+moO2TvpChWrVq8PT0RLdu3RAWFoaEhATkypXL8GPK6bT+cnNzQ7169TBs2DAMHjwYHTp0QJ48eczed+kLGZ40IwPRC2J4A4iIKBtxd3fPsJBBOyEqVqwYdu3ahdTUVKSlpWH27NlwdHQ0e41+/fohLCwMv//+O3Lnzm3x/2jcuDG2bt3KAgYiIiIiIiIiIiIrYGNjA0dHR5w5cwYighYtWmS6n1IKuXPnxtmzZ1GvXj3D205/8fb2xunTpxEdHY1x48ZZXLdVyryQ4YcffoCI4P79+zh//jzS0tJw/fp1FCpUyKy/6cUzLUrZsmULoqOjISK6vXv3ol+/fmZFCpkVMnBmFDKI4Q0gIqJsJrNCBk2bNm1w4cIFiAh++uknvPXWWyhQoADKly+PpUuXIjk5GTdv3kSBAgWgVMYnu+7u7oYfJxEREREREREREf1lzJgxEBEsW7ZMH8jWmF7jW7RoEZKTk/HGG28Y3mZ6zMHBAfPnz4eIYMyYMbC3t4dSGQ9gmxYyzJgxAxcuXEBoaCg2bNigz8LBgW/jaO81Pz8/XLx4ESkpKVi/fj369++PMWPG4MqVK0hISEB0dDQmT56caSFDaGgoPD09DT8eyrEMbwAREWVDHh4eTyxkePfdd3Hw4EGkpaVBRBAWFobk5GSkpaVh586dyJ8/P5TiyS4REREREREREZG10wa869ati0uXLiE2NhYjR45EwYIFLfbt06cPoqKisGnTJnh4eBjednrMx8cHFy5cwKlTp/THnjSTgrbN1tYWBQoUQNGiReHm5qY/ZvTx5HTOzs5Yu3YtUlNTMXDgQLNtpUuXxvjx4xEREYHo6GgMGDAANjY2ep+6uLjg8uXLEBHkyZPH8GOhHMvwBhARURaX2cns0woZypYti44dO2LHjh3Ytm0bFi5ciHfffRdeXl5Qiie7RERERERERERE1sL07vu8efOiSZMmqFWrFvz9/fUiBqUUhg0bhpiYGMTGxmLJkiVo1qwZ/P39kTdvXsyePRtRUVEICQlBYGAglOKSA9bi9ddfh4hgyZIlUEpluJSE5knbyDpUqlQJYWFh2LVrl/7eNX2f5s2bF+PGjUN8fDwOHDigz6Ch7ePs7Kwv9czr9GQQwxtARERZmHYC4+rqiqZNm6J+/fpwdXXVtz9taYnM8MsLEREREVkDnpcSERER/XUN0NfXF8uXL8fVq1chIhAR3L59G1988QWqVaum7z9s2DAEBwfr+9y/fx+xsbEQERw/flxfRpaDo9ajQYMGEBH8/PPPT/05qFKlCvr06cNzZSv2ySefQEQwdepUKJXx95pSpUrh4sWLEBF8/PHHFv2c2fOIXgRbxTAMwzB/M3Z2durPP/9Uvr6+atWqVeqXX35Ro0aNUoUKFdL3iYuLU927d1erVq1ShQoVUmvWrFFVq1ZVSillY2Nj9l/TPwN4gUfCMAzDMAzDMI9ja/v4UomDg4Oys7NTefLkMbhFDMMwDMMwxsbGxkb9+eefyt/fXx08eFC1a9dOhYeHqx9//FH98ccfKjAwUA0YMEDNmjVLNWjQQCml1JQpU1T37t3VpEmTVEhIiIqLi1O7du1SQ4cOVY0bN1a3b99Wtra26s8//zT46BgtwcHB6uHDh6pEiRKqfPnyFtu1nwOllJo1a5Z67733VEBAwItuJvOMiY6OVkopFRgYmOk+ly5dUt9//71SSql8+fLpj5u+L3mdnjEyhldSEBFR1qNVYPr7++PcuXOIj4/HkiVLULRo0Qz3/7szMhARERERvSjaHUc+Pj747rvvcPDgQURERGDu3Ll46623DG8fERERkVHc3Nywa9cuxMXFYfDgwWbbOnbsiN27d0NEcOjQIbz66qtm211dXeHs7Gz2GO/utj4+Pj7YsmULRATffPONWZ9py0fY2NggKCgISUlJmDVrFhwcHAxvd06X/r1kZ2cHpf6aWSMqKgply5a1eJ62bET37t0hIhg/frzhx0KUjuENICKiLMrd3R27d+9GYmIihg4d+tTp30wLGYKDg1G9enXDj4GIiIiIcq527dqhTJkyZo/5+/vjwoUL+rTH2hTIt27dQv/+/Q1vMxEREZER2rRpAxHB999/rw9+Ojk5QanHg6j169fHrl27kJaWhmnTpsHR0VHfz3SQlcULxnmWf/vatWsjKSkJIoKFCxdanCsPGTIEjx49wunTp5E7d27Djymn067Hu7i4oGHDhihYsKDZ9rVr10JEcPjwYZQsWVJ/junPwooVKxAXF4fGjRsbfjxE6RjeACIiyqI6dOgAEcGSJUv0E5+nFTJ4eHhg6dKl+smT9mWGiIiIiOhFGjZsGEQECxYs0C/oOTk5YdOmTQgPD8fkyZPh6emJOnXqYOLEiYiPj0d8fDyGDh1qeNuJiIiI/gtaUUJGJk+eDBFBo0aNoJTlNUAbGxt89NFHSEtLw+3btznAbWW0u/Pd3d3x/vvvY/Lkyfj222/xzjvvWMys27RpUyQnJ0NEcOHCBaxfvx7z58/H4cOHISK4du0aChQokOHPAb34PvX19cXq1ashIrh8+TK8vLz0fV5++WUcOXIEIoKDBw9aFKX06tULCQkJ2LNnD7y9vQ0/JqJ0DG8AERFlUYsXL4aIoFy5clDq2U9aPT09MWfOHBQuXNjwYyAiIiKinKldu3Y4duwY4uPjsWDBAhQrVgzu7u64ffs2ZsyYoU+Zq9TjC4M9evRAXFwcCxmIiIgoW5o7dy5GjRoFDw+PDLcvWrQIIoJevXpBqcyvAx48eBAiggYNGhh+TKTM+srf3x979+7VZxrT7Nq1Cy1atDB7Tp06dbB9+3aEhYXp+4WEhGD58uXImzfvE38G6MX26blz55CQkIAVK1agYsWKZsuAODg4oEWLFnohQ2RkJL777juMHz8emzdvRlJSEm7evIn8+fNDKc6UQlbH8AYQEZGV6tSpE6pVq5bhNg8PDxw6dAgigsqVKz/1tUqWLAlXV1eLx7WKUSIiIiKiF61Vq1Y4duwYkpOTsWDBAvTp0wePHj3S70IyPVd1dXVF9+7dMyxk4MU+IiIiysrq1asHEUFKSgr69etnVsigDZYOHz4cIoKVK1fq20zPgbRZHLQZWN966y3Dj4v+6iNfX19cuHABycnJWLZsGcqVK4dGjRrhxx9/hIjg/PnzeOedd8ye6+fnhyJFiqBFixZo3rw58uTJAxcXF7OfCzKOh4cHfvvtN8TFxWHYsGGZznjs4OCAKlWqYN26dWbFKxEREfjll1+QL18+9ilZK8MbQEREVqhPnz4QEaxevRq+vr4Z7rN+/Xqkpqbq08ilL0jQTnzy5cuHbdu2sQKbiIiIiKzO22+/jWPHjiEhIQHbtm3DhQsXMr0D0dXVFd26ddMLGQYNGmR4+4mIiIj+Db1790Z4eDhSUlIwYMAAi/Oh8uXL60sMDBs2TH/czs7ObPBz7969uHnzpr7cABnP3d0dmzdvRkxMDIKCgvTB7lKlSmHTpk36oPb169fRunVr/Xkc1LZuvXv3hohg3rx5+nX5pxVXN23aFO3atUPv3r1RrVo1uLu7s6/JmhneACIiskLNmjXD3r170bVrVyhlfiJjY2MDGxsbTJkyRZ9yTDtB0k6YTPf/6quvICIW05IRERERERkhffHtO++8g99//12/gNu0adNMn6sVMkRGRppNqUxERESUFZlew+vVqxciIyMzLWTo06cPkpOTERMTY1bIoNTj64XaTVHr1q2Dm5ub4cdGj3Xu3BkJCQn46quv4ODgAKUeF6WsXbtWHwT/4osvICK4cuUK3n33XbN+Nbr9lLHVq1cjISEBefLkeWpfsR8pizK8AUREZKW0EyB/f3/Mnj0bVatWNdueP39+3LhxAyKC77//PsOTob59+yIqKgpbt26Fp6en4cdERERERDlL+nNUbarjgIAAsylz33nnHezevRsigs2bN6NMmTKZvqarqyv69euH4OBgff1YIiIioqzK9HzpSYUM+fPnx5QpU5CSkgIRwYoVK9CtWzfUqVMHCxYsQGRkJG7cuIHAwEDDj4kec3JywuLFi3HlyhX9rvvixYtj2bJlEBF88cUXUEqhQoUKOH/+PFJTU3Hx4kWzGRnIutjY2MDb2xs3b95EdHQ0AgICnjiTgqOjo35dnks7UxZjeAOIiMiK2dnZYfny5foXk4oVK5ptb9q0Ke7cuQMRwc6dO1G/fn2UL18exYsXx9y5cxEbG4urV6/qa2ux6pOIiIiIXrSGDRtiypQp+t/z5s2Lu3fvQkTMihVat26Nw4cPIyUlBQsWLMBLL72U6Wu6uLjA1dUVSnH6VSIiIsr6nlTIYHpjUv78+dG3b199aQlThw4d0peR4PmR9XjnnXf05YCdnJwwfPhwiAi+/PJLs/1WrlwJEUFqairi4uLQrFkzw9tOGXNycsLx48chIqhQoUKG+2jv6ZIlS+L8+fMoXLiw4e0mek6GN4CIsiDeUZ+zNGrUCDt37oSIYPXq1ahUqZK+zcnJCc2aNcPNmzchIkhKStKJCI4dO8YvL0RERERkGD8/P8THx0NEMGLECHh6euLq1asIDw/HoEGDLM5RW7VqhaNHjyI5OfmphQxERERE2cmTChm8vLzM9q1QoQLGjBmDpUuX4n//+x8+/PBD+Pj4QCleA7RG2mxkuXLlwu3bt3HgwAF9yQ+tMHfMmDHYuXMnFi1ahAcPHiBv3ryGt5syt3DhQogIli5dity5c5ttM30vf/PNNxARNGnSxPA2Ez0nwxtARFnM7Nmz8cUXX+hLDVDOULduXezduzfDQgalFAoUKIBZs2bhl19+wcmTJ/HDDz+gR48e8PPzg1L88kJERERExnn//fcRGRkJEUFERARiYmLQs2dPODo6QinL2cJYyEBEREQ51bPOyPAszyfr065dO4gIpk6dCqUU7O3t9W0HDx7Eli1b4Ovrq/c1r+laH+099tprr+HKlSt4+PAhgoKC9EIG0z7r27cvYmJisH79erOlYYiyCMMbQERZSO3atZGUlIS4uDiMGDGChQw5gOk6WU8rZNBOoLy9vTN8nIiIiIjoRdMu4nXq1AlpaWlIS0vDrl279O0ODg4ZPs+0kGHevHkoW7as4cdCRERE9CI8qZDBdCCUA9xZz4cffggRwYYNG/RruDY2Nujbty+ioqIwcOBAw9tIz8bNzQ1jxoxBREQEHj58iG+//RblypWDj48PvLy8MG3aNERFReHq1asIDAzU+9rodhM9B8MbQERZTPfu3RESEoK4uDiMHDmShQzZhPalw97eHl5eXggICMjwpOZJhQw8CSIiIiIia6Kd47q7u2Pbtm0QEX395gkTJljsl16rVq1w6NAhiAimTJliVuBLRERElJ09ayEDZS0BAQE4deoUIiIi8M0336BJkyb4+uuvERMTg3PnziEgIMDwNtKz8/HxwdixY3H16lWICFJTUxEWFoaoqCiICE6ePImCBQtCKRYdUZZkeAOIKIswPXHt0aMHbt68ibi4OIwaNYrrY2Vx2gmMr68vFi9ejBMnTiA4OBg///wzKlWqpK+ZpklfyFCxYkXDj4GIiIiIyJTpOe6YMWPwv//9D++99x5at26N+Ph4vTAh/f7pC3M/+OAD/PLLL8ifP7/hx0RERET0ImVUyBAfH49Ro0bBzc3N8PbR83N0dESPHj1w+fJliIju5MmTKFCgAJTiYHdW4+7ujlq1auHbb7/FhQsXcP/+ffz8888ICgqCv78/+5SyMsMbQERZiOlUq507d8aFCxcQFxeH4cOH61MSkfVr164dnJ2dodRfX0b8/f1x/vx5iAgePXqER48eQURw5coVdOzYEV5eXmavYVrIsGLFClStWtXw4yIiIiIiMuXr64uQkBDcuHEDn3zyiX7u+/bbb2dYyGD6feell17S/6ydO/PiHxEREeU06W9sExFcv34d7u7uhreN/h5XV1fUqVMHX331FRYuXIi+ffvCz88PSvF8N6tzd3dHrly5oNRf713OnkxZmOENIKIsQps61dvbG6+//jpGjhyJ3377DSKC8PBwBAUFcUaGLOCLL76AiGD+/Pn6DAtOTk7YtGkTIiIiMGHCBBQsWBDFixfH0qVLkZCQgDt37qBr164ZFjLs3LkTIoKvvvoK9vb2hh8fEREREZFSjy/Wff311wgLC8Pw4cP1c1XtIl7Lli0zLGSwsbFBjx49kJCQgPfee8/w4yAiIiIymukgaKdOnZAvXz7D20T/bT9T1mLad+xHykYMbwARZQFaBWauXLlw6NAhxMXF4erVqzh+/Dhu3LgBEUFUVBRGjBjBQgYr16RJE9y/fx8iggULFsDBwQEBAQG4ffs2pk6darbOr7u7O8aOHYuIiAjcvXs3w0KGRo0aYe3atfp0Y0RERERERtG+tzg4OMDR0RFHjhzBsmXL9HPc9HeWmRYyTJ8+HU5OThg8eDBCQ0MRGRmJIkWKGH5MRERERNYg/XkU79gnIqL/mOENIKIswsvLC8ePH0dMTAxGjBgBpRTs7e3h6emJmTNnIjIyErGxsRg5ciQLGaxc3bp19UKGOXPmoGHDhrh37x4CAgKg1ONqTa1i09XVFWPGjEFkZGSmhQyOjo5Qil9eiIiIiMh4fn5+2L59Oz7//HNERUWhcePGUCrzO5LefPNNJCQkQETw8OFDiAiuXbuGggULQillVuRLRERERERERC+E4Q0goixi8ODBZnfvK6XMlg8YMGAAIiMjERUVhaCgIAQGBhreZspcvXr19EKGY8eO4datW8idO7fZPqaFDKNHj9YLGbp06QJvb2/Dj4GIiIiIcq5mzZrphQamBg0aBBHB1atXER0djebNm0OpJ0+rWrVqVezbtw/bt2/H0qVLkSdPHijFIl0iIiLKujI7j/knU81zmnr2J7FPiV4gwxtARFnE0qVLkZaWhldffRVK/fWBaPphO336dIgIwsPDMXz4cM7IYOXq16+Pe/fuQUQQERGBZs2aWeyTvpAhLCwMKSkp+PDDDw1vPxERERHlTGPHjoWIYOzYsXBxcTHbVqhQIUycOFE/z/3pp5/g6uqa6Wtp57seHh6wsbHhLGNERESU5WkzSXl6eqJt27YICgpC165dUbx48b/9mqaDow0bNkSNGjU4YMr+JPYp0X/J8AYQkZWYM2cOPvvss0y3b9y4ESKCt956C0qZX9TTPgzd3d1x9epViAgiIyMxZcoUi7v7ybo0aNAAd+/ehYhg1apVcHd3t9hH618XFxdMnToV58+f50wbL1jHjh1RokQJw9tBREREZA0GDhyI69ev4+OPP85we4ECBTBp0iQ8ePAA4eHh6N27t16cQERERJSdadds/f39cfToUYiILjIyEu+++y6cnJye6zVNB0I7duyIqKgorF+//omFosT+JPYp0T9keAOIyAo0bNhQ/6BMP1CqfQDOmzcPIoJvv/3WYptSj5eWsLW1xcGDB3Hw4EGEhYUhODgYHh4ehh8fWTItQjGdkWH+/PkZniRpfe3s7Kz3Ke9OezGGDh0KEcGSJUtQpEgRw9tDREREZA1eeuklKPX44l+fPn1QoEABs+0FChTA5MmTER0djeDgYHTs2FFfFo+IiIgoO/Py8sLx48chIli7di1GjBiBtWvXQkSQkJCAXr16wc3N7Zley/T6b4cOHXD79m1ER0ejQoUKhh9nTsH+zH7Yp0TPxPAGEJGVGDZsGHr06AGlVIZ3Kb3yyitITExEUlKSvp9SjweyTT8oz58/j8mTJ6Nt27a8W98KaIUGdnZ28PT0ROnSpZE3b16LPq5Xrx7u37//xEIGevFsbGzQsmVL/P7770hOTsaSJUtQtGhRw9tFREREZBTT7x5OTk7Ys2cPRASjR4+2+P6RP39+TJ48GbGxsbh06RI6derEQgYiIiLKlkzPkbp27Yr79+9j6NChZvuMHDkScXFxSExMfKZB0vSDo3fu3EFkZCTKlStn+PFmd+zP7Id9SvTcDG8AERks/d30uXLlwpUrV9CtWzf9MRsbG9jZ2eHzzz9HUlISrly5gu7du5s9z8bGBgMGDEBCQgJatGiR6evTi6OtreXj44N58+bh9OnTSEhIQFhYGFavXo133nnHbH8WMlgne3t7NGnSRJ9ejIUMRERERH/p06cPgoODER8fj7Fjx2ZayBATE4NLly5xRgYiIiLKdrTrr9rsqTNmzMCZM2dgb28PpZTZNb4BAwYgNjYWiYmJ6N27d6aDpBkNjkZFRXFwlP1J7FOiF8XwBhCRlenWrRtEBCkpKejQoYPZtrJly+K7775DcnIyEhISsHDhQjRq1AgVK1bEzJkzER4ejpMnT8Lf39/w48jpTNfWOnfuHEQEp06dwubNm/WpqkQEgwcPNnueaSHD3Llz4ezsbPix0ONChsaNG+PIkSN6IUPx4sUNbxcRERGRNejSpQtCQkKeqZDh3Llz6N69OwsZiIiIKFvx8fHRr/+tWrVKv+an3eRkOuD5tEFSDo4aj/2Z/bBPiZ6b4Q0gIis0ZMgQfZA7fSFDuXLlMGnSJCQlJUFEkJqaipSUFIgILl68iIIFC0Ip8w9SMoaHhwd+++03JCQkYMyYMWZLSAwYMAAigsjISNSsWdPsefXq1cPt27chIpg8ebLhx5GTmc5k4unpiW7duiE4OBjh4eFYsmQJihUrZngbiYiIiIyiXfBT6tkKGSZOnAgRwb59++Dq6mp4+4mIiIj+LQEBAYiLi9Ov6S5fvtzsXEmpjAdJY2JiMHjwYP3ciIOj1oH9mf2wT4mem+ENICIrYjpgOmzYsEwLGRwcHPDqq69i8eLF2Lp1K9auXYvRo0cjd+7cFq9Dxunatas+o4LpCZGbmxtOnDiBsLAwjBs3LsMLuI0bN8bJkydRuHBhw48jp9LeR35+flixYgXOnj2LmJgYxMTEQEQQFRXFpSWIiIgoR0j//cLFxSXD/Z5WyFCwYEEEBQUhf/78hh8TERER0b9FO1fKnz8/bt68CRHBiRMnUKBAAShlXvhpOgDar18/iAiuXr1qcaf3p59+ips3b3JwlP1J7FMioxjeACKyMs9ayPAszydjrVixAnFxcciTJ4/+mJubG86cOYOkpCQEBQXpy0V4eXlZFCxoMzekrwilF8fPzw8XLlzAo0ePsGjRIjRo0ABNmzbFmjVrcOPGDaSkpLCQgYiIiLI17fuFt7c3goKCsGbNGuzatQsLFixA27Zt4enpabb/0woZtIuC/N5CRERE2Yl2/S5//vy4fv06RAQ7duyw2K6U+SBp165dLQo8c+fOrS9PW7ZsWcOPLSdif2Y/7FOi52Z4A4jICj1rIQOXjLBenp6eOHr0KB4+fIhChQpBKQVXV1ecPn1aL2BwcnLS969duza+/fZbFClSxPC202OOjo5YuXIlRARBQUFm70s3Nzd88MEHOHXqlF7IwKUliIiIKDuoUaOG/mft/Mff3x+nTp3Sv5doEhISsH37dn1GOI1pIcOoUaP0O5yIiIiIsjN7e3sopZAvXz6EhIRARLBt2zZ9u+kgafqCzvR/r1WrFkqXLm34MeVk7M/sh31K9FwMbwARWal/OiMDvTiZzZTw66+/IiYmBh4eHlBK4ezZsxkWMCil8Pvvv+Ps2bMWF4DJOIGBgQgODsb58+fh4OAApcwLhxwdHdGuXTuEhIQgOjoaS5YsQfHixQ1vNxEREdHf9c0330BE8Mknn+iPubu748CBA4iOjsbs2bNRvnx5vP766/jiiy9w8eJFiAjOnz+fYSFDcHAwRAQDBgxgATYRERFledr1WicnJxQqVAjNmzdHiRIlkDdvXn0f7RrSswySEvuT2KdEVszwBhCRFcuokCElJQXdunUzvG1kLleuXJg+fTq8vb2h1OPB7mnTpkFE8MMPP+DkyZNITk7GyJEjLQoYxo0bh6SkJIwfP16vBqUXo3HjxsiXL1+G22rVqgURwe+//57pyaubmxtWrFgBEcGjR4+wePFilChRwvDjIiIiIvo7xowZoxdPf/rpp1Dq8TnRo0ePMHr0aLPvJ05OTqhcuTKOHTsGEcHOnTvh5eVl9nqfffYZDh8+bDH9KhEREVFWo10b8vX1xdKlS/Xp6MPCwrB37140adJE3/dpg6RcVst47M/sh31K9K8zvAFEZOVMPzCHDBkCEUFoaChcXFwMbxs95uDggG3btiElJcVsSYGSJUsiPDwcIoL4+HgMGTLE4rl9+/bFgwcPcODAAfj7+xt+LDnJ+PHjISIYPnw4nJ2dLbbny5cPt2/fxtWrV/UlQTI6ga1Xrx5iY2Nx+fJliAhmzZrFE10iIiLKsgYMGKAXMnzwwQfo2LEjIiIi9AKF9Oc5lStXxvnz55GcnIz27dtDKfO7l1xdXTN8Hr1YnAmDiIjo7zNdYuvcuXMQERw7dgyLFi3CunXr9HOn999/X39ORoOkR48eNfxYiP2ZHbFPif4ThjeAiLIA0wt+PXv2RMGCBQ1vE/3FxcVFn3r3f//7n9m2d955B5GRkRARLF++HG5ubihQoADy58+P+fPnIykpCdevX9fvTuPFxRcnKCgIt27dQufOnS222djYwN/fH4cOHYKIYPTo0fo27f2o9VX16tURHR2NAQMGYNOmTVzzmYiIiLIk0/NQ00KG3bt349ixY5kWITg6OmLChAkQEXz77beGHwdZMu27WrVqoVOnTpg5cyYGDx6M8uXLG94+IiKirMDLywu//fYbYmJiMGbMGP3xwoUL49SpU/q503vvvadv0wZJAwMDER0dDRFBrly5DD8WYn9mR+xTon+d4Q0gov+YtjyAs7Nzhnd7P6v0Fw25NpN1qVSpEuLj43Hr1i2UK1dOf9zZ2Rlt27ZFRESEPn3VnTt3EBsbCxHBb7/9phcw8O60F6906dJQSsHPzw89evRAYGCg2fY2bdroJ7ifffZZhq/xv//9D1euXIGfn59+4su+JCIioqzItJBh4MCB+nlQfHw8GjZsmOnzateuDRHB4cOH4eHhYfhxUMZ9OnLkSDx69AhpaWl638bExGDs2LEoW7as4W0lIiKyVvb29vjiiy8QHx+PKVOm6Nd7K1SogDVr1uiFn9rna9u2bfXnateKAgICkDdvXijFm5iMxv7MftinRP8JwxtARP+BfPnywc/PT/97QEAAtm3bhi5durD4IBubN28eRARdu3a12FamTBl8/fXX2LNnD06cOIHVq1fj448/hq+vL5TioPeLZnoi6uTkhP3790NEMGzYMOTJk8ds3xEjRugnuKNGjUJgYKDeX/3798f9+/exfv16ODo6Gn5cRERERP+U6XnS0KFDkZKSAhHB5MmTLYqytXOi4sWLIzExEZs3bza8/ZQxbSm148ePo1OnTnjjjTcwduxYnD9/HiKCr776CkWKFDG8nUTZnaurK5cHzUbc3d1RokQJVKhQAW5uboa3h/65zJZ6LVKkCG7fvo19+/bpj5UqVQqrV6+GiGDKlClQSmHq1Klmy3Jp+2oDqkrxGiD7k9inRFmG4Q0gon9ZjRo1EB4ejhEjRkCpx9MYhYSEIC0tTV8j9u9iBaB1e++99yAiCAkJQbFixSz6zdbWFnZ2dvp6wuxX6zFw4ECEhIQgJiYGI0aMMCtk8PPzw8iRI/UT3IsXL+LAgQM4fvw4RMRsORAiIiKi7MD0/HTQoEH6eVCfPn3g5ORksf+kSZMgIpgwYQLPba1QmzZtkJKSgl27dlksH7Fq1SqICNasWYPChQsb3lb6S5kyZQxvA/172rZti5kzZ+LSpUs4ffo0xo0bh1deecXwdtHf1717d/z666+Ijo5GcnIyNmzYYDYgRlnP119/jYMHD6J48eIW2woXLoxvv/0WNWvWhFKPb1j73//+BxHBzJkz9f1q1qyJ27dv6+dOHTt2NPy4cir2Z/bDPiV64QxvABH9ywYMGIDExETcu3cPo0ePxo0bNxAVFYW+ffv+o1kYTC8G1q9fP8MPa/rvaH3n4OBgUV1v2jdr1qxBcnKyPiUVKzezjh49euDWrVuIjY3FiBEj9OnDNO+99x6OHz+Ou3fv6sULGzduRL58+djXRERElO2YnuMOGDBAv9A3ceJE1KtXD0o9Xjpt8ODBCA8PR3BwMAICAgxvN1latGgRkpOT9Yu6Gm3GsfXr16Nq1aqGt5P+snTpUogImjVrZnhb6J+bPn06UlNTkZycjNTUVP336a+//ooGDRoY3j56fnPnzoWIIC4uDr/99hsePHiAlJQU/PHHH3j55ZcNbx89v4IFC+L+/fsQkUyX0MqfP78+K1W9evUQFRWF5cuXm+3j5eWFK1eu4MiRIxARREdH/6PlhYn9SexTIgMZ3gAi+pe5uLjg448/xoMHD5CamorExESMHDlS3/53BjpNLyB27NgR8fHxWLlypb5eE70YuXPnxsGDB/Hdd9+hSZMmZtu0vvjkk08gIti/fz8HtbMI0/fX0woZAgICUKhQITRs2BCFChWCq6srlGIBAxFRZnhHNlHWllkhQ3R0NI4cOYK7d+8iMjISf/zxBwoUKACleF5kbby9vXHv3j2cPn3arKh+1KhREBFs3rwZFSpU0B+vWbMmSpUqZXi7czKtb0QEkZGRaNy4seFtor9PW3by4MGDaN68OV577TX06NFDH4hZsGCB4W2k5zN79mz992eVKlWglMKrr76KH3/8ESKCzz77zPA20t9TrVo1tGrVCkopeHh4oGDBgpnu+8svv5gVm2lT0Xt6euL27duoX78+OnfuzKWa2J/EPiXKygxvABH9i7SLfPny5UN8fDwSExMRFxeHQYMG6YOdf/c1lVLo0KEDbt26haioKFSsWNHw481pJk6ciOTkZP2C0rfffosuXbqY7ePr66uvK/v+++8b3mZ6Nk8qZDBdWoKDcUREz870d6bpMktEZAxt9qjnlX5piZSUFKSlpWH//v3o1q0bGjduDB8fHyjFAgajZXSu6uTkhOvXr+PkyZP6Y6NHj86wgEEpheXLl+POnTvw9PQ0/HhyohYtWiA8PBwigh07duhFQyxkyJp69uwJEcEPP/yAEiVKmG378MMP9WsLNWrUMLyt9Gz69++PlJQUrFu3zuL89v3339dnLDK6nfTPeHt7IzQ0FDt37sz0e8zWrVsRHR2N0qVLmz0+duxYxMTEoHLlyvpj/2RmXmJ/EvuUyECGN4CI/gMfffQRkpOT8csvv+D+/fsIDw/HwIED4efn91yvk76A4c6dO4iMjES5cuUMP8acyN7eHiVLlsSwYcNw8+ZNJCUlQUSwe/dudO7cWb8o0b59eyQmJmLx4sWGt5me3bMWMhAR0fOZNGkS1q1bB6VYDEZklPnz52Pp0qX/SiHD0KFD9cJe7U6o9PvQi2f67587d24o9fiCrLOzM86ePQsRQd26dTF27NhMCxhatmyJhIQELFiwAI6OjoYfU04TGBiIH3/8ESkpKejZsyeUUlixYgULGbKol156CSdPnsTdu3dRvnx5/XHTYq+ffvoJIoLWrVsb3l56unr16uHWrVu4ePGi2XU57e7eRo0aQUTwySefoGbNmnj77bdRu3ZtfT9+Tlo30/dm5cqVce3aNYgI1q5dm+GSvqtWrYKIYNOmTShYsCDc3NwwbNgwPHjwAHv37mUxIPuT2KdE2YHhDSCi/0ipUqXg7OyM3r1764UM/fv3h7+/v76P6Ydv+ruWMipgiIqKYgGDQdJ/2Sxbtiw++OAD/YKgiODu3bv49NNP0a1bN4SEhEBE0LRpU8PbTn+vn00LGYYNG4bAwEDD20dElNWULFkS0dHRiI+P52wMRAbRpjJfuHDhcxdVmzI9Txo9ejQePnz4xClcyRgLFizAvn37zB777LPPkJaWhuDgYL2AIf33ytdeew1HjhzB7du3UbduXcOPIycqW7Ys0tLSsHPnTrMlPZYvX85ChiyoQ4cOEBG9ICUjixYtgohgwoQJUIqD3NbunXfeybSALzAwEHv37tWXF9WuE8XHx/MGlyxAuybr7e0NZ2dnKPX4c/H333/PdJC0WLFiOHHihH498Pr16xARXLlyBfnz5zf7+SD2J7FPibIowxtARP9QZh92WiW2o6MjBg4cmGkhg1IKbdq0QadOneDi4mLxmixgsC7p+9vHxwdt2rTBDz/8ABFBWloazp49izt37kBEMG7cOE6rm8WkL2TQKnv79OnDk1sior/h22+/hYhg9OjRsLGx4e9SoheoX79+EBGsWrVKHxTVzk3/zjmq6fvX3d0dSnH6VWvi4+ODuLg4iAhatGihP16hQgUcOHAAKSkpuHPnDtq3b2/2vEaNGmHfvn36HcRGH0dO1rJlS7Rp08bicRYyZD29e/fGkSNH8PLLL2e6z8CBAyEiGDVqlOHtpaezsbFB3bp14eDgYPZ4QEAA5s+fDxHBvn37EBQUhA4dOmDkyJEICwuDiLCQwYpp5zZ+fn6IiIjA9evX9dmIXnnlFbNBUtOibBsbG7z88svYuXMnoqOjcebMGSxduhR58+aFUlxii/1J7FOibMHwBhDRP6BdsHNxcUG1atXw+uuvo1q1ahnuN2DAANy/fx8RERHo378/vL29oZRC165dERsbi7179+oXAjUsYLBu6QdhWrVqhdmzZyMxMVG/wPR3p+wl6+nbgQMH4ujRo3qVLhERPRvtd2n16tURFRWFvXv3Gt4mopxm1apViI6OxiuvvAKlFPLnz49jx46hSJEif/s1WYhk3fr374/k5GRMmTLF7PE333wTp0+fhojg8OHDmDJlCnr27IlZs2YhJiYGIoJ+/foZ3n4yZ1oklFkhAy/CW69atWo9cXuXLl0gIhgzZoz+GH/HZi3Ozs6YMmUKRAQbNmzQb07SNGrUCI8ePUJYWBheffVVw9tLGXNxccHPP/+Me/fu4euvvzYrVEk/SJr+bm8bGxuULl0a3t7ecHJyglL8vWw09mf2wz4lMozhDSCiv0n7sPP398fOnTv1O15EBLNnzzab/lGpxxcfBg4ciLt37yIiIgJLly7FsmXLEB0djTt37qBw4cJm+3fp0gW3bt1CZGQkCxisXPqLDJUrV8aYMWNY2ZnFmfarm5sb+5KI6G/y9fXVp3H8+OOPDW8PUU7h4OCAgwcPQkTQuXNn5MmTB5cvX4aIoGvXroa3j/4bNWrUQGxsLEREL17RNGzYECtXrkRUVJT+3TUuLg4HDhxA27Zt9f04iGpdnqWQQSmFsWPHWhSvkDHSv4cye0/17t0bIoIZM2ZAKWU2KPPmm29yecosolevXli6dKn+d9PrBi4uLli/fj1EBG+++abhbaW/mP5uLVasGCIjIzFp0iS9/0y3P22QlIzH/sx+2KdEVsHwBhDRP+Dr64uzZ89CRHDkyBGsWbMGCQkJEBFs2rQJ1atXN9vfzs4OPXv2xPHjx/WLRn/88QcKFCigb1dKoVChQvpdMmXLljX8OOn5aRcpOOidtfECLhHR02X0Waf9/tT+27ZtW6SmpmL+/PmGt5coJ2nZsiUiIyNx69YthIWFISYmBt27d9enYP07TM+PAgMD9WX0yHrMnDlTX9pOKfOBUR8fH1SsWBHdu3fHZ599hmrVqpnNOMbzX+uUWSFD7dq1oZTCtGnTICI4c+YMPD09DW8vPZtPPvkEIoLJkyebPd6jRw/ExMRg7dq1+trflDWYvle136dLliyBiGS4VAwZKyAgAGPHjsV7772Hq1ev6jewZPRZWK1atUynrSfrwP7MftinRIYzvAFE9A9MmzYNYWFhGDZsmH7xrk6dOti9ezdEBFu3bkWNGjXMnmNjY4OiRYviww8/xJtvvgkfHx8oZT4A4OjoiLfffttiNgciIiIia9WgQYNM73goV64cQkNDM7wzmIj+G9r3i8mTJyMlJQVpaWlYu3atPsDyd4oPTC8YdunSBRs3brS4G5xeTL9m9Hetf2rUqIFHjx7h/Pnz+pKFLE7I+kwHR1euXKkXMvzwww8QEdy+fRsFCxY0vJ307Nq1awcRwfjx4/XHunfvjrCwMDx48MBixk7KOrTfuXZ2djh+/DiCg4ORJ08ew9tFf7Gzs8OhQ4cgIjh37hzu3Lnz1CVhTQdJt2/fzveoFWF/Zj/sUyKrYHgDiOg5aBcNtP/+8ccfWLt2rcVd95UrV8bGjRszLWRIjxeUiP457f1nb28PPz8//a4yX1/fv/2apu9N0zvUiIjI/Hekdtfv9evXsXz5clSpUgUBAQFm+8+YMQMigqCgICjF2YqIXgR3d3dER0cjLi4OiYmJuHXrFj7++GOL2VKehem+7du3x507dyAiKFq0qOHHmROk/535wQcfZHoh19HREb/++itEBGPHjuX3zWzEtJBhxYoV+gyPt27d0md45Odr1qHNxDB27Fgo9XhZgvDwcNy9exeFChWy6HPKGkw/Y7/44guICObNm/ePZkGif0f634+NGjXSC63v3buHl19+GUo9+X1XtWpVXLlyBeHh4fDz8zP8mHIy9mf2wz4lsjqGN4CInlPu3Llx5swZdO/eHfv370edOnWglOWdTC+//DI2bdr0zIUMRPT3aSevvr6++Prrr3Hu3DmkpaXh/v372LNnD957773nfk3Ti72dOnXCmjVr0KxZM8OPlYjICOkHwEynJnd2dkbTpk2xYMEC/QJDREQETp06hQ8//BAVKlSAUo+LPCMiInDu3Dl9Gkgi+m/VqlULx48fx6RJkzB69GjExsbi1q1b6N69u77Pswxwm+7ToUMH3LlzBxEREShXrpzhx5id1alTB3PmzLGYTn7IkCH6wPWUKVNQv359i+fWrFkTkZGR2Lp1KwfOshHTi/uTJk2CiODmzZssYMiiunbtChHBjBkz0LlzZ0RGRpoVMLA/sx7TPvvss88QGxuLM2fOIHfu3Ia3LadJf36j9Y2vry9atGihfx+pXbs27t69CxHBtm3bMuzL9CpVqqQXbLNQkP1J7FOibMzwBhDRcxo0aBBEBHFxcRARdO3aNdN9TQsZfv75Z9StW9fw9tNjTzqB+bsXCnhSZGxf+vv74/z58xAR/PHHH/jxxx+xZ88e/e4k7c7f5+3L9u3b4/79+4iPj+c0ZESU42kFCZpp06Zh9+7d+vrbefPmxaBBg/Dzzz/rv39DQ0MxY8YM1KtXD2fPnoWIoFu3boYfC1FOYG9vrw9uenp6YtSoUYiNjcXNmzefuZAhowKGyMhIFjD8x3x8fHDz5k2ICD7++GP9cScnJzRq1Ajr16/HvXv39N+1c+fOxbvvvqvvlytXLn0K3k6dOhl+PPTvmj17NmdgyAbef/99iAiOHDmC69evs4Ahm3BwcMCMGTPw6NEj3LhxQ1/mhX364tWqVQuffPIJvLy8oNTjz8awsDAcPXoUJUqUMNtPK8ZesmSJ/vjT+ozXAdmfxD4lyuYMbwAR/Q1TpkxBWloa0tLSMGvWrCfeTfjyyy/jp59+gohg+fLlZncukjG0ExwXFxdUq1YNn376Kdq2bYt69er97dc0PSmqVq0aq+xfMA8PD+zbtw+JiYkYPXq0xd0PIoKwsDDUrl37ufpSu1AfHh6O8uXLG36cRERG2rFjBy5cuKDPLjV9+nSICFauXJnhlOZvv/02pkyZgvDwcIgIQkJC8ODBA4gIFi9ebPjxEGU3z3KRLk+ePBg5cuQzFzJkdF4UFRXFAoYXwN7eHh988AEWLFgAb29vKGU5de4rr7yCsWPHIjw8HKmpqRAR7NixAy1btoSrqysaNmwIEcGWLVvg7+9v+DHRv6Njx44QEdy/f58FDFlcu3btzIo+taJ59mfW5OHhgXbt2uHcuXMQEezbt09flpJ9+uIVLFgQiYmJEBG88847KFy4MK5evYro6GgMGTLEok9q1aql3+1t+l2FfWcd2J/ZD/uUKEswvAFE9BxMl4yYNm0aRASJiYlmd7xkpFq1avjuu+/0CwxkHO3Exs/PD5s2bUJERIR+0UBEsGbNGv3Oh2dlenG3c+fOOHv2LKZPn86TqBeoc+fOEBEsWLDA7N/dxcUFf/zxBx4+fIhx48bB1dX1mfuSdxoSEf2laNGi2LFjB0QE27dvx5o1ayAiWL16NUqXLm22b/qB0GLFiqFr167Yt28fEhIS9M/c119/3fDjIsouTIt0y5cvj48++giffPIJKlWqhLx585rt+6yFDDwvMp6tra1euPDFF19g6dKlcHJystivSpUq6Nq1K65cuQIRQUpKCoKDgzFs2DBcunQJcXFxqFatmuHHQ/+OatWqYfHixRwczQbefvttzqiRzfTo0QNbtmzBqFGj9LXY2afGmTRpEmJiYhAbG4uwsDDExMTgs88+0/sk/fcW02nrTQdJ0xcREvuT2KdEOYThDSCiTDzLnUxTpkyBiCAhIQGtWrV64r5aAQS/vBjfp35+frhw4QLS0tKwYcMG9OzZE0OGDNGr5Y8cOYKKFSs+989Jhw4dEBoaioSEBIsBHfpvLVmyBHFxcWYFKK6urjhz5gySk5MRFBSkryXs7e2NokWLPrUveachEZG50qVL47vvvtOLEPbs2aMPoDzrNI1vvfUW5syZAxHB0KFDn+u5RJQx0yLdjRs3mhXpRkVF4cCBA2jcuLHZc9IXMjxpibz27dsjNDSU50UGKl26NJKSkiAimD17tl7IYFpkr9TjNYS7dOmCDRs26MUM2s9Chw4dDD8Oeuzf+Nzj9QXr8U/7c9CgQQgMDGR/WpF/2qd58uTRZ2Hlea7xfThlyhQkJSUhLS0Nq1evhoeHxxOfazpIunDhQsOPhdif2RH7lCjLMLwBRJQB7Yujs7MzXn75ZbRr1w4fffQRSpcura/5rJk8efIzFzKQ8VxdXbFx40akpaVhxIgRZhcJypYti7i4OERGRpqtO5sZ3p324nTr1i3TpSCcnJywd+9eREZG6uulubm54fTp00hKSkJQUJDZHWuvvvoqNm3ahJdeeol9SUSUiUqVKqFx48YWA2QrV67UB8SOHj2KV1555Zlez/Tztnbt2khKSkJISAh8fHwMP1airMy0SPfSpUsQEfz6668ICgrC2rVrcf78ef09+/bbb5s9N0+ePBgxYgQiIiKQkJCA9u3bW7x+69atkZSUhEePHvG86AVKP5Dp5OSEli1bIiQkBCKCOXPm6Oe32p1n6QfK2rdvj/nz50NE0L9/f8OPKSfT+tPd3d3wtpD19Gf69zkLGLJ+n5J1Cg4OhoggKSkJMTExaN++/VP7unbt2rh16xZEBNOnTzf8GIj9mZ2xT4msmuENIKJ0TO9k2rx5M2JiYvQLfw8fPsSmTZtQpEgRs+ewkCHrqF69OmJiYvDTTz+ZPe7p6YkTJ04gLi4OI0eOtFh2IP1FQd61/+L07t0bIoKffvop02lwN2/ejJSUFBQrVgyOjo44c+ZMhgUMSikcOHAAly5d0u92MfXRRx+xL4koxytZsiTS0tJw584dfWYiW1tb5M2bF6Ghodi1axd++eUXfa3f+vXrP/f/Y9euXUhOTkalSpUMP16irM7FxQU///wzkpKSMHjwYLNt5cuXx4IFC/TvMxnNyDB58mRcvnw5w3Oj8uXL48yZM3yv/ofSD1w6Ojrqf+7fvz+KFy8OpRQcHBzw1ltv6RdsTQsZMlsGRClltqQh7wg2jq+vL27duoVBgwYZ3hayrv7k+9I68D2aPbm7u6N3797o3bs3Ro8ejcTERMTExOCTTz6Bi4uL2b7p34sNGjTAiRMnULhwYcOPg9if2RX7lMjqGd4AIjJheifTxYsX9eUGOnbsiPHjx2PXrl0QETx48MBiOnqtkCE6Ohpt27Y1/FgoY4MGDYKI4I033tAf05YdSD/o7e7ujoYNG2b6c6IUCxhehIYNG2LLli1ITk7GTz/9hFdffVXfpl30HTx4MEQEa9eu1fty5MiRFgUMY8eORWJiIiZNmqRP72jal3FxcQgLC2NfElGOVqxYMWzfvh1r1qzR74DQft8WLlwYhQsXRrFixbB69WqICPbu3Yt69erpzzcdkDOdStf083PTpk1ISEjgGu1E/4Lq1asjPj4e69ev199npgPhXl5eeiHDoUOHkC9fPrPn58qVS5+2NaM7gdOfT9F/45dffjH7XTp9+nSICKZMmaLPimNvb59pIcPT7uLmQKmx3nvvPYgIvvzyy3/0Ohn1I+/gZ38S+5TM/63t7Oz07zHajEVKKYwaNeqJg6RKKRQpUkS/sUn7LmP6GsT+JPYpUQ5ieAOIKB0XFxds2rQJKSkpCAoKMvsQzJs3L6KiohAREaHf5WQ6zfLEiRMhIrh69SqcnZ0NPxayNHr0aIgIPvjgAyj1uIAhs2UH8ufPj2vXruHDDz/UH+OyA8aoXbs2tmzZgrS0NItCBqUUXnrpJTx69EifEWXQoEEWFw/69u2LBw8e4ODBg8iVK5fF/+O1115DRESEftcxEVFOFhAQoF8w6NmzJ1q2bGk2KKrU4yUnVq1alWEhg7Z9/Pjx+lI/mo8//hhRUVE4fvw4/P39DT9WoqyuR48eEBF06dIFSimLZWCUUihTpgxOnz6N6OhoVK1a1fA2k7m+fftCRBAfH4+SJUti3LhxEBGsWrUKZcqUMdv3SYUMLFSwXuXKlcPDhw8hIpkuk/c0pv3bqVMnzJkzx/DjyqnYn9kP+zTr0wZHvby8MHHiRKxevRqvvPKKxWfjiBEj9EHSLl26wM3NTd/Wq1cvHDhwAC1btjT8eHI69mf2wz4lypIMbwARpfPqq68iISEBa9euNfsQ9fDwwKlTp5CUlIThw4frFX/pP2iDgoJQqFAhw48jp8tsStXu3btDRDBo0CD4+Pg8cdmBdevWITw8HJUrV7Z4fRYwvHh16tR5YiFDkyZNkJSUBBHBihUrUKhQIRQrVgxFihTBokWLkJKSghs3buhT6mZ0kTejCl8iopxMuyvt6NGjaNy4scUdDhUrVtQLGfbs2YPXX38dSilUqVIFW7ZsgYjgnXfe0fd3dXXFsWPHICIoXbq04cdHlB0MGTIEIoKvv/76iYPYK1euhIigR48ehreZLM2dOxcigpSUFIgIlixZkunvyX8yIwMZZ/z48RARDBw4EEo9X9FJ+mL60NBQxMXFIX/+/IYfV07F/sx+2KdZl/bZ5+/vj3379kFEcO3aNVSqVEn//mLaR6aDpL169ULJkiXRp08fPHjwAHFxcRkusUXsT2KfEuVAhjeAKEfy8vLKdFu/fv0gIvpFeKUyv1vfxcUF9erVg7e3t8XrcBoj42gnRm5ubvqMGFp/VK1aFQ8ePMCDBw9w7do1JCYmYvjw4RYFDEOGDEFMTAy+/fZbi4HtunXrIiwsjAUML4jpSezTChmaNWuG6OhofWmXsLAwxMbG6ncJaxcQeHGXiChj6X8/lipVCsuXL0dycjKOHDny1EKGkJAQzJs3D5cuXYKI6DNXmSpQoABKlSpl+LESZRcNGjRAQkIC9u/fDz8/Pyhlfv6kzaKi3e2vzdhA1sF05ozz588jKSkJqamp+hKFmZ23mhYypKWl4auvvuLSH1bu9ddfR2pqKq5cuaK/V59FRoOj/C5qPPZn9sM+zZq0f39/f39cvnwZsbGxmDFjhsUsckqZX6sNCgpCREQEkpKSEB4erg+qajem8boR+5PYp0RkfAOIcpxZs2Zh7ty5FmvBarTK6/fffx9KPZ6BIbPlBooXL46jR4+a3WFI1sHHxwchISFYuXKlPmuG5uuvv4aIIDk5GfPnz7coUhgyZAgePnyIkydPIiAgwOK17ezssHTpUpQvX97w48zOMrvroXbt2vjll18gIli/fj1ee+01s+1lypTB+PHjsX37dhw8eBDLly9H+/bt4ePjA6V4kktElBnT37tDhgzRf78WLVoUS5cuhYjg999/R5MmTSymqy9TpgzmzJkDEYGI4NGjR+jWrZvFa/N3MNG/r1ChQrhy5QpEBHPnzjXbZvpe/fHHHxEbG8vlJKxU69atISK4efMmRARJSUmoXr06lMr8vNje3h4tWrTA/fv3ISKoW7eu4ceRk6X/jMuo37Zv3w4RQceOHZ/Ytxm9hjYbYFRUFAdH2Z/EPiUTbm5u2LFjB5KSkjB48OAMl9bKSMeOHbFu3TqcPn0aS5Ys0e/u5ncW9iexT4lIQVlBA4hylNdeew2RkZGIiYnBxIkTMyxk6NixI0QEvXr1glLqqcsNxMTE8EKgFapbt65+B/78+fPNChlsbGz0L6b37t1D37598c477+DNN9/Ehg0b9DtJCxYsCKXMT4x4kvRiaP/OLi4uaNy4MYoXL262/WmFDFo/azNxmD5m9LEREVm70aNHQ0Swfft2eHh4QKlnK2RQ6vHSPm+99RaqVaumP8bfvUT/vUaNGulFRHPnzoWvr6/Ze693795ITk42e1+TsdL/bixfvjy6du2KwMBA/O9//9OLrrXz3Mx+lzo6OqJNmzb4+OOPDT+mnEzrH29vb7Rp0wa5c+c22+7g4AClFNq0aQMRwcqVK5/rZ4TLGbI/iX1KmWvVqpXeb1pfKvW42K9u3bqYOnUqNm3ahPnz5yNPnjxmz3VycoK3t7d+Vziv+xmP/Zn9sE+JsizDG0CUozg6OqJTp064cOECYmJiMHnyZItChlq1aukXAK9du4aUlBQMHz7c4m7+wYMHIzo6OsPlBsh49vb2aNq0Ka5du5ZpIcOSJUsQExOj97eIIDIyEj/99BMrOw2kTR3m6+uLH374QS8q8fX1NdvvSYUM7DciomdnegG2Vq1auH37Nn744QeLIs1nLWTI7LWJ6L/1/vvv6+e0e/fuxVdffYWPPvoIK1euRHx8PG7duqUvrcX3prFMz1XLli2L6tWrw8XFxaxfFixYYFHIYDrFbqlSpfSLvKbPY98ax8PDA5cvX4aI4Pr16xgwYADq1Kljtk/JkiVx9+5diAiaNGmS6Wvx7m7jsT+zH/Zp9jV48GCICBo2bKg/5uLignnz5uHBgwcQEaSlpUFEcObMGfj7+xveZmJ/5iTsU6Isy/AGEOU4jo6O6Ny5My5fvqwXMmgX8zTakhJpaWlYsmSJxWsMHToUjx49wqlTpzJcboCsg729Pd544w2EhIRkWMiglEKdOnXQr18/TJw4EcOHD0e1atX0u9M4EP7iaf/m/v7+OHfuHOLj47F8+XKUK1fOYlYFpZ5tRgYiIspc+sGuli1bIjU11WwmBVMZFTKYDqoRkbEaN26MkJAQJCYm6gUNKSkp2L17t/6dh+e4xjL99+/Tpw+uXLmCW7du4a233oK9vb3Z79T58+dbFDIopVCpUiUcPHgQ58+fh5eXl+HHlFPZ2trq/eXk5ARbW1v06tULa9euRUpKin5NYdGiRWjbti3c3d31fhcRDB8+/Kn/jw4dOiA0NJSDo+xPYp/SEwQFBUFEsHz5clSvXh2tWrXCuXPnICL4448/8O6776J169Y4cuQIRATvvvuu4W0m9mdOwj4lyrIMbwBRjqLdLWhnZ4ePPvoIp0+fRnR0NCZNmoQCBQro+/n6+mLRokX6hb9u3bqhRYsWeOONN7Bu3Tr9znDtObwQaJyn3Wn0LIUMf+d16b/j4eGB/fv3Iz4+HkOHDn3qXb5aIUNaWhrWrl2L2rVrG34MRERZzfLly3H+/HlMnjwZa9aseeK+poUMBw8eRLNmzZ55TUsi+u8VKVIETZs2xfDhw9GvXz/UrVsXnp6eUIrfW4xm+h1j8uTJEBGcPXsWnTp10qfITd9PpoUMzZo1w9tvv40dO3ZARDB69GjDjyknKlmypNnfc+fOjejoaHTp0kV/7PXXX8eQIUNw//59fbD03Llz+OyzzzB8+HCEhobi4cOHKFasWKb/n/fffx8PHz7k9PTsT2KfUia0z0tfX18cOnQIIoKkpCSICK5cuYIxY8boxSlKKYwZMwYiYvazQNaD/Zn9sE+JsjzDG0CUY2jV115eXqhbty4mTZqErVu3QkQQGhqKSZMmmc3IkDt3bkyZMsVsqQERQXR0NDZu3MjlBqyAdhHQw8MDlStXznQ/e3t7NGvWDNevX4eIYMGCBXBzczP7uSDr0bNnT73gROufpxWV1K5dG5s2bYKIYNGiRWbrqxER0ZO5uLggLCwMIoK4uDhcuXLFYh3K9IoWLYpvv/0WIoKLFy+iYMGChh8HET0Zi3StR//+/SEi+Omnn1ChQoUM9zH9nvnll19afC/t16+f4ceRE9WoUQMiglWrVkGpx5+hwcHBSEpKQlBQkEVRX/HixdGsWTNs27YNkZGR+hKGaWlpiI6OxgcffAClLN+fLi4umDp1Kq5fv47y5csbftzZFfsz+2GfZl9POo+xsbFB4cKF8e2332LLli344osvUK5cOYv+3rx5M+7fv48yZcoYfjw5Hfsz+2GfEmVLhjeAKEfQLgDlypULhw4dQmxsLG7duoVDhw7h4cOHEBGEh4dbzMiglELDhg3Rs2dPTJkyBYMHD0aVKlX0CkEWMBjPw8MDly5dwoEDB1C9evVM93N0dMSnn36KyMhIREdHY+HChfqMDLyga4zMCkhWrlyJxMREvVDoWfunQYMG+P777y3ew0RE9HS5cuXChQsXICK4efMmatasCaWefK5TrFgxrFu3Dn369DG8/UTZhXZ+xNlNsq+yZcvi2rVruHnz5lMHvkzPl/v06YMVK1bg+++/R6tWrfTH+V3mxapTp46+XMvy5ctx7do1REdHo1+/fk/8zLS3t8fLL7+McePG4ezZs4iLi4OI4Jdffsn0Ofny5dO/ExH7k9inOZn2eeju7o6PPvoIs2fPxqJFizB69GgULVrUbN+MliJV6nEBYVJSEtasWaPf2ETsT2KfEtETGd4AohzD09MTJ06cQExMDEaMGKE/7uvri6lTpyI0NFRfWsJ0RobM8GKRdahcuTIOHDiApKQkbNq0CTVq1Mh038DAQFy6dAkigvj4eKxYsQIuLi6GH0NO07Fjxwwft7GxgYeHB0JCQhAbG4vAwMAnXmRwdHSEt7e32WPaDAwsMCIienbaYGmuXLlw8eJFiAiOHDmiF20+adYibYp6IvrnTAuvly1bhvbt2xveJvr3tWrVCiKCYcOG/a3nm/5O5ndSY5QtW1afwSg5ORl9+/Z9Yp+kf6x48eJo2LAh7t69i7S0NDRs2NDwY8rJ2J/ZD/s0e9HOj/z9/XHgwAGICNLS0pCcnAwRwaNHj9CtWzfkzZs309cICgrCw4cPcfny5SfuR+xPYp8SkRnDG0CUYwwcOFBfSkAb6NTWHXV2dkbv3r1x+/btTGdkIOuQ0RfO6tWrY9OmTUhLS8u0kEG72PfDDz9g3bp1iIqKwv379y0Gwem/9cUXX0BEsHLlygy3Ozg44NixYxARVKlS5Yk/A8WLF8fly5dRokQJw4+LiCgreNr0jko9vvCgzchw4MAB/VyJyy8RvRheXl44efIkRAT9+/f/R6/FAW7rNHbsWIgIPvnkk6f2U2BgIDw8PAxvM5lzd3fXB0hFBIsXL9a3PU8xdd++ff9RQQuxP4l9mlP4+Pjg7NmzSExMxMKFC1G1alVUr14dEyZMQExMDOLj49GzZ0+9CFv7Oahfvz62bt2KpKQknDlzRr/Wyxtf2J/EPiWiZ2J4A4iylSdNu7po0SKICCpXrgyl/vow1C4aOTs7Y8qUKRARhIaGYuLEiciXL5/hx0R/0frMzc0N/v7+Zttq1KiRaSGDVrSilMLt27cxfvx41K1bl5WdBqhcuTIiIiIsLgKYDo7NnTsXIoIVK1ZY9JHpRd6FCxdCRNCsWTPDj4uIyNqZXgQoV64cWrZsiR49euCdd96xKNz09/fH+fPnWchA9IKYnt9069YN4eHhGDZs2D9aUsL0NZ9lljl6cYYPHw4RweTJk6HUky/STpgwAX369OHvXyvz6aef4tSpU5g3bx7u378PEcGiRYv07c964b127doQEfz+++9wdnZm4RH7k9inlAFHR0csXrwYIoKxY8eaXeNzc3PDnTt39HMn08/LcuXKYdeuXUhNTcU333yDgICA5+p/Yn8S+5SIjG8AUbYxdepU9O/fP9PlAbZs2QIRwQcffAClzD8QtS8i3t7e+hechw8f4ssvv0SePHkMPzb6i7e3Ny5cuIBly5ZZDHCbFjJs3rwZr7/+utn2ESNGICoqCnXr1tUf44nRi6P9W2uzX+TJkwczZ87Ut2uDZK+88gouXbqE8PBwjBo1Su9n077q27cvYmJisGHDBt6dZiVsbGz0LyN8XxFZF9MLrkFBQbh3755+Z5qI4Pz58xg9erTZc1jIQPRiaJ+Z7u7uKFq0KH744QccPXpU3/53BkxMn9OpUyecP38ezZs3N/xY6bEmTZogKSkJR48e1c+L0xfYK6Xw5ptvQkQwceJEs4vBZDxbW1t91rhq1arp1xC++eYbs30ym7Zee7xw4cKIiorCpk2bDD+mnIz9mf2wT7OXgIAAXL16Fb/99pvZ456enjh16hSSk5MxfPhw/Xqw9n3F1dUVVatWRb169eDq6qr3u9HHk9OxP7Mf9ilRtmZ4A4iyhSZNmkBEEB0djZIlS5pt0z78tGns58yZo28z/cKiXZzfvXs3tm/fjtDQUFy+fJlrPVsB035q0KABQkNDERkZiXnz5iEwMNBsX9NChhMnTmDAgAGoUKECpk+fjujoaPzxxx/w9fU1/JhyOltbW/zxxx8QESxbtsxsm4uLC0aMGIFHjx4hPDwcy5Ytw8svvww/Pz/4+PhgxowZiIqKwtWrV/X+5x0RxsmdO7fZ393d3fHHH3/gzTffNLxtRGRu0qRJEBGcOXMGXbt2xccff4wpU6bgwYMH+pJbpvubFjIcOXIETk5Ohh8DUXbk5eWFK1euYOPGjdi/f79+h/7fec+ZnhN16NABoaGhiI2NRenSpQ0/zpziaeel/v7+OHXqFEQEW7ZsyXS5vMOHD+PBgweoV6+e4ceUkz3L94w6depkOEiq6d27N3r27Gn2WEBAAL755huICEaOHGn4ceYU7M/sh32aPRQuXDjTbW+88QZEBOPHj9cfc3V1xenTp5GUlISgoCD9nMne3h6dOnVCwYIFDT+mnIz9mf2wT4lyLMMbQJRtjBo1Sl9X1NHR0eKiX926dfU7Dj/99FP9cVtbW7MqvytXruB///sf3nnnHS43YAW06kwPDw80aNAA06ZNw7p16yAiuHv3LubNm2fRT6+++iqWLl1qdpepiODKlSv6lNkc9DZexYoV9YGzlStXmm3z9PTEiBEjcPnyZb3/Hj16hOjoaIgITpw4oZ/wskrXONWqVYOIYMyYMVDq8bI82jregwcPNrx9RPSXDz/8ECKCX3/9FWXLljXbtnLlSsTHx2PDhg36xQnt89fPzw9XrlyBiKBNmzaGHwdRdlSjRg1cvHgRSUlJEBGsX7/+b71O+gKGO3fuIDIyEuXKlTP8GHMK0/PSUqVKoX79+njvvffQrFkzi2V97ty5AxHBzp070aBBAxQoUACurq54++238fvvv0NE0K1bN8OPKSfT+szV1RXVqlVDjx490KlTJ9SrVw/Ozs5m+5oOkppOW9+lSxdERkYiKSnJbAa5Jk2aIDw8HKtXrzb8OHMK9mf2wz7NHlauXImkpCS89tprGW5v0KABRATz58+HUo+vO2Q0OKpte/jwIb7++mte92N/EvuUiP45wxtAlOWlH8D09/fHiRMn0KtXL4svLaNHj4aI4P79+2aFDNrrDBw4EHFxcWjWrFmmr08vvm/9/f1x+PBhREdH4+7du9ixY4c+mB0bG4u5c+daLPsREBCAd999F1u2bMGKFSswefJkrq1lRbQ+KFu2LCIiIjIsZHB1dUX16tWxYMECnD17Fnfu3MGmTZswdOhQ+Pv7sy+twHvvvacXmYwYMQInT55EUlIShg0bxju2iayIvb09Vq9ejcTERNSsWdNsm3ZutHHjRn3a3fRy5cqFjz76yPDjIMrOGjZsiJ07dyI5ORkPHjzAG2+88VzPZwGD8Uz7YNCgQbh69apZQfXevXvRqlUrfVa4atWq4datWxARRERE4NatW3rRWGJiIj777DPDjyknM/0u+ssvvyAmJsasP1etWoUWLVqYPadOnTr6kk3bt2/HDz/8gISEBNy4cSPDOxhbtWqV4c8PsT+JfZpTODg4YMOGDRARhISEZDhIWqpUKcTHx2Pfvn2oXLkyzpw5g6SkJAwfPtziusM333yD+Ph4zgzJ/iT2KRH9OwxvAFG206tXL/2u7Y8//lhfb0kphaJFi2L+/Pn6l5pZs2ahdevWKFOmDGbMmIHw8HCcPHlSHyAl43l6euLEiROIjY3FiBEj9Mfz5MmD0aNH4+rVq0hMTMTcuXMznDlDK2TRvuBy0Nt6aHf5PqmQQePq6mqxDAgvIliHZs2a6b9TU1JS0Lt3b71v2UdE1iEwMBD37t3Dnj17zB4fNWoURASbN29GhQoV9MdLlSqFV199FUpZfm7yc5To32X6WdmkSRPs2bMHIoIff/wRFStWfO7XYAGD8bSle65evYpx48Zh6NCh2LlzJ+Lj43Hr1i306dNHv9s3f/78+Oqrr3D48GE8fPgQN2/exLx588yK6nk+9eJp/+Z+fn64ePEiUlNTsXbtWrRr1w5DhgzBzz//jNTUVJw6dcpilqIqVarg2rVrEBEkJCTgt99+02cD1M6R03+Wso/Zn8Q+zcnc3Nzw7bffQkRw8+ZNs0FSW1tbuLu76zOyhoWFISEhAcOHD4eDg4PZ6/Tt2xfh4eFYv3692awaxP4k9ikR/W2GN4AoWxo+fDiSkpIQHR2Njz/+GK6urvq2YsWKYezYsWYV2qmpqRARXLx4UZ+inl9SrEPfvn31dbrt7e2h1OPlQpR6vMREx44dcfXqVcTGxmLevHkIDAw06z/2o7FMi0dsbW3NTmBtbGz0Ps2skEHra/al9THtj7CwMKSlpUFEMGzYMPZZNsCB6uylePHiiIiIwN69e/XHtBkY0hcwKKWwZMkSrFq1Cm5uboa3nSgnMD0/atiwIX777TeICL7//vunFiJkVMAQFRXFAgaDdOrUCSKCLVu2WPSBVqCyYMECBAQE6H1nZ2cHR0dH5M2bF15eXpn2L71Yzs7O+PHHHyEiCAoKMttWtWpVREVF4ebNm+jWrZvFeVNAQABat26Npk2bwsfHB0rx3Mpo7M/sh32avbi7u+O7777TB0lr1Khhtr1169Z4+PAhRAR79uxB6dKlzbaPHTsWkZGRuHjxon6DEz9D2Z/EPiWif8zwBhBlaaYfduk/+EaNGpVpIYNSCvXr18fs2bOxc+dOrFy5EiNHjkSuXLmgFL+8vGims2Wkp82cUblyZSj1V2W8xt3dHSNGjICI4O7du5g3b16GMzLQi5N+1gsfHx98/fXX+O2333D27FnMnTtX789nKWRI3+dkPWxtbdG1a1dcvXpVr7oWEQwePFjfh19Ksob0n3va+5KyFtP3W/78+fU/58qVC5cuXcKDBw/g6uqKgQMHZlrA0KpVK4gIpk+fzp8Don+R9nvWyckJ+fLlQ/369fXzofRMCxmWLVv2TAUJnTp1wu3bt1nAYCA3Nzf8+uuviI2NxSuvvGK2LSgoCCKCDRs2oFq1ahn+bJAxBgwYgLfeesvi8ddeew0RERHYvHmz2eehi4sLTp8+jdjYWIwaNUr/LvukInqeD7M/iX1KGTP9DHRycsLKlSshIrhx44bFIGnPnj31pWW3bduG6dOnY/z48Th48CBEBJcuXdJvTONnK/uT2KdE9K8wvAFEWZb2Yefu7o7OnTtjzJgx8Pb2NtvnaYUMT3pdejEmT56M0aNHZ7pUwM8//wwRQZcuXTJ9jdy5cyM8PBwigtjYWMydOxd58uQx/Nhymvfff1+/QKDdUejv74+zZ8/qa/2mpKRARPDw4UPUq1dP7+uMChmWLVtm+DHR0/n7++tfXN5++229kGHgwIH6PjY2NrwwZMW0QiEnJyd8/PHHmDt3Lnbs2IHJkyejbdu2hrePnt+kSZMsfocuXboUIqJPn/vTTz9ZDKBWr14dR48exbVr1ywuSBDR36d9v/D19cWKFStw+/Zt/fPyt99+Q82aNS2KetMXMpQtWzbT12/WrBnu3LmD2NhYFjD8x0xnT0i/rWjRooiLi8P69evNHs9s6Z5KlSoZfjw5nTY18qBBgyzWbO7fvz9EBB988IH+mKurq77Oc1BQkP4cd3d3vPLKKyz+Y38S+5Seg/ZZ6uPjgwEDBmDt2rXYtGmTfo508+ZNVK9e3ew5bdu2xbZt25CUlKTvFxwcjIULFyIgIABK8bou+5PYp0T0LzK8AURZkvZh5+/vj+3bt0NEcO7cOTRs2NBsu1KWhQymFwhN9+MA24vXoEEDiAgePXpkcWFW64/hw4dDRDB79uwMX0NbbmDz5s34+eefcerUKaSkpLCQ4QWbOHEiRATz5s2Ds7MzlHq83MeWLVsQERGBadOmoXDhwmjUqBEWL16sn8i+/vrren+bFjI8ePAAIoK5c+cafmyUMdPfn6YX8tu1a5dhIYPp9saNGxvefjLvR1dXV+zevdtsiSXNokWLzJZ2IetWunRpxMXF4f79+2YzExUpUgTHjx+HiODWrVv6OZOmXr162LdvH9LS0tC5c2fDj4P+4ubmhsmTJ8PJyYnnq1mQ6feW8+fPQ0Rw8OBBTJs2Db/++qt+Ya9Dhw7w9PQ0e65WyJCSkoKNGzfipZdeyvD/0bx5c+zcuZMFDP+xBg0aYOPGjZmu4fvSSy8hKSnJbEaxJy3ds2vXLrN96cWaMGECRARLly5FiRIlLLYPHjwYIqIXdHp4eOD06dMWg6NKKRQsWBCRkZFo06aN4ceVU7E/sx/2afamndP6+/vj5MmTCA8Pxx9//IGRI0di9+7duHDhgj5I+tprr5k918/PDxUqVECLFi3QsmVL5MqVS78OxcFR9iexT4noX2V4A4iyHO1D1M/PDxcuXEBsbCy++uoruLu7Z7ifUpaFDNoHJxnL0dERQ4cORfv27aHU47uA068D26hRI30gTdtPYzpwGhISgrlz56JVq1Y4d+4ckpOT8eWXX7KQ4QWwsbFBmzZtcOPGDb2QwcHBAYGBgXj06BEmT55sMQA6Y8aMJxYyVKxYEefOnUOxYsUMPz56LP0XDW2qeu13reldLaaFDIMGDTJ7PDo6Gvfv37f4nU3GcXZ2xqFDh5CamopvvvkGhQoVQqVKlVCnTh19lpuvv/7a4u4nsl6rV6+GiGDGjBn6e9Pe3h6tW7fGuXPn9Lu/33rrLbRt2xZjxozRi8f69u1rePvpLw4ODti/fz9u3LhheFvo7/Py8sLBgwcRExODcePG6Y9XrFhRL2y4fv06OnfubDFA/vrrr+PChQsIDQ21mLnMVGYD6/TvcHFx0ftq6NChGe5TpkwZpKam4tq1a/D19dWXvMuogOHdd9+FiGDixIksTjJAkSJFEBISgvPnz+vntHnz5kWrVq30fXr16gURwTfffIOAgACcOnUqw8FRpRRWrlyJxMRE1K5d2/Bjy4nYn9kP+zRncHNzw/79+yEiGDJkiP64vb09XnnlFaxZsybDQVIOglon9mf2wz4lImUFDSDKklxdXbFx40YkJydjyJAh+mB2+g/JjAoZHj16hF69enEwxmDp1yP08/PD0aNHMWzYMIsLtCNHjoSIIC0tzaKQwcbGBgMGDEBMTAyaN28OBwcHvPPOO/oUgsuXL7cojKB/n729PZo3b64XMsyePRsdOnRAcHCwXsBga2tr9p6cPn36EwsZtPd1RtP10oul9YGzszNGjRqFX3/9Fffv38fmzZvRt29f/T2mLSOilHkhw//+9z8sXLgQDx8+RFhYmMWFfDKOjY0NpkyZAhHB9OnTLZZdOnnyJEJDQzFnzhyLqc7J+mi/YytVqoR79+7h0KFDZn3q4uKChg0b6hciTJ06dQofffSRxWuRsQICAnDz5k08ePAAPj4+hreHnp+9vT0mTZqE+Ph4TJo0Sf+sfPnll7Fq1SqICA4dOoS4uDiEhISgc+fOFjMy1KpVC7lz54ZSfG8aqUqVKpg9e7b+XtT60vQ76Pfff4+UlBT99+zGjRtRsWJFs9epUaMGTp48ieDgYFStWtXw48qJKlWqBBHB8ePHodTji/T379+HiKBUqVJQ6vHv36tXr+Lhw4cIDQ1FUlISBg8ebHGuNHjwYERFRWHJkiXPtHwlsT+JfUqPNW7cGCJitgyT6TWFgIAA/PDDD/ogKZe7s27sz+yHfUpEygoaQJQlNWnSBHFxcdi4caN+0SizC3qmF5W0pQkuXrzILy9W5tNPP4WI4N69e/jss8/MChl8fHzwv//9Tx9omT59Otq3b4+yZcti1qxZCA8Px6lTp5ArVy4o9XigtXXr1nj48CG+++47w48tp7C3t0eLFi1w48YNJCcn48iRI7hy5Qq8vLzM7tI3fU+aFjLUr18fSvHivLXR+svNzU1fmzs8PBw3b95EREQERASbNm3S33+mX2jeffddREZG6n185swZlC5d2vBjor/Y29vj6NGjOH/+vNnsGLa2tjh8+DBEBOPHj9cH1FjIkDX4+/tj27ZtEBH0798/w33atWuHPn36YOzYsahfvz4KFSqkb+PvYethY2ODrVu3Ii0tDSVLljS8PfT8SpQogYcPH2Lnzp36Z2SpUqX0GVM+//xzKKWwYsUKiAguXbqU4YwM2s+D0ceT02l98NVXX+HAgQNwc3ODUn/NSPXee+/h1q1bEBGcP38eTZo0MXt+3bp1sXv3biQnJ6Njx46GH09OZWdnhwMHDkBEMH/+fNy8eROPHj0yu0HCzs4Ow4cPx6NHjyAiWLduHfz9/c1eZ8iQIXj06BFOnz7NGQDZn8Q+pefUs2dPiAh69OgBpcyvJWgqV66Ms2fPQkRw48YNVK9e3fB2E/szp2CfEpGyggYQZUmTJ0+GiOC9996DUs83TVHfvn316ejIejg6OmLQoEEICwvDw4cP0adPH/j5+enbfX199TVl07t48SIKFiwIpczvGOedTS+eVsigXbwNCwtDYGAglDJ/n2ZWyFCzZk3Dj4H+ol2od3Z2xoEDB5CcnIy5c+fqA9qtWrXSLxrt2bNHv2hk+sXm1VdfRceOHdGxY0fkzZvX8GPKiZ60Rnrp0qUhIvj+++/N+v3gwYN6AYNpcUOLFi3M7tYnYzzLeU+zZs3096bpRVtO7Zg1mA5Wf/fddxARToGcRWmfoQ0bNoRSCrlz59aLc2fOnKnvV6JECURHR0NEEBISgp49e+oD5GRdcufOjbCwMP3OtPT99Pnnn+Phw4eIjY3F119/jTfffBMNGjTA4MGDce/ePYgI+vXrZ/hx5FQ2NjawtbVF9erVcfXqVaSmpiI5ORkjR47U99E+K4sUKYJFixYhOjoaoaGhWLBgAZo3b44PP/wQP//8s/5+LVCggNnziP1J7FN6un79+kFEsHTp0kz3sbOzw9atW/VrRvHx8ahcubLhbSf2Z07APiUiZQUNIMqSFixYgNTUVLz11luZ7qN9Oalbty68vb0z3U7G0/rCwcEBQ4YMybSQQSmFpk2bYty4cdixYweWLFmCYcOG6XeAZ9anvGvtxdIKGYKDgyEi2LBhA5ydnS36yPTPCxYsgIjoFxfIetjZ2WHevHlISEjAlClT9FlsihUrpg+saVN77t69O8NCBjLOxIkTcePGDbzzzjsZbi9TpgxEBDt37tT7O7MCBqUU/vjjD6xZs4ZLMlmJ1157zaI4SPvM8/T0xPbt25GSkoLGjRtn+hr8jLQuGfXHxIkTISLo27cv+yyL0c517O3t9QLAmjVrIjo6GsuXL9f3c3Z2hre3N0JCQrBr1y6ICI4ePcqZ46xYuXLlcObMGX3JCNNCBhsbGwwdOhSnT582K7xOTU3FhQsX0KFDB7N9jT6WnKpIkSIICwtDUlISkpOTMXv2bL0fTfulSJEimDBhgr5sXlpamj4z2Zo1azIs2Cb2J7FP6emqVq2KmJgYnDhxIsMZG7VrCgMGDMDWrVuxZcsWpKWl6X1K1oX9mf2wT4lIWUEDiLIU7YvKl19+CRHB119/neHU1tp+9vb2OH78OCZMmMALRFYis37QpmB9lkKGjPALqfFM+9bR0RHNmzfHtWvXICL48ssv9UIG0/1M+83LywtK/TWbBlmHV155BY8ePcLPP/9sVsCwZMkSiAjmzZuHfPny6Rfy9+7dqxcWsS+N5efnh+XLlyMlJQVHjx41K2TQ3oeurq44fvw4QkJCULZsWX3a1owKGKZMmQIRQdeuXQ0/NvrrXOjw4cMYO3YsvL29LYpLBg8eDBHBgQMHnumzlIzl6uqKFStWYN68eRg8eDAaN26MChUq4OOPP4aIYMiQIYa3kZ5f+nPUNWvWQETQoEEDKPXXObCdnR1CQ0MxdOhQDBw4kDPHZQHlypXD+fPnMyxkUOrxbEc9e/bE3LlzsXjxYrz99ttmF4D5/dQ4dnZ2mD9/vj4bVXBwMBISEjB79my9INf0vevs7IxChQph6NChGDFiBIYMGYIqVarofc7vouxPYp/S88uXL5++ZOVXX31l9v3T9KaI/fv345dffoGTk5N+kxr71PqwP7Mf9ikRKStoAJHV0j7s7Ozs4O/vD0dHR31bvXr18ODBA5w5c8ZirSXTD8kZM2ZARPDpp58afjz014Cmi4sLqlatinr16qFKlSoW+2VUyODr66tvt7Gx0S/68eKfMbT3mfbf3Llzm/WRUgpOTk5o0aKFfkfEvHnznlrIQNbnzTffxOnTp/UlCfLmzatPg71w4UJ9v1GjRiE5ORkigh07diB37tyGt50eT0/+5ZdfIikpCcePH7coZLC1tcXChQshIoiKikJqaiqCgoLg4+Nj9jpdunTB3bt3sWfPHvatlQgKCsKvv/6KpKQkiAhOnjyJL7/8EqVKldL3cXBwwOHDhxEWFqZP6cjPTetkZ2eHbdu2Zbhslva7NSYmBv/73//w+eefo127dnjttdf0AVGtEJCM8SznRZrNmzdbLKFlZ2eH8ePHIy4uzmyQm+dI1kv7Xfq0QgayXiVLlkTTpk3h6emJVq1a6YOkM2fO1AdJ+ZmZdbA/sx/2adb3LOdH2hJ42jWjkiVLmm3/7LPP8PDhQ7PlRNjv7E9inxLRC2N4A4iskjbY7e3tjS+++AK7du3Cp59+qlf55c6dGxs2bNCnL69evbrFjAx9+vRBREQE9u3bZzEYQy+edkLk7++PHTt2IDY2Vj8Jmj59usVJkIODAwYPHoywsDA8evTIopCBjGP6/pw1axaOHDmC+Ph4hIWFYdasWahVq5Z+wurk5ITmzZvj+vXr+gmv9l7lhfmswdfXFzVq1NALydq0aYO4uDisWrXKbL969epBRHD79m39Qj6/uFiHEiVKYN68eRkWMiil4OHhoc+kERoaajYIrpTCyJEj8fDhQ4SGhqJ48eKGH09OZzrDibu7O2rXro1Nmzbh5s2b+kD3nDlz8Pbbb0MphfHjx0NELN6zZH0qVqyIIkWKoGbNmujVqxfGjRuHzZs34/fff4eIICUlBampqWbFDYmJiQgLC8O2bdu4jI9BnuW8SNvXwcEBc+bMgYhg7ty5KFGiBFxdXTFixAg8ePAAe/bsYUGKlTA9T82bNy/KlCmDkiVLokiRIhb7li1bVi9k2LRpk36XmjbLBlkv7VzV3d0d7733Hi5fvozExETMmjVLn1mMsg72Z/bDPs26nnZ+9H/s3Xec3FW5P/BnNm2TbBIIhFCl10uVEqQHxKw0FZArXi8drxcERSyIoKCAgFylXgXhSpOOWBDpRSRIFSLSQ5GehJBkN8kS8t3z+4PfjrtpJu5kzszk/X69nleSmUn2sxxmdnbP833ODjvsUP5au++++5bf3z7yyCPp4osvTgcddFD65S9/md5///303HPPpeWXXz7757Qkl/VsvLKmSqmFrOwBlKq56r7Z/fDDD6dZs2alJ598Mm255ZY9xiSvu+666fHHH09FUaQnn3wyXXDBBam1tTXtueee6aqrrkozZ85ML7/8cnkUq820/DV8+PD017/+NRVFkR566KF04403lq8gvemmm9KoUaN6PL57I8Nbb72VjjvuuPJYKpWnuj8/uzY9n3nmmXTHHXekt956K82ePTs99dRT6eijj+5xrEv3RoZzzz3XGc81XnO+Xnb/84MPPpjefffdtNFGG6WIKDc3rL/++umFF15I++yzT7r99tvTxhtvnP3zUP+otdZaa4GNDGuvvXb57O7nnnsuXXrppemCCy4ojw588cUX53kGolr8tTDvX4YNG5bWXXfd9LOf/aw8/aZr5ONJJ52U3nvvvfTaa6+l7bffPvvno+auro3O+a31SiutlCZNmpTGjRuXWltb05FHHpn+53/+J11++eXpL3/5S3r88cfTJptskv3zWBJrYd8XHXXUUeX13WabbdKbb76ZiqJIr7zySnrppZfKr72rrLLKAv9fUIuvujccdG9g+OpXv5qefPLJ1NHRkaZNm5beeeeddPLJJ8/V8De/RgZNu/lrzjXo06dP+Qf33Z9rAwcOtElaB2U9G6+saePVwr4/+upXv1p+7JgxY9Kf//znNG3atB4TyR599NHy+yNfU62nsqZKqapX9gBK1WQtvfTSady4cWnq1KnpBz/4wVxXlnV9I7Puuuum3/3ud2nixIk9xu3OmjUr3XPPPeUGBl9Ea6P+53/+J02YMCEdd9xx5R8Ujh49Ot17772pKIr0+9//Pm299dY9/k6/fv3Ssccem4qiSH/961+NaK2BGjp0aHrwwQfT9OnT00knnVTexB45cmT68Y9/nIqiSHfeeWePtexqZHjhhRdSURTp1FNPzf55qH/UnK+R8/vzsssum95+++305JNPznV14VlnnZUmTpxoYkoN1z9rZFhqqaXSddddV95QK4oiPf/88+lnP/tZWnXVVbPnXxKr+3Nx6623TgcddFA655xz0qGHHpp23HHHef6djTfeOB111FHp9ddfL09m6FrP+f0dVTvrHNFz2kZTU1Nafvnl08SJE9Orr75aPpapq4YNG+a9UeZa2PdF3Y/A23nnndPtt9+epkyZkp555pl09dVXl69e8n1L9WuHHXZI5557blphhRV63H7aaaeloihSe3t7+uMf/5geeeSR8uvpbbfdlvbcc88ej5+zkcFZ7Pmr6/V06NCh6Tvf+U66+eab0xNPPJGuu+66HlNSumpem6RdY+tV/rKejVfWtHFrYd8fbbPNNuW/s8oqq6SPfexj6bjjjkvHHnts2nPPPcuTdX0ttZ7KmiqlslT2AErVXPXr1y/97Gc/S0VRpO9+97vlBoY5vxh2NTKMHDky7brrrulnP/tZuvTSS9P555+fPvOZz5Sv2PdFNF91fUPa9evjjz+err322vKadK3hlltumW6++eYFNjL893//d1pppZWyf04q0te+9rVUFEU677zzym9yu9b56aefTu+++2466aSTekxO6VrHvffeOz344IPpIx/5SPbPQ/1j3SI+PPqja4P0lltuSd///vfT3nvv3eOxyyyzTJo0aVIqiiIdeOCB5dsPP/zw9Prrr6df//rXcx3to/JX9yuY5mxk2HfffXs8tm/fvmnkyJHpYx/7WNp6663T4MGDezzPVZ51O+GEE9K7777b44qHDz74IJ111lnlx8z5fmedddZJn/3sZ9Ojjz6aiqJIxxxzTPbPSf2jBgwYkA488MB09tlnp1tuuSWdfPLJ5SNA5lX3339/mjRpUlpttdWyZ1c96199XzR06NC04oorpoEDB5b/nu9bql/LLrtsufHg7LPPLjeTfPrTn05TpkxJ1113XXnSSb9+/dJnPvOZ8uvq/fffn3bZZZce/173RoZf/epXpo9lrO5NuF3H8kyaNKl89FlRFOmII45IQ4cO7fH3um+STps2LV188cWadGugrGfjlTVt7PpX3x/Nq0yoyl/Ws/HKmiqlFrKyB1Cq5mr48OHpueeeS4899lj5i+C/+sXQF9H8tdxyy6UnnngiHX744elPf/pTuZt+zqu4t9hii/T73/9+vo0MXeWHu/nrV7/6VZo4cWKPHya0tLSkJ598Mr3//vvp29/+dvlK0cGDB/e4arRPnz7lN8DdrzRVearr+TRo0KB01113paIo0uzZs3tslJ5//vk91uqoo45KM2fOTJMmTUpXXnlluvnmm9Ps2bPTG2+8kdZZZ53sn9OSXgvzde+fTWRQtVWnnHJKKooiPfbYY2n//fdPn/nMZ9Lhhx+epk6dmoqiSJdccslcV+d3r4EDB6atttpqkf4fUYu3FuU1t6uuvfbaVBTFfN8fqXy1qO+LbGrXVjU3N6fPfe5z5SMjzjvvvDRw4MB05JFHpokTJ6ZNN910rr/zsY99LN19992pKIp06aWXznX/v/3bv6Wnn346FUWRTj/9dN+/ZKiur3XDhw9PTz75ZJo5c2b63//933JT/BlnnFFuCPzGN74xz03SfffdN02aNCm9+OKLadiwYdk/pyW5rGfjlTVt/OrNz41U7ZX1bLyypkqphazsAZSqudpll11SURTpwgsvTBEx11ES3at///7l+/1QvjbrW9/6ViqKIrW1taWiKNIhhxwy38d2b2T4zW9+4+zuGqg5n1fLLLNMeu2119Kzzz5bPut38ODB5R/8fvvb3+7RpbvffvulU089VcNCDVdzc3N68MEH0wcffJAuueSStMYaa6TNN9887brrruUx9N07s1dZZZV08sknp5kzZ5af2/fff78GhhqorudZv3790jbbbJO+9KUvpRNOOCHttttuaf311+/x2LXXXnu+jQy+ntZO7bfffmnWrFnpzjvvTBtttFGP+y666KI0Y8aMdOedd6bVV199nn9/flOsVL5a2NfcOSeR/ehHP0pFUaSDDjoo++ewJJf3RY1ZAwYMSPvss096+umn06xZs9L555+f7rvvvnTjjTfO9+/stNNOacqUKakoivTZz352rvu32Wab9NZbb6XHHnvMFcKZauDAgemqq65KbW1t6fjjjy+/l11zzTXLjWGzZ89Os2fPTscee+xcm6CDBg1Ke+6551zHjCjrqaypmn+VSqU0fPhw748apKxn45U1VUotYmUPoFTN1ZgxY1JRFOnXv/71fK9a6bp9k002SYceeqhR1zVU81qzs846q9xF/z//8z8LvAJtiy22SL/5zW9SURTpsssuW2ATi6rOWg4dOjRtsMEGKeLDHxQ89thj6b333iu/oR03btw83+RGfHiEyPjx49MyyyyT/fNRc1epVEpnnnlmKooi/ehHP5rrufnkk0+m119/PZ177rk97uvfv3/afPPN0yGHHJK22WYb61sD1X2qxq9+9as0ffr0HscOvPHGG+kLX/hCj78z50SGOY8PUfnr4osvTjNmzJjrTODvfe975fdKm2++efacauFqUV5z5zyaZ++9905FUaSvfOUr2T+PJbW6vy/qatzzvqhxqrm5Oe2zzz7pmWeeSZMnT06vvfZa+v3vf99j7eesk08+ORVFkb73ve/Ndd/QoUPT008/nd588820yiqrZP/8lsTaa6+90rRp09IVV1xR/p5ygw02SNdff30qiiKddtpp6dBDDy2/V/ra174236u5TdPIX9az8cqaNm7179/f+6MGKuvZeGVNlVKLUNkDKFVztcYaa6S33347jRs3Lq288sopoufY+e5XQP35z39O9913X1p22WWz51Y9RwKOGjWqx30/+clPUlEUafr06Qs88zki0tZbb50uu+wyP/CrgVpqqaXSa6+9li666KLybZdeemkqiiKde+656W9/+1t6//330/HHHz/XaLHTTjstzZw5M33729/2Q4Uarf79+6dHH300PfXUU2nw4MHl2/v06ZPGjh2biqJI3//+98vj5YzArs3qeu0dOHBgeuyxx9Ls2bPTzTffnA455JB0zjnnpNtvv73c0DDnBmhXI0NbW1t66aWX0l577ZX981Ef1tJLL53eeOON9NBDD/W4/cQTT0xFUaTf/e53aeONNy7fvskmm6Q999wze241/1rU19zuX1f/8z//MxVFkdZbb73sn8eSXF3Py/PPP7982y9+8QvvixqkuhoZxo0bl4qiSFOnTp3nc65r/Q466KBUFEW6/vrr53rM5z//+VQURbr99tvTkCFDsn9uS2J99atfTTNnzixPwlhttdXKz9ezzjqr/Liu7226xtYbS1+bZT0br6xpY5f3R41V1rPxypoqpRaysgdQKkstaJzx8OHD0/3335+KokjXXHNNj/u6Hx1x/PHHp46OjvSTn/zE1fo1VIMHD06TJk1KRVGknXbaqcd9XRMZ2tra/ulGS9++fVOEjvrcNWrUqFQURXrvvffK53CPGjUqvfzyy6koijRz5sz0gx/8YK6/d/TRR6cJEyakP/7xjzp1a7g23HDDVBRFuuSSS8q3lUql9MADD5Q307pGy0VE2mOPPdK///u/Z8+t5q4+ffqkyy+/vHxFaPcJRcOGDUvf+c53yo0Mc46jX2uttdJll12W3nrrrbTaaqtl/1zUh7XccsulCRMmpGeffbb8w9r5NTBERDr77LPT2LFj03LLLZc9u5p3/SuvuZ/73OdSxIdNhV3nRKt8tc0226SiKNLLL79cnlLlfVH9V/fvTQcNGpT23Xff9Mgjj6SiKNJNN91Ufu6VSqUej/3Sl740zwbBgQMHptNPPz298MILcx3npBb/GnZVv3790nbbbVd+T/TFL34xffDBB+VjK7vq0EMPTR988EH6+9//noqiSP/93/+d/fNZ0st6Nl5Z08ar+f1ct+siNO+P6qusZ+OVNVVKVaiyB1Cq6tW1KT1gwIC0wQYbpL322ivtscceacCAAeWN68022yxNnTq13Miw4oor9tjM/sY3vpEmTpyYnnjiiTRy5Mjsn5PqWVdffXUqiiJNmDAhjR49usd93RsZ9thjj+xZ1T+vH//4x2n27NnpS1/6Uor48CrEU045Jb311lupvb09/fCHP0yDBg1K/fv3T0sttVQ677zz0vTp09PLL79cnqbiHPbarI022igVRZH+8Ic/pIgPv5mZ32ZaqVRKjz32WLrqqqsc4VODtdpqq6U33ngjPfDAA+XGvq6vqV11/PHHp6Io0uTJk9Nmm23W47411ljD19NM1f31sXtTZqlUSnfddVd666230gorrJCOO+64+TYw7Lnnnmn27Nnp/PPP9/ys4fpXXnOvvvpqa1pjddlll6WZM2em3XbbLUV82GDifVF91Zz//buOb+l6DW5paUn77LNP+utf/5qKokiXXnrpXBPiRo0alf72t7+ljo6OtPPOO8/1MVZYYQXntFepun5OMHDgwDRmzJhyg1H3GjJkSHrqqafSCy+8UJ7i2PXa+vGPfzy9/PLL6cc//nF65plnTAO0nsqaqoVc0wEDBqRVV101bbfddmnUqFGpT58+5e9Bl1566XTqqad6f1QHZT0br6ypUqqClT2AUlWtri+iw4cPTzfccEN67733yleGPvLII+mII44oj5IbM2ZMuZHhL3/5S7ruuuvST37yk/KUhvHjx5e/eXG1fm1U93X42c9+ppGhQarrHO4XX3wxLb/88iki0siRI9Ppp5+eXn/99fI6P/XUU+UpHH/+8589P2uoutagVCr12CQbMmRIGjduXHr++efTOuusU359nXMzLSLSGWeckYqiSIcddlj2z0fNXbvvvnsqiiKdeeaZKSLmOaGoubk53XTTTakoivT5z3++/P9E7uxLcnV/fRwzZkw67bTT0hZbbFFemzPPPDMVRZFeffXVVBRFuvHGG9Pmm2/e498YNWpUGjt2bHrttdfSjjvumP1zUv8or7mNWUcccUQqiiI98MADaamllkoRH74v+uEPf+h9UR1U9//+n/70p9NPfvKTNG7cuHTLLbekSy+9NG244YYp4sNGwH322Sf97W9/S0VRpHHjxqX9998/jR49Oh188MHpoYceSkVRpC9/+cvZP6clubquJhw+fHi65ppr0vTp09Ndd90113GT2267bSqKIt19992pb9++PRo9r7vuuvTYY4+liH8c4+N5aj2VNVXzrq7/9ssss0z63e9+l95+++3yz3UfeOCB9P3vf7/8c6OVVlrJz41qvKxn45U1VUpVuLIHUKpq1fXFbtlll03PPPNMKooi3XXXXemYY45JP//5z9PEiRPT66+/ns4444zyiKLNN988Pfjgg2nixInlL7h///vf01VXXVW+ssUX0dqqRW1kmDx5ctpnn32y51YLrltuuSUVRZGOPPLI8qbnsGHD0i677JKuvvrq9Oyzz6Y33ngj/frXv05HHXVUuRnJ8zN/df3gaMCAAekb3/hGuuGGG9JHP/rRFPHhD+i7zhidPHly+uCDD9Lxxx+fll566R7/xmGHHZbefPPNdPfddxtVXwPVtabdf7j36U9/OhVFke688840YMCA+f7dk08+ORVFkX7yk59k/zyW9Or++njccceld999NxVFkb797W+Xf0A7bNiw9NRTT5W/lm6//fY9/o2Pf/zj6Y9//GMqiiIdeuih2T8n9Y/ymtu41b9///TII4+kt99+O2266abl270vqv3q3rh3yimnpA8++CAVRZFmz56d3n///VQURZo0aVL68pe/nJZaaqnUp0+ftM8++6THH3+8/L3olClT0htvvJEefPDBHsczaQqsfnU9n0aMGJGeeOKJNHPmzPTrX/86rbHGGnM1c2644YZp4sSJ6dlnn01Dhgwp33700Uent99+O1144YWpT58+1tF6KmuqFqKWWWaZcpPfn//853T11Venl156Kc2YMSMVRZHuuOOO9JGPfKT8WO+ParusZ+OVNVVKVbCyB1CqqjV06NB07733pmnTpqUTTjihvAGz5ZZbpocffrj8g6Mzzzyz3Jk9YsSItN5666VPf/rTaY899kgrrrhieeSnL6L5qmsTbV5/nl8jw0477dTj73RdZfjcc88tcNNNVXctu1fXWu69995p+vTp6eabb57n4wYPHjzX+Wh+wJC/utZ20KBB6Q9/+EMqiiK98MILaY899ii//g4fPjw9++yzqSiK9Morr6S11lqrx7/xne98J02YMCG9/vrrc92nql9dz6vBgwen5557Lp111lkp4h/HSbz00kvpYx/72Fx/r2u9x4wZk4qimOd5h6r66xgR6fTTT09FUaQHH3wwffzjHy/f3vX6u8EGG6QXXnghFUWRHnvssfSNb3wjHXnkkenMM89M06ZNm+d57Cpvec2t71qY90WnnXbaAhvCvC+q7TrxxBNTURTp1ltvTbvssktaa6210ic+8Yl0ww03pKIo0rRp09K3vvWt1NzcnJqbm9O+++6bHn300fT++++na665Jm2++eY9vnextvlq6aWXTuPGjZvr5wtz1uDBg9Ott96aiqJIjz/+eDrttNPSTTfdlGbPnp1eeOGFtOKKK2b/XJT1bMSypo1VpVIp9enTJ/3sZz9LEydOTMcdd1z5vhVWWCEddthh6cknnyxftDbnsUreH9VWWc/GK2uqlFoMlT2AUlWrPn36pJNOOim1t7enH/3oR+XO64033jhde+21qSiK9Pvf/z6NHz8+TZkyJf3oRz+aa8Scqq1abrnl0gknnFD+c/fmhe6/v+SSS1JRFOmdd96Zq5HhxBNPTKuuumr2z2VJr5EjR6bTTjstrbHGGj2ufOiqlVdeuTxB5YADDijf3v3NbNfvvcGtjepah0GDBqVHH300zZw5M1144YU91rfrebrhhhum5557LhVFkf7617+miy66KJ199tnlK7zHjx+f1l9//eyfk/qw+vXrl373u9+loijS5Zdfnvr165eGDRuWfvvb35aPHBg5cmSPx3f9/oILLkhFUaS99tor++ehIh177LGpKIr0q1/9qjzCfF618sorp7vuuivNnDmzfDVwURRp7Nixab/99is/zutv/vKa2xjVdTzE+uuvXz4yonttvPHGacaMGWn8+PFp3XXXLd/ufVHt184775zee++99Oijj87zXPYf/vCH5WkpXcfetbS0pL333ju9/PLLqSiKtMMOO2T/PFSUf0jfdSzPnFd29+/fP2277bblaThDhgxJDz74YPlr6KxZs9IDDzxQPufZBRLWU1lTNf+17P7r3/72t3TjjTeW16RrbQcMGJB23XXX8ibpaaedlvr169ejQdT7o/xlPRuvrKlSajFW9gBKVa1WWmmlNG7cuPTnP/+5/MVz3XXXTVdffXX5C2dEpBNOOKF8bMSPfvSj8ohdXzxrq/r27Zsee+yxua5Cm18jw1133ZWKokgTJ06c62iJiAVf9aYWb/Xv3z898cQT5StGr7322jRq1Ki5pmN8/vOfT7Nnz06XXHKJ52OdVP/+/dNvfvObVBRF+t73vlceUd+9ul6PR4wYkW666ab0xhtvlH9w9OKLL6aLLrpIo1ENVPfXyJ122ilNnDgxff/73y9PJoqItOmmm6bJkyenoijKI+y7/7DwsMMOS5MnT06PPvqoEfU1UOutt1566aWX0vjx4+dqYFhuueXSDjvskH7wgx+kz33uc6mlpSX169cvbbbZZumggw5KhxxySNpiiy16XDnhdTl/ec1tjOrXr1/6y1/+koqiSG+++Wa677770p577plWX331Ho+77LLLUlEUPRqJVO3XkUcemWbPnj3XETzdv87+9Kc/LU+L62qqb25uTvvvv3/6whe+kP1zUFFek7/+9a/pqaee6rF+/fv3T0ceeWS67bbbUlEU6f3330+XXnpp+shHPpIGDRqU9ttvv/SlL30pjR49uvyzBpuj+ct6Nl5Z08aqkSNHprfeeit985vfTPfee295gtyc0zUGDBiQDj744NTe3p7+/Oc/m7pao2U9G6+sqVJqMVX2AEpVrYYPH56uvPLK8pjrESNGpB//+MepKIr04x//uPy4NddcszweecKECel///d/07Bhw7LnV3PXXnvtlSZOnJiKokjnnHNO+fbu32B2fbP6ne98J82aNav8g/p5jTtX+Wq77bZLF110Ufns9Q8++CBdd9116eCDD04RH26OfeQjH0mvvPJK+uCDD6xfndQnP/nJNHPmzHTjjTfO9Y3LJptskr7+9a+n6667Ln3lK19Jyy23XGpqakorrLBC2mGHHdJ2222XhgwZ4huaGqrBgwenrbbaKu22227pnXfemecP9T72sY+lKVOmpKIo0jPPPJN+/etfp2OPPTZde+21acaMGWnChAlpvfXWy/65qEif+MQnUlEU6dRTT+1x+957710ep9tV11xzTVp77bWzZ1YLLq+5jVOjRo1K3//+99P999+fiqJIs2fPTs8880z6wQ9+kDbYYINUKpXSXnvtlYqiSI888kiP6TeqtuuKK65IRVGkT3/60yli3kfiDRo0KD3xxBNp6tSpaYsttpjr/giNY7VQq622Wpo1a1a69957U8SHG6YrrbRSeWP0rbfeSvfdd196++23U1EU6Ywzzpjnv2Mta6OsZ+OVNW2s2mKLLXp8f/Ld7353vo8dOXJkev75500vquGyno1X1lQptZgqewClqlpDhgxJLS0tKSLS5ptvniZPnpyuv/768v1dV5T+6U9/SjfccEN699130/PPP5+GDh2aPbuad40ZMya99957821k6Pr1wAMPTH/605/Sb3/729TR0eFMwxqs5ubmNGLEiHTqqaeWp2x0HfPy1a9+NZVKpfIZwr/4xS96XAGuarO6Jtt89rOfLd9WKpXSD3/4w/JI5K66+uqr0yqrrJI9s5p3NTU1pXfeead8dmHXDwO7V9cP+D760Y+mO+64o/z4oijS9OnT0z333JPWWWed7J+L+rA++clPpqIo0rnnnpuGDBmS1lxzzfIY86Io0vnnn5/OOuus8rEDc141rGqvvOY2VpVKpdTU1JQOOeSQdOGFF6bZs2eXp4rdfPPN6VOf+lR67rnn0muvvZY22mij8t/JnVstuC688MJUFEU677zz5nl/U1NTam5uTrfccksqiiL9+7//e/bMat7Vv3//dMcdd6SiKNIll1ySrr766vTGG2+kWbNmpeuuuy6tuOKKqVQqpc9+9rOpKIr00ksvpeHDh7uiu0bLejZeWdPGq+233778XvYXv/hF6t+//1yP6Zo69n//93+pKIq0yy67ZM+trOeSUtZUKbUYKnsApbJV1w+Qus7l7j7yeuLEiemUU05Jn/rUp9Lyyy+fPatacM2vkaH71YR33313uWGlqynFN6e1W6uttlraf//907hx49LUqVNTURTp6aefThdccEFqa2tLb7zxhqsO66C++MUvpqIo0sknn5zWWWed9PGPfzz9+c9/TkVRpOeffz7953/+Zzr22GPTiy++mIqiSHvuuWf2zGr+tcsuu/QYO7/++uvP97EjRoxI//Zv/5YOO+ywdMghh6SPfvSj5ckNqjZqxIgR5ek348aNSxMnTkyzZ89Ot912W9p1113LjzviiCNSURTpyiuvzJ5ZLbi85jZ2bbbZZumb3/xmevzxx8tndXe9Jl9++eXZ86mFq0984hOpvb09Pf3002mnnXaa7+OuuOKKNGXKlLTJJptkz6zmX+utt156/PHH04wZM1JRFOkPf/hD+o//+I8ezdaDBg1KU6dOTTfccEP2vMp6LmllTRuvdthhh/L7n67JnV3VfRLZvffem959913T5Gq8rGfjlTVVSlW4sgdQKkuVSqV0zTXXpKIoepwr2rdv33TCCSekadOmpVGjRpVvt9ld+9W9keGiiy7qcd/Xvva1NHny5PSDH/wge061aLXyyiunnXbaKd1yyy2pra2t/EZ42rRpacSIEdnzqQXXKqusUh4R13XEwOuvv55+9KMfpeHDh5cfd8opp6SiKNKxxx6bPbNacHX/hvRrX/ta9jyqd7XOOuuk3//+9+m1115LTzzxRDrggAPSaqutliL+cUX3kUce6WrgOimvuUtGDRgwIP3Hf/xHubGzra0tPfPMM+XnrqrtGjZsWPrtb3+biqJI1113XY/vObtq++23T5MnT04PPfSQiSl1UCNGjEjbbbdd+tSnPtXjeJCID7+WnnHGGakoinTMMcdkz6qs55JY1rTxqvvV3gcffHCPi9IiIh1zzDGpKIp05513psGDB2fPq6znklbWVClVwcoeQKls1XVl4fXXX59aW1vTwIED00knnZTeeeed9MADD6Sllloqe0a1aDVmzJg0efLkVBRFuvfee9P555+fbrrpplQURXruuedcuV/H1dTUlD75yU+mc845J7388stppZVWShHGJtdDrbXWWumSSy5Jjz/+ePrpT3+attxyy9Tc3NzjMddff316991306abbpo9r/rn1f0b0v322y97HtW7GjBgQBoxYkSP6UVdtc0226Snn346vfzyy2njjTfOnlX98/Ka29g1Z2P1dtttl6666qpUFEX64he/mD2fWrhae+2107PPPpuKoki33HJLOvzww8trO3r06HTXXXeloijSf/zHf2TPqha9um+SHnXUUWnixInpT3/6U1pmmWWyZ1PWU1nTRqntttuu/D3pxRdfnL797W+nbbfdNl1xxRXp7bffTuPHjy//3EjVflnPxitrqpSqUGUPoFS2Wn755dNdd92VZs+enWbPnp3eeuut8mb3yiuvnCJskNZjbbHFFunFF18sj9h9//330yOPPFJeU1M16q/mfB52jX60lvVVc26iddV//dd/palTp6abb745DRs2LHtOtXDV/RvSfffdN3seVZnq/nq74447ljfSDjjggOzZ1KKV19wlpz7zmc+koijSbbfdNs9zZ1Vt1nrrrZceeeSR8vcsTzzxRHryySfT+++/n4qiSF/5yleyZ1T/eg0YMCCdd955afLkyemll17y84U6L+vZeGVNG6O6N9cXRZH++Mc/pvHjx6fLLrssrbjiiinCz43qqaxn45U1VUpVoLIHUCprfeQjH0lnn312mjRpUho7dmy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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if PLOTTING:\n", " msno.matrix(dfd[\"persons\"])\n", " visualization.savefig(basename=\"msno_matrix_persons\", filepath=PLOT_DIR)" ] }, { "cell_type": "code", "execution_count": 38, "id": "cc9b9240", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:51.463924Z", "iopub.status.busy": "2024-06-14T14:03:51.462939Z", "iopub.status.idle": "2024-06-14T14:03:53.480454Z", "shell.execute_reply": "2024-06-14T14:03:53.477160Z" }, "papermill": { "duration": 2.080422, "end_time": "2024-06-14T14:03:53.483467", "exception": false, "start_time": "2024-06-14T14:03:51.403045", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if PLOTTING:\n", " msno.heatmap(dfd[\"persons\"], figsize=(6, 6), fontsize=10)\n", " plt.title(\"Correlations of Missing Values in the Persons Dataset\")\n", " visualization.savefig(\n", " basename=\"msno_heat_persons\", filepath=PLOT_DIR, formats=PLOT_FILE_FORMATS\n", " )" ] }, { "cell_type": "code", "execution_count": 39, "id": "caa46e8c", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:53.555387Z", "iopub.status.busy": "2024-06-14T14:03:53.554383Z", "iopub.status.idle": "2024-06-14T14:03:54.095112Z", "shell.execute_reply": "2024-06-14T14:03:54.092125Z" }, "papermill": { "duration": 0.579898, "end_time": "2024-06-14T14:03:54.098104", "exception": false, "start_time": "2024-06-14T14:03:53.518206", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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na_countsna_ratio
variable
safety_33631990.988498
pedestrian_company3390040.922648
pedestrian_location1656440.450824
safety_21348300.366959
objective40260.010957
year_of_birth30670.008347
sex30620.008334
safety_129120.007925
severity600.000163
seat170.000046
\n", "
" ], "text/plain": [ " na_counts na_ratio\n", "variable \n", "safety_3 363199 0.988498\n", "pedestrian_company 339004 0.922648\n", "pedestrian_location 165644 0.450824\n", "safety_2 134830 0.366959\n", "objective 4026 0.010957\n", "year_of_birth 3067 0.008347\n", "sex 3062 0.008334\n", "safety_1 2912 0.007925\n", "severity 60 0.000163\n", "seat 17 0.000046" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Missing values are assigned the vale -1 in the original dataset\n", "dfd[\"persons\"].replace({-1: np.nan}, inplace=True)\n", "na_stats(dfd[\"persons\"])" ] }, { "attachments": {}, "cell_type": "markdown", "id": "ccea35aa", "metadata": { "papermill": { "duration": 0.032627, "end_time": "2024-06-14T14:03:54.164852", "exception": false, "start_time": "2024-06-14T14:03:54.132225", "status": "completed" }, "tags": [] }, "source": [ "The variables *sex* and *year_of_birth* start having some missing values in 2021.\n", "This is due to a change in data collection: From 2021 on, the database also contains\n", "hit-and-run accidents.\n", "Accidents of this kind will be removed to make the dataset coherent.\n", "This removal has to take place after the merge." ] }, { "attachments": {}, "cell_type": "markdown", "id": "a7193634", "metadata": { "papermill": { "duration": 0.040144, "end_time": "2024-06-14T14:03:54.241602", "exception": false, "start_time": "2024-06-14T14:03:54.201458", "status": "completed" }, "tags": [] }, "source": [ "## Processing of safety equipment variables\n", "The safety equipment data is spread across 3 variables (safety_1, safety_2 and safety_3)." ] }, { "cell_type": "code", "execution_count": 40, "id": "089637d8", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:54.316100Z", "iopub.status.busy": "2024-06-14T14:03:54.314089Z", "iopub.status.idle": "2024-06-14T14:03:54.386064Z", "shell.execute_reply": "2024-06-14T14:03:54.385060Z" }, "papermill": { "duration": 0.115854, "end_time": "2024-06-14T14:03:54.389137", "exception": false, "start_time": "2024-06-14T14:03:54.273283", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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safety_1safety_2safety_3
0.0289891468761102
1.021834467021
2.0686507397
3.023843835
4.0232336351
5.0194456019
6.030233212190
7.0105058
8.04498841228164
9.042010592659
NaN2912134830363199
\n", "
" ], "text/plain": [ " safety_1 safety_2 safety_3\n", "0.0 28989 146876 1102\n", "1.0 218344 670 21\n", "2.0 68650 739 7\n", "3.0 2384 383 5\n", "4.0 232 3363 51\n", "5.0 194 4560 19\n", "6.0 302 33212 190\n", "7.0 10 505 8\n", "8.0 44988 41228 164\n", "9.0 420 1059 2659\n", "NaN 2912 134830 363199" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfd[\"persons\"][[\"safety_1\", \"safety_2\", \"safety_3\"]].apply(\n", " lambda col: col.value_counts(dropna=False), axis=0\n", ")" ] }, { "cell_type": "code", "execution_count": 41, "id": "114512fc", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:03:54.462783Z", "iopub.status.busy": "2024-06-14T14:03:54.460753Z", "iopub.status.idle": "2024-06-14T14:04:46.077922Z", "shell.execute_reply": "2024-06-14T14:04:46.075917Z" }, "papermill": { "duration": 51.66038, "end_time": "2024-06-14T14:04:46.082936", "exception": false, "start_time": "2024-06-14T14:03:54.422556", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "dfd[\"persons\"] = pd.get_dummies(\n", " dfd[\"persons\"], columns=[\"safety_1\", \"safety_2\", \"safety_3\"], prefix=\"safety\"\n", ")\n", "dfd[\"persons\"] = dfd[\"persons\"].groupby(level=0, axis=1).sum()" ] }, { "cell_type": "markdown", "id": "1479ad17", "metadata": { "papermill": { "duration": 0.050583, "end_time": "2024-06-14T14:04:46.186576", "exception": false, "start_time": "2024-06-14T14:04:46.135993", "status": "completed" }, "tags": [] }, "source": [ "## Severity\n", "The severity is the most important variable, as it will be the target variable for\n", "machine learning.\n", "\n", "In the original database, the severity is encoded as\n", "*(OLD ORDER)*\n", "1 - Unharmed\n", "2 - Killed\n", "3 - Hospitalized\n", "4 - Minor injury\n", "\n", "The \"hospitalized\" indicator is no longer labelled by the public statistics authority as of 2019\n", "[(source)](https://www.data.gouv.fr/en/datasets/bases-de-donnees-annuelles-des-accidents-corporels-de-la-circulation-routiere-annees-de-2005-a-2021/#description). # pylint: disable=C0301\n", "Therefore, the 'injured' categories will be merged.\n", "\n", "For the machine learning classifier provided by the XGBoost package, the classes have to start\n", "from 0.\n", "\n", "The severity categories will also be reordered to make the order more logical:\n", "*(NEW ORDER)*\n", "0 - Unharmed\n", "1 - Injured\n", "2 - Killed" ] }, { "cell_type": "code", "execution_count": 42, "id": "0f0f0430", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:04:46.306809Z", "iopub.status.busy": "2024-06-14T14:04:46.304807Z", "iopub.status.idle": "2024-06-14T14:04:46.349414Z", "shell.execute_reply": "2024-06-14T14:04:46.347412Z" }, "papermill": { "duration": 0.108608, "end_time": "2024-06-14T14:04:46.351426", "exception": false, "start_time": "2024-06-14T14:04:46.242818", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "dfd[\"persons\"][\"severity\"].replace({1: 0, 3: 1, 4: 1}, inplace=True)\n", "dfd[\"persons\"][\"severity\"].fillna(0, inplace=True)\n", "dfd[\"persons\"][\"severity\"] = dfd[\"persons\"][\"severity\"].astype(\"int\")" ] }, { "cell_type": "code", "execution_count": 43, "id": "93bfcc20", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:04:46.476010Z", "iopub.status.busy": "2024-06-14T14:04:46.473018Z", "iopub.status.idle": "2024-06-14T14:09:46.914739Z", "shell.execute_reply": "2024-06-14T14:09:46.913743Z" }, "papermill": { "duration": 300.556857, "end_time": "2024-06-14T14:09:46.965276", "exception": false, "start_time": "2024-06-14T14:04:46.408419", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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pcuHLDT58krb+rs1//AzZPJWG5GrNDj74YCV4nSp/afTfC1EkKRBQzeyHVL9xiSZPnmxcwFbqybtvVP4jgxs0tpAk9/ofVfrOeM19701DchXkbVLVD+80aGwhSQFvrfKfGipHwGVILqOkxwe0ZfIpDRpbSJL394Uqf/92vTHNmEWiQChOp1M1P89s0NhC2vrao+CZ4TK5nMrOzjYoHRA5zh1yvIoe/78GjS0kyZu3QiUvjdaD9xiz6KGgoEDuVV80aGwhSYE6j7Y8P0IxNSXq27evIdmASHLlBWeo4OnzGjS2kKS6gt+05YWLddfYywzJVVFRIfcf38n5+ZN/b4qXFKj3quilyxSoKtJllxmTDYgkN9xxqx7e/IPWVTZ8n7W+slQPbPxO4++63ZBcRUVF8mz6WeWzHmpQw/LVqei1K+Wv3KLHH3/ckGwAdmzt2rWqK1ilso/v/buxhST56lXy1jj5ynL1zjvvhJ4AgKE+++wz+YrXqfS9iX83tpAkv0+l790qX/E6ffbZZ8YFBCLEp++/oZK3bmjQ2EKSfM4CFTw6RE/fY8z6n48++ki+slyVTLv+78YWkhTwq+zje1VXsIrFzUAEGzNmjMzleSr+x0EZkqRAQOWzJ8m3cZm+//574wK2Ukf27qy8Rwc3aGwhSe51P6jknQma9e4rBiVDpBkzZoxUVbz1M+i/GltIUiAg5+dPyv3Hd5xODUSwPn36yOwqU+HzFzVobCFJFQtekHvVl8rNzW3W3J/P/URl0yc2aGwhSb7KIhU9fKqu/0/kNXMYftGFmlNXqB9LGt7HL/fU6oZf5+j2yf9r1rwmk0nX3jZRNy2f06CxhSR9kr9SFTnJ6t+/f7Nzo+VNe/UlVS14LuTegjEXnmlQMkSifbOTVPDUuQ0aW0iSt2C1tkwdqZMO62VQstbr64XzVbXwpaB7CwoeG6KDu7YzJBeAf+yz/LOxWNrpE1RfWaQtU0c1aGwhSZ71i+X84jnZ9+qjsrfHq7fdrnLV697HHzYiOiIUzS0AtGqBqlJVfv1y8DF3tTwblmrDhg1hzWSU0047TfV/LFSgzh10vOLLZ/XfC/8vzKmMc+2o8+X/dmrQsUC9V47Cn9SrF29WjRaoKFTl/BeCj3ldcv2+SKWlraPBRefOnZVUvVEBT03Q8bofXtN/R5wd5lTYGddfPkKm754PPuj3yb5+gQYMGLDT86alpamdzS1/dfBa8C57XxcNPXWn590dYmqL5Zz3dNCxQJ1HtSs+a/YNFzTPRx+9F/K/iSRVz/qfLr1waBgToUuXLlJF3naNLf5Ss+xjdclJC3OqrdLMbjk/DbFZx1ev6mUfa926dcHH9zAvvPCC6gp+k7+mLOh47fdvydzKmm4h8tldRSqf80jwQb9Pld+/zSJitHopKSlSVbHqtvwRdNy9er7M7oqgYy0t2VQj5+wQTccCAVUuelWLFi0KbyggAgVqy+XNWxF0zL3uB/k9xizUtbuLVT4ndA0757+gp55gYzywf/+++qU0L+jYqvIC9ezbJ7yB/pSkGpXPnhRy3DnvaY0ZeVEYEwHYGTkpVpWHei0tyfnZExpy8jFhTARgZww4eD855z4actw591ENOHi/8AUCIlTHrGTV/Dwj6Fi9M1+qKlROTk6YU0mDjj089L0lSeWzH1b7FGsYEwHYGQ9Puq/R9QTlsydr/y5tw5gIw4YNU33xhu0aW/yleumHMrlpVoCtHnvkETnnv9CwWes/lM+ZLFtt6zoQEIgm3333nSq/fqVhs9Z/KJ/zsDKtnqBjO9ImwaraH98NOuarKlZd8XodfvjhzZq7pQw5/zzNylsZdMzpdcmdFKuMjIydnvfQQw/VDzWFqg/x73la3i+65KoxOz0vwmfQEX0a3Vvg/uMbjRgxIsypEKn8NeXy5q8KOub+41sFXMasCWrNeu2VEXpvQb1XtSs+15QpU8KcCoDUcJ9lTHpH1TsLZbZYt37eHETNzzMVt++xqvnpE9nqXFq6Zb327rmP7HZ7OGMjgtHcAkCrFqj3KOANfaJ0XckGtWnTJoyJjNO5c2fVF28IOe6vdcpmaT1PGylJiSE3gktSTFVesz70wm7mr5e/kRtwdcXrlZSUFMZAxsnIyJC5IvhCb2lrw564WBaBRLKszAzVlwd/YydJturm/d5JTU1VoKqRG4++OllNwT+Ib3F+X8iN4JJUV7Re6enpYQwEuy1GgZKNIcfry/Nk8teHHMfu16NHj0Z/Nyjgl7+R17MtLVTTDWnr83Breb00YMAAeUsbacbjq1Ogzrj/TkAwJm39vR5KffF6Wa28fkTrduihh6q+przRr/G7gzcYbGmmgD/kjSFJqi/ZKJPfoNf5QISw2+3yuRpfuO13V4cpTUMBf33jz8OlmxTwGvP7BYgk9abgC+3/4gmxuLTF+byN13BZrmHNcwA0gdfd+Gvpss0KGPQaAUAT1LlUX7455HB9+WbJWxvGQECE8rpCblyVtt7f6dq1axgDbRVwVzdew848BbzBD+UBYDy/x6X6stD3ROudeVJd8zbVonlOOOGERj+jkN+nAK+N8Je6atWXbgo5XF+ep4CvLoyBAOwMc8C3wxpWwNesuf11Lskf+nvryjarT58+zZq7xcRY5G0kc4m3RmlpO39gVGZmpop8odd4FdZWKiMra6fnRfiYAr4d7i3YZ599wpgIkerII4+U3+Vs9GuMWk/QqgUCO9xb0LNnzzAGAvCXlOS/91laEjLkqymTr6o49DcE/Ar46qVAQIF6t+SvV5050Gr2+GHHWs8uZQAIwmS1y5LSLuS4vfPBmjdvXhgTGWfRokWK7dI/5Li1TVeVV7WeGx1r1m+SrV3oDy7q2vbWH38EP7kVYWSxKiajU8hhR5dD9fPPP4cvj4HWr18vf9vQpxDFpHVQflHoN/ow3i8rf5N9rwNDjrvaHqjffvttp+fNz8+XMrqEHDfHp6q8xqDFBRarrO16hBx2dD9cP/zwQxgDIa+gRJbuA0KOx3Tqp3oTG53DadGiRbI1Uidme6JMtvgwJvpbwGRWbMfeIccd3Y/Q999/H8ZExpk0aZIcHQ4IOW6OTzPsvxMQSsAcI3ung0KOO7ofqeLiRj54BlqBOXPmyJYa+gRLU4xN5rjkMCb6W8BqV2wj7x/s3Y5QtYvGSmjd3G63LEmZkskU/AvMFlnid35R2+5gsjoUu9fBIccd3Q5XwJYQxkRAZLL5AjKHqGGTTIo1qo9TbILsnULXsL3LoZI9JXx5AOwUU1xK4zW8dz+ZE1pHw1YgGpkcyYrt3C/keGznfjLFpYQvEBCpYhNkig19X8LapruWLFkSxkBbmePSZN/7kJDj9k59qWEggvltCVvf84Zg3+sgyZ4YxkR47LHHZMsOvbHL7EiSKZbPGbGVyZ4sR7fDQ47H7nWwTDZHGBMB2BmVNS7ZG63hA6WY2GbNbYqNb/S+tz1nX82aNatZc7cUl7NSqbFxIcc7OVKUl9dIA6gQfvvtN/W0h75/uH9atlb/umKn50X41PlNO9hb0F9z5swJXyBErIULFyomuW3oL7DEyBKfGr5AkCT5TebG9xZ0O0zTp08PYyIAf1mz7u99lnUlG2TN2Esx6R1Dfv3Wz6cDMtniZLY5ZIt1yFrvV2lp6IPI0brQ3AJAqxZI6aj0IbcGHbO120fWzL112mmnhTmVMZYuXSpv6t6Kydgr6HjqGXdq3N0PhzmVce5//Hn5jxkXdCwmrb0K/CnatCl0B1yERyClg9LPvCPomDVzb9my91Hfvn3DG8ogJSUlWlsRkLVNt+BfcMz1uvfxF8IbCjtl8tNTVXfUtUHHLImZKk/oopUrV+70vC6XS0vW5MvaMfjGN8tRV+mhZ17Z6Xl3hwJXjDL+7+6gYzHpHRXbsbcGDhwY3lCtXL9+hyjlsGEyB1twYrYobfDNGn7hqPAHa8UqKipUa4qTvethQcdTTrpWsxctC3OqrRb8vFbp/3dX0DFLSjs5uhymE044IcypjDF16lQpNSfk79qE029WII5NEYgsi9fkKz3E87AlMVNx+x6rdu1CN4MEWot6R4rsvYN/NhQ3cLTq7cbcyP78m5+2vh8OsuHXHJ+m+N6nNOskGmBPY7InKqHvWUHHko4YoUCsMYvtv1y8SulDbpFM29+mM8clK6HfUNntdgOSAZFlxtvv6fT2+wYdO6X9Ppr7/kdhTrTVuzO/UNrpEySzZbsxkz1BSQMuVPu9OhuQDEBTPPLMi0o9eZxk2b6Jr8nmUPLA0TphUOu4PwxEo2EXXaaU46+Uybr9hh2TNVapJ1ylYRddZkAyILLM+/FXpZxwVdAxR/cjVROwqbo6/KePnnDKYCUPHB1846zFqtSTr9d9Dz8V9lwAmia7XY6SBlwYvHmO2aLU0ybonv89Hv5grdjPP/8sS2Km7CEONUsddJ1qLTS3wFZWq1UJ/YYG38BuMiv9jFu18Kc14Q8GoEkyMjKU0PtUmYM1bjeZlH7mHfpk/o/Nmvv7X9cp4ZTxQcdsnfvJn5CpDRs2NGvuljLlkSd0SYgGtvumtFXBqrWqqanZ6Xl/++03tfNYlOkI/vw5qsNBev7RJ3Z6XoTPfc+83ujeAlNWN3311VfhDYXIZU9U/EFnBh1KOuIiiQacYffy+5+FXNMYk9ZBtr0O1COPPBLmVACkrfssfQOvlyT5a8oUqPeq3pkvR4iDVVOOu0JV305TysnXy2mx64h2XbVg7jz5fL5wxkYEo7kFgFbN4XDIsf+Jyhz+iMwJ6VsvmkyK732Ksq/5QN+s2mxswDA78ZyRyrrqI8Xte/y2a5akLGVe9KyWlpj1wQcfGJguvH777TdNmbtUMUMfk+UfHRltPQbKM/R5XfDf4I0vEF4Oh0P27gOUNeIpWRIzt140mRS3/0nKvm6GVhaEfzGGkS664gZVn/6oYvc7cdsGJ0tihmKGPKB3luQbcvIKmm7z5s165M05ijnvOcX843To2K6Hq37Yyxo+pvm/d8aMu0V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2kCTn5m9VnndIublVz7PwtVGjRinNWlSlsYUk2cpK9dz6xXrr4w/qvS6gPj095QEdctpUbhjqERIikzlIuV/8s9r3zZbfPlLECadIQSFSeZmy592jfsf753slNFwB19yitoYMGaIffqjcbGHx4sUaMmRIjc8LDQ1VTExMpa061jKHdhdmuZxnTWaKbr311lrXHRERoZK1n7oct2/6WmanhxcYhIdpW166y+FfD+/RNddcU+tpH330UZWsW+hy3P7HdwoqrXrRkztKysu1KeeQy/Ff0nbp5ptvrvW8sbGxKtnwtctx2/alMjk5Cbyu3nnnHVm3Vm168hfH/rVSNRfE1YW7GZazRI4Dru94XbJ9qTp04GAtUN/cznCpXfY9rrsblmz6Vs2bN/dRlQBccTvDABokdzNsKrWpZMt3LucpXvu5IiM9+9I00IwcOVL2vb+6HC/N2FVtAwHAF9x+HXYUq2TzIpfzWH6br7CwMB9VCQSGlJQUleWmSuXVX9hWUZyrihLvNsZ1N8Nma4FKNn3jcp7i3z5WsB9ObgYakrPPPlvlhRnVnvQgSRW2IpV5+cRut1+HS/JlreG7CctvH8tURpMpoL65m2GjKEMl6790OU/x7/NVUcKFI0BSTKgqSvKrHTNKHYo2Srx6UrzbGS5MV8m6L1zOY1nzqcoLD3utLiBQFZbalePi4vcyo0IHC3PUu3dvr+3P7ffSRYdVvG6By3mK134uFfqnESXQkFRYC6pt5CRJMirkPPSHsrJcn/NYW+5muLwwXZa1n7mcp2TdQhmFrs9rBJqKE9olqTS76gUzfzFn7VSbNm28tj+330uX5Kh4zScu5ylZ/4UqirgJUX1asmSJtuUckqGqFyNLUmpxvoqquWkUfCsqIb7GawvW5aRqxIgRXtuf2+d4lNlkqSnDG76SirkhJBAdaq7x2gLr9qWaMGGC1/bnboaDzWZZfp/vcp6STV9LLo7FHUtwTLQOWFznf1temgYNGuTR3EBj526G77vvPn2zv2qDqb/8kLpDkQnxPqoS1Zk/f77KCjJklFZ/04kKa2G1N6uAb5nK7HJsW+pyvHjj14qNjfXa/tzN8AMPPKBvD2x1Oc+ytF0Ki4nyWl1AQ1QaEqRC55FzsIIzdysksWO1zRP/4ji4QaFJnf/8742qcPin4TIarkZ/dmtycrIyMyt3ysrMzFRcXJzCw8NdPm/y5MkqKio6uqWlVf9lT9AxThAODw6RUU0HQ7eEuL4IyBQc5uJQ5LGZTWaZZHI5Hh4cIqu19o0GSktLpbCaag6VUcN+a2I2mWQ2uX5uRHCIR/NKkik0wvVgUIhUw37hHofDIVOI67zJZD6yeZG7GZY5uMa/Y3NohOcZBuAxtzNsMkvmIJfzmEIjyTDgB25nGECDVJsMm4Jd303EFNo0GltIkmEYMoXW8JlHkimIOxigfrj/XvrI8SVXzDUc4wGaipycnBpf6yTJVMNnUk+4/zpsqvF4mykkQgbHNdHELV68+JjvwfybYdevw6aQcJlMvH8E6pv7GTYfO8NB9X/3TaChMY7xOmsKClFFRdW72HrK/e+HzTW+lzaHhMtk9vz8A6CxCD7GORwhQcEqKiry2v7cz3BQjce0TCHhx/z3B2gKTEE1v5aZQsOVn+/ZhW/V8WaGRcNWoMZzoaQjWSktrb4psydqc67lMTPs4TnC8ExFRYXCj/E9xrHOc4f3mY/xXjoiKFg2m/duvOhuhk3HyLCZDAOSJJPZfMxrC4qLvXdhnrsZNkwmmUJcX/diCgn3OMLuXBNVUkJTdqA67mbY4XAorIbvrsODgiWPrxKEJ7Zt23bsczo559MPTEeu5XQ1WtM1oB6oVYZraNgeag72+JpZIFCYTSYFmYNkNpmOfLY8xmdfU0i4jL9uKmYyef0cLQQ+jli58Mwzzyg2Nvbo5qrLcXRQqAYndap2LMhk1oCWHWpsouHKvn37FDv4SpfjEadco6CohFrPK0mWrBwNb3V8tWNmk0kntzpeb731Vq3nveSSSxQ78FKX4xGDx6kizLO7dscEhej01l2qHTPJpGFtuqpjx461nnfXrl2K7n+Ry/HogZfKFBFf63lR2Yknnqionme5PNAT1ftcKcK7d3R3N8MKi1Zkj7OqHzOZFHniaXrmmWe8WhuAY3M7w+Exiup7vst5ovucp4ULF/qmSAAuuZ1hAA2Suxk2IpspZvBYl/PEnPx/OnTokK/KbFAiIiIU3ukkl19mhJ9wihTu3c88gCvuZtgc3VIxQ692OU/M0KuVl8ededC0DRw4UEHxrWSOjKt2PKTFcVKkZ8doXXE3w6b4ZMUO/YfLeWKHT/CogTHQ2JhjWsoc3bzaseCEtjJ7+D2LK25nOKGDYodd43KeuBHXy17OiQ9AfXP783B8W8Weep3LeWJHTFR5MM3igJ0HsxSc2KHaMXNUMx22lHm1uYXbn4ebtVPs8BoyPHKiDC+/zwcCUXRQiI6LTax+LCRMbaObKSUlxWv7c/u9dEyy4kZOdDlP3MiJMse28lpdQKAyR8QqtG2vasdMoREKSe6qrl27em1/bn8/HNlccSNvcDlP3IjrZW7Wzmt1AYHq57VbFNppYLVjpuBQWaPbKiMjw2v7czfD5SHRih3h+nU49tQJMuLJcH2Kjo5Wl4Rkhbq4QKRPYlvF1eHmgfDMoV17a7y2oE9CG/3yyy9e25+7GXaUH3mtdSV22HiZEqr/HA80JYdyimq8tiCi22l68803vbY/dzNstVoVd+q1LueJHfoPmeI9O08z98Ah9UtsW+1YiDlIJ8S21ObNmz2aG2js3M3w7bffrks793c5z8XH99PhHXt8VSaqMXXqVAXFtnR5zkBw8/YyR8XXb1GQKSJOESdd4XI8tv9FWrJkidf2526G77rrLl3YqY/LeS4+vq9yDjSN86XRdDnyLYoLDpGzokyWhPayp6xTxImjqv9hk1lhbXqqNPPIa1tk9zOl8Nh6rBaBoNE3t8jIyFBSUlKlx5KSklRYWCi73e7yeU6nUxaLpdJWnThzqP45eIyaVXM3yydOPl8xx+iC7kqXLl1kxCUr8sy7qoyFtDhOCedM0pIfVng094SrxuuJQeepeXhUlbEn+5+t3Ru2eDTvypUrVRrTUlHn3V9lLDixg5qdP1mjR1/k0dzbtuzUlIHnqEVEdJWxKf1OV5zZrMOHD9d63h49eqgiqpmanT+5ylhwQls1v+gx5VnLPaoZfysuLlZFeIyaX/Z0lbGguCQlXvGsps14w6v7dDfD9uBYtRj7vIJiW1YZS7xiuirCYjR16lSv1gbg2NzNcHFFmBIve1pB8VVPUGp+8RMyImJ0xRWuP9wC8A13MwygYXI3w/sOZSlh9AMKTuxYZSz+zDulmESPmhAGqoqIGLW8+pUqj5ujmqnlP15VWUT1J4ID3uZuhpf+vFrxZ96pkKQTqozFjrhBpvjWatmy6mdloKmpiG2ppOvfrnKnPFNohJJueEdBzao/ycdT7mZ4+vQXFTtyokJbd68yFjP0HzI176D4+Hiv1gYEIiOmlZJvnFvlzh6mkDAlTXxH5bHebcbobobDwsIUM+QqhbbrXWUsetDlCk46QTExNEcD6pu7GY6IiFD0gIsUVs2FRlH9xiisbU9FRtLcAnh42ksyxjz/592b/0tQsMwX/0uPTJvh1f25m+HQ0FBF9Tpb4Z2HVhmL7HmWwjoO8OgGJkBjM2Pai3rllEsU+T93Ag8ymfXy0Iv1+/KVXt1fbd5LR3QZpohuI6uMRXQbqYguwxQW5vpu1EBTURadrKTr3pD5fxtvm0xKGj9bRkT1zVw95W6Gw8PDFd5poCJ7nV11rPMpiux5pkJDQ6t5JtC0PDNjlpxnPCZzZHzlAZNJQWOm66kZs726P3czHBkZqbC2PRXVb0yVsbBOAxU94EJFRHj3Lro4tnhzsF4cPEam/7lLcGxouJ4/+QJFh3n333wc27033arHB55X7bUFU08arW8+/syr+3M3w9HR0QpOOkHRgy6vMhbarrdiBo/lvTQg6ZJrblLilc+5vLZgw7a9Ki/33vUl7mY4Pj5eQc3bK6aaGyCEtu6uuJET9cz0Fzyq4Y6b79Azg85XXGjl13GTTJo+aLQ+m/O+R/MCTYG7Gd62bZtiTcG6qstJVcY6xSbq+u5Ddd6ZVT8rw7eMmDZKvmFOlZuamULClTzxbZkTOvqlrqYsNT1XzS98TMEJVRsnRl3wsIzIZho9erTX9uduhlNSUhRWamhi91OqjLWPTtAtPUfoonPO81pdQEM0/ta71DY0Qolh0TpoClZYpwFKOO8+BcVUPT8+8dJ/qmjle5KkoJgWShz7vGa9O7++S0YDV/0tRRuR1atX67zzKr84nHnmmVq9erVX5o+JiVFxcbG+GH2Lvj2wVb9l7ldSRKyu6nqSWoZFqVWs53f0iEtsr8KcVMUMvETFy1+XrPkKHXipIrsOl6KTddFFx3s078aNG/X0fY/oyxef0Y+p27Q864Bah0frqi4DZTl4WKeccZrHNTdPbKu8nFRF9xuj4mWzpZI8Bfe/SFEnjtIni1Zo5UrPvtw+9dRTZbVa9eXZE7X00Hb9mJGipLBIXdP1JCWHRapFs2SPa45q0VHW7BRF9T5XhctfV0VJniJ7n6vIHmfKiG+n1hxs94rIFh1ky9qvyG4jVbjsdZVbshTZ/XRF9jlPO7PsevLJJ/1SV3x8vBwOh9o9vELFG7+WbdtSBcUlK27kjTLFJSuiBV2IgYYsMTFRdrtd7R5appIt38n6xxKZY1oofuQNMse1UniL6jugAwCAuuvRo4dKSkrU9v7Fsm5fppINX8ocGa+4ERNlTuigiJZN63U4MqGtbNkH1e7x31W4/A2V5x9SeJdhih5wscrj2ik6qmqDScCfzj33XBUXF6v1pK9l2/mzStYtkDk8RrEjJyoosZPuf/JFf5cINAhRUc1kKchQ+yfWqvCnd1SWuVuhHfoqZshVqohr67eT/KZOnapJkya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c/fbbL9f/5LTMuOjDWbF49srt3TZ5b557+J6MeNfOWbRo0TrXv7a++tWvZuvhG2T29V/P0knjV24vqeqRDb9yY2oWzE7X3h17Ipk3Wzx3ShqeuCUvX3tcsuI/n0NKStL7g1/LstmT080FKZ1uyZIlKZv9bKae/9GsWPh6o6KqjXbMvkdfl3PPPTcnnnhiASt8Te/evVNaUpILbrgwzz7/ZJvH2WzUu/K1Tx6f3r17t19xQLNu/fUvMnf8d7P4b79cua2ksmsGfXFcaudPS1Ufi/KgpqYmK+a+mDnn7ZuGua8kee2cVuWQLdP/uD9kwYIFBTtmnXrM5zP/jz/KwvsuX7mtpKJLBh5xRWrnvJIqC3og//d//5cR3Rsy/dx9Uz/7xZXbKwa/M1sd94f85S9/ye67716Q2pbPejELJvwkC+6+JGl6rQ99SXll+n/+Z6mZ84pFeZDXmgT/6rabc+ZLD+TFJ1//nLlRdd/86rbx+fSH9uvwpq0tWT7rxSy859LMv/3clRlOWUUGfOaC1M56KVUDLAaA9VntrBez+L4rM++PP0ia/nMxell5+n3y7NTOnmxRHqzname9lCUP/ipz//DtpPE/39eWlqXvx850HIYiUDt7cpb843eZc8PJyYr/XAtQUpoN9js9tbNeTNWAdxS2QGC1audMTs3jt2TWdV9b5XqCPnt/PctnvZguMtzplixZkrJZz2bqBftlxcKZK7dXvWOn7Hn0r3LFFVfkC1/4QgErZH1SM+eVLH9qQmaN+3KaGv5zw8qSkvTe81gZhiKwbM7U1D/zl0y76sg01b/eFKLXrl/Med85uc3NLU4++eR86OAD85X7f5tJs19Zub1fVY+M+8ChmT9/fpsbXMx8+V/pOuOxvPLjw9JUX7tye8/3HZqFU55t82f4QYMG5Yn7b8usK45IzfMPrNxe2qNvTvjaLSkvLc3Jp57WprE//NGP5HPfPiljn/5zale8vo5rv/dskcuvvzZHHvyZNo1bjMrKynLH767N8KcvT/2V3165fXC33rnhgsvzmRN/lIce/kcBK3yzrbbaKpefc0ZmX3dclj5x28rtK9cWLJyVql4DClgh65Nly5alZO6/M/2C/VM/+6WV2ysHb5bBx92UhQsXplevXgWs8O1nm222ydcO/0SLawtqF8xKVW8ZhkLo2bNnJt75h3Tt3zu1i2alonvvVM55MVPP/2galy1ISZfu2fCY32bWNUdn+cuTVr6urPfgDBl7a/7+0P0ZveN789xzzxXwt2B9UtpZE3Xr1m1lx6IPfvCDuemmm9LU1JSHHnooI0a0vuP2hAkT8q1vfSvjx49v1fOPPvrovPTSSznxxBPz7LPP5pJLLsnvfve7lY021tXeu+2cebf8YJXGFknSuGRupp3/kZQtnNKmcYcMGZK5K+rypb9ct0pjiyQZ/9ITue3lp1JbW9vCq1fvvnsmZMHt567S2CJJGpfOz8yffDif//g+bRo3SU7+8qGZ8dODVmlskSRL/vG7VDx7e752fNuaZvz9icdy5T//tkpjiyRZVFebQ++6JjUVbS45WTYv0y86YJXGFkmydNLNWfTA1bn/3rtbeCFro2eWZtZ5H15lsXWSLP+/CVlw5wWZ9PgjBalr63dulPkTzlulsUWSNC5bkOnn75eSRdMKUlfBLJuf6RcesMpC/iRZ+vifsvC+KzJt8ostvPCt5+STTkzZ07dkySM3rbK9qXZJZvz04znt2MMLVBlvdMC+H8rCuy9dpbFFkjTWLMr0Cz6aLGr7hc1HfeqjmX7BR9+chyduzZIHrsy1V1/RpnH//rcHsuiBq1dpbJEkjbWLM/3CA7LjZm2/E8kn935/pp2/35v+1i77vzuy4K6f5p4Jf2zTuLf84aYseej6LHlDY4skaVq+NK9edGB2G71lm2v+6VnfTOOvDkvj0vmrbK9/7i8ZNvWOfOqgA9s8drH5/Oc/n56vPpzFD167yvamuprMvOyQfPmQA1Ja2ra371ef993MuGj/VRpbJEntC39LzYQf5ecXndvmutfFuT/+YRb9ddwqJ5+S1/7WTr/ogJQsffs0VFpf/OY3v0nZwhmZdc2XX78QJUmamrLgjvNTP/nRNn8Ooe3KF0/LtP9pbJEktS/9I3NuODlfPezgAlXWvKmzp+WFKc+3+TF19tvsPTgUSH19fZY+cdsqjS2S1957vHrpp5Ml83L88ccXqDpYf9QtmZlZFx24srHFyu3Tns7cq49KU+PSFl7ZwXXV1aXmmb+s0tgiSZrql2fGLw5N09J5eeSRwpxvg/XJpgO659WffWqVxhZJUv/qc5l5xeEZs8XIgtS1fPny1L7wUBbc9dPXF8UnaWqoy6yrv5gsnp1//etfBakN1icnnfGtnD/tH3lx0arniF5aNDc/enliTvneGQWpq6amJsunPJn5t52zSoazoj6zfvmVNC6alRkzZrQ8AFBQS5cuTf2rz2beLd97vbFFkqxoyJzrv54V86Zk7ty5hSsQWK1FixalYfaLmfv7019vbJEkjSsy9/enp2HOSwVp6A60zrx587Ji/tTMuf7rrze2SJKmxsy75XtpePW5LF1amPNtwJrNmDEjjQtnZtYvv/Km6wnm335ulr/yRGpqagpX4NtU+eLpmfY/jS2SpPbFhzPnhlPz2Y+1/Zpw3lr+9a9/JYtnZ+ZVX3i9sUXy2jVBd12c2n//PcuXL295AKCgHnnkkZQsnZMZv/j8Ko0tkmThfZen5pm/pK6uroVXr97Xv3lyzp50xyqNLZJkTu2SfP6uazI/bRu3uro6vUpr8+pln1mlsUWSLP7ruCx78vY8+OCDbRr7/j/fmnm3fG+VxhbJf9dx7ZfjDv14m8YtKSnJ1759ek75vwmrNLZIkj9O/2cWDumVd7/73W0auxh94sADMnzmX1L/zJvX2qy47vBc9IO2NRDpSJMmPpCF91y6SmOL5A1rC5Y498vrShdPz6uXfGqVxhZJUvfqs5l55ZGpWj6vQJW9fT088W+rXVuQpTIMhXLy8V9O95qXMrlmaSr/clmqmhoz7ScfTuOyBUmSXrt+IQvuuXSVxhZJsmLBq5l+wUdTuWx+Lv/NdQWonPVVpzW3eOGFF3LAAQdk6NCh+dCHPpQ777wzSTJgwIAO/VJxzJgxueuuu1bZdscdd2TMmDGrfV1lZWV69uy5yqNZS+dm8cRfN7urcen8LJ/2zzbdIX3y5Mm5ffJTaXjjxRRvcMXTf8302rb9d3vH4A2y7K9XN7uvsWZRaqY8kUMOOWStxz3kkENS9887Vz1p/QYL77o4J31x7cdNknl1y3L988139FvWUJfHZk/Jww8/vNbj1tXVZdnTd73pA/5/Lbj70mTB9LUel1U9/PDDqXnxH29qevJfy+69PFnSvotXW5vhpsWzs6ilPNQuzvKXJ71tvnBZunRplj3zlzedPPqvhfdcmqbFr3ZyVYVz/OGfyMK7m+9g29RQl7pn785BBx3UyVW9fbQ2w40LZ2Thvb9odl9TXU1qnv9bm75w+cIXvpDa5+9vOQ/3/jz7777TWo+bJFsM7ZMFd/+s2X1N9cuz7J9359JLL13rcb/61a+m9oWHWvxbu/D+K7P1RoPWetwk2evdW2TBny9udl9TQ12WPnF7LrzwwrUed8iQIelTP/NNDUT+q/4f1+Woz7x9mluc8bUvZMGdFzS/s3FFaibdlGOOOWatx914441TvmhqVixu/li7+OEbs/f7R6/1uKvT6vfSC6ZlwV0t/K2tX55lT/+5zV+40DYHfHTfLLy75b9BC24/NysWW5zRma6//vo0zH3lTY0t/mvJpJvTVLuw2X1t1eoMA+ul1mZ4xZyXsuCO85sfpHFFFv39tzn33MI0wIL1xY9+9KNk8ezUz2x+gXnts/em/D9fzrSXVp/Tmvdy5k84r/lBmhqz6G+/zLbbbtuutUExalw6L3XTnm52X+2//16499ILpmT+hJ80v6+pKQvuvTwjhg1r19qgGG39nh3zxJypze7757xXs/nobdt1vtZmuHTxzMy/reX3ygvu/ln69uzarrUBa9baDJfVzs3821t4L51kwZ8vTs/K5q/TADpOazPcpWFJFtxxQYvjLJhwfro0rP11WsC6aW2Ge1SsyII7L2pxnHm3/yTltRYpQGdrbYb79uyaBXc1f81Tksy//ScpdT1Bp7r77rvTMOelNzW2+K8lk8Yn7XwOlPVPazM8YtiwLLj38lWbtb7B/NvPTRY0fy4O6DitzfC2226bRX/75arNWt9g/oTz0jjv5TbVsLC+LrdOfqrZfXNrl2byknn505/+tNbjPvbYY1k08fpVm1O+wYI7zs/27xiw1uMmybANumXJQ79pdl/j0nmpf/WZ7L333ms97nve8548vHRGi+u4rp/2ZA7/6pfXetxidfTnDkrD369tdl9T7ZL0qpm2Vje77gyNi2etfm3Bv/7WpjV+LXGtZXFrXLogddP/2ey+2hcmprHGe+lOt7Bz1xbIMLTeR/d6f5b03zgbNjWk2wePS/3Lk9JU+/oxtdvmu2fpk7c1+9qGeVPTsODVjBq+YaqqqjqrZNZzndbc4swzz8y5556byZMn5+9//3seeuihJMkHP/jBPPbYYx0276BBgzJz5qon7WbOnJlevXqtNginnnpqFi1atPIxbVrzd45tqq9ZtXvp/2iY+3IqKirWuu6SkpK8vLjlDl8zljW/CLQ1muqXp6mu5cX69XMmt+nC5xEjRqThf7qVvdGKxbNTVdVlrcdNkobGxixbzX/nqUvmZ+ONN17rcUtLS9/UYe2NGpfOS1MLH6ZpvY033ni1/52bli9dbY7aotUZblhDHmZPTllZWbvWtr6qrKx80x0M36hx2YJkxdsnD1WVFWlcTWfOhjmT17uTMW8lrc1wGhtabIyQJPWzX0pp6dq/3dlss81Wf3xYtjAlLZy4XKPGFWlcOr/F3fWzX8rmm2++1sNuvfXWqZ/Tcoabape02IBqTUrSlBWLZ7e4v372i9l0003Xetx+/fqlZEEL/2/z2knEqopOe7tacD169EjD/Jb/ezTMeSlDhw5d63FHjBiRhnlTWn7CivqUFOo43LgijUtbfs9bP6ttGabtGuuWpv5/7kr+Rg3zpyXt/O+F1dttt93SMH81DfeaGtO4fFm7ztnq4zCwXmpthkuS1M9r+eKkhtkvpaSkpIOqhOJw2GGHpWHJ6u/CsKK2fRfMtPq9dFPjGj4/vJymNn4GhLeKDTbYII01q28S3lioDDc2rD7Dc19J6izIg/qs/hzs8raeo21BqzO8Ynka5q/mvfS8KWlc3vbvcoG2afU5rbraNKzmu4mGeVPb/T0CsGZrc53Wao/D86emqa59z5kDa9baDDfWLlntd9cNC6alqa75m5AAHafVGV7eigw3rP1NiGi7HXbYIQ3zVvN9fuOKFm+UxFtHqz8P1y957dxzCxrmT/PdEhRA689L16dhTsvNKxrmT2ux8cWa1Kyob7GZQ5K8unRhdtxxx7Uet0+fPmmY0/K12OtS85rWcdXPnZLtt99+rcft379/Zq1oeW3JjGWL0m9A2xpyFKOuleWrPc9SunBa+vbt24kVtcKKujWuLejSpW3r2prjWsvi9cgjj6RxWctrOpL2v56ANWtqauzUtQUyDK1X0dSQmsamlNQtS1NVder/571pU0Ndi80Uk2TFopkpT1JdXd3BlVIsOm2l2O9///sMHz48o0ePXqUD3t13350TTjihs8potR/+8Ieprq5e+RgyZEizzyup7J6ynv1aHKfL8G0zY8badyJesWJF3j1woxb3b9V3w5S3dYFBRVXKerV85/auI3fIH/7wh7Ue9m9/+1u6bLJzi/srh2yZmXNWfzF4i68tK8vg7r1a3L9t/2G56aab1nrc+vr6dN1kTIv7KwaNSsrK13pcVnXTTTel6h0tn9Ao32Bomirat+tSqzNcUZWy3oNbHKdqox1SU9PyCYq3kmnTpq0+DwM3SUn52ycPs+cvTOXgzVrc32XjMXnwwQc7saK3l9ZmOGUVKe83ssVxum78nixfvvZfmt52222p2vg9Le6v6P+O1LWx10tTaVkqBrbcCKLrJmPadEx77W/tu1vcX77BsDSVVa71uEmyojGp3HCLFvd3HfW+3HLLLWs97ssvv5ymQS038ijrPTgz561+EcpbySvTXk3ViO1a3N9l0/flb3/721qP+/jjj6dyyFYt7i/t3id1ad9GTmuT4YrB72xxnK6jdk59vS9NO1NZ116p2qTlv39dRu6QVPXoxIo4+eSTU7manJRW9Uxp1/Y9ydPqDAPrpdZmuKm0PFUjW/4iv+uo96ex0Z1qeXsbNGhQKvu0fBwsKa9MWffe7Tpnq89plXdJl9V8fqjadOek9O1zHgeaM2/evJRVD0ha+i6ltCxl3Tdo1zlbf166a7qM2KHFcbpuunMaK332gsoVTSltIcMlKUlVY/s2Y2v15+EuPVI1suUMV238nqSqff++AGvW6uNwt96rz/A7dkzpaq4BATpGq4/DXXuly0YtX3/SZaMdU9K9TwdVCbSktRku7bZBqt6xU4vjVI0cnZJuvTuoSqAlrT4OV/VZ7fVUVSO2T6rc5bYz/fjHP07lkJav6SrtWp0S/0/e8lr9ebiqV7pu2vJ1/l1G7JCSym4dVSbQglYfh0vLX/sOuAVdRmyXkvK2LdjvXl6Z6sqW13K8s/fAnHfeeWs97uOPP56qUe9rcX+XEdulqWztbyScJKnsntIeLTdVqBr+rowfP36th33uueey+WrO72+1wYZ59qmn13rcYvXqnPkpX801E40Dt8jkyZM7r6DWKK9c49qCl15quenK2nKtZfEaPXp0yleztjJl5SlznrHzlZavfm3BpmPadW2BDEPrLa5PejStyIquvdI4+9/pMuJ/rj8uKVntZ8qK/htleUlp5s1r2/py3no69TbIM2fOzOOPP56mN3Rg+cc//pHnnnuuw+acMWNGBg4cuMq2gQMHZuHChamtbbnLd11dXRYvXrzKozklvYelz0dOaXZf5bB3pWyDYRkxYsRa192lS5fsOHBEBnRt/qTiN7b/YPqWt+0E0q1/+Xt6HvDtZvdVbrhFyjYYnokTJ671uPfff38aB23Z4oeXPh87M189/ay1HjdJetYlY7f9QLP7Nqrul4169s0Xv/jFtR63a9eu6TJ825T3Hd7s/n4HfjelG6z9/z9W9cUvfjEVgzZtcTF3z4+dmRXlLTcvaYvWZjh9RqTv/t9qdlfl4M1S0f8d6dWrfWtbX40cOTJdhm6d8n7N/5vve+CZWVE9tJOrKpzjv3V2+nzsu83uK99gaFb036xNfytpndZmuLTvyPT92BnN7qvo/45UbrhZevRY+4UA99xzT8oGbdbiya2+B343373oqrUeN0mu/dN96Xfgmc3uK+83Il2GvSsXXXTRWo87YcKElA9o+W9t3wO+k3G3/GWtx02SH/zs2vT9+Pea3VfeZ0i6jNwhl1122VqPu2DBgjw7syaVGzbf4KJ097E56+Ir13rcYvXlb5yRPgc0/3enrGf/lG00Jn/84x/Xetx58+Zldm3pmz88/keffU7KhVffuNbjrk6r30v3Gd5yHvoOT5fh26Rr167tWhurt+mm70z1zp9JaXMXN5SWZYP9TstTz7d8Jxba3y9/+cuU9eyfqhaakPX+4NdS2r19L7Zv9XtpYL3U2gw39hyUvi0ch8t69k+3LfZIZWXbmqPBW0lD9z6p2uYjze7rttuX0lig43B9137p+7HvNrtov7T7Bumxzb6pqGjjhUDwVtK1V3qM/nizu6rf+/k0dS3Meema8l7pu/83k5I3f01X2q1Xeu54UKqq2rchNBSjP/3299lvaPMLND48dLNMuGl8u87X2gwvaeySDfY7NSl9c8PYkqoeqX7f5/LDH/+4XWsD1qy1GZ67tCF99jkxaebC+ZLKrum121F58KFHO7pc4H+0NsP/njIzffb6akoq3rxgp6SiS/rs9dW88Mra34QIWDetzfCD/3gsvXb7Ykoqm/kOuKwiffb5emYtWvsbmADrprUZ/uGPf5zq9342JV26v3lnaVk2+MgpWdLYfnfBZs3OOuuslPXsl6qNm78hUu8PnZDS1S3Y4y2htRmuqKhIjx0/ntJuzZwXLylN3wO+lZpyd9CFzrZWGd5235Q217i9pCR9P3ZG6ru27bvrgVXdc/RWuzS7b5t+QzOgqkfOPvvstR53jz32SLctPtDizYT7HXhmLrzqt2s9bpLc/cgz2WDfk5vd12X4NkmvDfPPf/5zrcd97rnnMriuLP27Nn/t+ReGbZ9fXHDxWo9brM666Ipk97HN7qsYNCr/mle/3i1QLe270erXFgx+Z0aNGtVu87nWsriVVPVM9+0PaHZf9XsPTTTg7HSrXVuwwbB0GbFtu64tkGFovZ+NuyHV86dlelOy9OEbUzpwk1Wa0Sx+6DfptftRzb6262a7pqR73/zlngfS0NDQWSWznuvU5haFMHHixOy5556rbNtrr73abUFyl27d0n37j6XfJ89O6X/ftJSUpvt2H82Gx96Ymsq235VnUEX3XP+hI/PugRu9vq1bdS7e5eC8s2ffdO/ezAniVvj0IZ9N6ag90vszF77+4bakNF232y8Djh+fAw5Z+yYR//WRzx2TgV/7U7puttvKbWW9BmXAkVflby8tzt13392mcQcMGJD3DnpHvveej6ZPl9eaepSkJLsPGZVxHzg0D956Z5trXlE9JENOnJCum7/+76SsekAGHP6LVG402kKOdvLHOx/MgLF/StW7PrzyovvSHn3T+3M/TcUWH0jfvi13zuxIVVVV6brVB9P/kPPfkIeSdN/mw9nw+PGp6/72OrE/dVlZhoy9Ld22eL2ZTFn1gAw47LJ02WindOv29unKPGHChDw0tS79j7giZb1eb5LUdfPdM+D4P2afQ5p/w0XnqqysTNdR78uAQy95/eRnSUm6bfWhbDj2T2nouWGbxz7g8OMyZOyt6bblXiv/bpX17J8Bh16aud02yvnnn9+mcY866qhkw3dlwOG/eO3uof/RbYsPZMjY2zL2+xe2ueZPffmkbPi1W9Jt673fUHO/9P/sRWkcsVO+/OUvt2ncs846K0t7DM/AL1yVsjd84dl1s90y5MQJOeb0H7W55iOOOzmL9jk3lVvt8/rxofsGqdjvBxn/9MK3VROZf/zjH7nt0Rcz8Ohfr9IsrGrT92bQ12/Px7/Y/Ani1tj1o59OnyPHpccOH1u5cKa0W69scOD3MrP/jvnBjwpzsX2XLl1SOXJ0Brzpb+2eGfL1299WTZXWF6+88koaqodkyDf+vMqdwCsGbJwNv3ZLGnoPzbvf3fxFEXScX992fwYdNS49djp45cKZ0q7V2WD/b6f6fZ9PZS93kgTWXrdu3VI+cJMMPuY3Kd/g9WNu1SY7Z8g3/pxo9glJkoWL6tP3cxen2y5HrFz8VlLZLd0/fFKq9/l6jv3K1wpSV48ePVLab0QGH3vjKo17qzZ+d4Z+48+p914akiSHfPG49Pvk2ane9YsrF7+VVHZNrw98NRt89JvZ+t27FqSu3r17p7TvsGx4/PhU9H/9O6AuI3fI0JP+nBW9m2/IDW83l114cd5f2zOfGbl9qsrKkyRdysrzqZHbZs/6DfLTc9t2jnZd9evXL+k1OENO+FMqBm6ycnuX4dtm6El3pql6aM4444yC1Aas2YYbbphUD8yQr9+WikGvX8RcOXTrDDnpjqT3oOy2226FKxBYrS233DIlPQdmyIkTUrnh602wKjfcIkNOnJCSngOz5ZZbFrBCYHV22223pPfgDD3pzlQO3Xrl9opBozLk67cl1QMzbNiwwhUIrNYZZ5yRpl7DMvQbd6XL8G1Xbq8YuEmGnPDHpPeGr31mplPd/ejzGfSla9Njx4NWvZ7gY99N9Xs/l8ruvQtbIOuVxt4jMvSkP6fLyB1Wbqvov1E2PH58SnsPTu/evQtXHLB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p0qTacZ977jkZ8zNcGltIUpklS1nfTFa3Lp69Ecd/JSYmymkrcGlsIUllRXnK+HK8nnrwTj9kJjntucqacZ9LYwtJsvzwnIy2/Hpzd/J27drJWZTr0thCOlYPmd88qulT6s9de//vjZeU9/1TLo0tJCl/+cc6s3kD7hZRC5jKipQ18yGXi0+SVLjwdRkKc/TVV19VO25AQICGXdLXpbGFJJUVZitwxdu68xbPjmljRo9U8Kp3XRpbSFLJqo911YBeHm2MCg8PV4sGkS6NLSSprChXmTMf1qyPp3iU87uvvaC8ec+6NLaQpILfp+mMpnFs1vWC6665SuF/fOWyuVSSSjbPVt+zWisyMtKj2P+5ZYRKFj7r8rjTUaSAn5/SxPv8cxw2mZ16ceMil8YWkjRt70alFTu0du1aP2RWf82fP1/2w5tcGltIUnHKbuWv/FzZmVVvTgjvMJdYlTHzIZfHncU2pU+7U33P8s8iv2Ytm+iNzUtcGltI0syDW5ViL9ShQ4dqPjF/sVuU9d1jLg877YVK/+xuhRW7nq8A/nTZgL7Kmf9KhecelnXfqDQ7SRkZru+HgPomp8Su8Wt+KPchtiSVOMs0btUcpVfw3q4m3HLzDcr5eYpLYwtJsm/6XiXp+ypddAzUF81jQ5Q2/c7yjS0kqaxUaZ/crg7N/HNH55lffaHc5R+5NLaQJPu2hXIc3e7RQj4ANcNutylv9ZcujS0kybFrqeyHNspmc/1ME0DtYLValb9xrktjC0ly7Fupor0rZLfbK3glgNrA4XDIsv1nl8YWklT85wYVbl8ih8Phh8yA2uWJ8f+R8ceJLouIJal0/uMaP3a0H7KS7Ha7ivaucGlsIUnFR7aqYNM8NgEAAOAjRUVFchzd5tLYQpKK0/Ypd/knmvnVF37IDEBVFBQUaF9BjktjC0k6YsnRtB0rde89d3kU+76bhipt+p0ujS0kKfObSQoPOPE+r4q0aNFCTcLKXBpbSFJJ9hFZlrytl571bE/UxPvuVMDip10aW0hSyaIXdNeoaz2Ki/LG3XmLApe97NLYQpJKlr6lUVdfKpPJ5IfM3Htu4n3KnPlIhXsLcn9+S05rrtq0qfkbvEVFRalt984ujS0kKaUoXz/mHtDVw66p8bzquxxHkR5Y/b3LmqBSZ5nuXzVXmbbq3wgVJ+eqgX2U+e1kl8YWkpS37EOVFWTqkUceqfG8wsLC1On881waW0hSurVA32Tu1nU3Xl/jeQE16cM3nlPe90+r+PwxenjDz7q6QRPZEk/Vo+sXSJIebHOWnF/cU+E16Ywv7lVQfAtd1KODwsLCajp11FI11tzif6Wnp+v333/XqlWrVFZWpg4dOmj69Onav3+/+vbt69W5evToocWLF5d7bOHCherRo0elrwsMDFRERES5fxUx2PLlOLCm4iBOpyx7V2rHDtcD14mMGzdOBavdb8a1rPtazqLcaseVpNNaNJJ1z+9ux+27l2ngwIHVjnvOOedoVb7rhoi/LUrerYsGX1HtuJJUWFKsFSmuizz/tjR5r37++edqx33ooYdUsHGO23Hb5u9lqKBxCapn3rx5Ktrm/udj3bmkwgsLJ6OqNSxbgey7lrmNU7DjV7344oteza22+vLLL2XZ9L3b8cItP8pYUn8+QO7TrWOl3w/r5u91ww031GBG9UuVj8N2i2zbFrmNU7D1J1199dXVnv/ss89WwJ+uiyn+5ti+UFcM6FPtuJI0aGBf2f+Y73bcfGC5unTpUu24d955pwr/cP3g6W9FOxarUWx4teNK0vnndpJl42y349aNs3XjjTd6FBv/NXzQxSre7HoR/2/BexeqT5/q/941a9ZMQVl7JWdZheP2PzfpnI6nVTtuZapawwWlxRV+2PK3BYf+0Nlnn+3V3FC5/j27KP/36W7HC1Z9odDi3JpLCHrppZfkOPKHVFpS4bgjeYecFTQuPBlVruFiu74/7P797vcHt6pp06Zeza22KigokG3/Gvd/aw9tUJmd95aoGVU+ly7KlmXtLLdx8ld+4VHDVuDf5NFHH1VKUZ6KSireFJNSmKecCprxnoyq1nCJJUu21a6Nkf9W+Ns0BQUFeTU3oC4qzU+vcLHV8bHCbK/OV9UaduSlyrbK/SJh6/KPZFTF7wEA+E5Va9iee1S2Fe7v+GZd/qFKHbwHBGpalY/DBamy/T7NbRzb8o9U7OVzBAAnVtUatuWnyf7bJ27j2H77WLZ8mnQDHU5pquJU1w0zkuQscSjMlu7VG1hUtYaLC7NkW/6R2zjW3z5RcQE1DNS0Kq+1BFArVbWGTSqVdfnHbuPYVn0uB+fSQI2rag0HBQXqqwOb3cb55s9tyvFw34vTZpEjybURrCSprFS2Qxs0efLkase97bbbVLTG/WfalnWzdNVFnq3F7tG5vewH11c86CxTYOYutWrVyqPY+K8LzztHjt3u99qYj2xQu3btajCjKrBbVLTd/d6Cwi0/acGCBV6brqo13Lt3by2vZL/dTym7ddmw6u95gOe6d++uDKtFBRVswpaONSzIsdef/VO1hsOiws3z3A5bNszR008/7bXpqlrD3bt318oC9zW8IHmXLh4yyGt5AbVRq8YJsmyep5zQGCWERigoeaf2F2SruKxUktQ2IFDFaXsrfK2zxKHitL0Kz9t/wn39qD9qtLlFQkKCHnjgAW3btk1Lly5VZGSkLr/8crVu3VpNmjTRrFmzNH26+41UnkhMTFRaWvkLLWlpaYqKilJwcLDb102YMEH5+fnH/x096uYA9M+7fbmMl3neic7Nppi/xwyeNUA8sTLPcjYajaokYzklGYy+SbrMWSaj0bNfZ+dff0DdDEo6wc8YJ2Q0Giv/Pkvy9ve5yjV8onlPmPe/h9FolNNZ2ddbv2rBYFDlf+PLSmtdp9F/k2rVcCU/p8p/p90zGAyVH4fl1Mkd0Sr53fLwmGY2m09w7nCSNVxW+XkJ9XDyjEZjpd9ng7Ps2O+mJ3Er/X3WSf4+u6pyDRvk0u32f5XVs2NPbeE8Qb2jZgUGBlb+M5FO/m/8P1T9OFz5GWKpl/OqzQwGw4nPO+rR9wP+VfUaNshZ6flj/Xk/DLgTHR2tshP8/a7sfNYTVa3hY5ctKqvhEt9dPwbqlBO9h/HfufSJPgPi/BGoeV6r4bIyrqEAflD1c2nnCWvYecJzCADeVvV1WmWVf25ZxjofQFKV1jR68tmzO1WtYaecJ1x7QA0DNa9a74cB1DpVPw7rxNelAdS4Kl/TMhgq/ez6RJ9rV+5Ea9PKjq1RriaTyVT5ureyMhk8Xb16oq+3zLvveeqrE34HT2Ifl884Vfnvh7PUqzlXp4YrXS/tdMroo/12qFj79u29vuYHJ8/prHx/kLfXNFa1ho1G4wmPw77aMwvUGn/Vp1MGGXRsj1JZufeRJ1hn+dd++Fp37gC/qbHfhO+//15JSUm66aabNHXqVDVp0kQjRozQkiVLJElFRUV69dVX1axZs5pKqVLPP/+8IiMjj/9r0qRJhc8rC45QUAv3d5MOO7WnunfvXu35P//8c0WcM8x93C5DpCDPuiMfSM5QcOtz3I4Hnd5XCxe6v/O7O2vXrlXPiMZux/s1OlW//OBZh7sQk1nnNGzpdrxv47a65pprqh13+vTpiujsvjNWcMdLVBbk2V3u8V/XX3+9ws4c4HY8pO15UmCYV+esag0rKEKBp7jv+BTerp/ee+89r+ZWW40ePVrhna5wOx7afqBkrj93/Fy9eYfCOl7idjzk7Cv1xRfu766Ik1PVGnYGhCrojAvcxonseIk2btxY7fk3b96skhY93Y4Hnt5PC5evrnZcSVqwdKWC2rn/m1jSqrdHOb/77rsK63CR2/GQ0/ooI6+o2nElaeXG7QrrdLn72J0H6/PPP/coNv7rm/mLFXDWlW7HrW0GaMWKFdWOe/jwYRU3OF3udrYFNj1Tm3YdqHbcylS1hsONRvVrfKrbOBc3b6+DBw96NTdUbs3W3YrseYPb8fBzrpEjMKYGM8J9992noGYdJGPFTYQCGp4qY7B375xT1RoOM5l0cdPT3Ma5omUHZWVleTW32qpt27YKOaW7+7+1zTrKGMx7S9SMKr8fDolSeJchbuNEdB+uoiLPzh+Bf4sHH3xQjcOiFWyqeKFOQkiEYgJDvDpnVWvYGBaj4G7ur4eG9holh6PYq7kBdZEpsqEMbs7DjOFxMoXFeXW+qtZwQFi8grq5/wwo+LxRchoDvZobgBOrcg1HNFTQucPdxgnufZPMwVG+ShOAG1Wt4cDIxgrqfr3bOEHnjVJQeANfpQnAjarWcEh0YwVW8jlGUM8bFRLVyFdpAnXGnqR0BTRoXfGgySxraCOvfoZT1RoOCm+goPNGuY0T1OMGBUZSw0BNq/JnSwBqpSqvtTSYFdxrpNs4QedcqwDeDwM1rqo17HAU69pWHd3GGdT8DEUFhXqUgyE4UoGNz3AzaFRwq656/PHHqx132rRpCjv3OrfjYV2G6Melq6odV5I27tinoOZnVTxoMKikYTvWnnrBsjWbFNTG/V6b0mbdtH379hrM6MQMgaEKOf18t+NhHS/VsGHuP6etrqrW8IoVK9Srkv12AxqdqoWz53ktL5zYRx99pAYhEQo1V/y5fGxQmGKCvLsmCCdmCAxVWMeL3Y6Hdx6sN99802vzVbWG16xZo56R7t8rD2jcVovnzfdaXkBtdCQjR2EdL1aMLU8phbkqbtJObSIbyGw41qLgYEmpzPEtK36xyazAxLYqiGil1as924uHf58aa26Rnp6uvn37qkOHDnrzzTeVk5Pj8pyMjAy1atXKq/OmpqaqYcOG5R5r2LCh8vLyZLPZ3L7O4XCooKCg3L+K5FjKFHPjOzIEuG74DrvkIZWGROnAgepvFrzppptkjmtW4UZSY1is4q58VE++/Ha140rSbeMmKfa612SoYOF1VL+7tHrLHjkcjmrHtVgs2rFyvQY2ct3cFBUYohsanqlPP/rYo5y/++R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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if PLOTTING:\n", " persons_sample = dfd[\"persons\"].sample(frac=0.001, random_state=0)\n", " persons_features = (\n", " persons_sample.select_dtypes(include=np.number)\n", " .drop(columns=[\"severity\", \"accident_id\"])\n", " .columns\n", " )\n", " sns.pairplot(\n", " data=persons_sample,\n", " vars=persons_features,\n", " hue=\"severity\",\n", " diag_kind=\"hist\",\n", " palette=\"Dark2\",\n", " )\n", " visualization.savefig(\n", " basename=\"persons_pairplot\", filepath=PLOT_DIR, formats=PLOT_FILE_FORMATS\n", " )" ] }, { "cell_type": "code", "execution_count": 44, "id": "7cd45bb0", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:09:47.054348Z", "iopub.status.busy": "2024-06-14T14:09:47.052341Z", "iopub.status.idle": "2024-06-14T14:09:47.956732Z", "shell.execute_reply": "2024-06-14T14:09:47.954732Z" }, "papermill": { "duration": 0.950459, "end_time": "2024-06-14T14:09:47.960736", "exception": false, "start_time": "2024-06-14T14:09:47.010277", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if PLOTTING:\n", " fig = plt.figure(\n", " FigureClass=Waffle,\n", " rows=5,\n", " columns=10,\n", " values=dfd[\"persons\"][\"role\"].value_counts().sort_index(),\n", " labels=[\"driver\", \"passenger\", \"pedestrian\"],\n", " legend={\"loc\": \"lower left\", \"bbox_to_anchor\": (0.16, -0.15), \"ncol\": 3},\n", " title={\"label\": \"Role of Involved Persons\"},\n", " )\n", " visualization.savefig(\n", " basename=\"role_waffle\", filepath=PLOT_DIR, formats=PLOT_FILE_FORMATS\n", " )" ] }, { "cell_type": "code", "execution_count": 45, "id": "6798d801", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:09:48.054276Z", "iopub.status.busy": "2024-06-14T14:09:48.051267Z", "iopub.status.idle": "2024-06-14T14:09:48.077268Z", "shell.execute_reply": "2024-06-14T14:09:48.075262Z" }, "papermill": { "duration": 0.073545, "end_time": "2024-06-14T14:09:48.080275", "exception": false, "start_time": "2024-06-14T14:09:48.006730", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "1.0 21640\n", "2.0 5650\n", "3.0 1130\n", "0.0 562\n", "Name: pedestrian_company, dtype: int64" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The variable pedestrian_company has a high number of missing values.\n", "# This is mostly due to the fact that the number of pedestrians is relatively low\n", "dfd[\"persons\"][\"pedestrian_company\"][dfd[\"persons\"][\"role\"] == 3].value_counts(\n", " dropna=False\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8228cb8e", "metadata": { "papermill": { "duration": 0.047534, "end_time": "2024-06-14T14:09:48.171809", "exception": false, "start_time": "2024-06-14T14:09:48.124275", "status": "completed" }, "tags": [] }, "source": [ "Most of the pedestrians were alone and the missing values are much lower if we only take the\n", "pedestrians into account. I can therefore assume that the missing values are mostly '1',\n", "if the person is a passenger. The rest will be set to zero." ] }, { "cell_type": "code", "execution_count": 46, "id": "8814e685", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:09:48.269357Z", "iopub.status.busy": "2024-06-14T14:09:48.269357Z", "iopub.status.idle": "2024-06-14T14:09:48.317362Z", "shell.execute_reply": "2024-06-14T14:09:48.316359Z" }, "papermill": { "duration": 0.105533, "end_time": "2024-06-14T14:09:48.321359", "exception": false, "start_time": "2024-06-14T14:09:48.215826", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "dfd[\"persons\"].loc[dfd[\"persons\"][\"role\"] == 3, \"pedestrian_company\"] = dfd[\"persons\"][\n", " \"pedestrian_company\"\n", "][dfd[\"persons\"][\"role\"] == 3].fillna(1)\n", "dfd[\"persons\"].loc[dfd[\"persons\"][\"role\"] != 3, \"pedestrian_company\"] = dfd[\"persons\"][\n", " \"pedestrian_company\"\n", "][dfd[\"persons\"][\"role\"] != 3].fillna(0)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "03aa8ea0", "metadata": { "papermill": { "duration": 0.04302, "end_time": "2024-06-14T14:09:48.409913", "exception": false, "start_time": "2024-06-14T14:09:48.366893", "status": "completed" }, "tags": [] }, "source": [ "# Merge A: Keeping the information for all persons involved\n", "First, the 'vehicles' and 'persons' dataframes have to be merged on 'unique_vehicle_id'.\n", "Then, this new dataframe will be merged with the 'accidents' dataframe on 'accident_id'\n", "\n", "Note:\n", "In the original dataset, pedestrians are associated with a vehicle involved in the accident,\n", "probably the one that hit them.\n", "I will keep this association for now, but there surely is an alternative way to handle this." ] }, { "cell_type": "code", "execution_count": 47, "id": "b6e27146", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:09:48.498454Z", "iopub.status.busy": "2024-06-14T14:09:48.497448Z", "iopub.status.idle": "2024-06-14T14:09:49.900723Z", "shell.execute_reply": "2024-06-14T14:09:49.898719Z" }, "papermill": { "duration": 1.450271, "end_time": "2024-06-14T14:09:49.902725", "exception": false, "start_time": "2024-06-14T14:09:48.452454", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "persons_vehicles_merged = pd.merge(\n", " left=dfd[\"vehicles\"],\n", " right=dfd[\"persons\"],\n", " on=\"unique_vehicle_id\",\n", " suffixes=(None, \"_y\"),\n", " validate=\"one_to_many\",\n", ")" ] }, { "cell_type": "code", "execution_count": 48, "id": "27922353", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:09:50.001608Z", "iopub.status.busy": "2024-06-14T14:09:50.001608Z", "iopub.status.idle": "2024-06-14T14:09:50.714719Z", "shell.execute_reply": "2024-06-14T14:09:50.712710Z" }, "papermill": { "duration": 0.768955, "end_time": "2024-06-14T14:09:50.717760", "exception": false, "start_time": "2024-06-14T14:09:49.948805", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "df_by_person = pd.merge(\n", " left=accidents,\n", " right=persons_vehicles_merged,\n", " on=\"accident_id\",\n", " suffixes=(None, \"_y\"),\n", " validate=\"one_to_many\",\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "53ca34eb", "metadata": { "papermill": { "duration": 0.052994, "end_time": "2024-06-14T14:09:50.817290", "exception": false, "start_time": "2024-06-14T14:09:50.764296", "status": "completed" }, "tags": [] }, "source": [ "# Post-merge cleaning and feature Engineering\n", "Some steps can only be carried out after the merge." ] }, { "attachments": {}, "cell_type": "markdown", "id": "2a84f11e", "metadata": { "papermill": { "duration": 0.044982, "end_time": "2024-06-14T14:09:50.912803", "exception": false, "start_time": "2024-06-14T14:09:50.867821", "status": "completed" }, "tags": [] }, "source": [ "## Removal of hit-and-run data\n", "As mentioned before, data for hit-and-run accidents are included in the dataset only from\n", "2021 on. These accidents will be dropped to make the data of the different years more comparable." ] }, { "cell_type": "code", "execution_count": 49, "id": "d36a53eb", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:09:51.012890Z", "iopub.status.busy": "2024-06-14T14:09:51.012890Z", "iopub.status.idle": "2024-06-14T14:09:51.514163Z", "shell.execute_reply": "2024-06-14T14:09:51.512154Z" }, "papermill": { "duration": 0.554295, "end_time": "2024-06-14T14:09:51.518180", "exception": false, "start_time": "2024-06-14T14:09:50.963885", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3060 data points were removed because no personal information was included\n" ] } ], "source": [ "# To count this kind of accidents, the number of rows will be counted before and after dropping.\n", "n_persons_with_hitrun = len(df_by_person)\n", "\n", "# First, the missing values are replaced by np.nan.\n", "# Note, that here 0.0 is the value for missing values and not -1 like in most variables.\n", "df_by_person.loc[:, [\"sex\", \"year_of_birth\"]] = df_by_person.loc[\n", " :, [\"sex\", \"year_of_birth\"]\n", "].replace({0.0: np.nan})\n", "df_by_person.dropna(subset=[\"year_of_birth\", \"sex\"], how=\"all\", axis=0, inplace=True)\n", "\n", "n_persons_without_hitrun = len(df_by_person)\n", "print(\n", " f\"{n_persons_with_hitrun - n_persons_without_hitrun} data points were removed because no\",\n", " \"personal information was included\",\n", ")\n", "\n", "# There is a small number of persons where no year of birth is provided, while the sex is present.\n", "df_by_person.loc[:, \"year_of_birth\"].fillna(method=\"bfill\", inplace=True)" ] }, { "cell_type": "code", "execution_count": 50, "id": "8fda0a4f", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:09:51.621667Z", "iopub.status.busy": "2024-06-14T14:09:51.620679Z", "iopub.status.idle": "2024-06-14T14:09:51.650189Z", "shell.execute_reply": "2024-06-14T14:09:51.648187Z" }, "papermill": { "duration": 0.086525, "end_time": "2024-06-14T14:09:51.654187", "exception": false, "start_time": "2024-06-14T14:09:51.567662", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "1.0 249038\n", "2.0 115325\n", "Name: sex, dtype: int64" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_by_person[\"sex\"].value_counts()" ] }, { "cell_type": "markdown", "id": "b877f6f7", "metadata": { "papermill": { "duration": 0.058547, "end_time": "2024-06-14T14:09:51.763745", "exception": false, "start_time": "2024-06-14T14:09:51.705198", "status": "completed" }, "tags": [] }, "source": [ "## Age" ] }, { "cell_type": "code", "execution_count": 51, "id": "f2fd0056", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:09:51.876143Z", "iopub.status.busy": "2024-06-14T14:09:51.875146Z", "iopub.status.idle": "2024-06-14T14:09:51.892146Z", "shell.execute_reply": "2024-06-14T14:09:51.889147Z" }, "papermill": { "duration": 0.078333, "end_time": "2024-06-14T14:09:51.895143", "exception": false, "start_time": "2024-06-14T14:09:51.816810", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "df_by_person.loc[:, \"age\"] = df_by_person[\"year\"] - df_by_person[\"year_of_birth\"]" ] }, { "attachments": {}, "cell_type": "markdown", "id": "3556d22d", "metadata": { "papermill": { "duration": 0.053006, "end_time": "2024-06-14T14:09:51.999698", "exception": false, "start_time": "2024-06-14T14:09:51.946692", "status": "completed" }, "tags": [] }, "source": [ "# Merge B: Reducing the dataset to one row per accident\n", "In this merge, the information about persons and vehicles will be aggregated." ] }, { "cell_type": "code", "execution_count": 52, "id": "d2ebc2b3", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:09:52.113231Z", "iopub.status.busy": "2024-06-14T14:09:52.112231Z", "iopub.status.idle": "2024-06-14T14:09:53.609814Z", "shell.execute_reply": "2024-06-14T14:09:53.607809Z" }, "papermill": { "duration": 1.558579, "end_time": "2024-06-14T14:09:53.612813", "exception": false, "start_time": "2024-06-14T14:09:52.054234", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# These are the discrete variables where the occurences of each value will be summed up\n", "# and kept in the reduced dataframe:\n", "aggregation_cols = [\"vehicle_category\", \"role\", \"severity\"]\n", "persons_vehicles_reduced = pd.get_dummies(\n", " persons_vehicles_merged, columns=aggregation_cols\n", ")\n", "aggregation_dummy_cols = []\n", "\n", "# The data has to be grouped by and the number of occurences is summed up with the aggregate\n", "# function\n", "for this_agg in aggregation_cols:\n", " for this_col in persons_vehicles_reduced.columns:\n", " if this_col.startswith(this_agg):\n", " aggregation_dummy_cols.append(this_col)\n", "persons_vehicles_reduced = persons_vehicles_reduced.groupby(\"accident_id\")[\n", " aggregation_dummy_cols\n", "].sum()\n", "\n", "# Merge the reduced Data with the accidents dataset\n", "df_by_accident = pd.merge(\n", " left=accidents,\n", " right=persons_vehicles_reduced,\n", " on=\"accident_id\",\n", " suffixes=(None, \"_y\"),\n", " validate=\"one_to_one\",\n", ")" ] }, { "cell_type": "markdown", "id": "87a4fc01", "metadata": { "papermill": { "duration": 0.044992, "end_time": "2024-06-14T14:09:53.702343", "exception": false, "start_time": "2024-06-14T14:09:53.657351", "status": "completed" }, "tags": [] }, "source": [ "# Export Data" ] }, { "cell_type": "code", "execution_count": 53, "id": "c181eb7b", "metadata": { "execution": { "iopub.execute_input": "2024-06-14T14:09:53.801896Z", "iopub.status.busy": "2024-06-14T14:09:53.800895Z", "iopub.status.idle": "2024-06-14T14:09:56.851772Z", "shell.execute_reply": "2024-06-14T14:09:56.850765Z" }, "papermill": { "duration": 3.104871, "end_time": "2024-06-14T14:09:56.854763", "exception": false, "start_time": "2024-06-14T14:09:53.749892", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "df_by_person.to_parquet(\"../data/processed/df_by_person.parquet\")\n", "df_by_accident.to_parquet(\"../data/processed/df_by_accident.parquet\")" ] } ], "metadata": { "kernelspec": { "display_name": "roafr_env", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" }, "papermill": { "default_parameters": {}, "duration": 576.077312, "end_time": "2024-06-14T14:09:59.358028", "environment_variables": {}, "exception": null, "input_path": "nb_1.ipynb", "output_path": "VIEW_nb_1.ipynb", "parameters": { "PLOT_FILE_FORMATS": [ "png", "svg" ] }, "start_time": "2024-06-14T14:00:23.280716", "version": "2.4.0" } }, "nbformat": 4, "nbformat_minor": 5 }