diff --git a/Untitled.ipynb b/Untitled.ipynb
new file mode 100644
index 00000000..097c8129
--- /dev/null
+++ b/Untitled.ipynb
@@ -0,0 +1,217 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "d7fa9e50-0585-4315-8aed-ccd0bd775c47",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/home/jovyan/BiasCorrectionCrowdsourcedData-cookbook\n"
+ ]
+ }
+ ],
+ "source": [
+ "import os\n",
+ "print(os.getcwd())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "8c1c15ec-8e1b-4b0b-9566-666c64e49933",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "FileNotFoundError",
+ "evalue": "[Errno 2] No such file or directory: '../processed_data/weekly_with_covariates.csv'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[3], line 12\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcluster\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m KMeans\n\u001b[1;32m 11\u001b[0m \u001b[38;5;66;03m# --- 📁 Load Data ---\u001b[39;00m\n\u001b[0;32m---> 12\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m../processed_data/weekly_with_covariates.csv\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparse_dates\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mweek_start\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 14\u001b[0m \u001b[38;5;66;03m# --- ✅ Rename Columns ---\u001b[39;00m\n\u001b[1;32m 15\u001b[0m df \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39mrename(columns\u001b[38;5;241m=\u001b[39m{\n\u001b[1;32m 16\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mSUM_total_trip_count\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstrava_count\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m 17\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mEcoCntr_weekly_SUM\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mecocounter_count\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m 18\u001b[0m })\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1026\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m 1013\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 1014\u001b[0m dialect,\n\u001b[1;32m 1015\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1022\u001b[0m dtype_backend\u001b[38;5;241m=\u001b[39mdtype_backend,\n\u001b[1;32m 1023\u001b[0m )\n\u001b[1;32m 1024\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m-> 1026\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/pandas/io/parsers/readers.py:620\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 617\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m 619\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 620\u001b[0m parser \u001b[38;5;241m=\u001b[39m \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 622\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[1;32m 623\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1620\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 1617\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 1619\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1620\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/pandas/io/parsers/readers.py:1880\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m 1878\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[1;32m 1879\u001b[0m mode \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m-> 1880\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;241m=\u001b[39m \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1881\u001b[0m \u001b[43m \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1882\u001b[0m \u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1883\u001b[0m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1884\u001b[0m \u001b[43m \u001b[49m\u001b[43mcompression\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcompression\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1885\u001b[0m \u001b[43m \u001b[49m\u001b[43mmemory_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmemory_map\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1886\u001b[0m \u001b[43m \u001b[49m\u001b[43mis_text\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mis_text\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1887\u001b[0m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding_errors\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstrict\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1888\u001b[0m \u001b[43m \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstorage_options\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1889\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1890\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1891\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles\u001b[38;5;241m.\u001b[39mhandle\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/pandas/io/common.py:873\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m 868\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[1;32m 869\u001b[0m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[1;32m 870\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m 871\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[1;32m 872\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 873\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 874\u001b[0m \u001b[43m \u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 875\u001b[0m \u001b[43m \u001b[49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 876\u001b[0m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 877\u001b[0m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 878\u001b[0m \u001b[43m \u001b[49m\u001b[43mnewline\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 879\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 880\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 881\u001b[0m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[1;32m 882\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n",
+ "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../processed_data/weekly_with_covariates.csv'"
+ ]
+ }
+ ],
+ "source": [
+ "# --- 📦 Imports ---\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename Columns ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Clean & Convert Slope Category ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].fillna(df['MAX_slopePct'].median())\n",
+ "\n",
+ "# --- 🔢 Convert Other Covariates ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- 📊 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "if df_model.empty:\n",
+ " print(\"🚫 No valid rows for modeling after cleaning.\")\n",
+ "else:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"\\n🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " print(f\" RMSE: {mean_squared_error(y, y_pred, squared=False):.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "\n",
+ "# --- 📅 Monthly Trends ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering ---\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "\n",
+ "# Assign mock coordinates (replace with real centroids if available)\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "# --- 🗺️ Interactive Map ---\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 🍂 Seasonal Regression ---\n",
+ "df['season'] = df['week_start'].dt.month % 12 // 3 + 1\n",
+ "season_map = {1: 'Winter', 2: 'Spring', 3: 'Summer', 4: 'Fall'}\n",
+ "df['season'] = df['season'].map(season_map)\n",
+ "\n",
+ "print(\"\\n📊 Regression by Season:\")\n",
+ "for season, group in df.groupby('season'):\n",
+ " group_model = group.dropna(subset=features + ['ecocounter_count'])\n",
+ " if len(group_model) > 10:\n",
+ " X_s = group_model[features]\n",
+ " y_s = group_model['ecocounter_count']\n",
+ " m_s = LinearRegression().fit(X_s, y_s)\n",
+ " y_pred_s = m_s.predict(X_s)\n",
+ " print(f\" {season}: R² = {r2_score(y_s, y_pred_s):.3f}, RMSE = {np.sqrt(mean_squared_error(y_s, y_pred_s)):.1f}\")\n",
+ " else:\n",
+ " print(f\" {season}: Not enough data.\")\n",
+ "\n",
+ "# --- 📉 Residuals by Cluster ---\n",
+ "if not df_model.empty:\n",
+ " df_residuals = df_model.copy()\n",
+ " df_residuals['y_true'] = df_residuals['ecocounter_count']\n",
+ " df_residuals['y_pred'] = model.predict(df_model[features])\n",
+ " df_residuals['residual'] = df_residuals['y_true'] - df_residuals['y_pred']\n",
+ " df_residuals = df_residuals.merge(df_grid[['GRID_ID', 'cluster']], on='GRID_ID', how='left')\n",
+ "\n",
+ " plt.figure(figsize=(10, 5))\n",
+ " for cluster in sorted(df_residuals['cluster'].dropna().unique()):\n",
+ " cluster_df = df_residuals[df_residuals['cluster'] == cluster]\n",
+ " plt.scatter(cluster_df['y_true'], cluster_df['residual'], label=f'Cluster {cluster}', alpha=0.6)\n",
+ "\n",
+ " plt.axhline(0, color='gray', linestyle='--')\n",
+ " plt.title('Residuals by Cluster')\n",
+ " plt.xlabel('Observed EcoCounter Count')\n",
+ " plt.ylabel('Residual (Observed - Predicted)')\n",
+ " plt.legend()\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "904e69ed-aa77-4d77-a8e4-ab69c7f7e90d",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.11"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebooks/03_bias_correction_model_robust_revised.ipynb b/notebooks/03_bias_correction_model_robust_revised.ipynb
index 53143753..591e89f8 100644
--- a/notebooks/03_bias_correction_model_robust_revised.ipynb
+++ b/notebooks/03_bias_correction_model_robust_revised.ipynb
@@ -10,354 +10,3758 @@
},
{
"cell_type": "code",
- "execution_count": 4,
- "id": "6edc606a-8b76-4d8f-be75-42b548b9b24b",
+ "execution_count": 66,
+ "id": "a71bb7ae-4291-459f-a840-5e430351aed3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import pandas as pd\n",
+ "import geopandas as gpd\n",
+ "import h3\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.cluster import KMeans\n",
+ "from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "f7b6374a-23b9-4d28-85b5-d5360aef48a2",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Requirement already satisfied: h3 in /srv/conda/envs/notebook/lib/python3.10/site-packages (4.3.0)\n"
+ " GRID_ID.1 STARTweek_stravaDATE_cast GRID_ID ENDweek_stravaDATE_cast \\\n",
+ "0 BD-17 2022-10-17 BD-17 2022-10-23 23:59:00 \n",
+ "1 BD-17 2020-10-05 BD-17 2020-10-11 23:59:00 \n",
+ "2 BE-15 2022-04-11 BE-15 2022-04-17 23:59:00 \n",
+ "3 BH-26 2020-12-21 BH-26 2020-12-27 23:59:00 \n",
+ "4 BQ-25 2020-08-17 BQ-25 2020-08-23 23:59:00 \n",
+ "\n",
+ " SUM_total_trip_count EcoCntr_weekly_SUM MAX_slopePct STARTweek_Time \\\n",
+ "0 2765.0 1181 NaN 2022-10-17 \n",
+ "1 3050.0 1837 NaN 2020-10-05 \n",
+ "2 20680.0 3440 NaN 2022-04-11 \n",
+ "3 2820.0 668 NaN 2020-12-21 \n",
+ "4 8965.0 0 NaN 2020-08-17 \n",
+ "\n",
+ " HEXid_weekID HEXid_WeekID ENDweek_Time week_id week_start \n",
+ "0 BD-17_198 BD-17_198 2022-10-23 23:59:00 BD-17_198 2022-10-17 \n",
+ "1 BD-17_92 BD-17_92 2020-10-11 23:59:00 BD-17_92 2020-10-05 \n",
+ "2 BE-15_171 BE-15_171 2022-04-17 23:59:00 BE-15_171 2022-04-11 \n",
+ "3 BH-26_103 BH-26_103 2020-12-27 23:59:00 BH-26_103 2020-12-21 \n",
+ "4 BQ-25_85 BQ-25_85 2020-08-23 23:59:00 BQ-25_85 2020-08-17 \n"
]
}
],
"source": [
- "!pip install h3"
+ "import pandas as pd\n",
+ "\n",
+ "# Path for data loading\n",
+ "data_path = '../processed_data/matched_weekly_strava_ecocounter_extended.csv'\n",
+ "\n",
+ "# Load the file\n",
+ "df = pd.read_csv(data_path, parse_dates=['week_start'])\n",
+ "\n",
+ "# Preview\n",
+ "print(df.head())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "id": "c8423919-e1a8-400d-93a3-a0c93f82f06b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'eco_count'\n",
+ "}, inplace=True)"
]
},
{
"cell_type": "code",
- "execution_count": 2,
- "id": "258d4839-13e8-4581-8d40-8ed049f631c9",
+ "execution_count": 69,
+ "id": "154ba29f-b360-4e10-b3b9-93add2f115fc",
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Requirement already satisfied: h3 in /srv/conda/envs/notebook/lib/python3.10/site-packages (4.3.0)\n",
- "Requirement already satisfied: matplotlib in /srv/conda/envs/notebook/lib/python3.10/site-packages (3.10.5)\n",
- "Collecting seaborn\n",
- " Using cached seaborn-0.13.2-py3-none-any.whl.metadata (5.4 kB)\n",
- "Requirement already satisfied: pandas in /srv/conda/envs/notebook/lib/python3.10/site-packages (2.3.1)\n",
- "Requirement already satisfied: contourpy>=1.0.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from matplotlib) (1.3.2)\n",
- "Requirement already satisfied: cycler>=0.10 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from matplotlib) (0.12.1)\n",
- "Requirement already satisfied: fonttools>=4.22.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from matplotlib) (4.59.0)\n",
- "Requirement already satisfied: kiwisolver>=1.3.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from matplotlib) (1.4.8)\n",
- "Requirement already satisfied: numpy>=1.23 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from matplotlib) (2.2.6)\n",
- "Requirement already satisfied: packaging>=20.0 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from matplotlib) (24.2)\n",
- "Requirement already satisfied: pillow>=8 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from matplotlib) (11.3.0)\n",
- "Requirement already satisfied: pyparsing>=2.3.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from matplotlib) (3.2.3)\n",
- "Requirement already satisfied: python-dateutil>=2.7 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from matplotlib) (2.9.0.post0)\n",
- "Requirement already satisfied: pytz>=2020.1 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pandas) (2025.1)\n",
- "Requirement already satisfied: tzdata>=2022.7 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from pandas) (2025.2)\n",
- "Requirement already satisfied: six>=1.5 in /srv/conda/envs/notebook/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib) (1.17.0)\n",
- "Using cached seaborn-0.13.2-py3-none-any.whl (294 kB)\n",
- "Installing collected packages: seaborn\n",
- "Successfully installed seaborn-0.13.2\n"
- ]
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
],
"source": [
- "!pip install h3 matplotlib seaborn pandas"
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.histplot(df['eco_count'], kde=True, color='blue', label='EcoCounter')\n",
+ "sns.histplot(df['strava_count'], kde=True, color='orange', label='Strava')\n",
+ "plt.title('Distribution of Weekly Counts')\n",
+ "plt.xlabel('Weekly Count')\n",
+ "plt.ylabel('Frequency')\n",
+ "plt.legend()\n",
+ "plt.grid(True)\n",
+ "plt.show()"
]
},
{
"cell_type": "code",
- "execution_count": 3,
- "id": "2f299d8c-49bb-4a93-8b82-a22c4aa317ba",
+ "execution_count": 70,
+ "id": "d0bbda30-498e-4d37-8cc7-f220252f9b2c",
"metadata": {},
"outputs": [
{
- "ename": "ModuleNotFoundError",
- "evalue": "No module named 'h3'",
- "output_type": "error",
- "traceback": [
- "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
- "\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)",
- "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[3]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mmatplotlib\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mpyplot\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mplt\u001b[39;00m\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mseaborn\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01msns\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mh3\u001b[39;00m\n\u001b[32m 6\u001b[39m \u001b[38;5;66;03m# Sample DataFrame structure: replace with your actual data loading\u001b[39;00m\n\u001b[32m 7\u001b[39m data = pd.DataFrame({\n\u001b[32m 8\u001b[39m \u001b[33m'\u001b[39m\u001b[33mhex_id\u001b[39m\u001b[33m'\u001b[39m: [\n\u001b[32m 9\u001b[39m \u001b[33m'\u001b[39m\u001b[33m8928308280fffff\u001b[39m\u001b[33m'\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 14\u001b[39m \u001b[33m'\u001b[39m\u001b[33mdemographic_similarity\u001b[39m\u001b[33m'\u001b[39m: [\u001b[32m0.8\u001b[39m, \u001b[32m0.6\u001b[39m, \u001b[32m0.9\u001b[39m, \u001b[32m0.4\u001b[39m]\n\u001b[32m 15\u001b[39m })\n",
- "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'h3'"
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "📌 Correlation between Strava and EcoCounter counts: 0.49\n"
]
}
],
"source": [
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt\n",
- "import seaborn as sns\n",
- "import h3\n",
- "\n",
- "# Sample DataFrame structure: replace with your actual data loading\n",
- "data = pd.DataFrame({\n",
- " 'hex_id': [\n",
- " '8928308280fffff',\n",
- " '89283082807ffff',\n",
- " '89283082877ffff',\n",
- " '89283082803ffff',\n",
- " ],\n",
- " 'demographic_similarity': [0.8, 0.6, 0.9, 0.4]\n",
- "})\n",
- "\n",
- "# Aggregate demographic similarity by hex_id (if needed)\n",
- "agg = data.groupby('hex_id')['demographic_similarity'].mean().reset_index()\n",
- "\n",
- "# Get lat/lon of hex centers from hex IDs using h3\n",
- "agg['lat'] = agg['hex_id'].apply(lambda x: h3.h3_to_geo(x)[0])\n",
- "agg['lon'] = agg['hex_id'].apply(lambda x: h3.h3_to_geo(x)[1])\n",
- "\n",
- "# Plot demographic similarity on scatter plot\n",
- "plt.figure(figsize=(10,8))\n",
- "scatter = plt.scatter(\n",
- " agg['lon'], agg['lat'], \n",
- " c=agg['demographic_similarity'], \n",
- " cmap='viridis', \n",
- " s=100, edgecolor='k'\n",
- ")\n",
- "plt.colorbar(scatter, label='Demographic Similarity')\n",
- "plt.title('Demographic Similarity by H3 Hex')\n",
- "plt.xlabel('Longitude')\n",
- "plt.ylabel('Latitude')\n",
+ "plt.figure(figsize=(8, 6))\n",
+ "sns.scatterplot(data=df, x='strava_count', y='eco_count')\n",
+ "plt.title('Strava vs. EcoCounter Weekly Counts')\n",
+ "plt.xlabel('Strava Weekly Count')\n",
+ "plt.ylabel('EcoCounter Weekly Count')\n",
"plt.grid(True)\n",
- "plt.show()"
+ "plt.show()\n",
+ "\n",
+ "correlation = df[['strava_count', 'eco_count']].corr().iloc[0, 1]\n",
+ "print(f\"📌 Correlation between Strava and EcoCounter counts: {correlation:.2f}\")"
]
},
{
"cell_type": "code",
- "execution_count": 1,
- "id": "cf95cecd-d865-4d03-9f28-3f29ce536279",
+ "execution_count": 71,
+ "id": "964735cf-d349-4978-a717-48353cf22757",
"metadata": {},
"outputs": [
{
- "ename": "ModuleNotFoundError",
- "evalue": "No module named 'h3'",
- "output_type": "error",
- "traceback": [
- "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
- "\u001b[31mModuleNotFoundError\u001b[39m Traceback (most recent call last)",
- "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[1]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mmatplotlib\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mpyplot\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mplt\u001b[39;00m\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mseaborn\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01msns\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mh3\u001b[39;00m\n\u001b[32m 6\u001b[39m \u001b[38;5;66;03m# Example: aggregate demographic similarity by hex_id\u001b[39;00m\n\u001b[32m 7\u001b[39m \u001b[38;5;66;03m# Assuming you have a DataFrame `data` with columns 'hex_id' and 'demographic_similarity'\u001b[39;00m\n\u001b[32m 9\u001b[39m agg = data.groupby(\u001b[33m'\u001b[39m\u001b[33mhex_id\u001b[39m\u001b[33m'\u001b[39m)[\u001b[33m'\u001b[39m\u001b[33mdemographic_similarity\u001b[39m\u001b[33m'\u001b[39m].mean().reset_index()\n",
- "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'h3'"
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "📉 RMSE: 1998.91\n"
]
}
],
"source": [
- "import pandas as pd\n",
- "import matplotlib.pyplot as plt\n",
- "import seaborn as sns\n",
- "import h3\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "import numpy as np\n",
"\n",
- "# Example: aggregate demographic similarity by hex_id\n",
- "# Assuming you have a DataFrame `data` with columns 'hex_id' and 'demographic_similarity'\n",
+ "# Drop rows with missing values\n",
+ "df_model = df[['strava_count', 'eco_count']].dropna()\n",
"\n",
- "agg = data.groupby('hex_id')['demographic_similarity'].mean().reset_index()\n",
+ "X = df_model[['strava_count']]\n",
+ "y = df_model['eco_count']\n",
"\n",
- "# Use h3 to get approximate lat/lon of hex centers\n",
- "agg['lat'] = agg['hex_id'].apply(lambda x: h3.h3_to_geo(x)[0])\n",
- "agg['lon'] = agg['hex_id'].apply(lambda x: h3.h3_to_geo(x)[1])\n",
+ "model = LinearRegression()\n",
+ "model.fit(X, y)\n",
+ "df_model['eco_pred'] = model.predict(X)\n",
"\n",
- "plt.figure(figsize=(10,8))\n",
- "sns.scatterplot(x='lon', y='lat', hue='demographic_similarity', data=agg, palette='viridis')\n",
- "plt.title('Demographic Similarity by Hex')\n",
- "plt.xlabel('Longitude')\n",
- "plt.ylabel('Latitude')\n",
- "plt.colorbar(label='Demographic Similarity')\n",
- "plt.show()"
+ "# Plot\n",
+ "plt.figure(figsize=(8, 6))\n",
+ "sns.scatterplot(x='strava_count', y='eco_count', data=df_model, label='Observed')\n",
+ "sns.lineplot(x='strava_count', y='eco_pred', data=df_model, color='red', label='Regression Line')\n",
+ "plt.title('Linear Regression: EcoCounter ~ Strava')\n",
+ "plt.xlabel('Strava Count')\n",
+ "plt.ylabel('EcoCounter Count')\n",
+ "plt.legend()\n",
+ "plt.grid(True)\n",
+ "plt.show()\n",
+ "\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "rmse = np.sqrt(mean_squared_error(y, df_model['eco_pred']))\n",
+ "print(f\"📉 RMSE: {rmse:.2f}\")"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "id": "443d9825-47c6-42d9-a2fd-f3baf5e33e34",
+ "execution_count": 73,
+ "id": "36fc483d-034e-4704-bc16-0ca27670b877",
"metadata": {},
"outputs": [],
"source": [
+ "import os\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
- "import h3\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
- "from sklearn.cluster import KMeans\n",
+ "import numpy as np\n",
"from sklearn.linear_model import LinearRegression\n",
- "from sklearn.metrics import mean_squared_error\n",
- "import time\n",
- "import logging\n",
- "import os"
+ "from sklearn.cluster import KMeans\n",
+ "from sklearn.metrics import mean_squared_error"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "id": "eeb68689",
+ "execution_count": 74,
+ "id": "0b254b7f-abb1-4662-bc82-89e10839d160",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🔍 Sample rows:\n",
+ " strava_count ecocounter_count total_count\n",
+ "0 2765.0 1181 3946.0\n",
+ "1 3050.0 1837 4887.0\n",
+ "2 20680.0 3440 24120.0\n",
+ "3 2820.0 668 3488.0\n",
+ "4 8965.0 0 8965.0\n",
+ "\n",
+ "📊 Summary Statistics:\n",
+ " strava_count ecocounter_count total_count\n",
+ "count 3377.000000 3377.000000 3377.000000\n",
+ "mean 4472.807225 2312.891916 6785.699141\n",
+ "std 7220.435452 2289.639433 8572.885223\n",
+ "min 5.000000 0.000000 5.000000\n",
+ "25% 710.000000 698.000000 1955.000000\n",
+ "50% 1910.000000 1487.000000 3890.000000\n",
+ "75% 4405.000000 3481.000000 7487.000000\n",
+ "max 56525.000000 25277.000000 65973.000000\n",
+ "\n",
+ "📈 Correlation Matrix:\n",
+ " strava_count ecocounter_count total_count\n",
+ "strava_count 1.000000 0.487450 0.972429\n",
+ "ecocounter_count 0.487450 1.000000 0.677629\n",
+ "total_count 0.972429 0.677629 1.000000\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "import seaborn as sns\n",
+ "# 📦 Imports\n",
+ "import pandas as pd\n",
+ "import os\n",
"import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "# 🔧 Display settings (optional)\n",
+ "pd.set_option('display.max_columns', 100)\n",
+ "sns.set(style=\"whitegrid\")\n",
+ "\n",
+ "# 📁 Load the processed data (corrected path)\n",
+ "merged_path = '../processed_data/weekly_with_covariates.csv'\n",
+ "assert os.path.exists(merged_path), f\"Missing file: {merged_path}\"\n",
+ "\n",
+ "# 📄 Read the CSV\n",
+ "df = pd.read_csv(merged_path, parse_dates=['week_start'])\n",
+ "\n",
+ "# ✅ Rename key columns for consistency\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
"\n",
- "# Distribution of EcoCounter and Strava counts\n",
- "sns.histplot(truth_df['EcoCntr_weekly_SUM'], kde=True, color='blue', label='EcoCounter')\n",
- "sns.histplot(truth_df['SUM_total_trip_count'], kde=True, color='orange', label='Strava')\n",
+ "# ✅ Create total weekly count\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# 🔍 Preview data\n",
+ "print(\"🔍 Sample rows:\\n\", df[['strava_count', 'ecocounter_count', 'total_count']].head())\n",
+ "\n",
+ "# 📊 Summary statistics\n",
+ "print(\"\\n📊 Summary Statistics:\")\n",
+ "print(df[['strava_count', 'ecocounter_count', 'total_count']].describe())\n",
+ "\n",
+ "# 📈 Correlation matrix\n",
+ "print(\"\\n📈 Correlation Matrix:\")\n",
+ "print(df[['strava_count', 'ecocounter_count', 'total_count']].corr())\n",
+ "\n",
+ "# 📉 Histogram of weekly counts\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.histplot(df['strava_count'], color='orange', label='Strava', kde=True)\n",
+ "sns.histplot(df['ecocounter_count'], color='blue', label='EcoCounter', kde=True)\n",
+ "plt.title(\"Distribution of Weekly Counts (Strava vs. EcoCounter)\")\n",
+ "plt.xlabel(\"Weekly Count\")\n",
+ "plt.ylabel(\"Frequency\")\n",
"plt.legend()\n",
- "plt.title('Distribution of EcoCounter and Strava Counts')\n",
- "plt.xlabel('Weekly Count')\n",
- "plt.ylabel('Frequency')\n",
+ "plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "id": "e3148bd8-78f2-45a0-91b6-3e25c4d74d01",
- "metadata": {},
- "outputs": [],
- "source": [
- "for col in truth_df.columns:\n",
- " print(f\"'{col}'\")"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "9df6f7e0",
- "metadata": {},
- "source": [
- "### 3b. Covariate Selection & Model Setup"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "359dbd66",
+ "execution_count": 75,
+ "id": "50945cf2-f1ce-4c91-8b3f-27daeb0cd22e",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🧭 Found covariates: ['MAX_slopePct', 'Minority LandClass Pct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "\n",
+ "📈 Covariate correlations with counts:\n",
+ " strava_count ecocounter_count total_count\n",
+ "MAX_slopePct NaN NaN NaN\n",
+ "Minority LandClass Pct -0.179559 -0.174691 -0.197889\n",
+ "2024 Median Household Income 0.132678 -0.151739 0.071221\n",
+ "2024 Diversity Index -0.343600 -0.145807 -0.328336\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
+ "# 📊 Analyze covariates and their influence\n",
"\n",
- "from sklearn.linear_model import LinearRegression\n",
- "from sklearn.model_selection import train_test_split\n",
- "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n",
- "\n",
- "# Define covariates and response\n",
- "features = ['strava_count', 'trail_access', 'pop_density', 'median_income', 'age_18_34', 'bike_infra']\n",
- "X = df[features]\n",
- "y = df['eco_count']\n",
+ "# ✅ Select covariate columns if present\n",
+ "possible_covariates = ['MAX_slopePct', 'Minority LandClass Pct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "existing_covariates = [col for col in possible_covariates if col in df.columns]\n",
"\n",
- "# Split into train/test\n",
- "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
+ "print(f\"🧭 Found covariates: {existing_covariates}\")\n",
"\n",
- "# Fit model\n",
- "model = LinearRegression()\n",
- "model.fit(X_train, y_train)\n",
+ "# 💡 Correlate covariates with counts\n",
+ "correlation_df = df[['strava_count', 'ecocounter_count', 'total_count'] + existing_covariates].corr()\n",
"\n",
- "# Predict\n",
- "y_pred = model.predict(X_test)\n",
+ "# 📌 Show correlations between covariates and counts\n",
+ "print(\"\\n📈 Covariate correlations with counts:\")\n",
+ "print(correlation_df[['strava_count', 'ecocounter_count', 'total_count']].loc[existing_covariates])\n",
"\n",
- "# Evaluation metrics\n",
- "print(\"MAE:\", mean_absolute_error(y_test, y_pred))\n",
- "print(\"RMSE:\", mean_squared_error(y_test, y_pred, squared=False))\n",
- "print(\"R^2:\", r2_score(y_test, y_pred))\n"
+ "# 📊 Pairplot (optional but insightful)\n",
+ "sns.pairplot(df[['strava_count', 'ecocounter_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']].dropna())\n",
+ "plt.suptitle(\"Pairwise Plots: Counts vs. Covariates\", y=1.02)\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
]
},
{
- "cell_type": "markdown",
- "id": "b0a44037",
+ "cell_type": "code",
+ "execution_count": 76,
+ "id": "7f6938be-1d51-460b-a516-b8c2b4420b0c",
"metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Plot rows: 3377\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "### 3c. Correction Model Application"
+ "# 📉 Remove NaN-only columns before plotting\n",
+ "plot_cols = ['strava_count', 'ecocounter_count', 'Minority LandClass Pct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "plot_df = df[plot_cols].dropna()\n",
+ "\n",
+ "# 🔁 Confirm it's not empty\n",
+ "print(f\"Plot rows: {len(plot_df)}\")\n",
+ "\n",
+ "if len(plot_df) > 0:\n",
+ " sns.pairplot(plot_df)\n",
+ " plt.suptitle(\"Pairwise Relationships: Counts vs Covariates\", y=1.02)\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ "else:\n",
+ " print(\"❌ No data to plot — check for missing values in key covariates.\")"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "id": "ef5716f6",
+ "execution_count": 79,
+ "id": "c1fbfeac-6456-45a1-96fa-53ad4abde7fc",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ File loaded successfully.\n",
+ " GRID_ID.1 STARTweek_stravaDATE_cast GRID_ID ENDweek_stravaDATE_cast \\\n",
+ "0 BD-17 2022-10-17 BD-17 2022-10-23 23:59:00 \n",
+ "1 BD-17 2020-10-05 BD-17 2020-10-11 23:59:00 \n",
+ "2 BE-15 2022-04-11 BE-15 2022-04-17 23:59:00 \n",
+ "3 BH-26 2020-12-21 BH-26 2020-12-27 23:59:00 \n",
+ "4 BQ-25 2020-08-17 BQ-25 2020-08-23 23:59:00 \n",
+ "\n",
+ " SUM_total_trip_count EcoCntr_weekly_SUM MAX_slopePct STARTweek_Time \\\n",
+ "0 2765.0 1181 NaN 2022-10-17 \n",
+ "1 3050.0 1837 NaN 2020-10-05 \n",
+ "2 20680.0 3440 NaN 2022-04-11 \n",
+ "3 2820.0 668 NaN 2020-12-21 \n",
+ "4 8965.0 0 NaN 2020-08-17 \n",
+ "\n",
+ " HEXid_weekID HEXid_WeekID ENDweek_Time week_id week_start \\\n",
+ "0 BD-17_198 BD-17_198 2022-10-23 23:59:00 BD-17_198 2022-10-17 \n",
+ "1 BD-17_92 BD-17_92 2020-10-11 23:59:00 BD-17_92 2020-10-05 \n",
+ "2 BE-15_171 BE-15_171 2022-04-17 23:59:00 BE-15_171 2022-04-11 \n",
+ "3 BH-26_103 BH-26_103 2020-12-27 23:59:00 BH-26_103 2020-12-21 \n",
+ "4 BQ-25_85 BQ-25_85 2020-08-23 23:59:00 BQ-25_85 2020-08-17 \n",
+ "\n",
+ " _GRID_JOIN_ OBJECTID * Shape * SOURCE_ID GRID_ID_cov slopePct \\\n",
+ "0 BD-17 8134 Polygon 8134 BD-17 12 to 25% \n",
+ "1 BD-17 8134 Polygon 8134 BD-17 12 to 25% \n",
+ "2 BE-15 8442 Polygon 8442 BE-15 8 to 12% \n",
+ "3 BH-26 7367 Polygon 7367 BH-26 1 to 3% \n",
+ "4 BQ-25 7444 Polygon 7444 BQ-25 1 to 3% \n",
+ "\n",
+ " TrailCounter SqMeters ASOSID AR_asosID_hexID \\\n",
+ "0 N Walton - Bentonville 489982.325556 VBT BD-17_VBT \n",
+ "1 N Walton - Bentonville 489982.325556 VBT BD-17_VBT \n",
+ "2 North Trail (RBG) - Bentonville 489983.971087 VBT BE-15_VBT \n",
+ "3 Horsebarn - Rogers 489989.142339 VBT BH-26_VBT \n",
+ "4 Foerster Park - Rogers 490003.801737 ROG BQ-25_ROG \n",
+ "\n",
+ " Slope_10m_MEAN OBJECTID GRID_ID.1_cov TIMESTEP_stravaDATE_cast \\\n",
+ "0 16.163683 92 \n",
+ "1 16.163683 92 \n",
+ "2 14.190971 0 \n",
+ "3 2.903954 152 \n",
+ "4 1.669559 217 \n",
+ "\n",
+ " STARTTIME_stravaDATE_cast ENDTIME_stravaDATE_cast \\\n",
+ "0 2020-10-05 06:00:00 2020-10-12 05:59:59 \n",
+ "1 2020-10-05 06:00:00 2020-10-12 05:59:59 \n",
+ "2 2018-12-31 06:00:00 2019-01-07 05:59:59 \n",
+ "3 2021-11-29 06:00:00 2021-12-06 05:59:59 \n",
+ "4 2023-02-27 06:00:00 2023-03-06 05:59:59 \n",
+ "\n",
+ " SUM_EcoCounter_WeeklyAggregation SUM_total_trip_count_cov SUM_ride_count \\\n",
+ "0 1837 3050 3005 \n",
+ "1 1837 3050 3005 \n",
+ "2 3035 5615 5565 \n",
+ "3 842 2450 2365 \n",
+ "4 0 5100 4810 \n",
+ "\n",
+ " MAX_activity_type MAX_slopePct_cov SUM_forward_people_count \\\n",
+ "0 Ride,EBikeRide 12 to 25% 1330 \n",
+ "1 Ride,EBikeRide 12 to 25% 1330 \n",
+ "2 Ride,EBikeRide 8 to 12% 2285 \n",
+ "3 Ride,EBikeRide 1 to 3% 1210 \n",
+ "4 Ride,EBikeRide 1 to 3% 2175 \n",
+ "\n",
+ " SUM_reverse_people_count SUM_forward_commute_trip_count \\\n",
+ "0 1615 0 \n",
+ "1 1615 0 \n",
+ "2 3005 75 \n",
+ "3 1255 95 \n",
+ "4 2790 230 \n",
+ "\n",
+ " SUM_reverse_commute_trip_count SUM_forward_leisure_trip_count \\\n",
+ "0 0 1405 \n",
+ "1 0 1405 \n",
+ "2 105 2380 \n",
+ "3 50 1160 \n",
+ "4 30 1955 \n",
+ "\n",
+ " SUM_reverse_leisure_trip_count SUM_ebike_ride_count \\\n",
+ "0 1690 35 \n",
+ "1 1690 35 \n",
+ "2 3100 0 \n",
+ "3 1250 100 \n",
+ "4 2815 220 \n",
+ "\n",
+ " SUM_forward_morning_trip_count SUM_reverse_morning_trip_count \\\n",
+ "0 195 205 \n",
+ "1 195 205 \n",
+ "2 110 150 \n",
+ "3 100 150 \n",
+ "4 0 15 \n",
+ "\n",
+ " SUM_forward_midday_trip_count SUM_reverse_midday_trip_count \\\n",
+ "0 665 690 \n",
+ "1 665 690 \n",
+ "2 1505 2060 \n",
+ "3 675 680 \n",
+ "4 1270 1300 \n",
+ "\n",
+ " SUM_forward_evening_trip_count SUM_reverse_evening_trip_count \\\n",
+ "0 510 775 \n",
+ "1 510 775 \n",
+ "2 635 770 \n",
+ "3 330 370 \n",
+ "4 775 1215 \n",
+ "\n",
+ " SUM_forward_male_people_count SUM_reverse_male_people_count \\\n",
+ "0 1070 1250 \n",
+ "1 1070 1250 \n",
+ "2 1975 2575 \n",
+ "3 830 850 \n",
+ "4 1470 1870 \n",
+ "\n",
+ " SUM_forward_female_people_count ... \\\n",
+ "0 220 ... \n",
+ "1 220 ... \n",
+ "2 165 ... \n",
+ "3 300 ... \n",
+ "4 625 ... \n",
+ "\n",
+ " 2022 HHs: Inc Below Poverty Level (ACS 5-Yr) \\\n",
+ "0 21 \n",
+ "1 21 \n",
+ "2 7 \n",
+ "3 0 \n",
+ "4 62 \n",
+ "\n",
+ " 2022 HHs: Inc Below Poverty Level (ACS 5-Yr): Percent \\\n",
+ "0 3.71 \n",
+ "1 3.71 \n",
+ "2 11.29 \n",
+ "3 0.00 \n",
+ "4 18.29 \n",
+ "\n",
+ " 2022 HHs w/Public Assist Income (ACS 5-Yr) \\\n",
+ "0 7 \n",
+ "1 7 \n",
+ "2 0 \n",
+ "3 0 \n",
+ "4 0 \n",
+ "\n",
+ " 2022 HHs w/Public Assist Income (ACS 5-Yr): Percent \\\n",
+ "0 1.24 \n",
+ "1 1.24 \n",
+ "2 0.00 \n",
+ "3 0.00 \n",
+ "4 0.00 \n",
+ "\n",
+ " 2022 Race: White (ACS 5-Yr) 2022 Race: White (ACS 5-Yr): Percent \\\n",
+ "0 1763 94.58 \n",
+ "1 1763 94.58 \n",
+ "2 177 79.02 \n",
+ "3 0 0.00 \n",
+ "4 842 59.34 \n",
+ "\n",
+ " 2022 Race: Black (ACS 5-Yr) 2022 Race: Black (ACS 5-Yr): Percent GRID_ID.2 \\\n",
+ "0 40 2.15 \n",
+ "1 40 2.15 \n",
+ "2 6 2.68 \n",
+ "3 0 0.00 \n",
+ "4 0 0.00 \n",
+ "\n",
+ " Trail Counter Name Sq_MetersAREA Shape_Length Shape_Area \\\n",
+ "0 N Walton - Bentonville 489982.325556 2604.986301 489734.019118 \n",
+ "1 N Walton - Bentonville 489982.325556 2604.986301 489734.019118 \n",
+ "2 North Trail (RBG) - Bentonville 489983.971087 2604.986127 489733.953993 \n",
+ "3 Horsebarn - Rogers 489989.142339 2604.986401 489734.056717 \n",
+ "4 Foerster Park - Rogers 490003.801737 2604.986401 489734.056717 \n",
+ "\n",
+ " Spatial Component 1 Spatial Component 2 Spatial Component 3 \\\n",
+ "0 0.015783 0.040855 0.027291 \n",
+ "1 0.015783 0.040855 0.027291 \n",
+ "2 0.019926 0.032265 0.032738 \n",
+ "3 -0.035047 0.016062 0.023415 \n",
+ "4 -0.024320 -0.023565 0.041983 \n",
+ "\n",
+ " Spatial Component 4 Spatial Component 5 Spatial Component 6 \\\n",
+ "0 0.017883 -0.003895 0.013502 \n",
+ "1 0.017883 -0.003895 0.013502 \n",
+ "2 0.014478 -0.008740 0.008535 \n",
+ "3 -0.010611 0.023480 -0.008963 \n",
+ "4 -0.012929 0.014677 -0.020980 \n",
+ "\n",
+ " Spatial Component 7 Spatial Component 8 Spatial Component 9 \\\n",
+ "0 0.021565 -0.019881 0.026586 \n",
+ "1 0.021565 -0.019881 0.026586 \n",
+ "2 0.028416 -0.018112 0.023882 \n",
+ "3 0.009121 0.020300 0.001227 \n",
+ "4 0.010392 0.015039 -0.010322 \n",
+ "\n",
+ " Spatial Component 10 Spatial Component 11 Spatial Component 12 \\\n",
+ "0 -0.008986 -0.001549 -0.014623 \n",
+ "1 -0.008986 -0.001549 -0.014623 \n",
+ "2 -0.019235 -0.006239 -0.005124 \n",
+ "3 0.004843 0.002997 0.002878 \n",
+ "4 0.001868 0.020474 -0.002792 \n",
+ "\n",
+ " Spatial Component 13 Spatial Component 14 Spatial Component 15 \\\n",
+ "0 -0.013211 -0.012938 0.017165 \n",
+ "1 -0.013211 -0.012938 0.017165 \n",
+ "2 0.004725 -0.008364 0.018894 \n",
+ "3 0.009927 -0.001173 0.010398 \n",
+ "4 -0.002008 -0.009809 0.009287 \n",
+ "\n",
+ " Spatial Component 16 Spatial Component 17 Spatial Component 18 \\\n",
+ "0 -0.017385 -0.010753 0.003779 \n",
+ "1 -0.017385 -0.010753 0.003779 \n",
+ "2 -0.011290 -0.014884 0.005878 \n",
+ "3 0.029699 -0.005415 -0.001269 \n",
+ "4 -0.002458 0.007774 -0.000434 \n",
+ "\n",
+ " Spatial Component 19 Spatial Component 20 Spatial Component 21 \\\n",
+ "0 0.007025 -0.001157 0.014234 \n",
+ "1 0.007025 -0.001157 0.014234 \n",
+ "2 0.003777 -0.000841 0.011753 \n",
+ "3 -0.001177 -0.000546 -0.030393 \n",
+ "4 -0.005906 0.007907 0.004070 \n",
+ "\n",
+ " Spatial Component 22 Spatial Component 23 Spatial Component 24 \\\n",
+ "0 0.005793 0.016226 -0.016456 \n",
+ "1 0.005793 0.016226 -0.016456 \n",
+ "2 0.000791 0.009333 -0.019413 \n",
+ "3 0.003949 -0.015063 0.008706 \n",
+ "4 0.003692 -0.015666 -0.014223 \n",
+ "\n",
+ " Spatial Component 25 Spatial Component 26 Spatial Component 27 \\\n",
+ "0 0.026306 0.007163 0.017273 \n",
+ "1 0.026306 0.007163 0.017273 \n",
+ "2 0.027540 0.010574 0.000171 \n",
+ "3 0.003519 0.019769 -0.017329 \n",
+ "4 -0.013315 -0.005638 0.011627 \n",
+ "\n",
+ " Spatial Component 28 Spatial Component 29 Spatial Component 30 \\\n",
+ "0 0.000970 0.005897 -0.008076 \n",
+ "1 0.000970 0.005897 -0.008076 \n",
+ "2 -0.002385 -0.005621 -0.004850 \n",
+ "3 0.005003 -0.008240 -0.009508 \n",
+ "4 0.007847 -0.012879 0.022807 \n",
+ "\n",
+ " Spatial Component 31 Spatial Component 32 Spatial Component 33 \\\n",
+ "0 -0.005118 -0.004417 -0.019202 \n",
+ "1 -0.005118 -0.004417 -0.019202 \n",
+ "2 -0.007405 -0.004869 -0.022160 \n",
+ "3 -0.024286 -0.002029 0.006402 \n",
+ "4 0.022764 -0.010053 -0.010954 \n",
+ "\n",
+ " Spatial Component 34 Spatial Component 35 Spatial Component 36 \\\n",
+ "0 -0.001520 -0.004688 0.012160 \n",
+ "1 -0.001520 -0.004688 0.012160 \n",
+ "2 -0.010040 -0.009015 0.006014 \n",
+ "3 -0.001713 -0.002555 0.002857 \n",
+ "4 0.022039 -0.019698 0.014580 \n",
+ "\n",
+ " Spatial Component 37 \n",
+ "0 -0.010374 \n",
+ "1 -0.010374 \n",
+ "2 0.005778 \n",
+ "3 0.001643 \n",
+ "4 -0.015723 \n",
+ "\n",
+ "[5 rows x 278 columns]\n"
+ ]
+ }
+ ],
"source": [
+ "import pandas as pd\n",
+ "import os\n",
+ "\n",
+ "# Corrected file path (go up one level from /notebooks/)\n",
+ "data_path = '../processed_data/weekly_with_covariates.csv'\n",
+ "\n",
+ "# Confirm it exists before loading\n",
+ "assert os.path.exists(data_path), f\"Missing file: {data_path}\"\n",
+ "\n",
+ "# Load the CSV file\n",
+ "df = pd.read_csv(data_path, parse_dates=['week_start'])\n",
"\n",
- "# Apply bias correction to full dataset\n",
- "df['eco_pred'] = model.predict(X)\n",
- "\n",
- "# Plot predicted vs actual\n",
- "sns.scatterplot(x='eco_count', y='eco_pred', data=df)\n",
- "plt.plot([df['eco_count'].min(), df['eco_count'].max()],\n",
- " [df['eco_count'].min(), df['eco_count'].max()],\n",
- " '--', color='red')\n",
- "plt.xlabel(\"Observed EcoCounter\")\n",
- "plt.ylabel(\"Predicted EcoCounter\")\n",
- "plt.title(\"Bias Corrected Predictions vs Observations\")\n",
- "plt.show()\n"
+ "# ✅ Preview\n",
+ "print(\"✅ File loaded successfully.\")\n",
+ "print(df.head())"
]
},
{
- "cell_type": "markdown",
- "id": "8ff73819",
+ "cell_type": "code",
+ "execution_count": 80,
+ "id": "0c230122-9010-4b70-b4e6-ba77f83c4af1",
"metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🔍 Sample rows:\n",
+ " strava_count ecocounter_count total_count\n",
+ "0 2765.0 1181 3946.0\n",
+ "1 3050.0 1837 4887.0\n",
+ "2 20680.0 3440 24120.0\n",
+ "3 2820.0 668 3488.0\n",
+ "4 8965.0 0 8965.0\n",
+ "\n",
+ "📊 Summary Statistics:\n",
+ " strava_count ecocounter_count total_count\n",
+ "count 3377.000000 3377.000000 3377.000000\n",
+ "mean 4472.807225 2312.891916 6785.699141\n",
+ "std 7220.435452 2289.639433 8572.885223\n",
+ "min 5.000000 0.000000 5.000000\n",
+ "25% 710.000000 698.000000 1955.000000\n",
+ "50% 1910.000000 1487.000000 3890.000000\n",
+ "75% 4405.000000 3481.000000 7487.000000\n",
+ "max 56525.000000 25277.000000 65973.000000\n",
+ "\n",
+ "📈 Correlation Matrix:\n",
+ " strava_count ecocounter_count total_count\n",
+ "strava_count 1.000000 0.487450 0.972429\n",
+ "ecocounter_count 0.487450 1.000000 0.677629\n",
+ "total_count 0.972429 0.677629 1.000000\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "🧭 Found covariates: ['MAX_slopePct', 'Minority LandClass Pct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "\n",
+ "📈 Covariate correlations with counts:\n",
+ " strava_count ecocounter_count total_count\n",
+ "MAX_slopePct NaN NaN NaN\n",
+ "Minority LandClass Pct -0.179559 -0.174691 -0.197889\n",
+ "2024 Median Household Income 0.132678 -0.151739 0.071221\n",
+ "2024 Diversity Index -0.343600 -0.145807 -0.328336\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_339/1972573058.py:67: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
+ " plt.legend()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "### 3d. Spatial Validation Across Demographic Clusters"
+ "# 📦 Imports\n",
+ "import os\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "# ✅ Set up plotting\n",
+ "sns.set(style=\"whitegrid\")\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "data_path = \"/home/jovyan/BiasCorrectionCrowdsourcedData-cookbook/processed_data/weekly_with_covariates.csv\"\n",
+ "df = pd.read_csv(data_path, parse_dates=[\"week_start\"])\n",
+ "\n",
+ "# ✅ Rename for consistency\n",
+ "df = df.rename(columns={\n",
+ " \"SUM_total_trip_count\": \"strava_count\",\n",
+ " \"EcoCntr_weekly_SUM\": \"ecocounter_count\"\n",
+ "})\n",
+ "df[\"total_count\"] = df[\"strava_count\"] + df[\"ecocounter_count\"]\n",
+ "\n",
+ "# 🧭 Check a sample\n",
+ "print(\"🔍 Sample rows:\")\n",
+ "print(df[[\"strava_count\", \"ecocounter_count\", \"total_count\"]].head())\n",
+ "\n",
+ "# 📊 Summary stats\n",
+ "print(\"\\n📊 Summary Statistics:\")\n",
+ "print(df[[\"strava_count\", \"ecocounter_count\", \"total_count\"]].describe())\n",
+ "\n",
+ "# 📈 Correlation matrix\n",
+ "print(\"\\n📈 Correlation Matrix:\")\n",
+ "print(df[[\"strava_count\", \"ecocounter_count\", \"total_count\"]].corr())\n",
+ "\n",
+ "# --- 📉 Visualize Distributions ---\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.histplot(df[\"total_count\"], bins=50, kde=True)\n",
+ "plt.title(\"Distribution of Total Weekly Counts (Strava + EcoCounter)\")\n",
+ "plt.xlabel(\"Total Weekly Count\")\n",
+ "plt.ylabel(\"Frequency\")\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🎯 Covariate Analysis ---\n",
+ "covariate_cols = [\n",
+ " \"MAX_slopePct\",\n",
+ " \"Minority LandClass Pct\",\n",
+ " \"2024 Median Household Income\",\n",
+ " \"2024 Diversity Index\"\n",
+ "]\n",
+ "\n",
+ "# Filter to existing columns\n",
+ "covariate_cols = [col for col in covariate_cols if col in df.columns]\n",
+ "\n",
+ "print(\"\\n🧭 Found covariates:\", covariate_cols)\n",
+ "\n",
+ "# Correlation with counts\n",
+ "correlation_results = df[[\"strava_count\", \"ecocounter_count\", \"total_count\"] + covariate_cols].corr()\n",
+ "print(\"\\n📈 Covariate correlations with counts:\")\n",
+ "print(correlation_results.loc[covariate_cols, [\"strava_count\", \"ecocounter_count\", \"total_count\"]])\n",
+ "\n",
+ "# --- 📊 Visualize Covariates vs. Count ---\n",
+ "for cov in covariate_cols:\n",
+ " plt.figure(figsize=(8, 5))\n",
+ " sns.scatterplot(x=df[cov], y=df[\"total_count\"])\n",
+ " sns.regplot(x=df[cov], y=df[\"total_count\"], scatter=False, color='red', label='Trend')\n",
+ " plt.title(f\"Total Count vs. {cov}\")\n",
+ " plt.xlabel(cov)\n",
+ " plt.ylabel(\"Total Count\")\n",
+ " plt.legend()\n",
+ " plt.tight_layout()\n",
+ " plt.show()"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "id": "7d771ec4",
+ "execution_count": 81,
+ "id": "4adc4576-df55-498e-92c1-0d7e31d6a237",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "🔍 Sample rows:\n",
+ " strava_count ecocounter_count total_count\n",
+ "0 2765.0 1181 3946.0\n",
+ "1 3050.0 1837 4887.0\n",
+ "2 20680.0 3440 24120.0\n",
+ "3 2820.0 668 3488.0\n",
+ "4 8965.0 0 8965.0\n",
+ "\n",
+ "📊 Summary Statistics:\n",
+ " strava_count ecocounter_count total_count\n",
+ "count 3377.000000 3377.000000 3377.000000\n",
+ "mean 4472.807225 2312.891916 6785.699141\n",
+ "std 7220.435452 2289.639433 8572.885223\n",
+ "min 5.000000 0.000000 5.000000\n",
+ "25% 710.000000 698.000000 1955.000000\n",
+ "50% 1910.000000 1487.000000 3890.000000\n",
+ "75% 4405.000000 3481.000000 7487.000000\n",
+ "max 56525.000000 25277.000000 65973.000000\n",
+ "\n",
+ "📈 Correlation Matrix:\n",
+ " strava_count ecocounter_count total_count\n",
+ "strava_count 1.000000 0.487450 0.972429\n",
+ "ecocounter_count 0.487450 1.000000 0.677629\n",
+ "total_count 0.972429 0.677629 1.000000\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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m+53o1auXOnTo4Dv2888/P+nrxPF8/fXXyszMrLX9N7/5jbZv365XXnlFr7zyiqxWq2/U8vrrr/f93mRmZioqKkqxsbHH/R3p1KlTrRHJxMREvzfzLpdLQ4cO1d69e/XKK6/4Av1VV12lF198Ue+9956uueYaX/u33npLvXv39o0OxsXF+f1+uFwuDRkyRMXFxXrppZdOGrTcbnedC0UcG5ZqBqWTOffcc2tt69Spk1auXCnJExbXrVunGTNm+AKHJL+R0M8++0yfffaZfve732nKlCm+86alpenuu+/WsmXLdM0112jfvn2S5PdzcSIvvPCCcnNztWTJEp155pmSpGHDhsnlcun111/XL3/5yzqvRz0Zp9OpO+64Q5deeqkkz2vCd999p+XLl+v222+XzWY74X+zHnnkEcXExOi1117z/S6ce+65cjgcWrBggSZOnKiEhARf+7p+trwyMzO1YMEClZeX1+v3GwgGpg4CTcjJpnz16tVLVqtVf/zjH/XWW29p9+7dAT1OzTe4J3PGGWf4vVmTpNGjR6u0tFTff/99QI9fX2vXrtWQIUNqzakfO3asKioqak3POnZqlvdNl/dNR13Ky8v1zTff6OKLL/a9WZQki8Wiyy+/XAcOHKj39MP68oaUsWPH+m0/88wzlZ6erjVr1tTrPGvWrNGvfvUr/exnP1OvXr3Uu3dvPfPMMyosLKxzFcuTqXmdlrfOgQMHSpLS09OVkpLiq/3LL79Uq1atfNdsrVq1SoMGDVLr1q1VXV3t+/BOt/Se8+OPP1Z8fLxGjBjh165Xr15KTU31tfMqLCzUL3/5S23cuFGLFy8+acjyPo+ePXv6TS96/fXXZTKZdO211zb4+3I8O3bs0MGDB3XFFVf4TZ+LiYnRRRddpG+++eakU/WOZ9CgQX4jNq1atVJKSor27t170mNP5XXi4MGDvlGAmpKSkrR48WK9+eab+s1vfqORI0dq586devLJJzVmzJh6Tfv0Ot7rz2uvvaaxY8cqKytLmZmZ6t27t9asWaOcnBxfm4yMDPXu3dtvilpOTo42btyocePG+Z1vxYoVuu6669S/f3/f+d58802/8x3P3Llz1bt3b78PSfrDH/7gt+1Eo6PHevHFF/Xmm2/6fcydO9e3/9NPP1VkZGSt51HT2rVrJanWiO6ll16q6Ojoer921HXe7t27+0KW11VXXSXDMHyP21Amk6nO1+UTvSZ7VVVVae3atbrwwgsVFRVV63WlqqpKX3/9td8xJ/pvW0pKitxut/Lz8wN6LkAgGNECmojy8nIVFhaecGGBTp066cUXX9TChQv1wAMPqLy8XB07dtTEiRP1y1/+st6P1ZBVrrwLc9S1rbCwsN7nCURhYaFvSlRN3vqPffzExES/r71Tlk50wXdxcbEMw2jQ45wq7/nq6ofWrVvX603Ixo0bNXnyZA0cOFAPPvig0tLSZLVa9cEHH+jZZ58N6CL3jIwMJSUlad26dbrpppv01Vdf6Z577vHtP+uss/Tll1/qmmuu0ddff+03LamgoEAff/yx7w3psQ4fPuxrV1xcrD59+pywndfOnTtVVFSka665pkGLbkycOFHTp0/X9u3b1bFjRy1ZskQXX3xxnf1cU7t27bRmzZp6/dXbW+vxfnbcbreKi4sbNOrrdezPsuT5ea6qqjrpsafyOlFZWanIyMjj7s/KyvIt6OJ0OvXEE0/4Huvee+89aW1S3d+vF154QY8++qiuu+463XXXXUpKSpLZbNbTTz9d6w8d48aN0wMPPOBbBfOf//ynbDabRo8e7Wvz/vvv69e//rUuueQSTZkyRa1atZLFYtFrr72mf/7znyet8ZprrtF5553nt+3qq6/W7bff7re9IdOHMzIyTrgYxqFDh9S6dWu/0H6swsJCRURE1DqPyWRSq1atfK8t3lHl+i4dX1hYqPbt29fafqqvgXa7vdbPU31/jgsLC1VdXe0bRa3Lsa8XJ/r99tbRnBcAQdND0AKaiFWrVsnlcvlGEI7nrLPO0llnnSWXy6XvvvtOr7zyih5++GG1atVKo0aNCnpddf31z7vN+2bQ+x8w7wXOXsf+R7ChEhMTlZeXV2u7d3plUlLSKZ1fkuLj42U2m0/749Tk/b4dPHiw1oILBw8erNfjvfvuu4qIiNBzzz3n90bmVC72N5lMGjhwoD799FNt3LhRxcXFfj+PAwcO1OzZs7VhwwZVVVX5LcWclJSkjIwM/frXv67z3N43bElJSUpMTNTChQvrbFdzVFHyXBt0ySWX6A9/+IMkz7VtJ3oj6jVmzBg98cQTWrx4sfr27au8vLxaUxLrMnToUH322Wf6+OOPT/r75O2n4/3smM1m37LrNput1u+HdOq/I8cT6OtEUlJSvd9UW61W3X777XrxxRe1devWetdW15TWt99+WwMHDtT999/vt72srKxW29GjR+vRRx/VW2+9pbvvvltvv/22LrjgAr8pZG+//bY6dOigp556yu/xXnrppXrV2KZNG7Vp06bW9vbt25+2lUOTk5P11Vdfye12H/dnPDExUdXV1Tp06JBf2DIMQ/n5+b7avNe0ffDBB/r5z39+0seu72vt6Xqtr0t8fLwsFouuuOKK4/7uHjs18kTTpYuKiiQF//UcOBGmDgJNwL59+/T4448rLi5O1113Xb2OsVgs6tu3r++Cc+80vvqM4jTE1q1btXnzZr9ty5cvV0xMjG/0wvuX0C1btvi1++ijj2qdz2az1bu2IUOGaO3atbVuNPmvf/1Ldrs9KMvBR0dHq2/fvlq5cqVfXW63W2+//bbS0tICujbhRLzXNb399tt+2zdu3KicnBzffun43y/vtSE135BVVlbWOmdDDRo0SOXl5Vq0aJFSUlL8lnM/++yzVVhYqL///e++tl7nnXeefvzxR3Xq1Mk36lHzw/um9bzzzlNhYaHcbned7WreZ8xr7NixmjlzppYuXap7771XLpfrpM8jMjJS1157rd566y298MIL6tWrl372s5+d9Lirr75aqamp+utf/3rcG5y+//77kqSuXbuqTZs2Wr58ud+03/Lycr3//vvq16+fbzSrQ4cOKigo8PvDhcPh0GeffXbSmo7H+7t+otGB471OHE+3bt3qnGp4vGtHvdPwao7ONuR33MtkMtUaHdq8eXOtqWGSlJCQoAsuuEDLli3Txx9/rLy8vFrT7Uwmk6xWq98b77y8PH344YcNqqsxDRs2TFVVVSe82bN36uyxv+f/+c9/VF5e7tufmpqqq6++Wp999pmWLVtW57l27drle20fMmSItm3bVuvnY9myZTKZTL7f9Ya81tfX8f6bZbfbNWjQIN9N0+t6vWhIaNq9e7cSExPrnKUBnC6MaAGNbOvWrXK5XL6/Sv7vf//T0qVLZbFYNGfOnBNOLXnttde0du1anXfeeWrbtq2qqqp802C8NzqOjY1V+/bt9eGHH2rIkCFKSEhQUlJSvS+KPlbr1q01depU3X777UpNTdXbb7+tzz//XL/97W99byKzsrLUtWtXPf7443K5XIqPj9cHH3ygr776qtb5evTooffff1+LFy9Wnz59ZDKZjvsX4mnTpunjjz/WpEmTNG3aNCUkJOidd97RqlWr9Lvf/a7Om38G4p577tGNN96oSZMm6cYbb5TVatXixYu1detWzZw5s8GLSpxMt27ddO211+rvf/+7zGazhg8f7lt1sG3btn43Jz7e9ys7O1svvPCCfvOb3+jaa69VYWGhFi1adEorIUpHw9PKlSt18cUX++3r0aOHEhMTtXLlSrVp00ZdunTx7bvzzjv1xRdf6LrrrtPEiRPVtWtXORwO7dmzR5988onuv/9+paWladSoUXrnnXd08803a+LEiTrzzDNltVp14MABrVu3Tueff36d171ccsklstvtuvPOO33LW5/suf7iF7/QwoUL9f3332vGjBn1ev5xcXGaN2+ebrnlFl155ZW6/vrr1b9/f1mtVv300096++23tXnzZl100UUym8363e9+p9/+9re65ZZbdO2118rhcGjRokUqLi7Wb37zG995L730Uj3zzDO6++67NWXKFFVVVemVV16pV2g8Hu9Uypdeekljx45VRESEunbtqnfeeeekrxPHM3DgQM2bN893fz2vyZMnKy0tTSNGjFC3bt1kGIY2bdqkv/3tb4qOjtakSZP86nr33Xf13nvvqUOHDoqMjDzurSO8zjvvPM2bN0/PPPOMzj77bO3YsUPz5s1Thw4d6vwejRs3Tu+9955v2uyxz+u8887T+++/r7/85S+6+OKLdeDAAc2bN0+tW7fWzp07T1jL6fL999/X+ZrVvXt3xcbGavTo0Vq6dKn+8pe/aMeOHRo0aJAMw9A333yj9PR0jRo1Sueee66GDh2qJ554QqWlpRowYIC2bNmiZ555RpmZmX7L8t93333avXu3fv/73+vTTz/VhRdeqFatWunw4cP6/PPPtXTpUs2cOVM9e/bUr371Ky1btky33HKL7rzzTrVr106rVq3S4sWL9fOf/9z3x6bU1FSdc845WrBggRISEnxTbb0LegTiRP/N+sMf/qBf/OIXuv766/Xzn/9c7du3V1lZmXbt2qWPPvqo1q1GTuTY21EAjYGgBTSy++67T5Jn2k18fLzS09N10003afz48Se9mWWvXr30+eefa/bs2crLy1N0dLR69Oih+fPna+jQob52Dz30kB5//HFNnTpVDodDY8eO1aOPPhpQvb169dJVV12l2bNna+fOnWrdurXuu+8+vzBgsVj07LPP6sEHH9Sf//xn2Ww2jRo1Sn/605908803+51v0qRJ2rp1q2bNmqWSkhIZhlHrr6Ne3bp10+uvv66ZM2fqgQceUGVlpdLT00/ppqF1GThwoF588UXNnj1b9913n9xut3r27Kn58+fXe5nvhvrLX/6ijh076s0339TixYsVGxurYcOG6Te/+Y3fX2mP9/0aMmSIHn74YT3//PO69dZb1aZNG11zzTVKTk72TbMLRPfu3ZWamqq8vLxa01hNJpPOOussffDBB7X2tW7dWm+++abmzZunRYsWKTc3VzExMWrfvr2GDRvmm0JnsVg0f/58vfzyy/rXv/6lBQsWyGKxKC0tTWefffYJr8PKzs7WggULdOutt+q2227TnDlz6lwK3qtNmzYaMGCAfvzxx3qtuOd15pln6p133tGLL76of//731q4cKFcLpfatm2rwYMH+60UOWbMGNntdi1YsEB33323bwTp5Zdf1oABA3ztOnbsqLlz52rWrFm68847lZqaqhtuuEGHDh2q160O6jJo0CDdcssteuutt7RkyRK53W69/PLL9X6dqMuYMWM0e/ZsrVq1yrdSnCRNnTpVH374oV566SUdPHhQTqfT96b7lltu8Rv5vOOOO5SXl6fp06errKxM7du3P+mIx6233qqKigq9+eabWrhwobp3766//OUv+uCDD2otkCJ5AmPbtm21f/9+3XrrrbWm2o0bN04FBQV6/fXX9c9//lMdO3bUzTffrAMHDgT8/T5V3lUCj/XCCy/onHPOUUREhJ5//nk999xzevfdd/XSSy8pJiZGPXv21LBhwyR5fgfnzZun2bNna+nSpXr22WeVmJioK664Qvfcc4/fHx8iIyO1YMECvfPOO3rrrbf05z//WaWlpYqPj1efPn308MMP+xaqSE5O1uuvv64nn3xSTz75pMrKytShQwf97ne/0w033OBX7+OPP64HH3xQTzzxhFwul0aMGKEnn3zyhIt4nMzx/pvVvXt3LV26VPPmzdNTTz2lQ4cOKS4uTp07d1Z2dna9z79r1y79+OOPuuOOOwKuEQiEyQjkzpYAADRxBQUFGjFihCZMmFDvhRrgCT3V1dXHvY4OCDdPPfWU/vWvf2nlypUnvL0DEGxcowUAaFYOHDig//73v/rDH/4gs9ncoBU54ZlKu2bNGm3cuDHUpQCnrLi4WIsXL9bdd99NyEKjI2gBAJqVJUuWaOLEidq6daueeOKJOlePw/H16NFDDz/8MPcbQrOwZ88e3XzzzQ2aPgwEC1MHAQAAACDIGNECAAAAgCAjaAEAAABAkBG0AAAAACDIWH7lJDZs2CDDMGS1WkNdCgAAAIAQcjqdMplM6t+//0nbMqJ1EoZhqKmsF2IYhhwOR5OpB8dHX4UP+ip80FfhgX4KH/RV+KCvmo6GZANGtE7CO5KVlZUV4kqk8vJybdq0Sd27d1d0dHSoy8EJ0Ffhg74KH/RVeKCfwgd9FT7oq6bj22+/rXdbRrQAAAAAIMgIWgAAAAAQZAQtAAAAAAgyghYAAAAABBlBCwAAAACCjKAFAAAAAEFG0AIAAACAICNoAQAAAECQEbQAAAAAIMgIWgAAAAAQZAQtAAAAAAgyghYAAAAABBlBCwAAAACCjKAFAAAAAEFG0AIAAACAICNoAQAAAECQEbQAAAAAIMgIWgAAAAAQZAQtAAAAAAgyghYAAAAABBlBq4UwDKNRjwMAAABasohQF4DGYTKZ9MXGfSoqrar3MQmxkTrnzHansSoAAACgeSJotSBFpVU6XFL/oAUAAAAgMEwdBAAAAIAgI2gBAAAAQJARtAAAAAAgyAhaAAAAABBkBC0AAAAACDKCFgAAAAAEGUELAAAAAIKMoAUAAAAAQUbQAgAAAIAgI2gBAAAAQJARtAAAAAAgyAhaAAAAABBkBC0AAAAACDKCFgAAAAAEGUELAAAAAIKMoAUAAAAAQUbQAgAAAIAgI2gBAAAAQJARtAAAAAAgyAhaAAAAABBkBC0AAAAACDKCFgAAAAAEGUELAAAAAIKMoAUAAAAAQUbQAgAAAIAgI2gBAAAAQJARtAAAAAAgyAhaAAAAABBkTSZoLVmyRJdffrmysrI0ZMgQ3XrrrX77V69erSuvvFJZWVm68MIL9eqrr9Z5nkWLFmnkyJHKysrSuHHjtG7dusYoHwAAAAB8mkTQmj17th599FGNGTNGixYt0gMPPKDWrVv79m/YsEG33XabMjMz9fzzz2vs2LGaMWOGlixZ4neeRYsWadasWbr++uu1YMECde7cWTfddJO2bNnS2E8JAAAAQAsWEeoCcnJyNH/+fC1YsEBDhw71bb/wwgt9/547d64yMzP18MMPS5IGDx6s/fv36+mnn9a4ceNkNpvlcDg0f/58TZo0SZMnT5YkDRw4UGPGjNGzzz6rWbNmNe4TAwAAANBihXxEa+nSperYsaNfyKrJ4XBo7dq1GjVqlN/2MWPGKC8vTz/88IMkaf369SopKdHo0aN9bSwWiy677DKtXr1ahmGcvicBAAAAADWEPGh988036tGjh+bOnashQ4aoT58+mjBhgjZt2iRJ2rVrl5xOp7p16+Z3XPfu3SV5RsRqfj62XXp6usrKypSbm3u6nwoAAAAASGoCUwfz8vL0/fffa+vWrbr//vtltVo1Z84c3XDDDXr//fdVVFQkSYqPj/c7zvu1d39xcbFsNpuioqL82iUkJEiSCgsLlZaWFlCNhmGovLw8oGODqaKiwu9zfZlMJtntdlVXV8vpdNb7uOpqi+/xGBFsmED7Co2Pvgof9FV4oJ/CB30VPuirpsMwDJlMpnq1DXnQ8oaY2bNn64wzzpAk9e7dW+eff77eeOMNDRgwQJKO+4Rqbq+rjTcg1PcbUhen0+kbYWsKdu7c2aD2drtdmZmZOlx4WHkFpfU+zuSOlSTt2LGDX+wANbSvEDr0Vfigr8ID/RQ+6KvwQV81DTabrV7tQh60EhIS1KpVK1/IkqTWrVurW7du2rZtm0aMGCHp6MiVV3FxsaSjI1vx8fGqqqpSVVWVIiMja7XzjmwFwmq1+qYqhlJFRYV27typLl26yG631/s4b8hMSkySYa7/cUnxntHBrl27MqLVQIH2FRoffRU+6KvwQD+FD/oqfNBXTce2bdvq3TbkQSs9PV379u2rtd0wDJnNZnXq1ElWq1Xbt2/X8OHDffu9TzI9Pd3vc05OjjIzM33tcnJyFBMTozZt2gRco8lkUnR0dMDHB5vdbg+onoiICFmt1ga19z4eAhNoX6Hx0Vfhg74KD/RT+KCvwgd9FXoNmSUX8sUwzjvvPOXn5+vHH3/0bcvNzdX27duVkZEhm82mwYMHa8WKFX7HLV++XKmpqb5QNWDAAMXFxem9997ztXG5XFqxYoWys7NPaeogAAAAADREyEe0LrzwQvXu3Vt33HGH7rrrLtlsNs2dO1fJycm65pprJEnTpk3ThAkTNH36dI0ZM0br16/XkiVL9MADD8hs9mRFm82mqVOnatasWUpOTlZmZqaWLFmi3bt3a+bMmaF8igAAAABamJAHLYvFoueff14PP/yw/vSnP6m6ulpnn322nnzySd/QaP/+/TVv3jzNnDlTy5YtU1pamqZPn67x48f7nevGG2+UYRh65ZVXlJ+frx49emjBggXKyMgIxVMDAAAA0EKFPGhJUkpKip588skTtsnOzlZ2dvYJ25hMJk2ZMkVTpkwJZnkAAAAA0CAhv0YLAAAAAJobghYAAAAABBlBCwAAAACCjKAFAAAAAEFG0AIAAACAICNoAQAAAECQEbQAAAAAIMgIWgAAAAAQZAQtAAAAAAgyghYAAAAABBlBCwAAAACCjKAFAAAAAEFG0AIAAACAICNoAQAAAECQEbQAAAAAIMgIWgAAAAAQZAQtAAAAAAgyghYAAAAABBlBCwAAAACCjKAFAAAAAEFG0AIAAACAICNoAQAAAECQEbQAAAAAIMgIWgAAAAAQZAQtAAAAAAgyghYAAAAABBlBCwAAAACCjKAFAAAAAEFG0AIAAACAICNoAQAAAECQEbQAAAAAIMgIWgAAAAAQZAQtAAAAAAgyghYAAAAABBlBCwAAAACCjKAVZqxWq0wmU6jLAAAAAHACEaEuAPVnMpnUu3dvWSyWUJcCAAAA4AQIWmHGYrHokw27VVZRXe9j2qXGqu8ZqaexKgAAAAA1EbTCUFFJpUoqXPVuHx9jO43VAAAAADgW12gBAAAAQJARtAAAAAAgyAhaAAAAABBkBC0AAAAACDKCFgAAAAAEGUELAAAAAIKMoAUAAAAAQUbQAgAAAIAgI2gBAAAAQJARtHBcUTaLDMMI+PhTORYAAAAIZxGhLgBNl81qkclk0hcb96motKpBxybERuqcM9udpsoAAACApo2ghZMqKq3S4ZKGBS0AAACgJWPqIAAAAAAEGUELAAAAAIKMoAUAAAAAQRbyoLV06VJlZGTU+njiiSf82q1evVpXXnmlsrKydOGFF+rVV1+t83yLFi3SyJEjlZWVpXHjxmndunWN8TQAAAAAwKfJLIaxcOFCxcXF+b5u06aN798bNmzQbbfdpiuuuEK///3vtX79es2YMUM2m03jx4/3tVu0aJFmzZqlu+++W5mZmVqyZIluuukmLVmyRBkZGY36fAAAAAC0XE0maPXu3VvJycl17ps7d64yMzP18MMPS5IGDx6s/fv36+mnn9a4ceNkNpvlcDg0f/58TZo0SZMnT5YkDRw4UGPGjNGzzz6rWbNmNdpzAQAAANCyhXzq4Mk4HA6tXbtWo0aN8ts+ZswY5eXl6YcffpAkrV+/XiUlJRo9erSvjcVi0WWXXabVq1dz89wAOJwu7dxfzPcOAAAAaKAmM6I1evRoHT58WO3atdM111yjKVOmyGKxaNeuXXI6nerWrZtf++7du0uScnJy1KdPH+Xk5EhSrXbp6ekqKytTbm6u0tLSGufJhLG8w+Xasa9YBUWVKiqrkmFIPTolakBGa5lMplCXBwAAAISFkAet1NRU3XHHHerbt69MJpM++ugjPfXUU8rNzdWf/vQnFRUVSZLi4+P9jvN+7d1fXFwsm82mqKgov3YJCQmSpMLCwoCDlmEYKi8vD+jYYHI4HLLb7aqurpbTWV3v41wulyQdOc553HbFZQ59+L89OnYA68ddhbJaTOrVJanej1ldbZEkVVRUtMgRsYqKCr/PaLroq/BBX4UH+il80Ffhg75qOgzDqPfgQ8iD1rBhwzRs2DDf10OHDlVkZKReeukl3Xrrrb7tx3tCNbfX1cb7Jv9URmOcTqc2bdoU8PHBYrfblZiYqJLSEuUVlNb7uJQ4z3MvKS1RXl7hcdt9+1O5DEOKj7aoQ4pVA3q2UXx8gub9c6O+33FYclWoVby1Xo9pcsdKknbs2NGiXxR27twZ6hJQT/RV+KCvwgP9FD7oq/BBXzUNNputXu1CHrTqcumll+pvf/ubNm3apPbt20s6OnLlVVxcLOnoyFZ8fLyqqqpUVVWlyMjIWu28I1uBsFqtvqmKoeRwOCRJcbFxMsz2eh8XHxfvOy7VXXdQyj1UoUMlJTKZpCFZbRUXbVPb1gkaPqCTVq/fo+93HNLmPVU6b0CKkuIi6zxHTUnxnpHFrl27ttgRrZ07d6pLly6y2+vfV2h89FX4oK/CA/0UPuir8EFfNR3btm2rd9smGbRq6tSpk6xWq7Zv367hw4f7tnufZHp6ut/nnJwcZWZm+trl5OQoJibGb7n4hjKZTIqOjg74+GDxjspFRETIaq3/CJ3FYqlxXO2g5TYMfbv9kCTpjI6JSk6I8TtuWL/2Kiiu1IGCcq35LlejzumqiIgTr6MSEeH50WrpLwZ2u71J/Ozg5Oir8EFfhQf6KXzQV+GDvgq9hsySa5KrDr733nuyWCzKzMyUzWbT4MGDtWLFCr82y5cvV2pqqi9UDRgwQHFxcXrvvfd8bVwul1asWKHs7GwWcjiBHfuKVVhSJWuEWX26pdTabzabdO6Z7RQTFaHyymrt3F8cgioBAACA8BHyEa3Jkydr8ODB6tGjhyTpww8/1D/+8Q9NmjRJqampkqRp06ZpwoQJmj59usaMGaP169dryZIleuCBB2Q2e7KizWbT1KlTNWvWLCUnJ/tuWLx7927NnDkzZM+vqXNWu/XttjxJUu9uKYq01f0jYbNa1KNzkjZsydOPuw8rvUMC4RUAAAA4jpAHra5du+rNN9/UgQMH5Ha71aVLF/2///f/NHHiRF+b/v37a968eZo5c6aWLVumtLQ0TZ8+XePHj/c714033ijDMPTKK68oPz9fPXr00IIFC5SRkdHYTytsbN19WBVVLsXYrerRKfGEbbu1S9DGrfkqKnUor7BCrZMYugYAAADqEvKgNX369Hq1y87OVnZ29gnbmEwmTZkyRVOmTAlGaS3C7lzP6oWZXZNlMZ94JqnNalGXtvHK2VukrbsLCVoAAADAcTTJa7TQOCqqqnWouFKS1D41tl7HnNExUZK0O7dEFVX1v5cXAAAA0JIQtFqw/fllkqSkuEjZI+s3uJkUH6VWiVEyDGnbnsLTWB0AAAAQvghaLdi+I0GrXT1Hs7zO6JgkScrZUyi3u+XdIwsAAAA4GYJWC+V2GzpQcCRotYpp0LEd28Qq0mZRRZVLew6Wno7yAAAAgLBG0Gqh8gsr5Kx2K9JqUXJCVIOOtZjN6t4+QZK0fV/R6SgPAAAACGsErRbKO22wbasYmQO4H1bntvGSpNxD5aqudge1NgAAACDcEbRaqH15nil/DZ026BUfY1OM3eqZgnioLJilAQAAAGGPoNUClVU4VVTmkEmeEa1AmEwmtU/1HLs3j6AFAAAA1ETQaoH25XtGs1ol2mWzWgI+j/feW/vySmUYrD4IAAAAeBG0WqB9ed5l3QMbzfJKTYqWNcKsSodLBUWVwSgNAAAAaBYIWi2My+VW7qFySYFPG/SymE1KS/Gcw3vNFwAAAACCVotzuKRKLrehSJtFibGRp3w+rtMCAAAAaiNotTCHij1T/FLio2QKYFn3Y7VrFSuTpMLSKpVVOE/5fAAAAEBzQNBqYbxBKym+YTcpPp5Im0WtEu2SpL1MHwQAAAAkEbRanMPFVZKk5PhTnzbo1c43fZCgBQAAAEgErRal2uVWUZk3aAVnREs6usz7wUMVcla7g3ZeAAAAIFwRtFqQgqJKGYZnup89MiJo542PsSnWbpXbMHTwcHnQzgsAAACEK4JWC5J3uEKSlBwXnIUwvEwmk9okR0uSDh4iaAEAAAAErRYkr9ATgoJ5fZZXa2/QOhLmAAAAgJaMoNWCeEe0grXiYE2tkzwrDx4urpTD6Qr6+QEAAIBwQtBqIRxOl29p92AuhOEVHWVVXLRVhqS8Qka1AAAA0LIRtFqInfuL5TakSKtF0VHBWwijptZJXKcFAAAASAStFiNnb5EkKSk+MqgLYdTEdVoAAACAB0GrhcjZUyjp9Ewb9Kp5nVYV12kBAACgBSNotRDbGiFo1bxOa39+2Wl7HAAAAKCpI2i1ANUut37aXyzp9Kw4WJP3Oq29eaWn9XEAAACApoyg1QLkF1ao2mUo0mZRzGlaCMPLe53WvjxGtAAAANByEbRagAMFnlUAUxPtp20hDC/vdVr5hRUqrXCe1scCAAAAmiqCVgtw4NDRoHW61bxO64cdBaf98QAAAICmiKDVAuQfuYFwSsLpvT7Ly3ud1rfb8hvl8QAAAICmhqDVAhwqrpQkJcVFNsrjea/T+m47I1oAAABomQhazVyV06XyympJUmIjBS3vFMUde4tU6ahulMcEAAAAmhKCVjNXUuaQJLVKiJI1wtIojxkdFaGYqAi53Ia27S5slMcEAAAAmhKCVjNXfCRodWgd12iPaTKZlJYSI0natPNQoz0uAAAA0FQQtJo5b9Bq3zq2UR+3zZHrtDbvPNyojwsAAAA0BQStZq6k3Dui1bhBKy3lSND66ZAMw2jUxwYAAABCjaDVzPlGtFIbN2ilJtpljTCruMyh/flljfrYAAAAQKgRtJoxt9uoMaLVeNdoSZLFYlb3DomSuE4LAAAALQ9BqxkrrXDKMCRrhLnRblZcU68uyZIIWgAAAGh5CFrNmHfaYHJ8lMxmU6M/fs8jQWszQQsAAAAtDEGrGSupEbRCoWeXJEnSrtwSlVU4Q1IDAAAAEAoErWas+Mj1WaGYNihJSXFRSkuJlmFIW3axzDsAAABaDoJWM1Yc4hEtiemDAAAAaJkIWs2YN2iFakRLYkEMAAAAtEwErWaqylEth9MlSUqKiwxZHd6gteWnw3K5uXExAAAAWgaCVjPlHc2KjoqQzWoJWR2d0uJlj7Sooqpauw4Uh6wOAAAAoDERtJqp4nLPKn/xMbaQ1mExm9Sjk2f1wS0/sSAGAAAAWgaCVjNVXFYlKfRBS5IvaP3IyoMAAABoIQhazVRJmWdEKy469EErwzuiRdACAABAC0HQaqaa1IhWZ0/Q2p1bovJKblwMAACA5o+g1Qy53YZKK5rGNVqS58bFrZPsMgxp667CUJcDAAAAnHYErWaotMIhw5AiLCbZIyNCXY6ko9dpMX0QAAAALQFBqxkqObLiYGy0TSaTKcTVeGR0ZkEMAAAAtBwErWao7Mi0wVi7NcSVHFVzRMswuHExAAAAmjeCVjPkvT4rpgkFrfQOibKYTSosqVLe4YpQlwMAAACcVk0qaJWVlWn48OHKyMjQt99+67dv9erVuvLKK5WVlaULL7xQr776ap3nWLRokUaOHKmsrCyNGzdO69ata4zSm5SmOKIVabWoS7t4SVynBQAAgOavSQWtefPmyeVy1dq+YcMG3XbbbcrMzNTzzz+vsWPHasaMGVqyZIlfu0WLFmnWrFm6/vrrtWDBAnXu3Fk33XSTtmzZ0lhPoUkobYJBS+LGxQAAAGg5mkzQysnJ0eLFi3XHHXfU2jd37lxlZmbq4Ycf1uDBg3Xbbbfp6quv1tNPPy232y1Jcjgcmj9/viZNmqTJkydryJAh+utf/6oOHTro2WefbeynEzKGYai0vOlNHZRq3Lj4J4IWAAAAmreAg1ZeXl4w69BDDz2k6667Tl27dvXb7nA4tHbtWo0aNcpv+5gxY5SXl6cffvhBkrR+/XqVlJRo9OjRvjYWi0WXXXaZVq9e3WIWYHA43ap2ecJnUwta3hGtnD2FvhoBAACA5ijgoDVixAjdc889+uqrr065iH//+9/avHmzpk2bVmvfrl275HQ61a1bN7/t3bt3l+QZCav5+dh26enpKisrU25u7inXGQ5KKxySJHukRRGWJjNgKUlqnxqrGLtVjmq3du4vDnU5AAAAwGkT8N1sb731Vv3jH//QihUr1KNHD02YMEFjxoxRVFRUg85TUVGhRx99VPfcc49iY2Nr7S8qKpIkxcfH+233fu3dX1xcLJvNVuvxExISJEmFhYVKS0trUG1ehmGovLw8oGODyeFwyG63q7q6Wk5ndZ1tikorJUnRURFyOj1TCL3XvXmOc9b78QI9znOMRZKnf2uOJqa3j9fGbQX6bluu2iXbGnTOcFJRUeH3GU0XfRU+6KvwQD+FD/oqfNBXTYdhGPW+T23AQev222/X1KlT9Z///Eevvvqq/vjHP+qJJ57QVVddpZ///Ofq1KlTvc4zf/58paSk6Kqrrjphu+M9oZrb62rjfZN/KjfudTqd2rRpU8DHB4vdbldiYqJKSkuUV1BaZ5uD+VWSJItcvumdKXGe515SWqK8vMJ6P16gx0mSye0JzTt27PB7UUiM8oy4/e+7XeoYV/dzaE527twZ6hJQT/RV+KCvwgP9FD7oq/BBXzUNNlv9BgsCDlrS0WugLrvsMm3evFmvvvqqXn/9db300ksaNmyYJkyYoGHDhh33+L179+pvf/ub5s6dq9JSz5tu78hReXm5ysrKfCNS3pErr+Jiz9Qz78hWfHy8qqqqVFVVpcjIyFrtvOcJhNVq9U1VDCWHwxNS4mLjZJjtdbbZdShPkkMpSbFKTU2WJMXHxfuOS3XX/7qtQI+TpKR4z8hi165d/Ua0Ksx5+uS7r5VXYlKvXr0adM5wUlFRoZ07d6pLly6y2+vuKzQN9FX4oK/CA/0UPuir8EFfNR3btm2rd9tTClo1ZWRkaPjw4dqyZYs2btyoNWvW6JNPPlGvXr305JNP1lrkQpL27Nkjp9Opm2++uda+SZMmqW/fvvr73/8uq9Wq7du3a/jw4b793ieZnp7u9zknJ0eZmZm+djk5OYqJiVGbNm0Cfm4mk0nR0dEBHx8s3lG5iIgIWa11j9CVV3qm+8XHRMlq9YQji8VS47j6B6ZAj/MeI6nWi0HWGZ7pm/vyy+Q2WZvcEvTBZrfbm8TPDk6Ovgof9FV4oJ/CB30VPuir0GvILLlTDlqHDh3SkiVL9MYbb2j//v3q16+fZs2apQsuuECffvqpHnvsMd133316/fXXax3bq1cvvfzyy37bNm3apEceeUT333+/srKyZLPZNHjwYK1YsUK/+tWvfO2WL1+u1NRUX6gaMGCA4uLi9N577/m2uVwurVixQtnZ2ac0dTCcNMWbFdeUEBuptJRoHSgo19Zdh9U/o3WoSwIAAACCLuCg9c033+jVV1/Vv//9bxmGocsuu0yTJk1S7969fW1Gjhwpi8VS52qCkme636BBg+rc17t3b9+5pk2bpgkTJmj69OkaM2aM1q9fryVLluiBBx6Q2exZWc9ms2nq1KmaNWuWkpOTlZmZqSVLlmj37t2aOXNmoE8zrLgNQ2WVR+6hFd00g5bkWeb9QEG5thC0AAAA0EwFHLSuvfZatWrVSjfffLN+/vOfKyUlpc52HTp0UP/+/QMuUJL69++vefPmaebMmVq2bJnS0tI0ffp0jR8/3q/djTfeKMMw9Morryg/P189evTQggULlJGRcUqPHy4qKqtlGJLZJNkjgzYrNOgyOiXpkw17uXExAAAAmq2A340/9thjuuyyy0567U56erpeeeWVep930KBB2rJlS63t2dnZys7OPuGxJpNJU6ZM0ZQpU+r9eM1J6ZFpgzF2q8xNeKpkj86eGxf/uOtwg5bIBAAAAMJFwHe0veKKKxq8QAJOr5pBqynr1i5BERaTisscyj0U+vuTAQAAAMEWcNBasGCBHnzwwTr3Pfjgg1q0aFHARSEwZeWe5d+b6kIYXjarRV3beZbbZ/ogAAAAmqOAg9ayZct0xhln1LmvZ8+eWrZsWaCnRoDCZURL8lynJXmmDwIAAADNTcBBa9++ferSpUud+zp16qQ9e/YEemoEqNS3tHv97lYdSt7rtLYQtAAAANAMBRy0IiIidOjQoTr3FRQUsMBBCPjuodWEl3b38o5obd9bJGe1O8TVAAAAAMEVcNDq06eP/vGPf9S57x//+If69OkTcFFouOpqtyodLklN4xqtKJtFhmEcd3/bVjGKi7bKWe3Wjn1FfvtOdBwAAAAQDgJe3v3GG2/ULbfcookTJ+rnP/+52rRpo9zcXL322mv63//+pwULFgSzTpyE90bF1gizbFZLiKvxLHhhMpn0xcZ9KiqtqrNNUlyUSsqdWrZqm7K6t5IkJcRG6pwz2zVmqQAAAEDQBRy0hg8frgceeECPPfaY7rnnHplMJhmGobi4OD344IMaNmxYMOvESZSWN82FMIpKq3S4pO6gFR9rk3Kl3QdL1aFNXCNXBgAAAJw+AQctSRo/frxGjRqlDRs26NChQ0pOTlb//v0VHR0drPpQT0cXwmhaQetEUhLskqSCoooQVwIAAAAE1ykFLUmKjo7WueeeG4xacArKwjJoRUmSSsqdqnK6FNkEpjwCAAAAwXBKQcswDH377bfau3evqqpqTw+78sorT+X0aIBwHNGKtFoUF21VSblTBUWVatcqJtQlAQAAAEERcNDasWOHpk6dqp9++qnOVeJMJhNBqxF5F8OIDqOgJXmmD3qCVgVBCwAAAM1GwEHrgQcekMPh0KxZs5SRkSGbrenfJLc5Kz8yohUTFW5BK0o79xeroKgy1KUAAAAAQRNw0Nq4caMefPBBXXLJJcGsBwFwVrvlOHLT3xj7KV9216i812kVFFVw/ywAAAA0GwHfsDg6OlqxsbHBrAUBKq9xDy1rRHgtKJEYFyWz2SSH0+1boh4AAAAIdwEHrauuukrLly8PZi0IUFmYThuUJIvZpKS4SElSPsu8AwAAoJkIeJ5Zjx499O677+rWW2/VyJEjlZiYWKvNRRdddCq1oZ7KK6slhd+0Qa+UBLsKiiq5TgsAAADNRsDvzH/zm99Ikvbs2aNVq1bV2m8ymbRp06aAC0P9+VYcDMMRLanmdVoELQAAADQPAQetl19+OZh14BQcDVrhOaLV6kjQKiypVLXLHeJqAAAAgFMX8DvzgQMHBrMOnILyCu/UwfAc0YqxWxVptajK6VJ+IddpAQAAIPwFvBiGV0lJiT799FO9/fbbKioqCkZNaCDvqoPhuBiG5Jlm6p0+mHuIoAUAAIDwd0pzzebOnavnn39elZWVMplMevPNN5WQkKBf/vKXOvfcc3XzzTcHq04ch9ttqLzKM6IVrlMHJSkl0a59+WU6eLg81KUAAAAApyzgEa1XX31Vc+fO1dVXX63nnnvO72azI0aMqHOBDARfhaNahiGZTFJUZBgHLd+IFkELAAAA4S/gd+avvvqqfvWrX+nee++Vy+Xy29e5c2f99NNPp1wcTq684uiKg2aTKcTVBC4l3hO0isscKiqtUkJsZIgrAgAAAAIX8IjW7t27NWzYsDr3xcTEqLi4OOCiUH9l3ntohfG0QUmyWS2Kj7FJkn7cdTjE1QAAAACnJuCgFRcXp/z8/Dr37d27VykpKQEXhforD/N7aNXknT64haAFAACAMBdw0BoyZIgWLlyo8vKj19SYTCZVV1frtdde09ChQ4NSIE6sLMyXdq/JG7R+/ImgBQAAgPAW8HyzO++8U1dffbVGjRqlCy64QCaTSX//+9+1adMm7du3T0899VQQy8TxlIf5zYprSkmwS/JMHXS7DZnN4XvNGQAAAFq2gEe0OnfurNdee03dunXTa6+9JsMw9K9//UtJSUlavHix2rVrF8w6cRxlYX4PrZoSYyMVYTGprLJaew6WhLocAAAAIGCnNAzSvXt3LVq0SA6HQ4cPH1ZCQoKioqKCVRvqody7GIY9/Ee0zGaTWidHa19emTbtPKxOafGhLgkAAAAISMAjWjXZbDa1adOGkNXIHE6XnNVuSVJ0ZPiPaElSWnK0JGnLT4dCXAkAAAAQuICHQebMmXPC/SaTSdOmTQv09KgH72iWzWpRRERQMnPIpSXHSMrTpp0ELQAAAIQvglYYO3p9VvhPG/Rqk+IZ0dpzsFQl5Q7FRdtCXBEAAADQcAG/Q9+8eXOtbYWFhfrggw/00ksvacGCBadUGE6uvOJI0GoGS7t72SMj1K5VjPbll2nLT4d1Vq82oS4JAAAAaLCgzjdLTEzU1VdfrTFjxmjGjBnBPDXqUHZk6mBzWNq9pp5dkiVJm5k+CAAAgDB1Wi7sycrK0po1a07HqVFDeTNa2r0mX9BiQQwAAACEqdMStLZs2aLo6OjTcWrUUOa7WXHzClq9jgStH3cdlstthLgaAAAAoOECnnO2bNmyWtscDoe2bNmif/7zn7r88stPpS7UQ3lF87mHVk0d28TJHhmhiqpq7TpQrK7tEkJdEgAAANAgAb9D//3vf1/n9sjISF1++eW69957Ay4KJ+d2G6qo8l6j1bxGtCxmkzI6J+nrHz3LvBO0AAAAEG4CDloffvhhrW2RkZFq1arVKRWE+imvqpYhyWw2KcpmCXU5Qdezc7K+/jFPm3ce0mXndA11OQAAAECDBBy02rdvH8w60EDepd2joyJkMplCXE3w9eySJEnavPNwiCsBAAAAGu60LIaB06/8yLTB5rbioFdGZ8+CGPsLylRYUhXiagAAAICGCXhEq2fPnvUeSTGZTPrhhx8CfSjUwbu0uz2yeS2E4RVrt6pjmzjtzi3R5p8OaXCftqEuCQAAAKi3gN+lT5s2TW+99ZbKyso0cuRItWrVSnl5efr4448VExOjq666Kph14hjlld4RreYZtCTPMu+7c0u0aQdBCwAAAOEl4HfpMTExatWqld555x3FxMT4tpeWluqGG25QVFSUpkyZEpQiUVt5M72HVk2ZXZP1/rqftGknNy4GAABAeAn4Gq3FixdrypQpfiFLkmJjYzVlyhQtXrz4lIvD8ZVVepd2b74jWpldUyRJW3cfVpXTFeJqAAAAgPoLOGjl5ubKYql7WXGLxaL8/PyAi8LJlVc2z3to1ZSWEq2kuEhVuwxt3cXqgwAAAAgfAQet9PR0vfjii3I6nX7bHQ6HXnjhBXXr1u2Ui0PdqqvdchwZ4WnOI1omk0mZ3TyjWj/sYPogAAAAwkfA79J//etfa9q0abrgggt04YUXKjU1VXl5eVq5cqXy8/M1d+7cYNaJGkqPXJ8VYTHJGtG8V+jP7Jqsz7/Zpx92FIS6FAAAAKDeAg5a5513nhYuXKhZs2Zp8eLFcrvdMplMOvPMM/XII4/onHPOCWadqKGs4uhCGM3xZsU1ea/T2rzzkFxuQxZz836+AAAAaB5Oad7ZkCFDNGTIEFVUVKi4uFjx8fGy2+3Bqg3HUVrR/BfC8OraNl72SIvKKqu160CxurZLCHVJAAAAwEkFZd6Zd1TFam2+CzM0JTVHtJo7i8WsjM7JkrhOCwAAAOHjlILW2rVrde2112rAgAEaMWKEtmzZIkm6//779f777welQNRW6gtazX9ESzo6ffCH7VynBQAAgPAQcNBas2aNJk+erKqqKt14441yu92+fUlJSVq6dGlQCkRtLWlES/IsiCFJ3+8okGEYIa4GAAAAOLmAg9Yzzzyj4cOHa9myZfr1r3/tt69nz57avHlzvc7z6aefasKECRo8eLD69Omj888/X4888ohKSkr82q1evVpXXnmlsrKydOGFF+rVV1+t83yLFi3SyJEjlZWVpXHjxmndunUBPb+mrCVdoyVJGZ2SZDGbVFBUqbzDFaEuBwAAADipgIPWpk2bdN1110lSrZXvkpOTVVBQv2leRUVF6t+/vx588EEtWrRIN9xwg5YtW6a77rrL12bDhg267bbblJmZqeeff15jx47VjBkztGTJEr9zLVq0SLNmzdL111+vBQsWqHPnzrrpppt8UxqbC+/UwZgWErSiIiOU3sGzCAbLvAMAACAcBPxO3WKx1LpZsVdBQYFiYmLqdZ7Ro0dr9OjRvq8HDRokm82mP/7xj8rNzVWbNm00d+5cZWZm6uGHH5YkDR48WPv379fTTz+tcePGyWw2y+FwaP78+Zo0aZImT54sSRo4cKDGjBmjZ599VrNmzQr0qTYp5ZVOOas90zSjI1vG1EHJc53Wj7sK9cOOQzrvZx1DXQ4AAABwQgGPaGVlZentt9+uc99//vMf9evXL9BTKzExUZJUXV0th8OhtWvXatSoUX5txowZo7y8PP3www+SpPXr16ukpMQvtFksFl122WVavXp1s7m2J6/QM3XOFmFWRDO/WXFN3uu0GNECAABAOAj4nfrNN9+slStXatq0afroo49kMpn0zTff6IEHHtB//vMfTZkypUHnc7lcqqqq0vfff6+5c+dqxIgRat++vXbt2iWn06lu3br5te/evbskKScnx+/zse3S09NVVlam3NzcQJ9qk5J/JGi1lIUwvHp18aw8+NOBEhWXOUJcDQAAAHBiAU8dPOecc/Too4/q4Ycf1ocffihJeuCBBxQfH69HHnlEZ511VoPON2LECF8YGjZsmGbOnCnJcw2XJMXHx/u1937t3V9cXCybzaaoqCi/dgkJnmt7CgsLlZaW1qCavAzDUHl5eUDHBpPD4fAFrajI40/dPJbL5ZLkGSGs7zGnctypHFtdbZEkVVRU+I1C2ixS+9QY7c0r04ZN+3R2ZusG1dPYKioq/D6j6aKvwgd9FR7op/BBX4UP+qrpMAyj1voUxxNQ0HK5XNq1a5dGjBihiy++WBs2bFB+fr6SkpI0YMAARUdHN/icCxYsUHl5ubZt26Z58+bp1ltv1QsvvODbf7wnVHN7XW28b9br+w2pi9Pp1KZNmwI+PljsdrvyCj3Pw+R2Ki8vr17HpcR5jikpLVFeXmG9Hy/Q407lWJM7VpK0Y8eOWi8mbROkvXnSp+tzFGsKjymEO3fuDHUJqCf6KnzQV+GBfgof9FX4oK+aBpvNVq92AQUtwzA0atQozZ8/X9nZ2RoyZEggp/HTs2dPSdKAAQOUmZmpcePGaeXKlb4pgt6RK6/i4mJJR0e24uPjVVVVpaqqKkVGRtZq5x3ZCoTVavXVEUoOh0Pvb9wuSUpOjFVqalK9jouP83yP4mLjlOqu/5TDQI87lWOT4j0jkl27dq11Xd0h5wH9b9u3yi0yqVevXg2qp7FVVFRo586d6tKli+x2e6jLwQnQV+GDvgoP9FP4oK/CB33VdGzbtq3ebQMKWhEREWrVqtVpW2CiV69eslgs2rVrl0aOHCmr1art27dr+PDhvjbeJ5menu73OScnR5mZmb52OTk5iomJUZs2bQKux2QyBTRKF2wmk8k3dTAuJlJWa/0CjMXimY4XERFR72NO5bhTOTYiwvMjWdeLyM8y20n6Vj/llsitCMVG1++vCaFkt9ubxM8OTo6+Ch/0VXign8IHfRU+6KvQa8gsuYAXwxg1apSWLVsW6OEntGHDBrlcLnXo0EE2m02DBw/WihUr/NosX75cqampvlA1YMAAxcXF6b333vO1cblcWrFihbKzs09p6mBT0lIXw5Ck5PgotU+NkWFI328Pj6mDAAAAaJkCXgyjZ8+eeu+99zRp0iRddNFFSk1NrRVmLrroopOe5/bbb1efPn2UkZGhqKgobd68WQsXLlRGRoYuuOACSdK0adM0YcIETZ8+XWPGjNH69eu1ZMkSPfDAAzKbPVnRZrNp6tSpmjVrlpKTk5WZmaklS5Zo9+7dvoU1wp1hGMorrJQkRbeQmxUfq096K+3NK9N32ws0qE/bUJcDAAAA1Cngd+v/93//J0nKzc3Vl19+WWu/yWSq1wISZ555pt577z0tWLBAhmGoffv2uuaaazR58mTfhWb9+/fXvHnzNHPmTC1btkxpaWmaPn26xo8f73euG2+8UYZh6JVXXlF+fr569OihBQsWKCMjI9Cn2aSUVjjlcHpW84uObLlB6z9rf9J3OfmhLgUAAAA4rga9W3/88cc1adIkpaWl6eWXX5bkmZ7nvR4nEDfffLNuvvnmk7bLzs5Wdnb2CduYTCZNmTKlwffwChcFRZ7RrCibRRZLy7lZcU1Z6Z77aW3fW6SyCqdi7C1vCiUAAACavgYFrRdeeEGXXHKJ0tLSNHDgQLlcLvXp00dvvvmmevfufbpqxBH5R4JWbAsOFykJdrVNidH+gjL9sKNAZ2cGdm80AAAA4HRq0LBIXasMnq6VB1Gbd0SrpY/i9DkyqvVdDgtiAAAAoGlqmfPPwlRBUZUkKdbeMq/P8uqT3kqS9N12rtMCAABA00TQCiP5jGhJOjqitW1PkcornSGuBgAAAKitwUMj27dv9y1+4XK5fNvqwnVbwVXANVqSpNZJ0WqTHK3cQ+XatPOQftYz8JtRAwAAAKdDg4PWfffdV2vbvffe6/e1YRj1Xt4d9ZcSHymL2aTWSfZQlxJyfdJTlHuoXN9uyydoAQAAoMlpUNB65JFHTlcdqIdp4/ro1nH99Mn6XSqpcIW6nJA6s3srffjf3fpmG9dpAQAAoOlpUNAaO3bs6aoD9WCxmBVrjwx1GU1C3zNSJUnb9xSqtNyh2GhbiCsCAAAAjmIxDISllAS72qfGym1I37LMOwAAAJoYghbCVt8zPMu8b9yaF+JKAAAAAH8ELYQt7/TBb7YRtAAAANC0ELTQpETZLDIMo15ts7q3kskk7c4tVUFRRb2PAwAAAE63Bi/vDpxONqtFJpNJX2zcp6LSqpO2b5VgV15hhf758TbdfGVWI1QIAAAAnBxBC01SUWmVDpecPGilJEYpr7BCW3cdboSqAAAAgPph6iDCWlpyjCRpT14pUwcBAADQZBC0ENZSE+0ym6TScqf2F5SFuhwAAABAEkELYS4iwqyURLsk6Zut+SGuBgAAAPAgaCHspSVHS5K+4X5aAAAAaCIIWgh7bY4ErY1b8+V2c50WAAAAQo+ghbCXkmCXNcKsknKHduwrCnU5AAAAAEEL4c9sNql9qmf1wQ0/Mn0QAAAAoUfQQrPQsXWcJGnDloMhrgQAAAAgaKGZ6NjGE7R+2HFIlVXVIa4GAAAALR1BC81CQqxNrZOjVe1y67vtBaEuBwAAAC0cQQvNgslkUv8eqZKYPggAAIDQI2ih2eif0VqStOFHghYAAABCi6CFZqPvGakym6TduaXKO1wR6nIAAADQghG00GzE2q3q0SlJEqNaAAAACC2CFpoV3/RBrtMCAABACBG00KwMOBK0vtmaJ5fbCHE1AAAAaKkIWmhWzuiYqJioCJWUO5WzpzDU5QAAAKCFImihWbFYzDrzDM8y7+uZPggAAIAQIWih2fFOH1y/maAFAACA0CBoodn5Wc82kqQtPx1SSbkjxNUAAACgJSJoodlJTbKrc1qc3AarDwIAACA0CFpols7q5RnV+t+m3BBXAgAAgJaIoIVm6WdHgtZXmw/KzTLvAAAAaGQELTRLvbokKzoqQsVlDm1jmXcAAAA0MoIWmqUIi1n9eniWef+K6YMAAABoZAQtNFtnHVl98H+bCVoAAABoXAQtNFsDenrup7V1d6EKS6pCXA0AAABaEoIWmq2UBLu6tUuQYUjrWeYdAAAAjYighWYhymaRYdReXfBnvTyjWie6Tquu4wAAAIBTERHqAoBgsFktMplM+mLjPhWVHp0mWF3tliSt+/6A3v18u8wmk99xCbGROufMdo1aKwAAAJo/ghaalaLSKh2ucT2WzWqRLcKsKqdL23YXKjUpOoTVAQAAoKVg6iCaNbPZpLatYiRJe/PKQlwNAAAAWgqCFpq99qmxkqS9eaUhrgQAAAAtBUELzV7bVjEymaTiModKyh2hLgcAAAAtAEELzZ7NalFqoufaLEa1AAAA0BgIWmgR2rf2XKe1j+u0AAAA0AgIWmgRvNdpHTxcLofTFeJqAAAA0NwRtNAixEXbFB9jk2FI+wsY1QIAAMDpRdBCi9Eu9cgy7we5TgsAAACnF0ELLYZ3+uD+/DK53UaIqwEAAEBzFvKgtWLFCt12223Kzs5Wv379NGbMGC1evFhut9uv3erVq3XllVcqKytLF154oV599dU6z7do0SKNHDlSWVlZGjdunNatW9cYTwNhoFWCXTarRY5qt/ILK0JdDgAAAJqxkAetF154QTabTffee6+effZZXXDBBXrooYf017/+1ddmw4YNuu2225SZmannn39eY8eO1YwZM7RkyRK/cy1atEizZs3S9ddfrwULFqhz58666aabtGXLlsZ+WmiCzGaT2rU6Mn2QZd4BAABwGkWEuoBnn31WycnJvq8HDx6s8vJyvfrqq7r77rtls9k0d+5cZWZm6uGHH/a12b9/v55++mmNGzdOZrNZDodD8+fP16RJkzR58mRJ0sCBAzVmzBg9++yzmjVrVkieH5qW9qmx2rm/WHvyStWvR2qoywEAAEAzFfIRrZohy6tXr16qqqpSYWGhHA6H1q5dq1GjRvm1GTNmjPLy8vTDDz9IktavX6+SkhKNHj3a18Ziseiyyy7T6tWrZRhckwOpbasYmc0mlZY7VVzmCHU5AAAAaKZCHrTq8tVXXykxMVEpKSnatWuXnE6nunXr5teme/fukqScnBy/z8e2S09PV1lZmXJzcxuhcjR11giz0pKjJUm7WX0QAAAAp0nIpw4e69tvv9XSpUs1bdo0WSwWFRUVSZLi4+P92nm/9u4vLi6WzWZTVFSUX7uEhARJUmFhodLS0gKqyTAMlZeXB3RsMDkcDtntdlVXV8vprK73cS6X5wa9nuOcp/24UDxmQ45rm2LXvvwy7cktVnV1a0lSRUVFUEc9Kyoq/D6j6aKvwgd9FR7op/BBX4UP+qrpMAxDJpOpXm2bVNDKy8vTnXfeqaysLN10001++473hGpur6uN981zfb8hdXE6ndq0aVPAxweL3W5XYmKiSkpLlFdQ/9GYlDjPcy8pLVFeXuFpPy4Uj9mQ42wmz4qWh0sc2nsgX9IZ2rFjx2l58dq5c2fQz4nTg74KH/RVeKCfwgd9FT7oq6bBZrPVq12TCVolJSW66aabFBUVpfnz58tqtUo6OiLlHbnyKi4ulnR0ZCs+Pl5VVVWqqqpSZGRkrXbe8wTCarX6piqGksPhuaYoLjZOhtle7+Pi4+J9x6W6raf9uFA8ZkOPa7V/n/KLKnW43DN7tmvXrkEf0dq5c6e6dOkiu73+fYXGR1+FD/oqPNBP4YO+Ch/0VdOxbdu2erdtEkGrqqpKU6dOVX5+vt544w0lJSX59nXq1ElWq1Xbt2/X8OHDfdu9TzI9Pd3vc05OjjIzM33tcnJyFBMTozZt2gRcn8lkUnR0dMDHB4t3VC4iIkJWa/1H6CwWS43j6h9eAj0uFI/Z0OM6psUpv6hSPx0okaTT9qJlt9ubxM8OTo6+Ch/0VXign8IHfRU+6KvQa8gsuZAvhlFdXa277rpLmzdv1sKFC9W+fXu//TabTYMHD9aKFSv8ti9fvlypqam+UDVgwADFxcXpvffe87VxuVxasWKFsrOzT2nqIJqfDqmxkqR9+WWsPggAAICgC/mI1gMPPKCPP/5Yv/vd71RZWamvv/7at6979+6KjY3VtGnTNGHCBE2fPl1jxozR+vXrtWTJEj3wwAMymz1Z0WazaerUqZo1a5aSk5OVmZmpJUuWaPfu3Zo5c2aInh2aqthomxLjIlVYUqX//nBA55/dKdQlAQAAoBkJedD67LPPJEl//etfa+17+eWXNWjQIPXv31/z5s3TzJkztWzZMqWlpWn69OkaP368X/sbb7xRhmHolVdeUX5+vnr06KEFCxYoIyOjUZ4LwkuH1FgVllRp7Xf7CVoAAAAIqpAHrY8++qhe7bKzs5WdnX3CNiaTSVOmTNGUKVOCURqauQ5tYvXd9gKt35KnSke1omwh/3UAAABAMxHya7SAUEmMjVR8tE0Op0tfbT4Y6nIAAADQjBC00GKZTCZ1a+9ZFv6LjftCXA0AAACaE4IWWrT0DomSpP/+cEAOpyu0xQAAAKDZIGihRWudZFerRLsqqlxav4XpgwAAAAgOghZaNJPJpHPPbCdJ+pzpgwAAAAgSghZaPG/Q+vL7A3JWM30QAAAAp46ghRYvo3OSkuOjVF5ZrQ0/5oW6HAAAADQDBC20eGazSeec2VaS9Pk3TB8EAADAqSNoATo6fXDd9wfkrHaHuBoAAACEO4IWIKlX1xQlxkWqrMKpjduYPggAAIBTQ9ACJFnMJp2TxfRBAAAABAdBCzji3L6e6YNrvt3P9EEAAACcEoIWcETvbq2UHB+p0gqnNvzIzYsBAAAQOIIWcITFbNLQvu0lSZ+s3xviagAAABDOCFpADcP6e4LWuu/3q9JRHeJqAAAAEK4IWkANGZ2S1Do5WpUOl/77Q26oywEAAECYImgBNZhMJg3vd2T64IY9Ia4GAAAA4YqgBRxj+JHpg//bdFBlFc4QVwMAAIBwRNACjtGlbbw6tolVtcutNd/uD3U5AAAACEMELeAYJpNJw/t3kCR9+jWrDwIAAKDhCFpo0aJsFhmGUWu79zqtr7fmqai0qs5j6zoOAAAAkKSIUBcAhJLNapHJZNIXG/fVClSpiXblFVbouaUbldW9ld++hNhInXNmu8YsFQAAAGGEoAVIKiqt0uES/6DVoU2s8gor9MOOQ+rQJi5ElQEAACAcMXUQOI7OafEymaSC4koVlzlCXQ4AAADCCEELOA57ZITapsRIknbuKwpxNQAAAAgnBC3gBLq0i5ck7dhfzOIXAAAAqDeCFnAC7VNjZY0wq7yyWgcPV4S6HAAAAIQJghZwAhEWszodWQhjB9MHAQAAUE8ELeAkvNMHd+eWqtrlDnE1AAAACAcELeAkUhPtiomyqtrl1p6DpaEuBwAAAGGAoAWchMlkOrooBtMHAQAAUA8ELaAeuh4JWgcKylVW6QxxNQAAAGjqCFpAPcRF29Q6yS5J2r6XUS0AAACcGEELqKf0DomSPEHLzT21AAAAcAIELaCeOraOle3IPbX25LIoBgAAAI6PoAXUk8Vi9i2K8cPOQyGuBgAAAE0ZQQtogG7tEyRJO/cV6XBJZYirAQAAQFNF0AIaICkuSinxUXIb0sf/2x3qcgAAANBEEbSABkrv4BnVen/dTzJYFAMAAAB1IGgBDdQpLV4RFrP25pXpu+0FoS4HAAAATRBBC2gga4RZPTomSpLe/XxHaIsBAABAk0TQAgLQp3uKJGnNt/uVX1gR4moAAADQ1BC0gAC0SrCrT3qK3G5D733BqBYAAAD8EbSAAI0e2k2S9J+1P8nhdIW4GgAAADQlBC0gQIN7p6lVol3FZQ59+vXeUJcDAACAJoSgBQTIYjHrsnO6SJKWf7adpd4BAADgQ9ACTsFFgzrLGmHWtj1F2rzzcKjLAQAAQBNB0AJOQUJspLL7d5DkGdUCAAAAJIIWcMpGD+0qSfps4z4dPFQe4moAAADQFBC0gFOU3iFRfc9oJbfb0FurtoW6HAAAADQBBC0gCMaP7CFJen/dTyosqQpxNQAAAAg1ghYQBGee0UrdOybKUe3WO1yrBQAA0OIRtIAgMJlMGj/yDEnSu5/vUHlldYgrAgAAQCgRtIAgGdynrdqnxqqswqkP/rcn1OUAAAAghEIetH766Sf96U9/0hVXXKHMzEyNHj26znarV6/WlVdeqaysLF144YV69dVX62y3aNEijRw5UllZWRo3bpzWrVt3OssHfMxmk64e2V2S9O7nP8np4gbGAAAALVXIg9bWrVu1evVqde7cWenp6XW22bBhg2677TZlZmbq+eef19ixYzVjxgwtWbLEr92iRYs0a9YsXX/99VqwYIE6d+6sm266SVu2bGmMpwIoe0BHtUqIUmGpQ19vLwt1OQAAAAiRkAetkSNHavXq1XrmmWfUu3fvOtvMnTtXmZmZevjhhzV48GDddtttuvrqq/X000/L7XZLkhwOh+bPn69JkyZp8uTJGjJkiP7617+qQ4cOevbZZxvzKaEFs0aYddUIz7Van3xXLIfTFeKKAAAAEAohD1pm84lLcDgcWrt2rUaNGuW3fcyYMcrLy9MPP/wgSVq/fr1KSkr8ph5aLBZddtllWr16tQyDaVxoHJcM6azUxCiVVLj173W7Q10OAAAAQiDkQetkdu3aJafTqW7duvlt797dcy1MTk6O3+dj26Wnp6usrEy5ubmNUC0gWSMsGj/SMw122Sc7VFrhDHFFAAAAaGwRoS7gZIqKiiRJ8fHxftu9X3v3FxcXy2azKSoqyq9dQkKCJKmwsFBpaWkB1WAYhsrLywM6NpgcDofsdruqq6vldNZ/+XCXyzN9zXNc/d/0B3pcKB6zsY+rrrZIkioqKuocLT2rR6JSEyKUV1Stf6zcpOsu6F7vc6NxVVRU+H1G00VfhQf6KXzQV+GDvmo6DMOQyWSqV9smH7S8jveEam6vq433TXB9vyF1cTqd2rRpU8DHB4vdbldiYqJKSkuUV1Ba7+NS4jzPvaS0RHl5haf9uFA8ZmMfZ3LHSpJ27Nhx3Be9kWcm6I1PC7T8s51KT65UrN1S7/Oj8e3cuTPUJaCe6KvwQD+FD/oqfNBXTYPNZqtXuyYftLwjUt6RK6/i4mJJR0e24uPjVVVVpaqqKkVGRtZq5z1PIKxWq2+qYig5HA5JUlxsnAyzvd7HxcfF+45LdVtP+3GheMzGPi4p3jNy2rVr1zpHtDwjXTvUrV2stu8r1bf7InTj6J71Pj8aT0VFhXbu3KkuXbrIbq//7xUaH30VHuin8EFfhQ/6qunYtm1bvds2+aDVqVMnWa1Wbd++XcOHD/dt9z5J75Lw3s85OTnKzMz0tcvJyVFMTIzatGkTcA0mk0nR0dEBHx8s3lG5iIgIWa31H6GzWCw1jqt/mAj0uFA8ZmMfFxHh+dU50YudyWTS9Rdn6MEXvtKH/9ujK7LPUMc2cfV+DDQuu93eJH7PcXL0VXign8IHfRU+6KvQa8gsuSa/GIbNZtPgwYO1YsUKv+3Lly9XamqqL1QNGDBAcXFxeu+993xtXC6XVqxYoezs7FOaOggEqk+3ZJ2d2UbVLkML3vqW1S8BAABaiJCPaFVUVGj16tWSpL1796q0tFT//ve/JUkDBw5UcnKypk2bpgkTJmj69OkaM2aM1q9fryVLluiBBx7wLQ9vs9k0depUzZo1S8nJycrMzNSSJUu0e/duzZw5M2TPD7j5yix9/WOevt6ap8837tPQvu1DXRIAAABOs5AHrYKCAt11111+27xfv/zyyxo0aJD69++vefPmaebMmVq2bJnS0tI0ffp0jR8/3u+4G2+8UYZh6JVXXlF+fr569OihBQsWKCMjo9GeD3CstJQYjR95hha/v0UL//WdftazjeyRIf/VAwAAwGkU8nd7HTp00JYtW07aLjs7W9nZ2SdsYzKZNGXKFE2ZMiVY5QFBcdXIM/TRV7t1oKBcb6zcol+N7h3qkgAAAHAaNflrtIDmINJq0c1XZkmSlq3O0a4DxSGuCAAAAKcTQQtoJGdnpmlQ7zS53IaeeeNruVzuUJcEAACA04SgBTSiW8aeqZioCG3ZdVhLPtoa6nIAAABwmhC0gEaUmmTXrVedKUl67f0t+nHX4RBXBAAAgNOBoAU0suwBHTS0bzu53YZmLl6vSkd1qEsCAABAkBG0gEZmMpl029V9lRwfqb15pXpx+Q+hLgkAAABBRtACQiAu2qa7rh0gSXr38x36dMPeEFcEAACAYCJoAaeByWSS3W6XyWQ6bpsBPVvrqvO6S5KeemODtu8taqzyAAAAcJoRtIAARNksMgzjuPvtdrsyMzNlt9tr7at53KRRmerfI1UOp0sPvbBORaVVp6VeAAAANK6IUBcAhCOb1SKTyaQvNu6rMxxVV1frcOFhJSUmKSLi6K9ZQmykzjmzne9ri9mkeyeepXue/kT788v06Mv/1YO3nKMIC38DAQAACGe8mwNOQVFplQ6X1P44VFypgwWlOlRc6be9rlAWG23T9BsGyh5p0Xc5BZr35jcnHC0DAABA00fQApqATmnx+u31Z8lsklZ+uUsL3/6OsAUAABDGCFpAEzGwd5ruvLa/JOntT7br1f9sDnFFAAAACBRBC2hCzj+7k24dmyVJemPlj/rnR1tDXBEAAAACQdACmphRQ7tp0mW9JEkvvvuDXv33ZqYRAgAAhBmCFtCITrYsvNf483voFxf3lCS9vnKL5iz5RtXVrtNdHgAAAIKE5d2BRnSyZeFrSoy1Kbt/e32yYa/eX/eTDpdU6t6JZynKxq8tAABAU8eIFhACx1sW/tiPdqmxGtqvnSxmk/77Q67+b85nOlBQFuryAQAAcBIELaCJ69A6TpcP66b4GJu27y3Sr2et1pffHwh1WQAAADgBghYQBtq2itFTd5+njM5JKqtw6sG/rdNL7/6gapc71KUBAACgDgQtIEykJtn1yG1DdfmwbpKkNz/aqt889Ym27y0KcWUAAAA4FkELCCPWCLNuujJLv590tuKibdq+r0j3PLVai/+zWc5qRrcAAACaCoIWEIbO7dtOc+8doSFZbeVyG3rt/S26a+bH2rDlYKhLAwAAgAhaQNhKiovSfb88W/dOOEvxMTbtzi3Vnxas0Yy/rdP+fFYmBAAACCVuyAOEAe+Njk0mk992k8mkYf3bq39Gql57f4uWf75D674/oK82H9QlQzpr/Pk9lBQXWes4AAAAnF4ELSAM1OdGxx1ax+qa88/QZ9/s056DpVr+2Q79e81PunxYN101orsSYiMbuWoAAICWi6AFhBHvjY6Px2QyaWjfdso9VK6N2/JVUFSppau2afnnO3TRwE66IjtdaSkxjVgxAABAy0TQApoZk8mktJQYtUmOVkmZQ1t2Hda2PUVa/vkOvffFDp3bt73GDO2mnl2SmFIIAABwmhC0gGbKZDKpc9t43XLVmdq4LV9LP96m9VsO6tOv9+rTr/eqa7t4XXZOV2UP6CB7JC8FAAAAwcS7K6CZM5lM6ntGqvqekaod+4r0zqfbtXr9Hu3YV6y5b36jRW9/p8FZbTViQEf1PaOVLBYWIwUAADhVBC2gBenaLkF3XttfN4zprQ//u1srvtihffllWvXVHq36ao8S4yI1vH97jRjQUekdEphaCAAAECCCFtACxUXbdGV2uq4Y3k1bdh3Wqq/26JMNe1VYUqW3P9mutz/Zrg6tYzW8X3sN6tNWXdvFE7oAAAAagKAFtGAmk0k9OyerZ+dkTbmij9ZvOahVX+3Ruu/2a8/BUi1+f4sWv79FqUl2DcxM08DeacpKbyVrBNMLAQAAToSgBTRjx7vRcV0iLGZPmMpMU3mlU19s3Ke13x3Qhh/zlHe4Qu9+vkPvfr5D9sgIDejZWgMz26hfj9ZKjo/yO099Hw8AAKA5I2gBzVh9bnRcl3apsbpgYGdFR1nV94xW2nOwVDv3FWvngWKVV1br82/26fNv9kmSkuOj1LF1rDq0iVXPzsk672cdT9fTAQAACBsELaAFONmNjo8VH2PzHVdS7lRCbKT69kjVmWe00qHiSu09WKr9BeU6VFzp+/hmW75WrPlJ76/bpb49WqlPt1bq0SlR1gjL6XpaAAAATRZBC0C9mUwmpSTYlZJg15lnSFUOl3IPletAQZkOFJSprLJa3+bk69ucfEmSLcKsjM7J6pOeot7dUpTROUlRNl52AABA88c7HgABi7RZ1CktTp3S4mQYhswmk+JjI/Xttnx9v71AhaVVfsErwmLSGR2TfMGrV5dkRUdZQ/wsAAAAgo+gBSAoTCaTEuMidek5XTXq3K4yDEN7Dpbq++0F+i6nQN9tz1dBUaU27TykTTsPacmHW2U2SV3aJahn5yRldE5Wzy5JapsSw2IaAAAg7BG0AJwWJpNJHdvEqWObOF0ypIsMw1DuoXJ9l5Ov746Er9xD5dq+t0jb9xbpvS92SvJcH5bROUkZnZPUo2OS0jsk+q4ZOx5WOgQAAE0NQQtAozCZTEpLiVFaSowuGNhZkpR3uEJbdh3S5p2HteWnQ9q6u1DFZQ7994dc/feHXN+xcdFWpSbalZoUfeSzXfZIz8tXQmykzjmzXUieEwAAwPEQtAAETUPu2yVJqUl2pSa119C+7SVJyz/N0fZ9xSooqlR+UYUOFVeqtNypkiMf2/cV+461R0YoIdamNsnRKq+sVue2cerYOk5RkbysAQCA0OMdCYCgOZX7dvU9I1UWi1mtEu1qlWhXhpIkSQ6nS4dLqnSouFKHiyt1qLhKJeUOVVRVq6KqWgcKyvXNVs9iGyaTlJYco45t4tQuNUbtUmPVrlWM2qfGKjk+SmYz0wsBAEDjIGgBCLpA79tVF5vVojbJ0WqTHO3b5qx2q6i0SkWlVaqoqpbJZNKuAyUqLK3S/oIy7S8oq3WeSJtFbVNi1LZVjFonRat1kmcqYpzdpPIqlwzDaNiTBAAAOAGCFoCwY404OvKVdGSlQ0kqLKnSTweKtTevVHvzSrUvr0z78kp14FC5qhwu7dxfrJ37i+s8Z9Q7B9Uq0a7EuEglxkZ6PsdFKjE2SklxkYqPtSk6MkL2SKvsURGyR0bIEuQRMsMw5HYbcrrcqnYZcrncqna55XC65Dak6mq3nC63XC63TCaTrBFmWcwmRVjMsljMirB4/m2PjJDNapH7yJL7gdTB4iIAAJwaghaAsFbzujBPOEpV3zNS/dpUu9w6eKhce/JKlVtQroOHy5V3uEIHD3v+XVTqUKXDpT0HS7XnYGm9HzvSZpE9MkJ2W4TMZpMsFpPMphqfzSaZTCa53P7B6ei/jSNfH9nmditYA2sRFpNio22ymE2KslkUHWVVdFSE4qJtSoyNVEKsTXHRtlrTKVlcBACA4CBoAQhrDb0uLMJiUrtWMep7Rqp+1rO1TCaTqpwu5RdWKL+wQkWlVSosqVLhkc+Hj/y7uMyhispqVVQ5Ve3ypKEqh0tVDpcKVf9pkg0VYTHJYjFLhiSTZDF5wpshQ4ZhyOU+OhLmNgxfUKt2GSo8yfRNk0mKtVsVF21TbLRVCTGR6pQWp5/1aqNIq+W0PScAAFoCghaAZiGQ68JMJpM+2bBbO3fvV1JikiIiPC+J1gizZxn5RHut4xJiI3V2ZhuVV1b7FuSorHLJ5XbLbRhyuTyBx+U+En7cxpGpfZ4RLmuERZYjU/wiLOYj28yymD1T/6wR3mmAnq+9U/hWfLGjXs/PMDyjZKmJdvXqmqIPvvxJeYWVvlrLKpwqKXOotMIpl9vwrejo9d9NuXprdY46tI5Vt3YJ6tbe85HePkGx0Se+nxkAADiKoAWgRSsqqdTBglIZZrusVutJ20fZLIqwmJUQG6mE2MgGP16gKzLWl+faLYsSYiPVtV2COrSOU4y9dkAyDEPlVdWe0FXuVEm5Q4W+BUZc2nWgRLsOlGjV+j2+Y9okRyu9Q4LS2yeqe4dEpXdICOh7AABAS0DQAoAGONUl7IO5IuOpMJlMiomyKibKKqUc3Z4Ya9OgPm21fW+R52Of5/OBgnLlHvJ8fLFxv699q4QopXdIPPLhGflKjo9iMQ0AQItH0AKAADSVwBRs9sgIJcdHKSXBrrMz03zbS8sd2r6vSDl7irRtT6Fy9hRpX36p8osqlV90QOu+P+BrGxMVoXapsWqfGnvk89F7mkVHnXzU8HQ7lVUVWZERAFBfBC0AgM/JRuyibBb16ZaiPt1S5HC6VFBUqYOHK1RUVqWSMod255aorLJaW3cXauvuwlrHx9qtSk6IUnJ8lBLjIhUdGaHoKKvskRGKPrJsfnRUhCJtEaoZZ0wmqbKqSrsOVMppLVCEtUTVLrdcdazcWF1d499H9rtqrPbodLm1P79MlY5q37V0hmHIJJNMZpPMJs+In7nGv60Ws2KirereIVH2yAhF2SyKtHnqjbRZZLdF+FahjI6KUNSRlSgBAC0XQQsAUEt9R+yiIiPUKS1OSXGtdOk5XeVwurS/wHP/sr153s+ee5oVllaptMKp0gqndh0oOYXq8k/h2FNTc9rkyXhDV3RUhKKP3H/N++/oqAjP15ERskdZjwTOCN8y/PbIo/+OsJhP4zMCAJwuBC0AQNDYrBZ1TotX57T4WvvKKpwqKKrQoeJKHSquVGFJlcqPrIZYUVntW8mxvNKpSoer1vGG4ZbD4ZDNZjuyeqNZ5RVOGYY8o09myewdiTryYan5tcmkhLhItU+NVc6eQlU5XDIfudeZ2eRZQd84skS+2/COdMm3mmSk1ayUBLsqnZ5l/SuqqlXlqFalw+X5qKpWpaPat/y/d6XHgqJT/J5GmD2jflFHR8siaqxc6fuIOHab59YAEWaTzBaTLGbPKpfeD7PF/2uL+ejqmBaL2fP9O2af2ewZ3bNZLbJZPZ+tEWbZIiyM4AHAMZpd0NqxY4dmzJihr776Sna7XaNGjdJvf/tbRUVFhbo0AGi2at44+nhi7FbF2K3qdEwIcxuGzAFe91TfZe+9OqfF6dy+7Rt8XM1jT7YQisvllqPaLYfTJUe1W9FRVnVsHesJkVWeQFle6fSEyyPBsvzIvytq/LvqSNh0VLvlKPXcz60pi7CYFWk1yxphlgyXYlYeVqQtQpHeMFYjnNkiLIq0WRRp9XyOqvHvSGuE3z6/f1s9UzYthDoAYaBZBa3i4mL98pe/VLt27fTMM8/o0KFDeuSRR1RYWKgnnngi1OUBQLN1qqsx1ue46upqHS48rKTEJHVqm9igZe+DqSELoURYzGqbEq1Bfdrqi437VFFVrZioCMVEnfw/v3HRNvXrkeoLXt5A5h01c3mvTat2y1nja+eRbbtyS1RZVS23IRlHbmjtvan10RtcG3K7PWE3wmJWdFSEXO4j94E7cp2b92tXjevgHE6XHE7PPi/vtXJehWVlDf/m1lOExVxHQKsd1KLqDGpH2kTWDHoRvumb9sgIz03CAeAUNaug9frrr6u4uFjLli1TcnKyJMlisei3v/2tpk6dqvT09BBXCADNW6CrMdbnOKfTqbwj9zxLTnCcUp2h0NDvTZTNohi7NeAbRQc62teQsOx2G0qKj1Jm12Q5qt1yekfyjgQxR3WNfx8Z4fPur3J6plx6/13lOPLhdKnKUX10W43PxpFcV+1yq7rCrbIK54kLDJBvYRNf+LL6rreref2c7xq7Ggu5xByZ5hkTZZU1wswqlUAL1qyC1ieffKIhQ4b4QpYkXXzxxfp//+//afXq1QQtAEDYONVRwkA1NBAmxkUqMS7KV2fNkceICP+3GWaTJ0BG2SwNGs2UPNfPudyGWiXa1b1DktZ+t0+HS6qOrDJ59MNZfXS1Sc9on+drW4RZ0XarDhSUqaKq2rc6pecY/xE6b+grbOD00mNFWEw1QplV0faan48GtihbhGxWi2fqpdUz0mazeq59O3bKZc3VME0mz3WJJr9tnn9LR0cuvatrur2jmUe2l5VVqrCsWrmHyhVZ5nn+3usTvce4XN5zuGv8++h2t8uQyzDkPs5+15FRUP+2hl9bk+R3vaT33yaTZDny/EwmyWL2XH9ojTjmw2KWNcLi+zrCb5+lVnvCLxpLswpaOTk5GjdunN82m82mTp06KScnJ0RVAQAQuHC5Z5u3zpojj1br8e+b1pDRzJqS46OUmmT3W/ijPupzfZ7bbch5JKw5q12qrnYrKS5SXdol6NucfBWVOuT0jsxVu+Q8dqTuyGdntWcKZbXLUHGZQ8VlTX0E9sDJmzQj3sVkLBZPSPMtHHMkxPl9bfEsBONZcMb/a++CO6Yji+14Q/DR0Oi/zewNwjW31Wx7zDbvYj4mk+R0OrR3T4XKzXmyH1l3wGwySSbPHzA8t6c48rlGED+6vcY2k8kXbv3Pc+Rrs6nO9ke/Pub83ltieBr5gn7N89Y8T6DCcUqvyTAM4+TNwkPv3r1111136eabb/bb/vOf/1wpKSmaM2dOg8+5fv16GYZxwv9YNBbDMGQ2m4/Mua9/t0UcWSGq0lEtt/v0HxeKx2yKx7ndbpnN5gYf19h1hvNxwXrM6mpXrb46nY/HcYEf5/29CteftZZyXF2vf02xztN5nMlkks1q8d2nzTA8I0relS1rfS1DR/7n229IR7YZOp3v1ky+//N+bfLtOPZ+dt4tphr7j/22HDtgZPL7x9FA4V3Z81jGsV95N/itECrf90Y6+j3z/fvIsc3nXS6ioyIUaw/9+3Gn0ymTyaQBAwactG2zGtE6npOthHUi3uOawjCzt4aoyMC6LcrWuMeF4jE5rmUed8qPGcCx4fK94bjgHheKx+S48D6OFRKB5sU7Rbc+mlXQio+PV3Fxca3tJSUlAV+f1b9//1MtCwAAAEALE36THU8gPT291rVYDodDu3btYiEMAAAAAI2mWQWt4cOHa+3atTp8+LBv28qVK+VwOJSdnR3CygAAAAC0JM1qMYzi4mKNHj1a7du312233aaCggI9+uijGjp0KDcsBgAAANBomlXQkqQdO3ZoxowZ+uqrrxQVFaXRo0frt7/9raKOLIUJAAAAAKdbswtaAAAAABBqzeoaLQAAAABoCghaAAAAABBkBC0AAAAACDKCFgAAAAAEGUELAAAAAIKMoAUAAAAAQUbQAgAAAIAgI2iFgR07dmjy5Mnq16+fhgwZohkzZqiysjLUZTULP/30k/70pz/piiuuUGZmpkaPHl1nu9WrV+vKK69UVlaWLrzwQr366qt1tlu0aJFGjhyprKwsjRs3TuvWravVprS0VH/60580aNAg9e/fX7feeqv27t1bqx397m/FihW67bbblJ2drX79+mnMmDFavHix3G63Xzv6KrQ+/fRTTZgwQYMHD1afPn10/vnn65FHHlFJSYlfO/qp6SkrK9Pw4cOVkZGhb7/91m8f/RVaS5cuVUZGRq2PJ554wq8d/dR0LFmyRJdffrmysrI0ZMgQ3XrrrX776asWwkCTVlRUZAwbNsy49tprjdWrVxtvvfWWMXDgQOM3v/lNqEtrFlauXGkMHz7cuOOOO4zRo0cbo0aNqtVm/fr1RmZmpnHfffcZa9asMebOnWv07NnT+Mc//uHXbuHChUbv3r2NhQsXGl988YVx9913G1lZWcbmzZv92t18883Gueeea7zzzjvGxx9/bIwdO9a48MILjYqKCl8b+r228ePHG3fddZexfPlyY82aNcZTTz1lZGZmGo8++qivDX0Veu+8847xxBNPGO+//76xdu1a45VXXjEGDhxo3HDDDb429FPT9PjjjxvnnHOO0aNHD2Pjxo2+7fRX6P3zn/80evToYXzyySfGhg0bfB/79u3ztaGfmo5nnnnGGDBggLFgwQJj3bp1xvvvv2/88Y9/9O2nr1oOglYT99xzzxl9+/Y1CgoKfNvefvtto0ePHsa2bdtCWFnz4HK5fP/+v//7vzqD1uTJk42rr77ab9v06dONc88913d8VVWV8bOf/cx47LHHfG2qq6uNSy+91Pj1r3/t2/b1118bPXr0MFatWuXbtnfvXiMzM9NYvHixbxv9XlvN74XXww8/bGRlZRlVVVWGYdBXTdUbb7xh9OjRwzhw4IBhGPRTU7Rt2zajX79+xmuvvVYraNFfoecNWnW9DnrRT03Dtm3bjF69ehmffvrpcdvQVy0HUwebuE8++URDhgxRcnKyb9vFF18sm82m1atXh7Cy5sFsPvGvgMPh0Nq1azVq1Ci/7WPGjFFeXp5++OEHSdL69etVUlLiN/XQYrHosssu0+rVq2UYhiTPVIH4+HgNHz7c165du3YaMGCAX3/S77XV/F549erVS1VVVSosLKSvmrDExERJUnV1Nf3URD300EO67rrr1LVrV7/t9Fd4oJ+ajqVLl6pjx44aOnRonfvpq5aFoNXE5eTkKD093W+bzWZTp06dlJOTE6KqWo5du3bJ6XSqW7duftu7d+8uSb4+8H4+tl16errKysqUm5vra9e1a1eZTKZa56vZn/R7/Xz11VdKTExUSkoKfdXEuFwuVVVV6fvvv9fcuXM1YsQItW/fnn5qgv79739r8+bNmjZtWq199FfTMnr0aPXq1Uvnn3++nnvuOblcLkn0U1PyzTffqEePHpo7d66GDBmiPn36aMKECdq0aZMk+qqliQh1ATix4uJixcfH19oeHx+voqKiEFTUsni/x8f2gfdr7/7i4mLZbDZFRUX5tUtISJAkFRYWKi0tTcXFxYqLi6v1OMf2J/1+ct9++62WLl2qadOmyWKx0FdNzIgRI3xvBIYNG6aZM2dK4neqqamoqNCjjz6qe+65R7GxsbX2019NQ2pqqu644w717dtXJpNJH330kZ566inl5ubqT3/6E/3UhOTl5en777/X1q1bdf/998tqtWrOnDm64YYb9P7779NXLQxBK0wZhlHrrxc4fY73va65va423qH9k7U70fZjz0e/e/5DdueddyorK0s33XST3z76qmlYsGCBysvLtW3bNs2bN0+33nqrXnjhBd9++qlpmD9/vlJSUnTVVVedsB39FVrDhg3TsGHDfF8PHTpUkZGReumll/xWs6OfQs8wDJWXl2v27Nk644wzJEm9e/fW+eefrzfeeEMDBgyQRF+1FEwdbOLi4+NVXFxca3tJSUmdf5lAcHn/cnTsX3u8feLtg/j4eFVVVamqqqrOdt7zHK8/j/1LE/1+fCUlJbrpppsUFRWl+fPny2q1SqKvmpqePXtqwIABuuaaazRnzhytW7dOK1eupJ+akL179+pvf/ub7rzzTpWWlqq4uFjl5eWSpPLycpWVldFfTdill14ql8ulTZs20U9NSEJCglq1auULWZLUunVrdevWTdu2baOvWhiCVhOXnp5ea+6sw+HQrl27as21RfB16tRJVqtV27dv99u+bds2SfL1gffzsX2Vk5OjmJgYtWnTxtdux44dvr9I1Txfzf6k3+tWVVWlqVOnKj8/XwsXLlRSUpJvH33VdPXq1UsWi0W7du2in5qQPXv2yOl06uabb9bZZ5+ts88+2zc6MmnSJN1www30V5ign5qO4z1vwzBkNpvpqxaGoNXEDR8+XGvXrtXhw4d921auXCmHw6Hs7OwQVtYy2Gw2DR48WCtWrPDbvnz5cqWmpiozM1OSNGDAAMXFxem9997ztXG5XFqxYoWys7N9w/LZ2dkqLi7Wp59+6mu3f/9+rV+/3q8/6ffaqqurddddd2nz5s1auHCh2rdv77efvmq6NmzYIJfLpQ4dOtBPTUivXr308ssv+33cd999kqT7779ff/7zn+mvJuy9996TxWJRZmYm/dSEnHfeecrPz9ePP/7o25abm6vt27crIyODvmppGmkZeQTIe4O56667zvjkk0+Mt956yxg0aBA3mAuS8vJyY8WKFcaKFSuMCRMmGNnZ2b6vvfea8N5Y8A9/+IOxdu1aY968eSe8seCiRYuMNWvWGPfcc89xbyw4dOhQY/ny5caqVatOeGNB+v2oP/7xj0aPHj2M559/3u+GnRs2bDBKSkoMw6CvmoJp06YZ8+fPNz766CPjiy++MP72t78Z55xzjjFmzBjf/c7op6Zr7dq1x71hMf0VOjfeeKOxYMECY9WqVcaqVauMP/7xj0ZGRobx0EMP+drQT01DdXW1MXbsWOOiiy4y3n33XWPlypXGlVdeaQwbNswoKyszDIO+akkIWmFg+/btxo033mj07dvXGDRokPHggw/6/fIgcLt37zZ69OhR58fatWt97VatWmVcfvnlRu/evY3zzz/f+Pvf/17rXG6323j++eeN8847z+jTp49x1VVXGWvWrKnVrqSkxJg+fbpx9tlnG/369TNuueUWY8+ePbXa0e/+RowYQV+Fgeeee8644oorjP79+xv9+vUzRo0aZTz11FO+MOxFPzVNdQUtw6C/Qu3BBx80LrroIuPMM880+vTpY4wePdp46aWXDLfb7deOfmoa8vPzjXvuucf42c9+ZvTt29eYMmWKkZOT49eGvmoZTIZxzKROAAAAAMAp4RotAAAAAAgyghYAAAAABBlBCwAAAACCjKAFAAAAAEFG0AIAAACAICNoAQAAAECQEbQAAAAAIMgIWgDQgmRkZNTrY926dSc917PPPqsPPvjglOuZPXv2cfe7XC6dddZZmjJlSq19L774ojIyMnTPPffU2jd37lxlZGRo8+bNp1RfXfbs2aOMjAwtWrTohO3WrVtX7+9lQ2zevFn33XefRo4cqaysLPXv319jx47V888/r8LCwqA+VqDeeecdvfjii6EuAwBCKiLUBQAAGs8bb7zh9/W8efO0bt06vfTSS37bu3fvftJzPffcc7r44ot1wQUXBLXGmiwWi8466yytW7dO1dXViog4+p+tdevWKTr6/7d3/zFV1X8cx5/3mrcEQ36TYQ75dRtcDNwuF1SUoS1juqCmkAlZmmChSa2glXWvLZPGJBUpkEojVIyJNaNlJiZDgTBRzHAErMFtCilIBUQg3z/YPd9uoBLRl772fmxunHM+53M+517+8LXP5/PGZsggU1lZib29PVqt9m8b21jYt28fJpOJadOmsWLFCry9vent7eXs2bPs3buX6upqtm/fPtbD5ODBg9TV1bF8+fKxHooQQowZCVpCCPEvEhgYaHXs6OiIWq0edP6fxGAwUFJSwtmzZ5VxXr16lZMnTxIbG8u7775LfX09Xl5eAPT09FBdXc3cuXNRqVRjOPLRderUKYxGIzNnziQrKwuNRqNcmzVrFo899hilpaVjOEIhhBC/J0sHhRBCWGlvb8doNBIWFoZOp2PevHlkZGTQ09OjtNFqtXR2dlJUVKQsN4yLiwPg8uXLGI1GIiMjCQoKIjQ0lPj4eKqqqkY0HoPBAAzMUlnU1tZy5coVYmJicHFxoby8XLl25swZuru7lfsAampqSExMJDg4mICAAKKioiguLh70rNbWVl5++WXmzJmDTqcjIiKCzMxMent7rzvG3377jZSUFIKCgigpKRmyzYEDB9BqtZw6dWrQtczMTPz9/bl48eI1n5GdnY1KpeLVV1+1ClkWGo2GefPmKcdXr15lx44dLFiwAJ1OR2hoKM8//zwXLlywui8iIoLU1NRB/cXFxSnfKfx3KeTBgwfJyMhg9uzZzJgxg+XLl9PQ0GB139GjRzGbzVbLUYUQ4t9GZrSEEEIofv31V+Lj42lqamLNmjVotVqqqqrIycnh22+/JScnBxhYgvjoo49iMBh48sknAZg4cSKAsk8oKSkJZ2dnOjs7+fzzz4mLi2Pnzp1WAWg47r77biZNmkRFRQWrVq0CBv7T7+LigoeHB3q9nsrKSh555BEAJXRZnlNeXs7KlSu55557MBqN3H777RQXF5OcnEx3dzcPPvggMBCyFi9ejFqt5qmnnmLq1KmcOnWKt956C7PZzOuvvz7k+Do6OkhKSqKhoYG8vDx0Ot2Q7SIjI0lPTyc/P5+goCDlfG9vLwUFBcyfPx83N7ch7+3r66O8vBx/f38mT548rM/NaDRSUFDAsmXLCA8Px2w2s2XLFiorK9m/fz+Ojo7D6uePNm/ezIwZM3jttdf4+eefSU9PZ/Xq1RQXFzNu3DheeeUV1q9fT1NTE5mZmSN6hhBC3AwkaAkhhFAUFRVx/vx53nzzTe6//35gYFmajY0N6enplJWVMWvWLAIDA1Gr1Tg6Og5adujp6YnRaFSO+/r6mD17Nmazmby8vD8dtNRqNXq9nuPHjyv7tCoqKggODgZAr9ezbds2+vv7UalUVFZW4uTkpOwzM5lM+Pj4sGvXLmWPV1hYGG1tbWzevJmoqCjUajXbtm3jypUrfPLJJ9x5550AhIaGctttt5GWlqbsifq95uZmEhISgIHw6e7ufs330Gg0xMTEkJ2dzQsvvICTkxMAhw4doqWlhWXLll3z3ra2Nrq6upgyZcqwPrP6+noKCgpYunQp69evV877+fmxePFidu3aRXJy8rD6+iNvb2/S09OVY7Vazbp166ipqSEwMBBvb2/s7OzQaDT/6CWpQgjxd5Olg0IIIRTl5eXY2NiwYMECq/OWWZ8TJ04Mq589e/YQHR1NQEAAfn5++Pv7c+LECerr60c0LoPBQGdnJzU1Ncr+LEvQCg4O5vLly9TV1dHT08Pp06eVMPf999/T0NDAokWLgIHZI8u/OXPm0NraSmNjIwBHjx7FYDDg6uo6qB1YL10EOHfuHDExMTg5ObFnz57rhiyLhx9+GBgoamGRn5+Pr68ver1+RJ/NUCwFQqKjo63OT58+HS8vr2F/j0OJiIiwOrYsC/zhhx9G3KcQQtyMZEZLCCGEor29HWdn50FFJJycnLjllluGVT78vffeY9OmTcTGxvL000/j4OCAWq1my5YtVnt5/gxLcKqoqGD8+PF0dHQowcTb2xtHR0cqKytpb2+32p/1448/ApCWlkZaWtqQfbe1tQFw6dIlSkpK8Pf3v247i7KyMtra2khNTcXOzm5Y7+Hs7ExkZCQFBQWsWrWKuro6qqqq2LBhw3Xvc3BwYMKECTQ3Nw/rOZbvydXVddA1V1fXvxSK7O3trY4t+8W6u7tH3KcQQtyMJGgJIYRQ2Nvbc/r0aWUZnsWlS5fo7e3FwcHhhn18/PHHBAcHYzKZrM7/8ssvIx6Xr6+vEqY0Gg3Ozs5KlUEYWD5YUVGhBAxL0LKMNyEhgXvvvXfIvqdNm6a01Wq1rFu3bsh2fwwtK1asoKmpiZSUFPr6+oiKihrWu8THx/PRRx/xxRdfUFpaip2dnTLjdi3jxo0jJCSE0tJSLly4wB133HHd9pYw1NLSMqhtS0uL1feo0WisCp1YtLW1Dev7FkIIMTQJWkIIIRShoaF8+umnHD582CqYHDhwQLluodFohpzFUKlUg6ri1dbWUl1dPexCDkP1qdfrKS0tVX7+Pb1eT2ZmJu3t7bi6uirhydPTEw8PD2pra4f8w8a/Fx4ezpdffsnUqVOZNGnSDcekVqvZsGEDNjY2pKam0tnZydKlS294n06nIygoiB07dlBXV8eSJUuwsbG54X0JCQkcO3aMl156aVB5dxiofFhaWkpERAQhISHAQOidPn260ubMmTPU19eTmJionHN3d+f8+fNWfTU2NtLY2DjioHWt3w0hhPg3kaAlhBBCERUVRX5+PikpKZjNZnx9fTl58iTZ2dnMnTuXmTNnKm19fX2prKzkyJEjuLi4YGtri6enJ+Hh4WRlZbF161b0ej2NjY1kZWUxZcoU+vr6Rjw2g8HAZ599RllZmVWBBxgIWu3t7Xz11VcsXLjQ6prJZOKJJ55gxYoVREdH4+bmxpUrV6ivr+ebb75h69atAKxdu5bjx48TGxtLXFwc06ZNo6enh+bmZo4dO4bJZBpyJik1NRVbW1tMJhOdnZ2sXLnyhu8SHx9PcnIyKpVqWOEMICgoCKPRiMlk4qGHHiI2NhYfHx96e3s5d+4c+/btw8fHh4iICDw9PYmJieGDDz5ArVYzZ84cperg5MmTrf6Q8AMPPMBzzz2H0Wjkvvvuw2w2k5ub+5dms3x9fTl06BC7d+9Gp9OhUqkICAgYcX9CCPH/SIKWEEIIxa233sr7779PRkYGubm5tLW14ebmxuOPP05SUpJV2xdffBGTycQzzzxDV1cXwcHB5OXlkZiYSFdXF4WFheTm5uLt7Y3RaOTw4cODCkr8GZZZmv7+fqUQhoVWq8Xe3p729vZBVQ1DQkL48MMPefvtt9m4cSMdHR3Y29vj5eWlVFaEgaWBhYWFZGVl8c4773Dx4kVsbW1xd3cnLCzsuvuw1qxZg42NDW+88QadnZ2sXbv2uu8yf/58NBoNBoMBDw+PYX8GS5YsYfr06ezcuZPc3FxaW1sZP348Hh4eLFy40KpyodFo5K677qKwsJDdu3czceJEwsLCePbZZ61C1KJFi2hpaWHv3r3s378fHx8fjEYj27dvH/a4/ig+Pp66ujoyMjL46aef6O/vHzRrJoQQNztVf39//1gPQgghhPg3OXLkCKtXryYnJ4e5c+eO9XCEEEL8DSRoCSGEEP8j3333HWazmY0bNzJhwgSKiooGVXgUQghxc5Clg0IIIcT/iMlk4uuvv8bPz49NmzZJyBJCiJuYzGgJIYQQQgghxChTj/UAhBBCCCGEEOJmI0FLCCGEEEIIIUaZBC0hhBBCCCGEGGUStIQQQgghhBBilEnQEkIIIYQQQohRJkFLCCGEEEIIIUaZBC0hhBBCCCGEGGUStIQQQgghhBBilEnQEkIIIYQQQohR9h+2HUll79RXswAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "🧭 Found covariates: ['MAX_slopePct', 'Minority LandClass Pct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "\n",
+ "📈 Covariate correlations with counts:\n",
+ " strava_count ecocounter_count total_count\n",
+ "MAX_slopePct NaN NaN NaN\n",
+ "Minority LandClass Pct -0.179559 -0.174691 -0.197889\n",
+ "2024 Median Household Income 0.132678 -0.151739 0.071221\n",
+ "2024 Diversity Index -0.343600 -0.145807 -0.328336\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_339/641476720.py:66: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
+ " plt.legend()\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_339/641476720.py:84: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "🌍 Top 10 Grid Cells by Average Total Count:\n",
+ " GRID_ID strava_count ecocounter_count total\n",
+ "3 BE-15 21827.107280 4473.061303 26300.168582\n",
+ "4 BE-19 12199.961686 5163.720307 17363.681992\n",
+ "0 BC-12 4541.168582 2378.574713 6919.743295\n",
+ "8 BK-32 2171.447876 3463.795367 5635.243243\n",
+ "6 BH-26 4264.346154 899.238462 5163.584615\n",
+ "12 BT-26 544.169884 4009.370656 4553.540541\n",
+ "5 BH-24 2027.269231 2046.046154 4073.315385\n",
+ "11 BQ-25 3465.603113 482.642023 3948.245136\n",
+ "7 BI-29 1313.275862 2194.727969 3508.003831\n",
+ "9 BL-36 2419.904215 1068.582375 3488.486590\n"
+ ]
+ }
+ ],
"source": [
+ "# 📦 Imports\n",
+ "import os\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
"\n",
- "# Load hex cluster and spatial data\n",
- "hex_df = pd.read_csv('processed_data/hex_with_clusters.csv')\n",
+ "# ✅ Set up plotting\n",
+ "sns.set(style=\"whitegrid\")\n",
"\n",
- "# Merge with predictions\n",
- "merged = pd.merge(df, hex_df, on='hex_id')\n",
+ "# --- 📁 Load Data ---\n",
+ "data_path = \"/home/jovyan/BiasCorrectionCrowdsourcedData-cookbook/processed_data/weekly_with_covariates.csv\"\n",
+ "df = pd.read_csv(data_path, parse_dates=[\"week_start\"])\n",
"\n",
- "# Calculate R² per cluster\n",
- "cluster_scores = merged.groupby('cluster_label').apply(\n",
- " lambda g: r2_score(g['eco_count'], g['eco_pred'])\n",
- ")\n",
+ "# ✅ Rename for consistency\n",
+ "df = df.rename(columns={\n",
+ " \"SUM_total_trip_count\": \"strava_count\",\n",
+ " \"EcoCntr_weekly_SUM\": \"ecocounter_count\"\n",
+ "})\n",
+ "df[\"total_count\"] = df[\"strava_count\"] + df[\"ecocounter_count\"]\n",
+ "\n",
+ "# 🔍 Sample Preview\n",
+ "print(\"\\n🔍 Sample rows:\")\n",
+ "print(df[[\"strava_count\", \"ecocounter_count\", \"total_count\"]].head())\n",
"\n",
- "print(cluster_scores)\n",
+ "# 📊 Summary Stats\n",
+ "print(\"\\n📊 Summary Statistics:\")\n",
+ "print(df[[\"strava_count\", \"ecocounter_count\", \"total_count\"]].describe())\n",
"\n",
- "# Plot cluster scores\n",
- "cluster_scores.plot(kind='bar', title='R² by Demographic Cluster')\n",
- "plt.ylabel(\"R² Score\")\n",
- "plt.show()\n"
+ "# 📈 Correlation Matrix\n",
+ "print(\"\\n📈 Correlation Matrix:\")\n",
+ "print(df[[\"strava_count\", \"ecocounter_count\", \"total_count\"]].corr())\n",
+ "\n",
+ "# --- 📉 Total Count Distribution ---\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "sns.histplot(df[\"total_count\"], bins=50, kde=True)\n",
+ "plt.title(\"Distribution of Total Weekly Counts (Strava + EcoCounter)\")\n",
+ "plt.xlabel(\"Total Weekly Count\")\n",
+ "plt.ylabel(\"Frequency\")\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🎯 Covariate Correlation Analysis ---\n",
+ "covariate_cols = [\n",
+ " \"MAX_slopePct\",\n",
+ " \"Minority LandClass Pct\",\n",
+ " \"2024 Median Household Income\",\n",
+ " \"2024 Diversity Index\"\n",
+ "]\n",
+ "\n",
+ "# Filter to those present\n",
+ "covariate_cols = [col for col in covariate_cols if col in df.columns]\n",
+ "print(\"\\n🧭 Found covariates:\", covariate_cols)\n",
+ "\n",
+ "# Correlation with counts\n",
+ "correlation_results = df[[\"strava_count\", \"ecocounter_count\", \"total_count\"] + covariate_cols].corr()\n",
+ "print(\"\\n📈 Covariate correlations with counts:\")\n",
+ "print(correlation_results.loc[covariate_cols, [\"strava_count\", \"ecocounter_count\", \"total_count\"]])\n",
+ "\n",
+ "# --- 📊 Covariate vs Total Count Plots ---\n",
+ "for cov in covariate_cols:\n",
+ " plt.figure(figsize=(8, 5))\n",
+ " sns.scatterplot(x=df[cov], y=df[\"total_count\"])\n",
+ " sns.regplot(x=df[cov], y=df[\"total_count\"], scatter=False, color='red', label='Trend')\n",
+ " plt.title(f\"Total Count vs. {cov}\")\n",
+ " plt.xlabel(cov)\n",
+ " plt.ylabel(\"Total Count\")\n",
+ " plt.legend()\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ "\n",
+ "# --- ⏳ Seasonal Trend Breakdown ---\n",
+ "df['year'] = df['week_start'].dt.year\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "\n",
+ "monthly_avg = df.groupby(['year', 'month'])[[\"strava_count\", \"ecocounter_count\"]].mean().reset_index()\n",
+ "monthly_avg['date'] = pd.to_datetime(monthly_avg[['year', 'month']].assign(day=1))\n",
+ "\n",
+ "plt.figure(figsize=(14, 6))\n",
+ "sns.lineplot(data=monthly_avg, x='date', y='strava_count', label='Strava', marker='o')\n",
+ "sns.lineplot(data=monthly_avg, x='date', y='ecocounter_count', label='EcoCounter', marker='s')\n",
+ "plt.title(\"📆 Monthly Average Bicycle Counts (2019–2023)\")\n",
+ "plt.xlabel(\"Date\")\n",
+ "plt.ylabel(\"Average Weekly Count\")\n",
+ "plt.legend()\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌎 Spatial Summary by Grid (mean counts per grid) ---\n",
+ "grid_avg = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count']].mean().reset_index()\n",
+ "print(\"\\n🌍 Top 10 Grid Cells by Average Total Count:\")\n",
+ "grid_avg['total'] = grid_avg['strava_count'] + grid_avg['ecocounter_count']\n",
+ "print(grid_avg.sort_values(by='total', ascending=False).head(10))"
]
},
{
- "cell_type": "markdown",
- "id": "f4ea0c46",
+ "cell_type": "code",
+ "execution_count": 82,
+ "id": "82ddfeed-2d5e-4755-8432-4539e2429fd6",
"metadata": {},
- "source": [
- "### 3e. Time Series & Seasonal Comparison"
- ]
- },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🌍 Top 10 Grid Cells by Average Total Count:\n",
+ " GRID_ID strava_count ecocounter_count total_count\n",
+ "0 BE-15 21827.107280 4473.061303 26300.168582\n",
+ "1 BE-19 12199.961686 5163.720307 17363.681992\n",
+ "2 BC-12 4541.168582 2378.574713 6919.743295\n",
+ "3 BK-32 2171.447876 3463.795367 5635.243243\n",
+ "4 BH-26 4264.346154 899.238462 5163.584615\n",
+ "5 BT-26 544.169884 4009.370656 4553.540541\n",
+ "6 BH-24 2027.269231 2046.046154 4073.315385\n",
+ "7 BQ-25 3465.603113 482.642023 3948.245136\n",
+ "8 BI-29 1313.275862 2194.727969 3508.003831\n",
+ "9 BL-36 2419.904215 1068.582375 3488.486590\n",
+ "\n",
+ "📈 Covariate Correlations with Total Counts:\n",
+ " strava_count ecocounter_count \\\n",
+ "SUM_reverse_midday_trip_count 0.670753 0.275560 \n",
+ "SUM_reverse_18_34_people_count 0.652044 0.257892 \n",
+ "SUM_reverse_male_people_count 0.607776 0.247165 \n",
+ "COUNT 0.537144 0.383661 \n",
+ "MEAN_avg_wind_drct 0.587691 0.201106 \n",
+ "... ... ... \n",
+ "MAX_slopePct NaN NaN \n",
+ "SUM_snow_in NaN NaN \n",
+ "Distance Paved Trail Meters NaN NaN \n",
+ "HasData NaN NaN \n",
+ "2022 Avg Commute to Work (ACS 5-Yr) NaN NaN \n",
+ "\n",
+ " total_count \n",
+ "SUM_reverse_midday_trip_count 0.638532 \n",
+ "SUM_reverse_18_34_people_count 0.618056 \n",
+ "SUM_reverse_male_people_count 0.577907 \n",
+ "COUNT 0.554873 \n",
+ "MEAN_avg_wind_drct 0.548689 \n",
+ "... ... \n",
+ "MAX_slopePct NaN \n",
+ "SUM_snow_in NaN \n",
+ "Distance Paved Trail Meters NaN \n",
+ "HasData NaN \n",
+ "2022 Avg Commute to Work (ACS 5-Yr) NaN \n",
+ "\n",
+ "[229 rows x 3 columns]\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128202 (\\N{BAR CHART}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_339/3114913162.py:54: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_339/3114913162.py:65: UserWarning: Glyph 128230 (\\N{PACKAGE}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128230 (\\N{PACKAGE}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# --- Load Libraries ---\n",
+ "import os\n",
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "# --- Set Display Options ---\n",
+ "pd.set_option('display.max_columns', None)\n",
+ "sns.set(style=\"whitegrid\")\n",
+ "\n",
+ "# --- Load Data ---\n",
+ "data_path = '../processed_data/weekly_with_covariates.csv'\n",
+ "df = pd.read_csv(data_path, parse_dates=['week_start'])\n",
+ "\n",
+ "# --- Rename columns for clarity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- Identify numeric covariates ---\n",
+ "excluded_cols = ['GRID_ID', 'week_start', 'strava_count', 'ecocounter_count', 'total_count']\n",
+ "covariate_cols = [col for col in df.columns if col not in excluded_cols and pd.api.types.is_numeric_dtype(df[col])]\n",
+ "\n",
+ "# --- Top 10 locations by average total activity ---\n",
+ "top_locations = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "top_locations = top_locations.sort_values('total_count', ascending=False).reset_index()\n",
+ "print(\"🌍 Top 10 Grid Cells by Average Total Count:\")\n",
+ "print(top_locations.head(10))\n",
+ "\n",
+ "# --- Covariate correlation matrix ---\n",
+ "print(\"\\n📈 Covariate Correlations with Total Counts:\")\n",
+ "correlations = df[covariate_cols + ['strava_count', 'ecocounter_count', 'total_count']].corr()\n",
+ "print(correlations[['strava_count', 'ecocounter_count', 'total_count']].loc[covariate_cols].sort_values('total_count', ascending=False))\n",
+ "\n",
+ "# --- Pairplot for top correlated covariates ---\n",
+ "top_covs = correlations['total_count'].abs().sort_values(ascending=False).head(5).index.tolist()\n",
+ "if top_covs:\n",
+ " sns.pairplot(df, vars=top_covs + ['total_count'])\n",
+ " plt.suptitle(\"📊 Pairplot of Top Covariates with Total Count\", y=1.02)\n",
+ " plt.show()\n",
+ "else:\n",
+ " print(\"⚠️ No strong covariates found for pairplot.\")\n",
+ "\n",
+ "# --- Time series trend for Strava vs EcoCounter ---\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "df_weekly = df.groupby('week_start')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "df_weekly.plot(ax=plt.gca())\n",
+ "plt.title(\"📆 Weekly Mean Counts: Strava vs EcoCounter\")\n",
+ "plt.xlabel(\"Week Start Date\")\n",
+ "plt.ylabel(\"Average Count\")\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- Boxplot of counts by slope class (if available) ---\n",
+ "if 'slopePct' in df.columns:\n",
+ " plt.figure(figsize=(10, 6))\n",
+ " sns.boxplot(data=df, x='slopePct', y='total_count')\n",
+ " plt.title(\"📦 Total Count by Slope Category\")\n",
+ " plt.xlabel(\"Slope Category\")\n",
+ " plt.ylabel(\"Total Count\")\n",
+ " plt.xticks(rotation=45)\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ "else:\n",
+ " print(\"⚠️ 'slopePct' column not found in the data.\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "id": "f4590e45-522e-47fc-bd50-d1d8b00e04df",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ File loaded successfully.\n",
+ " GRID_ID week_start strava_count ecocounter_count total_count\n",
+ "0 BD-17 2022-10-17 2765.0 1181 3946.0\n",
+ "1 BD-17 2020-10-05 3050.0 1837 4887.0\n",
+ "2 BE-15 2022-04-11 20680.0 3440 24120.0\n",
+ "3 BH-26 2020-12-21 2820.0 668 3488.0\n",
+ "4 BQ-25 2020-08-17 8965.0 0 8965.0\n",
+ "\n",
+ "📊 Summary Statistics:\n",
+ " strava_count ecocounter_count total_count\n",
+ "count 3377.000000 3377.000000 3377.000000\n",
+ "mean 4472.807225 2312.891916 6785.699141\n",
+ "std 7220.435452 2289.639433 8572.885223\n",
+ "min 5.000000 0.000000 5.000000\n",
+ "25% 710.000000 698.000000 1955.000000\n",
+ "50% 1910.000000 1487.000000 3890.000000\n",
+ "75% 4405.000000 3481.000000 7487.000000\n",
+ "max 56525.000000 25277.000000 65973.000000\n",
+ "\n",
+ "📈 Correlation Matrix:\n",
+ " strava_count ecocounter_count total_count\n",
+ "strava_count 1.000000 0.487450 0.972429\n",
+ "ecocounter_count 0.487450 1.000000 0.677629\n",
+ "total_count 0.972429 0.677629 1.000000\n",
+ "\n",
+ "🌍 Top 10 Grid Cells by Average Total Count:\n",
+ " GRID_ID strava_count ecocounter_count total_count\n",
+ "3 BE-15 21827.107280 4473.061303 26300.168582\n",
+ "4 BE-19 12199.961686 5163.720307 17363.681992\n",
+ "0 BC-12 4541.168582 2378.574713 6919.743295\n",
+ "8 BK-32 2171.447876 3463.795367 5635.243243\n",
+ "6 BH-26 4264.346154 899.238462 5163.584615\n",
+ "12 BT-26 544.169884 4009.370656 4553.540541\n",
+ "5 BH-24 2027.269231 2046.046154 4073.315385\n",
+ "11 BQ-25 3465.603113 482.642023 3948.245136\n",
+ "7 BI-29 1313.275862 2194.727969 3508.003831\n",
+ "9 BL-36 2419.904215 1068.582375 3488.486590\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_339/1865416374.py:44: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128200 (\\N{CHART WITH UPWARDS TREND}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "🧭 Found covariates: ['MAX_slopePct', 'Minority LandClass Pct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "\n",
+ "📈 Covariate correlations with counts:\n",
+ " strava_count ecocounter_count total_count\n",
+ "MAX_slopePct NaN NaN NaN\n",
+ "Minority LandClass Pct -0.179559 -0.174691 -0.197889\n",
+ "2024 Median Household Income 0.132678 -0.151739 0.071221\n",
+ "2024 Diversity Index -0.343600 -0.145807 -0.328336\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "data_path = '../processed_data/weekly_with_covariates.csv'\n",
+ "df = pd.read_csv(data_path, parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename Columns for Simplicity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🔍 Preview ---\n",
+ "print(\"✅ File loaded successfully.\")\n",
+ "print(df[['GRID_ID', 'week_start', 'strava_count', 'ecocounter_count', 'total_count']].head())\n",
+ "\n",
+ "# --- 📈 Summary Stats ---\n",
+ "print(\"\\n📊 Summary Statistics:\")\n",
+ "print(df[['strava_count', 'ecocounter_count', 'total_count']].describe())\n",
+ "\n",
+ "# --- 🔗 Correlation Matrix ---\n",
+ "print(\"\\n📈 Correlation Matrix:\")\n",
+ "print(df[['strava_count', 'ecocounter_count', 'total_count']].corr())\n",
+ "\n",
+ "# --- 🗺️ Top 10 Grid Cells by Mean Counts ---\n",
+ "grouped = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "top_grids = grouped.sort_values('total_count', ascending=False).head(10)\n",
+ "print(\"\\n🌍 Top 10 Grid Cells by Average Total Count:\")\n",
+ "print(top_grids)\n",
+ "\n",
+ "# --- 📉 Plot Trends for Top Grids ---\n",
+ "top_ids = top_grids['GRID_ID'].tolist()\n",
+ "df_top = df[df['GRID_ID'].isin(top_ids)]\n",
+ "\n",
+ "plt.figure(figsize=(14, 6))\n",
+ "sns.lineplot(data=df_top, x='week_start', y='total_count', hue='GRID_ID')\n",
+ "plt.title('📈 Weekly Total Count for Top 10 Grid Cells')\n",
+ "plt.xlabel('Week Start')\n",
+ "plt.ylabel('Total Count')\n",
+ "plt.legend(title='GRID_ID')\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🧭 Covariate Exploration ---\n",
+ "covariates = [\n",
+ " 'MAX_slopePct', 'Minority LandClass Pct',\n",
+ " '2024 Median Household Income', '2024 Diversity Index'\n",
+ "]\n",
+ "covariates = [col for col in covariates if col in df.columns]\n",
+ "print(\"\\n🧭 Found covariates:\", covariates)\n",
+ "\n",
+ "# --- 📊 Covariate Correlations ---\n",
+ "correlations = df[covariates + ['strava_count', 'ecocounter_count', 'total_count']].corr()\n",
+ "print(\"\\n📈 Covariate correlations with counts:\")\n",
+ "print(correlations.loc[covariates, ['strava_count', 'ecocounter_count', 'total_count']])\n",
+ "\n",
+ "# --- 🖼️ Visualize Covariate Relationships ---\n",
+ "for cov in covariates:\n",
+ " plt.figure(figsize=(6, 4))\n",
+ " sns.scatterplot(data=df, x=cov, y='total_count', alpha=0.5)\n",
+ " sns.regplot(data=df, x=cov, y='total_count', scatter=False, color='red')\n",
+ " plt.title(f'Total Count vs. {cov}')\n",
+ " plt.tight_layout()\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "id": "f2ca0f75-2b6e-45d0-acf9-862ae272a1d1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "R²: 0.238\n",
+ "MAE: 1458.34\n",
+ "🧭 Average Counts by Spatial Cluster:\n",
+ " strava_count ecocounter_count total_count\n",
+ "spatial_cluster \n",
+ "0 6951.247601 3099.163148 10050.410749\n",
+ "1 1999.224806 2252.841085 4252.065891\n",
+ "2 2296.153846 2261.582692 4557.736538\n",
+ "3 2245.282051 1648.617949 3893.900000\n",
+ "4 1204.691120 1512.131274 2716.822394\n",
+ "5 13184.137931 3425.818008 16609.955939\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "📈 Correlation of Covariates with Total Count:\n",
+ "MAX_slopePct NaN\n",
+ "2024 Median Household Income NaN\n",
+ "2024 Diversity Index NaN\n",
+ "Minority LandClass Pct NaN\n",
+ "2022 HHs: Inc Below Poverty Level (ACS 5-Yr): Percent NaN\n",
+ "total_count NaN\n",
+ "Name: total_count, dtype: float64\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# 📦 Imports\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_absolute_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "import geopandas as gpd\n",
+ "\n",
+ "# 📁 Load dataset\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# ✅ Rename key columns\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🔢 1. LINEAR REGRESSION MODELING ---\n",
+ "# 📊 Fit model to predict ecocounter from strava\n",
+ "reg_df = df.dropna(subset=['strava_count', 'ecocounter_count'])\n",
+ "X = reg_df[['strava_count']]\n",
+ "y = reg_df['ecocounter_count']\n",
+ "\n",
+ "model = LinearRegression()\n",
+ "model.fit(X, y)\n",
+ "reg_df['ecocounter_pred'] = model.predict(X)\n",
+ "\n",
+ "# 📈 Plot predictions\n",
+ "plt.figure(figsize=(7, 5))\n",
+ "sns.scatterplot(x='strava_count', y='ecocounter_count', data=reg_df, alpha=0.5, label='Observed')\n",
+ "sns.lineplot(x='strava_count', y='ecocounter_pred', data=reg_df, color='red', label='Prediction')\n",
+ "plt.title('Linear Regression: EcoCounter vs Strava')\n",
+ "plt.xlabel('Strava Weekly Count')\n",
+ "plt.ylabel('EcoCounter Weekly Count')\n",
+ "plt.legend()\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# 🧮 Print metrics\n",
+ "print(f\"R²: {r2_score(y, reg_df['ecocounter_pred']):.3f}\")\n",
+ "print(f\"MAE: {mean_absolute_error(y, reg_df['ecocounter_pred']):.2f}\")\n",
+ "\n",
+ "# --- 🌍 2. SPATIAL CLUSTERING ---\n",
+ "# Use spatial components to identify regional patterns\n",
+ "spatial_cols = [col for col in df.columns if 'Spatial Component' in col]\n",
+ "spatial_df = df[spatial_cols].dropna()\n",
+ "\n",
+ "# Normalize\n",
+ "scaler = StandardScaler()\n",
+ "X_scaled = scaler.fit_transform(spatial_df)\n",
+ "\n",
+ "# Fit KMeans\n",
+ "kmeans = KMeans(n_clusters=6, random_state=42)\n",
+ "df['spatial_cluster'] = kmeans.fit_predict(X_scaled)\n",
+ "\n",
+ "# 🔎 Cluster summary\n",
+ "cluster_summary = df.groupby('spatial_cluster')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "print(\"🧭 Average Counts by Spatial Cluster:\")\n",
+ "print(cluster_summary)\n",
+ "\n",
+ "# 📊 Plot boxplot of total count by cluster\n",
+ "plt.figure(figsize=(8, 5))\n",
+ "sns.boxplot(x='spatial_cluster', y='total_count', data=df)\n",
+ "plt.title('Total Weekly Count by Spatial Cluster')\n",
+ "plt.xlabel('Cluster')\n",
+ "plt.ylabel('Total Count')\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 📌 3. COVARIATE EXPLORATION ---\n",
+ "# Select relevant covariates\n",
+ "covariates = ['MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index', \n",
+ " 'Minority LandClass Pct', '2022 HHs: Inc Below Poverty Level (ACS 5-Yr): Percent']\n",
+ "\n",
+ "# Drop NaNs\n",
+ "explore_df = df.dropna(subset=covariates + ['total_count'])\n",
+ "\n",
+ "# Compute correlations\n",
+ "corrs = explore_df[covariates + ['total_count']].corr()\n",
+ "print(\"📈 Correlation of Covariates with Total Count:\")\n",
+ "print(corrs['total_count'].sort_values(ascending=False))\n",
+ "\n",
+ "# 📊 Pairplot of top 3\n",
+ "top3_covariates = corrs['total_count'].abs().sort_values(ascending=False).index[1:4]\n",
+ "sns.pairplot(explore_df, vars=top3_covariates.tolist() + ['total_count'])\n",
+ "plt.suptitle('Pairplot of Top Covariates and Total Count', y=1.02)\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "id": "8a233416-6928-41cf-b2c7-a26d1633dfe7",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Summary Statistics:\n",
+ " strava_count ecocounter_count total_count\n",
+ "count 3377.000000 3377.000000 3377.000000\n",
+ "mean 4472.807225 2312.891916 6785.699141\n",
+ "std 7220.435452 2289.639433 8572.885223\n",
+ "min 5.000000 0.000000 5.000000\n",
+ "25% 710.000000 698.000000 1955.000000\n",
+ "50% 1910.000000 1487.000000 3890.000000\n",
+ "75% 4405.000000 3481.000000 7487.000000\n",
+ "max 56525.000000 25277.000000 65973.000000\n",
+ "\n",
+ "📈 Covariate correlations:\n",
+ " strava_count ecocounter_count total_count\n",
+ "MAX_slopePct NaN NaN NaN\n",
+ "Minority LandClass Pct -0.179559 -0.174691 -0.197889\n",
+ "2024 Median Household Income 0.132678 -0.151739 0.071221\n",
+ "2024 Diversity Index -0.343600 -0.145807 -0.328336\n",
+ "\n",
+ "🧠 Linear regression: Predicting EcoCounter from Strava\n",
+ "R^2 score: 0.238, Slope: 0.15, Intercept: 1621.52\n",
+ "\n",
+ "🌍 Top 10 Grid Cells by Average Total Count:\n",
+ " GRID_ID strava_count ecocounter_count total_count cluster\n",
+ "3 BE-15 21827.107280 4473.061303 26300.168582 2\n",
+ "4 BE-19 12199.961686 5163.720307 17363.681992 0\n",
+ "0 BC-12 4541.168582 2378.574713 6919.743295 1\n",
+ "8 BK-32 2171.447876 3463.795367 5635.243243 1\n",
+ "6 BH-26 4264.346154 899.238462 5163.584615 1\n",
+ "12 BT-26 544.169884 4009.370656 4553.540541 1\n",
+ "5 BH-24 2027.269231 2046.046154 4073.315385 1\n",
+ "11 BQ-25 3465.603113 482.642023 3948.245136 1\n",
+ "7 BI-29 1313.275862 2194.727969 3508.003831 1\n",
+ "9 BL-36 2419.904215 1068.582375 3488.486590 1\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ Interactive map saved to 'interactive_map.html'\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.cluster import KMeans\n",
+ "import plotly.express as px\n",
+ "import folium\n",
+ "\n",
+ "# --- 1. 📁 Load and Prepare Data ---\n",
+ "data_path = '../processed_data/weekly_with_covariates.csv'\n",
+ "df = pd.read_csv(data_path, parse_dates=['week_start'])\n",
+ "\n",
+ "# ✅ Rename Key Columns\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 2. 📊 Summary Statistics ---\n",
+ "print(\"\\nSummary Statistics:\")\n",
+ "print(df[['strava_count', 'ecocounter_count', 'total_count']].describe())\n",
+ "\n",
+ "# 📈 Correlation with Covariates\n",
+ "covariates = [\n",
+ " 'MAX_slopePct', 'Minority LandClass Pct', '2024 Median Household Income',\n",
+ " '2024 Diversity Index'\n",
+ "]\n",
+ "existing_covariates = [col for col in covariates if col in df.columns]\n",
+ "\n",
+ "print(\"\\n📈 Covariate correlations:\")\n",
+ "correlations = df[existing_covariates + ['strava_count', 'ecocounter_count', 'total_count']].corr()\n",
+ "print(correlations[['strava_count', 'ecocounter_count', 'total_count']].loc[existing_covariates])\n",
+ "\n",
+ "# --- 3. 🧠 Linear Regression Modeling ---\n",
+ "print(\"\\n🧠 Linear regression: Predicting EcoCounter from Strava\")\n",
+ "X = df[['strava_count']].fillna(0)\n",
+ "y = df['ecocounter_count'].fillna(0)\n",
+ "reg = LinearRegression().fit(X, y)\n",
+ "print(f\"R^2 score: {reg.score(X, y):.3f}, Slope: {reg.coef_[0]:.2f}, Intercept: {reg.intercept_:.2f}\")\n",
+ "\n",
+ "# --- 4. 🔍 Spatial Clustering (KMeans on average counts by GRID_ID) ---\n",
+ "df_cluster = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().dropna()\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42).fit(df_cluster[['strava_count', 'ecocounter_count']])\n",
+ "df_cluster['cluster'] = kmeans.labels_\n",
+ "df_cluster = df_cluster.reset_index()\n",
+ "\n",
+ "print(\"\\n🌍 Top 10 Grid Cells by Average Total Count:\")\n",
+ "print(df_cluster.sort_values('total_count', ascending=False).head(10))\n",
+ "\n",
+ "# --- 5. 🕒 Time-Series Breakdown (weekly totals) ---\n",
+ "df_weekly = df.groupby('week_start')[['strava_count', 'ecocounter_count']].sum().reset_index()\n",
+ "\n",
+ "plt.figure(figsize=(12, 6))\n",
+ "plt.plot(df_weekly['week_start'], df_weekly['strava_count'], label='Strava')\n",
+ "plt.plot(df_weekly['week_start'], df_weekly['ecocounter_count'], label='EcoCounter')\n",
+ "plt.title('Weekly Ridership Trends (Strava vs. EcoCounter)')\n",
+ "plt.xlabel('Week')\n",
+ "plt.ylabel('Count')\n",
+ "plt.legend()\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 6. 🌍 Interactive Folium Map ---\n",
+ "df_map = df.dropna(subset=['GRID_ID']).drop_duplicates('GRID_ID').reset_index(drop=True)\n",
+ "df_map['lat'] = 36.372 + (df_map.index % 10) * 0.01\n",
+ "df_map['lon'] = -94.21 + (df_map.index % 10) * 0.01\n",
+ "\n",
+ "# Merge in cluster info\n",
+ "df_map = df_map.merge(df_cluster[['GRID_ID', 'cluster']], on='GRID_ID', how='left')\n",
+ "\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "\n",
+ "for _, row in df_map.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=6,\n",
+ " popup=f\"GRID_ID: {row['GRID_ID']}, Cluster: {row['cluster']}\",\n",
+ " color='blue' if row['cluster'] == 0 else 'green' if row['cluster'] == 1 else 'red',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6\n",
+ " ).add_to(m)\n",
+ "\n",
+ "m.save('interactive_map.html')\n",
+ "print(\"✅ Interactive map saved to 'interactive_map.html'\")\n",
+ "\n",
+ "# --- 7. 📌 Explore Specific Covariate (e.g., Diversity Index vs. Bias) ---\n",
+ "df['bias'] = df['strava_count'] - df['ecocounter_count']\n",
+ "sns.scatterplot(data=df, x='2024 Diversity Index', y='bias')\n",
+ "plt.title('Bias vs. Diversity Index')\n",
+ "plt.xlabel('2024 Diversity Index')\n",
+ "plt.ylabel('Strava - EcoCounter Bias')\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "id": "c0a9e5ea-3759-48ce-8b2e-7206d3f10b9d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🚫 No valid rows for modeling after cleaning.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_339/2710714593.py:65: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ Cleaned dataset saved as df_cleaned.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename columns for modeling ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Convert slope category to numeric midpoint ---\n",
+ "slope_map = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].map(slope_map)\n",
+ "\n",
+ "# --- 🔢 Convert other covariates to numeric ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- 🧠 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ "\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " print(f\" RMSE: {mean_squared_error(y, y_pred, squared=False):.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"🚫 No valid rows for modeling after cleaning.\")\n",
+ "\n",
+ "# --- 📈 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "plt.figure(figsize=(10, 5))\n",
+ "monthly_avg.plot(marker='o')\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "id": "cead4d51-2484-471b-b183-81a96d9ac557",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🚫 No valid rows for modeling after cleaning.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_339/1440122452.py:69: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🗺️ Interactive map saved: spatial_clusters_map.html\n",
+ "✅ Cleaned dataset saved as df_cleaned.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename for simplicity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Clean and Convert Slope Category to Numeric Midpoint ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# --- 🔢 Convert Other Covariates ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- 🧠 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ "\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " print(f\" RMSE: {mean_squared_error(y, y_pred, squared=False):.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"🚫 No valid rows for modeling after cleaning.\")\n",
+ "\n",
+ "# --- 📈 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering & Mapping ---\n",
+ "# Compute average count per GRID_ID\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "\n",
+ "# Cluster grid cells by usage\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "\n",
+ "# Assign mock coordinates for demo purposes\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "# Create folium map\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "\n",
+ "# Add circles to map\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "id": "384de33a-7030-4155-bc50-7cf19b3fc385",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🚫 No valid rows for modeling after cleaning.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_339/389217885.py:71: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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6EBER8dKTU3l4eOiSawBTU1PKly+vewDwPOXKlcPGxobvvvuOlStXEhISku3XvX//fpZdqJ8WEBDAzz//zODBg/WS+Ox4mQcOb731Fjdu3GDKlCncu3eP8PBwvvjiC931yEi6M1qFs/rSarWv7VyCgoL48MMP8fHxYezYsVnWee+991i7di0LFiyga9eufPnllyxevDhTPWNjY6ytrbl3716OYhNCFF7Sgi2EEK+BRqNhw4YNODo6UrVqVeLi4oD0iYAsLCxYu3Yt3bt3B9KT7iVLlrB161Z69erF33//TWRkpF738OjoaLRarV4r95OebuErUaJEpjrx8fH06dMHU1NTPvzwQ8qXL4+ZmRkRERGMHDlS15374cOHQNZjI4sXL66XUEZHRxMXF4eXl1eWcWUcKzssLCxo27Yt69atw9nZmXr16umNtXxSTExMltsyWtefbsl6utUroyU5J+Ofs2o5MzExeeExPD09qVmzJitWrNCN275z5062lv3K4O7urpfYNmrUiPbt2zN58mRdF+6nxcXFoVar9SbHepZ+/foxceJErl27RpkyZQgICKBVq1a6+ygnx3pSxtCF6dOnM3369CzrPO8eyUhqb9++TaVKlZ77WnFxcWi12izv/WfdF9n1sr97gGLFirFs2TJ+/vlnZs+eTWxsLCVKlKBHjx4MGzbsuTPkJyUl6XpWPMu6deuYNGkSPXv25OOPP9bbZmNjg0KhyPK8Y2NjdXVyqlu3bjx48ICffvqJlStXAuDr68vgwYNZuHCh7nrPnz//mTPz//7775kmF8uLc7l48SKDBw+mXLlyLFy4MMuu7ZB+r2Xcb40bNwZg1qxZdO7cOdNDpez+7oUQRYMk2EII8RocOXJEl4g+/SES0rt+hoSE4OrqqmuJXb9+Pb169WLdunU4OjrSoEEDXX07OzsUCgXLly9/7tjHDFm15Bw9epT79++zbNkyateurSt/eomjjFbz6OjoTMd4eqy3nZ0dtra2LFq0KFNdIFtdW5/UtWtXAgICuHz5Mt99990z69na2hIZGZmpPGNypay6gBpSv379GDVqFEFBQSxfvpzy5ctn6vadE0qlEldXV3bs2EF0dHSWD0NsbGxQqVTZamlr37493333HStWrMDHx4fIyEi97us5OdaTMn4P77777jMfBDzZlf9pDRo0YPXq1ezdu/eFCba1tTVKpTJb90XGuPeUlBS9v52cPBDKCXd3d2bPno1Wq+Xy5cusX7+e+fPnY2Zm9txVBezs7J77UGDdunVMnDiRTp06MXny5Ex/92ZmZpQrVy7LMdGXL1/GzMws293vnzZ06FAGDhzIjRs3sLS0xMXFhUmTJmFhYaF74NajR49nLhv39O89L87l4sWLDBo0CGdnZ5YsWUKxYsWyfX7VqlVj1apV3L59O1OCHRcXl+VDFyFE0SRdxIUQ4jVYu3YtSqWS+fPn8/vvv+t9ffvttwB6E3p16dKFs2fPcvLkSfbv30/nzp31ujQ3adIErVbLvXv38Pb2zvT1orG48F/S/XQy/vQEXBUqVKBEiRJ6s0dD+njYp9e4bdKkCTExMWg0mizjqlixYjau1n98fX3p2rUrLVu2fGZCBuk9AUJCQvTWgYb0Wb4VCkWWDzVeJOO6ZHditpxo2bIlzs7OfPPNNxw5coQ+ffq8VNfcDGq1mitXrmBiYqLXbf1JZmZmujH/L5rR3dTUlJ49e7JhwwZ+/fVXPDw8qFGjxksd60kVK1akfPnyXLp0Kcv7w9vb+5nxQ/rkZm5ubvzyyy/PnDjr0KFDJCYmYmFhgY+PD7t379b7HWo0GjZt2oSTk5Muqcvo/XDp0iW9Y71oVvjnyc79o1AoqFKlCp999hnW1taZ7t+nVaxYMdNM9hnWr1/PxIkT6dChA1999dUz76cWLVpw9OhRvRm5Hz9+zO7du2nWrNkrLXFmYmKCm5sbLi4u3L17l23bttG9e3fMzMwAKFmyZLZ+73lxLsHBwQwaNIiSJUuyZMmSHLfUHzt2DKVSmSlpv3fvHsnJybi6uuboeEKIwktasIUQIo89fPiQvXv30qBBg2eOIfztt9/YuHEjY8aM0U1m9s033zB27FhSUlIyjT2uUaMGPXv25LPPPuPChQvUqlULc3NzIiMjOXXqFG5ubi+cMMvX1xcbGxu++OILRo4ciZGREZs3b+by5ct69ZRKJe+//z6TJk3igw8+oGvXrsTFxTFv3jxKlCih9+H3zTffZPPmzQwdOpR+/fpRrVo1jI2NiYiI4NixYzRv3vy5iXJWpk2b9sI6AwcOZOPGjbz77rt88MEHODs7c+DAAVasWEHv3r2f2yr6LBnLQC1cuJBGjRqhVCpxd3d/ZpfSnFCpVPTp04fvvvsOCwsLve7/2REUFKRrfYuKimLdunVcu3aNgQMHPncW8k8//ZTevXvTo0cPhg4dStmyZYmOjmbfvn1MnjxZL8np06cPixYtIigoiKlTp77SsZ40efJk3nnnHYYMGULnzp0pWbIksbGxhIaGEhQUpDeR3tNUKhXz589n8ODB9OzZk969e+Pv74+FhQV37txh586d7N+/Xzeb95gxYxg8eDD9+/dn8ODBGBsbs2LFCq5evcqsWbN0927jxo2xtbVlwoQJjBo1CpVKxYYNG7JcTi27Mma8XrNmDZaWlpiamlK6dGnOnDnDihUraNGiBWXKlEGr1bJr1y7i4uJe2Iuhdu3arFu3juvXr+vd09u3b2fChAl4eHjQs2dPzp07p7efp6en7r4dMmQIf/75J0OHDmXUqFEYGxuzcOFCkpOTGTlypN5+ISEhujHikZGRJCYm6uYOyOhtA+mzhO/atQsvLy9MTEy4dOkSCxYsoFy5crrlyrIrL84l428DYPTo0dy8eZObN2/qtpctW1bXKv35559jZWWFt7c3xYsX5+HDh+zYsYNt27YxZMiQTK3XGRO5vcxDPCFE4SQJthBC5LFNmzaRkpKimyAqKz169OCLL75g//79vPHGGxQrVowWLVqwZcsW/Pz8skwQp0yZgo+PD6tXr2blypVoNBocHR3x8/PLNNlXVuzs7Pjll1+YPn0648aNw9zcnObNmzN79uxMCX3Pnj1RKBQsWrSIESNG4OLiwtChQ9m7d69eEqJSqfjpp5/4/fff+fPPP1mwYAEqlQonJydq1ar1zLWLX5W9vT2rVq1i5syZzJw5k/j4eEqXLs24ceP0ZlnPiXbt2hEYGMiKFSuYP38+Wq2WvXv3Znsishdp27Yt3333HR06dMhRV1WAt99+W/dvW1tbypUrx7Rp0545CVyGKlWqsHbtWubMmaO7TiVKlKBOnTqZHhyULFkSPz8/rly5opuU7GWP9aQ6deroJq6aNm2arnttpUqVMk2kl5WyZcuyYcMGli1bxp49e1i5ciWpqamUKFFCN7Y943rWrl2bpUuXMnfuXD799FM0Gg1VqlThp59+omnTprpjWllZsXDhQqZNm8a4ceMoVqwY3bt3p2HDhkycOPGFMWWlTJkyfPbZZ/z+++/0798ftVrN119/TfXq1bG2tmbRokXcv38fY2NjKlSowDfffPPC31+LFi2wsLBg7969evfAwYMH0Wg0BAUF0bt370z7PXnf2tvbs2LFCqZPn84nn3yCWq2mevXqLFu2LFO3++3bt2caM52RMI8cOZL3338fSJ/o6+jRoyxbtoz4+HicnZ3p1asXQ4cOxcLCIkfXLS/O5cyZM7qu9U8vQQjpM+JnPOSqXr0669evZ8OGDTx69AgLCwuqVKnCt99+m2n9cUhfi9vNzS1bvYaEEEWDQvusaRuFEELoXLlyhS+++EI3gc/TevfuzdSpU184LrQwiYuLo1WrVrRo0YIvv/zS0OEUOMuWLWPq1Kls2bJFb33f/CI6OpqmTZvy1ltvZZpgShjOl19+yT///MPWrVtfaViBeHWPHz+mYcOGfPrpp/To0cPQ4Qgh8glpwRZCCPFCkZGR/Pzzz/j7+2Nra8vdu3dZunQp8fHx9O/f39DhFSgXL14kLCyM+fPn07x583yXXEdERHD79m0WL16MUqlkwIABhg5JPGHYsGFs3LiRnTt30rp1a0OHU6QtXbqUUqVK5XiIhxCicJMEWwghskGlUnHp0iVq1qyZ5Xa1Wq1b67UwMjEx4c6dO0yePJnY2FjMzMzw8fFh8uTJ+S5BzO9GjhxJZGQkNWvWZPLkyYYOJ5OAgADmz5+Pi4sL3333XY6X4hJ5q3jx4nz33Xe6paiE4VhZWfHNN9+80sRwQojCR7qICyGEEEIIIYQQuaDwNrcIIYQQQgghhBCvkSTYQgghhBBCCCFELpAEWwghhBBCCCGEyAUyK0MuOX36NFqtFmNjY0OHIoQQQgghhBAil6SmpqJQKPD19X1hXWnBziVarRaZL67g02q1pKSkyO9SvDK5l0RukvtJ5Ba5l0RukXtJ5JaCcC/lJNeTFuxcktFy7e3tbeBIxKtISEggODgYV1dXLCwsDB2OKMDkXhK5Se4nkVvkXhK5Re4lkVsKwr10/vz5bNeVFmwhhBBCCCGEECIXSIIthBBCCCGEEELkAkmwhRBCCCGEEEKIXCAJthBCCCGEEEIIkQskwRZCCCGEEEIIIXKBzCL+mqnValJTUw0dhniG5ORk3XelUp4/vSojIyNUKhUKhcLQoQghhBBCCJHnJMF+TbRaLREREcTExBg6FPEcGo0GIyMj7t69Kwl2LlGpVDg6OmJjYyOJthBCCCGEKNQkwX5NMpJrR0dHLCwsJNHIp9RqNcnJyZiamqJSqQwdToGm1WpJS0sjLi6O8PBwEhMTKVWqlKHDEkIIIYQQIs9Igv0aqNVqXXLt4OBg6HDEc6jVagDMzMwkwc4lxYoVw9TUlKioKBwdHeW6CiGEEEKIQkv6wL4GGWOuLSwsDByJEIZhaWmJVquV+QeEEEIIIUShJgn2ayTdwkVRJfe+EEIIIYQoCiTBFkIIIfIxjUZDcFQIFx+FEhwVgkajMXRIQgghhHgGGYMtctWePXu4d+8effv2NXQohcb69esxNjamffv2hg5FiFyVkTg+TIzFztwGj+KuMnv/U46FnWZp4BqiE2MA2HxvPw7mtgz064F/aV/DBieEEEKITCTBFrlqz549XLhwQRLsXLRhwwYsLCwkwRaFytOJIyCJ41OOhZ1m5uEFmcqjE2OYeXgBY+sPlWslhBBC5DPSVFBAqTVazodEcTAwjPMhUag1WkOHlCNarZaUlBRDhyGEMICMxPHJ5Br+SxyPhZ02TGD5iEajYWngmufWWRoYIN3FhRBCiHxGWrALoCPn7rJg43miY5N0ZQ42Zgzt5E29as55/vpXr17l22+/5dy5cyQlJeHk5ES3bt0IDQ1lw4YNALi7uwPQuXNnvvnmG8aPH8+FCxcYN24cM2fO5Nq1a8yYMYPGjRvz3XffcfjwYSIiInBwcKBBgwaMGzeOYsWKATB+/HiCgoLYvHmzXhz79u1j2LBhbN26FVdXVzZu3Mjq1asJDQ1Fq9VSpUoVxo0bR7Vq1XJ0flu2bGHFihVcu3YNCwsLqlWrxv/+9z9cXFwAuHLlCtOnTycwMBCFQoG/vz/jx4+nXLlyAISFhdG8eXN++OEHWrdurTvulClTOHDgAPv27QPSu35/+umnrF+/ntmzZ3Py5EkcHR0ZPnw4nTp1AqBfv34cP35c75qOHDmS999/P0fnJER+kZ3EceHJFRgrjQAFoEWj1aJFi1arRaNNTyjTyzT/lmn/LUv/WUtG2b/76sqe2Pff/Z+1r/aJ1/yvTIOW9AeEWq0GDU/V02qfU/bkvlo0ZLwe6dueijsu+XGmBxBPi058SHBUCFUd3V721yGEEEKIXJYvEuz9+/czZ84crl69ioODA127dmXEiBGZ1ss9ePAgs2fPJjQ0FCcnJwYOHJhlV+TFixezfPlyIiMjcXNz4+OPP8bf31+vzuPHj/n222/ZuXMnKSkp+Pv78/nnn+uSqPzqyLm7fP3biUzl0bFJfP3bCT4dUCvPk+xhw4bh4ODAV199hZWVFbdu3SIiIoLhw4fz4MEDrl27xnfffQeAvb29br/79+/z1VdfMWzYMJycnChVqhRJSUmo1WpGjx6Nvb094eHh/Pzzz4wYMYLff/8dgHbt2rFhwwauXLmCm9t/HyS3bt2Ku7s7rq6uQHpi26lTJ8qWLUtKSgpbtmyhb9++bNq0iQoVKmTr3BYvXszMmTPp2rUrY8aMITU1laNHj/LgwQNcXFwIDw+nb9++uLi48M0336BWq5k7d67udZ483+waN24cPXr0YNCgQaxevZrx48fj5eWFq6srX3zxBePGjcPMzIxPPvkEACcnpxy/hhD5RXBUyAsTx7jkx3xz6MfXE1AB9zAx1tAhCCGEEOIJBk+wz5w5w/Dhw2nbti1jxowhNDSU2bNnk5iYqEsoAE6fPs3w4cPp2LEj48ePJzAwkKlTp2JiYkL37t119RYvXszs2bMZPXo0np6eBAQE8M477xAQEKBrAQQYO3YsQUFBfP7551hZWTFnzhwGDRrEpk2bMDMze23nr9VqSU5RZ6uuWqNlwYbzz62zYON5fCqXQKV88bJIpiaqHC+f9ODBA27fvs1nn31Gs2bNAKhTp45uu729PXfv3qV69eqZ9o2NjWXRokWZWpQnT56s+3daWhqlS5emT58+XL9+nQoVKlC3bl0cHBzYunWrLsFOSkrStWBnGDlypO7fGo2G+vXrc/78eTZs2MCYMWNeeG6PHj3ixx9/pEuXLnz55Ze6BzwtWrTQ1Vm6dCmpqaksWbJEl0z7+PjQqlUrli9f/lIty3379tU9KPLx8eHAgQPs2rULV1dXXF1dsbKywsLCIstrKkRB8/AFyXWGEhb2FDO1QqFQoECBQqFA+e93hUKJgvTl35QKBQqUun+Tqe4L9v9336zrZb2v8t/3zaxeW/nkPlmWKbO17924CNYH73jhdbIzt3mJ34IQQggh8orBE+y5c+fi4eHBzJkzAWjYsCFqtZrZs2czZMgQihcvDsD8+fPx9PRk2rRpQHpSFx4ezg8//EDXrl1RKpWkpKTw008/0b9/f4YMGQJA7dq1ad++PT///DOzZ88G4OzZsxw4cIAFCxbQuHFjANzc3GjZsiUbNmygd+/er+XctVotn8z7m+AbD3LtmNGxSfSauC1bdT3K2zN9ZIMcJdl2dna4uLgwa9YsYmNjqVu3brZbVO3s7LLsrr1x40aWLl3KzZs3SUhI0JXfuHGDChUqoFKpaN26Ndu2bWP06NFAevfwxMRE3nzzTV390NBQZs2axenTp4mOjtY7TnacPn2axMREXffsrJw8eZI6derotVS7uLjg6+vLyZMns/U6T2vQoIHu31ZWVpQqVYqIiIiXOpYQ+dn9x1Fsu7I/W3WH+w8o0l2fNRoNB28cfW5rv4WxOe4OFV9fUEIIIYR4IYNPchYcHKyXYEB6kp2amsrff/8NQEpKCkePHtVLpgDat29PZGQkFy9eBCAwMJBHjx7Rrl07XR2VSkXbtm05ePAg2n/H2h08eBBra2saNWqkq+fs7Iyfnx8HDx7Mk/MsLBQKBYsWLaJixYpMmTKFxo0b06VLF06cyNxt/WkODg6Zynbv3s0nn3xCtWrV+P7771mzZg3z588HIDk5WVevXbt23Lp1i3PnzgHp3cOrV6+u69L/+PFjBg8ezN27dxk/fjzLly9n7dq1VKlSRe84zxMTEwNAiRIlnlknLi5O99DnScWLFyc29uW6amaMNc9gbGwsE8CJQiVNo2Zj8E7G7JhCyIMbL6zvYG6HR3HXvA8sH1MqlQz06/HcOgmpiUz/+ydipJu4EEIIkW8YvAU7OTkZY2NjvTITExMgvUUS4NatW6SmplKxov6T+oyxt6GhoXh5eenqP12vUqVKxMfHc+/ePZycnAgNDaVChQqZWm5dXV11Sf3roFAomD6yQba7iAddi+Z/i46+sN7/3q5D1YqZk9mnvUwXcUi/vnPmzCE1NZXTp08za9Ys3nvvPf7666/n7pfVa+3YsQMPDw+mTJmiK8uY1OtJvr6+uLi4sHXrVipWrMhff/2lN4TgzJkzRERE8Msvv1ClShVd+aNHj7Ldwm5rawtAZGSkbsKyp9nY2BAVFZWpPCoqChub9K6apqamAKSmpurVedkEXIiC7FJkCAtPruB2XDgAVR3dqO1SnV9PP3uis4F+3WU9bMC/tC9j6w/NYjkzO6qXqsqhm8c4G3GRj3ZOZXjt/vg5exsuWCGEEEIA+SDBLl++vK5VMsOZM2eA/xKSjO/W1tZ69TJ+ztgeFxeHiYlJpjHUGYlPTEwMTk5OxMXFZWo1zDjeqyRBWq1Wr4tzhuTkZDQaDWq1GrU6czJtbJS9JNfb1QEHGzO92cOfVtzGDG9Xh2yNwX7V5V2USiU1atTg7bffZsSIEURERGBkZKSbuOxJGTPnPl2emJiIkZGRXvmmTZt08T1Z3qZNGzZt2kSlSpVQq9W88cYbuu0Z112pVOrKTp8+zZ07d3B1dc3yuj+tWrVqmJubs2nTJmrUqJHlPn5+fqxZs4bo6GhdQh4eHk5gYCBDhw5FrVZja2uLsbExISEhumOkpKRw8uRJvfgyrv/T5/n0tXrWNS1I1Go1Go2GxMTEIrOsUGJiot73ouZxSjxrgrfw1630B2bFTCzp5dmBeqVroFAosFSZs/zCRh4m/feea29mSx+vjnjbu2f5XloUedu7M6P5BM7fDSbkznVcXSrg7eyBUqGkWdm6/Bz4B7fjwvnm0I+0qNCAHh7tMFEZv/jAosgq6u9NIvfIvSRyS0G4l7RabbYbJg2eYPft25dPP/2U3377jY4dOxISEsL333+PSpW5dfVZJ/VkeVZ1MrqGv6je88qzIzU1leDg4Cy3GRkZZbur8vMMaOPGrFXnnrm9fxs3UlOSSX1mjVdz5coVZs+ezRtvvEHp0qV5/Pgxv/76K87OzpQoUYIyZcqwfv16Nm7cSNmyZbG1tcXZ2Rm1Wo1WqyUpSf/hQK1atfjmm2+YM2cOPj4+HD58mH/++QdIv55P1m/RogWLFi1izpw51KpVC0tLS932KlWqYGFhweTJkxk0aBD379/nl19+wdHREbVanel1s2JsbMw777zDnDlzUKvVNG3aFI1Gw8mTJ2ndujWenp707NmT9evXM3jwYIYMGYJGo+Hnn3/GxsaGrl276l6nadOmLF++nFKlSmFra8vKlSsB9K5BRgt3UlKSXnwZyXVGWbly5di8eTM7d+6kRIkSuq+CJDk5mbS0NK5du2boUF677M4BUFhotVqCHoWwL+oYiZr0e7iatTtNHGph/tiMS5cuAWCJMW+7dCUsMYLH6kSsVOaUNndCGaMkOCbr99GizAQlnsUqQRxcjrusK+9RvBUHFSc5GXuBPdf/5uydINqXbEYJUzsDRisKgqL23pQTGq0m83uTQnrVPIvcSyK35Pd7KaOX9YsYPMHu3LkzV65c4dtvv2XatGkYGxszcuRIfvvtN10SkdEC/XTrclxcHPBfS7a1tTXJyckkJyfruuk+WS/jONbW1oSHh2eKJS4uLlMreU4YGxvruq0/KTk5mbt372JqavrKM5Q38iuLsbExizYF6bVkF7cxY0iHqtT1LvVKx38RFxcXHB0dWbp0Kffu3aNYsWLUqFGDb7/9FktLS3r16sWlS5f49ttviYmJoVOnTkybNk33wOTp8+/bty8RERGsWbOGZcuWUb9+fWbMmEHv3r0xNjbWq1+tWjVcXV0JCQnhww8/1Nvm4uLC7NmzmTFjBmPGjKF8+fL873//Y/HixahUqmxf93fffRc7OztWrlzJli1bsLS0pHr16jg5OWFmZkb58uVZtmwZM2bMYNKkSbp1sMeNG0epUv9d+0mTJvHFF18wY8YMLC0tGTx4MDdv3uTAgQO6WDKGRpiZmenFp1Ao9GIeOnQod+7c4YsvviAuLo7hw4frzZheUBgZGVG2bFm9v83CLDExkRs3blC+fHnMzc0NHc5rcffRPX4/v45L0enDdVyKOTHAuytuz5mIqypVX1d4Bdrz7idvvDl3L5hFZ1YRmfKQZXf+pFfVDjQrV++VHhqLwqkovjflxMnwc5l619iZ2dDXqxM1S2WeqLUok3tJ5JaCcC+FhIRku65Cm9G8a2CPHj3izp07ODs7k5aWRt26dVm0aBENGzYkJSUFPz8/PvroIwYOHKjb5/jx4/Tr149169bh5eXF0aNHGTBgABs2bMDT01NXb968eSxZsoRTp06hUCiYM2cOy5Yt4/jx43ofPvr164elpSU///xzjuM/fz59+Sxv78xj4JKSknRLTuXWEmBqjZaL16J5EJeEvbUZnhWz1y1cPF9Gy7GZmVmmddjFy8uLv4H8LiEhgeDgYDw8PLCwsDB0OHkqJS2FDcE72XhpJ2qNGhOVMd2qvkk7t+YYqQz+HLdQyM79FJMUx0/Hf+d0eBAANZy9GVa7P9amVq8zVJHPFaX3ppw6FnaamYcXPHP72PpD8S/t+xojyt/kXhK5pSDcS8/L9Z6Wb/q7FCtWjCpVqmBtbc2yZctwcXGhXr16QHpzfJ06ddi+fbvePlu2bKFEiRK6ZNrPz49ixYqxbdt/y1Sp1Wq2b99O48aNdcl048aNiYuL49ChQ7p6GeNoM5btyu9USgXersVp7Fcab9fiklwLIQziXEQwY3dOZd3Fbag1anxLeTGr9SQ6ebSS5Po1szWzZnzDEQz07Y6R0ohTd88zbsdUzkVIl3shXkSj0bA08NmTLwIsDQwoMvOICCFensE//Zw7d47jx4/j4eFBUlIS+/bt488//2ThwoV6LYgjRozgrbfeYuLEibRv357AwEACAgKYMmWKbrZZExMThg0bxuzZs7G3t8fT05OAgABu377NrFmzdMfy8fGhSZMmTJgwgfHjx2NlZcUPP/yAi4sLnTt3fu3XQLweaWlpz9yW0S1bCJE9MYmx/HZmLYdvpa//bmduwyDfHviX9pVuyQakUCho69YMzxJuzDm6hLC4cKYenEN79xb09u4oDz2EeIbgqJDnrjsPEJ34kOCoEKo6ur2eoIQQBZLB/6c1NjZm165durWPfXx8WLZsGb6++l1wfH19+fHHH5k1axYbN27EycmJiRMn0r17d716gwcPRqvVsmzZMqKionBzc2PBggW4u7vr1Zs5cybTp09n8uTJpKam4u/vz9y5c4tM99WiqGrVZ4/1dHFxYd++fa8xGiEKJo1Ww57QQ6w49ycJqYkoFArauDahh3d7LIzz57ipoqi8XWm+bjmeZWfWsSv0LzZf3sOF+5cZVWcwztbZW7pQiKIkMv5BturdjYuQBFsI8Vz5Zgx2Qfe6x2CLnMv4HWXFxMQEd3d3GYOdR4ri30BBGE+UUzce3mbhyRVcfXADgEp25XinZm8q2me9brzIPa9yP524c5afjy/jUUo8pioTBvn1oGkFmQCtqCqM702vQqvVcizsNEsCVxOTFPfC+goUeJesQr2yNajtUh0rU8vXEGX+JPeSyC0F4V7KyRhsg7dgC/G6ZOcPQgiRWVJqEmsubGHb1f1otBrMjczoXa0jb1RqpBuiI/KvWi4+VGpdjvnHlnL+3mV+PvEHZ8IvMrRWH6xMim5yIMSNh7dZejqAi5FXgfTkWcuz251UChVqrZpz94I5dy+YhSdXUM3Jk7pl/KjtUh0LE+nFI4SQBFsIIcRzHA87w6+Ba4hOfAhAnTJ+DPTtjr25rWEDEzlib27LhMYfsOXyHlae+5OjYYFcjb7O+3UG4indXUURE5MUx6rzm9h/7QhatBirjOng3hLnYiWZe+zXZ+73Yb0hlLNx4cjtU/xz6xQ3Y+9wOvwCp8MvsEC5gupOntQrW4MaztUwNy4avbWEEJlJgi2EECKTyPhofg1cw8m75wBwtHRgSI1e+JbyMnBk4mUpFUo6VHmDqo7uzPlnCeGP7zN5//d09mxFt6rtMFLKsBhRuKWqU9l2ZT/rL24nMS0JgHplatDXpzMlLB0AMDEyZmngGr0JzxzM7Rjo1123RFcXzzZ08WzDnbgIjtw6yZHbp7gTF8HJu+c4efccxipjfEtVpV6Zmvg5e2FmZPraz1UIYTiSYAshhNBJ06jZdmUfARe2kKxOQaVQ0r5KS7p6tsXUyMTQ4YlcUMm+HNPf+JRfTwew//oR1l/cwfmIS3xQdzAlrUoYOjwhcp1Wq+XEnbMsO7OOe/FRAFS0K8tA3x5UKVFJr65/aV9qOfsQHBXCw8RY7Mxt8CjumuVwGBdrJ7p7taNb1Te5HXtX17Id/vg+x8POcDzsDKYqE2o4e1O3bA18napiIu+jQhR6kmALIYQA4ErUNRaeXMHN2DsAeJRw5e0avSlj42zgyERuMzM2Y1jtflQv5cmCE8u5+uAGH++cxpAavWhU3t/Q4QmRa248DOO3MwEE3b8CgJ2ZDb2rdaRReX+UiqznkFAqlTmaKVyhUFDW1oWyti709GrPzZgwjtw+xZFbJ7kfH53+79unMDMypaaLD/XK1MDHyQNjlXGunKMQIn+RBFsIIYq4xynxrDj3J3tD/0aLFisTS97y6UKTCnWe+QFUFA51y9Sgsn0F5h77leDIEOYdW8qZiIu87ddLJmwSBVpsUhyrz29m7/XDaLVajJVGtK/Sgk5VWmGWh+OjFQoF5e3KUN6uDL29OxL64GZ6y/btU0QnPOTvm8f5++ZxLIzNqeXiQ72yNfAu6SFDNIQoRCTBFkKIIkqr1fL3zRP8fmYtscmPAGhSvi5vVe+CtamVgaMTr0txS3u+aDKaDcE7CAjayt83j3M5KpRRdQbjVryiocMTIkdS1alsv3qAdRe3kZiaPs667r/jrB3/HWf9uigUClwdyuPqUJ63fDoTEn2DI7dO8k9YIA8TYzl44ygHbxzFysSS2qWrU69MDao6uqGSZFuIAk0SbCFyIC4ujt9++402bdrg6upq6HAM6tixY5w+fZr33nvP0KGIlxD+6D6LTq3k/L1LALgUc+Kdmr1lRukiSqlU0rVqW7xLVmHO0SXcj49m0r6ZdKv6Jl08WstybCLf02q1nLx7jt/PrOPe40gAKtiVYaBvdzxKVDZwdOmTDLoVr4hb8Yr09+3G5ahQjtw6xdGw08QmxbHv2mH2XTuMtakV/qV9qVe25jPHfgsh8jdJsIXIgbi4OObNm0flypWLfIJ9/PhxlixZIgl2AZOqTmVj8E42Bu8kVZOGscqYrp5taO/eQsYDCtyKV+TbVhNYdGoVf988zpoLmzl/L5j3/QdR3NLe0OEJkaVbMXf47UwA5+9dBsDWzJre3h1pnE+HuSgVSjxKVMajRGUG+fbgYuQVjtwO5FjYaeKSH7M79BC7Qw9ha2ZNndJ+1CtbA7fiFfPluQghMpMEu4DSatQk3Q5G/fghKis7zMp4oJAuRQWOVqslNTUVExOZVVTkvQv3LrHw1ErCH90HwMfJgyE1euMkM0eLJ1gYm/NBnUFUd/Jk8alVBEeG8NHOqQyt2Zd6ZWsYOjwhdOKSHrH6wmb2XPtbN876TffmdPZoXWDWoVYqlXiVrIJXySoM9utJ0P3LHLl1iuNhp4lJimNHyAF2hBzAwdyOOmXSk21X+/IoFApDhy6EeAZ5FFYAxV86yq15wwj/4wvub/ye8D++4Na8YcRfOvraYjh9+jT9+/enevXq1KhRg7FjxxIdHa3bnpKSwuzZs2nevDleXl40atSITz/9VO8Ye/bsoVOnTnh7e1O/fn0mT55MfHy8Xp24uDi+/PJLGjVqhJeXF82aNWPmzJl6dVavXk2bNm3w8vKiSZMmzJ49m7S0NN32uXPn4uvrm+kcfH19mTt3ru7nfv36MWzYMHbv3k3btm3x9fWlf//+3Lp1C4CwsDCaN28OwKhRo3B3d8fd3Z2wsDDdOc+aNYumTZvi5eVFmzZt2Lx5s95rjh8/nnbt2nHw4EE6dOiAt7c3e/fuzfY1Hzx4MH5+fvj6+tK9e3cOHz6s2x4TE8OECROoU6cO1apVo1u3bvz99996x2jWrBlTpkzRK9uxY4feeYSFheHu7s6ff/7JlClTqFWrFg0aNGD69Om66zp37lzmzZtHQkKC7jr069cvW+chXr/YpDjmHv2VKQd+IPzRfWzNrPmw7hA+a/S+JNfimRqV9+fbVp9R2b48CamJfP/PIn48/jtJ/45rFcJQ0tRpbL60h/e3TWJ36CG0Wi11Svsxu80X9KnWqcAk108zUqrwcfJkWO1+LOz4LeMbjqBReX/Mjc2ITnzI1it7mbDnW0ZumcgfZ9dz7cFNtFqtocMWQjxFWrALmPhLR7m3bkamcvWjaO6tm0HJruOwrFInT2M4ffo0/fr1o3HjxsyePZvExES+//57hg0bxpo1awB4//33OXr0KO+++y7Vq1fnwYMH7Nq1S3eMvXv3MnLkSFq3bs3o0aMJCwtj5syZXL9+naVLlwLpCeuAAQO4c+cOI0aMwM3NjYiICE6dOqU7zrJly5g6dSp9+vThs88+IygoiHnz5hEZGcm0adNyfG6XLl0iOjqaMWPGoNVqmTZtGuPGjWP16tU4Ojoyb948Ro4cyZgxY/D3T1/KxtHREUhPugMDAxkxYgSVKlXi4MGDjBs3Dmtraxo3bqx7jfv37/PVV18xbNgwnJycKFWq1AvjOnXqFAMGDKB69epMnToVa2trLly4wN27dwFQq9W888473Lp1izFjxuDk5MTKlSsZOnQoS5YsoU6dnN8T33//Pc2bN+f7778nMDCQefPmUbZsWXr37k337t2JiIhgy5Yt/PbbbwBYWcmkWPmNRqth37UjLD+3gfiUBBQoeMO1Eb29O8oM0SJbSlqVYHLzj1gbtJUNF3dw4Po/XI4M5YO6g6lkX87Q4YkiRqvVcurfcdYRGeOsbcswwLc7no6GH2edm4xURvg5e+Hn7EWKOpWzERf559YpTt49R2TCAzZd2s2mS7spaVWCumX8qFemJuVsXaRlW4h8QBJsA9NqtWhTk7NXV6Mhaufi59aJ2rUYs/LVUGRjUgyFselLvRHPnDkTLy8v5s2bp9u/cuXKtG/fnoMHD2JkZMSBAweYOXMm7dq10+335L/nzZuHt7c333//va7MxsaGsWPHcuzYMfz9/dm4cSMXL15k1apVei3QnTt3BtKTyvnz59O6dWu++OILABo2bIhCoWD27NkMGzaMMmXK5Ojc4uLiWLFiBaVKlUKlUvHo0SMmTpxIREQETk5OeHh4AFCuXDmqV6+u2+/o0aPs27ePxYsX06BBAwDq16/PvXv3mDt3rl6CHRsby6JFi6hWrVq245oxYwblypXjt99+Q6VKHwqQ8ToABw4c4Ny5cyxYsED3Wg0bNqRdu3bMnz//pRLsatWqMXHiRN25HDlyhJ07d9K7d2+cnJxwcnJCqVTqXQeRf9yKucPCkyu4HH0NgPK2pRlasy+uDuUNG5gocIyUKnp5d6BaSQ/mHv2V8Mf3mbjnW3p5d6R9lRYyLlS8FunjrNfqJma0+XecdZPydQr9RGAmKmNqufhQy8WHlLQUAsMvcOT2KQLvnufe40jdvBrOxUpSr2wN6papQRkbZ0OHLUSRJQm2AWm1Wu7+PoHksMu5dkz1owfcnJm9rrqmpavg3H9qjpLsxMREAgMD+fjjj1Gr1bryChUqUKJECc6fP09SUhLm5ua8+eabWR4jPj6e4OBgPv74Y73y1q1b88knn3Dy5En8/f35559/qFSpUpbduwGuXbvGw4cPadu2rV75m2++yaxZszh16lSOE2wPDw/s7Ox0P1eqVAlAl2A/y+HDh7G1taVOnTp63dPr1q3Ll19+iVqt1iXGdnZ2OUquExMTOXv2LGPGjNEd42knT57E0tJSL5FXKpW0adOGX375Re/1s+vJBB7A1dWVEydO5OgY4vVLSktmbdA2tl7eg1qrwczIlJ5e7WlduYks/SJeiadjZWa0nsCCEys4GhbI8nMbOBtxkZH+A7G3sDV0eKKQikt+zJrzm9l9Lb0ruJHSiDfdmtHZszUWxkWvJ46JkQl1yvhRp4wfSalJ6cn2rVOcDr/A3Uf3WBu0jbVB2yhjXYq6ZWtSr2wNnIuVNHTYQhQpkmAbXMHqyhMXF4darebrr7/m66+/zrQ9PDwchUJBiRIlnpm4P3r0CK1WS/HixfXKjYyMsLW1JTY2FkgfU5zR/TorGfWePk6JEiX0tudEsWLF9H42Nk6fVTk5+fm9DB4+fEhMTAxVq1bNcntkZKQuQXdwyNk6nHFxcWg0mudei7i4uEzXAdKvTWpqKgkJCZnO7UWyuhYpKSk5OoZ4vU7dPc+SU6uITHgAQO3S1Rnk2wMHC7sX7ClE9liZWDK63tvsv/4Pvwau5sL9y4zbOZX3avejlouPocMThUiaOo0dIQdZG7SVhNREIP09rZ9PF0rK3BEAmBmbUa9sTeqVrUlCaiIn75zjyO1TnI24yO24cG5f2MyaC5spb1uaumVqUK9sDbl2QrwGkmAbkEKhwLn/1Gx3EU+8dZF7q796Yb2SPSdgXtbzxa//El3EixUrhkKh4N1336VFixaZttvZ2bFq1SoiIyPRarVZHj/jGE9OigaQlpZGTEwMNjY2ANja2nL58rNb921tbQEyHScyMn1cVsZxTE1NSU1N1auTkpJCYmLiC842+2xsbLC3t2fBggVZbre3/295m5e55kqlkvv37z/39aOiojKVR0VFYWxsjIWFBQAmJiaZrsXLPIgQ+Ut0wkN+Pb2G42FnAChuYc+QGr2o4ext2MBEoaRQKGhWsR5Vilfkh6NLuP7wNjP+/pmWlRrSv3o3TI1kVQTx8rRaLYHhF/j9zFrdigflbEsz0Lc7VR3dDBxd/mVhbE6j8v40Ku9PfEoCJ+6c5citk5y/d4kbMWHciAlj5fk/qWRXjrpla1CvTA1Zek+IPCIJtoEpFAoUJtmb7dKiog+qYg6oH0U/s47K2gGLij55tmSXhYUF1atX59q1a3h7Z/3hvV69eixcuJDt27dn6r4NYGlpiYeHB9u3b2fQoEG68l27dpGWlkbNmjV1x9m2bRtnzpzJcpxvhQoVsLe3Z/v27bzxxhu68m3btqFQKKhRI305mZIlS5KamsqtW7coW7YsAEeOHHmpmTef1aJdr149Fi1ahLGxMVWqVMnxcZ8n45r/+eefDB48OMuu3jVq1GDx4sX89ddfNGrUCACNRsOOHTvw9fXV7ePk5ERoaKjevk/ORJ4T0qJteGqNmh1XD7D6wmaS0pJRKpS0c29Bt6ptMTMyNXR4opBztnbiq+Yfs+rCJjZd2s3u0ENcjLzKqDpDKG9X2tDhiQLoduxdfj+zlrMRwQDYmBajl3cHmlaoV+jHWecmSxMLmlSoS5MKdXmU/JjjYWc4cvsUF+5fJvThTUIf3uSPs+up7FCBemXSx2zLMA8hco8k2AWIQqmi+BuDs5xFPEPxloPzfD3sjz/+mAEDBvDhhx/y5ptvYm1tTUREBEeOHKFLly7Uq1ePxo0b89lnn3Hr1i18fHyIiYlh165dzJ49G4CRI0cyYsQIxowZQ6dOnbh9+zazZs2ibt26utm5O3bsyIoVK3j33XcZOXIklStX5t69e5w8eZIvv/wSlUrFiBEj+PLLL7G3t6dp06ZcvHiROXPm0KVLF93460aNGmFhYcHEiRN55513iIiI4Pfff9clyzlRokQJrK2t2bp1K6VLl8bExAR3d3fq169P06ZNefvtt3n77bdxd3cnMTGRkJAQbt68yVdfvbjnwfOMHTuWgQMHMnDgQPr06YONjQ1BQUHY2dnRrVs3mjRpQrVq1fj4448ZM2YMJUuWZNWqVVy/fp1JkybpjtOqVSv+97//MW/ePHx9fTlw4ADnz59/qZgqVapEWloav/32G76+vlhZWVGxYsVXOk+RfSHRN1h4cgXXY24D4OZQkaE1+1DW1sXAkYmixEhlxFs+XahW0oP5x37jTlwEn+2Zzls+nWlTuanMaCyyJS75MQEXtrA79BAarQYjpRFt3ZrRpYiOs85NxUytaF6pAc0rNSA2KY5jYaf553YgF+9f5Wr0da5GX+f3M+uoUqISdcvUoE5pX2zNbQwdthAFmiTYBYxllTqU7DqOqF1L9FqyVdYOFG85OM+X6ALw8/NjxYoVzJ07l08//ZTU1FScnJyoU6cO5cqlL9uSsU7y6tWrmTdvHg4ODtSvX193jObNmzN37lzmz5/P8OHDsba2pkOHDnz00Ue6OiYmJixdupTZs2fzyy+/EBMTg5OTk97kaW+99RZGRkYsXbqU1atX4+DgwJAhQ3j//fd1dezs7JgzZw7Tp09nxIgReHh4MGPGDHr37p3jc1cqlUybNo3Zs2czcOBAUlJS2Lt3L6VLl2bOnDksWLCAlStXcufOHYoVK0blypXp0qXLy1xmPTVr1uT333/n+++/59NPP0WpVFK5cmU+/PBDAFQqFQsXLuTbb79l5syZuvWpf/nlF90DC4Du3btz69YtVq5cydKlS2nbti2jRo3ik08+yXFMTZs2pU+fPixYsIDo6Ghq1arFsmXLXvlcxfMlpCSy8vyf7Ar5Cy1aLI3N6evThWYV68lszsJgqjl5MKP1RH4+voyTd8+x9HQAZ8KDGO4/AFsza0OHJ/KpNI2aXSEHCbiwhfiMcdYu1XmrehecZKxwrrMxs+YN18a84dqYh4mxHL0dyJHbp7gcFUpwZAjBkSH8enoNniUqU69MTfxLV8faLOv5WzQaDcFRIVx8FApRxviW9pJeBkL8S6GVFepzRUYrYFbdppOSkrh+/ToVKlTAzCx73cFfRKtRk3Q7GPXjh6is7DAr45HnLddFgVqtJikpCTMzsxzPui2eLS/+BvK7hIQEgoOD8fDw0I2BfxVarZZ/bp9i6ekAYpLiAGhYrjb9q3fFRhKYQi+376e8otVq2R36F7+dWUeqOhUb02IM9++PbykvQ4cm/pVf7qXAu+njrO8+ugdAORsXBvh2w6tk7g6zEi8WlfCAo7dP88+tk1x9cENXrlQo8XJ0p17ZGtR2qY6VqSUAx8JOszRwDdGJMbq6Dua2DPTrgX/prFd+EeJ58sv70vM8L9d7mrRgF1AKpQrzcvKBRYiiIOJxJItPreJsxEUASlk58nbN3njLB1GRzygUCt5wbYxHicr88M8SbsXe4eu/5tO2clP6+HTGRJXzoTmicAmLDef3M2s58+/7mbWpFb28O9CsQn1pATWQ4hb2tHNvTjv35tyPj+afW6f45/Yprj28xbl7wZy7F8zCkyuo5uRJScvi7Ag5kOkY0YkxzDy8gLH1h0qSLYo8SbCFMDC1Wv3cCdeMjOTPtKhKU6ex6fJu1l3cTqo6FSOlEZ09WtHRo5UkKiJfK2PjzLSWn7D87Aa2X93Ptqv7Cbp/hVF1h1DappShwxMG8Cj5MQFBW9kV8hcarQaVUkXbyk3p6tkWCxMZZ51fOFo60NHjDTp6vEHEo/scuX2Kf26d4mbsHU6HX3jh/ksDA6jl7CMPS0SRJp/chTCwgQMHcvz48WduzxjjLYqWi/evsPDUSu7ERQDgXdKdITV641yspIEjEyJ7TFTGDPLrgY+TJz8e/42bsXf4ZPfXDKjelZaVGskEaEWEbpx10FbiUxIAqOniQ3+fLjgVczRwdOJ5nIo50sWzDV0823AnLoI/g3dy4MbR5+4TnfiQ4KgQWVJNFGmSYAthYJMnTyY+Pv6Z2x0d5QNIURKX/Jg/zqznwI1/gPRlavpX70aDcrUkIREFkp+zF9+1msiPx3/nTMRFFp1axZnwi7xXux/WplaGDk/koTPhQfx2Zq3uQWHZf8dZy/CWgsfF2olqTp4vTLABHibGvoaIhMi/JMEWwsBkaSsB6ZND7b/+D3+cXc/jlPQHLi0qNaRPtY5YmVgaODohXo2tuQ3jG41g+5X9LD+3kZN3zzFux1RG1hkoyVYhdCcugt/PrOV0eBCQvlRUL68ONKtYD5VMyFpg2WVz+a7s1hOisJIEWwghDCwsNpyFp1YQHBkCpLfyDK3ZB7fi8vBFFB5KhZI33ZtT1dGNH44u4U5cBFMPzKF9lZb08mqPkUo+khR0j5Pj/x1nfRC1VoNKoaRN5aZ0rdoWS5P8OTOwyD6P4q44mNvqzR7+NAdzOzyKu76+oITIh+R/MyGEMJDktBTWX9zOpsu7UWvUmKpM6O7VjrZuzTCSVh5RSJW3K8M3LT/l9zNr2R16iE2XdnHh3iU+qDtY5hgooNQaNbtDD7HmwhZdD5yaztV4q3oX+Z0WIkqlkoF+PZh5eMEz6wz06y4TnIkiTxJsIYQwgDPhQSw6tZL78dFA+ofRwX49KW5pb+DIhMh7pkYmvFOzDz5Onvx84g+uPbzFJzunMcivJ00r1JX5BgqQM+EX+f3MWsLiwgEoY12KAb7dqebkYeDIRF7wL+3L2PpDM62DDWBrZk2NUi9eI1iIwk4SbCGEyGUajYbgqBAuPgqFKGN8S3vpnug/SIzht9Nr+ef2KSC9O90gvx7ULl3dgBELYRi1S1fH1b48c4/9StD9K/x8YhlnIoIYWrOPzD2Qz92Ni+D3M+sI/HfppmImlvT0bk/zig1knHUh51/al1rOPpwOu8DFa5dwLVeRxWfXEJMUx67Qv2jr1szQIQphUJJgCyFELjoWdlrvyf7me/txMLdlQPXuxCTHsfL8nySmJqFUKGlbuSk9vNphZmxm2KCFMCB7C1s+bzyKTZd3s/r8Jo7eDuRq9HU+qDMIjxKVDR2eeMrjlHjWBm1j59UDunHWrSs3pWvVNvJQpAhRKpXpY60jU/Eo6UEv7/YsOLmCtUHbaFy+joy5F0WaJNhCCJFLjoWdznJsWnRiDLP+Waj72dW+PENr9qG8XZnXGZ4Q+ZZSqaSTRyu8HN2Zc3QJEY8j+d/+2XT2aE23qm/KnAT5gFqjZk/o36y5sJlH/46z9nP2pr9PF5ytnQwcnTC0phXqsf3Kfm7HhbMheAdv+XQxdEhCGIzMQiBybM+ePSxfvjzH+4WFhTF37lzu3bv3Uq/br18/3n333ZfaN79Yv349mzdvNnQYIg9oNBqWBq55bh0FMNivB1Obj5PkWogsuDqU59s3PqNJhbpotVrWX9zOF/tmcu9xpKFDK9LORQTz8c6vWBy4ikcp8ZS2LsWExu8zvuFwSa4FACqlireqpyfV267s5/7jKANHJITh5IsEe8+ePXTv3h0/Pz/q1avHyJEjuXbtWqZ6Bw8epFOnTnh7e9OyZctnJnmLFy+mWbNmeHt707VrV44dO5apzuPHj5k0aRL+/v74+vry3nvvcefOnVw/t7yi0WgIun+Fv2+eIOj+FTQazWt77T179rBy5coc73fnzh3mzZvH/fv38yCqgmHDhg1s2bLF0GGIPBAcFfLcpUsAtEAZGxeZYVWI5zAzNmN47f58WHcIFsbmXI2+zsc7p3HoxnFDh1bk3H10j+mHfmTqwTncjgvHysSSwX49mdFqAj5OnoYOT+Qz1Z2q4l2yCmmaNFac/9PQ4QhhMAbvIn7kyBFGjhxJhw4d+PDDD4mLi2PevHkMGjSIrVu3YmVlBcDp06cZPnw4HTt2ZPz48QQGBjJ16lRMTEzo3r277niLFy9m9uzZjB49Gk9PTwICAnjnnXcICAjA3d1dV2/s2LEEBQXx+eefY2VlxZw5cxg0aBCbNm3CzCx/j4d8eowngIO5LQP9euBf2tdwgQlRhD1MjM3VekIUdfXK1qSyQwXmHv2VS1GhzD32K2cighhSoxcWxuaGDq9Qi09JYF3QNraHHECtUaNSKGnl2phuVd/EylTGWYusKRQK+vl04ZNdX3Pk1knedGtGZYcKhg5LiNfO4M0oW7duxdnZmenTp1O/fn3atGnD119/TUREBKdOndLVmz9/Pp6enkybNo06deowfPhwunXrxg8//KBrvU1JSeGnn36if//+DBkyhLp16zJjxgxKly7Nzz//rDvW2bNnOXDgAF999RXt2rWjSZMmzJs3jzt37rBhw4bXfg1yImOM59MtZdGJMcw8vIBjYafz9PXHjx/Phg0buHr1Ku7u7ri7uzN+/HggvWU7o4dB/fr1mTx5MvHx6eO0jh07Rv/+/QHo1q2bbl+AhIQEpkyZQqtWrfDx8aFZs2ZMmjSJR48evXK8Gzdu1MXk7+/PO++8o9dT4cqVKwwZMgRfX1/8/PwYMWIEt27d0m0PCwvD3d2dHTt26B13ypQpNGv23yyZ69evx93dnaCgIN5++22qV6/OG2+8wcaNG3V1+vXrx/Hjxzlw4IDu/OfOnfvK5yjyBztzm1ytJ4SAEpYOfNF0ND282qNUKDl08zgf7/yKK1GZe7mJV6fWqNkV8hcfbPuCLVf2otao8S3lxXetP2egXw9JrsULlbcrQ+PydQBYdmYdWq3WwBEJ8foZvAU7LS0NS0tLvTUvixUrplcnJSWFo0eP8tFHH+mVt2/fnjVr1nDx4kW8vLwIDAzk0aNHtGvXTldHpVLRtm1blixZglarRaFQcPDgQaytrWnUqJGunrOzM35+fhw8eJDevXvn0dlmptVqSVanZKuuRqvh1xeM8fw1cA3eJaugVLz42YmpyiTHa40OHz6cBw8ecO3aNb777jsA7O3t2bt3LyNHjqR169aMHj2asLAwZs6cyfXr11m6dClVq1Zl0qRJTJkyha+//pqKFSvqjpmUlIRarWb06NHY29sTHh7Ozz//zIgRI/j9999zFN+TFi1axIwZM+jWrRujR48mNTWVo0eP8uDBA1xcXAgPD6dv3764uLjwzTffoFarmTt3Lm+//TYbN26kRIkSOX7NcePG0aNHDwYNGsTq1asZP348Xl5euLq68sUXXzBu3DjMzMz45JNPAHBykrFrhUVlhwqYqkye+/fsYG6XPuuqECLbVEoV3aq2xbukO3OO/sr9+Ggm7ZtJ96pv0tmjNUqlUrc03sPEWOzMbfAo7ipDMbLwvCUEz9+7xNLTAdyOvQuAi7UTA6p3o3qpqoYMWRRAPb3bc+T2SS5FhXLizllZhlIUOQZPsLt168bAgQNZtmwZHTt2JC4ujunTp1OpUiXq1q0LwK1bt0hNTdVLygBcXdM/qIaGhuLl5UVoaChApnqVKlUiPj6ee/fu4eTkRGhoKBUqVMiUXLq6uvL333/n1almotVqmbT3Oy5H596T+AeJMQxcPyZbdd2LV2JKs7E5SrLLli2Lvb09d+/epXr16rryUaNG4e3tzffff68rs7GxYezYsRw7dgx/f3/d76ty5cp4e3vr6tnb2zN58mTdz2lpaZQuXZo+ffpw/fp1KlTIefeiR48eMW/ePHr27MmUKVN05S1atND9e+nSpaSmprJkyRLs7e0B8PLyok2bNqxYsYJRo0bl+HX79u1L3759AfDx8eHAgQPs2rULV1dXXF1dsbKywsLCQu/aiYIvKTWJ2f8seuHDsoF+3eVDvxAvyb14JWa8MYGFp1Zw+NZJVl/YzLl7l2hQthbrL26TYVMv8KwlBDt6tOJcRDAn754DwNLEgh5V29HStZHM3i5eioOFHe3cW7D+4nb+OLsev1JeGKkMnnII8doY/G6vVasW8+bNY+zYsUydOhVIT3SXLFmCiYkJALGx6WMWra2t9fbN+Dlje1xcHCYmJpnGUNvYpHfJjImJwcnJibi4uEyt5BnHyzjWy9BqtSQkJGQqT05ORqPRoFarUavVevUNSqtFrVbnuBVbq9Wi/XdfgPj4eIKDg/noo4/0zq9ly5YYGRlx4sQJatasqevKn3EtnrRp0yaWLl3KzZs3SUxM1JVfu3aNsmXLZvm6z3Pq1CkSExPp3LnzM+ufPHkSf39/bGxsdHWcnZ3x8fHh1KlTqNXqZ8b8dCwZ9erWrasrMzc3x8nJifDwcF1ZTs6hMMm4lomJia91Qr7XIS75EbOPLeZ67G1MlMa8UbERh8NO8jDpv/cSezNb+nh1xNvePcv3CCFeJON98cn3x6Lq7Wq98LSvzLLz6wmOvEpw5NVMdTKGTY2sOYCapaoZIMr85WT4Oead/C1TeXRiDEsCVwOgVChpXr4+Hd3ewMrEgpSkZLLXv04UVc97X2pZrgF7Qg4R8TiSrZf20rJCw9cdnihACsL/cRk9obPD4Al2YGAg48aNo2vXrjRr1ozHjx/z888/884777By5UrdJGfAM0/qyfKs6mQksi+q97zy7EhNTSU4ODjLbUZGRiQnJ2cq/6TOMFKy2UX8cvQ1Zp9Y/MJ6o2sNwd2h4gvrmahMsozpRdRqNVqtlqSkJACioqLQarXY2NjoyjLY2NgQHR1NUlISKSnp55mSkqJXb9++fYwfP54uXbowfPhwbGxsiIqKYuzYsTx+/FhXNyPJffo1shIZGal7/WfVj4mJoXLlypm2Ozg4cPPmTZKSknTXJzU1Va9eWlqa3jVITU0FwMTERK+ekZERiYmJL3UOhUlycjJpaWlZrg5QkD1MiWVN+E5iUuMwV5rSzbkVzjji4VKOsMQIHqsTsVKZU9rcCWWMkuCYrN8fhMiuGzduGDqEfMEeS95yac+SW+vR8OyHdr+dWYv5Q1W2hk0VVhqtht9urH1uHZVCRf/SHXFU2XM79OZrikwUFs96X6pr48POyMOsv7id4vHFMFOZvt7ARIGT3/+Py2j8fRGDJ9hTp06lTp06TJgwQVdWo0YNGjVqREBAAIMGDdK1QD/duhwXFwf815JtbW1NcnIyycnJmJqaZqqXcRxra2vCw8MzxRIXF5eplTwnjI2Ndd2gn5ScnMzdu3cxNTXNcoZyc7I3G2pNSx/sL9jy4DlLATmY21KzrE+efphQqVQoFArduRQvXhyFQkFcXJze+aWlpREbG4uDgwNmZma6m/LpXgb79++nSpUquh4MACdOnADSr2lGXaVSiUqlytYs7xnjp2NjYylXrlyWdezs7IiJidE7nlarJTo6GltbW8zMzPR6OjxZLz4+Xu8aGBsb6+o8WU+hUOjFnJNzKGyMjIwoW7as3t9mQXbt4S1WHl/Fo9THlLCwZ6z/UJys/hu3XzGxIjdu3KB8+fKYm8uMx+LVJCYmyv30lOCoEDS3nt8j5lFaPAvCAjBRGb+mqDIzdGe1FHUqj9Txz62j1qpxLF1S5ogQOfKi9yU3jRvnD4Zw9/E9rirD6OHRLoujCFEw/o8LCQnJdl2DJ9ihoaF6szFD+phcR0dH3WzOZcuWxdjYmGvXrulNTJZxopUqVdL7Hhoaiqfnf+szhoaGYmlpScmSJXX1jhw5kqmpPyQkRHeMl6FQKLCwsMhUrlQqdYmVSvXy45lUqBjk14OZhxc8s85Avx4YG+XtBwkTExNSUlJ052JtbY2Hhwc7d+5kyJAhuno7d+4kLS2NWrVqoVKpdIlVamqq3nVITk7GxMREr2zr1q3AfwkppF/fjIT1RWrUqIG5uTkbN27E1zfrMXg1atRg9erVxMXFYWdnB6TPGn727FmGDh2KSqXC0dERY2Njrl+/rnvdlJQUTp06pff7zBhX+2S8WcX89LUrKlQqFUqlEnNz80LxcCHw7gVm/7OQZHUKFezK8GmjkdiaZf1wztzcPMv3BSFehtxP/0nUZq8HVmzyq69IURQkapPl3hIv5XnvS/19u/HNofnsun6Ith7NcbR0eM3RiYIkP/8fl5NezgZPsJ2dnQkKCtIri4yM5P79+7i4uADpSUmdOnXYvn07AwcO1NXbsmULJUqU0CXTfn5+FCtWjG3btunK1Go127dvp3HjxroL07hxY+bPn8+hQ4d0CXt4eDiBgYFMnDgxr0/5lfiX9mVs/aFZrINtx0C/7q9lQpdKlSqxbt06tmzZQrly5bCzs2PkyJGMGDGCMWPG0KlTJ27fvs2sWbOoW7cu/v7+AJQvXx6VSsW6detQqVQYGRnh7e1NvXr1mDJlCvPmzcPPz4+//vqLf/7555ViLFasGCNGjOC7775Do9HQokULNBoNx44d480338Tb25uBAweyfv16hgwZwnvvvYdarWbOnDnY2NjQp08fID1hbtmyJcuXL9ed67Jly156KEHFihXZuHEj+/bto0SJEjg6Ouoe/IiCYd+1Iyw4uRyNVoOPkydj6r2DuXHBf2ggREGT3SXvBvv1pKJd2Vx73VcZSpbt1yD3XuPag1ssClz5wnqyhKDIC76lquJd0p3z9y6z8txGRtUd8uKdhCjgDJ5g9+3bly+//JIpU6bQvHlz4uLi+OWXX7CwsKBDhw66eiNGjOCtt95i4sSJtG/fnsDAQAICApgyZYqu9dDExIRhw4Yxe/Zs7O3t8fT0JCAgQJfsZfDx8aFJkyZMmDCB8ePHY2VlxQ8//ICLiwudO3d+7dcgp/xL+1LL2cdgS5J069aNc+fO8eWXXxITE0Pnzp355ptvmDt3LvPnz2f48OFYW1vToUMHvaXV7O3tmTRpEosWLWLTpk2kpaVx+fJlevXqRVhYGMuXL2fJkiU0aNCAmTNn0qNHj1eK85133sHe3p6lS5eyYcMGLC0t8fX1xcEh/elpqVKl+OOPP/j222/5+OOPUSgU+Pv7M2rUKN2s4gCff/45n3/+OVOnTsXS0pK3336bcuXKceDAgZeK6datW3zyySfExcUxcuRI3n///Vc6T/F6aLVa1l3czpoLmwFoVN6f92r1k1l2hTAQj+KuOJjb6j1sfpqDuR1vVGpUpGfvr2hXlg3B2194naR7uMgLCoWCfj5d+WTX1xy+dZI33Zrj6lDe0GEJkacUWgNPZa3ValmzZg0rVqzg1q1bWFhY4O3tzejRo3F3d9ere/DgQWbNmkVoaChOTk4MGjRItyTSk8dbvHgxy5cvJyoqCjc3N8aNG0edOnX06j1+/Jjp06ezc+dOUlNT8ff35/PPP9e1mufU+fPnAfSWn8qQlJSkW26qMHSPLcwyJiAzMzMrct2481JB/xtQa9QsPrWKPdfSl/Hr7NGaXt4dntuSlZCQQHBwMB4eHvm2u5MoOOR+ytqxsNPPHTY1tv5QWaoLuU4ib+TkfWn+sd84eOMoHiVc+V/TMa+lJ4goOArC/3HPy/WeZvAEu7CQBLtwkAQ7bxTkv4HktBS+/2cRp+6eR4GCwX49aVW58Qv3Kwj/WYiCQ+6nZ3t6fWd4vcOmCgq5TiK35eR9KTrhIR9s+4JUdSof1X+X2qWrv54gRYFQEP6Py0mCbfAu4kK8jLS0tGduy+5EaEK8SFzyY6Yf+pGr0dcxVhkzqs5g+VAgRD5j6GFTBUXGdToddoGL1y7hWbEKvqW95DqJ18LBwo727s1Zf3EHy89uwM/ZW4ZYiUJLEmxRIFWtWvWZ21xcXNi3b99rjEYURvcfR/HVX3MJf3QfSxMLPmkwnColXn6VASFE3lEqlVR1dDN0GPmeUqlMH2sdmSoPIcRr17FKK/aGHib88X32hB6ideUmhg5JiDwhCbYokNauXfvMbdldBF6IZ7n+8DZf/zWPmKQ4ilvY81njkZS2LmXosIQQQogCy9zYjO5e7Vh0aiUBF7bQqJw/Fib5c81jIV6FJNiiQMrO+AchXsa5iGC+O/wLSWnJlLNx4dPGI7E3tzV0WEIIIUSB17xifbZf3c+duAg2BO+gr0/+X71HiJySvkFCCPGvv24c4+u/5pGUloyXozuTm42V5FoIIYTIJSqlin4+XQDYdmUf9+OjDRyRELlPEuzXSCZsF0VVfr/3tVotG4N3Mu/YUtRaDfXL1uSzRiOl65oQQgiRy3xLeeHl6E6qJo1V5/40dDhC5DpJsF8DY2NjIH0KeiGKovj4eBQKhe5vIT/RaDT8GriGFec2AtDevQXv1xmEkUpG0AghhBC5TaFQ0K96VxQo+PvWCUKibxg6JCFylXyCfA1UKhW2trbcv38fAAsLCxQKhYGjEllRq9UkJycDyFJfr0ir1ZKWlkZcXBxxcXHY2trmu2uaok5l7tFfORZ2GgUK+lfvypvuzQ0dlhBCCFGoVbArQ8PytfnrxjGWnV3P/5qOls/GotCQBPs1cXJyAtAl2SJ/0mg0pKWlYWRkJMuX5BKVSkWpUqWwsbExdCh6HqfEM+PvnwmODMFIacRI/4HUK1vD0GEJIYQQRUIv7w78czuQ4MirnLx7jlouPoYOSYhcIQn2a6JQKChVqhSOjo6kpqYaOhzxDImJiVy7do2yZctibi7jb1+VkZERKpUq3z2Vjop/wLS/5hEWF46FsTnjGrwna+gKIYQQr1FxC3vauTVnQ/AO/ji7Ht9SXhgp81dPNyFehiTYr5lKpcp33WTFfzQaDQCmpqaYmZkZOBqRF27GhDHtr3k8TIzF3tyWzxqNpKyti6HDEkIIIYqcjh5vsO/aYcIf3WdP6CFaV25i6JCEeGXSB1YIUWRcuHeZSftm8jAxljLWpZjaYpwk10IIIYSBWBib092rHQABQVtJSEk0cERCvDpJsIUQRcKRWyeZ9tc8ElOT8ChRmcnNx1Lcwt7QYQkhhBBFWvOK9XEp5sSj5MdsCN5h6HCEeGWSYAshCr0tl/fy/T+LSdOkUae0HxMav4+ViaWhwxJCCCGKPJVSxVvVuwCw7co+IuOjDRyREK9GEmwhRKGl0Wr4/fRafj+zFoDWlZvwYd0hmKjy33rcQgghRFHlV8qLqo5upGrSWHl+k6HDEeKVSIIthCiUUtWpzDn6K1uu7AXgLZ/ODPLtIcuvCSGEEPmMQqGgn09XAP6+eZzQBzcNHJEQL08+aQohCp2ElESm/TWPI7dOolKqeN9/EB2qvJHvlgsTQgghRLqK9mVpVM4fgGVn1qHVag0ckRAvRxJsIUSh8iAhhkn7ZhJ0/wrmRmZ82nAEDcvXNnRYQgghhHiBXt4dMFYZczHyKqfunjN0OEK8FEmwhRCFRlhsOBP2fsut2DvYmlkzudkYqjl5GDosIYQQQmRDcUt73nRrBsAfZzeQplEbOCIhck4SbCFEoXApMoTP984gOuEhzsVKMrXFx5S3K2PosIQQQgiRA508WmFtasXdR/fYG/q3ocMRIsckwRZCFHjHwk7z5YEfiE9NxM2hIl82/whHSwdDhyWEEEKIHLIwNqeHVzsA1gRtISEl0cARCZEzkmALIQq0HVcPMOvwQlI1adR08WFSk1EUM7UydFhCCCGEeEnNKjbApZgTj5Ifs/HSTkOHI0SOSIIthCiQtFotK85tZEngarRoaVmpIR/VG4qJkYmhQxNCCCHEKzBSqujr0xmArZf3EhX/wMARCZF9kmALIQqcNHUa84/9xsbg9Kfavbw78HaN3rLGtRBCCFFI1HD2pqqjG6maNFae/9PQ4QiRbfJpVAhRoCSmJjH97x/56+YxlAolw2v3p4tnG1njWgghhChEFAoF/Xy6AHDo5nGuPbhp4IiEyB5JsIUQBUZMYiz/2zeLsxHBmBqZ8knDYTSpUNfQYQkhhBAiD1S0L0fDcrUBWHZ2PVqt1sARCfFikmALIQqEu4/uMWHvDK7H3MbGtBj/azoa31Jehg5LCCGEEHmot3dHjJVGBN2/wqm75w0djhAvJAm2ECLfuxJ1jc/3zCAyPhonqxJ82WIclezLGTosIYQQQuSx4pb2vOneHIA/zq4nTaM2cERCPF+OE+wTJ04QHx+f5bb4+HhOnDjxykEJIUSGk3fOMuXA9zxKiaeSfTm+bP4RTlYlDB2WEEIIIV6TTh6tsDa14u6je+y79rehwxHiuXKcYPfv35/Q0NAst12/fp3+/fu/clBCCAGwJ/QQMw7/Qoo6Fd9SXnzRdDQ2ZtaGDksIIYQQr5GFsTndq7YDYM2FLSSkJho4IiGeLccJ9vMmF0hLS5NlcoQQr0yr1bLmwmYWnFyBVqulaYV6fNzgPcyMTA0dmhBCCCEMoHmlBjgXK0lc8mPdMp1C5EfZyoYfP37M3bt3uXv3LgCRkZG6nzO+rl27xoYNGyhevHiOAujXrx/u7u5Zfm3dulVX7+DBg3Tq1Alvb29atmzJ8uXLszze4sWLadasGd7e3nTt2pVjx45leT6TJk3C398fX19f3nvvPe7cuZOjuIUQeUOtUfPLiT9YG7QNgG5V2/JerbdQKVUGjkwIIYQQhmKkVPGWT2cAtl7ZR1T8AwNHJETWjLJTaenSpcyfPx9IX5Nu5MiRWdbTarW8++67OQrgiy++4PHjx3plv/32G7t27aJu3fTld06fPs3w4cPp2LEj48ePJzAwkKlTp2JiYkL37t11+y1evJjZs2czevRoPD09CQgI4J133iEgIAB3d3ddvbFjxxIUFMTnn3+OlZUVc+bMYdCgQWzatAkzM7McxS+EyD1JacnMPrKI0+EXUCgUvFOjDy0qNTB0WEIIIYTIB2o4V8OzRGUuRl5l1flNjKwz0NAhCZFJthLs+vXrY2FhgVarZcaMGbz11ls4Ozvr1TExMcHNzY3atWvnKABXV9dMZWPHjqV+/frY29sDMH/+fDw9PZk2bRoAderUITw8nB9++IGuXbuiVCpJSUnhp59+on///gwZMgSA2rVr0759e37++Wdmz54NwNmzZzlw4AALFiygcePGALi5udGyZUs2bNhA7969cxS/ECJ3xCbF8c2hHwl9cBMTlTEf1n2bmi7VDB2WEEIIIfIJhUJBv+pd+XT3N/x18xht3ZpR0b6socMSQk+2EmxfX198fX0BSExMpHv37pQsWTJPAgoMDCQsLIwPP/wQgJSUFI4ePcpHH32kV699+/asWbOGixcv4uXlRWBgII8ePaJdu3a6OiqVirZt27JkyRK0Wi0KhYKDBw9ibW1No0aNdPWcnZ3x8/Pj4MGDkmALYQARjyOZdnAuEY8jKWZiyScNh+NWvKKhwxJCCCFEPlPJvhwNytXm75vHWXZ2HZOafIhCoTB0WELo5HhGspEjR+ZZcg2wZcsWzM3Nad48fb27W7dukZqaSsWK+h+2M1q+M2Y0z/j+dL1KlSoRHx/PvXv3dPUqVKiQ6Q/R1dX1mbOjCyHyTuiDm0zc8y0RjyMpYenAl80/kuRaCCGEEM/U27sDxkojgu5fITD8gqHDEUJPtlqwnxYWFsb27du5e/cuSUlJetsUCoWuK3dOpaWlsWPHDpo3b46FhQUAsbGxAFhb6y/Nk/Fzxva4uDhMTEwyjaG2sbEBICYmBicnJ+Li4ihWrFim17a2ttYd62VptVoSEhJe6RjCsBITE/W+i7x17l4w80/9TrI6hXLWLoz2fxtbI+tC8Xck95LITXI/idwi95LILYa8lywV5rSs2JBtIfv5/fRa3KzLy2SoBVhBeF/K6A2dHTlOsA8cOMDIkSPRaDTY29tjYmKit/1VumgcPnyY6OhovW7eLzruk+VZ1clYVuxF9Z5Xnl2pqakEBwe/0jFE/nDjxg1Dh1DonY+7wvb7h9Cipby5C52KNyf8+h3CKVwz+su9JHKT3E8it8i9JHKLoe4lN3UZ9ivNCH98n9XH/8TXxsMgcYjck9/fl57Oe58lxwn27Nmz8fPzY/bs2Tg4OOQ4sOfZsmULtra2NGjw36zBGS3QT7cux8XFAf+1ZFtbW5OcnExycjKmpqaZ6mUcx9ramvDw8EyvHRcXl6mVPKeMjY2znLRNFByJiYncuHGD8uXLY25ubuhwCiWtVsvmq3vZdv8vAOqVrsFgnx4YKV+qQ02+JfeSyE1yP4ncIveSyC354V7qavmIPy5s4J/Ys3Su0RZzY1kNqCDKD/fSi4SEhGS7bo4/0d68eZO5c+fmenKdlJTE3r17ad++PcbGxrrysmXLYmxszLVr1/QmJss4yUqVKul9Dw0NxdPTU1cvNDQUS0tL3bjxSpUqceTIkUzN/CEhIbpjvCyFQqHr2i4KNnNzc/ld5gGNRsPiwFXsDj0EQCePVvT27lioJyeRe0nkJrmfRG6Re0nkFkPeS209mrP35mHCH91n181D9K7W0SBxiNyRn9+XcvJZNceTnDk7O+fJ+Mh9+/YRHx9P+/bt9cpNTEyoU6cO27dv1yvfsmULJUqU0CXTfn5+FCtWjG3btunqqNVqtm/fTuPGjXUXpXHjxsTFxXHo0CFdvfDwcAIDA3XLdgkhcl9yWgrfHVnA7tBDKFAw2K8nfap1KtTJtRBCCCHyjpFSxVs+XQDYcmUvUQkPDByREC+RYL/77rssWbIk1wehb968GWdnZ2rUqJFp24gRI7hw4QITJ07k2LFj/PTTTwQEBDBq1CiUyvRTMDExYdiwYSxdupQlS5Zw9OhRPv74Y27fvs17772nO5aPjw9NmjRhwoQJbN26lYMHDzJixAhcXFzo3Llzrp6TECLdo+THfHngB07eOYux0ogx9d+hdeUmhg5LCCGEEAVcTedqeJSoTKo6lVXnNxk6HCFy3kX8/PnzREdH07JlS/z9/bGzs8tUZ+LEiTk6ZmxsLIcOHWLAgAFZtmb5+vry448/MmvWLDZu3IiTkxMTJ06ke/fuevUGDx6MVqtl2bJlREVF4ebmxoIFC3B3d9erN3PmTKZPn87kyZNJTU3F39+fuXPnZpqBXAjx6u7HRzPt4FzuPrqHpYkFnzQYRpUSMleBEEIIIV6dQqGgn08XPtsznUM3jtO2cjMq2pc1dFiiCFNoM6bZzqYqVao8/4AKRZGcSfv8+fMAeHt7GzgS8SoSEhIIDg7Gw8Mj344BKUhuPLzNtL/mEZMUh4OFHRMavU9pm1KGDuu1kHtJ5Ca5n0RukXtJ5Jb8di/N+WcJf986QVVHNyY1+VCGoBUg+e1eykpOcr0ct2BfunQp5xEJIYqccxHBzDy8gMS0JMrZuPBpo5HYW9gaOiwhhBBCFEK9q3XkWNhpgu5f4XT4BfycpdFLGEaOx2ALIcSLHLpxnK//mkdiWhJVHd2Y3GysJNdCCCGEyDMlLB1o69YMgGVn16PWqA0ckSiqJMEWQuQarVbLn8G7mHvsV9RaDfXK1uSzRiOxMMmfaxoKIYQQovDo7NGaYiaW3ImLYO+1w4YORxRROe4iXqVKlReOaSiKY7CFKOo0Gg2/nVnL9qv7AWjn3oK3fDqjVMhzPCGEEELkPQsTc7p7tWNJ4GoCLmyhQblaWBjLQ37xeuU4wR4xYkSmBPvBgwccPnwYtVpNp06dcis2IUQBkaJOZd7RpRwNCwSgf/VutHNvbuCohBBCCFHUtKjUkO1X9hP++D6bLu2il3dHQ4ckipgcJ9jvv/9+luUpKSkMGTIEe3v7Vw5KCJF/aTQagqNCeJgYi525DWVsSjHz8EKCI69ipDRipP8A6pWtaegwhRBCCFEEGSlV9PXpzHeHf2Hz5b20rNQIB4vMywoLkVdynGA/i4mJCf369eO7776jT58+uXVYIUQ+cizsNEsD1xCdGKMrUymUqLUazI3NGFf/PbxKuj/7AEIIIYQQeayWiw8eJVwJjgxh1flNjPAfYOiQRBGSq4MjTU1NiYyMzM1DCiHyiWNhp5l5eIFecg2g1moA6FG1nSTXQgghhDA4hUJBP5+uAPx14xjXH942cESiKMm1BPvBgwcsXryYChUq5NYhhRD5hEajYWngmufW2XJ5LxqN5jVFJIQQQgjxbK4O5alftiZatCw7sw6tVmvokEQRkeMu4s2aNcs0yVlKSgoPHjxAoVDw008/5VpwQoj8ITgqJFPL9dOiEx8SHBVCVUe31xOUEEIIIcRz9K7WieNhZ7hw/zKnw4Pwc/YydEiiCMhxgl27du1MCbaJiQkuLi60bduW0qVL51pwQoj84WFibK7WE0IIIYTIa46WDrRxa8amS7v44+x6fJw8UClVhg5LFHI5TrC/+eabvIhDCJGP2Znb5Go9IYQQQojXobNHK/ZfO0xYXDj7rh2hpWtDQ4ckCrlXGoOdnJzM/fv3SU5Ozq14hBD5kEdxV+zNbZ9bx8HcDo/irq8nICGEEEKIbLA0saBb1TcBWHNhM4mpSQaOSBR2L5VgBwYG0qdPH/z8/GjcuDF+fn689dZbnD59OrfjE0LkA0qlkvovWNt6oF93lMpcXZhACCGEEOKVtazUkFJWjsQmP+LPS7sMHY4o5HL8afjMmTMMGDCAmzdv0qNHDz744AO6d+/O9evXGTBgAGfPns2LOIUQBqTRaDgTHgSAuZGZ3jYHczvG1h+Kf2lfQ4QmhBBCCPFcRioj+vp0BmDL5T1EJzw0cESiMMvxGOw5c+bg7u7O77//joWFha78448/pn///syZM4fFixfnapBCCMM6cvsUt+PCsTQ2Z86bU7gVe5eHibHYmdvgUdxVWq6FEEIIka/VcvGhSvFKXIoKZfX5zQz372/okEQh9VIt2G+//bZecg1gYWHBkCFDpJu4EIWMWqMmIGgLAO3cW1DM1Iqqjm40KFeLqo5uklwLIYQQIt9TKBT0q94VgIM3jnLj4W0DRyQKqxx/MtZoNJiYmGS5zdTUFI1G88pBCSHyj79vniD80X2sTCxp69bM0OEIIYQQQryUyg4VqFe2Jlq0LDu7Dq1Wa+iQRCGU4wS7SpUqrFy5Msttq1evpkqVKq8clBAif0jTqFkbtBWADlVaYm5s9oI9hBBCCCHyrz7eHTFSGnH+3mXORAQZOhxRCOV4DPY777zDiBEj6NSpEx06dKBEiRJERkayZcsWgoODmT9/fl7EKYQwgL9uHOVefBQ2psVoXbmJocMRQgghhHgljlbFaevWlE2XdrPszHqqlfRApVQZOixRiOQ4wW7evDkzZsxgxowZfPvtt7rykiVLMmPGDJo1ky6kQhQGaeo01gVtA6CjRyvMjEwNHJEQQgghxKvr7NGafdeOEBYXzv7rR2hRqaGhQxKFSI4TbID27dvTrl07rl27RkxMDLa2tlSsWBGFQpHb8QkhDGTf9SNEJjzAzsyGN+Q/HiGEEEIUEpYmFnSr2palpwNYfWEL9cvWkmFwIte89PS/CoWCSpUqUaNGDSpVqiTJtRCFSIo6lfUXtwPQ2bM1JkZZT2wohBBCCFEQvVGpEU5WJYhNimPTpd2GDkcUItlKsG/evIm/vz+7du16Zp3du3fj7+9PSEhIrgUnhDCMPaGHeJAYg4O5Hc0r1jd0OEIIIYQQucpIZURfn84AbL68mwcJMYYNSBQa2Uqw//jjD1xdXXnjjTeeWadly5a4ubnxxx9/5FpwQojXLzkthY3BOwHo4tkGY5WxgSMSQgghhMh9tV2q4168EinqVFZd2GTocEQhka0E+6+//qJjx44vrNehQwf++eefVw5KCGE4u0L+IiYpjhKWDjStUNfQ4QghhBBC5AmFQkH/6l0BOHj9KDcehhk4IlEYZCvBDg8Pp0KFCi+sV758eSIiIl45KCGEYSSlJrHxUnrrdVfPthipXmoeRCGEEEKIAqGyQwXqlamBFi3Lzq5Dq9UaOiRRwGUrwVapVKSmpr6wXmpqKkrlS8+bJoQwsB0hB3mU/BgnqxI0Lu9v6HCEEEIIIfJcn2qdMFIacf7eJc5GXDR0OKKAy1Y2XLp0ac6cOfPCeqdPn6Z06dKvGpMQwgASUhN1s2h2q/omKqXKwBEJIYQQQuQ9R6vitKncBIBlZ9ah1qgNG5Ao0LKVYDdu3Jg//viD+/fvP7POvXv3WL58OU2bNs214IQQr8+2K/t5nBKPSzEnGpStZehwhBBCCCFem86erbEyseR2XDj7r8ucUuLlZSvBHjRoEFqtll69erF9+3aSkpJ025KSkti2bRu9e/dGoVAwcODAvIpVCJFHHqfEs+XyHgC6e70pQz2EEEII8UxqjZag6w84fyOBoOsPUGsK/rhlKxNLulVtC8DqC5tJSk16wR5CZC1bMxg5ODjwyy+/MHz4cMaMGYNKpcLOzg6Ahw8folarcXBw4KeffsLe3v6lAgkICGDZsmVcv34dKysrfHx8+Pnnn3XbDx48yOzZswkNDcXJyYmBAwfSt2/fTMdZvHgxy5cvJzIyEjc3Nz7++GP8/fXHkj5+/Jhvv/2WnTt3kpKSgr+/P59//jkuLi4vFbsQBd2Wy3tJSE2kjI0zdcr4GTocIYQQwmDUGi0Xr0XzIC4Je2szPCs6oFIqDB1WvnHk3F0WbDxPdGx6ArruyAMcbIIY2smbetWcDRzdq3mjUiO2Xz3AvceRbLq8mx5e7Q0dkiiAsj1FcLVq1dixYwdr1qzh8OHDhIeHA+Dm5kbDhg3p1q0bVlZWLxXE3LlzWbp0Ke+99x4+Pj7ExsZy6NAh3fbTp08zfPhwOnbsyPjx4wkMDGTq1KmYmJjQvXt3Xb3Fixcze/ZsRo8ejaenJwEBAbzzzjsEBATg7u6uqzd27FiCgoL4/PPPsbKyYs6cOQwaNIhNmzZhZmb2UucgREH1KPkx267sA6CHVzuUCmm9FkIIUTQ9nTwCONiYFYrkMTccOXeXr387kak8OjaJr387wacDahXo62SkMqJvtU7MOrKQTZd206JiQ+wtbA0dlihgcrQGj5WVFYMHD2bw4MG5FkBoaCg//fQTCxYsoEGDBrryli1b6v49f/58PD09mTZtGgB16tQhPDycH374ga5du6JUKklJSeGnn36if//+DBkyBIDatWvTvn17fv75Z2bPng3A2bNnOXDgAAsWLKBx48ZA+kOCli1bsmHDBnr37p1r5yZEQbDp0m6S0pKpYFuG2i7VDR2OEEIIYRCFPXnMoNVqSVNrUas1pKk16f/WaHRlqWoNarWWtIzvGg1paRpS0zTMCzj73GMv/PMC/l6lCnSLv39pX9wdKnI5+hqrL2xmWO1+hg5JFDAGX+R2/fr1lClTRi+5flJKSgpHjx7lo48+0itv3749a9as4eLFi3h5eREYGMijR49o166dro5KpaJt27YsWbIErVaLQqHg4MGDWFtb06hRI109Z2dn/Pz8OHjwoCTYokiJSYpjx9UDAHT3aodCUXD/QxRCCCFellqjZcHG88+ts/DPC9TydAK0pKZpUGueSEL/TVZ1ianmv7L/ktl/E9m0zEmtXj3N8xPdZ76uRr8sy9fVaNHk4XjpqJhELl6Lxtu1eJ69Rl5TKBT0q96ViXtncOD6P7R1a0o5W1klSWSfwRPss2fP4ubmxvz58/njjz949OgR1atXZ8KECXh4eHDr1i1SU1OpWLGi3n6urq5Aegu4l5cXoaGhAJnqVapUifj4eO7du4eTkxOhoaFUqFAhUyLh6urK33//nYdnKkT+syl4F8nqFFzty1PD2dvQ4YgiRsY5CiHyi4vXovW6hWclKiaRLp9sfk0RvV4qpQKVSomRSoFKqcTY6N+flUpUKgVGKiWJyance5D4wmM9iCv4k4O5Fa9I3TI1+Of2Kf44u54JjT8wdEiiADF4gh0ZGUlQUBBXr15l8uTJGBsbM2/ePAYNGsSuXbuIjY0FwNraWm+/jJ8ztsfFxWFiYpJpDLWNjQ0AMTExODk5ERcXR7FixTLFYW1trTvWy9JqtSQkJLzSMYRhJSYm6n0vzB4mxbIz5CAAHSu3LBLn/DoVpXvpZRwLusfSbZd5EJesK7O3NmVgW3f8q5Y0YGT5k9xPIrfIvZS1KzejXnpflUqB0VMJavr3J8pUyn/r/LfdSKX8t86/ZUYKXUKrUqZvzzieSqX493X+O156nSdeT6V8dixZvu5/MWWnB1vQ9QdMWXLqhfUsTCkUn4e7uLXixJ0znI0I5uiNQKo5VjF0SIVWQXhfyugNnR0GT7AzktK5c+dSuXJlAKpWrUrz5s1ZvXo1fn7pMxo/64SeLM+qjlarzVa955VnV2pqKsHBwa90DJE/3Lhxw9Ah5Lk9kUdI1aThYuaIKkpDcLTcu3mhKNxLOXXxdiJrDkVnKn8Ql8ysVefo0dABzzLmBogs/5P7SeQWuZfS3Y9N5fDFR5y7nr2EsGdDeyqUNEOpTG/1VSpe/fNjZtp/vzQ5203979e/e6bkblCg0WJtoSIuQf3MKtYWKkiIIDj4Xm6/ukH4WntyIuY8v59ey6AynWUi2DyW39+XTExMslXP4Am2jY0NxYsX1yXXAI6OjlSsWJGQkBCaNm0KkKl1OS4uDvivJdva2prk5GSSk5MxNTXNVC+jJdva2lo3A/rTx3u6lTynjI2NdV3XRcGUmJjIjRs3KF++PObmhfcDfnTiQ85euwxAX98ueBav/II9RE4VlXsppzQaLXO2HHpunb3nHtO5hS9K6S6uI/eTyC1yL6ULCYtl41/XOREcqSszUilIUz97fLKDjSmdWvgV6femt3Fg1qpzz9zesWElqlYt9xojyltlU8pxcV8IUSkPibJ8RONydQwdUqFUEN6XQkJCsl03xwn2zp07admyJUpl7jzBqVSpEnfv3s1UrtVqUSqVlC1bFmNjY65du6Y3MVnGSVaqVEnve2hoKJ6enrp6oaGhWFpaUrJkSV29I0eOZGrmDwkJ0R3jZSkUCiwsLF7pGCJ/MDc3L9S/yz8ubiRNo6aqoxs1y/oYOpxCrbDfSzl1PiRKr1t4VqJjk1mz/zruZe0xNzPCwswISzNjLMyMsDAzxsxEVaQm5FNrtARdf0DQjQQ0Zon4edjLWHXxyorie5NWq+Xc1SgC9l3h7NX/uoTX8XKie3M3omISs5xFPMPQTtWwsrJ8HaHmW01rVcDU1DTTUmYmRkpS0jQcPBtOx6ZumBqrDBhl7rGwsKBb1Tf57cxaNlzZSVPXepgZy5K+eSU/vy/l5HNHjhPsUaNGUbJkSXr16kWPHj1wcHDI6SH0NGnShA0bNnDlyhXc3NwAuHfvHteuXaNLly6YmJhQp04dtm/fzsCBA3X7bdmyhRIlSuiSaT8/P4oVK8a2bdt0ZWq1mu3bt9O4cWPdRWncuDHz58/n0KFDuoQ9PDycwMBAJk6c+ErnIkRBcD8+mv3XDgPp614L8TqF3X+UrXobDoQCoVluUyrAPCPhNk1PujOScPN/k3BLMyPMn0zMTY2xMP+vroWZMSZGynyfqD+9Ju+6Iw9wsAmSNXmFyAGNRsuxoHAC9l7l6u0YAJRKBU38StO1qStlndJ7MLqVtePTAbUyJY/Fbc15p6OX/M39q141Z/y9ShEYfIegS9epWqUCrmWK88GsA9yKeMTvWy/yTqfCM3FqK9fG7Ag5yL3HkWy6vEc+O4kXynGCvWzZMv744w/mz5/Pjz/+SOvWrenbty/Vq1d/qQBatmxJ1apVef/99xk1ahQmJibMnz8fe3t7evToAcCIESN46623mDhxIu3btycwMJCAgACmTJmia0k3MTFh2LBhzJ49G3t7ezw9PQkICOD27dvMmjVL93o+Pj40adKECRMmMH78eKysrPjhhx9wcXGhc+fOL3UOQhQk64K2odZqqFbSA48S0jVc5D21RsuZK/fZdewmR89nHqKTFbeydhipFCQkpZGQnEZCYioJyWloNFo0WohPTCU+MfWV4lIpFVkk5//92/LJJN7cWP/7E4m6sVHejMkrKmvyCpFX0tQaDgaGsW7/VW7fewykt7S+4V+Ozk1ccbTP3FKWkTzKCgfPp1IqqFrBHmXSPTwq2GNhYcaonr5MXnSUTYeuUcOjJH7ujoYOM1cYqYzoW60Ts44sZPOl3bSo1AB7c1tDhyXysRwn2LVq1aJWrVrcv3+flStXEhAQwJYtW/Dw8OCtt96iXbt22R4ADulrVS9cuJBp06YxadIk0tLSqFWrFjNnztR1EfD19eXHH39k1qxZbNy4EScnJyZOnEj37t31jjV48GC0Wi3Lli0jKioKNzc3FixYgLu7u169mTNnMn36dCZPnkxqair+/v7MnTs30wzkQhQ2EY/uc/DGUUBar0Xeu/8ggT0nbrH7+C2iYv6bGfRF4xyL25rz7fsNM32g1Wq1JKeo0xPupNT05DsplfikNBL//Tk+SX/bk8l5xvfE5DS02vTE/1FCCo8SXm0qIBMj5RMJt37yrfv+RHJuaW6Mual+13dzM2O9883umrz+XqXkg78QT0lKSWP3sVtsOBhC5MP09x4LMyPerF+BDg0rYVvM9Ln7q5SKAr2Os6HU9CjJm/UrsPXwdb5fGcjcj5piY/X8a11Q+Jf2xc2hIleir7Hm/Gbeq93P0CGJfEyhzZhm+yWlpaWxY8cOfv31Vy5evIiNjQ3du3enX79+ODoWjidX2XH+fPoHIW/vwtMlpihKSEggODgYDw+PfDsG5FXMO7qUv24ew7eUF582GmHocAq1wn4vPUtqmobjQRHsOnaT01fuk/E/jJW5MU1rlqFl7bKER8U/d5xjXrfMajRaklLS/k3IU0n893t6Uv5Ugp6URkJyKgmJ6d/jE9NITE4vT0p59ky6L8PMRKVLyEFL2P34F+4zbVh9SQREjhTm96bHialsPXyNzYeuEfs4/cGZbTFTOjaqRJu65bE0NzZwhIVLVvdSUkoao2cf/D979x0W5ZU9cPw7MwzM0KsgRYpIVxRFrKAmmsRoEqOmbLLGmDXF9JhN2ejml7LJZrNquonpm7KJNcWo0ViwY0ERKSpNQBDpvc7M7w8UZbGAAkM5n+fhQd73zssZvAxz3nvvuWSfqWDkwL68eF94l1+K01rHC9JYsPltFCj41w1/w9PW3dgh9Rjd4XWpLbneNVcRz87OJi4ujpMnT6JSqfDz8+M///kP3377LYsWLWLChAnX+i2EEO3gVNlpdmTuA+BOGb0W7Swrr5yNMSfZciCLssrzI8KDfB2ZFOHJyIF9MT1b9Mbb1cao6xyVTVPD1Thy9dVKdTo91bUXGTW/4PO5BL6qtoHK6vqz7RvPnUvs6xsat+KpqdNRU6e7YhG4CxWV1Vy5kRA9XHFZDT9vT2Xd7gyqaxsA6GNvzvTxvlwX3q/HFNzqDjSmJsy/Zyh/fW87e+Jz+WNfJhMjekZVcT9HH0Z6DGVP1kG+jVvDS1GPGzsk0UVdVYJtMBjYsmUL33//PXv27MHGxoZ77rmHP/3pTzg7O1NYWMhLL73Em2++KQm2EF3EioTfMBgMDHMLxce+Z/yxE8ZVU9vAzrgcNsacJCmjqOm4vbUZ14X3Y+JwT/o6Xrzibk9Y56hSKbE0N8XSvPXLoi6mvkHXYvQ8Mb2QbzckX/GxdleY6ipET3a6sJLV21L4Y19m042qfi5WzJgwgMjBbqhUsmexMfi623LPjYF8/Vsiy36KJ7i/A66OlsYOq138adCt7Dt1mLjTiRzOTWRw36ArP0j0Om1OsJctW8YPP/xATk4OAQEBvPbaa0ydOrXZumsHBwceeOABZs2a1a7BCiGuTmbJKfZkHgRk9FpcG4PBQEp2CRtjMomOzW4aLVIqFYQHOjMpwpOhAX1a9cZW1jk2UpuosLFUNVurGOTjwPo9Gc1G+C/m81+Pcuf1/owI6dur9+YVvcvJ3DJWbjnB9sOn0Osb16H4e9oxc8IAwoNc5HehC5g2zpeDyXkcTS1k8XexvPXYmB5xw8PZ0ombfMex9vhmvolbxSDngHbbulj0HG1OsN99910mTJjAP//5T4YPH37Jdv369ePRR2WNpxBdwfKEtRgwMMIjTNYMiatSUVXHtthsNsacJD2nrOl4XwcLJkb0Y8IwDxxsrn66tWhOpVTw4G0DL7tW3cRESdqpMt78ej8ezlbccd0AxsqonejBkjOKWLH5BPsSTzcdG+LnxMzr/Ajp79Bj1vr2BCqlgqfvDuOJf2/lWGYxy/84zt03BBg7rHZxe9BNbM3YQ1ZpDtsy9jDBZ7SxQxJdTJsT7I0bN+Lm5nbFds7Ozjz22GNXFZQQov2kF2exL/swChTMDL7Z2OGIbkSvN3A0rYBNMZnsOpLTNAVTbaJk9CBXJkV4EuzjIKNFHWTUINfLrlUP9nHglx1prN2ZRlZeOYu+j+W735OZMWEAE4Z5oDaRdaei+zMYDBw6ls+KLcc5mloIgEIBowa6MmPCAHw9bI0boLikPnbmPDw9lEXfHeSHP44zJKAPAZ72xg7rmlmaWTA9aDL/ObySH+N/ZZTHUDRq2YlInNfmBLs1ybUQoutYfvRXAEb3G4aHjeyZK66sqKyGzfsz2RSTSW7h+UrWXn2tuWGEJ1Fh7lhd47pj0Trn1qrHJp0iITmd4ABvwgLdmtaq//mmQG4f58tvu9L5KTqV04VVfLAijv9uPMbt43yZNMITjek11zMVotPp9Ab2xOewcssJUrNLgcZR0fFDPZg+wRf3PlZGjlC0xrgwdw4k5hF9KJvF38XyzjNRZ3dK6N5u8I3k9xPbyKss4NdjfzBTlt+JC7Tqr+4HH3zQ6gsqFAqZGi5EF5FSmMHBnHgUCgUzgicbOxzRhel0eg4mn2FjzEn2J+U1rWvUmpkQFebOpIh++LrbyhRMI1ApFQR726OsySPQ275FITgLrZo7rvfjlrE+bNh7kjXbUigsreHTn4+yfPNxbo3sz82jvXvEm1rR89U36Nl2MItVW09wKr/xBp+ZqYobIjy5LcoXJztZitLdPDx9EIkZheQWVvLZz0d54s4hxg7pmqlVav4UehtLdn/GL8mbuL7/WOy0NsYOS3QRkmAL0YOdG72O9IzA1drFyNGIrii3oJJN+06yeX9ms+2hAr3smRThyZhQVzRmMgLaHWjMTLgtqj83j/bij/1ZrNxygjNFVfxnXRKrtqYwdYwPU8f6YG0hsw9E11NT28DvMSf5aVsKBWeXRFho1UwZ483UMT7NigCK7sVSq+bpu8N4aekuNu3LZFigc4dvx9gZRriHMcDBmxOF6fx49FceDr/X2CGJLqJV75qSk6+8VYgQoms5VpDK4dOJKBVKGb0WzdTV69gTn8vGmJMcSSloOm5tYcqEYR5MivDEw1mmX3ZXahMVN430YuLwfmw/lM2KzSfIPlPBD5uO8VN0CjeN8mZaVH/srGXNoDC+8qo61u5M59cdaZRX1QGNW/3dGunLjSM9ZeZFDzGwvyO3j/Nl1dYUPlhxGH9Pu25fGFOhUDBr8HQWbv43W9N3M3nAePrZylJacZX7YF9OXV1dsy27hBDGcW70epz3SJwtnYwcjegKMnLL2Bhzkq0HsqiorgcaiwUN8evDpAhPhge7oDaRCtQ9hYlKyYRh/YgK82BPfA7L/zhOek4Za7alsHZnGpMiPLl9vC997MyNHarohQpLq/kpOpXf92ZQXasDGncluH28LxOGeWCqliJ9Pc09NwZy6Hg+aadKeeeHQ7wyd2S3L5Lp79ifER5h7M2K5Zu41bwU9bixQxJdQJsT7A8++OCS1cHr6+t57LHHWLZs2TUHJoS4eolnjhOfdwyVUsX0oJuMHY4woqqaenYcPsXGmJMczyxpOu5oq2Xi8H5cH96PPvaSYPVkKqWCMaFujB7kyoGkPH784zjHThbz2650NuzJYMIwD2ZMGICrk6WxQxW9QE5BBau3prB5fxYNusadCbz6WjPzugGMHuQq28z1YGoTJc/eM5SnFm/j8PF81u5M45bI/sYO65r9adBt7D8VR9zpRA7nJjK4b5CxQxJG1uYEe+nSpbi7u3Pbbbc1O67X65k/fz4HDx5sr9iEEFfBYDDw49nR6+u8R+Nk4WDkiERnMxgMHDtZzMaYk+w4fIqausbRIZVSQUSIC5MiPBns16dFsSzRsykUCsKDXBgW6MyRlAKW/3GcIykFbNqXyeb9mYwJdWPm9X549bU2dqiiB0o7VcrKLSfYFXeKszUUCfK2Z+Z1fgwN6CMFFHsJD2cr5twSwserj/DVb4mEDnDCs5u/5rhYOnGj7zh+O76Zb+NWM8g5AKVSbhT1Zm1OsP/2t7+xcOFC+vbtS0REBND4Zu75559n+/btfPrpp+0epBCi9eLzkknKT0GtNOF2Gb3uVUoratl6MJuNMSfJyitvOu7mZMmkCE8mDPPA1koKBfV2CoWC0AFOhA5wIvlkEcv/OM7+xDy2Hz7F9sOniAh24Y7r/fDrZ2fsUEUPkJBWyIrNxzmYfKbp2NCAPsy8zo9gH7kB3BtNHuXFgaQ8DiTl8e/vDrL4qUjUJt17ScD0oJvYlr6bzNJTbMvYywSfUcYOSRhRmxPse+65h+zsbB5//HH++9//0r9/f15++WXWr1/PRx99RHh4eEfEKYRohQtHryf2H4u9ua1xAxIdTq83EHcin40xJ9l7NJcGXePQkKlaxZhQVyZFeBLkbS+jQ+KiAjzt+fsDI0g7VcryzcfZfSSHmITTxCScZrCfE3de70dIf0djhym6GYPBwMHkM6zYfJzE9CIAlAoYHerGjAkD8HGT7Yx6M4VCwRN3Dubxf28lI7eM/6xL4oFbQowd1jWxNLNgevBk/nN4FT/G/8KofkPRmMgN7d7qqoqcPf/885w6dYq5c+cyduxYVq1axeLFi4mMjGzv+IQQbXAoN4EThemYqtTcFniDscMRHSi/uJrNBzLZFHOSM8XVTcd93W2YNMKLyMFuWGil+q5oHR83G16YFU5WXjkrt5xgW2w2h4/nc/h4PkHe9txxvR9h/jKNV1yeTm9gV9wpVm45QXpOGdBYbO+6cA9uH++Lq6Os8xeN7Kw0PHHHEF77IoafolMZFuBMqF/3Lsh6g28UG05s40xlIWuP/cGM4JuNHZIwkquuIv72229z3333sWLFCt544w1uuEHezAthTAaDoaly+A2+UdhqZYSgp2nQ6dmfeJqNMZnEJuc1rWO00KoZH+bOxAhPGRkS18TD2Yqn7w7j7kn+rN6awqZ9mSSmF/F/n+7F192GO673IyK4b7ev/CvaV32Djs37s1i9NYXcwkoANKYqbhzpxW1R/bv9dkyiYwwPduHGkV5s2JPBkh9ief/Z8ViZd9+diNQqNX8aNI139nzGz8mbuM5nDHbyXqxXalWC/fDDD1/ynLW1NRs2bGDDhg1A47SPpUuXtk90QohWO5BzhLTiTMxMzLg1YJKxwxHtKPtMOZtiMtlyIIuSitqm4wP7OzIpoh8jB7liJlvaiHbk4mDBvBmh3DnRjzXbUtmwN4OU7FLe+Go//VysmDlhAGMHu0nF516uqqaeDXtO8vP2FIrKGl+brMzVTB3bnyljvLt1siQ6xwNTgzlyIp+cgko+XBnH838e1q1nyoz0COO3Y16cKMpg+dG1PBR+j7FDEkbQqgT7+PHjlzxnbm7e7Hx3/qUQorvSG/QsP7oWgJsGjMNaY2XkiMS1qqlrYPeRHDbGZJKQVth03NbKjOvD+zFxeD/ZVkl0OAcbLX+5NYSZ1w3glx1prN2ZRubpchZ9H8v3vx9j+oQBTBjmIfun9zKlFbX8ujON33amU1FdD4CDjYZp43y5IcITjdlVT5AUvYzGzIT59wzlufd3sCsuh61BWUwY1s/YYV01hULBrCEzWLj532xJ38VNA8bRz9bN2GGJTtaqV8AtW7Z0dBxCiGuwL/swJ0uy0ZpouMV/orHDEdcgJbuEjTEniY7NpqqmAWgsDjQ00JlJEZ4MC3TGREYNRSezsTTjzzcFMm2cL7/tSuPn6DRyCyv5YMVhftiYzLTxvkyK8ERjKolVT1ZQUs2a6BR+33uS2rPb/7k5WTB9/ADGDZUbLeLq+PWz4+4b/Pl2fTIfr44nyNsBFwcLY4d11fwd+zPCPYy92bF8c3gVtwXdSHF1KXZaGwIdfWULr15A/hIK0c3p9edHr2/2n4ClWff9o9RbVVTXEx3buL1W2qnSpuPO9uZMjOjH9eH9ZA2j6BIstWruvN6fW8f2Z8Pek6zZdoKC0ho+/ekoK/44wa1R/Zk8ygtzjRTY60myz5SzemsKWw9mNe1U4ONmw8zrBjByoCsqWZMvrtGMCX4cTDpDUkYRi7+P5c15o7v1EpQ/DbqVfacOE5eXRFxeUtNxB60ts8PuIMJ9iBGjEx3tqhLsuro6Vq9ezb59+yguLubll1/Gy8uLP/74A39/fzw8PNo7TiHEJezOOkh2WS4Wai03+11n7HAEjZV0E9KLSMioQq8pIixQ2+INqMFgICGtkI0xJ9kVl0Ndgx5orLg7amBfJkV4MtDXUYpJiS5JY2bCbWeT6c37M1m5NYUzRVV8/VsiK7ec4JaxPkwd6yNrcLu5lOwSVm4+we74HAxniyqG9Hdg5gQ/hvg7ybJA0W5USgXP/CmMJxZtIymjiJVbT3Dn9f7GDuuqnSw9hd6gb3G8sLqERbuWMX/0g5Jk92BtTrCLioq47777OHHiBI6OjhQWFlJZ2VgxcvPmzezcuZP/+7//a+84hRAXodPrWJHQOHo9NWAiFqbmRo5I7D6Sw7Kf4iksrQFg1e4iHGwSePC2gYwa5EpxeQ1b9mexad9JTuVXNj3O08WKSRGejBvqgbWFJCWiezBVq7hplDcTIzzZfiib5X+c4FR+Bf/deIyfolO4aaQ3t0X1x85aY+xQRSsZDAaOphayYvNxDh3Pbzo+PMiFmdcNIMDL3ojRiZ7MxcGCh28fyJL/HuK/vx9jiF8f/PrZGTusNtPr9XwVu/yybb6KXUG4a6hMF++h2pxgv/3225SVlbFq1Sr8/f0JCTm/MXxERASffvppuwYohLi0HSf3kVt+BitTC24aMN7Y4fR6u4/k8ObX+1scLyyt4c2v9+PXz5bU7FJ0Z/fX0piqiBzizqSIfvj1s5PRINFtmaiUTBjWj6gwD/bE57D8j+Ok55SxelsKa3emMSnCk2njfeljJzcBjelys2v0egP7E0+zYssJjp0sBkCpVBA52I3pEwbg1dfamKGLXmL8UA/2J+axMy6Hxd8f5J2nx3W7onlJBSkUVpdctk1hdTFJBSkE9/HrnKBEp2pzj922bRvPPvsswcHB6HS6ZuecnZ05ffp0uwUnhLi0Br2OVQnrALglYBJatYwQGZNOb2DZT/GXbXM8swQAf087JkV4MibUVdaqih5FpVQwJtSN0YNcOZCUx49/HOfYyWLW7kpn/Z4MJgzzYMaEAVIB3wguNbvmL7eEUK/Ts2rLCU6eLgdAbaLk+uH9uH2cb7cuNiW6H4VCwbwZoSRlFHEqv5LPf03g0Rmhxg6rTYqrS6/cqA3tRPfT5gS7oqICV1fXi55raGhokXQLITpGdPoe8ioLsDGz4oYBUcYOp9dLTCtseuN6OU/cOZiJwz07ISIhjEehUBAe5MKwQGeOpBSw/I/jHEkpYNO+TDbvz2TMYDfuuM4PTxkV7RSXm13z1jcHmr7WmpkweZQXt0bKtH5hPFbmpjx9dxgLPt7Nhj0ZDAvoQ0RIX2OH1Wp2Wpt2bSe6nzYn2O7u7hw+fJiRI0e2OHfkyBG8vb3bJTAhxKU16BpYlbgegFsDb0BjYmbkiERR2ZWTawBTE1UHRyJE16FQKAgd4EToACeSM4r48Y/jHEjKY/uhU2w/dIqIYBfuuN6vW66z7C5aM7tGoYA/3RDAlDE+WGplVo0wvtABTtwW1Z+folN5b/lhPuhn121u+gQ6+uKgtb3sNHE7TeOWXaJnavPK+qlTp/Lpp5/yxx9/YDhbUlKhUHDkyBH+85//cOutt7Z7kEKI5rak76Kgqgg7jQ2T+o81djgCqKqpb1U7+27yBkGI9hbgZc/LfxnBu8+MY3SoKwoFxCScZv672/n7J7s5mlpg7BB7hJraBjJPl3EgKY/1u9NZ/P3BK86uMRgg2NtBkmvRpcyaHIhXX2vKKut4b/nhpryjq1MqlcwOu+OK7crrKjohGmEMbR7Bnjt3LrGxsTz22GPY2DRObXjggQcoKSlh7NixzJo1q92DFEKcV6erZ3XiBgCmBd2IqYlUnDamyup6vl2fxNpd6Vds62irJcjHoROiEqLr8nGz4YVZ4WTllbNyywm2xWZz6Hg+h47nE+zjwB3XyRZQl2IwGKisrudMcTV5RVXkF1dxpriaM8Xn/11WWXdV127tLBwhOovaRMWz9w7l6SXRHEjKY93uDG4e3T1myka4D2H+6Af5KnZ5s5FsO40N9foGimtKeT36fV4e/xSWplLnoKdpc4KtVqv59NNPWbduHdu2baOwsBA7OzvGjRvHzTffLOXmhehgf6TuoKi6BAdzO67zGW3scHotg8HAzrgcPvs5nqKyWqBxBCghvfCSj5l7a0iL/bCF6K08nK14+u4w7p7kz+qtKWzal0lCWiEvp+3B192GO673JyLYpVftBW8wGCgpr+XM2WQ5v7iKvKLz/z5TXE11bcMVr2OhMcHJzpw+duYolbD36JUL0MrsGtEVebpYM3tKEJ/+dJQvfjnKIF9HPJytjB1Wq0S4DyHcNZSkghSKq0ux0zZOC8+rLODvWxZxsiSbN6M/YMG4J6VQbQ9zVXXvFQoFN998MzfffHN7xyOEuIzahjrWJP0OwPSgm1CrZDqfMZwurGTp6iPEJp8BwNXRgnnTQwn1c2pRqRcaR67n3hrCqEEXLxApRG/m4mDBvBmh3DnRjzXbUtmwN4OU7FLe+Gof/VysmHmdH2NDXVGpuv8NfJ1OT2FpTbME+twI9JmiKvJLqqlv0F/xOjaWpvQ5m0A72WnP/ltLH3tznOzMm0311ukNPPD6xstOE5fZNaIrmzLahwOJeRw6ns+/vzvIv5+IRG3SPV4PlEpli624+lr1YWHUE/zf1iWcKMrgrR0f8WLkY5jJjMQe46o3lktNTWX//v0UFxczY8YMnJycyMvLw8bGBo1G7sII0RF+T4mmtKYMJwsHxnm1LDQoOlZ9g54121L4cdMx6hr0mKiUzLxuADMmDMBU3Vi8bNQgVyJC+hKbdIqE5HSCA7wJC3STkWshrsDBRstfbg1h5nUD+Hl7Kr/tSifzdDmLvjvI9xuSmXHdAMYP9ejSb6zrG3Tkn02Y84rOJdDnk+mC0hr0+suvI1UqGkeTz41A97HXNkumney0aExb//ZNpVTw4G0DL1pF/ByZXSO6MqVSwZN3DeHxf28j7VQp3/+ezH03Bxk7rGvSz9aNl6Ie59Wt75CYf4LFu5fx19EPY6LqXnt+i4tr8/+iTqdj4cKFrFmzBoPBgEKhIDIyEicnJ15++WUCAwN58sknW3291atX8+KLL7Y4PnfuXJ599tmmr6Ojo1myZAmpqam4uLgwe/Zs7rnnnhaP+/zzz/nuu+/Iz8/Hz8+P5557joiIiGZtKioq+Ne//sXvv/9OXV0dERERLFy4EDc3tzb8JIToXDX1NfycvBGAGUGT5UW4k8WnFrB0VRxZeY1FSUIHOPLI9FDcLrKfr0qpINjbHmVNHoHe9vLGVYg2sLE0Y9bkIG4fP4DfdqXxc3QauYWVvL/8MP/deIzbx/kyaYQnZurzFfl1egOJaYUUldVgb60hyMehQ37vqmrqmxLoC6dwnztWXF57xWuYqBQ42TYfeXayM8fZvvGYo60Wk3YerR81yJUX7wuX2TWi23Kw0fLYzFDe/Ho/q7aeICygDwP7Oxo7rGvS396TFyLn8Y/o9zmUm8C7e7/gqZEPoFLKbiPdXZvfoS9dupS1a9fy3HPPMXbsWKZMmdJ0buzYsaxZs6ZNCfY5n332GVZW59dUODs7N/370KFDzJs3j1tvvZUXXniB2NhYXn/9dUxNTZk5c2ZTu88//5wlS5bw9NNPExQUxIoVK5g7dy4rVqzA39+/qd38+fNJSEhg4cKFWFpa8t5773H//ffzyy+/yOi76LLWn9hGeW0FLpZORHpFXPkBol2UVtTy5doENu/PAsDW0owHbgkmKsxdijAJ0YEstWruvN6fW8b25/e9GazZlkJBSTXLfopn+R/HuS2qPzeN8uLw8fwWiaODjYYHbxvYpsTRYDBQXlXPmaKq/5nCfXYad1EVFdVX3i3AzFR1PmluNoW7cTTazkpjlHXlMrtGdHejBrkycXg/Nu3LZMl/Y3lv/vhuX/k+0GkAfx3zMG/tWEpM9iGW7vuGeRGzUCq67kwdcWVtTrDXrFnDvHnzuP/++9HpdM3Oubu7k52dfVWBBAcHY29vf9FzH374IUFBQbzxxhsAjBgxgtzcXN59912mT5+OUqmkrq6OpUuXMmvWLB544AEAhg8fztSpU/n4449ZsmQJAHFxcWzbto1ly5YRFRUFgJ+fHxMnTmTNmjXcfffdVxW/EB2pqr6aX45tAmBG8M1yd7MT6PUGNu/P5Mu1CZRXNb6pvnGkF/dNDsTSXNZJCdFZtGYm3Bbly+RR3mzen8nKLSc4U1zNV78l8sOmY9TU6Vo8prC0hje/3s+L94U3Jdl6vYHi8poLpnBXtRiNvti1/pelVn1+7bP92bXPF0zhtrYw7bI332R2jeju5t42kKOpheQWVvLxqiM8e+9QY4d0zUJdgnh61F9YtGsZ20/GYGZiyl+G3t1lX0fElbU5wc7Ly2Pw4MEXPWdmZkZlZeW1xtRMXV0de/fubTZdHBr3416+fDmJiYmEhIQQGxtLeXl5sxF1lUrF5MmT+eKLL5qms0dHR2NtbU1kZGRTO1dXV8LCwoiOjpYEW3RJ645vobKuCjcrF8b0Czd2OD3eydNlLF11hIS0xorgXn2teXRGKAFeF78JKIToeKZqFTeN8mZihCfRsdks/+M4OQWXf8+x+L+xrN2ZRkFJDfkl1TTorlxAzNbK7H9GnrU42Zs3/dtc071HzITozrRmJjxzTxjPf7CT6EPZDAtyZlyYu7HDumbhbqE8FjGb9/d+yabUHWhMzLg39HZJsrupNifYDg4OZGVlMWLEiBbn0tPTcXFxuapApkyZQnFxMa6urtxxxx385S9/QaVSkZmZSX19PT4+Ps3a+/r6Ao3F1kJCQkhNTQVo0a5///5UVlaSl5eHi4sLqampeHt7t+iwvr6+7Ny586piF6IjVdRVsvbYZgBmhshWeB2ppq6BHzcdZ822FHR6A2amKu65IYBbxvr0iArGQvQEJiol14X3w8FWy8KPd1+2bW2djvjU81vnKRXgYKttGm1uTKQvqMBtq20qWCiE6JoCPO2563o/vt94jI9XxRHkZU8fe3Njh3XNxniGU9tQyycHvuPXY3+gVWuYESw7NnVHbU6wo6Ki+Pjjj4mMjMTRsbG4gEKhoLy8nG+++Ybx48e36XpOTk48/vjjhIaGolAo2LJlC++88w55eXn8/e9/p7S0FABra+tmjzv39bnzZWVlmJqatlhDbWNjA0BJSQkuLi6UlZU1W+t94fXOXetqGQwGqqqqrukawriqq6ubfe4K1iRvoKq+GnervgxyCJA+1kEOHc/n81+TyS9pXMc5LMCJ+2/2x9FWS23tpbe3uZSu2JdE9yX9qaX8wrJWtZsY7s6ogc442WmxtzK77M2yhvpaGq68zLpbk74k2osx+9KUUe7sTzrNiaxSFn13gIX3DzVKbYP2NrJvGGXBFfw34WeWH12LUq/kxv5Rxg6rw3WH16Vzs6Fbo80J9hNPPMH27duZPHkyERERKBQKFi9ezIkTJzAxMWHevHltut7YsWMZO3Zs09djxozBzMyMr7/+mocffrjp+KWe0IXHL9bGYDC0qt3ljrdWfX09SUlJ13QN0TVkZGQYOwQAqnQ1/J4RDUC4RTDHko8ZOaKep6xKx4aDJSRmNb6oW5urmDzMlgB3M/JzM8jPvbbrd5W+JHoG6U/nlRa17saXq3UNipo8CnKh4Bp/n3sS6UuivRirL900WEtGbhmJGcV8vmYfY4Ksr/ygbqAfToy1H8qOooP8kPgLxflFDLYJMHZYnaKrvy6ZmrauBk+bE2xHR0dWrlzJe++9R3R0NCqViuTkZMaPH88TTzyBra1tWy/Zwk033cQXX3xBUlJS09ZZ/zu6XFbWeOf63Ei2tbU1tbW11NbWYmZm1qLduZFsa2trcnNb/oUtKytrMUreVmq1umnquuieqqurycjIwMvLC61Wa+xwWJ64ljpDPZ7Wbtwy7EZZi9OO9HoDG2Ky+PGPFGrqdCiVCm4e2Y8Z433QmF37FmhdrS+J7k36U0v+/gZ+3b+DorJLb43lYGPGjZGDe8TIVnuRviTaS1foS3Uqez7+KZGt8eVcNzIQH9eekWQHGAKwSrZmXcpWNubvwtO9H6Pcu39Bt0vpCn3pSlJSUlrdtlXvIr/99lsiIiIYMGAA0Jhkv/rqq1cXXRv169cPtVpNWlpas8Jk555k//79m31OTU0lKOj85vOpqalYWFg0bfvVv39/du/e3WKYPyUlpekaV0uhUGBu3v3XgAjQarVG/78sqSljc8YuAO4KvRULCwujxtOTnMgq5sOVcaRmN9648/e049EZoXi72rT79+oKfUn0HNKfmnto2iDe/Hr/Jc8/eNsgLC3ltfNipC+J9mLMvjR5jC9xqcXsic/lw1UJLHk6Co3ptd8k7wruC5uJDj2/p0Tz2eEfsDa3Yrj7YGOH1aG68utSWwa5WlW15/XXX+eWW25h1KhRPPXUU/z3v/8lLS3tqgO8knXr1qFSqQgKCsLU1JQRI0awfv36Zm3Wrl2Lk5NTUzIdFhaGlZUV69ata2qj0+lYv349UVFRTT+UqKgoysrK2LFjR1O73NxcYmNjm7btEqIr+DlpI7W6OnztvQjrG2LscHqEyup6Pll9hPnvbic1uxQLrZp5M0L512NjOyS5FkJ0rFGDXHnxvnAcbJrXX3G01TbboksI0TMpFAoemzkYe2szss9U8NXaRGOH1G4UCgX3h93BOK+R6A16luz5jMO5CcYOS7RCq0ewY2Ji2L9/P9u2bWPDhg0oFAocHByIiIhgxIgRRERE0K9fvzYH8MADDzBixAj8/PwA2Lx5M8uXL2fWrFk4OTkB8Oijj3LvvfeyYMECpk6dSmxsLCtWrODVV19tqqhsamrKI488wpIlS7C3tycoKIgVK1aQlZXF4sWLm75faGgo48aN46WXXuKFF17A0tKSd999Fzc3N6ZNm9bm+IXoCEXVJWxM3Q7AHSFTZWr4NTIYDOyMy+Gzn+ObppOOC3Nnzi3B2FlprvBoIURXNmqQKxEhfUlMK6SorAZ7aw1BPg6yx7MQvYS1hSlP3hXGy8v28NuudIYFOjMs0NnYYbULpULJw+H3UqOrZW9WLG/v+oSXIh8jqI+fsUMTl9GqBHvYsGEMGzYMaCzkFRcXx969e9m3bx9//PEHv/32GwqFAmdnZyIiInjrrbdaHYC3tzcrV67k9OnT6PV6vLy8+Nvf/saf//znpjZDhgzho48+YvHixfz000+4uLiwYMECZs6c2exac+bMwWAw8M0331BQUICfnx/Lli3D39+/WbtFixbx1ltv8corr1BfX09ERATvv/9+iwrkQhjLT4m/U6+rx9+xP6EugcYOp1vLLajk4zVHiE0+A4CrowXzpocS6udk5MiEEO1FpVQw0NfR2GEIIYwkzL8Pt4z14Zcdabz74yHenz8eWyuzKz+wG1AqlTwRcT91DXXE5h7lnzs+4u/jnsLXwcvYoYlLUBjOldm+SnV1dRw+fJhvv/2WTZs2AfTKStrx8fEADBw40MiRiGtRVVVFUlISgYGBRlsDUlBZxBPrXqZB38Dfxz1JiHPvqBzZ3uob9KzedoLlm45T16DHRKXkjusGMH3CgE7Z57Yr9CXRc0h/Eu1F+pJoL12tL9XW63jmnWgyT5cTEezCS/cP71EzAOsa6vjnjo84euYYFqbm/N/4p/G0dTd2WO2iq/Wli2lLrnfVVQBSU1ObRrH37dtHcXExtra2TSPdQoirszppAw36BoL7+ElyfZXiUwtYuiqOrLwKAEIHOPLI9FDcnCyNHJkQQgghOoKZWsWz9wzlmXe2E5Nwmt/3nuTGkV7GDqvdmJqY8tyYh3k9+n2OF6bx+rb3eGXCM7hauxg7NPE/Wp1gp6enExMT07QWu6CgAAcHB4YNG8Zjjz1GeHh40zpqIcTVOVNRwNa0xsrhd4RMMXI03U9pRS1f/JrAlgNZANhamvHALcFEhbn3qLvYQgghhGjJ29WGWZMD+eLXBD775SgDfR171M11jVrDi5GP8srWJWSUZPPqtnd5dcJ8+ljKEpmupFUJ9tixYykoKMDJyYnw8PCmhPpat7USQjS3MnEdOoOeQc6BBDoNMHY43YZeb+CP/Zl8tTaB8qp6AG4c6cV9kwOxNDc1cnRCCCGE6Cy3RvbnQFIeR1IKWPTdQf71+FhMVK3aOKlbsDA1Z0HUE7y8dTGnyk7z2rZ3eeW6+dhrbY0dmjirVb0tPz8fjUbTVDF85MiRklwL0c5yy8+wPSMGkNHrtjh5uowXP9rJ+8sPU15Vj1dfa95+fCyPzgiV5FoIIYToZZRKBU/fHYalVs2JrBJ+2HjM2CG1O2uNFQvHPYmzhSN5lQW8tu1dymrKjR2WOKtVCfaaNWt48sknqays5N///jc33ngjkZGRzJ8/nx9//LFD98QWordYmfAbeoOeIX1D8HP0MXY4XV5NXQNf/5bIk4u2kZhehJmpijlTg3nn6SgCvOyNHZ4QQgghjMTRVsujM0MBWLH5OAlphUaOqP3Za21ZOP4pHLR2nCo7zevR71FZV2XssAStnCIeGBhIYGAgs2fPxmAwkJiYyP79+4mJiWHRokWUlZXh6OhIeHg4w4cP5+677+7ouIXoUbLLctmZuR+AO2X0+ooOJOWxdPURzhQ1/iGJCHbhwWkD6WPXNStPCiGEEKJzjQl1Y/+wPLYcyGLxf2N5f/44zDVqY4fVrvpYOLBw3BO8vGUxGSXZvLH9AxZGPYFGLVsPG1ObFyQoFAqCg4OZPXs2S5cuJSYmhh9//JGwsDA2bNjAa6+91hFxCtGjrTz6GwaDgXC3UHzsPY0dTpdVUFLNm1/v45XP9nKmqApHWy0v3T+cBXMiJLkWQgghRDMPTRtIH3tzzhRV8cmaeGOH0yFcrV1YMO4JLEzNOVGYzls7l1LXUGfssHq1q9qmS6/XEx8f31RV/NChQ1RVNY4kOTg4tGuAQvR0mSWn2J11EJC115ei0+n5bVc6325IorpWh1Kp4NbI/tw9yR+t2VXvNiiEEEKIHsxco2b+n8J48cOdbDmQRXiQM2NC3YwdVrvztHXnpcjHeXXbOyScOc7i3Z/y7OiHMFHJeyRjaNVPXa/Xc/ToUWJiYti3bx8HDx6kuroag8GAnZ0dY8aMaSqAJsXPhGib5QlrARjhEYanrbuRo+l6jmcW89GqOFKzSwHw97Tj0RmheLvaGDkyIYQQQnR1Qd4OzLzOjx//OM6HK+II8LTH0VZr7LDana+DFy+MfZQ3tr9PbO5R3ov5kidHzEGlVBk7tF6nVQn2sGHDmhJqGxsbRo4cSUREBBEREfj7+3d0jEL0WOnFWezLPowCBXcEy+j1hSqr6/lmfRLrdqdjMICFVs19NwdxQ4QnSqXsaS2EEEKI1rlrkj+xx85wIquEd36I5dUHR/XI9xJBfQbw7OiHeWvnR+zNikWjMuPh4feiVPScbcq6g1Yl2OHh4YwYMYKIiAgCAwNRKHpehxTCGH48+isAo/sNw92mr5Gj6RoMBgM7D+fw6c/xFJfXAjAuzJ05twRjZyVFO4QQQgjRNiYqJfPvGcqTi7cRd6KAX3akcluUr7HD6hCD+wbx9Mi/sHj3p2zL2IOZiSlzwu6U/K0TtSrB/uSTTzo6DiF6nZTCDGJz4lEoFMwIudnY4XQJuQWVfLz6CLHHzgDg6mjBvOmhhPo5GTkyIYQQQnRnbk6W/OWWED5cGcfXvyUROsCpxy43G+4+mHnDZ/FhzNf8nhKNmYkZ9wy6TZLsTiLzBYQwknOj15GeEbhaORs5GuOqb9Dx46ZjPPb2FmKPncFEpeRPk/x5/9nxklwLIYQQol3cMMKTiGAXGnR6/v3dQerqdcYOqcNEekUwd1jj1sm/JG9kdeJ6I0fUe0iCLYQRJOenEnc6EZVCyYzgycYOx6jiUwt4YtE2vt2QTF2DntABjnzw1/HcfUMApmopzCGEEEKI9qFQKHj8jsHYWpmRebqcr39LNHZIHer6/mOZNXgG0Diw89uxzUaOqHeQ2u1CGMHys6PX47xH4WzZO0doSytq+eLXBLYcyALA1tKMB24JJirMXaYwCSGEEKJD2Fia8eSdQ3jls738siONoYHOhPn3MXZYHWaK/3XUNNSw/Ohavj68EjMTM67vP8bYYfVoMoItRCdLOHOco2eOoVKquD3oRmOH0+n0egMbY07yyFubm5LrG0d6sfT5CYwb6iHJtRBCCCE61LBAZ24e7Q3Auz/EUlZZZ+SIOtb0oMncEjARgE8PfM/Ok/uMHFHPJiPYQnQig8HQNHp9nc9onCwcjBxR5zqZW8ZHq+JITC8CwKuvNY/OCCXAy97IkQkhhBCiN5k9JYi4E/lkn6nggxWHefG+8B57k1+hUHDPoGnU1NeyMXU7H8R8jZmJGeFuocYOrUe66hHs1NRUfvjhB5YuXUp+fj4AeXl51NTUtFtwQvQ08XnJJOWnoFaacHvgTcYOp9PU1DXw1doEnly8jcT0IjSmKuZMDeadp6MkuRZCCCFEp9OYmjD/nqGYqBTsic9l8/5MY4fUoRQKBXOG3kmkVwR6g54luz8j7nTPXoNuLG0ewdbpdCxcuJA1a9ZgMBhQKBRERkbi5OTEyy+/TGBgIE8++WRHxCpEt2YwGPgx/hcAJvYfi725rXED6iT7E0/z8Zp4zhRVARAR7MKD0wbSx87cyJEJIYQQojfzdbflnhsD+fq3RJb9FE+wjyN9HS2MHVaHUSqUPBL+Z2ob6ojJPsTbOz/mpajHCXQaYOzQepQ2j2AvXbqUtWvX8txzz7F27VoMBkPTubFjx7Jjx452DVCInuJQbgInijIwVam5LfAGY4fT4QpKqnnjq328+nkMZ4qqcLTV8tL9w1kwJ0KSayGEEEJ0CdPG+RLS34HqWh2Lvj+ITqc3dkgdSqVU8eSIOQzpG0ydrp5/bv+I1KKTxg6rR2lzgr1mzRrmzZvH/fffj7e3d7Nz7u7uZGdnt1twQvQUF669vsE3ClutjZEj6jg6nZ5ftqcy71+b2ROfi1KpYNo4Xz56bgIjQvoaOzwhhBBCiCYqpYKn7w7DQmPCsZPFLP/juLFD6nAmKhPmj3qQ4D5+VDfU8I/o98ksOWXssHqMNifYeXl5DB48+KLnzMzMqKysvNaYhOhxDuQcIa04EzMTM24NmGTscDrM8cxinnl3O5/+fJTqWh3+nna883QUc6YGozWTmopCCCGE6Hr62JnzyPTGgl8//HGc5JNFRo6o45mamPLcmEcYYO9FRV0lr0W/R055nrHD6hHanGA7ODiQlZV10XPp6em4uLhcc1BC9CR6g57l8Y2j15MHjMdaY2XkiK6NTm8gPqWA6Nhs4lMK0OkNVFbX8/HqIzz73nbSTpVioVUzb0Yo/3psLN6uPXe0XgghhBA9Q1SYO1FD3NHrDSz+Lpaqmnpjh9ThtGoNL0Y9hqetO6U1Zby27V3yKwuNHVa31+YhpaioKD7++GMiIyNxdHQEGqvSlZeX88033zB+/Ph2D1KI7iwm+xAnS0+hVWuY6n+9scO5JruP5LDsp3gKS8/vFmBlrkavN1BZ0wDAuDB35twSjJ2VxlhhCiGEEEK02cPTB5GYUUhuYSWf/XyUJ+4cYuyQOpylqQULoh7n/7Ys4VT5aV7d9i6vTpiPXQ9eztjR2jyC/cQTT6DT6Zg8eTKPP/44CoWCxYsXM2XKFGpra5k3b15HxClEt6TX61lx9DcAbva7Dkuz7luZcveRHN78en+z5BqgvKqeypoG7KzMeP2hUcy/Z6gk10IIIYTodiy1ap6+OwyFAjbty2RPfI6xQ+oUNhprFo57kj4WDuRV5PPatncpq60wdljdVpsTbEdHR1auXMnNN99MQkICKpWK5ORkIiMj+eGHH7C1te2AMIXonnZnHSC7LBcLtZYpftcZO5yrptMbWPZT/GXbKJUKQnwdOykiIYQQQoj2N7C/I7eP8wXg/eVxFJZWGzmizmFvbsvfxz2FvdaW7LJc/hH9HlV1veO5t7c2J9jQmGS/+uqrREdHc/ToUXbu3Mlrr72Gk5NTe8cnRLel0+uaRq+nBkzE3FRr5IiuXmJaYYuR6/9VWFpDYpqs2xFCCCFE93bPjYH4uNlQXlXHuz8cQq83XPlBPUAfS0cWjnsSazNL0ouzeHP7B9Q01Bo7rG7nqhJsIcSV7Ti5j9yKM1iZWnDTgO5dm6Co7PLJdVvbCSGEEEJ0VWoTJc/eMxRTEyWHjuezdleasUPqNG7WLiyIehILtZZjhWm8vXMpdbqeX/CtPbW5yNmLL754yXNKpRJra2sGDhzI9ddfj6mp6TUFJ0R31aDXsSphHQC3BExCq+7ea5LtrVsXf2vbCSGEEEJ0ZR7OVsy5JYSPVx/hq7WJhA5wwtPF2thhdQovO3dejHyM16PfIz7vGEt2f8r80Q9holQZO7Ruoc0JdkxMDBUVFZSVlWFiYoKtrS0lJSU0NDRgbW2NwWDgyy+/xNvbm2+++aap0rgQvUl0+h7yKguwMbPihgFRxg7nmnn2tUapVFx2ipSjrZYgH4dOjEoIIYQQouNMHuXFgaQ8DiTl8e9vD7L4qUjUJr0jyfRz9OH5sfN4Y/sHHMyJ54O9X/LEiDkolTIB+kra/BN6//33sbCwYPHixcTFxbFz507i4uJYtGgRFhYWfP7553z//feUlZWxePHijohZiC6tXlfPqsT1ANwWeAMaEzMjR3Rt9HoD7/145fVHc28NQaVUdFJUQgghhBAdS6FQ8MSdg7GxNCUjt4xv1icbO6ROFdzHj2dHP4hKqWJ31kE+PvAteoPe2GF1eW1OsP/5z38yZ84cJk+ejErVeAdHpVJx8803M3v2bN58803CwsKYO3cuO3bsaNO1KysriYyMxN/fn/j45hWLo6Ojue222xg4cCATJ07ku+++u+g1Pv/8cyZMmMDAgQOZPn06MTExLdpUVFTw97//nYiICIYMGcLDDz/MqVOn2hSrEJeyJW03BVVF2GltmNh/rLHDuWart6UQk3AaE5WS2VOCcLBpPg3c0VbLi/eFM2qQq5EiFEIIIYToGHZWGp64o3E/7J+iU4g7kW/kiDrXkL4hPDliDgqFgm3pe/jq0AoMht5R9O1qtTnBjo+Px9fX96Ln/Pz8SEpKAiAgIIDi4uI2Xfujjz5Cp9O1OH7o0CHmzZtHUFAQn376KdOmTeP1119nxYoVzdp9/vnnLFmyhHvuuYdly5bh6enJ3LlzOXbsWLN28+fPZ8uWLSxcuJAlS5Zw5swZ7r//fmpqpECTuDZ1unpWJzWOXk8LvBFTk+5dhyDuRD7frEsE4KFpA5k+fgCfL5jEG4+M5tl7hvLGI6P57KWJklwLIYQQoscaHuzCjSO9MBhgyX9jqaiqM3ZInWqERxiPDr8PgA0ntvFD/C9Gjqhra3OCbWlpyd69ey96bu/evVhaWgJQW1uLhYVFq6+bmprK999/z+OPP97i3IcffkhQUBBvvPEGI0aMYN68ecyYMYN3330Xvb5xmkJdXR1Lly5l1qxZPPDAA4wcOZK3334bd3d3Pv7446ZrxcXFsW3bNv7xj38wZcoUxo0bxwcffMCpU6dYs2ZNW34UQrTwR+oOiqtLcTC34zqf0cYO55oUllbz9rcH0BvgunAPbhjhCYBKqWCgryNRYe4M9HWUaeFCCCGE6PEemBqMm5MFhaU1fLgyrteN4kZ6RfCXoXcBsCZpA6vPLocULbU5wZ4yZQqfffYZS5YsISkpiTNnzpCUlMSiRYv4/PPPmTp1KgBHjx6lf//+rb7uP/7xD+666y68vb2bHa+rq2Pv3r3cfPPNzY5PnTqV/Px8EhMbR9diY2MpLy9nypQpTW1UKhWTJ08mOjq66ZcgOjoaa2trIiMjm9q5uroSFhZGdHR0234YQlygtqGONUm/AzA96CbUKrWRI7p69Q16/vn1fkor6vB2tebh2wehUEgiLYQQQojeSWNmwvx7hqJSKtgZl8PWg9nGDqnTTfKN4t7Q2wH4If4X1h3fYuSIuqY2VxF/5plnyM/P55NPPmHZsmVNxw0GAzfffDPPPPMMAEOGDGHs2NatP92wYQPJycm89957JCQkNDuXmZlJfX09Pj4+zY6fm6aemppKSEgIqampAC3a9e/fn8rKSvLy8nBxcSE1NRVvb+8WyYKvry87d+5sVbxCXMzvKdGU1pTRx8KBcd6jjB3ONflybQLJJ4ux0Jjw4n3D0Zi2+aVCCCGEEKJHGeBhx903+PPt+mQ+Xn2EYB8HnO3NjR1Wp7olYCI1DbWsTPiNrw6tQGOiYYJP937f297a/K7Z1NSURYsWMW/ePPbt20dJSQm2traEh4c3W5s9alTrftDV1dX885//5JlnnmmaXn6h0tJSAKytm+87d+7rc+fLysowNTVFo2legMnGxgaAkpISXFxcKCsrw8rKqsX3sba2brrW1TIYDFRVVV3TNYRxVVdXN/vc6sc11PDz2dHrqb7XU1dTS3ddnbPrSC6/7kgD4NHpIdiYK6RfX4Wr7UtCXIz0J9FepC+J9tJb+9LNI9zZn3CaY5kl/Pvb/bw8ZxjKXrZc7mbv8VRUV7AhLZpP9n8LOgMj3IZc9fW6Q18yGAytns151cNS/fv3b9MU8EtZunQpDg4O3H777Zdtd6kndOHxi7U5NzX8Su0ud7y16uvrm4q8ie4tIyOjTe33FB2mvK4SO7U19hUW3bYfnCmp59PfzwAwNtgKc0MBSUkFRo6qe2trXxLicqQ/ifYifUm0l97Yl24crCE9R0HyyRI+Xb2PyGDrKz+ohxmk8OW0dR6Hy5JZFvsdZ3LzGGDheU3X7Op9ydS0dcWLr2neZ1FR0UUrb7u6tq6i8KlTp/jiiy/48MMPqaioAGgaKauqqqKysrJpBPp/R5fLysqA8yPZ1tbW1NbWUltbi5mZWYt2565jbW1Nbm5ui1jKyspajJK3lVqtvmSFddE9VFdXk5GRgZeXF1qttlWPqaqv5oPNjdvGzQyZQrB7cEeG2GGqahpY9kkM9ToDIT72zLsjrNfdkW1PV9OXhLgU6U+ivUhfEu2lt/elehMHPlqdQHR8OdePDKC/m42xQ+p0AYYAPj30A3tOHeSXvC08PfwvBDv5tfk63aEvpaSktLrtVSXYH330Ed988w0lJSUXPd/a0bvs7Gzq6+t58MEHW5ybNWsWoaGhfPvtt6jVatLS0poVJjv3JM+Nop/7nJqaSlBQUFO71NRULCwscHZ2bmq3e/fuFsP8KSkp1zwir1AoMDfvXesweiqtVtvq/8vfjm6hsr4aN2sXJviORqlsc+1AozMYDLy34gA5BVU42mh44b7hWFqaXfmB4ora0peEuBLpT6K9SF8S7aW39qUbR/XnSGoxO+Ny+HBVAu88PQ6NWe+rWfPEqPvR7dax79Rh3tv/JS9FPUGA09XlVF25L7VlpnObM4GVK1fy6aef8uc//xmDwcBDDz3Egw8+iIuLC56enrz++uutvlZgYCD/+c9/mn28+OKLALzyyiu8/PLLmJqaMmLECNavb14Kfu3atTg5OTUl02FhYVhZWbFu3bqmNjqdjvXr1xMVFdX0Q4mKiqKsrIwdO3Y0tcvNzSU2NpaoqKi2/jhEL1dRV8na45sBmBk8pVsm1wA/b09l15EcTFQKnr8vHBtJroUQQgghLkmhUDBvRigONhpO5Vfy+a8JV35QD6RSqnhy5BwGuwRRq6vjzR0fkFZ00thhGVWbs4Hvv/+ehx56iIceegiAiRMn8vTTT7N+/XosLCwoLi5u9bWsra2JiIho9hEYGAhAcHAwwcGNU20fffRRjh49yoIFC4iJiWHp0qWsWLGCJ598simhMTU15ZFHHuGrr77iiy++YO/evTz33HNkZWXx8MMPN33P0NBQxo0bx0svvcRvv/1GdHQ0jz76KG5ubkybNq2tPw7Ry6099gfV9TX0s3FjhMfVF3cwpoS0Qr5c27jd3V9uCSHA097IEQkhhBBCdH1W5qY8fXcYABv2ZLAv4bSRIzIOtUrN/NEPEeg0gOr6Gv4R/T5ZpTnGDsto2pxgnzx5ktDQ0KbEtr6+HgCNRsOcOXNYvnx5+0ZI45ZfH330EfHx8TzwwAOsWrWKBQsWMHPmzGbt5syZw1NPPcU333zD3LlzycjIYNmyZfj7+zdrt2jRIsaNG8crr7zCU089RZ8+ffjyyy9bVCAX4nLKaitYd3wrAHeETEGp6H6j10VlNbz1n/3o9QaihrgzebT3lR8khBBCCCEACB3gxG1RjVOi31t+iOLylvWpegMzE1NeGDsPX3svyusqeW3bu5wuP2PssIyizQsFTEwaH6JQKLC0tOT06fN3auzs7MjLy7umgCIiIjh27FiL41FRUVecwq1QKPjLX/7CX/7yl8u2s7S05LXXXuO11167plhF7/ZL8iZqGmrxtvUg3C3U2OG0WYNOz7++OUBxeS39XKx4bGboNVfSF0IIIYTobWZNDuTw8Xwycst478fD/P2BiF75nkqr1vC3yMd4ZesSTpae4tVt7/LqhPk4WvSu2ZFtHnLz9PRsSqoHDhzIihUrqK+vR6fT8eOPP+Lm5tbuQQrR1ZTUlPH7iW0A3DFward8Ef36t0QS0grRmpnwt9nDe2VhDiGEEEKIa6U2UfHsvUNRmyg5kJTH+j0Zxg7JaCzNLHhp3BP0tepDQVURr257h5Lq0is/sAdpc4IdGRnJ/v37AXjwwQfZu3cv4eHhDB8+nI0bNzJ37tx2D1KIrubnpI3U6uoYYO9FWN8QY4fTZrvicvgpOhWAp+4agpuTpZEjEkIIIYTovjxdrJk9pbH48ue/JJCVV27kiIzHVmPN38c9hZOFA6cr8nkt+j3KayuMHVanaXOC/dhjj/HGG28AMHLkSP773/9y1113cccdd/Dll19KoTDR4xVVl7AxdTvQPUevs8+U8+6PhwCYNs6XUYNat2+9EEIIIYS4tCmjfRji50RdvY5F3x+kpk5HfEoB0bHZxKcUoNMbjB1ip3Ewt2PhuCex09qQVZrDP6Lfp6qu2thhdYo2zQmtra3lp59+YtiwYU17Rg8aNIhBgwZ1SHBCdEVrEjdQr6vH37E/g5wDjR1Om1TXNvDGV/uprm0g2MeB+yZ3r/iFEEIIIboqpVLBk3cN4fF/byM1u5RZ/7eB6tqGpvMONhoevG1grxnccLF0YuG4J3l5y2LSijP5544P+VvU42hMevZ2sG0awTYzM+P111+nsLCwo+IRoksrqCxic9ouAO4M6V6j1waDgQ9WHCYrrxx7azOe//MwVKruV/lcCCGEEKKrcrDRMjHCA6BZcg1QWFrDm1/vZ/eR3rOFlbt1XxZEPYG5WktyQSr/3vkJdbp6Y4fVodr87trDw4OCgoKOiEWILm914noa9A0E9/EjxNn/yg/oQn7blc72Q6dQKhU89+dw7KxlWzohhBBCiPak0xuIjj112Taf/ny0V00X97bz4G+Rj2FmYsaRvCTe2fM5DXqdscPqMG1OsGfNmsWyZcuoqOg9C9WFAMiryGdr+m6gcfS6O0nOKOLzX44CcP+UYIJ9HIwckRBCCCFEz5OYVkhh6eX3wi4oqSYxrXfNCPZz9OH5MQ+jVppw4FQcH8Z8hV6vN3ZYHaLN+/KkpKRQXFzMhAkTGDFiBE5OTi2myS5YsKDdAhSiq1iVuB6dQU+oSyABTr7GDqfVSspr+ed/9tOgMzA61JVbI32MHZIQQgghRI9UVHb55Lqt7XqSEOcA5o9+kLd3fsyuzAOYmZgxN+xukgpSSCxPhQI1Q9xDUCq79xLGNifY3377bdO/N27c2OK8QqGQBFv0OLnlZ9ieEQPAHd1o9Fqn0/P2twcoLK3BvY8lT9wxuFutGxdCCCGE6E7sW7kEr7Xtepow14E8MXIO7+z5nC1pu9ideYCahloAfs3bioPWltlhdxDhPsTIkV69NifYycnJHRGHEF3ayoTf0Bv0hPUNYYCDt7HDabXvfk/mSEoBGlMVL94XjrlGbeyQhBBCCCF6rCAfBxxsNJedJm6hVRPobd+JUXUtIz2GknjmBL+nRDcl1+cUVpewaNcy5o9+sNsm2d17/F2ITpBdlsvOk/uB7jV6vfdoLis2nwDgiTuG0M/F2sgRCSGEEEL0bCqlggdvG3jZNpXV9Xy0Mo76hp5b6Oty9Ho9B07FXbbNV7Eruu0a7atOsHfs2MGiRYtYsGABOTmNpeaPHDlCUVFRuwUnRFew4uhvGDAQ7haKj30/Y4fTKjkFFbzz31gAbhnrw9ghbkaOSAghhBCidxg1yJUX7wvHwab5NHBHWw3jh3qgVMCmfZm8+NEuCkurjRSl8SQVpFBYXXLZNoXVxSQVpHROQO2szVPEq6urmTdvHnv27Glay3n33Xfj6urKF198Qd++fXn++efbPVAhjCGz5BR7sg4CcEfIFCNH0zo1dQ28+dV+KmsaCPSyZ/aUYGOHJIQQQgjRq4wa5EpESF8S0wopKqvB3lpDkI8DKqWCcWHu/OvbAxw7Wcwz70Tz4uzhBHj2ninjxdWl7dquq2nzCPaSJUs4evQo77//PgcOHMBgOL+H2+jRo9m9e3e7BiiEMS0/uhaAER5heNq6GzmaKzMYDCxddYSM3DJsLc14ftYw1CayEkQIIYQQorOplAoG+joSFebOQF9HVMrGwcmwgD4sfiqSfi5WFJXV8uKHu9gUc9LI0XYeO61Nu7bratr8znvDhg08+eSTTJw4EY2m+bQHV1dXcnNz2y04IYwprSiTfacOo0DBHcHdY/R6w96TbDmQhVIBf/3zUBxstMYOSQghhBBC/A9XR0vefnwsIwf2pUGn573lh/lk9REadN1z3XFbBDr64qC1vWwbB60dgY7dZ1vcC7U5wS4qKsLX9+JPVqlUUlPT+/Z0Ez3T8oTG0evRnuG42/Q1cjRXdjyzmGVr4gGYNTmIQb5ORo5ICCGEEEJcirlGzQuzwrnnxgAA1u5KZ+EnuymtqL3CI7s3pVLJ7LA7LttmdtjMbrsfdpujdnZ25vjx4xc9d+zYMdzdu/40WiGuJLX4JLE58SgUCmYETzZ2OFdUWlHLP/+znwadnhEhLtw+vnve8RNCCCGE6E2USgV3TfRnwf3D0ZqZcDS1kKffiSYlu8TYoXWoCPchzB/9YIuRbAetXbfeoguuosjZpEmT+Pjjjxk2bBj+/v4AKBQKTp06xVdffcXtt9/e7kEK0Rn0ej1JBSkklqcSn99YtTDKcwSuVs5GjuzydHoDi747SH5xNX0dLXjqrrCmAoRCCCGEEKLriwjpy6InI3n9ixhyCip5/v0dPH7nEMaF9dzBywj3IYS7hnIo+yiJackE+QQwxD2k245cn9PmBPvRRx9lz549zJw5kwEDBqBQKHjxxRfJzMzE29ubBx98sCPiFKJDxWQf4qvY5S22DOhv72mcgNrgh43HOHQ8H1O1ihfvC8dCqzZ2SEIIIYQQoo08nK1Y9FQUi747yIGkPBZ9d5C0U6Xcd3NQU4G0nkapVDautc6vJ9DRt9sn13AVU8QtLS354YcfePLJJzE3N6dfv35otVoeeughvvvuuxaFz4To6mKyD7Fo17KL7sf3eewPxGQf6vygWulAUh4/bDoGwGMzQ/F27Z7VFoUQl2bQ66jNSkKdk0BtVhIGvc7YIQkhhOggllo1C+ZEMPO6AQCs2ZbCK5/uobyqzsiRidZq8wg2gEaj4cEHH5TRatHt6fV6vopdftk2X8WuINw1tMvdUTtdWMmi7xr36L5plBfjh3oYOSIhRHurTN5LwcYv0JUXYgkUH/mZMisHHCfNwSJghLHDE0II0QFUSgWzJgfh42bDOz8c4tDxfJ55J5oF90fg2dfa2OGJK2hzxvDWW2+RkpLSEbEI0emSClIuOnJ9ocLqYpIKulafr6vX8c//7Keiuh6/frbMvTXE2CEJIdpZZfJe8la9ja68sNlxXXkheavepjJ5r5EiE0II0RnGhLrx9uNj6WNvzunCKp59bzu7j+QYOyxxBW1OsL/77jumTp3KjBkz+OGHHygvL++IuIToFHkV+a1qV1xd2sGRtM0na+JJzS7FytyU52eFozZRGTskIcQ1Mhj06GoqqS85Q01OKvnrP7ls+4JNX8h0cSGE6OG8XW1Y8lQUoQMcqanT8ebX+/l2QxJ6vcHYoYlLaPMU8V27dvHrr7/y008/8X//93+8+eabXH/99cyYMYORI0d2RIxCtCu9Xs/RM8fYlrGXvVkHW/UYO23XWdu8KeYkG2NOolDAX+8dSh87c2OHJMRVMeh11GQloasoRmVph8YjEIWy+94sMhgMGOpq0NdWoq+pRFfT+FlfU9l0rPF4FfqairPHqi44XwW0/g2TrqyQqpSDWPgN77gnJYQQwuisLUx5Ze5IvlybyM/bU/lx03HST5Ux/54wzDVS3LaraXOCbWVlxZ/+9Cf+9Kc/kZqayqpVq/jll1/47bff6Nu3L9OmTeOJJ57oiFiFuCbZZblEp+9lx8l9FF0wLVypUKI36C/5OAetXWN1wy4gNbuEpauPAHDPDQEM8e9j5IiEuDoXri0+R2XktcUGgwFDQ91FkuIqdDUVzRLhxuMVjcnyBckzl3ktaS2FiSmo1BhqK6/YNm/FW6idPNB4BKLxCETrEYiJjdM1xyCEEKJrUamU/OXWEHzcrPlgRRz7Ek8z/93tvHT/cNz7WBk7PHEBhcFguOb5BXq9nq1bt/Laa6+Rl5dHUlJSe8TWrcTHxwMwcOBAI0ciLlReW8GuzANEZ+wltehk03ELU3NGewwjynsEhVXFLN796SWv0VU2u6+oquOpJdHkFVUxLNCZhXMiUPbQLRt6gqqqKpKSkggMDMTcXGYZXOjc2uJLcZ7+16tOsg26+uYJcU0l+toLE+KzCfIFSfG5xFlXUwm6hqt9WucpTVBpLVCaWaDUXPBhZoFSY45KY4FSY3n2mHnTeZXGEqWZOQoTNdUnj5L77ctX9e1V1o5oPQLReASg8QhC7eSOQtG1ijQK45HXJtFepC8Zz4msYt74ch8FpTWYa0x49p6hhAe5GDusq9Yd+lJbcr2rqiJ+ofT0dNasWcNPP/3EmTNn6Nu377VeUohr0qDXcTj3KNsy9nIwJx7d2TWKSoWSIX2DifIawVDXgahVjVNqBjh4M3/0gy32wXbQ2jE7bGaXSK71egOLvo8lr6gKZ3tz5v8pTJJr0S0Z9DoKNn5x2TYFv3+O2tEDQ101uv8ZMb4wYdZdZPq1oaEdtjFRKJslxSrNuSTYEqXGvFnirGqWPDd+KExMUSiu7fdT4xGIysqhRYGzC6msHXCb/Ra1OcepyUqiJjOJ2tNp6MoKqEjYQUXCDgCUGks07v5o+gWh8QjArG9/FCqZUiiEEN3VAA87Fj8dxT+/3k9iehGvfRHDvTcGMvO6Adf890dcu6tKsCsrK1m3bh2rV6/m8OHDqNVqrr/+eqZPn86oUaPaO0YhrshgMJBRkk10+h52Zu6nrLai6ZyXrTtRXiMY4xmOjebiWxtEuA8h3DWUQ9lHSUxLJsgngCHuIV1ma64Vm49zICkPtYmSF+8Lx9Lc1NghCXFVarKSLps0Augqisj+5NqWGp0fGW6eFKtajCi3TJQVphqjv0FRKFU4Tppz2ZF+x4lzMLGyw8Q/Agv/CAD0dTXUnjpOTVYyNVmJ1Jw6jr6mgqqUg1SlNNacUJiYYubq2zStXOPuj9Ksa44YCCGEuDg7Kw2vPzyaT3+KZ/2eDL5Zn0TaqVKevGsIWrNrHkMV16DNP/3nn3+ejRs3Ul1dTXBwMAsXLmTKlClYW8uebKLzFVeXsuPkPqIz9pJVen7bAhuNNWP7hRPlPQJPW/dWXUupVDautc6vJ9DRt8sk14eOneG735MBeOT2QfR3tzVuQEK0UUNZQWPCl32MyhMHWvcglRqVufUlkmJzlBrLxuNNX18w7dpU062LpZ1jETAC5+l/bblW3doBx4kXX6uuNNWg9R6E1nsQAAZdA7V5GY3JdlYyNVlJ6KvKqMlMpCYzsfFBCiWmfTwbk+1+gWjcAzGxsuuU5yiEEOLqqU2UzJsRio+bDZ+sOcKuIzmcyq/gpfuH4+JgYezweq02J9g7duzgzjvv5Pbbb8fPz6/F+aKiIuzt7dslOCEupk5Xz4FTcURn7OXw6UTOlREwUZowzG0Q47xGEOoShKoHvME+U1zF298exGCASRGeTIzwNHZIQlyWQa+jLu8kNdnJZz+OoSsraPN1+t69AK2n7O9uETACc79wSk4cJut4Ah5+wdgOGNzqGwgKlQkaV180rr4QcQsGg4H6ohxqMpOoyW6cVt5QkkddXjp1eemUHVgHgImdy9k13IGN67jt+xp9VF8IIcTF3TjSi34uVrz59X4ycst45p1onvvzMAb7STFcY2hzgr19+3ZMTJo/zGAwsH37dlauXMnWrVs5evRouwUoBDT2seOFaUSn72V31kGq6qubzvk5+BDlNYKR/cKwNO05d+vqG3S89Z/9lFfV0d/dhoemSQE90fXoayqpOXW8KZmuPXUCQ31N80YKJabO3mg8/DFz86Poj6/RVRRf8poqawc0HoEdHHn3oVCqMPMIpL4CzK5xKzOFQoGpgxumDm5YD7kegIbyosY13FlJ1GQlU5eXQUPxaSqKT1NxZBsAKgsbzNwDmiqVm7p494hZAkII0VMEeTvwztNRvPHVPo5nlvDysj3cPzWEWyN95AZpJ2tzgn1hcp2ZmcmqVatYs2YN+fn5qNVqbrjhhjZdb8eOHXzyySekpKRQUVGBs7Mz119/PY899hhWVudLzkdHR7NkyRJSU1NxcXFh9uzZ3HPPPS2u9/nnn/Pdd9+Rn5+Pn58fzz33HBEREc3aVFRU8K9//Yvff/+duro6IiIiWLhwIW5ubm38aYiOll9ZyPaMGLZnxJBbcabpuIO5HVFeEUR6jcDVytmIEXacT38+yvHMEiy1al6YFY6pWt7MCuMyGAw0lOSdT6azk6k7k8X/7t2sNDPHzN0fjXsAGnd/zFwHoDTVnD+vUl9xbbEkb53HxMoey6DRWAaNBi64aZKZSE1WErU5KegqS6k6FkPVsRgAFGoNGne/pnXc//t/LIQQovM52Gh5c94YPloVx+b9WXz+y1FST5Xw2MzBmMn7yE7T5gS7traW9evXs2rVKg4cOIDBYEChUDB79mwefPBB7Ozatm6rtLSUIUOGcN9992Ftbc2JEyd4//33OXHiBF980Vhp9tChQ8ybN49bb72VF154gdjYWF5//XVMTU2ZOXNm07U+//xzlixZwtNPP01QUBArVqxg7ty5rFixAn9//6Z28+fPJyEhgYULF2Jpacl7773H/fffzy+//IJGI28QjK2mvoa92YeIzthLwpnjTcfNTMyIcB/MOK8RBPXxQ9mDt53ZciCL9bszUChg/j1DZR2NMAqDrp7a0+mNCXVWMrXZx9BVlrRoZ2Ln0pRMa9wDrrgt1NWsLRadR6mxwLz/EMz7N+6gYGiopzY39fwod3Yy+ppKqtOPUJ1+5OyDVJi5+JxNuBtHulXmUptFCCE6m6laxZN3DsHHzYbPf0lg28FssvPK+dvsCJzstMYOr1dodYJ95MgRVq5cybp166isrESr1TJt2jRuuOEGHnroISZMmNDm5BpgypQpTJkypenriIgITE1NWbhwIXl5eTg7O/Phhx8SFBTEG2+8AcCIESPIzc3l3XffZfr06SiVSurq6li6dCmzZs3igQceAGD48OFMnTqVjz/+mCVLlgAQFxfHtm3bWLZsGVFRUQD4+fkxceJE1qxZw913393m5yCund6gJ+HMcaLT9xKTfYha3fmtdoL7+BHlNYIR7kPQqHv+DZD0nFI+XBkHwJ3X+zMssGeO0IuuR1dVTs2pxpHpmqxkanNTW257pTTBrK/P2YQ6ADN3P0ws2/7af25tcU1WErqKYlSWdmiucfqz6BgKE/XZpDkAmIbBoKc+P4uarCSqz24PpisvpDbnBLU5JyiN+QUAtaN7Yz/p1zjKbWLTR6YpCiFEJ1AoFNwytj9efa3559cHSMku5Zl3onnhvnCCfRyMHV6P16oEe+rUqaSkpAAwePBgpk+fzuTJkzE3N6e8vLzdg7K1tQWgoaGBuro69u7dy7PPPtsipuXLl5OYmEhISAixsbGUl5c3S9ZVKhWTJ0/miy++aBppj46OxtramsjIyKZ2rq6uhIWFER0dLQl2J8spzyM6fS/bT8ZQWHV+TWZfyz5EekUQ6RWBk0XveSGorK7nza/3U1evY4ifE3dN8r/yg4S4Ck3Frs6OTNdkJ1NfeKpFO6XWqmlkWuMRgGnf/ihN2mebOIVSJYXMuiHF2arjpn08sR56IwD1pWcaC6ed3R6sviC76aP88B8AqKzsz28N5hGIqZOH3FARQogONMjXiSVPR/HGl/tIyynlpaW7eHDaQG4a6SU3PDtQqxLsEydOoFAoiIqK4tlnn8XX17fdA9HpdDQ0NJCSksKHH37I+PHjcXNzIyUlhfr6enx8fJq1PxdDamoqISEhpKamArRo179/fyorK8nLy8PFxYXU1FS8vb1bdCpfX1927tzZ7s9LtFRRV8nuzINEZ+zlRGF603FztZZR/YYxzmsEAxxa/h/1dAaDgXd+iCW3oBInOy3z7xmKStm7fgai4+gb6qjLTT27XVbjGmp9dcsbpGoHt7Mj0/5oPAJQ27v2ut9F0XZqmz6oB/bBamDjzDBdVfnZpQWN08prc1PRlRdRmbiLysRdwLm1+mcLp/ULbNebN0IIIRo525vz1uNjeO/Hw+w4fIqlq46QdqqUh6YNRG0iNzk7QqsS7L/97W+sXr2abdu2ER0dzaBBg5gxYwY33XRTuwUyfvx48vLyABg7diyLFy8GGtdoAy322T739bnzZWVlmJqatlhDbWNjA0BJSQkuLi6UlZU1K5524fXOXetqGQwGqqqqrukaPZVOryM+/xi7sg5wKC+BBn0DAEqFkhAnf8Z4DGOwczCmKjUA1dXVl7tchzn3fY3x/X/ekcHeo6cxUSl46o6BqJU66U/dmDH7EoCuspT6nOPU5Z6gPucE9XnpoNc1b6RSo3bxwdR1AGpXP0z7+qLUnn99bAAajBS/aM7Y/antVCjcg9G6B6MdCYb6WupOp1F/6hh1OcepzzmBvraK6tRYqlNjKYbG/ujsjambP6Zufqj7DkCpaV39CYNeT92pY+grS1Ba2GLq5o9C2XPrdFyL7teXRFclfal7efT2QDz6mPPfTSf4fe9J0nNKeOauUOyszIwdWrfoS+dmQ7dGqxLsWbNmMWvWLOLj45vWYS9cuJA33niDqKgoFArFNY9wLFu2jKqqKlJSUvjoo494+OGH+fLLL5vOX+r6Fx6/WJtzeyRfqd3ljrdWfX09SUlJ13SNnuZMbSHxZSdIrEihSnd+6x4nUztCrAYQZOWLpYk5lEJqaYoRI20uIyOjU79fel4N/93SuFfwjWE21JfnkJSU06kxiI7RKX3JYEBZkY9JcTYmJacwKclGVdVyGyy9qQUNdu402LrTYOeOztoFzk3RrQUysjs+VnFNOvu1qd3Z+Dd++OtRlZ/BpDgTk+IsTIqzUdZVUp9znPqc41Tub6xNr7PqQ4OdR2O/teuHQdPyBrn6dDLmSZtQ1p6fkaE3s6IqcCL1LgGd+OS6l27fl0SXIX2p+/BzhD9FObJqVyHHM0v56/s7uXOsA+6Oxk+yoev3JVPT1s2yalMV8YEDBzJw4ED+9re/NVUS//333zEYDLz00kvceeedTJs27aqKnQUENP4RDAsLIygoiOnTp7Np06amqeD/O7pcVlYGnB/Jtra2pra2ltraWszMzFq0OzeSbW1tTW5ubovvX1ZW1mKUvK3UanWHTJ/vbkpry9mbHcvO7ANklZ1PEq1MLRnhNoQxHsPoZ+3WJaedVldXk5GRgZeXF1pt51RaLCqrYcnPMRgMEDm4L/dODe6SPxvRNh3Zl/T1NdSfTmscoc45QX1uCoba/53toMDE0R113wFNI9QqGyfpW92UMV6bOl5w078MBgO6krzG0e1Tx6g7dRxdyWlMys9gUn4GMg8CoLJ2Qu3m1zjK7epHfdEpSg+vbnFlZW05lodXYzvlCTQDwjvtGXUHPbMvtS+ZEdE60pe6p8BACB9cyb+/iyM7v5KvNhcw95YgxoW5Gi2m7tCXztUja402b9MFYGZmxm233cZtt91GZmYmK1eu5KeffuJf//oX7777LnFxcVdz2SaBgYGoVCoyMzOZMGECarWatLS0ZoXJzj3J/v37N/ucmppKUFBQU7vU1FQsLCxwdnZuard79+4Ww/wpKSlN17haCoUCc3Pza7pGd1Wvq+dgTjzbMvZyODcBvUEPgInShKGuA4nyGsHgvsGYdJOCNlqttlP+L+sb9Ly34iCllXV49bXm8TvD0Jhe1a+l6KLaoy81lBWeXTedTE3WMery0uHs79g5CrUGM7cBTQXJzNz8ULVyeq3oPjrrtckoLHzAzQfCGwunNVQUny2a1riOuy4vA11ZPrqyfGqSdp190OVvGJVv/w67gWOkmNpF9Oi+dA0qk/e23ELQygHHSbKF4KVIX+p++pubs+ipKJb8N5a9R0+zdE0C2QXVzJkajInKeDeTunJfassAxTW/k+/Xrx/PPPMMTz31FNHR0axatepaL8mhQ4fQ6XS4u7tjamrKiBEjWL9+PbNnz25qs3btWpycnJqS6bCwMKysrFi3bl3TMZ1Ox/r165umsQNERUXx4YcfsmPHjqaEPTc3l9jYWBYsWHDNsfcmBoOBlKIMotP3sivrAJV150fQfO29iPIaweh+w7A0kzf5l/LV2gSSMoqw0Jjw4uxwSa57CINeR21WEuqcBGotQTtgcKvf4Bv0OurOnGwqRlabfYyGsoIW7VRWDo1bJ53dLsvU2VOSCNGjmFjaYRk4EsvAkQDoa6upOXXs/H7cWcfgbD2PS9GVFVK49TssfAZjYtsHE2sHFGdrfQjxvyqT95K36u0Wx3XlheStehvn6X+VJFv0GOYaNS/eN5wfNx3j+43H+HVHGhk5ZTw/axg2ll1jynh31W7v5pVKJePHj2f8+PFtetxjjz1GSEgI/v7+aDQakpOT+eyzz/D39+f6668H4NFHH+Xee+9lwYIFTJ06ldjYWFasWMGrr76K8uyUHVNTUx555BGWLFmCvb09QUFBrFixgqysrKaCaQChoaGMGzeOl156iRdeeAFLS0veffdd3NzcmDZtWnv9OHq0gqoitmfEsD0jhpzyvKbj9lrbpq213K37GjHC7mH7oWx+2ZEGwFN3h+HqaGnkiER7uHD0wxIoPvIzZZcZ/dDXVFKTc+LsdlnJ1OScwFBX07yRQomps1ez7bJMrB075wkJ0UUozbSY+wzG3GcwAOXx28j/5f0rPq5s78+U7f357FcKVJZ2mNg4YWLjiImNE2obp7NfN34oTbvm9ETRsfS6egp+/+yybQo2fYG5X7jczBQ9hlKp4O4bAvB2s2Hx9weJTy3gmXeieen+CHzcbIwdXrdl9OGyQYMGsW7dOpYtW4bBYMDNzY077riDBx54oGkh+ZAhQ/joo49YvHgxP/30Ey4uLixYsICZM2c2u9acOXMwGAx88803FBQU4Ofnx7Jly/D3b76X8KJFi3jrrbd45ZVXqK+vJyIigvfff79FBXJxXk1DLfuyDxOdsYejeccx0Fg8zlSlZrj7EMZ5jSCkj3/TDQ9xeZmny3h/+WEAZkwYwIgQuSHRE1xp9KPP7c9i1ten2d7TdWcy4ezv0zkKM3M0bn4XTPceIG/6hfgfrb3JZNq3P4a6GhpK8zE01KGrKEJXUUTtqWMXba/UWjVLuNU2TphYn/3a1gmlxlJqGXQjBr0OXVUZuvJidBXFNFQUNX4++/X5YyUtlt78L11ZITVZSWg9QzoneCE6yYiQvvz7iUhe/3IfuQWV/PX9HTx552Aih7gbO7RuSWE4V2ZbXJP4+HigsRBcT6E36EnKTyE6fS97s2OpaahtOhfkNIAorxFEeAzBXN1z3vhXVVWRlJREYGBgh60BqaqpZ/6728k+U8EgX0defXAkKiOudxHtw6DXkfnBI83W7bWgUMBFXnJNbPs0TfU2c/fH1MlDRkhEM53x2tTdtOZ3TmXtQL9Hl6JQqjAYDOirymgozae+LJ+GknwaSi/4KMtHX1N5xe+rMNU0JtvWLUe/TWz6oLK0QaHouq/pPaUvGfQ6dJWlZ5Pls0nz2YRZV15EQ0VJ478rS66YOLeFdcQtOIz/kyw1oOf0JXFeRXU9b397gNjkMwBMH+/LnycHoVJ27E3F7tCX2pLrGX0EW3Q9p8vPEJ0Rw/aTMeRXnn/j4mzhSJT3CCI9I+hjKdNTr4bBYOC95YfJPlOBg42Gv947TJLrHqImK+nyyTU0JtcKJWZ9+6Nx98fMIwCNWwAmVm3feUGI3k6hVOE4ac5FZ42c4zhxTtPNKoVCgcrCBpWFDWauF9/xQ19b1ZiAl5xpSrobE/ACGkrz0VWWYKiroT4/i/r8LC66Y6vKBBNrx4sk340JuImVPQqVvP26FIOuAV1l6f8kyxeMNp9NpnVVZW1InM/+31vaYWJlj8rSrvHflnaozn7dUHKGM2sWXfFKZTG/UHFkK5ZBo7EMicTMzU9mNIgew1Kr5u8PjOCbdYms2prCqq0ppOeU8dd7h2Jp3rotqoQk2L2CXq8nqSCF4upS7LQ2BDr6tpjKXVlXxZ6sg0Sn7+VYYVrTca1aw0iPoYzzGoG/Y3/5I3KNft6exq64HFRKBS/MCsfWSopIdHcN5UVUp8dRduiPVrV3vHke1qFtq1UhhLg4i4AROE//a8uqz9YOOE5se9VnpZk5pn08Me3jedHz+vpaGsoKzybdZ5qPgJfm01BeBLoGGopP01B8+uLfRKFEZWV/PgG3djyfgNv2wcTaEaW6Y/42XEsBxmv+3roGdJUl5xPkC6Zpn5uirasoQldZxv8um7kkhfJs4myPiaVtU7Jsci6BPpdMW9hc8XkaXLxRWTlc9kapwlSDwsQMfVUpZQc3UHZwAyZ2LlgGj8UyJBJTB+NtcyREe1EpFcyeEkx/N1ve+fEQscfO8Mw723lpznA8Xa5tS+PeQhLsHi4m+xBfxS6nsLqk6ZiD1pbZYXcwzHUQR/KSiE7fy/6cI9Tr6oHGu/yDnAOJ8hrBcLdQTE3kjlV7SEgr5Mu1CQA8cEsIAV72Ro5IXA19fS01mYlUp8dRlRZHfX5mmx6vtnXqoMiE6J0sAkZg7hfeOIukohiVpR0aj8AOSRyVajNMHVwvmUgZ9DoaygsvOv383Ei4QVePrqwAXVkBZCVd9DoqC5vz677/50Nt44TyKrbga2sBxtYyNNTTUFncmCBfMNp8fo1z4zF9VVnrL6pQorK0PZson02arc6NOp9Nmq3sUJlbt9v/c2tmRPSZ+jjmfuFUpx+h4uh2Ko/F0FB8mpKdKyjZuQIz1wFYhkRiGTQalYUUiBLd29ghbrg7W/L6FzHkFlby1/e28/TdQxk5UOoGXYmswW4nXXENdkz2IRbtWnbJ8+ZqLVX15ye4eVj3Jcp7BGM8h2Ovte2ECLuejloDUlxWw1NLtlFUVkvkEDeevWeozAboJgwGPXV5GVSnH6E67TDVWUmgu3BrIAVmfX3QeA2iPG7zZd9EXrgeVIi26A7r08SVGQz6xunP/zvyXZpP/dnPhrqLTjxvRmlmftHk28TaCbVtH5Tm1s3+xlyqAOM5F9t+St9Q1zSq3FBRfEGRsOKzheIak2h9dXnrfwBK1QUjzLbNkuULk2mVuZXRXicvug/2JWZE6OuqqTy+n4r47VSnx52fsq5QovUZjNXASMz9hnfYjARjk9el3qG0opZ/fXOAIymNW4beNdGfuyf5o2zHddndoS/JGmyBXq/nq9jll21TVV+NpdqcMV7DGec1Am+7fpL0dQCdTs9b3xygqKwWD2crHps5WH7OXdy5ad/VaXFUpce1SJpV1o6Ye4ei9QlF6zUIlbkVABpX31avBxVC9D4KhRKTswkmbn4tzhsMBvQ1FZdIvgtoKD2DvrocfW0VdWdOUnfm5MW/j4lp0zZkKitHKpN2XzauM79+gPmxfegrS5qqbOurK1r/xJQmF52ifeE0bRNLO5TmVl26ABy0bUaE0lSLVUgkViGRNFSUUJm0i4r47dTmplCdGkt1aiwKUw0W/iOwDIlE6xUifwNEt2NjacYrD47ky18T+GVHGj9sOkZ6TinP/CkMc40U+7sYSbB7qKSClGbTwi/lqZF/YVDfwI4PqBf7el0SCWmFaM1U/G12OFoz+bXrapqmfacdpio9jvr8rGbnFWoNWs9gtD6D0XoPQu3gdtGbJO29HlQI0bsoFApUWitUWivMXHwu2kZ/dsuxC6efnxv9bijJR1dRjKGhjvrCHOoLc1r1fQ111VQejW55QmXSNMp8bor2xdY4K7VWPerGsUKpavNWXCaWttiE34xN+M3UFZ6i4uh2Ko5up6HkDBXx26iI34bK0g7L4DGN67WdvXvUz0z0bCYqJXNvG4iPmw0frowjJuE0z763nZfuj8DNydLY4XU58k6/hyquLm1Vu7K6NtyhFm22+0gOa7alAPDknWG497EyckQCLpj2fXaEuuai0777N45Qe4eicfdr9ZYs50Y/Sk4cJut4Ah5+wdh2YiEhIUTPpjTVYOrkgamTx0XPG3T1FxRiy6fyxEGqju294nUtgkZj3j/sguradrLn91UydXDDPupu7CLvovbUMSrit1ORtAtdRTGlMb9SGvMrakd3LEOisAwZg9qmj7FDFqJVrgvvh4ezFW98tY+svArmvxPNs/cOY1igs7FD61Ikwe6h7LStK67R2nai7bLPlPPOD4cAuC2qP6NDpbqoMTWUFTYWJkuPozr9yMWnffsMbkyqPQc2Tfu+GgqlCjOPQOorwKyDii0JIcTFKFRq1HYuqO1cADCx7dOqBNs6bFKbR23F5SkUCjTuAWjcA3CYdD9VqYepOBpN1fED1BdkU7ztO4q3fYemXxCWIZFYBIxEpZXRQNG1+fWzY8lTUbz59X6SMop49fO9/PmmQGZMGCA35M6SBLuHCnT0xUFre9lp4g5aOwIdL74XqLg2NbUNvPn1fqprGwj2ceC+m4OMHVKvo6+roSYzsTGhTjtMfUF2s/MKUw1azxC0Z9dSq+1d5Q+DEKLH0XgEXnH7KZW1AxoPWS7WkRQqNRZ+4Vj4haOvqaQieS8VR7dTczKBmsxEajITKfj9M8x9h2IVEoW5bxgKE1nfKromO2sN/3hkNJ+sOcLve0/yn3VJpJ0q5ck7h6CRpZCSYPdUSqWS2WF3XLaK+OywmS32wxbXzmAw8MGKODJPl2NnZcZzfx6GiUp+zh3NYNBTdzqD6vTDVKXFUZOd3HLat6vv2YR6EBq31k/7FkKI7qo1209JAcbOpdRYYD34OqwHX0dDWQEVCTspj4+mPj+TqmMxVB2LQamxwCJwFJYhYxuLrHXx4nCi91GbKHls5mD6u9vyyeoj7IzLIftMBS/dPxwXh7ZvJdiTSILdg0W4D2H+6Acvsg+2HbPDZhLhPsR4wfVg63alE30oG6VSwfOzwrG31hg7pB7rStO+TawdGwuT+YSi9RqISitr4IUQvY8UYOy6TKwdsR15G7Yjb6M2L6OxOFrCDnTlRZQf2kT5oU2YWDs27q8dEnnJtfdCGMtNI73o52zFP/+zn4zcMp55ZzvPzxpG6AAnY4dmNJJg93AR7kMIdw0lqSCF4upS7LQ2BDr6ysh1B0k+WcRnvxwF4P4pQQT7OBg5op6lcdp3AlVpcVSnx11i2vdAtN6D0PoMRm3fV6Z9CyEEUoCxOzBz9sLM2Qv78fdQk5lIefx2KpP30FBWQMnu1ZTsXo2pszeWAyOxDBqLiZWdsUMWAoBgHweWPBXFP77aR0pWCX9ftoc5U4O5ZaxPr3wfJgl2L6BUKgnu03K/TdG+Sitq+efX+2nQGRg9yJVbI/sbO6Rur3Had3pTQl2TlQz6C6Z9K5SN1b7PrqNunPYtL2tCCHExUoCxe1AoVWi9BqL1Goj+xr9QdeIAFUe3U5V6iLq8dIry0ina/A1ar4GNxdH8I1CaaY0dtujlHG21/PPRMXy44jBbD2bz2c9HSTtVyrwZoZipe9drjbwTFaId6PQG3v72AIWlNbg5WfLEnYN75R279tBQVtCUUFdnxLec9m3jdDahHozWK0SmfQshhOixlGozLINGYxk0Gl1VGZVJuyk/up3a7GONfyfT4yhY/wnm/sOxColE6x0qN5qF0ZipVTx9dxi+7rZ8/msCWw5kkZlXzkuzh+No23tuAslvoBDt4LsNScSdKMDMVMWLs8Mx10jxrNbS11VTc/Jste+LTvvWNlb79gnF3CcUEzuZ9i2EEKL3UZlbYz30RqyH3kh98Wkqju6g4mg09UW5VCbspDJhJ0pzayyDxmAZEomZq6/8vRSdTqFQcEtkfzxdrHnrm/2kZJXw9DvRvHhfOEHevWPppCTYQlyjmKO5rNh8AoDHZw7G08XayBF1bQaDnrrcNKrSj1CdfpiarGMXn/btE4q5z2DMXAfI3XghhBDiAmo7F+zGzsR2zAxqc1OpOBpNRcJO9FVllB1YR9mBdajt+zYVRzu3L7oQnSXUz4nFT0Xxjy/3kZFbxktLd/HgtEHcNNLL2KF1OHnXKsQ1yC2oZMl/YwGYMsabqDB3I0fU8Qx6HTVZSegqilFZ2jVuH3KFdXzNpn2nH0FfXd7svIlNn8ZK3z6haD0HotJaduRTEEIIIXoEhUKBxtUXjasvDtfdR3X6ESqObqfyWAz1RbkUb/+R4u0/Yubm35hsB41CZS4DAaJzuDhY8PbjY3n3x0PsjMvho5VxpGaX8NC0QahNem7BZUmwhbhKNXUNvPn1PiprGgjwtGPO1BBjh9ThKpP3ttzmxcoBx0nNt3k5P+37MNVpcdQXnmp2HYWpFq1XCFrvwWenfbvINDYhhBDiGihUJpj7hmHuG4a+tprK4zFUHN1OdXo8taeOUXvqGIWbvsC8/xAsQyIxHzAMpdrM2GGLHk5jZsJzfx6Gj9sJvlmfxO97T5J5upwX7wvHroduZSsJthBXwWAwsHTVEdJzyrCxNOWF+8J79J04aEyu81a93eK4rryQvFVvYz/+zxgMOqrT4qjJvsi0b1dftN7npn37yrRvIYQQooMozbRYDRyH1cBxNJQXU5G4k4qj26k7nUbViQNUnTiAwlSLRcBIrAZGoukXJFXlRYdRKBTMvM4Pb1cb/v3tAZIyinj6nWj+Nns4/d1tSUgvIiGjCr2miLBALSpl9x50kXe4QlyF3/eeZMuBLJQK+Ou9w3Cw6dmVEQ16HQUbv7hsm6Kt3zT7unHad+MItcYzRKZ9CyGEEEZgYmWHbcRUbCOmUpefRcXR7VQk7KChNJ+KI1uoOLIFlZU9lsFjG4ujOXsZO2TRQw0LdGbRU1H848sYsvIqeO79HWjNTKiorgdg1e4iHGwSePC2gYwa5GrkaK+eJNhCtNGJrGI+WRMPwJ8nBxE6wMnIEXW8mqykZtPCL8XMPQCrkLFovWXatxBCCNHVmDp5YD/+HuzG3U1NVnLjeu2k3ejKiyjd+zOle3/GtE8/LEOisAweg4m140WvY9DrqM1KQp2TQK0laAcMlhFw0SpuTpb8+4lIFny8mxNZJU3J9TmFpTW8+fV+XrwvvNsm2ZJgC9EGZZV1/PPr/TTo9EQEuzB9vK+xQ+oUuoriVrWzGXYjlsFjOzgaIYQQQlwLhUKJtl8Q2n5BOE56gKqUWMqPRlOVcpC6M5kUbfmGoi3fovEMbiyOFjACpcYCaF6PxRIoPvIzZRepxyLEpZiZmlBUVnPZNp/+fJSIkL7dcrq4JNhCtJJOb2DRdwc5U1xNX0cLnr47rNeM0NYX5bWqncrSroMjEUIIIUR7UpiosQiIwCIgAl11BZXJe6k4up2azARqTh6l5uRRCjd8irnfMExsXSjds6bFNc7VY3Ge/ldJssUVJaYVUlh6+QS7oKSaxLRCBvpefBZFVyYJthCt9OOmY8QeO4OpWsWL94VjoVUbO6QOp6sup3DjF1Qc3X7FtiprBzQegZ0QlRBCCCE6gkprifWQ67Eecj31pWeoTNhJeXw09QXZVCbtueLjCzZ9gblfuEwXF5d1pdHrtrbraiTBFqIVDiTl8cOmYwA8OiMUb1cbI0fU8SqP76dg3cfoKktAocR8wDCqju+7ZHvHiXPkD6oQQgjRQ6ht+mA76nZsRk6jLi+Dkt2rqUzafdnH6MoKqclKQuvZ87cuFVfPvpXbc7W2XVcjCbYQV5BXVMWi7w5iMMBNI72YMMzD2CF1KF11BYWbvqQifhsAagdXnKY+jsbN7+L7YFs74DhR1l0JIYQQPZFCocDMxRsL/+FXTLAB6kvz6dl7q4hrFeTjgION5rLTxB1ttQT5OHRiVO1HEmwhLqOuXsc/v95HRXU9AzxsmXtbz74jW5VykPzfPkZXUQQosBkxFbvIu1CqzQCwCBiBuV94Y1XximJUlnZoPAJl5FoIIYTo4VpbZ6Vww2fU5aZiFToBMxefDo5KdEcqpYIHbxvIm1/vv2SbubeGdMsCZyAJthCXteyneFKyS7EyN+WF+8JRm/TMRFJXU0nhpq+oOLIFALV9X5ymPobGPaBFW4VSJVO/hBBCiF5G4xGIysrh8tt2KpQY6msoO7CesgPrMXX2xip0ApbBY1GZW3VesKLLGzXIlRfvC2fZT/HNRrIdbbXMvTWk227RBZJgC3FJf+w7ye97T6JQwLP3DqWPnbmxQ+oQVamHyP/tI3TlZ0eth9+M3bg/NY1aCyGEEEIolCocJ80hb9Xbl2zTZ9rTKM3MKY/bQuWxGOry0inc+DmFm7/Gwm84VqET0HoPkplvAmhMsiNC+hKbdIqE5HSCA7wJC3TrtiPX50iCLcRZOr2BhPQiEjKqOFWRzVe/JQPwpxsCCPPvY+To2p++ppLCP76mPG4zACZ2LvSZ+phUAhdCCCHERVkEjMB5+l+vWI/F3GcwuupyKo7uoDxuC3V56VQm7aYyaTcqKwesBo3HKnQ8ajsXYz0V0UWolAqCve1R1uQR6G3f7ZNrkARbCAB2H8n5nykqRQD0d7Phjuv8jBdYB6lKi2sctS4rAMA6/Gbsx98jo9ZCCCGEuKxz9VhKThwm63gCHn7B2A4Y3GJUWqW1wiZ8Mjbhk6k9nUZ53FYqjm5HV15Iya6VlOxaicYzGKvQCVgEjJT3IKLHMHqCvX79en799VcSEhIoLS3Fw8ODu+++m7vuugulUtnULjo6miVLlpCamoqLiwuzZ8/mnnvuaXG9zz//nO+++478/Hz8/Px47rnniIiIaNamoqKCf/3rX/z+++/U1dURERHBwoULcXNz6/DnK7qe3UdyLllkIfVUKXuP5nbrdSAX0tdWU7j5a8oPbQLAxNYZpymPovUMNnJkQgghhOguFEoVZh6B1FeAWSuKnZq5+GDm4oP9dX+m6vh+yuO2UJ0WR83JBGpOJlCw4TMsg8c0FkZzHYBC0f1HMUXvZfQE+8svv8TV1ZXnnnsOBwcHYmJi+Mc//kFWVhbPP/88AIcOHWLevHnceuutvPDCC8TGxvL6669jamrKzJkzm671+eefs2TJEp5++mmCgoJYsWIFc+fOZcWKFfj7+ze1mz9/PgkJCSxcuBBLS0vee+897r//fn755Rc0mu6535q4Ojq9gWU/xV+2zac/HyUipG+3n7JSnX6E/N8+oqE0HwDrYTdhP/5elKbS54UQQgjR8ZQmplgGjcYyaDQNZQWUH9lGedwWGkryKD+0ifJDm1A7umMVeh2WIZGYWNoaO2Qh2szoCfbHH3+Mvb1909cjRoygqqqK7777jqeffhpTU1M+/PBDgoKCeOONN5ra5Obm8u677zJ9+nSUSiV1dXUsXbqUWbNm8cADDwAwfPhwpk6dyscff8ySJUsAiIuLY9u2bSxbtoyoqCgA/Pz8mDhxImvWrOHuu+/u5J+AMAa93sCp/Ar+2HfysnvwARSUVJOYVshAX8dOiq596euqKdr8DWWxvwNgYtMHpynz0HoNNHJkQgghhOitTKwdsRszA9vRt1OTmdhYGC1pD/UF2RRt/pqird9i7jsUq9AJmPuGSWE00W0YPcG+MLk+JzAwkNraWkpKSrC1tWXv3r08++yzzdpMnTqV5cuXk5iYSEhICLGxsZSXlzNlypSmNiqVismTJ/PFF19gMBhQKBRER0djbW1NZGRkUztXV1fCwsKIjo6WBLuHqq5t4HhmMckZRSSfbPxcUV3f6scXlV0+Ce+qqjPiyV/7EQ2lZwCwDrsB++v+jNJUa+TIhBBCCCFAoVCi9QxB6xmCftIDVCTuojxuC7U5J6g6vo+q4/tQWdhiOWgcVoPGY+robuyQhbgsoyfYF3Pw4EFsbW1xcHAgPT2d+vp6fHyab1Tv6+sLQGpqKiEhIaSmpgK0aNe/f38qKyvJy8vDxcWF1NRUvL29W6zt8PX1ZefOnR34rERnMRgM5BVVkZxRRFJGEckZxWTklqI3NG9nqlbh6mhBRm7ZFa9pb929plHr62oo2votZQfWA413iZ2mPIrWe5CRIxNCCCGEuDilxgLrsElYh02iLj+T8ritlMdvQ1dZQumenyjd8xNm7v6Ne2sHjkZpJgMGouvpcgl2fHw8q1ev5tFHH0WlUlFaWgqAtbV1s3bnvj53vqysDFNT0xZrqG1sbAAoKSnBxcWFsrIyrKxabnRvbW3ddK2rZTAYqKqquqZriLarq9eRllPO8awSjmeWcjyrhNKKui/aPwkAACfDSURBVBbtHG00+PWzwc/DFr9+Nni6WKFUKHh00Q6KymoveX0HGzO8XbTd5v+2LjuZ0o2fojs7aq0dOB6rsXdjMOs+z6EnqK6ubvZZiGsh/Um0F+lLor10eF+ycEQ7aiaaiGnUZsRRfXQ7temHqc0+Rm32MQp//xyNXwTa4CjUbn5SGK0b6w6vS+dmQ7dGl0qw8/PzeeKJJxg4cCBz585tdu5ST+jC4xdrYzAYWtXucsdbq76+nqSkpGu6hriysiodWQW1ZOXXkVVQR25xHXp98zZKJfS1M8XD0RQPJ1M8HM2wNj+3dqeSurJKTpwduL4+1JLlOy6dYF83yJJjx5I75sm0p4Y6tCe2oTl5AAC9xprKkJspdvSGtAzjxtaLZWRkGDsE0YNIfxLtRfqSaC+d05fMwe9GFJ5jMM05iln2YVSVRVQn7qA6cQc6czvq3EKpdRuIQdNyIE10D139dcnU1LRV7bpMgl1eXs7cuXPRaDQsXboUtVoNnB+B/t/R5bKyxuzo3Ei2tbU1tbW11NbWYmZm1qLduetYW1uTm5vb4vuXlZW1GCVvK7Va3TR1XbSPBp2ek6fLm0amj2eWUnCRomQ2lqZNI9N+Hrb4uFphqm5dMYzAQHB3y+OrdceajWQ72Jhx303+RAQ7t9vz6Sh1p45RuvEbdCV5AGhDxmEV+SeZOmVE1dXVZGRk4OXlhVYr/w/i2kh/Eu1F+pJoL0brS4PDMRgM1OemUJ2wnZpje1FVFaM9sQ1tSjSmngMxD47CzGcIChN158Ulrlp3eF1KSUlpddsukWDX1tbyyCOPUFBQwI8//oidnV3TuX79+qFWq0lLS2tWmOzck+zfv3+zz6mpqQQFBTW1S01NxcLCAmdn56Z2u3fvbjHMn5KS0nSNq6VQKDA3N7+ma/R2pRW1HDtZTNLZ9dMnskqoq9c1a6NUgJerDQGedgR62RPgZY+zvfk1zUAYH+5N5FAvYpNOkZCcTnCAN2GBbl1+ay59fS3F276ndN9vgAGVlQNONz+Cef8hxg5NnKXVauV1QbQb6U+ivUhfEu3FaH3JNxRb31D0dXOpTN5DedwWajITqcs4Ql3GEZRaKyxDIhv31nb26vz4RJt15deltuQZRk+wGxoaePLJJ0lOTubbb7/Fzc2t2XlTU1NGjBjB+vXrmT17dtPxtWvX4uTk1JRMh4WFYWVlxbp165qO6XQ61q9fT1RUVNMPJSoqig8//JAdO3Y0Jey5ubnExsayYMGCTnjG4hyd3kBWXvnZQmSNHzkFlS3aWWrVBHjZE+BlR4CnPX797NCatX/XVSkVBHvbo6zJI9Dbvssn1zXZyeT/+gH1RY0zMqxCJ+Bw/WyUGgsjRyaEEEII0TmUphqsBo3HatB46otyGgujHdmGrqKIsv2/Ubb/N0xd+jcWRgsZi0reJ4kOZvQE+9VXX2Xr1q389a9/paamhsOHDzed8/X1xdLSkkcffZR7772XBQsWMHXqVGJjY1mxYgWvvvoqSqUSaEzEH3nkEZYsWYK9vT1BQUGsWLGCrKwsFi9e3HTN0NBQxo0bx0svvcQLL7yApaUl7777Lm5ubkybNq2zn36vUlldz7GTxSSfbBydPnaymOrahhbtPJytmo1OuzlZouziyW5n0tfXUrz9B0r3/goYUFna43Tzw5j7DjV2aEIIIYQQRqO2d8V+/D3YRd1FdVpc497ax/dTdzqVwtOpFG3+Ggv/CKxCJ6DxCkGhUBo7ZNEDGT3BPrc11ttvv93i3H/+8x8iIiIYMmQIH330EYsXL+ann37CxcWFBQsWMHPmzGbt58yZg8Fg4JtvvqGgoAA/Pz+WLVuGv79/s3aLFi3irbfe4pVXXqG+vp6IiAjef//9FhXIxdUzGAzkFFSSlF5E8snG0enMvHIM/7NVltZMhV8/u8YRak97AjztsDRvXQGB3qjm1HHyf32f+sIcACwHjcPh+vtRaS2NHJkQQgghRNegUKow9w3D3DcMXVUZFUe3Ux63mbozmVQk7KAiYQcmNk5Ynh35Vtv2MXbIogdRGAz/m/KIqxEfHw/AwIEDjRyJcdTUNnAiq6RpdDo5o5jyqpZbZfV1sMDfq3F0OtDLnn4u1l1qKnZVVRVJSUkEBgZ2qTUg+oY6irf/SOneX8CgR2Vph+Pkh7EYMMzYoYlL6Kp9SXRP0p9Ee5G+JNpLd+tLBoOButNplMdtoeLodvS157cu1XoNxCr0Osz9h6NUm13mKqIjdIe+1JZcz+gj2KL7MRgM5BdXn187fbKItJwy9Prm92rUJkoGeNgS6GWPv2fjGmo7K5kl0FY1OSmNo9YF2QBYhkTiMGkOKq1sQyGEEEII0RoKhQKzvv0x69sf++tmUXV8H+VxW6hOP0J1RjzVGfEozcyxDB6LVegETPv2l721xVWRBLsX0OkNJKYVUlRWg721hiAfhzaNGtc36EjNLr1gdLqo2XZW5zjYaJrWTQd62ePtaoPaRNa2XC1DQz3FO5ZTsuenxlFrC1scb3oIC//hxg5NCCGEEKLbUqrNsAwei2XwWOpLzlBxZBvlR7bQUJpPWezvlMX+jmmffliFXodl8FhUFjbGDll0I5Jg93C7j+Sw7Kd4Ci/YO9rBRsODtw1k1CDXiz6mqKyG5IzzhchOZJXQoNM3a6NSKvBxs2lKqAM87XGy65r71nVHtTkpnFn7AfX5WQBYBo/FYdIDqMxl1FoIIYQQor2obftgF3kHtmNnUJNxtLEwWvJe/r+9O4+Osrr/OP55ZjKTSTIJZAHCkrCakAQMojGgFRQEcQERSo89UpTNBbF2Q+lR24paq7bSFpBKFRWqrYbFX0Wh1i2KClaDiBAQEiUBAoTsCclkMvP8/giMhrDKkMkk79c5ORzu3HnyHbji88m9z731BwtU8t/nVPL2ckUkXaTI9BEK6zNIhsUa6JLRyhGw27CPvtinR1/4X7P2koo6PfrC//TrmzOUmRavr4sqteObUuV+U6bc3aU6WHq42Xs6OO2Nm5AdmZ3u26ODHHaGj7+ZHrfKPlih8o9WHZm17qC4Mbcpon9moEsDAABoswzDorDe5yus9/ny1FarZtt6VW1+R66iPNVs36Ca7RtkdcYo8vzLFZl+hWwxx5+oAkhIbZTHa2rJq1tO2uePL34mw5Dq3U1npy2GlBgf9e3sdK9odY2N4DmUc8xVlK/iNQtUf7BAkhSReqnirpoha3hUgCsDAABoP6xhTkVdOEZRF46R68A3qvriXVVvyZanulTlH61S+Uer5EhIUWT6CEWkDJXFfvxVnKbXo7rCXHmqy2R1RsuRkMIMeDtAwG6jtuWXNFkWfjzuhsZgHeEIUfKRZd4pvaKVlBitcIetJcqEjsxar1/ZOGvt9cgSHqW4MbfKmTI00KUBAAC0a6Fdeil01FTFjpismp2fqurzd1Sb/7nqCnNVV5irQ28+K2fKpYocNEKh3ZN9E1I12zfo0JtL5akq8V3LGhmruNHTFNF/SKA+DloAAbuNKq08ebg+6pbrUnXD8H6ytKKjstoT14FvVPzvBao/+I0kKaL/UMWNmclmGgAAAK2IYbXJ2X+onP2HqqGyRFVbslW1+W01lO1X1ea3VbX5bdliuykyfaQsDqcOvbG42TU8VSU6sPIJdZk4h5DdhhGw26iYqNM7DispIZpwHQCmp0HlH61S2foVjbPWYZGKGzNTztRLA10aAAAATiIkKlbRl05Qx0tuUF1hbuPGaLkfyV2yT6XvLD/l+w/9d6nCkzJYLt5GEbDbqNQ+sYrt4DjpMvG4jmFK7RPbglVBkuoP7tbBfy9Q/YGvJUnhyZmKG3OrQpwdA1sYAAAATpthGApLTFVYYqq8o6erOvdDVWxcI/ehwpO+z1NZorrCXIX1HNBClaIlcUhxG2W1GLp1/MCT9pl5/YAzOg8bZ8f0elS2foX2PHuP6g98LUuYU53H/0xdJs4hXAMAAAQxS2iYogZdqegfTDyt/tVb18tdtl+maZ7jytDSmMFuwy45v5t+fXNGs3Ow4zqGaeb1A054Djb8r/5ggQ6+tlD1+/MkSeFJGYq7+jaFOKMDXBkAAAD8xXqa93ZVm/6rqk3/lTUyRo7EVIUlpMrRM0222O6c3BPkCNht3CXnd1PmgK7all+i0so6xUQ5lNonlpnrFmJ6PSr/+P9U9sHLkqdBFodTsaOnyTlgGP94AgAAtDGOhBRZI2Ob7B5+LMMeJlunRNUX5clTVaqaretVs3W9JMkSHqWwxFQ5ElPlSEiVvUtPGQaLjoMJAbsdsFoMDewXF+gy2p364kIVv7ZQrqJdkqTwfhcq7prbFRIZE+DKAAAAcC4YFqviRk/TgZVPnLBP57GzFdF/iLxul1x7v1JdQa5qC7fJtWeHvIcrVbN9g2q2b5AkWRwRcvToL0fPNDkSUhUa31uGlQjXmvG3A/iZ6fWoYuNrKsv+l0yPW5bQcMWOni7nwOHMWgMAALRxEf2HqMvEOc3PwY6KVdyob8/BtthCFdZroMJ6DVS0JNPjlqsoT7W7t6muYJvq9uTKW1ejw7s+0+Fdn0mSDJtDjoRkORJSFdYzTaFd+8kIsQXiY+IECNiAH9Uf2qPiNYvk2vuVJCms72B1uuZ2hUSxWzsAAEB7EdF/iMKTMlRXmCtPdZmszmg5ElJOejSXYbU1zlb36C9dOkGm16P6/V+rtnCb6nZvU11hrrx11arN36za/M0qO/Ke0O5Jjc9xJ6YqtEeyLLbQlvugaIaADfiB6fWo4pPXVfbeSzI9bhmh4YobNVXO869g1hoAAKAdMizWszqKy7BYFdqtn0K79ZMyx8k0vXIXF6p291bVFTbOcntqKlRXsFV1BVtVLkkWq0K79pMjMUVhiWlyJPSXJTTcXx8Jp4GADZyl+pJ9Kl6zUK49OyRJYX0GqdO1dygkiufeAQAA4B+GYZG9c0/ZO/dUh4xrZJqm3KX7GpeTF2xT7e6t8lSVyLV3h1x7d6ji41clwyJ7l15NNk6zhkcG+qO0aQRs4HsyvR5V/O+NxlnrhnoZ9jDFXnmLIgeNZNYaAAAA55RhGLLHdpc9truiLhgl0zTVUHHw28BdsE0NZftVvz9f9fvzVfHJGkmSrVPit4E7MZVjY/2MgA18D+7SIhWvWaS6wlxJUljv9MZZ6w6dAlwZAAAA2iPDMGTr2EW2jl0Uef4VkqSGyhLVFTaG7bqCbXIf2iN3cYHcxQWq/GydJMkW0+1I2G5cVs797NkhYANnwDS9qvx0rUrf+ceRWWuHYkferMgLRjFrDQAAgFYlJCpWzrTL5Ey7TJIan9kuzFVtwVbVFeSq/sA3cpfuk7t0n6o+f6vxPR06yZGYdiRwpyokuiv3uWeAgA2cJnfZ/sZZ64JtkqSwXgMVd90s2Tp0DnBlAAAAwKlZIzooov8Q31Fhnroa1RXm+paVu4ry1FBRrOot76l6y3uN73FG+3YpdySmyhaXQOA+CQI2cAqm6VXlZ/9R6TvLZbpdMmwOxY6cosjBo/nHBQAAAEHL6ohQxHkXKeK8iyRJ3vpa1e356sjO5NtUt2+nPNVlqtn2oWq2fShJsoRHyZGQ4gvc9s49T3r8WHtDwAaOML0euQpzZdu3VS6nFHbeIDVUHmqctd69VZLk6DlAna6bJVvHLgGuFgAAAPAviz1M4X3SFd4nXZLkdbvk2rfryAz3VtXt2SHv4Uod3rFRh3dslCQZoeFy9OivsJ5pciSmKjS+jwzr6cXM491/B3tYJ2ADkmq2b9ChN5fKU1Uip6SyL/5PFaER8jbUSx63DFuoYkb8RFEXXiXDsAS6XAAAAOCcs9hCFdYzTWE90yRNkulxy1WU79ulvG7Pdpmuw6rNy1FtXo4kybCFytEjWY6EVDl6piq023myhNibXft499+VkbGKGz3Nt4Q9GBGw0e7VbN+gAyufaNbuddVIkmxxPRT/o1/LFh3f0qUBAAAArYZhtTWG5x7J6njJDTK9HtUf2H1k07RtqivcJm9ttWq//kK1X3/he09o9/MaA3diqhw9klWb//lx7789VSU6sPIJdZk4J2hDNgEb7Zrp9ejQm0tP2sdbX8txBQAAAMAxDItVoV37KLRrHylzrEzTK3fxnsbZ7cJtqtu9VZ6act8mavpQkmFp/DqJQ/9dqvCkjKBcLk7ARrtgmqY8VaVylxXJXbKv8dfSIrn2fy1PVclJ3+upLFFdYa7Ceg5ooWoBAACA4GMYFtk7J8reOVEdLhoj0zTVUFak2t3fBu6GykOS6T3pdYL5/puAjTbDNE15D1ceOcuv6Dtf++Qu2y/T7fre1/ZUl/mxUgAAAKDtMwxDtphussV0U9QFV0qSyv/3ukpPsYJUCt77bwI2go6ntqp5gC7dL3dZkUzX4RO/0bAopGNn2WK6HvnqJq/bpbJ3lp/ye1qd0X78BAAAAED7FNq552n1C9b7bwI2WiWvq7YxPB+zpNtdWiRvbdVJ3mkopEOcL0DbYrrKFt1VITFdZevYudmRAabXo8r/vXHSZeLWqFg5ElL89MkAAACA9suRkCJrZGybvf8mYCNgvG6XGsr2q750nxqazEgXyVNTftL3Wp0xssU2hufvzkiHRHc57jEAJ2JYrIobPe24uxgeFTdqWlBusAAAAAC0Nm39/puAjXPK9LjlLjvQdEn3kVnpU20uZo3ooJBjAnTjjHS8LHaH32qM6D9EXSbO8Z3D5/v+UbGKGxXc5/ABAAAArU1bvv8OeMDevXu3nn32WW3evFk7d+5Unz59tGbNmmb9srOzNX/+fOXl5Sk+Pl633HKLbrrppmb9nn32Wb344osqLi5WUlKS7rnnHmVmZjbpU11drccff1z/+c9/VF9fr8zMTD3wwAPq3r37OfucgWR6PaorzJWnukxWZ7QcCSl+/YmQ6fWoofzgt+HZ91x0kRoqTr5LoMXh/E6A7upb0m2L6SqLI8JvNZ5KRP8hCk/KUPnOz1X41VYlJKWp43mDgvYnZwAAAEBr1lbvvwMesHfu3Kns7Gylp6fL6/XKNM1mfTZt2qRZs2bp+uuv19y5c5WTk6OHH35YdrtdkyZN8vV79tlnNX/+fP385z9XamqqsrKyNHPmTGVlZSk5OdnX75e//KW2bt2qBx54QE6nU3/96181depU/fvf/5bD4b+Z0dagZvuG5j8ZioxV3Ogz+8mQaXrVUHmoMTQfs5zbXX5A8npO+F7D7mgMzbHdmi3ptoZHntXn8yfDYlVoQorc1VKon38IAQAAAKCptnj/HfCAPWLECF15ZeOW7XPnztWXX37ZrM+iRYuUmpqq3//+95KkIUOGqKioSH/5y180ceJEWSwW1dfXa/HixZoyZYqmT58uSbr44os1duxY/e1vf9P8+fMlSZs3b9Z7772nJUuWaPjw4ZKkpKQkjRo1SqtXr9aPf/zjlvjYLaJm+4bjPtvgqSrRgZVPqMvEOU1Ctmma8lSXHbM7d+OsdEPZAZkN9Sf8XkaIXbaY+OMu6bZGdJRhGOfkMwIAAABAaxHwgG2xWE76en19vTZs2KBf/epXTdrHjh2rV155Rdu2bdOAAQOUk5OjqqoqXXfddb4+VqtV11xzjZYuXSrTNGUYhrKzsxUVFaVhw4b5+nXr1k2DBw9WdnZ2mwnYptejQ6c4X6749cWq27dLDeX7G4+5Ki2S6a478RssIbJFd2n+THRMV1kjY2QYJ/+7BAAAAIC2LOAB+1QKCgrkdrvVp0+fJu39+vWTJOXl5WnAgAHKy8uTpGb9+vbtq5qaGh04cEDx8fHKy8tT7969m82o9uvXT+vXrz+Hn6Rl1RXmnnITMW9dtSo+Xt208ehZ0dFdm+3SHdKhU5tYtgEAAAAA50KrD9gVFRWSpKioqCbtR39/9PXKykrZ7fZmz1B36NBBklReXq74+HhVVlYqMrL5c79RUVG+a31fpmnq8OHDZ3UNf6ktOXBa/WwJaXL0SZe1Y7xCouNljerU7KxoSXJLcte5/Fxl61NbW9vkV+D7YizBnxhP8BfGEvyFsQR/CYaxdHQ19Olo9QH7qBN9oO+2H6/P0U3TTtXvZO2ny+12Kzc396yu4S8hJRU6ne3DSuMHqSGsp+SStL+88Qv65ptvAl0C2gjGEvyJ8QR/YSzBXxhL8JfWPpbsdvtp9Wv1AfvoDPSxs8uVlZWSvp3JjoqKksvlksvlUmhoaLN+R68TFRWloqKiZt+nsrKy2Sz5mbLZbL6l64FmepNVnLtW3urSE/axOGPU75LRMk7xHHx7Ultbq2+++Ua9evVSWFhYoMtBEGMswZ8YT/AXxhL8hbEEfwmGsbRr167T7tvqA3ZiYqJsNpvy8/ObbEx29EP27du3ya95eXlKTU319cvLy1NERIS6dOni6/fRRx81m+bftWuX7xrfl2EYCg8PP6tr+NVV04+7i/hRna6arginswULCh5hYWGt6+8SQYuxBH9iPMFfGEvwF8YS/KU1j6UzWenc6qcu7Xa7hgwZorVr1zZpX7NmjTp16uQL04MHD1ZkZKTeeOMNXx+Px6O1a9dq+PDhvj+U4cOHq7KyUh988IGvX1FRkXJycnzHdrUVEf2HqMvEObJGxjZpt0bFNjuiCwAAAABwdgI+g11bW6vs7GxJ0t69e1VdXa1169ZJajzHOiYmRnfeeacmT56s+++/X2PHjlVOTo6ysrI0b9483zFfdrtdd9xxh+bPn6+YmBilpqYqKytLhYWFevLJJ33fLz09XZdffrnuu+8+zZ07V06nU3/5y1/UvXt33XDDDS3/B3CORfQfovCkjMZdxavLZHVGy9FGDnEHAAAAgNYk4AG7pKREd999d5O2o79ftmyZMjMzdcEFF+ipp57Sk08+qVdffVXx8fG6//77NWnSpCbvmzZtmkzT1PLly3Xo0CElJSVpyZIlSk5ObtLvT3/6kx577DE9+OCDcrvdyszM1IIFC5rtQN5WGBarwnoOCHQZAAAAANCmBTxg9+jRQzt27Dhlv+HDh59yCbdhGJoxY4ZmzJhx0n5Op1MPPfSQHnrooTOqFQAAAACAE2n1z2ADAAAAABAMCNgAAAAAAPgBARsAAAAAAD8gYAMAAAAA4AcEbAAAAAAA/ICADQAAAACAHxCwAQAAAADwAwI2AAAAAAB+QMAGAAAAAMAPDNM0zUAX0Rbk5OTINE3Z7fZAl4KzYJqm3G63bDabDMMIdDkIYowl+BPjCf7CWIK/MJbgL8Ewlurr62UYhgYPHnzKviEtUE+70FoHA86MYRj8kAR+wViCPzGe4C+MJfgLYwn+EgxjyTCM0857zGADAAAAAOAHPIMNAAAAAIAfELABAAAAAPADAjYAAAAAAH5AwAYAAAAAwA8I2AAAAAAA+AEBGwAAAAAAPyBgAwAAAADgBwRsAAAAAAD8gIANAAAAAIAfELABAAAAAPADAjYAAAAAAH5AwEa7t3btWs2aNUvDhw/XoEGDNHbsWL300kvyer2BLg1BrqamRsOGDVNycrK2bNkS6HIQpLKysjRu3DgNHDhQQ4cO1e233x7okhCE3nrrLU2aNEmDBw/WJZdcotmzZys/Pz/QZaGV2717t37zm9/o+uuvV2pqqq677rrj9svOztb48eM1cOBAjRo1Si+++GILV4rW7lRjyePx6O9//7smT56sIUOGKCMjQzfddJM+/vjjAFX8/YUEugAg0J577jl169ZN99xzj2JjY7Vx40Y98sgjKiws1L333hvo8hDEnnrqKXk8nkCXgSC2YMECPf/887r99tuVnp6uiooKffDBB4EuC0Hmo48+0uzZszVu3Dj97Gc/U2VlpRYuXKipU6fq9ddfl9PpDHSJaKV27typ7Oxspaeny+v1yjTNZn02bdqkWbNm6frrr9fcuXOVk5Ojhx9+WHa7XZMmTQpA1WiNTjWW6urq9PTTT2v8+PGaPn26QkJCtHr1ak2dOlWLFy/WFVdcEaDKz5xhHu+/FKAdKS0tVUxMTJO2Rx99VP/85z/16aefym63B6gyBLO8vDz98Ic/1L333qvf/va3WrFihQYOHBjoshBE8vLyNHbsWC1ZskQ/+MEPAl0Ogth9992njz/+WG+//bYMw5AkffHFF5o0aZKWLFmi4cOHB7hCtFZer1cWS+OC17lz5+rLL7/UmjVrmvSZMWOGKioqlJWV5Wt74IEH9O677+r999/3vR/t26nGksfjUXV1tTp06OBrM01TEydOVEREhJYvX97iNX9fjHi0e8eGa0lKSUmRy+VSeXl5yxeENuGRRx7RjTfeqN69ewe6FASpVatWKSEhgXCNs9bQ0KCIiAhfuJakyMjIAFaEYHGqcFxfX68NGzbo2muvbdI+duxYFRcXa9u2beeyPASRU40lq9XaJFxLkmEY6t+/vw4ePHguS/M7AjZwHJ999pk6duyo2NjYQJeCILRu3Tpt375dd955Z6BLQRDbvHmzkpKStGjRIg0dOlQDBgzQ5MmTlZubG+jSEGR++MMfKj8/X8uXL1dlZaX27Nmjxx57TH379tXQoUMDXR6CWEFBgdxut/r06dOkvV+/fpIaV+IA35fX69WmTZvUt2/fQJdyRgjYwDG2bNmiVatW6eabb5bVag10OQgytbW1+sMf/qBf/OIXPNeIs1JcXKz169frtdde04MPPqgFCxaotrZWU6dOVWVlZaDLQxDJyMjQwoULNX/+fGVkZGjkyJEqLCzU0qVLeQwKZ6WiokKSFBUV1aT96O+Pvg58H8uXL9fXX3+tqVOnBrqUM0LABr6juLhYP/3pTzVw4EDNnDkz0OUgCC1evFixsbGaMGFCoEtBkDNNU4cPH9aCBQs0evRoXXHFFVq8eLFqamr08ssvB7o8BJGcnBzNmTNHEydO1PPPP6+FCxfK4XBo5syZqq6uDnR5aAO++/jB6bQDp/LJJ5/oiSee0LRp05SRkRHocs4Iu4gDR1RVVWnmzJlyOBxavHixbDZboEtCkNm7d6+WLl2qRYsW+W5aDx8+7Pu1pqZGERERgSwRQaRDhw6Ki4vTeeed52vr3Lmz+vTpo127dgWwMgSbhx9+WEOGDNF9993na7vwwgs1bNgwZWVlBd3sEFqPo8/MHjtTfXSVzbEz28Dp2L59u2bNmqUrr7xSc+bMCXQ5Z4yADUhyuVy64447dOjQIb388suKjo4OdEkIQnv27JHb7datt97a7LUpU6YoPT1dr7zySgAqQzDq27ev9u3b16zdNE125cUZycvL04gRI5q0xcTEqHPnziooKAhQVWgLEhMTZbPZlJ+fr2HDhvnaj/4QMNienUXgFRQUaMaMGUpNTdXjjz8elKsgCNho9xoaGnT33Xdr+/bt+sc//qHu3bsHuiQEqZSUFC1btqxJW25urh599FE9+OCDHNOFM3L55Zdr9erV+uqrr5SUlCRJOnDggPLz83kEAWekW7du2rp1a5O24uJiHTx4kP/n4azY7XYNGTJEa9eu1S233OJrX7NmjTp16qTU1NTAFYegU1xcrGnTpikuLk5PPfVU0O4RQcBGuzdv3jy9++67mjNnjurq6vT555/7XuvXrx8bVeG0RUVFKTMz87ivpaWlKS0trYUrQjAbNWqU0tLSdNddd+nuu++W3W7XokWLFBMTox/96EeBLg9B5KabbtJDDz2kefPmaeTIkaqsrNTTTz+t8PBwjRs3LtDloRWrra1Vdna2pMbHoKqrq7Vu3TpJ0sUXX6yYmBjdeeedmjx5su6//36NHTtWOTk5ysrK0rx581htA59TjaXw8HDNmDFDJSUlmjt3brNHoQYNGtTSJX9vhmmaZqCLAAJpxIgR2rt373FfW7Zs2QkDE3A6Nm7cqClTpmjFihXMYOOMlZSU6Pe//72ys7PV0NCgjIwM/frXv252JA5wMqZp6pVXXtFLL72kgoIChYeHa+DAgfr5z3+u5OTkQJeHVmzPnj0aOXLkcV/77j1Sdna2nnzySeXl5Sk+Pl5Tp07VTTfd1JKlopU71Vjq3r37CV+XpB07dpyr0vyOgA0AAAAAgB+wbgMAAAAAAD8gYAMAAAAA4AcEbAAAAAAA/ICADQAAAACAHxCwAQAAAADwAwI2AAAAAAB+QMAGAAAAAMAPCNgAAAAAAPgBARsAgDZo1apVSk5OVnJysjZu3NjsddM0NWrUKCUnJ+snP/nJOasjJydHCxYsUGVlZbPXRowYodtuu+2cfW8AAFoaARsAgDYsIiJCK1asaNb+ySefqKCgQBEREef0+2/atEkLFy48bsAGAKCtIWADANCGXXPNNXrzzTdVXV3dpH3FihW64IIL1K1btwBVBgBA20PABgCgDbv22mslSWvWrPG1VVVV6c0339TEiROb9S8vL9fvfvc7XXbZZRowYIBGjhyp+fPnq76+vkm/5ORkzZs3T6+++qquvvpqpaena9y4cXr33Xd9fRYsWKDHH39ckjRy5MgTLll///33dcMNN+j888/XmDFjjjvjDgBAMAgJdAEAAODccTqduuqqq7Ry5UrdeOONkhrDtsVi0dVXX60XXnjB19flcmnKlCkqLCzUXXfdpeTkZH366adasmSJcnNztWTJkibXfu+997Rlyxb99Kc/VXh4uJ555hnNnj1b69atU0JCgiZNmqSKigotX75cCxcuVKdOnSRJ/fr1811j+/bteuyxxzRz5kzFxcUpKytL9913n3r27KmMjIwW+BMCAMB/CNgAALRxEydO1JQpU7Rz506dd955WrlypcaMGSOn09mk3+rVq7Vjxw79+c9/1tVXXy1JuvTSSxUeHq4//vGP+vDDD3XppZf6+rtcLj333HO+66Slpemyyy7T2rVrdeuttyo+Pl5du3aVJKWkpKhHjx7NaisrK9M///lP31L1jIwMbdiwQa+99hoBGwAQdFgiDgBAG3fxxRcrMTFRK1eu1I4dO7Rly5bjLg/fsGGDwsPDNWbMmCbtEyZMkCR9/PHHTdozMzObhPS4uDjFxsZq7969p11bSkpKk+fAQ0ND1atXL+3bt++0rwEAQGvBDDYAAG2cYRiaMGGCli9fLpfLpV69eumiiy5q1q+8vFxxcXEyDKNJe2xsrEJCQlReXt6kvWPHjs2uYbfb5XK5Trs2f1wDAIDWghlsAADagQkTJqisrEz/+te/jjt7LTWG3UOHDsk0zSbtJSUlamhoUHR0dEuUCgBA0CJgAwDQDnTp0kXTp0/XFVdcofHjxx+3z9ChQ3X48GG99dZbTdpfffVV3+tnym63SxIz0gCAdoEl4gAAtBO/+tWvTvr6+PHj9eKLL+ree+/V3r17lZSUpM8++0xPP/20hg8frksuueSMv2dSUpIk6YUXXtANN9ygkJAQ9e7du9kGawAAtAUEbAAAIKlxg7Fly5Zp/vz5euaZZ1RWVqYuXbpo2rRpmj179ve6ZmZmpm677TatXr1aWVlZ8nq9WrZsmTIzM/1cPQAAgWeYxz5oBQAAAAAAzhjPYAMAAAAA4AcEbAAAAAAA/ICADQAAAACAHxCwAQAAAADwAwI2AAAAAAB+QMAGAAAAAMAPCNgAAAAAAPgBARsAAAAAAD8gYAMAAAAA4AcEbAAAAAAA/ICADQAAAACAHxCwAQAAAADwg/8HHCG7/hnAoDgAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🗺️ Interactive map saved: spatial_clusters_map.html\n",
+ "✅ Cleaned dataset saved as df_cleaned.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename for simplicity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Clean and Convert Slope Category to Numeric Midpoint ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# --- 🔢 Convert Other Covariates ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- 🧠 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ "\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"\\n🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " mse = mean_squared_error(y, y_pred)\n",
+ " rmse = np.sqrt(mse)\n",
+ " print(f\" RMSE: {rmse:.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"🚫 No valid rows for modeling after cleaning.\")\n",
+ "\n",
+ "# --- 📈 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering & Mapping ---\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "\n",
+ "# Cluster by Strava + EcoCounter counts\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "\n",
+ "# Assign dummy coordinates for display (replace with real lat/lon if available)\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "# Create map\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "id": "7604ab90-038e-465a-9d19-0e6496086db6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "❓ Missing values before modeling:\n",
+ "strava_count 0\n",
+ "MAX_slopePct 3377\n",
+ "2024 Median Household Income 0\n",
+ "2024 Diversity Index 0\n",
+ "ecocounter_count 0\n",
+ "dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"❓ Missing values before modeling:\")\n",
+ "print(df[features + ['ecocounter_count']].isna().sum())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "id": "f84cf3c3-ed21-4400-9175-149f8b56602e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "❓ Missing values before modeling:\n",
+ "strava_count 0\n",
+ "MAX_slopePct 3377\n",
+ "2024 Median Household Income 0\n",
+ "2024 Diversity Index 0\n",
+ "ecocounter_count 0\n",
+ "dtype: int64\n",
+ "🚫 No valid rows for modeling after cleaning.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/tmp/ipykernel_339/127965291.py:73: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🗺️ Interactive map saved: spatial_clusters_map.html\n",
+ "✅ Cleaned dataset saved as df_cleaned.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename columns for modeling ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Convert slope to numeric midpoint ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# --- 🔢 Convert other covariates to numeric ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- ❓ Check missing values before modeling ---\n",
+ "print(\"❓ Missing values before modeling:\")\n",
+ "print(df[['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index', 'ecocounter_count']].isna().sum())\n",
+ "\n",
+ "# --- 🧠 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ "\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"\\n🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " rmse = np.sqrt(mean_squared_error(y, y_pred))\n",
+ " print(f\" RMSE: {rmse:.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"🚫 No valid rows for modeling after cleaning.\")\n",
+ "\n",
+ "# --- 📈 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering & Mapping ---\n",
+ "# Compute average count per GRID_ID\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "\n",
+ "# Cluster grid cells by usage\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "\n",
+ "# Assign mock lat/lon coordinates for demonstration\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "# Create interactive map\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "id": "74f39ec9-bc11-4cb9-858d-11863313541a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "❓ Missing values before modeling:\n",
+ "strava_count 0\n",
+ "MAX_slopePct 3377\n",
+ "2024 Median Household Income 0\n",
+ "2024 Diversity Index 0\n",
+ "ecocounter_count 0\n",
+ "dtype: int64\n",
+ "🚫 No valid rows for modeling after cleaning.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1214: RuntimeWarning: Mean of empty slice\n",
+ " return np.nanmean(a, axis, out=out, keepdims=keepdims)\n",
+ "/tmp/ipykernel_339/1133108262.py:78: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🗺️ Interactive map saved: spatial_clusters_map.html\n",
+ "✅ Cleaned dataset saved as df_cleaned.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename for simplicity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Clean and Convert Slope Category to Numeric Midpoint ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# Fill missing slope with median\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].fillna(df['MAX_slopePct'].median())\n",
+ "\n",
+ "# --- 🔢 Convert Other Covariates ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- ❓ Report Missing Values ---\n",
+ "print(\"❓ Missing values before modeling:\")\n",
+ "print(df[['strava_count', 'MAX_slopePct', '2024 Median Household Income', \n",
+ " '2024 Diversity Index', 'ecocounter_count']].isna().sum())\n",
+ "\n",
+ "# --- 🧠 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ "\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"\\n🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " rmse = mean_squared_error(y, y_pred) ** 0.5\n",
+ " print(f\" RMSE: {rmse:.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"🚫 No valid rows for modeling after cleaning.\")\n",
+ "\n",
+ "# --- 📈 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering & Mapping ---\n",
+ "# Compute average count per GRID_ID\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "\n",
+ "# Cluster grid cells by usage\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "\n",
+ "# Assign mock coordinates for visualization (replace with real lat/lon if available)\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "# Create folium map\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "\n",
+ "# Add circles to map\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a03c4ace-6e6a-4871-9fd0-42df439a8879",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename for simplicity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Clean and Convert Slope Category to Numeric Midpoint ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# --- 🔢 Convert Other Covariates ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- ❓ Missing values report ---\n",
+ "print(\"\\n❓ Missing values before modeling:\")\n",
+ "print(df[['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index', 'ecocounter_count']].isna().sum())\n",
+ "\n",
+ "# --- 🧠 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ "\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " rmse = np.sqrt(mean_squared_error(y, y_pred))\n",
+ "\n",
+ " print(\"\\n🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " print(f\" RMSE: {rmse:.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"\\n🚫 No valid rows for modeling after cleaning.\")\n",
+ "\n",
+ "# --- 📈 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering & Mapping ---\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "\n",
+ "# Cluster grid cells by usage\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "\n",
+ "# Assign mock coordinates for demo purposes\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "# Create folium map\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"\\n🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0b5e17c2-e3eb-42c2-8338-50939cd667c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# 🚲 Bicycle Count Analysis with Multivariate Modeling, Seasonality, Clustering, and Dashboard Prep\n",
+ "\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename for simplicity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Clean and Convert Slope Category to Numeric Midpoint ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# --- 🔢 Convert Other Covariates ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- ❓ Show Missing Values ---\n",
+ "print(\"\\n❓ Missing values before modeling:\")\n",
+ "print(df[['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index', 'ecocounter_count']].isna().sum())\n",
+ "\n",
+ "# --- 🧠 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"\\n🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " print(f\" RMSE: {np.sqrt(mean_squared_error(y, y_pred)):.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"🚫 No valid rows for modeling after cleaning.\")\n",
+ "\n",
+ "# --- 📈 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering & Mapping ---\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 📊 Run Regression per Season ---\n",
+ "df['season'] = df['month'].map({12:'Winter', 1:'Winter', 2:'Winter', 3:'Spring', 4:'Spring', 5:'Spring',\n",
+ " 6:'Summer', 7:'Summer', 8:'Summer', 9:'Fall', 10:'Fall', 11:'Fall'})\n",
+ "print(\"\\n📊 Regression by Season:\")\n",
+ "for season, group in df.groupby('season'):\n",
+ " group_model = group.dropna(subset=features + ['ecocounter_count'])\n",
+ " if len(group_model) > 0:\n",
+ " model = LinearRegression().fit(group_model[features], group_model['ecocounter_count'])\n",
+ " r2 = r2_score(group_model['ecocounter_count'], model.predict(group_model[features]))\n",
+ " print(f\" {season}: R² = {r2:.3f}\")\n",
+ "\n",
+ "# --- 📊 Compare Pre/Post Bias Correction ---\n",
+ "df['bias_ratio'] = df['strava_count'] / (df['ecocounter_count'] + 1)\n",
+ "df['bias_corrected'] = df['strava_count'] / df['bias_ratio'].mean()\n",
+ "plt.figure(figsize=(8, 5))\n",
+ "sns.scatterplot(x='bias_corrected', y='ecocounter_count', data=df)\n",
+ "plt.title('🟢 Bias-Corrected Strava vs. EcoCounter')\n",
+ "plt.xlabel('Bias-Corrected Strava')\n",
+ "plt.ylabel('EcoCounter')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")\n",
+ "\n",
+ "# --- 🖥️ Dashboard Suggestion ---\n",
+ "print(\"\\n👉 You can now create an interactive dashboard using this dataset in:\")\n",
+ "print(\" - 📊 Plotly Dash (Python)\")\n",
+ "print(\" - 🌐 Streamlit (Python, quick app)\")\n",
+ "print(\"Use df_cleaned.csv as the input dataset.\")"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
- "id": "7a6ad162",
+ "id": "3ebab54d-bf85-4eab-92f9-bf60af8cfe58",
"metadata": {},
"outputs": [],
"source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename for simplicity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Clean and Convert Slope Category to Numeric Midpoint ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# --- 🔢 Convert Other Covariates ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- 🧼 Impute missing slope values ---\n",
+ "slope_missing_before = df['MAX_slopePct'].isna().sum()\n",
+ "slope_median = df['MAX_slopePct'].median()\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].fillna(slope_median)\n",
+ "print(f\"✅ Filled {slope_missing_before} missing slope values with median: {slope_median}\")\n",
+ "\n",
+ "# --- 📊 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "print(\"\\n📋 Missing values before modeling:\")\n",
+ "print(df[features + ['ecocounter_count']].isna().sum())\n",
+ "\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"\\n🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " print(f\" RMSE: {mean_squared_error(y, y_pred, squared=False):.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"🚫 No valid rows for modeling after cleaning.\")\n",
+ "\n",
+ "# --- 📈 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering & Mapping ---\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "\n",
+ "# Assign mock coordinates\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"\\n🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"\\n✅ Cleaned dataset saved as df_cleaned.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "id": "d2c596a2-6792-4ae7-8892-9e66ab455c02",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "No valid rows for modeling after cleaning.\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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h8uXLfPLJJ7prlNHVXK1W6/3cn/73Ns9lzZo1zJs3j4EDB9K4ceMs68yePZs1a9bw008/4ebmxuDBgzlx4kSmehnzHOSV2euFEHmftGALIUQuuHXrFv/88w9NmzZFq9XquhM2b96c9evXs27dOl3rcKdOnZg4cSKhoaG4urqybt06TExM9Jb1io6O5tatW5laMjM8evRI7/siRYpkqnPu3DkGDRpEtWrV+Oabb3BycsLY2Jg9e/Ywb948kpKSgP9aijJa5DIYGRlha2urVxYdHc3+/fuzHdeLVK1aldKlS7Nq1Sq2b99Ov379svzQHBcXh1arzfIcM1rNnm3NejbujJbfjHPOjlc9RqdOnfjpp5/4888/GTVqFCtWrMDMzEzvAcqLmJqa6pI0SG8hrVatGnXr1mXWrFlMnz49y/0ePnwIgJOT0wuPX7hwYVq2bMmqVat4//33uXbtGqdOnWLixIk5PtazoqKiAHS9OJ71sjG/xYoVy/ayYxk/8+fdF8eOHcvWcbLyvJ99drpCV61alblz57J8+XI+++wzUlJSKFeuHEOGDHnh0n0Z95Wpqelz62QkpJs2beL777/PlDxmxJ1V625MTEyWD+GyI6ML9YQJE/j6669RKpW0a9cOBwcHjhw5onvd/v37P/chypUrV97Kuaxbt46vvvqKbt268emnnz73nDK6jlesWJHGjRvToUMHvv3220yTvWX8PF63G7wQ4t0hCbYQQuSCdevWodVq2blzZ5aT/mzYsIGPP/4YlUpF69at+f7779mwYQMjR45k06ZNNG7cWO8Do52dHaampkyePDnL17Ozs9P7PqvEdOvWrRgZGTF//ny9D+3PTnSU8UE2KipKN/4W0rtuPvvh1s7ODg8PDz7++OMs48ppN9GOHTsyc+ZMFApFppbIDNbW1iiVSl131Kc9ePBAF1deUahQId1kcgMHDmT9+vW0bt06W+Nqn8fR0RE7OzsuX7783DoZLW0vGyMN6WPF//rrL/bu3cvhw4extrbWmyU5J8d6WsbPYdasWbohBDlRp04dli9fzpkzZ146Djvjvn3effH0PWFiYpJp3gPI2QOhnGjcuDGNGzcmJSWFM2fOMH/+fEaPHo2zszN+fn5Z7vOihBL+S0jXr1/Pt99+m2VXcnd3dyA9mX12UrKrV6/qtueUhYUFU6dOZfz48YSHh+Po6Ii9vT3NmzfHz89P19NlwoQJJCQkvPR4b+pc1q1bx/jx42nfvj0TJkzIdou9kZERXl5ebN++PdO2jGXI8tJ7jBAib5MEWwghXpNarWbDhg24uLjoLWOT4cCBAyxZsoRDhw7RoEEDbGxsaNy4MRs3bqRSpUpERkZmat2sX78+8+fPx9bWlpIlS75SXAqFApVKpddqmJSUlKmFJqNb8LZt2/Rapnfu3Jmpa2f9+vU5ePAgLi4ur9wa9rT27dtz9uxZXF1d9ZL7p1lYWODr68vu3bv57LPPdMuPaTQaNm3ahJOTE2XKlMnxa5uYmOSoRTsn+vTpwx9//MH//vc/4uLislwaKCciIiJ49OjRC8e3+/n5UahQIf78809atWr1wuTC29sbPz8/Fi5cyLVr1+jatSsWFhavdKyn1a5dGyMjI27fvq2bBCwn+vXrx7p165gwYUKmZbogPTHbs2cPTZo0wc/PDzMzMzZt2qQ3vCEiIoLjx4/rvb6zszM7d+4kJSVF1xr96NEjgoKCXnnd9ad7NDxvSTwTExOqVauGtbU1R44c4dKlS89NsE1MTChZsiR37tzJtE2r1TJ+/HjWr1/PxIkTn9sbomjRolSsWJHNmzczaNAgXRfuM2fOcOPGDfr16/cqp6pjY2Oj+73fu3cvN27c0Js3oWzZsi89xps6l/Xr1zN+/Hjatm3Lt99+m6Pu8MnJyZw5c4ZSpUpl2pbx83B1dc328YQQ7zZJsIUQ4jUdOnSIBw8e8MknnxAQEJBpe7ly5fj9999Zu3YtDRo0ANK7EW/btk3XdfvpCbEgPdHYtWsXvXv3pn///nh4eKDRaAgPD+fIkSMMHDjwpetr16tXj19//ZXRo0fTrVs3YmJiWLx4caaJssqVK0fr1q359ddfUalUVK9enWvXrvHrr79SqFAhvQ+q//vf/zh27Bjdu3enT58+lClThpSUFMLCwjh06BATJkzIUbfiokWL8vPPP7+03qhRoxg4cCB9+/Zl4MCBGBsb88cff3Dt2jWmT5/+SmNL3d3d2bp1K9u2baNEiRKYmppmOWPxqyhTpgx16tTh0KFDVK5cWTeGNzuSkpJ0S0Kp1WrCwsJYtGgRwAsTJEtLSz777DPGjx9P//796dq1Kw4ODty+fZvLly/z1Vdf6dXv27cvI0eORKFQ6K2N/CrHylCiRAn+97//MXPmTO7cuUPdunWxtrYmKiqK8+fPY25uzv/+97/nnkPGzNsjR46kXbt29O7dWzfpWWhoqK6nSJMmTbC2tmbYsGFMnz6dTz/9lFatWhETE8PcuXMxNTVlxIgRuuO2a9eOVatW8cknn9C1a1diYmJYtGjRKyfX8F8L68KFC6lbty5KpRIPDw9++eUXIiIiqFGjBk5OTsTFxbFs2TKMjY311ljOSrVq1Th06FCm8kmTJrF27Vo6deqEu7u73pJhJiYmeHl56b7/5JNPGDhwIB999BE9e/YkOjqaadOm6VY2eNrJkyd1wwHUajV3797VrXpQrVo1XU+GnTt38uDBA1xdXUlOTubkyZMsW7aM7t27P3eM8/O8iXPZvn0748aNw9PTk27dunHu3Dm91/Ty8tK973Xv3p2GDRtStmxZChUqxN27d1m5ciV37tzJtJIApE88Z2trm2vvDUKIgk8SbCGEeE1r167F2Nj4uS0x9vb2NGnShJ07dxIVFaVbW7VYsWKEh4czZMiQTGNTLSwsWLFiBQsWLGDVqlWEhYVhZmZGsWLFqFmzJs7Ozi+Nq0aNGkyePJmFCxcyZMgQihYtSteuXbG3t2fcuHF6db/77juKFCnC2rVrWbp0KZ6ensycOZP33ntPr2uzo6Mja9eu5eeff2bx4sXcv38fS0tLnJ2dqVOnzmt1g36RatWqsXTpUmbPns3nn3+ORqOhfPny/PLLL7qHFjn14YcfEhkZyfjx40lISMDZ2Zl9+/blWswtW7bk0KFDOW69vnPnDt26dQPSxywXLlyY8uXL8+WXX740QevSpQuOjo4sWrSI8ePHo9VqcXZ2pn379pnqNm7cGBMTEwICAihduvRrHetpH3zwAa6urixbtoytW7eSkpJCkSJF8Pb21k2w9iINGjRg8+bNLFmyhD///JPw8HCUSiUlSpSgTp06etfzgw8+wN7enuXLl7Nt2zbMzMyoVq0ao0aN0junypUrM2XKFBYsWMCwYcMoWbIkw4cP59ChQ6888Vrr1q0JDAzkjz/+YO7cuWi1Wvbu3Yuvry8XLlzgxx9/5OHDh1hbW+Pt7c3SpUufu2RUhjZt2rBu3TrOnTtHxYoVdeX79+8H0rtAr1u3Tm+fZ+/bgIAAFixYwKxZsxgyZAjm5ubUr1+fTz/9NNPDtdmzZ+ud/8mTJ3XfL1u2TPfAUKVSsW7dOm7duoVGo8HNzY0JEyZke16Bp72Jczl48CAajYaLFy9meY/t3buXEiVKAOm9M7Zu3crdu3dJTEzEzs6OSpUq8fnnn2daBk+r1bJv3z7atGnzSg/xhBDvJoX22cVUhRBCCCAwMJAePXrw448/6o3PFdnz4YcfcubMGfbt24exsbGhw8lk3759DB06lAULFmQa4yoMp02bNvj7+zNhwgRDh/LO+/vvvxk4cCBbtmyRLuJCiGyTFmwhhBAcPXqUoKAgvL29MTU15cqVKyxYsIDSpUvTtGlTQ4eXb6SkpHDx4kXOnTvH7t27GTt2bJ5LrkNCQrh79y5TpkzB09NT1vbNY8aMGcOIESMYOnRojmdxF7nr559/plOnTpJcCyFyRBJsIYQQWFlZcfToUZYtW0ZCQgJ2dnbUrVuXUaNGvXDZIKHvwYMHdO/eHSsrK7p160afPn0MHVImEyZMIDAwEC8vL77//nvp+prH1K1bl08//ZSwsDBJsA0oNjaWatWqZZqfQAghXka6iAshhBBCCCGEELlA+fIqQgghhBBCCCGEeBlJsIUQQgghhBBCiFwgCbYQQgghhBBCCJELZJKzXBIUFIRWq81zs8UKIYQQQgghhHh1qampKBQK/Pz8XlpXWrBziVarReaLy/+0Wi0pKSnysxSvTe4lkZvkfhK5Re4lkVvkXhK5JT/cSznJ9aQFO5dktFz7+PgYOBLxOp48eUJwcDBubm5YWFgYOhyRj8m9JHKT3E8it8i9JHKL3Esit+SHe+n8+fPZrist2EIIIYQQQgghRC6QBFsIIYQQQgghhMgFkmALIYQQQgghhBC5QBJsIYQQQgghhBAiF0iCLYQQQgghhBBC5AKZRfwtU6vVpKamGjoM8RzJycm6r0qlPH96XUZGRqhUKhQKhaFDEUIIIYQQ4o2TBPst0Wq1REREEBMTY+hQxAtoNBqMjIy4d++eJNi5RKVS4ejoiI2NjSTaQgghhBCiQJME+y3JSK4dHR2xsLCQRCOPUqvVJCcnY2pqikqlMnQ4+ZpWqyUtLY24uDjCw8NJTEykWLFihg5LCCGEEEKIN0YS7LdArVbrkmsHBwdDhyNeQK1WA2BmZiYJdi4pVKgQpqamREVF4ejoKNdVCCGEEEIUWNIH9i3IGHNtYWFh4EiEMAxLS0u0Wq3MPyCEEEIIIQo0SbDfIukWLt5Vcu8LIYQQQoh3gSTYQgghRB6m0WgIjgrhUnwowVEhaDQaQ4ckhBBCiOeQMdgiV+3Zs4f79+/Tq1cvQ4dSYKxfvx5jY2PatGlj6FCEyFUZieOjxFjszG3wLOwms/c/40RYEEsDVxOdGAPA5vv7cTC3pb9/VwJK+Bk2OCGEEEJkIgm2yFV79uzhwoULkmDnog0bNmBhYSEJtihQnk0cAUkcn3EiLIhpRxdkKo9OjGHa0QWMrvW+XCshhBAij5GmgnxKrdFyPiSKg4FhnA+JQq3RGjqkHNFqtaSkpBg6DCGEAWQkjk8n1/Bf4ngiLMgwgeUhGo2GpYGrX1hnaeAa6S4uhBBC5DHSgp0PHTt3jwUbzxMdm6Qrc7Ax4/32PtSsWPyNv/61a9f44YcfOHfuHElJSTg5OdG5c2dCQ0PZsGEDAB4eHgB06NCB77//nrFjx3LhwgXGjBnDtGnTuH79OlOnTqVevXr8+OOPHD16lIiICBwcHKhduzZjxoyhUKFCAIwdO5aLFy+yefNmvTj27dvH0KFD2bp1K25ubmzcuJFVq1YRGhqKVqulfPnyjBkzhooVK+bo/LZs2cIff/zB9evXsbCwoGLFivzf//0fzs7OAFy9epUpU6YQGBiIQqEgICCAsWPHUqpUKQDCwsJo1KgRP/30E82bN9cdd+LEiRw4cIB9+/YB6V2/P//8c9avX8+MGTM4deoUjo6ODBs2jPbt2wPQp08fTp48qXdNR4wYwYcffpijcxIir8hO4rjw1B8YK40ABaBFo9WiRYtWq0WjTU8o08s0/5Zp/y1L/15LRtm/++rKntr33/2ft6/2qdf8r0yDlvQHhFqtBg3P1NNqX1D29L5aNGS8Hunbnok7LvlxpgcQz4pOfERwVAgVHN1f9cchhBBCiFyWJxLs/fv3M2vWLK5du4aDgwOdOnVi+PDhmdbLPXjwIDNmzCA0NBQnJyf69++fZVfkxYsXs2LFCiIjI3F3d+fTTz8lICBAr87jx4/54Ycf2LlzJykpKQQEBPDll1/qkqi86ti5e3z32z+ZyqNjk/jut3/4vF/VN55kDx06FAcHB7799lusrKy4ffs2ERERDBs2jIcPH3L9+nV+/PFHAOzt7XX7PXjwgG+//ZahQ4fi5OREsWLFSEpKQq1WM3LkSOzt7QkPD2fevHkMHz6cZcuWAdC6dWs2bNjA1atXcXf/74Pk1q1b8fDwwM3NDUhPbNu3b4+LiwspKSls2bKFXr16sWnTJsqUKZOtc1u8eDHTpk2jU6dOjBo1itTUVI4fP87Dhw9xdnYmPDycXr164ezszPfff49arWb27Nm613n6fLNrzJgxdO3alQEDBrBq1SrGjh2Lt7c3bm5ufP3114wZMwYzMzM+++wzAJycnHL8GkLkFcFRIS9NHOOSH/P94Z/fTkD53KPEWEOHIIQQQoinGDzBPnPmDMOGDaNly5aMGjWK0NBQZsyYQWJioi6hAAgKCmLYsGG0a9eOsWPHEhgYyKRJkzAxMaFLly66eosXL2bGjBmMHDkSLy8v1qxZw+DBg1mzZo2uBRBg9OjRXLx4kS+//BIrKytmzZrFgAED2LRpE2ZmZm/t/LVaLckp6mzVVWu0LNhw/oV1Fmw8j2+5IqiUL18WydRElePlkx4+fMidO3f44osvaNiwIQDVq1fXbbe3t+fevXtUqlQp076xsbEsWrQoU4vyhAkTdP9PS0ujRIkS9OzZkxs3blCmTBlq1KiBg4MDW7du1SXYSUlJuhbsDCNGjND9X6PRUKtWLc6fP8+GDRsYNWrUS88tPj6en3/+mY4dO/LNN9/oHvA0btxYV2fp0qWkpqayZMkSXTLt6+tLs2bNWLFixSu1LPfq1Uv3oMjX15cDBw6wa9cu3NzccHNzw8rKCgsLiyyvqRD5zaOXJNcZiljYU8jUCoVCgQIFCoUC5b9fFQolCtKXf1MqFChQ6v5Pprov2f/ffbOul/W+yn/fN7N6beXT+2RZpszWvvfiIlgfvOOl18nO3OYVfgpCCCGEeFMMnmDPnj0bT09Ppk2bBkCdOnVQq9XMmDGDQYMGUbhwYQDmzp2Ll5cXkydPBtKTuvDwcH766Sc6deqEUqkkJSWFX375hb59+zJo0CAAqlWrRps2bZg3bx4zZswA4OzZsxw4cIAFCxZQr149ANzd3WnSpAkbNmygR48eb+XctVotn805QvDNh7l2zOjYJLqP35atup6l7ZkyonaOkmw7OzucnZ2ZPn06sbGx1KhRI9stqnZ2dll21964cSNLly7l1q1bPHnyRFd+8+ZNypQpg0qlonnz5mzbto2RI0cC6d3DExMTadWqla5+aGgo06dPJygoiOjoaL3jZEdQUBCJiYm67tlZOXXqFNWrV9drqXZ2dsbPz49Tp05l63WeVbt2bd3/raysKFasGBEREa90LCHysgePo9h2dX+26g4L6PdOd33WaDQcvHn8ha39FsbmeDiUfXtBCSGEEOKlDD7JWXBwsF6CAelJdmpqKkeOHAEgJSWF48eP6yVTAG3atCEyMpJLly4BEBgYSHx8PK1bt9bVUalUtGzZkoMHD6L9d6zdwYMHsba2pm7durp6xYsXx9/fn4MHD76R8ywoFAoFixYtomzZskycOJF69erRsWNH/vknc7f1Zzk4OGQq2717N5999hkVK1Zk5syZrF69mrlz5wKQnJysq9e6dWtu377NuXPngPTu4ZUqVdJ16X/8+DEDBw7k3r17jB07lhUrVrB27VrKly+vd5wXiYmJAaBIkSLPrRMXF6d76PO0woULExv7al01M8aaZzA2NpYJ4ESBkqZRszF4J6N2TCTk4c2X1ncwt8OzsNubDywPUyqV9Pfv+sI6T1ITmXLkF2Kkm7gQQgiRZxi8BTs5ORljY2O9MhMTEyC9RRLg9u3bpKamUras/pP6jLG3oaGheHt76+o/W8/V1ZWEhATu37+Pk5MToaGhlClTJlPLrZubmy6pfxsUCgVTRtTOdhfxi9ej+b9Fx19a7//eq06FspmT2We9ShdxSL++s2bNIjU1laCgIKZPn86QIUM4dOjQC/fL6rV27NiBp6cnEydO1JVlTOr1ND8/P5ydndm6dStly5bl0KFDekMIzpw5Q0REBPPnz6d8+fK68vj4+Gy3sNva2gIQGRmpm7DsWTY2NkRFRWUqj4qKwsYmvaumqakpAKmpqXp1XjUBFyI/uxwZwsJTf3AnLhyACo7uVHOuxK9Bz5/orL9/F1kPGwgo4cfoWu9nsZyZHZWKVeDwrROcjbjEJzsnMaxaX/yL+xguWCGEEEIAeSDBLl26tK5VMsOZM2eA/xKSjK/W1tZ69TK+z9geFxeHiYlJpjHUGYlPTEwMTk5OxMXFZWo1zDje6yRBWq1Wr4tzhuTkZDQaDWq1GrU6czJtbJS9JNfHzQEHGzO92cOfVdjGDB83h2yNwX7d5V2USiWVK1fmvffeY/jw4URERGBkZKSbuOxpGTPnPluemJiIkZGRXvmmTZt08T1d3qJFCzZt2oSrqytqtZqmTZvqtmdcd6VSqSsLCgri7t27uLm5ZXndn1WxYkXMzc3ZtGkTlStXznIff39/Vq9eTXR0tC4hDw8PJzAwkPfffx+1Wo2trS3GxsaEhITojpGSksKpU6f04su4/s+e57PX6nnXND9Rq9VoNBoSExPfmWWFEhMT9b6+ax6nJLA6eAuHbqc/MCtkYkl3r7bULFEZhUKBpcqcFRc28ijpv/dcezNbenq3w8feI8v30neRj70HUxuN4/y9YELu3sDNuQw+xT1RKpQ0dKnBvMDfuRMXzveHf6Zxmdp09WyNicr45QcW76x3/b1J5B65l0RuyQ/3klarzXbDpMET7F69evH555/z22+/0a5dO0JCQpg5cyYqVebW1eed1NPlWdXJ6Br+snovKs+O1NRUgoODs9xmZGSU7a7KL9KvhTvT/zz33O19W7iTmpJM6nNrvJ6rV68yY8YMmjZtSokSJXj8+DG//vorxYsXp0iRIpQsWZL169ezceNGXFxcsLW1pXjx4qjVarRaLUlJ+g8Hqlatyvfff8+sWbPw9fXl6NGj/P3330D69Xy6fuPGjVm0aBGzZs2iatWqWFpa6raXL18eCwsLJkyYwIABA3jw4AHz58/H0dERtVqd6XWzYmxszODBg5k1axZqtZoGDRqg0Wg4deoUzZs3x8vLi27durF+/XoGDhzIoEGD0Gg0zJs3DxsbGzp16qR7nQYNGrBixQqKFSuGra0tK1euBNC7Bhkt3ElJSXrxZSTXGWWlSpVi8+bN7Ny5kyJFiuj+5SfJycmkpaVx/fp1Q4fy1mV3DoCCQqvVcjE+hH1RJ0jUpN/DFa09qO9QFfPHZly+fBkAS4x5z7kTYYkRPFYnYqUyp4S5E8oYJcExWb+PvstMUOJVyBXi4ErcFV1518LNOKg4xanYC+y5cYSzdy/SpmhDipjaGTBakR+8a+9NOaHRajK/NymkV83zyL0kcktev5cyelm/jMET7A4dOnD16lV++OEHJk+ejLGxMSNGjOC3337TJREZLdDPti7HxcUB/7VkW1tbk5ycTHJysq6b7tP1Mo5jbW1NeHh4plji4uIytZLnhLGxsa7b+tOSk5O5d+8epqamrz1DeV1/F4yNjVm06aJeS3ZhGzMGta1ADZ9ir3X8l3F2dsbR0ZGlS5dy//59ChUqROXKlfnhhx+wtLSke/fuXL58mR9++IGYmBjat2/P5MmTdQ9Mnj3/Xr16ERERwerVq1m+fDm1atVi6tSp9OjRA2NjY736FStWxM3NjZCQED7++GO9bc7OzsyYMYOpU6cyatQoSpcuzf/93/+xePFiVCpVtq/7Bx98gJ2dHStXrmTLli1YWlpSqVIlnJycMDMzo3Tp0ixfvpypU6fy1Vdf6dbBHjNmDMWK/Xftv/rqK77++mumTp2KpaUlAwcO5NatWxw4cEAXS8bQCDMzM734FAqFXszvv/8+d+/e5euvvyYuLo5hw4bpzZieXxgZGeHi4qL3u1mQJSYmcvPmTUqXLo25ubmhw3kr7sXfZ9n5dVyOTh+u41zIiX4+nXB/wURcFajwtsLL1150P/ngw7n7wSw68yeRKY9YfvcvuldoS8NSNV/robEomN7F96acOBV+LlPvGjszG3p5t6dKscwTtb7L5F4SuSU/3EshISHZrqvQZjTvGlh8fDx3796lePHipKWlUaNGDRYtWkSdOnVISUnB39+fTz75hP79++v2OXnyJH369GHdunV4e3tz/Phx+vXrx4YNG/Dy8tLVmzNnDkuWLOH06dMoFApmzZrF8uXLOXnypN6Hjz59+mBpacm8efNyHP/58+nLZ/n4ZB4Dl5SUpFtyKreWAFNrtFy6Hs3DuCTsrc3wKpu9buHixTJajs3MzDKtwy5e3Zv4Hcjrnjx5QnBwMJ6enlhYWBg6nDcqJS2FDcE72Xh5J2qNGhOVMZ0rtKK1eyOMVAZ/jlsgZOd+ikmK45eTywgKvwhA5eI+DK3WF2tTq7cZqsjj3qX3ppw6ERbEtKMLnrt9dK33CSjh9xYjytvkXhK5JT/cSy/K9Z6VZ/q7FCpUiPLly2Ntbc3y5ctxdnamZs2aQHpzfPXq1dm+fbvePlu2bKFIkSK6ZNrf359ChQqxbdt/y1Sp1Wq2b99OvXr1dMl0vXr1iIuL4/Dhw7p6GeNoM5btyutUSgU+boWp518CH7fCklwLIQziXEQwo3dOYt2lbag1avyKeTO9+Ve092wmyfVbZmtmzdg6w+nv1wUjpRGn751nzI5JnIuQLvdCvIxGo2Fp4PMnXwRYGrjmnZlHRAjx6gz+6efcuXOcPHkST09PkpKS2LdvH3/99RcLFy7Ua0EcPnw4vXv3Zvz48bRp04bAwEDWrFnDxIkTdbPNmpiYMHToUGbMmIG9vT1eXl6sWbOGO3fuMH36dN2xfH19qV+/PuPGjWPs2LFYWVnx008/4ezsTIcOHd76NRBvR1pa2nO3ZXTLFkJkT0xiLL+dWcvR2+nrv9uZ2zDArysBJfykW7IBKRQKWro3xKuIO7OOLyEsLpxJB2fRxqMxPXzayUMPIZ4jOCrkhevOA0QnPiI4KoQKju5vJyghRL5k8L+0xsbG7Nq1S7f2sa+vL8uXL8fPT78Ljp+fHz///DPTp09n48aNODk5MX78eLp06aJXb+DAgWi1WpYvX05UVBTu7u4sWLAADw8PvXrTpk1jypQpTJgwgdTUVAICApg9e/Y70331XVShwvPHejo7O7Nv3763GI0Q+ZNGq2FP6GH+OPcXT1ITUSgUtHCrT1efNlgY581xU++i0nYl+K7JWJafWceu0ENsvrKHCw+u8FH1gRS3zt7ShUK8SyITHmar3r24CEmwhRAvlGfGYOd3b3sMtsi5jJ9RVkxMTPDw8JAx2G/Iu/g7kB/GE+XUzUd3WHjqD649vAmAq10pBlfpQVn7rNeNF7nnde6nf+6eZd7J5cSnJGCqMmGAf1calJEJ0N5VBfG96XVotVpOhAWxJHAVMUlxL62vQIFP0fLUdKlMNedKWJlavoUo8ya5l0RuyQ/3Uk7GYBu8BVuItyU7vxBCiMySUpNYfWEL267tR6PVYG5kRo+K7WjqWlc3REfkXVWdfXFtXoq5J5Zy/v4V5v3zO2fCL/F+1Z5Ymby7yYEQNx/dYWnQGi5FXgPSk2ctz293UilUqLVqzt0P5tz9YBae+oOKTl7UKOlPNedKWJhILx4hhCTYQgghXuBk2Bl+DVxNdOIjAKqX9Ke/XxfszW0NG5jIEXtzW8bV+x9bruxh5bm/OB4WyLXoG3xYvT9e0t1VvGNikuL48/wm9l8/hhYtxipj2no0oXihosw+8etz9/u45iBK2Thz7M5p/r59mluxdwkKv0BQ+AUWKP+gkpMXNV0qU7l4RcyN343eWkKIzCTBFkIIkUlkQjS/Bq7m1L1zADhaOjCocnf8inkbODLxqpQKJW3LN6WCowez/l5C+OMHTNg/kw5ezehcoTVGShkWIwq2VHUq267uZ/2l7SSmJQFQs2Rlevl2oIilAwAmRsYsDVytN+GZg7kd/f276Jbo6ujVgo5eLbgbF8Gx26c4duc0d+MiOHXvHKfuncNYZYxfsQrULFkF/+LemBmZvvVzFUIYjiTYQgghdNI0arZd3ceaC1tIVqegUihpU74JnbxaYmpkYujwRC5wtS/FlKaf82vQGvbfOMb6Szs4H3GZ/9UYSFGrIoYOT4hcp9Vq+efuWZafWcf9hCgAytq50N+vK+WLuOrVDSjhR9XivgRHhfAoMRY7cxs8C7tlORzG2dqJLt6t6VyhFXdi7+latsMfP+Bk2BlOhp3BVGVC5eI+1HCpjJ9TBUzkfVSIAk8SbCGEEABcjbrOwlN/cCv2LgCeRdx4r3IPStoUN3BkIreZGZsxtFofKhXzYsE/K7j28Caf7pzMoMrdqVs6wNDhCZFrbj4K47cza7j44CoAdmY29KjYjrqlA1Aqsp5DQqlU5mimcIVCgYutMy62znTzbsOtmDCO3TnNsduneJAQnf7/O6cxMzKlirMvNUtWxtfJE2OVca6coxAib5EEWwgh3nGPUxL449xf7A09ghYtViaW9PbtSP0y1Z/7AVQUDDVKVqacfRlmn/iV4MgQ5pxYypmIS7zn310mbBL5WmxSHKvOb2bvjaNotVqMlUa0Kd+Y9uWbYfYGx0crFApK25WktF1Jevi0I/ThrfSW7TuniX7yiCO3TnLk1kksjM2p6uxLTZfK+BT1lCEaQhQgkmALIcQ7SqvVcuTWPyw7s5bY5HgA6peuQe9KHbE2tTJwdOJtKWxpz9f1R7IheAdrLm7lyK2TXIkK5aPqA3EvXNbQ4QmRI6nqVLZfO8C6S9tITE0fZ13j33HWjv+Os35bFAoFbg6lcXMoTW/fDoRE3+TY7VP8HRbIo8RYDt48zsGbx7EysaRaiUrULFmZCo7uqCTZFiJfkwRbiByIi4vjt99+o0WLFri5uRk6HIM6ceIEQUFBDBkyxNChiFcQHv+ARadXcv7+ZQCcCzkxuEoPmVH6HaVUKulUoSU+Rcsz6/gSHiRE89W+aXSu0IqOns1lOTaR52m1Wk7dO8eyM+u4/zgSgDJ2Jenv1wXPIuUMHF36JIPuhcviXrgsff06cyUqlGO3T3M8LIjYpDj2XT/KvutHsTa1IqCEHzVdqjx37LcQIm+TBFuIHIiLi2POnDmUK1funU+wT548yZIlSyTBzmdS1alsDN7JxuCdpGrSMFYZ08mrBW08Gst4QIF74bL80Gwci07/yZFbJ1l9YTPn7wfzYcAAClvaGzo8IbJ0O+Yuv51Zw/n7VwCwNbOmh0876uXRYS5KhRLPIuXwLFKOAX5duRR5lWN3AjkRFkRc8mN2hx5md+hhbM2sqV7Cn5oulXEvXDZPnosQIjNJsPMprUZN0p1g1I8fobKyw6ykJwrpUpTvaLVaUlNTMTGRWUXFm3fh/mUWnl5JePwDAHydPBlUuQdOMnO0eIqFsTn/qz6ASk5eLD79J8GRIXyycxLvV+lFTZfKhg5PCJ24pHhWXdjMnutHdOOsW3k0ooNn83yzDrVSqcS7aHm8i5ZnoH83Lj64wrHbpzkZFkRMUhw7Qg6wI+QADuZ2VC+Znmy72ZdGoVAYOnQhxHPIo7B8KOHycW7PGUr471/zYONMwn//mttzhpJw+fhbiyEoKIi+fftSqVIlKleuzOjRo4mOjtZtT0lJYcaMGTRq1Ahvb2/q1q3L559/rneMPXv20L59e3x8fKhVqxYTJkwgISFBr05cXBzffPMNdevWxdvbm4YNGzJt2jS9OqtWraJFixZ4e3tTv359ZsyYQVpamm777Nmz8fPzy3QOfn5+zJ49W/d9nz59GDp0KLt376Zly5b4+fnRt29fbt++DUBYWBiNGjUC4KOPPsLDwwMPDw/CwsJ05zx9+nQaNGiAt7c3LVq0YPPmzXqvOXbsWFq3bs3Bgwdp27YtPj4+7N27N9vXfODAgfj7++Pn50eXLl04evSobntMTAzjxo2jevXqVKxYkc6dO3PkyBG9YzRs2JCJEyfqle3YsUPvPMLCwvDw8OCvv/5i4sSJVK1aldq1azNlyhTddZ09ezZz5szhyZMnuuvQp0+fbJ2HePtik+KYffxXJh74ifD4B9iaWfNxjUF8UfdDSa7Fc9UtHcAPzb6gnH1pnqQmMvPvRfx8chlJ/45rFcJQ0tRpbL68hw+3fcXu0MNotVqql/BnRouv6Vmxfb5Jrp9lpFTh6+TF0Gp9WNjuB8bWGU7d0gGYG5sRnfiIrVf3Mm7PD4zYMp7fz67n+sNbaLVaQ4cthHiGtGDnMwmXj3N/3dRM5er4aO6vm0rRTmOwLF/9jcYQFBREnz59qFevHjNmzCAxMZGZM2cydOhQVq9eDcCHH37I8ePH+eCDD6hUqRIPHz5k165dumPs3buXESNG0Lx5c0aOHElYWBjTpk3jxo0bLF26FEhPWPv168fdu3cZPnw47u7uREREcPr0ad1xli9fzqRJk+jZsydffPEFFy9eZM6cOURGRjJ58uQcn9vly5eJjo5m1KhRaLVaJk+ezJgxY1i1ahWOjo7MmTOHESNGMGrUKAIC0peycXR0BNKT7sDAQIYPH46rqysHDx5kzJgxWFtbU69ePd1rPHjwgG+//ZahQ4fi5OREsWLFXhrX6dOn6devH5UqVWLSpElYW1tz4cIF7t27B4BarWbw4MHcvn2bUaNG4eTkxMqVK3n//fdZsmQJ1avn/J6YOXMmjRo1YubMmQQGBjJnzhxcXFzo0aMHXbp0ISIigi1btvDbb78BYGUlk2LlNRqthn3Xj7Hi3AYSUp6gQEFTt7r08GknM0SLbClqVYQJjT5h7cWtbLi0gwM3/uZKZCj/qzEQV/tShg5PvGO0Wi2n/x1nHZExztq2JP38uuDlaPhx1rnJSGWEf3Fv/It7k6JO5WzEJf6+fZpT984R+eQhmy7vZtPl3RS1KkKNkv7ULFmFUrbO0rItRB4gCbaBabVatKnJ2aur0RC1c/EL60TtWoxZ6YoosjEphsLY9JXeiKdNm4a3tzdz5szR7V+uXDnatGnDwYMHMTIy4sCBA0ybNo3WrVvr9nv6/3PmzMHHx4eZM2fqymxsbBg9ejQnTpwgICCAjRs3cunSJf7880+9FugOHToA6Unl3Llzad68OV9//TUAderUQaFQMGPGDIYOHUrJkiVzdG5xcXH88ccfFCtWDJVKRXx8POPHjyciIgInJyc8PT0BKFWqFJUqVdLtd/z4cfbt28fixYupXbs2ALVq1eL+/fvMnj1bL8GOjY1l0aJFVKxYMdtxTZ06lVKlSvHbb7+hUqUPBch4HYADBw5w7tw5FixYoHutOnXq0Lp1a+bOnftKCXbFihUZP3687lyOHTvGzp076dGjB05OTjg5OaFUKvWug8g7bsfcZeGpP7gSfR2A0rYleL9KL9wcShs2MJHvGClVdPdpS8Winsw+/ivhjx8wfs8PdPdpR5vyjWVcqHgr0sdZr9VNzGjz7zjr+qWrF/iJwExUxlR19qWqsy8paSkEhl/g2J3TBN47z/3Hkbp5NYoXKkpNl8rUKFmZkjbFDR22EO8sSbANSKvVcm/ZOJLDruTaMdXxD7k1LXtddU1LlKd430k5SrITExMJDAzk008/Ra1W68rLlClDkSJFOH/+PElJSZibm9OqVassj5GQkEBwcDCffvqpXnnz5s357LPPOHXqFAEBAfz999+4urpm2b0b4Pr16zx69IiWLVvqlbdq1Yrp06dz+vTpHCfYnp6e2NnZ6b53dXUF0CXYz3P06FFsbW2pXr26Xvf0GjVq8M0336BWq3WJsZ2dXY6S68TERM6ePcuoUaN0x3jWqVOnsLS01EvklUolLVq0YP78+Xqvn11PJ/AAbm5u/PPPPzk6hnj7ktKSWXtxG1uv7EGt1WBmZEo37zY0L1dfln4Rr8XLsRxTm49jwT9/cDwskBXnNnA24hIjAvpjb2Fr6PBEARWX/JjV5zez+3p6V3AjpRGt3BvSwas5FsbvXk8cEyMTqpf0p3pJf5JSk9KT7dunCQq/wL34+6y9uI21F7dR0roYNVyqUNOlMsULFTV02EK8UyTBNrj81ZUnLi4OtVrNd999x3fffZdpe3h4OAqFgiJFijw3cY+Pj0er1VK4cGG9ciMjI2xtbYmNjQXSxxRndL/OSka9Z49TpEgRve05UahQIb3vjY3TZ1VOTn5xL4NHjx4RExNDhQoVstweGRmpS9AdHHK2DmdcXBwajeaF1yIuLi7TdYD0a5OamsqTJ08yndvLZHUtUlJScnQM8XadvneeJaf/JPLJQwCqlajEAL+uOFjYvWRPIbLHysSSkTXfY/+Nv/k1cBUXHlxhzM5JDKnWh6rOvoYOTxQgaeo0doQcZO3FrTxJTQTS39P6+HakqMwdAYCZsRk1XapQ06UKT1ITOXX3HMfunOZsxCXuxIVz58JmVl/YTGnbEtQoWZmaLpXl2gnxFkiCbUAKhYLifSdlu4t44u1L3F/17UvrFe02DnMXr5e//it0ES9UqBAKhYIPPviAxo0bZ9puZ2fHn3/+SWRkJFqtNsvjZxzj6UnRANLS0oiJicHGxgYAW1tbrlx5fuu+ra0tQKbjREamj8vKOI6pqSmpqal6dVJSUkhMTHzJ2WafjY0N9vb2LFiwIMvt9vb/LW/zKtdcqVTy4MGDF75+VFRUpvKoqCiMjY2xsLAAwMTEJNO1eJUHESJviX7yiF+DVnMy7AwAhS3sGVS5O5WL+xg2MFEgKRQKGpatSfnCZfnp+BJuPLrD1CPzaOJah76VOmNqJKsiiFen1WoJDL/AsjNrdSselLItQX+/LlRwdDdwdHmXhbE5dUsHULd0AAkpT/jn7lmO3T7F+fuXuRkTxs2YMFae/wtXu1LUcKlMzZKVZek9Id4QSbANTKFQoDDJ3myXFmV9URVyQB0f/dw6KmsHLMr6vrEluywsLKhUqRLXr1/HxyfrD+81a9Zk4cKFbN++PVP3bQBLS0s8PT3Zvn07AwYM0JXv2rWLtLQ0qlSpojvOtm3bOHPmTJbjfMuUKYO9vT3bt2+nadOmuvJt27ahUCioXDl9OZmiRYuSmprK7du3cXFxAeDYsWOvNPPm81q0a9asyaJFizA2NqZ8+fI5Pu6LZFzzv/76i4EDB2bZ1bty5cosXryYQ4cOUbduXQA0Gg07duzAz89Pt4+TkxOhoaF6+z49E3lOSIu24ak1anZcO8CqC5tJSktGqVDS2qMxnSu0xMzI1NDhiQKuuLUT3zb6lD8vbGLT5d3sDj3MpchrfFR9EKXtShg6PJEP3Ym9x7IzazkbEQyAjWkhuvu0pUGZmgV+nHVusjSxoH6ZGtQvU4P45MecDDvDsTunufDgCqGPbhH66Ba/n11POYcy1CyZPmZbhnkIkXskwc5HFEoVhZsOzHIW8QyFmwx84+thf/rpp/Tr14+PP/6YVq1aYW1tTUREBMeOHaNjx47UrFmTevXq8cUXX3D79m18fX2JiYlh165dzJgxA4ARI0YwfPhwRo0aRfv27blz5w7Tp0+nRo0autm527Vrxx9//MEHH3zAiBEjKFeuHPfv3+fUqVN88803qFQqhg8fzjfffIO9vT0NGjTg0qVLzJo1i44dO+rGX9etWxcLCwvGjx/P4MGDiYiIYNmyZbpkOSeKFCmCtbU1W7dupUSJEpiYmODh4UGtWrVo0KAB7733Hu+99x4eHh4kJiYSEhLCrVu3+Pbbl/c8eJHRo0fTv39/+vfvT8+ePbGxseHixYvY2dnRuXNn6tevT8WKFfn0008ZNWoURYsW5c8//+TGjRt89dVXuuM0a9aM//u//2POnDn4+flx4MABzp8//0oxubq6kpaWxm+//Yafnx9WVlaULVv2tc5TZF9I9E0WnvqDGzF3AHB3KMv7VXriYuts4MjEu8RIZURv345ULOrJ3BO/cTcugi/2TKG3bwdalGsgMxqLbIlLfsyaC1vYHXoYjVaDkdKIlu4N6fiOjrPOTYVMrWjkWptGrrWJTYrjRFgQf98J5NKDa1yLvsG16BssO7OO8kVcqVGyMtVL+GFrbmPosIXI1yTBzmcsy1enaKcxRO1aoteSrbJ2oHCTgW98iS4Af39//vjjD2bPns3nn39OamoqTk5OVK9enVKl0pdtyVgnedWqVcyZMwcHBwdq1aqlO0ajRo2YPXs2c+fOZdiwYVhbW9O2bVs++eQTXR0TExOWLl3KjBkzmD9/PjExMTg5OelNnta7d2+MjIxYunQpq1atwsHBgUGDBvHhhx/q6tjZ2TFr1iymTJnC8OHD8fT0ZOrUqfTo0SPH565UKpk8eTIzZsygf//+pKSksHfvXkqUKMGsWbNYsGABK1eu5O7duxQqVIhy5crRsWPHV7nMeqpUqcKyZcuYOXMmn3/+OUqlknLlyvHxxx8DoFKpWLhwIT/88APTpk3TrU89f/583QMLgC5dunD79m1WrlzJ0qVLadmyJR999BGfffZZjmNq0KABPXv2ZMGCBURHR1O1alWWL1/+2ucqXuxJSiIrz//FrpBDaNFiaWxOL9+ONCxbU2ZzFgZT0cmTqc3HM+/kck7dO8fSoDWcCb/IsIB+2JpZGzo8kUeladTsCjnImgtbSMgYZ+1cid6VOuIkY4VznY2ZNU3d6tHUrR6PEmM5fieQY3dOcyUqlODIEIIjQ/g1aDVeRcpRs2QVAkpUwtos6/lbNBoNwVEhXIoPhShj/Ep4Sy8DIf6l0MoK9bkioxUwq27TSUlJ3LhxgzJlymBmlr3u4C+j1ahJuhOM+vEjVFZ2mJX0fOMt1+8CtVpNUlISZmZmOZ51Wzzfm/gdyOuePHlCcHAwnp6eujHwr0Or1fL3ndMsDVpDTFIcAHVKVaNvpU7YSAJT4OX2/fSmaLVadoce4rcz60hVp2JjWohhAX3xK+Zt6NDEv/LKvRR4L32c9b34+wCUsnGmn19nvIvm7jAr8XJRTx5y/E4Qf98+xbWHN3XlSoUSb0cParpUpppzJaxMLQE4ERbE0sDVRCfG6Oo6mNvS378rASWyXvlFiBfJK+9LL/KiXO9Z0oKdTymUKsxLyQcWId4FEY8jWXz6T85GXAKgmJUj71XpgY98EBV5jEKhoKlbPTyLlOOnv5dwO/Yu3x2aS8tyDejp2wETVc6H5oiCJSw2nGVn1nLm3/cza1Mruvu0pWGZWtICaiCFLexp7dGI1h6NeJAQzd+3T/P3ndNcf3Sbc/eDOXc/mIWn/qCikxdFLQuzI+RApmNEJ8Yw7egCRtd6X5Js8c6TBFsIA1Or1S+ccM3ISH5N31Vp6jQ2XdnNukvbSVWnYqQ0ooNnM9p5NpNEReRpJW2KM7nJZ6w4u4Ht1/az7dp+Lj64ykc1BlHCppihwxMGEJ/8mDUXt7Ir5BAarQaVUkXLcg3o5NUSCxMZZ51XOFo60M6zKe08mxIR/4Bjd07z9+3T3Iq9S1D4hZfuvzRwDVWL+8rDEvFOk0/uQhhY//79OXny5HO3Z4zxFu+WSw+usvD0Su7GRQDgU9SDQZV7ULxQUQNHJkT2mKiMGeDfFV8nL34++Ru3Yu/y2e7v6FepE01c68oEaO8I3Tjri1tJSHkCQBVnX/r6dsSpkKOBoxMv4lTIkY5eLejo1YK7cRH8FbyTAzePv3Cf6MRHBEeFyJJq4p0mCbYQBjZhwgQSEhKeu93RUT6AvEvikh/z+5n1HLj5N5C+TE3fSp2pXaqqJCQiX/Iv7s2Pzcbz88llnIm4xKLTf3Im/BJDqvXB2tTK0OGJN+hM+EV+O7NW96DQ5d9x1jK8Jf9xtnaiopPXSxNsgEeJsW8hIiHyLkmwhTAwWdpKQPrkUPtv/M3vZ9fzOCX9gUtj1zr0rNgOKxNLA0cnxOuxNbdhbN3hbL+6nxXnNnLq3jnG7JjEiOr9JdkqgO7GRbDszFqCwi8C6UtFdfduS8OyNVHJhKz5ll02l+/Kbj0hCipJsIUQwsDCYsNZePoPgiNDgPRWnver9MS9sDx8EQWHUqGklUcjKji689PxJdyNi2DSgVm0Kd+E7t5tMFLJR5L87nFywr/jrA+i1mpQKZS0KNeAThVaYmmSN2cGFtnnWdgNB3NbvdnDn+VgbodnYbe3F5QQeZD8NRNCCANJTkth/aXtbLqyG7VGjanKhC7erWnp3hAjaeURBVRpu5J83+Rzlp1Zy+7Qw2y6vIsL9y/zvxoDZY6BfEqtUbM79DCrL2zR9cCpUrwivSt1lJ9pAaJUKunv35VpRxc8t05//y4ywZl450mCLYQQBnAm/CKLTq/kQUI0kP5hdKB/Nwpb2hs4MiHePFMjEwZX6Ymvkxfz/vmd649u89nOyQzw70aDMjVkvoF85Ez4JZadWUtYXDgAJa2L0c+vCxWdPA0cmXgTAkr4MbrW+5nWwQawNbOmcrGXrxEsREEnCbYQQuQyjUZDcFQIl+JDIcoYvxLeuif6DxNj+C1oLX/fOQ2kd6cb4N+VaiUqGTBiIQyjWolKuNmXZvaJX7n44Crz/lnOmYiLvF+lp8w9kMfdi4tg2Zl1BP67dFMhE0u6+bShUdnaMs66gAso4UfV4r4EhV3g0vXLuJUqy+Kzq4lJimNX6CFaujc0dIhCGJQk2EIIkYtOhAXpPdnffH8/Dua29KvUhZjkOFae/4vE1CSUCiUtyzWgq3drzIzNDBu0EAZkb2HLl/U+YtOV3aw6v4njdwK5Fn2D/1UfgGeRcoYOTzzjcUoCay9uY+e1A7px1s3LNaBThRbyUOQdolQq08daR6biWdST7j5tWHDqD9Ze3Ea90tVlzL14p0mCLYQQueREWFCWY9OiE2OY/vdC3fdu9qV5v0pPStuVfJvhCZFnKZVK2ns2w9vRg1nHlxDxOJL/2z+DDp7N6VyhlcxJkAeoNWr2hB5h9YXNxP87ztq/uA99fTtS3NrJwNEJQ2tQpibbr+7nTlw4G4J30Nu3o6FDEsJgZBYCkWN79uxhxYoVOd4vLCyM2bNnc//+/Vd63T59+vDBBx+80r55xfr169m8ebOhwxBvgEajYWng6hfWUQAD/bsyqdEYSa6FyIKbQ2l+aPoF9cvUQKvVsv7Sdr7eN437jyMNHdo77VxEMJ/u/JbFgX8Sn5JACetijKv3IWPrDJPkWgCgUqroXSk9qd52dT8PHkcZOCIhDCdPJNh79uyhS5cu+Pv7U7NmTUaMGMH169cz1Tt48CDt27fHx8eHJk2aPDfJW7x4MQ0bNsTHx4dOnTpx4sSJTHUeP37MV199RUBAAH5+fgwZMoS7d+/m+rm9KRqNhosPrnLk1j9cfHAVjUbz1l57z549rFy5Msf73b17lzlz5vDgwYM3EFX+sGHDBrZs2WLoMMQbEBwV8sKlSwC0QEkbZ5lhVYgXMDM2Y1i1vnxcYxAWxuZci77Bpzsnc/jmSUOH9s65F3+fKYd/ZtLBWdyJC8fKxJKB/t2Y2mwcvk5ehg5P5DGVnCrgU7Q8aZo0/jj/l6HDEcJgDN5F/NixY4wYMYK2bdvy8ccfExcXx5w5cxgwYABbt27FysoKgKCgIIYNG0a7du0YO3YsgYGBTJo0CRMTE7p06aI73uLFi5kxYwYjR47Ey8uLNWvWMHjwYNasWYOHh4eu3ujRo7l48SJffvklVlZWzJo1iwEDBrBp0ybMzPL2eMhnx3gCOJjb0t+/KwEl/AwXmBDvsEeJsblaT4h3XU2XKpRzKMPs479yOSqU2Sd+5UzERQZV7o6FsbmhwyvQElKesO7iNraHHECtUaNSKGnmVo/OFVphZSrjrEXWFAoFfXw78tmu7zh2+xSt3BtSzqGMocMS4q0zeDPK1q1bKV68OFOmTKFWrVq0aNGC7777joiICE6fPq2rN3fuXLy8vJg8eTLVq1dn2LBhdO7cmZ9++knXepuSksIvv/xC3759GTRoEDVq1GDq1KmUKFGCefPm6Y519uxZDhw4wLfffkvr1q2pX78+c+bM4e7du2zYsOGtX4OcyBjj+WxLWXRiDNOOLuBEWNAbff2xY8eyYcMGrl27hoeHBx4eHowdOxZIb9nO6GFQq1YtJkyYQEJC+jitEydO0LdvXwA6d+6s2xfgyZMnTJw4kWbNmuHr60vDhg356quviI+Pf+14N27cqIspICCAwYMH6/VUuHr1KoMGDcLPzw9/f3+GDx/O7du3ddvDwsLw8PBgx44desedOHEiDRv+N0vm+vXr8fDw4OLFi7z33ntUqlSJpk2bsnHjRl2dPn36cPLkSQ4cOKA7/9mzZ7/2OYq8wc7cJlfrCSGgiKUDXzcYSVfvNigVSg7fOsmnO7/lalTmXm7i9ak1anaFHOJ/275my9W9qDVq/Ip582PzL+nv31WSa/FSpe1KUq90dQCWn1mHVqs1cERCvH0Gb8FOS0vD0tJSb83LQoUK6dVJSUnh+PHjfPLJJ3rlbdq0YfXq1Vy6dAlvb28CAwOJj4+ndevWujoqlYqWLVuyZMkStFotCoWCgwcPYm1tTd26dXX1ihcvjr+/PwcPHqRHjx5v6Gwz02q1JKtTslVXo9Xw60vGeP4auBqfouVRKl7+7MRUZZLjtUaHDRvGw4cPuX79Oj/++CMA9vb27N27lxEjRtC8eXNGjhxJWFgY06ZN48aNGyxdupQKFSrw1VdfMXHiRL777jvKli2rO2ZSUhJqtZqRI0dib29PeHg48+bNY/jw4SxbtixH8T1t0aJFTJ06lc6dOzNy5EhSU1M5fvw4Dx8+xNnZmfDwcHr16oWzszPff/89arWa2bNn895777Fx40aKFCmS49ccM2YMXbt2ZcCAAaxatYqxY8fi7e2Nm5sbX3/9NWPGjMHMzIzPPvsMACcnGbtWUJRzKIOpyuSFv88O5nbps64KIbJNpVTRuUJLfIp6MOv4rzxIiOarfdPoUqEVHTybo1QqdUvjPUqMxc7cBs/CbjIUIwsvWkLw/P3LLA1aw53YewA4WzvRr1JnKhWrYMiQRT7UzacNx+6c4nJUKP/cPSvLUIp3jsET7M6dO9O/f3+WL19Ou3btiIuLY8qUKbi6ulKjRg0Abt++TWpqql5SBuDmlv5BNTQ0FG9vb0JDQwEy1XN1dSUhIYH79+/j5OREaGgoZcqUyZRcurm5ceTIkTd1qplotVq+2vsjV6Jz70n8w8QY+q8fla26HoVdmdhwdI6SbBcXF+zt7bl37x6VKlXSlX/00Uf4+Pgwc+ZMXZmNjQ2jR4/mxIkTBAQE6H5e5cqVw8fHR1fP3t6eCRMm6L5PS0ujRIkS9OzZkxs3blCmTM67F8XHxzNnzhy6devGxIkTdeWNGzfW/X/p0qWkpqayZMkS7O3tAfD29qZFixb88ccffPTRRzl+3V69etGrVy8AfH19OXDgALt27cLNzQ03NzesrKywsLDQu3Yi/0tKTWLG34te+rCsv38X+dAvxCvyKOzK1KbjWHj6D47ePsWqC5s5d/8ytV2qsv7SNhk29RLPW0KwnWczzkUEc+reOQAsTSzoWqE1Tdzqyuzt4pU4WNjR2qMx6y9t5/ez6/Ev5o2RyuAphxBvjcHv9qpVqzJnzhxGjx7NpEmTgPREd8mSJZiYmAAQG5s+ZtHa2lpv34zvM7bHxcVhYmKSaQy1jU16l8yYmBicnJyIi4vL1EqecbyMY70KrVbLkydPMpUnJyej0WhQq9Wo1Wq9+gal1aJWq3Pciq3VatH+uy9AQkICwcHBfPLJJ3rn16RJE4yMjPjnn3+oUqWKrit/xrV42qZNm1i6dCm3bt0iMTFRV379+nVcXFyyfN0XOX36NImJiXTo0OG59U+dOkVAQAA2Nja6OsWLF8fX15fTp0+jVqufG/OzsWTUq1Gjhq7M3NwcJycnwsPDdWU5OYeCJONaJiYmvtUJ+d6GuOR4ZpxYzI3YO5gojWlati5Hw07xKOm/9xJ7M1t6erfDx94jy/cIIV4m433x6ffHd9V7FbvjZV+O5efXExx5jeDIa5nqZAybGlGlH1WKVTRAlHnLqfBzzDn1W6by6MQYlgSuAkCpUNKodC3auTfFysSClKRkste/TryrXvS+1KRUbfaEHCbicSRbL++lSZk6bzs8kY/kh79xGT2hs8PgCXZgYCBjxoyhU6dONGzYkMePHzNv3jwGDx7MypUrdZOcAc89qafLs6qTkci+rN6LyrMjNTWV4ODgLLcZGRmRnJycqfyz6kNJyWYX8SvR15nxz+KX1htZdRAeDmVfWs9EZZJlTC+jVqvRarUkJSUBEBUVhVarxcbGRleWwcbGhujoaJKSkkhJST/PlJQUvXr79u1j7NixdOzYkWHDhmFjY0NUVBSjR4/m8ePHuroZSe6zr5GVyMhI3es/r35MTAzlypXLtN3BwYFbt26RlJSkuz6pqal69dLS0vSuQWpqKgAmJiZ69YyMjEhMTHylcyhIkpOTSUtLy3J1gPzsUUosq8N3EpMah7nSlM7Fm1EcRzydSxGWGMFjdSJWKnNKmDuhjFESHJP1+4MQ2XXz5k1Dh5An2GNJb+c2LLm9Hg3Pf2j325m1mD9SZWvYVEGl0Wr47ebaF9ZRKVT0LdEOR5U9d0JvvaXIREHxvPelGja+7Iw8yvpL2ymcUAgzlenbDUzkO3n9b1xG4+/LGDzBnjRpEtWrV2fcuHG6ssqVK1O3bl3WrFnDgAEDdC3Qz7Yux8XFAf+1ZFtbW5OcnExycjKmpqaZ6mUcx9ramvDw8EyxxMXFZWolzwljY2NdN+inJScnc+/ePUxNTbOcodyc7M2GWsXSF/sLtjx8wVJADua2VHHxfaMfJlQqFQqFQncuhQsXRqFQEBcXp3d+aWlpxMbG4uDggJmZme6mfLaXwf79+ylfvryuBwPAP//8A6Rf04y6SqUSlUqVrVneM8ZPx8bGUqpUqSzr2NnZERMTo3c8rVZLdHQ0tra2mJmZ6fV0eLpeQkKC3jUwNjbW1Xm6nkKh0Is5J+dQ0BgZGeHi4qL3u5mfXX90m5Un/yQ+9TFFLOwZHfA+Tlb/jdsvm1iWmzdvUrp0aczNZcZj8XoSExPlfnpGcFQImtsv7hETn5bAgrA1mKiM31JUmRm6s1qKOpV4dcIL66i1ahxLFJU5IkSOvOx9yV3jzvmDIdx7fJ9ryjC6erbO4ihC5I+/cSEhIdmua/AEOzQ0VG82Zkgfk+vo6KibzdnFxQVjY2OuX7+uNzFZxom6urrqfQ0NDcXL67/1GUNDQ7G0tKRo0aK6eseOHcvU1B8SEqI7xqtQKBRYWFhkKlcqlbrESqV69fFMKlQM8O/KtKMLnlunv39XjI3e7AcJExMTUlJSdOdibW2Np6cnO3fuZNCgQbp6O3fuJC0tjapVq6JSqXSJVWpqqt51SE5OxsTERK9s69atwH8JKaRf34yE9WUqV66Mubk5GzduxM8v6zF4lStXZtWqVcTFxWFnZwekzxp+9uxZ3n//fVQqFY6OjhgbG3Pjxg3d66akpHD69Gm9n2fGuNqn480q5mev3btCpVKhVCoxNzcvEA8XAu9dYMbfC0lWp1DGriSf1x2BrVnWD+fMzc2zfF8Q4lXI/fSfRG32emDFJr/+ihTvgkRtstxb4pW86H2pr19nvj88l103DtPSsxGOlg5vOTqRn+Tlv3E56eVs8AS7ePHiXLx4Ua8sMjKSBw8e4OzsDKQnJdWrV2f79u30799fV2/Lli0UKVJEl0z7+/tTqFAhtm3bpitTq9Vs376devXq6S5MvXr1mDt3LocPH9Yl7OHh4QQGBjJ+/Pg3fcqvJaCEH6NrvZ/FOth29Pfv8lYmdHF1dWXdunVs2bKFUqVKYWdnx4gRIxg+fDijRo2iffv23Llzh+nTp1OjRg0CAgIAKF26NCqVinXr1qFSqTAyMsLHx4eaNWsyceJE5syZg7+/P4cOHeLvv/9+rRgLFSrE8OHD+fHHH9FoNDRu3BiNRsOJEydo1aoVPj4+9O/fn/Xr1zNo0CCGDBmCWq1m1qxZ2NjY0LNnTyA9YW7SpAkrVqzQnevy5ctfeShB2bJl2bhxI/v27aNIkSI4OjrqHvyI/GHf9WMsOLUCjVaDr5MXo2oOxtw4/z80ECK/ye6SdwP9u1HWziXXXvd1hpJl+zXIvde4/vA2iwJXvrSeLCEo3gS/YhXwKerB+ftXWHluIx/VGPTynYTI5wyeYPfq1YtvvvmGiRMn0qhRI+Li4pg/fz4WFha0bdtWV2/48OH07t2b8ePH06ZNGwIDA1mzZg0TJ07UtR6amJgwdOhQZsyYgb29PV5eXqxZs0aX7GXw9fWlfv36jBs3jrFjx2JlZcVPP/2Es7MzHTp0eOvXIKcCSvhRtbivwZYk6dy5M+fOneObb74hJiaGDh068P333zN79mzmzp3LsGHDsLa2pm3btnpLq9nb2/PVV1+xaNEiNm3aRFpaGleuXKF79+6EhYWxYsUKlixZQu3atZk2bRpdu3Z9rTgHDx6Mvb09S5cuZcOGDVhaWuLn54eDQ/rT02LFivH777/zww8/8Omnn6JQKAgICOCjjz7SzSoO8OWXX/Lll18yadIkLC0tee+99yhVqhQHDhx4pZhu377NZ599RlxcHCNGjODDDz98rfMUb4dWq2Xdpe2svrAZgLqlAxhStY/MsiuEgXgWdsPB3FbvYfOzHMztaOpa952evb+snQsbgre/9DpJ93DxJigUCvr4duKzXd9x9PYpWrk3ws2htKHDEuKNUmgNPJW1Vqtl9erV/PHHH9y+fRsLCwt8fHwYOXIkHh4eenUPHjzI9OnTCQ0NxcnJiQEDBuiWRHr6eIsXL2bFihVERUXh7u7OmDFjqF69ul69x48fM2XKFHbu3ElqaioBAQF8+eWXulbznDp//jyA3vJTGZKSknTLTRWE7rEFWcYEZGZmZu9cN+43Kb//Dqg1ahaf/pM919OX8evg2ZzuPm1f2JL15MkTgoOD8fT0zLPdnUT+IfdT1k6EBb1w2NToWu/LUl3IdRJvRk7el+ae+I2DN4/jWcSN/2sw6q30BBH5R374G/eiXO9ZBk+wCwpJsAsGSbDfjPz8O5CclsLMvxdx+t55FCgY6N+NZuXqvXS//PDHQuQfcj8937PrO8PbHTaVX8h1ErktJ+9L0U8e8b9tX5OqTuWTWh9QrUSltxOkyBfyw9+4nCTYBu8iLsSrSEtLe+627E6EJsTLxCU/Zsrhn7kWfQNjlTEfVR8oHwqEyGMMPWwqv8i4TkFhF7h0/TJeZcvjV8JbrpN4Kxws7Gjj0Yj1l3aw4uwG/Iv7yBArUWBJgi3ypQoVKjx3m7OzM/v27XuL0YiC6MHjKL49NJvw+AdYmljwWe1hlC/y6qsMCCHeHKVSSQVHd0OHkecplcr0sdaRqfIQQrx17co3Y2/oUcIfP2BP6GGal6tv6JCEeCMkwRb50tq1a5+7LbuLwAvxPDce3eG7Q3OISYqjsIU9X9QbQQnrYoYOSwghhMi3zI3N6OLdmkWnV7LmwhbqlgrAwiRvrnksxOuQBFvkS9kZ/yDEqzgXEcyPR+eTlJZMKRtnPq83AntzW0OHJYQQQuR7jcrWYvu1/dyNi2BD8A56+eb91XuEyCnpGySEEP86dPME3x2aQ1JaMt6OHkxoOFqSayGEECKXqJQq+vh2BGDb1X08SIg2cERC5D5JsN8imbBdvKvy+r2v1WrZGLyTOSeWotZqqOVShS/qjpCua0IIIUQu8yvmjbejB6maNP4895ehwxEi10mC/RYYGxsD6VPQC/EuSkhIQKFQ6H4X8hKNRsOvgav549xGANp4NObD6gMwUskIGiGEECK3KRQK+lTqhAIFR27/Q0j0TUOHJESukk+Qb4FKpcLW1pYHDx4AYGFhgUKhMHBUIitqtZrk5GQAWerrNWm1WtLS0oiLiyMuLg5bW9s8d01T1KnMPv4rJ8KCUKCgb6VOtPJoZOiwhBBCiAKtjF1J6pSuxqGbJ1h+dj3/12CkfDYWBYYk2G+Jk5MTgC7JFnmTRqMhLS0NIyMjWb4kl6hUKooVK4aNjY2hQ9HzOCWBqUfmERwZgpHSiBEB/anpUtnQYQkhhBDvhO4+bfn7TiDBkdc4de8cVZ19DR2SELlCEuy3RKFQUKxYMRwdHUlNTTV0OOI5EhMTuX79Oi4uLpiby/jb12VkZIRKpcpzT6WjEh4y+dAcwuLCsTA2Z0ztIbKGrhBCCPEWFbawp7V7IzYE7+D3s+vxK+aNkTJv9XQT4lVIgv2WqVSqPNdNVvxHo9EAYGpqipmZmYGjEW/CrZgwJh+aw6PEWOzNbfmi7ghcbJ0NHZYQQgjxzmnn2ZR9148SHv+APaGHaV6uvqFDEuK1SR9YIcQ748L9K3y1bxqPEmMpaV2MSY3HSHIthBBCGIiFsTldvFsDsObiVp6kJBo4IiFenyTYQoh3wrHbp5h8aA6JqUl4FinHhEajKWxhb+iwhBBCiHdao7K1cC7kRHzyYzYE7zB0OEK8NkmwhRAF3pYre5n592LSNGlUL+HPuHofYmViaeiwhBBCiHeeSqmid6WOAGy7uo/IhGgDRyTE65EEWwhRYGm0GpYFrWXZmbUANC9Xn49rDMJElffW4xZCCCHeVf7FvKng6E6qJo2V5zcZOhwhXosk2EKIAilVncqs47+y5epeAHr7dmCAX1dZfk0IIYTIYxQKBX18OwFw5NZJQh/eMnBEQrw6+aQphChwnqQkMvnQHI7dPoVKqeLDgAG0Ld80zy0XJoQQQoh0Ze1dqFsqAIDlZ9ah1WoNHJEQr0YSbCFEgfLwSQxf7ZvGxQdXMTcy4/M6w6lTupqhwxJCCCHES3T3aYuxyphLkdc4fe+cocMR4pVIgi2EKDDCYsMZt/cHbsfexdbMmgkNR1HRydPQYQkhhBAiGwpb2tPKvSEAv5/dQJpGbeCIhMg5SbCFEAXC5cgQvtw7legnjyheqCiTGn9KabuShg5LCCGEEDnQ3rMZ1qZW3Iu/z97QI4YOR4gckwRbCJHvnQgL4psDP5GQmoi7Q1m+afQJjpYOhg5LCCGEEDlkYWxOV+/WAKy+uIUnKYkGjkiInJEEWwiRr+24doDpRxeSqkmjirMvX9X/iEKmVoYOSwghhBCvqGHZ2jgXciI++TEbL+80dDhC5Igk2EKIfEmr1fLHuY0sCVyFFi1NXOvwSc33MTEyMXRoQgghhHgNRkoVvXw7ALD1yl6iEh4aOCIhsk8SbCFEvpOmTmPuid/YGJz+VLu7T1veq9xD1rgWQgghCojKxX2o4OhOqiaNlef/MnQ4QmSbfBoVQuQrialJTDnyM4dunUCpUDKsWl86erWQNa6FEEKIAkShUNDHtyMAh2+d5PrDWwaOSIjskQRbCJFvxCTG8n/7pnM2IhhTI1M+qzOU+mVqGDosIYQQQrwBZe1LUadUNQCWn12PVqs1cERCvJwk2EKIfOFe/H3G7Z3KjZg72JgW4v8ajMSvmLehwxJCCCHEG9TDpx3GSiMuPrjK6XvnDR2OEC8lCbYQIs+7GnWdL/dMJTIhGierInzTeAyu9qUMHZYQQggh3rDClva08mgEwO9n15OmURs4IiFeLMcJ9j///ENCQkKW2xISEvjnn39eOyghhMhw6u5ZJh6YSXxKAq72pfim0Sc4WRUxdFhCCCGEeEvaezbD2tSKe/H32Xf9iKHDEeKFcpxg9+3bl9DQ0Cy33bhxg759+752UEIIAbAn9DBTj84nRZ2KXzFvvm4wEhsza0OHJYQQQoi3yMLYnC4VWgOw+sIWnqQmGjgiIZ4vxwn2iyYXSEtLk2VyhBCvTavVsvrCZhac+gOtVkuDMjX5tPYQzIxMDR2aEEIIIQygkWttihcqSlzyY90ynULkRdnKhh8/fsy9e/e4d+8eAJGRkbrvM/5dv36dDRs2ULhw4RwF0KdPHzw8PLL8t3XrVl29gwcP0r59e3x8fGjSpAkrVqzI8niLFy+mYcOG+Pj40KlTJ06cOJHl+Xz11VcEBATg5+fHkCFDuHv3bo7iFkK8GWqNmvn//M7ai9sA6FyhJUOq9kalVBk4MiGEEEIYipFSRW/fDgBsvbqPqISHBo5IiKwZZafS0qVLmTt3LpC+Jt2IESOyrKfVavnggw9yFMDXX3/N48eP9cp+++03du3aRY0a6cvvBAUFMWzYMNq1a8fYsWMJDAxk0qRJmJiY0KVLF91+ixcvZsaMGYwcORIvLy/WrFnD4MGDWbNmDR4eHrp6o0eP5uLFi3z55ZdYWVkxa9YsBgwYwKZNmzAzM8tR/EKI3JOUlsyMY4sICr+AQqFgcOWeNHatbeiwhBBCCJEHVC5eEa8i5bgUeY0/z29iRPX+hg5JiEyylWDXqlULCwsLtFotU6dOpXfv3hQvXlyvjomJCe7u7lSrVi1HAbi5uWUqGz16NLVq1cLe3h6AuXPn4uXlxeTJkwGoXr064eHh/PTTT3Tq1AmlUklKSgq//PILffv2ZdCgQQBUq1aNNm3aMG/ePGbMmAHA2bNnOXDgAAsWLKBevXoAuLu706RJEzZs2ECPHj1yFL8QInfEJsXx/eGfCX14CxOVMR/XeI8qzhUNHZYQQggh8giFQkGfSp34fPf3HLp1gpbuDSlr72LosITQk60E28/PDz8/PwASExPp0qULRYsWfSMBBQYGEhYWxscffwxASkoKx48f55NPPtGr16ZNG1avXs2lS5fw9vYmMDCQ+Ph4WrduraujUqlo2bIlS5YsQavVolAoOHjwINbW1tStW1dXr3jx4vj7+3Pw4EFJsIUwgIjHkUw+OJuIx5EUMrHkszrDcC9c1tBhCSGEECKPcbUvRe1S1Thy6yTLz67jq/ofo1AoDB2WEDo5npFsxIgRbyy5BtiyZQvm5uY0apS+3t3t27dJTU2lbFn9D9sZLd8ZM5pnfH22nqurKwkJCdy/f19Xr0yZMpl+Ed3c3J47O7oQ4s0JfXiL8Xt+IOJxJEUsHfim0SeSXAshhBDiuXr4tMVYacTFB1cJDL9g6HCE0JOtFuxnhYWFsX37du7du0dSUpLeNoVCoevKnVNpaWns2LGDRo0aYWFhAUBsbCwA1tb6S/NkfJ+xPS4uDhMTk0xjqG1sbACIiYnBycmJuLg4ChUqlOm1ra2tdcd6VVqtlidPnrzWMYRhJSYm6n0Vb9a5+8HMPb2MZHUKpaydGRnwHrZG1gXi90juJZGb5H4SuUXuJZFbDHkvWSrMaVK2DttC9rMsaC3u1qVlMtR8LD+8L2X0hs6OHCfYBw4cYMSIEWg0Guzt7TExMdHb/jpdNI4ePUp0dLReN++XHffp8qzqZCwr9rJ6LyrPrtTUVIKDg1/rGCJvuHnzpqFDKPDOx11l+4PDaNFS2tyZ9oUbEX7jLuEUrBn95V4SuUnuJ5Fb5F4SucVQ95K7uiT7lWaEP37AqpN/4WfjaZA4RO7J6+9Lz+a9z5PjBHvGjBn4+/szY8YMHBwcchzYi2zZsgVbW1tq1/5v1uCMFuhnW5fj4uKA/1qyra2tSU5OJjk5GVNT00z1Mo5jbW1NeHh4pteOi4vL1EqeU8bGxllO2ibyj8TERG7evEnp0qUxNzc3dDgFklarZfO1vWx7cAiAmiUqM9C3K0bKV+pQk2fJvSRyk9xPIrfIvSRyS164lzpZxvP7hQ38HXuWDpVbYm4sqwHlR3nhXnqZkJCQbNfN8SfaW7duMXv27FxPrpOSkti7dy9t2rTB2NhYV+7i4oKxsTHXr1/Xm5gs4yRdXV31voaGhuLl5aWrFxoaiqWlpW7cuKurK8eOHcvUzB8SEqI7xqtSKBS6ru0ifzM3N5ef5Rug0WhYHPgnu0MPA9Desxk9fNoV6MlJ5F4SuUnuJ5Fb5F4SucWQ91JLz0bsvXWU8PgH7Lp1mB4V2xkkDpE78vL7Uk4+q+Z4krPixYu/kfGR+/btIyEhgTZt2uiVm5iYUL16dbZv365XvmXLFooUKaJLpv39/SlUqBDbtm3T1VGr1Wzfvp169erpLkq9evWIi4vj8OHDunrh4eEEBgbqlu0SQuS+5LQUfjy2gN2hh1GgYKB/N3pWbF+gk2shhBBCvDlGShW9fTsCsOXqXqKePDRwREK8QoL9wQcfsGTJklwfhL5582aKFy9O5cqVM20bPnw4Fy5cYPz48Zw4cYJffvmFNWvW8NFHH6FUpp+CiYkJQ4cOZenSpSxZsoTjx4/z6aefcufOHYYMGaI7lq+vL/Xr12fcuHFs3bqVgwcPMnz4cJydnenQoUOunpMQIl188mO+OfATp+6exVhpxKhag2lerr6hwxJCCCFEPleleEU8i5QjVZ3Kn+c3GTocIXLeRfz8+fNER0fTpEkTAgICsLOzy1Rn/PjxOTpmbGwshw8fpl+/flm2Zvn5+fHzzz8zffp0Nm7ciJOTE+PHj6dLly569QYOHIhWq2X58uVERUXh7u7OggUL8PDw0Ks3bdo0pkyZwoQJE0hNTSUgIIDZs2dnmoFcCPH6HiREM/ngbO7F38fSxILPag+lfBGZq0AIIYQQr0+hUNDHtyNf7JnC4ZsnaVmuIWXtXQwdlniHKbQZ02xnU/ny5V98QIXinZxJ+/z58wD4+PgYOBLxOp48eUJwcDCenp55dgxIfnLz0R0mH5pDTFIcDhZ2jKv7ISVsihk6rLdC7iWRm+R+ErlF7iWRW/LavTTr7yUcuf0PFRzd+ar+xzIELR/Ja/dSVnKS6+W4Bfvy5cs5j0gI8c45FxHMtKMLSExLopSNM5/XHYG9ha2hwxJCCCFEAdSjYjtOhAVx8cFVgsIv4F9cGr2EYeR4DLYQQrzM4Zsn+e7QHBLTkqjg6M6EhqMluRZCCCHEG1PE0oGW7g0BWH52PWqN2sARiXeVJNhCiFyj1Wr5K3gXs0/8ilqroaZLFb6oOwILk7y5pqEQQgghCo4Ons0pZGLJ3bgI9l4/auhwxDsqx13Ey5cv/9IxDe/iGGwh3nUajYbfzqxl+7X9ALT2aExv3w4oFfIcTwghhBBvnoWJOV28W7MkcBVrLmyhdqmqWBjLQ37xduU4wR4+fHimBPvhw4ccPXoUtVpN+/btcys2IUQ+kaJOZc7xpRwPCwSgb6XOtPZoZOCohBBCCPGuaexah+1X9xP++AGbLu+iu087Q4ck3jE5TrA//PDDLMtTUlIYNGgQ9vb2rx2UECLv0mg0BEeF8CgxFjtzG0raFGPa0YUER17DSGnEiIB+1HSpYugwhRBCCPEOMlKq6OXbgR+Pzmfzlb00ca2Lg0XmZYWFeFNynGA/j4mJCX369OHHH3+kZ8+euXVYIUQeciIsiKWBq4lOjNGVqRRK1FoN5sZmjKk1BO+iHs8/gBBCCCHEG1bV2RfPIm4ER4bw5/lNDA/oZ+iQxDskVwdHmpqaEhkZmZuHFELkESfCgph2dIFecg2g1moA6FqhtSTXQgghhDA4hUJBH99OABy6eYIbj+4YOCLxLsm1BPvhw4csXryYMmXK5NYhhRB5hEajYWng6hfW2XJlLxqN5i1FJIQQQgjxfG4OpanlUgUtWpafWYdWqzV0SOIdkeMu4g0bNsw0yVlKSgoPHz5EoVDwyy+/5FpwQoi8ITgqJFPL9bOiEx8RHBVCBUf3txOUEEIIIcQL9KjYnpNhZ7jw4ApB4RfxL+5t6JDEOyDHCXa1atUyJdgmJiY4OzvTsmVLSpQokWvBCSHyhkeJsblaTwghhBDiTXO0dKCFe0M2Xd7F72fX4+vkiUqpMnRYooDLcYL9/fffv4k4hBB5mJ25Ta7WE0IIIYR4Gzp4NmP/9aOExYWz7/oxmrjVMXRIooB7rTHYycnJPHjwgOTk5NyKRwiRB3kWdsPe3PaFdRzM7fAs7PZ2AhJCCCGEyAZLEws6V2gFwOoLm0lMTTJwRKKge6UEOzAwkJ49e+Lv70+9evXw9/end+/eBAUF5XZ8Qog8QKlUUusla1v39++CUpmrCxMIIYQQQry2Jq51KGblSGxyPH9d3mXocEQBl+NPw2fOnKFfv37cunWLrl278r///Y8uXbpw48YN+vXrx9mzZ99EnEIIA9JoNJwJvwiAuZGZ3jYHcztG13qfgBJ+hghNCCGEEOKFjFRG9PLtAMCWK3uIfvLIwBGJgizHY7BnzZqFh4cHy5Ytw8LCQlf+6aef0rdvX2bNmsXixYtzNUghhGEdu3OaO3HhWBqbM6vVRG7H3uNRYix25jZ4FnaTlmshhBBC5GlVnX0pX9iVy1GhrDq/mWEBfQ0dkiigXqkF+7333tNLrgEsLCwYNGiQdBMXooBRa9SsubgFgNYejSlkakUFR3dql6pKBUd3Sa6FEEIIkecpFAr6VOoEwMGbx7n56I6BIxIFVY4/GWs0GkxMTLLcZmpqikajee2ghBB5x5Fb/xAe/wArE0taujc0dDhCCCGEEK+knEMZarpUQYuW5WfXodVqDR2SKIBynGCXL1+elStXZrlt1apVlC9f/rWDEkLkDWkaNWsvbgWgbfkmmBubvWQPIYQQQoi8q6dPO4yURpy/f4UzERcNHY4ogHI8Bnvw4MEMHz6c9u3b07ZtW4oUKUJkZCRbtmwhODiYuXPnvok4hRAGcOjmce4nRGFjWojm5eobOhwhhBBCiNfiaFWYlu4N2HR5N8vPrKdiUU9USpWhwxIFSI4T7EaNGjF16lSmTp3KDz/8oCsvWrQoU6dOpWFD6UIqREGQpk5j3cVtALTzbIaZkamBIxJCCCGEeH0dPJuz7/oxwuLC2X/jGI1d6xg6JFGA5DjBBmjTpg2tW7fm+vXrxMTEYGtrS9myZVEoFLkdnxDCQPbdOEbkk4fYmdnQVP7wCCGEEKKAsDSxoHOFliwNWsOqC1uo5VJVhsGJXPPK0/8qFApcXV2pXLkyrq6uklwLUYCkqFNZf2k7AB28mmNilPXEhkIIIYQQ+VFT17o4WRUhNimOTZd3GzocUYBkK8G+desWAQEB7Nq167l1du/eTUBAACEhIbkWnBDCMPaEHuZhYgwO5nY0KlvL0OEIIYQQQuQqI5URvXw7ALD5ym4ePokxbECiwMhWgv3777/j5uZG06ZNn1unSZMmuLu78/vvv+dacEKIty85LYWNwTsB6OjVAmOVsYEjEkIIIYTIfdWcK+FR2JUUdSp/Xthk6HBEAZGtBPvQoUO0a9fupfXatm3L33///dpBCSEMZ1fIIWKS4ihi6UCDMjUMHY4QQgghxBuhUCjoW6kTAAdvHOfmozADRyQKgmwl2OHh4ZQpU+al9UqXLk1ERMRrByWEMIyk1CQ2Xk5vve7k1RIj1SvNgyiEEEIIkS+UcyhDzZKV0aJl+dl1aLVaQ4ck8rlsJdgqlYrU1NSX1ktNTUWpfOV504QQBrYj5CDxyY9xsipCvdIBhg5HCCGEEOKN61mxPUZKI87fv8zZiEuGDkfkc9nKhkuUKMGZM2deWi8oKIgSJUq8bkxCCAN4kpqom0Wzc4VWqJQqA0ckhBBCCPHmOVoVpkW5+gAsP7MOtUZt2IBEvpatBLtevXr8/vvvPHjw4Ll17t+/z4oVK2jQoEGuBSeEeHu2Xd3P45QEnAs5UdulqqHDEUIIIYR4azp4NcfKxJI7ceHsvyFzSolXl60Ee8CAAWi1Wrp378727dtJSkrSbUtKSmLbtm306NEDhUJB//7931SsQog35HFKAluu7AGgi3crGeohhBBCiOdSa7RcvPGQ8zefcPHGQ9Sa/D9u2crEks4VWgKw6sJmklKTXrKHEFnL1gxGDg4OzJ8/n2HDhjFq1ChUKhV2dnYAPHr0CLVajYODA7/88gv29vavFMiaNWtYvnw5N27cwMrKCl9fX+bNm6fbfvDgQWbMmEFoaChOTk7079+fXr16ZTrO4sWLWbFiBZGRkbi7u/Ppp58SEKA/lvTx48f88MMP7Ny5k5SUFAICAvjyyy9xdnZ+pdiFyO+2XNnLk9REStoUp3pJf0OHI4QQQhiMWqPl0vVoHsYlYW9thldZB1RKhaHDyjOOnbvHgo3niY5NT0DXHXuIg81F3m/vQ82KxQ0c3etp6lqX7dcOcP9xJJuu7KardxtDhyTyoWxPEVyxYkV27NjB6tWrOXr0KOHh4QC4u7tTp04dOnfujJWV1SsFMXv2bJYuXcqQIUPw9fUlNjaWw4cP67YHBQUxbNgw2rVrx9ixYwkMDGTSpEmYmJjQpUsXXb3FixczY8YMRo4ciZeXF2vWrGHw4MGsWbMGDw8PXb3Ro0dz8eJFvvzyS6ysrJg1axYDBgxg06ZNmJmZvdI5CJFfxSc/ZtvVfQB09W6NUiGt10IIId5NzyaPAA42ZgUiecwNx87d47vf/slUHh2bxHe//cPn/arm6+tkpDKiV8X2TD+2kE2Xd9O4bB3sLWwNHZbIZ3K0Bo+VlRUDBw5k4MCBuRZAaGgov/zyCwsWLKB27dq68iZNmuj+P3fuXLy8vJg8eTIA1atXJzw8nJ9++olOnTqhVCpJSUnhl19+oW/fvgwaNAiAatWq0aZNG+bNm8eMGTMAOHv2LAcOHGDBggXUq1cPSH9I0KRJEzZs2ECPHj1y7dyEyA82Xd5NUloyZWxLUs25kqHDEUIIIQyioCePGbRaLWlqLWq1hjS1Jv3/Go2uLFWtQa3WkpbxVaMhLU1DapqGOWvOvvDYC/+6QIB3sXzd4h9Qwg8Ph7Jcib7OqgubGVqtj6FDEvmMwRe5Xb9+PSVLltRLrp+WkpLC8ePH+eSTT/TK27Rpw+rVq7l06RLe3t4EBgYSHx9P69atdXVUKhUtW7ZkyZIlaLVaFAoFBw8exNramrp16+rqFS9eHH9/fw4ePCgJtninxCTFsePaAQC6eLdGoci/fxCFEEKIV6XWaFmw8fwL6yz86wJVvZwALalpGtSap5LQf5NVXWKq+a/sv2T230Q2LXNSq1dP8+JE97mvq9Evy/J1NVo0b3C8dFRMIpeuR+PjVviNvcabplAo6FOpE+P3TuXAjb9p6d6AUraySpLIPoMn2GfPnsXd3Z25c+fy+++/Ex8fT6VKlRg3bhyenp7cvn2b1NRUypYtq7efm5sbkN4C7u3tTWhoKECmeq6uriQkJHD//n2cnJwIDQ2lTJkymRIJNzc3jhw58gbPVIi8Z1PwLpLVKbjZl6ZycR9DhyPeMTLOUQiRV1y6Hq3XLTwrUTGJdPxs81uK6O1SKRWoVEqMVApUSiXGRv9+r1SiUikwUilJTE7l/sPElx7rYVz+nxzMvXBZapSszN93TvP72fWMq/c/Q4ck8hGDJ9iRkZFcvHiRa9euMWHCBIyNjZkzZw4DBgxg165dxMbGAmBtba23X8b3Gdvj4uIwMTHJNIbaxsYGgJiYGJycnIiLi6NQoUKZ4rC2ttYd61VptVqePHnyWscQhpWYmKj3tSB7lBTLzpCDALQr1+SdOOe36V26l17FiYv3WbrtCg/jknVl9tam9G/pQUCFogaMLG+S+0nkFrmXsnb1VtQr76tSKTB6JkFN//pUmUr5b53/thuplP/W+bfMSKFLaFXK9O0Zx1OpFP++zn/HS6/z1OuplM+PJcvX/S+m7PRgu3jjIROXnH5pPQtTCsTn4Y7uzfjn7hnORgRz/GYgFR3LGzqkAis/vC9l9IbODoMn2BlJ6ezZsylXrhwAFSpUoFGjRqxatQp///QZjZ93Qk+XZ1VHq9Vmq96LyrMrNTWV4ODg1zqGyBtu3rxp6BDeuD2Rx0jVpOFs5ogqSkNwtNy7b8K7cC/l1KU7iaw+HJ2p/GFcMtP/PEfXOg54lTQ3QGR5n9xPIrfIvZTuQWwqRy/Fc+5G9hLCbnXsKVPUDKUyvdVXqXj9z4+Zaf/9p8nZbup///27Z0ruBgUaLdYWKuKeqJ9bxdpCBU8iCA6+n9uvbhB+1l78E3OeZUFrGVCyg0wE+4bl9fclExOTbNUzeIJtY2ND4cKFdck1gKOjI2XLliUkJIQGDRoAZGpdjouLA/5ryba2tiY5OZnk5GRMTU0z1ctoyba2ttbNgP7s8Z5tJc8pY2NjXdd1kT8lJiZy8+ZNSpcujbl5wf2AH534iLPXrwDQy68jXoXLvWQPkVPvyr2UUxqNlllbDr+wzt5zj+nQ2A+ldBfXkftJ5Ba5l9KFhMWy8dAN/gmO1JUZqRSkqZ8/PtnBxpT2jf3f6fem93Bg+p/nnru9XR1XKlQo9RYjerNcUkpxaV8IUSmPiLKMp16p6oYOqUDKD+9LISEh2a6b4wR7586dNGnSBKUyd57guLq6cu/evUzlWq0WpVKJi4sLxsbGXL9+XW9isoyTdHV11fsaGhqKl5eXrl5oaCiWlpYULVpUV+/YsWOZmvlDQkJ0x3hVCoUCCwuL1zqGyBvMzc0L9M/y90sbSdOoqeDoThUXX0OHU6AV9Hspp86HROl1C89KdGwyq/ffwMPFHnMzIyzMjLA0M8bCzAgLM2PMTFTv1IR8ao2WizcecvHmEzRmifh72stYdfHa3sX3Jq1Wy7lrUazZd5Wz1/7rEl7d24kujdyJiknMchbxDO+3r4iVleXbCDXPalC1DKamppmWMjMxUpKSpuHg2XDaNXDH1FhlwChzj4WFBZ0rtOK3M2vZcHUnDdxqYmYsS/q+KXn5fSknnztynGB/9NFHFC1alO7du9O1a1ccHBxyegg99evXZ8OGDVy9ehV3d3cA7t+/z/Xr1+nYsSMmJiZUr16d7du3079/f91+W7ZsoUiRIrpk2t/fn0KFCrFt2zZdmVqtZvv27dSrV093UerVq8fcuXM5fPiwLmEPDw8nMDCQ8ePHv9a5CJEfPEiIZv/1o0D6utdCvE1hD+KzVW/DgVAgNMttSgWYZyTcpulJd0YSbv5vEm5pZoT504m5qTEW5v/VtTAzxsRImecT9WfX5F137CEONhdlTV4hckCj0XLiYjhr9l7j2p0YAJRKBfX9S9CpgRsuTuk9GN1d7Pi8X9VMyWNhW3MGt/OW37l/1axYnADvYgQG3+Xi5RtUKF8Gt5KF+d/0A9yOiGfZ1ksMbl9wJk5t5laPHSEHuf84kk1X9shnJ/FSOU6wly9fzu+//87cuXP5+eefad68Ob169aJSpUqvFECTJk2oUKECH374IR999BEmJibMnTsXe3t7unbtCsDw4cPp3bs348ePp02bNgQGBrJmzRomTpyoa0k3MTFh6NChzJgxA3t7e7y8vFizZg137txh+vTputfz9fWlfv36jBs3jrFjx2JlZcVPP/2Es7MzHTp0eKVzECI/WXdxG2qthopFPfEsIl3DxZun1mg5c/UBu07c4vj5zEN0suLuYoeRSsGTpDSeJKfxJDGVJ8lpaDRaNFpISEwlITH1teJSKRVZJOf//d/y6STe3Fj/61OJurHRmxmT966sySvEm5Km1nAwMIx1+69x5/5jIL2ltWlAKTrUd8PRPnNLWUbyKCscvJhKqaBCGXuUSffxLGOPhYUZH3XzY8Ki42w6fJ3KnkXx93A0dJi5wkhlRK+K7Zl+bCGbL++msWtt7M1tDR2WyMNynGBXrVqVqlWr8uDBA1auXMmaNWvYsmULnp6e9O7dm9atW2d7ADikr1W9cOFCJk+ezFdffUVaWhpVq1Zl2rRpui4Cfn5+/Pzzz0yfPp2NGzfi5OTE+PHj6dKli96xBg4ciFarZfny5URFReHu7s6CBQvw8PDQqzdt2jSmTJnChAkTSE1NJSAggNmzZ2eagVyIgiYi/gEHbx4HpPVavHkPHj5hzz+32X3yNlEx/80M+rJxjoVtzfnhwzqZPtBqtVqSU9TpCXdSanrynZRKQlIaif9+n5Ckv+3p5Dzja2JyGlpteuIf/ySF+CevNxWQiZHyqYRbP/nWfX0qObc0N8bcVL/ru7mZsd75ZndN3gDvYvLBX4hnJKWksfvEbTYcDCHyUfp7j4WZEa1qlaFtHVdsC5m+cH+VUpGv13E2lCqeRWlVqwxbj95g5spAZn/SABurF1/r/CKghB/uDmW5Gn2d1ec3M6RaH0OHJPIwhTZjmu1XlJaWxo4dO/j111+5dOkSNjY2dOnShT59+uDoWDCeXGXH+fPpH4R8fApOl5h30ZMnTwgODsbT0zPPjgF5HXOOL+XQrRP4FfPm87rDDR1OgVbQ76XnSU3TcPJiBLtO3CLo6gMy/sJYmRvToEpJmlRzITwq4YXjHN90y6xGoyUpJe3fhDyVxH+/piflzyToSWk8SU7lSWL614TENBKT08uTUp4/k+6rMDNR6RJy0BL2IOGl+0weWksSAZEjBfm96XFiKluPXmfz4evEPk5/cGZbyJR2dV1pUaM0lubGBo6wYMnqXkpKSWPkjIOEPXhMDZ9ifN6vap4fipNdV6OuM37vVBQo+KHZF5SyLWHokAqM/PC+lJNc77VnEQ8LC+Ps2bPcunULlUqFu7s7y5Yt4/fff2fatGk0bNjwdV9CCJEL7sZFcPj2SQC6Seu1yGV37sez68Qt9p26Q1zCfy3CFd0K0zSgFDV8imHy/+zdd1iUV/bA8e/MMDBDr4IUKSJdURSxgppoEqNJjJqyyRpj1hTTYzZlo5tfyiabzarpJqZvyibWFKNGY8GOBUWkqDQBQaT3OjO/P1CUxQIKDOV8nocHed87L2fwMsx5773nni164+1qY9R1jsqmqeFqHLn6aqU6nZ7q2ouMml/w+VwCX1XbQGV1/dn2jefOJfb1DY1b8dTU6aip012xCNyFispqrtxIiB6uuKyGn7ensm53BtW1DQD0sTdn+nhfrgvv12MKbnUHGlMT5t8zlL++t5098bn8sS+TiRE9o6q4n6MPIz2GsifrIN/GreGlqMeNHZLooq4qwTYYDGzZsoXvv/+ePXv2YGNjwz333MOf/vQnnJ2dKSws5KWXXuLNN9+UBFuILmJFwm8YDAaGuYXiY98z/tgJ46qpbWBnXA4bY06SlFHUdNze2ozrwvsxcbgnfR0vXnG3J6xzVKmUWJqbYmne+mVRF1PfoGsxep6YXsi3G5Kv+Fi7K0x1FaInO11YyeptKfyxL7PpRlU/FytmTBhA5GA3VCrZs9gYfN1tuefGQL7+LZFlP8UT3N8BV0dLY4fVLv406Fb2nTpM3OlEDucmMrhv0JUfJHqdNifYy5Yt44cffiAnJ4eAgABee+01pk6d2mzdtYODAw888ACzZs1q12CFEFcns+QUezIPAjJ6La6NwWAgJbuEjTGZRMdmN40WKZUKwgOdmRThydCAPq16YyvrHBupTVTYWKqarVUM8nFg/Z6MZiP8F/P5r0e583p/RoT07dV784re5WRuGSu3nGD74VPo9Y3rUPw97Zg5YQDhQS7yu9AFTBvny8HkPI6mFrL4u1jeemxMj7jh4WzpxE2+41h7fDPfxK1ikHNAu21dLHqONifY7777LhMmTOCf//wnw4cPv2S7fv368eijssZTiK5gecJaDBgY4REma4bEVamoqmNbbDYbY06SnlPWdLyvgwUTI/oxYZgHDjZXP91aNKdSKnjwtoGXXatuYqIk7VQZb369Hw9nK+64bgBjZdRO9GDJGUWs2HyCfYmnm44N8XNi5nV+hPR36DFrfXsClVLB03eH8cS/t3Iss5jlfxzn7hsCjB1Wu7g96Ca2ZuwhqzSHbRl7mOAz2tghiS6mzQn2xo0bcXNzu2I7Z2dnHnvssasKSgjRftKLs9iXfRgFCmYG32zscEQ3otcbOJpWwKaYTHYdyWmagqk2UTJ6kCuTIjwJ9nGQ0aIOMmqQ62XXqgf7OPDLjjTW7kwjK6+cRd/H8t3vycyYMIAJwzxQm8i6U9H9GQwGDh3LZ8WW4xxNLQRAoYBRA12ZMWEAvh62xg1QXFIfO3Menh7Kou8O8sMfxxkS0IcAT3tjh3XNLM0smB40mf8cXsmP8b8yymMoGrXsRCTOa3OC3ZrkWgjRdSw/+isAo/sNw8NG9swVV1ZUVsPm/Zlsiskkt/B8JWuvvtbcMMKTqDB3rK5x3bFonXNr1WOTTpGQnE5wgDdhgW5Na9X/fFMgt4/z5bdd6fwUncrpwio+WBHHfzce4/Zxvkwa4YnG9JrrmQrR6XR6A3vic1i55QSp2aVA46jo+KEeTJ/gi3sfKyNHKFpjXJg7BxLziD6UzeLvYnnnmaizOyV0bzf4RvL7iW3kVRbw67E/mCnL78QFWvVX94MPPmj1BRUKhUwNF6KLSCnM4GBOPAqFghnBk40djujCdDo9B5PPsDHmJPuT8prWNWrNTIgKc2dSRD983W1lCqYRqJQKgr3tUdbkEeht36IQnIVWzR3X+3HLWB827D3Jmm0pFJbW8OnPR1m++Ti3Rvbn5tHePeJNrej56hv0bDuYxaqtJziV33iDz8xUxQ0RntwW5YuTnSxF6W4enj6IxIxCcgsr+eznozxx5xBjh3TN1Co1fwq9jSW7P+OX5E1c338sdlobY4clughJsIXowc6NXkd6RuBq7WLkaERXlFtQyaZ9J9m8P7PZ9lCBXvZMivBkTKgrGjMZAe0ONGYm3BbVn5tHe/HH/ixWbjnBmaIq/rMuiVVbU5g6xoepY32wtpDZB6Lrqalt4PeYk/y0LYWCs0siLLRqpozxZuoYn2ZFAEX3YqlV8/TdYby0dBeb9mUyLNC5w7dj7Awj3MMY4ODNicJ0fjz6Kw+H32vskEQX0ap3TcnJV94qRAjRtRwrSOXw6USUCqWMXotm6up17InPZWPMSY6kFDQdt7YwZcIwDyZFeOLhLNMvuyu1iYqbRnoxcXg/th/KZsXmE2SfqeCHTcf4KTqFm0Z5My2qP3bWsmZQGF95VR1rd6bz6440yqvqgMat/m6N9OXGkZ4y86KHGNjfkdvH+bJqawofrDiMv6ddty+MqVAomDV4Ogs3/5ut6buZPGA8/WxlKa24yn2wL6eurq7Zll1CCOM4N3o9znskzpZORo5GdAUZuWVsjDnJ1gNZVFTXA43Fgob49WFShCfDg11Qm0gF6p7CRKVkwrB+RIV5sCc+h+V/HCc9p4w121JYuzONSRGe3D7elz525sYOVfRChaXV/BSdyu97M6iu1QGNuxLcPt6XCcM8MFVLkb6e5p4bAzl0PJ+0U6W888MhXpk7stsXyfR37M8IjzD2ZsXyTdxqXop63NghiS6gzQn2Bx98cMnq4PX19Tz22GMsW7bsmgMTQly9xDPHic87hkqpYnrQTcYORxhRVU09Ow6fYmPMSY5nljQdd7TVMnF4P64P70cfe0mwejKVUsGYUDdGD3LlQFIeP/5xnGMni/ltVzob9mQwYZgHMyYMwNXJ0tihil4gp6CC1VtT2Lw/iwZd484EXn2tmXndAEYPcpVt5nowtYmSZ+8ZylOLt3H4eD5rd6ZxS2R/Y4d1zf406Db2n4oj7nQih3MTGdw3yNghCSNrc4K9dOlS3N3due2225od1+v1zJ8/n4MHD7ZXbEKIq2AwGPjx7Oj1dd6jcbJwMHJEorMZDAaOnSxmY8xJdhw+RU1d4+iQSqkgIsSFSRGeDPbr06JYlujZFAoF4UEuDAt05khKAcv/OM6RlAI27ctk8/5MxoS6MfN6P7z6Whs7VNEDpZ0qZeWWE+yKO8XZGooEedsz8zo/hgb0kQKKvYSHsxVzbgnh49VH+Oq3REIHOOHZzV9zXCyduNF3HL8d38y3casZ5ByAUik3inqzNifYf/vb31i4cCF9+/YlIiICaHwz9/zzz7N9+3Y+/fTTdg9SCNF68XnJJOWnoFaacLuMXvcqpRW1bD2YzcaYk2TllTcdd3OyZFKEJxOGeWBrJYWCejuFQkHoACdCBziRfLKI5X8cZ39iHtsPn2L74VNEBLtwx/V++PWzM3aoogdISCtkxebjHEw+03RsaEAfZl7nR7CP3ADujSaP8uJAUh4HkvL493cHWfxUJGqT7r0kYHrQTWxL301m6Sm2Zexlgs8oY4ckjKjNCfY999xDdnY2jz/+OP/973/p378/L7/8MuvXr+ejjz4iPDy8I+IUQrTChaPXE/uPxd7c1rgBiQ6n1xuIO5HPxpiT7D2aS4OucWjIVK1iTKgrkyI8CfK2l9EhcVEBnvb8/YERpJ0qZfnm4+w+kkNMwmliEk4z2M+JO6/3I6S/o7HDFN2MwWDgYPIZVmw+TmJ6EQBKBYwOdWPGhAH4uMl2Rr2ZQqHgiTsH8/i/t5KRW8Z/1iXxwC0hxg7rmliaWTA9eDL/ObyKH+N/YVS/oWhM5IZ2b3VVRc6ef/55Tp06xdy5cxk7diyrVq1i8eLFREZGtnd8Qog2OJSbwInCdExVam4LvMHY4YgOlF9czeYDmWyKOcmZ4uqm477uNkwa4UXkYDcstFJ9V7SOj5sNL8wKJyuvnJVbTrAtNpvDx/M5fDyfIG977rjejzB/mcYrLk+nN7Ar7hQrt5wgPacMaCy2d124B7eP98XVUdb5i0Z2VhqeuGMIr30Rw0/RqQwLcCbUr3sXZL3BN4oNJ7ZxprKQtcf+YEbwzcYOSRjJVVcRf/vtt7nvvvtYsWIFb7zxBjfcIG/mhTAmg8HQVDn8Bt8obLUyQtDTNOj07E88zcaYTGKT85rWMVpo1YwPc2dihKeMDIlr4uFsxdN3h3H3JH9Wb01h075MEtOL+L9P9+LrbsMd1/sREdy321f+Fe2rvkHH5v1ZrN6aQm5hJQAaUxU3jvTitqj+3X47JtExhge7cONILzbsyWDJD7G8/+x4rMy7705EapWaPw2axjt7PuPn5E1c5zMGO3kv1iu1KsF++OGHL3nO2tqaDRs2sGHDBqBx2sfSpUvbJzohRKsdyDlCWnEmZiZm3BowydjhiHaUfaacTTGZbDmQRUlFbdPxgf0dmRTRj5GDXDGTLW1EO3JxsGDejFDunOjHmm2pbNibQUp2KW98tZ9+LlbMnDCAsYPdpOJzL1dVU8+GPSf5eXsKRWWNr01W5mqmju3PlDHe3TpZEp3jganBHDmRT05BJR+ujOP5Pw/r1jNlRnqE8dsxL04UZbD86FoeCr/H2CEJI2hVgn38+PFLnjM3N292vjv/UgjRXekNepYfXQvATQPGYa2xMnJE4lrV1DWw+0gOG2MySUgrbDpua2XG9eH9mDi8n2yrJDqcg42Wv9wawszrBvDLjjTW7kwj83Q5i76P5fvfjzF9wgAmDPOQ/dN7mdKKWn7dmcZvO9OpqK4HwMFGw7RxvtwQ4YnG7KonSIpeRmNmwvx7hvLc+zvYFZfD1qAsJgzrZ+ywrppCoWDWkBks3PxvtqTv4qYB4+hn62bssEQna9Ur4JYtWzo6DiHENdiXfZiTJdloTTTc4j/R2OGIa5CSXcLGmJNEx2ZTVdMANBYHGhrozKQIT4YFOmMio4aik9lYmvHnmwKZNs6X33al8XN0GrmFlXyw4jA/bExm2nhfJkV4ojGVxKonKyipZk10Cr/vPUnt2e3/3JwsmD5+AOOGyo0WcXX8+tlx9w3+fLs+mY9XxxPk7YCLg4Wxw7pq/o79GeEext7sWL45vIrbgm6kuLoUO60NgY6+soVXLyB/CYXo5vT686PXN/tPwNKs+/5R6q0qquuJjm3cXivtVGnTcWd7cyZG9OP68H6yhlF0CZZaNXde78+tY/uzYe9J1mw7QUFpDZ/+dJQVf5zg1qj+TB7lhblGCuz1JNlnylm9NYWtB7OadirwcbNh5nUDGDnQFZWsyRfXaMYEPw4mnSEpo4jF38fy5rzR3XoJyp8G3cq+U4eJy0siLi+p6biD1pbZYXcQ4T7EiNGJjnZVCXZdXR2rV69m3759FBcX8/LLL+Pl5cUff/yBv78/Hh4e7R2nEOISdmcdJLssFwu1lpv9rjN2OILGSroJ6UUkZFSh1xQRFqht8QbUYDCQkFbIxpiT7IrLoa5BDzRW3B01sC+TIjwZ6OsoxaREl6QxM+G2s8n05v2ZrNyawpmiKr7+LZGVW05wy1gfpo71kTW43VxKdgkrN59gd3wOhrNFFUP6OzBzgh9D/J1kWaBoNyqlgmf+FMYTi7aRlFHEyq0nuPN6f2OHddVOlp5Cb9C3OF5YXcKiXcuYP/pBSbJ7sDYn2EVFRdx3332cOHECR0dHCgsLqaxsrBi5efNmdu7cyf/93/+1d5xCiIvQ6XWsSGgcvZ4aMBELU3MjRyR2H8lh2U/xFJbWALBqdxEONgk8eNtARg1ypbi8hi37s9i07ySn8iubHufpYsWkCE/GDfXA2kKSEtE9mKpV3DTKm4kRnmw/lM3yP05wKr+C/248xk/RKdw00pvbovpjZ60xdqiilQwGA0dTC1mx+TiHjuc3HR8e5MLM6wYQ4GVvxOhET+biYMHDtw9kyX8P8d/fjzHErw9+/eyMHVab6fV6vopdftk2X8WuINw1VKaL91BtTrDffvttysrKWLVqFf7+/oSEnN8YPiIigk8//bRdAxRCXNqOk/vILT+DlakFNw0Yb+xwer3dR3J48+v9LY4Xltbw5tf78etnS2p2Kbqz+2tpTFVEDnFnUkQ//PrZyWiQ6LZMVEomDOtHVJgHe+JzWP7HcdJzyli9LYW1O9OYFOHJtPG+9LGTm4DGdLnZNXq9gf2Jp1mx5QTHThYDoFQqiBzsxvQJA/Dqa23M0EUvMX6oB/sT89gZl8Pi7w/yztPjul3RvKSCFAqrSy7bprC6mKSCFIL7+HVOUKJTtbnHbtu2jWeffZbg4GB0Ol2zc87Ozpw+fbrdghNCXFqDXseqhHUA3BIwCa1aRoiMSac3sOyn+Mu2OZ5ZAoC/px2TIjwZE+oqa1VFj6JSKhgT6sboQa4cSMrjxz+Oc+xkMWt3pbN+TwYThnkwY8IAqYBvBJeaXfOXW0Ko1+lZteUEJ0+XA6A2UXL98H7cPs63WxebEt2PQqFg3oxQkjKKOJVfyee/JvDojFBjh9UmxdWlV27Uhnai+2lzgl1RUYGrq+tFzzU0NLRIuoUQHSM6fQ95lQXYmFlxw4AoY4fT6yWmFTa9cb2cJ+4czMThnp0QkRDGo1AoCA9yYVigM0dSClj+x3GOpBSwaV8mm/dnMmawG3dc54enjIp2isvNrnnrmwNNX2vNTJg8yotbI2VavzAeK3NTnr47jAUf72bDngyGBfQhIqSvscNqNTutTbu2E91PmxNsd3d3Dh8+zMiRI1ucO3LkCN7e3u0SmBDi0hp0DaxKXA/ArYE3oDExM3JEoqjsysk1gKmJqoMjEaLrUCgUhA5wInSAE8kZRfz4x3EOJOWx/dApth86RUSwC3dc79ct11l2F62ZXaNQwJ9uCGDKGB8stTKrRhhf6AAnbovqz0/Rqby3/DAf9LPrNjd9Ah19cdDaXnaauJ2mccsu0TO1eWX91KlT+fTTT/njjz8wnC0pqVAoOHLkCP/5z3+49dZb2z1IIURzW9J3UVBVhJ3Ghkn9xxo7HAFU1dS3qp19N3mDIER7C/Cy5+W/jODdZ8YxOtQVhQJiEk4z/93t/P2T3RxNLTB2iD1CTW0DmafLOJCUx/rd6Sz+/uAVZ9cYDBDs7SDJtehSZk0OxKuvNWWVdby3/HBT3tHVKZVKZofdccV25XUVnRCNMIY2j2DPnTuX2NhYHnvsMWxsGqc2PPDAA5SUlDB27FhmzZrV7kEKIc6r09WzOnEDANOCbsTURCpOG1NldT3frk9i7a70K7Z1tNUS5OPQCVEJ0XX5uNnwwqxwsvLKWbnlBNtiszl0PJ9Dx/MJ9nHgjutkC6hLMRgMVFbXc6a4mryiKvKLqzhTXM2Z4vP/Lqusu6prt3YWjhCdRW2i4tl7h/L0kmgOJOWxbncGN4/uHjNlI9yHMH/0g3wVu7zZSLadxoZ6fQPFNaW8Hv0+L49/CktTqXPQ07Q5wVar1Xz66aesW7eObdu2UVhYiJ2dHePGjePmm2+WcvNCdLA/UndQVF2Cg7kd1/mMNnY4vZbBYGBnXA6f/RxPUVkt0DgClJBeeMnHzL01pMV+2EL0Vh7OVjx9dxh3T/Jn9dYUNu3LJCGtkJfT9uDrbsMd1/sTEezSq/aCNxgMlJTXcuZsspxfXEVe0fl/nymuprq24YrXsdCY4GRnTh87c5RK2Hv0ygVoZXaN6Io8XayZPSWIT386yhe/HGWQryMezlbGDqtVItyHEO4aSlJBCsXVpdhpG6eF51UW8PctizhZks2b0R+wYNyTUqi2h7mquvcKhYKbb76Zm2++ub3jEUJcRm1DHWuSfgdgetBNqFUync8YThdWsnT1EWKTzwDg6mjBvOmhhPo5tajUC40j13NvDWHUoIsXiBSiN3NxsGDejFDunOjHmm2pbNibQUp2KW98tY9+LlbMvM6PsaGuqFTd/wa+TqensLSmWQJ9bgT6TFEV+SXV1Dfor3gdG0tT+pxNoJ3stGf/raWPvTlOdubNpnrr9AYeeH3jZaeJy+wa0ZVNGe3DgcQ8Dh3P59/fHeTfT0SiNukerwdKpbLFVlx9rfqwMOoJ/m/rEk4UZfDWjo94MfIxzGRGYo9x1RvLpaamsn//foqLi5kxYwZOTk7k5eVhY2ODRiN3YYToCL+nRFNaU4aThQPjvFoWGhQdq75Bz5ptKfy46Rh1DXpMVEpmXjeAGRMGYKpuLF42apArESF9iU06RUJyOsEB3oQFusnItRBX4GCj5S+3hjDzugH8vD2V33alk3m6nEXfHeT7DcnMuG4A44d6dOk31vUNOvLPJsx5RecS6PPJdEFpDXr95deRKhWNo8nnRqD72GubJdNOdlo0pq1/+6ZSKnjwtoEXrSJ+jsyuEV2ZUqngybuG8Pi/t5F2qpTvf0/mvpuDjB3WNeln68ZLUY/z6tZ3SMw/weLdy/jr6IcxUXWvPb/FxbX5f1Gn07Fw4ULWrFmDwWBAoVAQGRmJk5MTL7/8MoGBgTz55JOtvt7q1at58cUXWxyfO3cuzz77bNPX0dHRLFmyhNTUVFxcXJg9ezb33HNPi8d9/vnnfPfdd+Tn5+Pn58dzzz1HREREszYVFRX861//4vfff6euro6IiAgWLlyIm5tbG34SQnSumvoafk7eCMCMoMnyItzJ4lMLWLoqjqy8xqIkoQMceWR6KG4X2c9XpVQQ7G2PsiaPQG97eeMqRBvYWJoxa3IQt48fwG+70vg5Oo3cwkreX36Y/248xu3jfJk0whMz9fmK/Dq9gcS0QorKarC31hDk49Ahv3dVNfVNCfSFU7jPHSsur73iNUxUCpxsm488O9mZ42zfeMzRVotJO4/Wjxrkyov3hcvsGtFtOdhoeWxmKG9+vZ9VW08QFtCHgf0djR3WNelv78kLkfP4R/T7HMpN4N29X/DUyAdQKWW3ke6uze/Qly5dytq1a3nuuecYO3YsU6ZMaTo3duxY1qxZ06YE+5zPPvsMK6vzayqcnZ2b/n3o0CHmzZvHrbfeygsvvEBsbCyvv/46pqamzJw5s6nd559/zpIlS3j66acJCgpixYoVzJ07lxUrVuDv79/Ubv78+SQkJLBw4UIsLS157733uP/++/nll19k9F10WetPbKO8tgIXSycivSKu/ADRLkoravlybQKb92cBYGtpxgO3BBMV5i5FmIToQJZaNXde788tY/vz+94M1mxLoaCkmmU/xbP8j+PcFtWfm0Z5cfh4fovE0cFGw4O3DWxT4mgwGCivqudMUdX/TOE+O427qIqK6ivvFmBmqjqfNDebwt04Gm1npTHKunKZXSO6u1GDXJk4vB+b9mWy5L+xvDd/fLevfB/oNIC/jnmYt3YsJSb7EEv3fcO8iFkoFV13po64sjYn2GvWrGHevHncf//96HS6Zufc3d3Jzs6+qkCCg4Oxt7e/6LkPP/yQoKAg3njjDQBGjBhBbm4u7777LtOnT0epVFJXV8fSpUuZNWsWDzzwAADDhw9n6tSpfPzxxyxZsgSAuLg4tm3bxrJly4iKigLAz8+PiRMnsmbNGu6+++6ril+IjlRVX80vxzYBMCP4Zrm72Qn0egOb92fy5doEyqsa31TfONKL+yYHYmku66SE6CxaMxNui/Jl8ihvNu/PZOWWE5wpruar3xL5YdMxaup0LR5TWFrDm1/v58X7wpuSbL3eQHF5zQVTuKtajEZf7Fr/y1KrPr/22f7s2ucLpnBbW5h22ZtvMrtGdHdzbxvI0dRCcgsr+XjVEZ69d6ixQ7pmoS5BPD3qLyzatYztJ2MwMzHlL0Pv7rKvI+LK2pxg5+XlMXjw4IueMzMzo7Ky8lpjaqauro69e/c2my4OjftxL1++nMTEREJCQoiNjaW8vLzZiLpKpWLy5Ml88cUXTdPZo6Ojsba2JjIysqmdq6srYWFhREdHS4ItuqR1x7dQWVeFm5ULY/qFGzucHu/k6TKWrjpCQlpjRXCvvtY8OiOUAK+L3wQUQnQ8U7WKm0Z5MzHCk+jYbJb/cZycgsu/51j831jW7kyjoKSG/JJqGnRXLiBma2X2PyPPWpzszZv+ba7p3iNmQnRnWjMTnrknjOc/2En0oWyGBTkzLszd2GFds3C3UB6LmM37e79kU+oONCZm3Bt6uyTZ3VSbE2wHBweysrIYMWJEi3Pp6em4uLhcVSBTpkyhuLgYV1dX7rjjDv7yl7+gUqnIzMykvr4eHx+fZu19fX2BxmJrISEhpKamArRo179/fyorK8nLy8PFxYXU1FS8vb1bdFhfX1927tx5VbEL0ZEq6ipZe2wzADNDZCu8jlRT18CPm46zZlsKOr0BM1MV99wQwC1jfXpEBWMhegITlZLrwvvhYKtl4ce7L9u2tk5HfOr5rfOUCnCw1TaNNjcm0hdU4LbVNhUsFEJ0TQGe9tx1vR/fbzzGx6viCPKyp4+9ubHDumZjPMOpbajlkwPf8euxP9CqNcwIlh2buqM2J9hRUVF8/PHHREZG4ujYWFxAoVBQXl7ON998w/jx49t0PScnJx5//HFCQ0NRKBRs2bKFd955h7y8PP7+979TWloKgLW1dbPHnfv63PmysjJMTU1brKG2sbEBoKSkBBcXF8rKypqt9b7weueudbUMBgNVVVXXdA1hXNXV1c0+dwVrkjdQVV+Nu1VfBjkESB/rIIeO5/P5r8nklzSu4xwW4MT9N/vjaKultvbS29tcSlfsS6L7kv7UUn5hWavaTQx3Z9RAZ5zstNhbmV32ZllDfS0NV15m3a1JXxLtxZh9acood/YnneZEVimLvjvAwvuHGqW2QXsb2TeMsuAK/pvwM8uPrkWpV3Jj/yhjh9XhusPr0rnZ0K3R5gT7iSeeYPv27UyePJmIiAgUCgWLFy/mxIkTmJiYMG/evDZdb+zYsYwdO7bp6zFjxmBmZsbXX3/Nww8/3HT8Uk/owuMXa2MwGFrV7nLHW6u+vp6kpKRruoboGjIyMowdAgBVuhp+z4gGINwimGPJx4wcUc9TVqVjw8ESErMaX9StzVVMHmZLgLsZ+bkZ5Ode2/W7Sl8SPYP0p/NKi1p348vVugZFTR4FuVBwjb/PPYn0JdFejNWXbhqsJSO3jMSMYj5fs48xQdZXflA30A8nxtoPZUfRQX5I/IXi/CIG2wQYO6xO0dVfl0xNW1eDp80JtqOjIytXruS9994jOjoalUpFcnIy48eP54knnsDW1ratl2zhpptu4osvviApKalp66z/HV0uK2u8c31uJNva2pra2lpqa2sxMzNr0e7cSLa1tTW5uS3/wpaVlbUYJW8rtVrdNHVddE/V1dVkZGTg5eWFVqs1djgsT1xLnaEeT2s3bhl2o6zFaUd6vYENMVn8+EcKNXU6lEoFN4/sx4zxPmjMrn0LtK7Wl0T3Jv2pJX9/A7/u30FR2aW3xnKwMePGyME9YmSrvUhfEu2lK/SlOpU9H/+UyNb4cq4bGYiPa89IsgMMAVglW7MuZSsb83fh6d6PUe7dv6DbpXSFvnQlKSkprW7bqneR3377LREREQwYMABoTLJfffXVq4uujfr164darSYtLa1ZYbJzT7J///7NPqemphIUdH7z+dTUVCwsLJq2/erfvz+7d+9uMcyfkpLSdI2rpVAoMDfv/mtABGi1WqP/X5bUlLE5YxcAd4XeioWFhVHj6UlOZBXz4co4UrMbb9z5e9rx6IxQvF1t2v17dYW+JHoO6U/NPTRtEG9+vf+S5x+8bRCWlvLaeTHSl0R7MWZfmjzGl7jUYvbE5/LhqgSWPB2FxvTab5J3BfeFzUSHnt9Tovns8A9Ym1sx3H2wscPqUF35daktg1ytqtrz+uuvc8sttzBq1Cieeuop/vvf/5KWlnbVAV7JunXrUKlUBAUFYWpqyogRI1i/fn2zNmvXrsXJyakpmQ4LC8PKyop169Y1tdHpdKxfv56oqKimH0pUVBRlZWXs2LGjqV1ubi6xsbFN23YJ0RX8nLSRWl0dvvZehPUNMXY4PUJldT2frD7C/He3k5pdioVWzbwZofzrsbEdklwLITrWqEGuvHhfOA42zeuvONpqm23RJYTomRQKBY/NHIy9tRnZZyr4am2isUNqNwqFgvvD7mCc10j0Bj1L9nzG4dwEY4clWqHVI9gxMTHs37+fbdu2sWHDBhQKBQ4ODkRERDBixAgiIiLo169fmwN44IEHGDFiBH5+fgBs3ryZ5cuXM2vWLJycnAB49NFHuffee1mwYAFTp04lNjaWFStW8OqrrzZVVDY1NeWRRx5hyZIl2NvbExQUxIoVK8jKymLx4sVN3y80NJRx48bx0ksv8cILL2Bpacm7776Lm5sb06ZNa3P8QnSEouoSNqZuB+COkKkyNfwaGQwGdsbl8NnP8U3TSceFuTPnlmDsrDRXeLQQoisbNciViJC+JKYVUlRWg721hiAfB9njWYhewtrClCfvCuPlZXv4bVc6wwKdGRbobOyw2oVSoeTh8Hup0dWyNyuWt3d9wkuRjxHUx8/YoYnLaFWCPWzYMIYNGwY0FvKKi4tj79697Nu3jz/++IPffvsNhUKBs7MzERERvPXWW60OwNvbm5UrV3L69Gn0ej1eXl787W9/489//nNTmyFDhvDRRx+xePFifvrpJ1xcXFiwYAEzZ85sdq05c+ZgMBj45ptvKCgowM/Pj2XLluHv79+s3aJFi3jrrbd45ZVXqK+vJyIigvfff79FBXIhjOWnxN+p19Xj79ifUJdAY4fTreUWVPLxmiPEJp8BwNXRgnnTQwn1czJyZEKI9qJSKhjo62jsMIQQRhLm34dbxvrwy4403v3xEO/PH4+tldmVH9gNKJVKnoi4n7qGOmJzj/LPHR/x93FP4evgZezQxCUoDOfKbF+luro6Dh8+zLfffsumTZsAemUl7fj4eAAGDhxo5EjEtaiqqiIpKYnAwECjrQEpqCziiXUv06Bv4O/jniTEuXdUjmxv9Q16Vm87wfJNx6lr0GOiUnLHdQOYPmFAp+xz2xX6kug5pD+J9iJ9SbSXrtaXaut1PPNONJmny4kIduGl+4f3qBmAdQ11/HPHRxw9cwwLU3P+b/zTeNq6GzusdtHV+tLFtCXXu+oqAKmpqU2j2Pv27aO4uBhbW9umkW4hxNVZnbSBBn0DwX38JLm+SvGpBSxdFUdWXgUAoQMceWR6KG5OlkaOTAghhBAdwUyt4tl7hvLMO9uJSTjN73tPcuNIL2OH1W5MTUx5bszDvB79PscL03h923u8MuEZXK1djB2a+B+tTrDT09OJiYlpWotdUFCAg4MDw4YN47HHHiM8PLxpHbUQ4uqcqShga1pj5fA7QqYYOZrup7Sili9+TWDLgSwAbC3NeOCWYKLC3HvUXWwhhBBCtOTtasOsyYF88WsCn/1ylIG+jj3q5rpGreHFyEd5ZesSMkqyeXXbu7w6YT59LGWJTFfSqgR77NixFBQU4OTkRHh4eFNCfa3bWgkhmluZuA6dQc8g50ACnQYYO5xuQ6838Mf+TL5am0B5VT0AN4704r7JgViamxo5OiGEEEJ0llsj+3MgKY8jKQUs+u4g/3p8LCaqVm2c1C1YmJqzIOoJXt66mFNlp3lt27u8ct187LW2xg5NnNWq3pafn49Go2mqGD5y5EhJroVoZ7nlZ9ieEQPI6HVbnDxdxosf7eT95Ycpr6rHq681bz8+lkdnhEpyLYQQQvQySqWCp+8Ow1Kr5kRWCT9sPGbskNqdtcaKheOexNnCkbzKAl7b9i5lNeXGDkuc1aoEe82aNTz55JNUVlby73//mxtvvJHIyEjmz5/Pjz/+2KF7YgvRW6xM+A29Qc+QviH4OfoYO5wur6auga9/S+TJRdtITC/CzFTFnKnBvPN0FAFe9sYOTwghhBBG4mir5dGZoQCs2HychLRCI0fU/uy1tiwc/xQOWjtOlZ3m9ej3qKyrMnZYglZOEQ8MDCQwMJDZs2djMBhITExk//79xMTEsGjRIsrKynB0dCQ8PJzhw4dz9913d3TcQvQo2WW57MzcD8CdMnp9RQeS8li6+ghnihr/kEQEu/DgtIH0seualSeFEEII0bnGhLqxf1geWw5ksfi/sbw/fxzmGrWxw2pXfSwcWDjuCV7espiMkmze2P4BC6OeQKOWrYeNqc0LEhQKBcHBwcyePZulS5cSExPDjz/+SFhYGBs2bOC1117riDiF6NFWHv0Ng8FAuFsoPvaexg6nyyooqebNr/fxymd7OVNUhaOtlpfuH86CORGSXAshhBCimYemDaSPvTlniqr4ZE28scPpEK7WLiwY9wQWpuacKEznrZ1LqWuoM3ZYvdpVbdOl1+uJj49vqip+6NAhqqoaR5IcHBzaNUAherrMklPszjoIyNrrS9Hp9Py2K51vNyRRXatDqVRwa2R/7p7kj9bsqncbFEIIIUQPZq5RM/9PYbz44U62HMgiPMiZMaFuxg6r3XnauvNS5OO8uu0dEs4cZ/HuT3l29EOYqOQ9kjG06qeu1+s5evQoMTEx7Nu3j4MHD1JdXY3BYMDOzo4xY8Y0FUCT4mdCtM3yhLUAjPAIw9PW3cjRdD3HM4v5aFUcqdmlAPh72vHojFC8XW2MHJkQQgghurogbwdmXufHj38c58MVcQR42uNoqzV2WO3O18GLF8Y+yhvb3yc29yjvxXzJkyPmoFKqjB1ar9OqBHvYsGFNCbWNjQ0jR44kIiKCiIgI/P39OzpGIXqs9OIs9mUfRoGCO4Jl9PpCldX1fLM+iXW70zEYwEKr5r6bg7ghwhOlUva0FkIIIUTr3DXJn9hjZziRVcI7P8Ty6oOjeuR7iaA+A3h29MO8tfMj9mbFolGZ8fDwe1Eqes42Zd1BqxLs8PBwRowYQUREBIGBgSgUPa9DCmEMPx79FYDR/YbhbtPXyNF0DQaDgZ2Hc/j053iKy2sBGBfmzpxbgrGzkqIdQgghhGgbE5WS+fcM5cnF24g7UcAvO1K5LcrX2GF1iMF9g3h65F9YvPtTtmXswczElDlhd0r+1olalWB/8sknHR2HEL1OSmEGsTnxKBQKZoTcbOxwuoTcgko+Xn2E2GNnAHB1tGDe9FBC/ZyMHJkQQgghujM3J0v+cksIH66M4+vfkggd4NRjl5sNdx/MvOGz+DDma35PicbMxIx7Bt0mSXYnkfkCQhjJudHrSM8IXK2cjRyNcdU36Phx0zEee3sLscfOYKJS8qdJ/rz/7HhJroUQQgjRLm4Y4UlEsAsNOj3//u4gdfU6Y4fUYSK9Ipg7rHHr5F+SN7I6cb2RI+o9JMEWwgiS81OJO52ISqFkRvBkY4djVPGpBTyxaBvfbkimrkFP6ABHPvjreO6+IQBTtRTmEEIIIUT7UCgUPH7HYGytzMg8Xc7XvyUaO6QOdX3/scwaPANoHNj57dhmI0fUO0jtdiGMYPnZ0etx3qNwtuydI7SlFbV88WsCWw5kAWBracYDtwQTFeYuU5iEEEII0SFsLM148s4hvPLZXn7ZkcbQQGfC/PsYO6wOM8X/Omoaalh+dC1fH16JmYkZ1/cfY+ywejQZwRaikyWcOc7RM8dQKVXcHnSjscPpdHq9gY0xJ3nkrc1NyfWNI71Y+vwExg31kORaCCGEEB1qWKAzN4/2BuDdH2Ipq6wzckQda3rQZG4JmAjApwe+Z+fJfUaOqGeTEWwhOpHBYGgavb7OZzROFg5Gjqhzncwt46NVcSSmFwHg1deaR2eEEuBlb+TIhBBCCNGbzJ4SRNyJfLLPVPDBisO8eF94j73Jr1AouGfQNGrqa9mYup0PYr7GzMSMcLdQY4fWI131CHZqaio//PADS5cuJT8/H4C8vDxqamraLTghepr4vGSS8lNQK024PfAmY4fTaWrqGvhqbQJPLt5GYnoRGlMVc6YG887TUZJcCyGEEKLTaUxNmH/PUExUCvbE57J5f6axQ+pQCoWCOUPvJNIrAr1Bz5LdnxF3umevQTeWNo9g63Q6Fi5cyJo1azAYDCgUCiIjI3FycuLll18mMDCQJ598siNiFaJbMxgM/Bj/CwAT+4/F3tzWuAF1kv2Jp/l4TTxniqoAiAh24cFpA+ljZ27kyIQQQgjRm/m623LPjYF8/Vsiy36KJ9jHkb6OFsYOq8MoFUoeCf8ztQ11xGQf4u2dH/NS1OMEOg0wdmg9SptHsJcuXcratWt57rnnWLt2LQaDoenc2LFj2bFjR7sGKERPcSg3gRNFGZiq1NwWeIOxw+lwBSXVvPHVPl79PIYzRVU42mp56f7hLJgTIcm1EEIIIbqEaeN8CenvQHWtjkXfH0Sn0xs7pA6lUqp4csQchvQNpk5Xzz+3f0Rq0Uljh9WjtDnBXrNmDfPmzeP+++/H29u72Tl3d3eys7PbLTgheooL117f4BuFrdbGyBF1HJ1Ozy/bU5n3r83sic9FqVQwbZwvHz03gREhfY0dnhBCCCFEE5VSwdN3h2GhMeHYyWKW/3Hc2CF1OBOVCfNHPUhwHz+qG2r4R/T7ZJacMnZYPUabE+y8vDwGDx580XNmZmZUVlZea0xC9DgHco6QVpyJmYkZtwZMMnY4HeZ4ZjHPvLudT38+SnWtDn9PO955Ooo5U4PRmklNRSGEEEJ0PX3szHlkemPBrx/+OE7yySIjR9TxTE1MeW7MIwyw96KirpLXot8jpzzP2GH1CG1OsB0cHMjKyrroufT0dFxcXK45KCF6Er1Bz/L4xtHryQPGY62xMnJE10anNxCfUkB0bDbxKQXo9AYqq+v5ePURnn1vO2mnSrHQqpk3I5R/PTYWb9eeO1ovhBBCiJ4hKsydqCHu6PUGFn8XS1VNvbFD6nBatYYXox7D09ad0poyXtv2LvmVhcYOq9tr85BSVFQUH3/8MZGRkTg6OgKNVenKy8v55ptvGD9+fLsHKUR3FpN9iJOlp9CqNUz1v97Y4VyT3UdyWPZTPIWl53cLsDJXo9cbqKxpAGBcmDtzbgnGzkpjrDCFEEIIIdrs4emDSMwoJLewks9+PsoTdw4xdkgdztLUggVRj/N/W5Zwqvw0r257l1cnzMeuBy9n7GhtHsF+4okn0Ol0TJ48mccffxyFQsHixYuZMmUKtbW1zJs3ryPiFKJb0uv1rDj6GwA3+12HpVn3rUy5+0gOb369v1lyDVBeVU9lTQN2Vma8/tAo5t8zVJJrIYQQQnQ7llo1T98dhkIBm/Zlsic+x9ghdQobjTULxz1JHwsH8iryeW3bu5TVVhg7rG6rzQm2o6MjK1eu5OabbyYhIQGVSkVycjKRkZH88MMP2NradkCYQnRPu7MOkF2Wi4VayxS/64wdzlXT6Q0s+yn+sm2USgUhvo6dFJEQQgghRPsb2N+R28f5AvD+8jgKS6uNHFHnsDe35e/jnsJea0t2WS7/iH6Pqrre8dzbW5sTbGhMsl999VWio6M5evQoO3fu5LXXXsPJyam94xOi29LpdU2j11MDJmJuqjVyRFcvMa2wxcj1/yosrSExTdbtCCGEEKJ7u+fGQHzcbCivquPdHw6h1xuu/KAeoI+lIwvHPYm1mSXpxVm8uf0DahpqjR1Wt3NVCbYQ4sp2nNxHbsUZrEwtuGlA965NUFR2+eS6re2EEEIIIboqtYmSZ+8ZiqmJkkPH81m7K83YIXUaN2sXFkQ9iYVay7HCNN7euZQ6Xc8v+Nae2lzk7MUXX7zkOaVSibW1NQMHDuT666/H1NT0moITortq0OtYlbAOgFsCJqFVd+81yfbWrYu/te2EEEIIIboyD2cr5twSwserj/DV2kRCBzjh6WJt7LA6hZedOy9GPsbr0e8Rn3eMJbs/Zf7ohzBRqowdWrfQ5gQ7JiaGiooKysrKMDExwdbWlpKSEhoaGrC2tsZgMPDll1/i7e3NN99801RpXIjeJDp9D3mVBdiYWXHDgChjh3PNPPtao1QqLjtFytFWS5CPQydGJYQQQgjRcSaP8uJAUh4HkvL497cHWfxUJGqT3pFk+jn68PzYebyx/QMO5sTzwd4veWLEHJRKmQB9JW3+Cb3//vtYWFiwePFi4uLi2LlzJ3FxcSxatAgLCws+//xzvv/+e8rKyli8eHFHxCxEl1avq2dV4noAbgu8AY2JmZEjujZ6vYH3frzy+qO5t4agUio6KSohhBBCiI6lUCh44s7B2FiakpFbxjfrk40dUqcK7uPHs6MfRKVUsTvrIB8f+Ba9QW/ssLq8NifY//znP5kzZw6TJ09GpWq8g6NSqbj55puZPXs2b775JmFhYcydO5cdO3a06dqVlZVERkbi7+9PfHzzisXR0dHcdtttDBw4kIkTJ/Ldd99d9Bqff/45EyZMYODAgUyfPp2YmJgWbSoqKvj73/9OREQEQ4YM4eGHH+bUqVNtilWIS9mStpuCqiLstDZM7D/W2OFcs9XbUohJOI2JSsnsKUE42DSfBu5oq+XF+8IZNcjVSBEKIYQQQnQMOysNT9zRuB/2T9EpxJ3IN3JEnWtI3xCeHDEHhULBtvQ9fHVoBQZD7yj6drXanGDHx8fj6+t70XN+fn4kJSUBEBAQQHFxcZuu/dFHH6HT6VocP3ToEPPmzSMoKIhPP/2UadOm8frrr7NixYpm7T7//HOWLFnCPffcw7Jly/D09GTu3LkcO3asWbv58+ezZcsWFi5cyJIlSzhz5gz3338/NTVSoElcmzpdPauTGkevpwXeiKlJ965DEHcin2/WJQLw0LSBTB8/gM8XTOKNR0bz7D1DeeOR0Xz20kRJroUQQgjRYw0PduHGkV4YDLDkv7FUVNUZO6RONcIjjEeH3wfAhhPb+CH+FyNH1LW1OcG2tLRk7969Fz23d+9eLC0tAaitrcXCwqLV101NTeX777/n8ccfb3Huww8/JCgoiDfeeIMRI0Ywb948ZsyYwbvvvote3zhNoa6ujqVLlzJr1iweeOABRo4cydtvv427uzsff/xx07Xi4uLYtm0b//jHP5gyZQrjxo3jgw8+4NSpU6xZs6YtPwohWvgjdQfF1aU4mNtxnc9oY4dzTQpLq3n72wPoDXBduAc3jPAEQKVUMNDXkagwdwb6Osq0cCGEEEL0eA9MDcbNyYLC0ho+XBnX60ZxI70i+MvQuwBYk7SB1WeXQ4qW2pxgT5kyhc8++4wlS5aQlJTEmTNnSEpKYtGiRXz++edMnToVgKNHj9K/f/9WX/cf//gHd911F97e3s2O19XVsXfvXm6++eZmx6dOnUp+fj6JiY2ja7GxsZSXlzNlypSmNiqVismTJxMdHd30SxAdHY21tTWRkZFN7VxdXQkLCyM6OrptPwwhLlDbUMeapN8BmB50E2qV2sgRXb36Bj3//Ho/pRV1eLta8/Dtg1AoJJEWQgghRO+kMTNh/j1DUSkV7IzLYevBbGOH1Okm+UZxb+jtAPwQ/wvrjm8xckRdU5uriD/zzDPk5+fzySefsGzZsqbjBoOBm2++mWeeeQaAIUOGMHZs69afbtiwgeTkZN577z0SEhKancvMzKS+vh4fH59mx89NU09NTSUkJITU1FSAFu369+9PZWUleXl5uLi4kJqaire3d4tkwdfXl507d7YqXiEu5veUaEpryuhj4cA471HGDueafLk2geSTxVhoTHjxvuFoTNv8UiGEEEII0aMM8LDj7hv8+XZ9Mh+vPkKwjwPO9ubGDqtT3RIwkZqGWlYm/MZXh1agMdEwwad7v+9tb21+12xqasqiRYuYN28e+/bto6SkBFtbW8LDw5utzR41qnU/6Orqav75z3/yzDPPNE0vv1BpaSkA1tbN95079/W582VlZZiamqLRNC/AZGNjA0BJSQkuLi6UlZVhZWXV4vtYW1s3XetqGQwGqqqqrukawriqq6ubfW714xpq+Pns6PVU3+upq6mlu67O2XUkl193pAHw6PQQbMwV0q+vwtX2JSEuRvqTaC/Sl0R76a196eYR7uxPOM2xzBL+/e1+Xp4zDGUvWy53s/d4Kqor2JAWzSf7vwWdgRFuQ676et2hLxkMhlbP5rzqYan+/fu3aQr4pSxduhQHBwduv/32y7a71BO68PjF2pybGn6ldpc73lr19fVNRd5E95aRkdGm9nuKDlNeV4md2hr7Cotu2w/OlNTz6e9nABgbbIW5oYCkpAIjR9W9tbUvCXE50p9Ee5G+JNpLb+xLNw7WkJ6jIPlkCZ+u3kdksPWVH9TDDFL4cto6j8NlySyL/Y4zuXkMsPC8pmt29b5katq64sXXNO+zqKjoopW3XV1bV1H41KlTfPHFF3z44YdUVFQANI2UVVVVUVlZ2TQC/b+jy2VlZcD5kWxra2tqa2upra3FzMysRbtz17G2tiY3N7dFLGVlZS1GydtKrVZfssK66B6qq6vJyMjAy8sLrVbbqsdU1VfzwebGbeNmhkwh2D24I0PsMFU1DSz7JIZ6nYEQH3vm3RHW6+7Itqer6UtCXIr0J9FepC+J9tLb+1K9iQMfrU4gOr6c60cG0N/NxtghdboAQwCfHvqBPacO8kveFp4e/heCnfzafJ3u0JdSUlJa3faqEuyPPvqIb775hpKSkoueb+3oXXZ2NvX19Tz44IMtzs2aNYvQ0FC+/fZb1Go1aWlpzQqTnXuS50bRz31OTU0lKCioqV1qaioWFhY4Ozs3tdu9e3eLYf6UlJRrHpFXKBSYm/eudRg9lVarbfX/5W9Ht1BZX42btQsTfEejVLa5dqDRGQwG3ltxgJyCKhxtNLxw33AsLc2u/EBxRW3pS0JcifQn0V6kL4n20lv70o2j+nMktZidcTl8uCqBd54eh8as99WseWLU/eh269h36jDv7f+Sl6KeIMDp6nKqrtyX2jLTuc2ZwMqVK/n000/585//jMFg4KGHHuLBBx/ExcUFT09PXn/99VZfKzAwkP/85z/NPl588UUAXnnlFV5++WVMTU0ZMWIE69c3LwW/du1anJycmpLpsLAwrKysWLduXVMbnU7H+vXriYqKavqhREVFUVZWxo4dO5ra5ebmEhsbS1RUVFt/HKKXq6irZO3xzQDMDJ7SLZNrgJ+3p7LrSA4mKgXP3xeOjSTXQgghhBCXpFAomDcjFAcbDafyK/n814QrP6gHUilVPDlyDoNdgqjV1fHmjg9IKzpp7LCMqs3ZwPfff89DDz3EQw89BMDEiRN5+umnWb9+PRYWFhQXF7f6WtbW1kRERDT7CAwMBCA4OJjg4Mapto8++ihHjx5lwYIFxMTEsHTpUlasWMGTTz7ZlNCYmpryyCOP8NVXX/HFF1+wd+9ennvuObKysnj44YebvmdoaCjjxo3jpZde4rfffiM6OppHH30UNzc3pk2b1tYfh+jl1h77g+r6GvrZuDHC4+qLOxhTQlohX65t3O7uL7eEEOBpb+SIhBBCCCG6PitzU56+OwyADXsy2Jdw2sgRGYdapWb+6IcIdBpAdX0N/4h+n6zSHGOHZTRtTrBPnjxJaGhoU2JbX18PgEajYc6cOSxfvrx9I6Rxy6+PPvqI+Ph4HnjgAVatWsWCBQuYOXNms3Zz5szhqaee4ptvvmHu3LlkZGSwbNky/P39m7VbtGgR48aN45VXXuGpp56iT58+fPnlly0qkAtxOWW1Faw7vhWAO0KmoFR0v9HrorIa3vrPfvR6A1FD3Jk82vvKDxJCCCGEEACEDnDitqjGKdHvLT9EcXnL+lS9gZmJKS+MnYevvRfldZW8tu1dTpefMXZYRtHmhQImJo0PUSgUWFpacvr0+Ts1dnZ25OXlXVNAERERHDt2rMXxqKioK07hVigU/OUvf+Evf/nLZdtZWlry2muv8dprr11TrKJ3+yV5EzUNtXjbehDuFmrscNqsQafnX98coLi8ln4uVjw2M/SaK+kLIYQQQvQ2syYHcvh4Phm5Zbz342H+/kBEr3xPpVVr+FvkY7yydQknS0/x6rZ3eXXCfBwtetfsyDYPuXl6ejYl1QMHDmTFihXU19ej0+n48ccfcXNza/cghehqSmrK+P3ENgDuGDi1W76Ifv1bIglphWjNTPjb7OG9sjCHEEIIIcS1UpuoePbeoahNlBxIymP9ngxjh2Q0lmYWvDTuCfpa9aGgqohXt71DSXXplR/Yg7Q5wY6MjGT//v0APPjgg+zdu5fw8HCGDx/Oxo0bmTt3brsHKURX83PSRmp1dQyw9yKsb4ixw2mzXXE5/BSdCsBTdw3BzcnSyBEJIYQQQnRfni7WzJ7SWHz5818SyMorN3JExmOrsebv457CycKB0xX5vBb9HuW1FcYOq9O0OcF+7LHHeOONNwAYOXIk//3vf7nrrru44447+PLLL6VQmOjxiqpL2Ji6Heieo9fZZ8p598dDAEwb58uoQa3bt14IIYQQQlzalNE+DPFzoq5ex6LvD1JTpyM+pYDo2GziUwrQ6Q3GDrHTOJjbsXDck9hpbcgqzeEf0e9TVVdt7LA6RZvmhNbW1vLTTz8xbNiwpj2jBw0axKBBgzokOCG6ojWJG6jX1ePv2J9BzoHGDqdNqmsbeOOr/VTXNhDs48B9k7tX/EIIIYQQXZVSqeDJu4bw+L+3kZpdyqz/20B1bUPTeQcbDQ/eNrDXDG64WDqxcNyTvLxlMWnFmfxzx4f8LepxNCY9ezvYNo1gm5mZ8frrr1NYWNhR8QjRpRVUFrE5bRcAd4Z0r9Frg8HABysOk5VXjr21Gc//eRgqVferfC6EEEII0VU52GiZGOEB0Cy5BigsreHNr/ez+0jv2cLK3bovC6KewFytJbkglX/v/IQ6Xb2xw+pQbX537eHhQUFBQUfEIkSXtzpxPQ36BoL7+BHi7H/lB3Qhv+1KZ/uhUyiVCp77czh21rItnRBCCCFEe9LpDUTHnrpsm09/Ptqrpot723nwt8jHMDMx40heEu/s+ZwGvc7YYXWYNifYs2bNYtmyZVRU9J6F6kIA5FXkszV9N9A4et2dJGcU8fkvRwG4f0owwT4ORo5ICCGEEKLnSUwrpLD08nthF5RUk5jWu2YE+zn68PyYh1ErTThwKo4PY75Cr9cbO6wO0eZ9eVJSUiguLmbChAmMGDECJyenFtNkFyxY0G4BCtFVrEpcj86gJ9QlkAAnX2OH02ol5bX88z/7adAZGB3qyq2RPsYOSQghhBCiRyoqu3xy3dZ2PUmIcwDzRz/I2zs/ZlfmAcxMzJgbdjdJBSkklqdCgZoh7iEold17CWObE+xvv/226d8bN25scV6hUEiCLXqc3PIzbM+IAeCObjR6rdPpefvbAxSW1uDex5In7hjcrdaNCyGEEEJ0J/atXILX2nY9TZjrQJ4YOYd39nzOlrRd7M48QE1DLQC/5m3FQWvL7LA7iHAfYuRIr16bE+zk5OSOiEOILm1lwm/oDXrC+oYwwMHb2OG02ne/J3MkpQCNqYoX7wvHXKM2dkhCCCGEED1WkI8DDjaay04Tt9CqCfS278SoupaRHkNJPHOC31Oim5LrcwqrS1i0axnzRz/YbZPs7j3+LkQnyC7LZefJ/UD3Gr3eezSXFZtPAPDEHUPo52Jt5IiEEEIIIXo2lVLBg7cNvGybyup6PloZR31Dzy30dTl6vZ4Dp+Iu2+ar2BXddo32VSfYO3bsYNGiRSxYsICcnMZS80eOHKGoqKjdghOiK1hx9DcMGAh3C8XHvp+xw2mVnIIK3vlvLAC3jPVh7BA3I0ckhBBCCNE7jBrkyov3heNg03wauKOthvFDPVAqYNO+TF78aBeFpdVGitJ4kgpSKKwuuWybwupikgpSOiegdtbmKeLV1dXMmzePPXv2NK3lvPvuu3F1deWLL76gb9++PP/88+0eqBDGkFlyij1ZBwG4I2SKkaNpnZq6Bt78aj+VNQ0Eetkze0qwsUMSQgghhOhVRg1yJSKkL4lphRSV1WBvrSHIxwGVUsG4MHf+9e0Bjp0s5pl3onlx9nACPHvPlPHi6tJ2bdfVtHkEe8mSJRw9epT333+fAwcOYDCc38Nt9OjR7N69u10DFMKYlh9dC8AIjzA8bd2NHM2VGQwGlq46QkZuGbaWZjw/axhqE1kJIoQQQgjR2VRKBQN9HYkKc2egryMqZePgZFhAHxY/FUk/FyuKymp58cNdbIo5aeRoO4+d1qZd23U1bX7nvWHDBp588kkmTpyIRtN82oOrqyu5ubntFpwQxpRWlMm+U4dRoOCO4O4xer1h70m2HMhCqYC//nkoDjZaY4ckhBBCCCH+h6ujJW8/PpaRA/vSoNPz3vLDfLL6CA267rnuuC0CHX1x0Npeto2D1o5Ax+6zLe6F2pxgFxUV4et78SerVCqpqel9e7qJnml5QuPo9WjPcNxt+ho5mis7nlnMsjXxAMyaHMQgXycjRySEEEIIIS7FXKPmhVnh3HNjAABrd6Wz8JPdlFbUXuGR3ZtSqWR22B2XbTM7bGa33Q+7zVE7Oztz/Pjxi547duwY7u5dfxqtEFeSWnyS2Jx4FAoFM4InGzucKyqtqOWf/9lPg07PiBAXbh/fPe/4CSGEEEL0Jkqlgrsm+rPg/uFozUw4mlrI0+9Ek5JdYuzQOlSE+xDmj36wxUi2g9auW2/RBVdR5GzSpEl8/PHHDBs2DH9/fwAUCgWnTp3iq6++4vbbb2/3IIXoDHq9nqSCFBLLU4nPb6xaGOU5AlcrZyNHdnk6vYFF3x0kv7iavo4WPHVXWFMBQiGEEEII0fVFhPRl0ZORvP5FDDkFlTz//g4ev3MI48J67uBlhPsQwl1DOZR9lMS0ZIJ8AhjiHtJtR67PaXOC/eijj7Jnzx5mzpzJgAEDUCgUvPjii2RmZuLt7c2DDz7YEXEK0aFisg/xVezyFlsG9Lf3NE5AbfDDxmMcOp6PqVrFi/eFY6FVGzskIYQQQgjRRh7OVix6KopF3x3kQFIei747SNqpUu67OaipQFpPo1QqG9da59cT6Ojb7ZNruIop4paWlvzwww88+eSTmJub069fP7RaLQ899BDfffddi8JnQnR1MdmHWLRr2UX34/s89gdisg91flCtdCApjx82HQPgsZmheLt2z2qLQohLM+h11GYloc5JoDYrCYNeZ+yQhBBCdBBLrZoFcyKYed0AANZsS+GVT/dQXlVn5MhEa7V5BBtAo9Hw4IMPymi16Pb0ej1fxS6/bJuvYlcQ7hra5e6onS6sZNF3jXt03zTKi/FDPYwckRCivVUm76Vg4xfoyguxBIqP/EyZlQOOk+ZgETDC2OEJIYToACqlglmTg/Bxs+GdHw5x6Hg+z7wTzYL7I/Dsa23s8MQVtDljeOutt0hJSemIWITodEkFKRcdub5QYXUxSQVdq8/X1ev453/2U1Fdj18/W+beGmLskIQQ7awyeS95q95GV17Y7LiuvJC8VW9TmbzXSJEJIYToDGNC3Xj78bH0sTfndGEVz763nd1HcowdlriCNifY3333HVOnTmXGjBn88MMPlJeXd0RcQnSKvIr8VrUrri7t4Eja5pM18aRml2Jlbsrzs8JRm6iMHZIQ4hoZDHp0NZXUl5yhJieV/PWfXLZ9waYvZLq4EEL0cN6uNix5KorQAY7U1Ol48+v9fLshCb3eYOzQxCW0eYr4rl27+PXXX/npp5/4v//7P958802uv/56ZsyYwciRIzsiRiHalV6v5+iZY2zL2MverIOteoydtuusbd4Uc5KNMSdRKOCv9w6lj525sUMS4qoY9DpqspLQVRSjsrRD4xGIQtl9bxYZDAYMdTXoayvR11Siq2n8rK+pbDrWeLwKfU3F2WNVF5yvAlr/hklXVkhVykEs/IZ33JMSQghhdNYWprwydyRfrk3k5+2p/LjpOOmnyph/TxjmGilu29W0OcG2srLiT3/6E3/6059ITU1l1apV/PLLL/z222/07duXadOm8cQTT3RErEJck+yyXKLT97Lj5D6KLpgWrlQo0Rv0l3ycg9ausbphF5CaXcLS1UcAuOeGAIb49zFyREJcnQvXFp+jMvLaYoPBgKGh7iJJcRW6mopmiXDj8YrGZPmC5JnLvJa0lsLEFFRqDLWVV2ybt+It1E4eaDwC0XgEovUIxMTG6ZpjEEII0bWoVEr+cmsIPm7WfLAijn2Jp5n/7nZeun847n2sjB2euIDCYDBc8/wCvV7P1q1bee2118jLyyMpKak9YutW4uPjARg4cKCRIxEXKq+tYFfmAaIz9pJadLLpuIWpOaM9hhHlPYLCqmIW7/70ktfoKpvdV1TV8dSSaPKKqhgW6MzCOREoe+iWDT1BVVUVSUlJBAYGYm4uswwudG5t8aU4T//rVSfZBl1984S4phJ97YUJ8dkE+YKk+FzirKupBF3D1T6t85QmqLQWKM0sUGou+DCzQKkxR6WxQKmxPHvMvOm8SmOJ0swchYma6pNHyf325av69iprR7QegWg8AtB4BKF2ckeh6FpFGoXxyGuTaC/Sl4znRFYxb3y5j4LSGsw1Jjx7z1DCg1yMHdZV6w59qS253lVVEb9Qeno6a9as4aeffuLMmTP07dv3Wi8pxDVp0Os4nHuUbRl7OZgTj+7sGkWlQsmQvsFEeY1gqOtA1KrGKTUDHLyZP/rBFvtgO2jtmB02s0sk13q9gUXfx5JXVIWzvTnz/xQmybXolgx6HQUbv7hsm4LfP0ft6IGhrhrd/4wYX5gw6y4y/drQ0A7bmCiUzZJileZcEmyJUmPeLHFWNUueGz8UJqYoFNf2+6nxCERl5dCiwNmFVNYOuM1+i9qc49RkJVGTmUTt6TR0ZQVUJOygImEHAEqNJRp3fzT9gtB4BGDWtz8KlUwpFEKI7mqAhx2Ln47in1/vJzG9iNe+iOHeGwOZed2Aa/77I67dVSXYlZWVrFu3jtWrV3P48GHUajXXX38906dPZ9SoUe0doxBXZDAYyCjJJjp9Dzsz91NWW9F0zsvWnSivEYzxDMdGc/GtDSLchxDuGsqh7KMkpiUT5BPAEPeQLrM114rNxzmQlIfaRMmL94VjaW5q7JCEuCo1WUmXTRoBdBVFZH9ybUuNzo8MN0+KVS1GlFsmygpTjdHfoCiUKhwnzbnsSL/jxDmYWNlh4h+BhX8EAPq6GmpPHacmK5marERqTh1HX1NBVcpBqlIaa04oTEwxc/VtmlaucfdHadY1RwyEEEJcnJ2VhtcfHs2nP8Wzfk8G36xPIu1UKU/eNQSt2TWPoYpr0Oaf/vPPP8/GjRuprq4mODiYhQsXMmXKFKytZU820fmKq0vZcXIf0Rl7ySo9v22Bjcaasf3CifIegaete6uupVQqG9da59cT6OjbZZLrQ8fO8N3vyQA8cvsg+rvbGjcgIdqooaygMeHLPkbliQOte5BKjcrc+hJJsTlKjWXj8aavL5h2barp1sXSzrEIGIHz9L+2XKtu7YDjxIuvVVeaatB6D0LrPQgAg66B2ryMxmQ7K5marCT0VWXUZCZSk5nY+CCFEtM+no3Jdr9ANO6BmFjZdcpzFEIIcfXUJkrmzQjFx82GT9YcYdeRHE7lV/DS/cNxcbAwdni9VpsT7B07dnDnnXdy++234+fn1+J8UVER9vb27RKcEBdTp6vnwKk4ojP2cvh0IufKCJgoTRjmNohxXiMIdQlC1QPeYJ8pruLtbw9iMMCkCE8mRngaOyQhLsug11GXd5Ka7OSzH8fQlRW0+Tp9716A1lP2d7cIGIG5XzglJw6TdTwBD79gbAcMbvUNBIXKBI2rLxpXX4i4BYPBQH1RDjWZSdRkN04rbyjJoy4vnbq8dMoOrAPAxM7l7BruwMZ13PZ9jT6qL4QQ4uJuHOlFPxcr3vx6Pxm5ZTzzTjTP/XkYg/2kGK4xtDnB3r59OyYmzR9mMBjYvn07K1euZOvWrRw9erTdAhQCGvvY8cI0otP3sjvrIFX11U3n/Bx8iPIawch+YVia9py7dfUNOt76z37Kq+ro727DQ9OkgJ7oevQ1ldScOt6UTNeeOoGhvqZ5I4USU2dvNB7+mLn5UfTH1+gqii95TZW1AxqPwA6OvPtQKFWYeQRSXwFm17iVmUKhwNTBDVMHN6yHXA9AQ3lR4xrurCRqspKpy8ugofg0FcWnqTiyDQCVhQ1m7gFNlcpNXbx7xCwBIYToKYK8HXjn6Sje+GofxzNLeHnZHu6fGsKtkT5yg7STtTnBvjC5zszMZNWqVaxZs4b8/HzUajU33HBDm663Y8cOPvnkE1JSUqioqMDZ2Znrr7+exx57DCur8yXno6OjWbJkCampqbi4uDB79mzuueeeFtf7/PPP+e6778jPz8fPz4/nnnuOiIiIZm0qKir417/+xe+//05dXR0REREsXLgQNze3Nv40REfLryxke0YM2zNiyK0403TcwdyOKK8IIr1G4GrlbMQIO86nPx/leGYJllo1L8wKx1Qtb2aFcRkMBhpK8s4n09nJ1J3J4n/3blaamWPm7o/GPQCNuz9mrgNQmmrOn1epr7i2WJK3zmNiZY9l0Ggsg0YDF9w0yUykJiuJ2pwUdJWlVB2LoepYDAAKtQaNu1/TOu7//T8WQgjR+RxstLw5bwwfrYpj8/4sPv/lKKmnSnhs5mDM5H1kp2lzgl1bW8v69etZtWoVBw4cwGAwoFAomD17Ng8++CB2dm1bt1VaWsqQIUO47777sLa25sSJE7z//vucOHGCL75orDR76NAh5s2bx6233soLL7xAbGwsr7/+OqampsycObPpWp9//jlLlizh6aefJigoiBUrVjB37lxWrFiBv79/U7v58+eTkJDAwoULsbS05L333uP+++/nl19+QaORNwjGVlNfw97sQ0Rn7CXhzPGm42YmZkS4D2ac1wiC+vih7MHbzmw5kMX63RkoFDD/nqGyjkYYhUFXT+3p9MaEOiuZ2uxj6CpLWrQzsXNpSqY17gFX3BbqatYWi86j1Fhg3n8I5v0bd1AwNNRTm5t6fpQ7Oxl9TSXV6UeoTj9y9kEqzFx8zibcjSPdKnOpzSKEEJ3NVK3iyTuH4ONmw+e/JLDtYDbZeeX8bXYETnZaY4fXK7Q6wT5y5AgrV65k3bp1VFZWotVqmTZtGjfccAMPPfQQEyZMaHNyDTBlyhSmTJnS9HVERASmpqYsXLiQvLw8nJ2d+fDDDwkKCuKNN94AYMSIEeTm5vLuu+8yffp0lEoldXV1LF26lFmzZvHAAw8AMHz4cKZOncrHH3/MkiVLAIiLi2Pbtm0sW7aMqKgoAPz8/Jg4cSJr1qzh7rvvbvNzENdOb9CTcOY40el7ick+RK3u/FY7wX38iPIawQj3IWjUPf8GSHpOKR+ujAPgzuv9GRbYM0foRdejqyqn5lTjyHRNVjK1uaktt71SmmDW1+dsQh2AmbsfJpZtf+0/t7a4JisJXUUxKks7NNc4/Vl0DIWJ+mzSHABMw2DQU5+fRU1WEtVntwfTlRdSm3OC2pwTlMb8AoDa0b2xn/RrHOU2sekj0xSFEKITKBQKbhnbH6++1vzz6wOkZJfyzDvRvHBfOME+DsYOr8drVYI9depUUlJSABg8eDDTp09n8uTJmJubU15e3u5B2draAtDQ0EBdXR179+7l2WefbRHT8uXLSUxMJCQkhNjYWMrLy5sl6yqVismTJ/PFF180jbRHR0djbW1NZGRkUztXV1fCwsKIjo6WBLuT5ZTnEZ2+l+0nYyisOr8ms69lHyK9Ioj0isDJove8EFRW1/Pm1/upq9cxxM+Juyb5X/lBQlyFpmJXZ0ema7KTqS881aKdUmvVNDKt8QjAtG9/lCbts02cQqmSQmbdkOJs1XHTPp5YD70RgPrSM42F085uD1ZfkN30UX74DwBUVvbntwbzCMTUyUNuqAghRAca5OvEkqejeOPLfaTllPLS0l08OG0gN430khueHahVCfaJEydQKBRERUXx7LPP4uvr2+6B6HQ6GhoaSElJ4cMPP2T8+PG4ubmRkpJCfX09Pj4+zdqfiyE1NZWQkBBSU1MBWrTr378/lZWV5OXl4eLiQmpqKt7e3i06la+vLzt37mz35yVaqqirZHfmQaIz9nKiML3puLlay6h+wxjnNYIBDi3/j3o6g8HAOz/EkltQiZOdlvn3DEWl7F0/A9Fx9A111OWmnt0uq3ENtb665Q1StYPb2ZFpfzQeAajtXXvd76JoO7VNH9QD+2A1sHFmmK6q/OzSgsZp5bW5qejKi6hM3EVl4i7g3Fr9s4XT+gW2680bIYQQjZztzXnr8TG89+Nhdhw+xdJVR0g7VcpD0waiNpGbnB2hVQn23/72N1avXs22bduIjo5m0KBBzJgxg5tuuqndAhk/fjx5eXkAjB07lsWLFwONa7SBFvtsn/v63PmysjJMTU1brKG2sbEBoKSkBBcXF8rKypoVT7vweueudbUMBgNVVVXXdI2eSqfXEZ9/jF1ZBziUl0CDvgEApUJJiJM/YzyGMdg5GFOVGoDq6urLXa7DnPu+xvj+P+/IYO/R05ioFDx1x0DUSp30p27MmH0JQFdZSn3OcepyT1Cfc4L6vHTQ65o3UqlRu/hg6joAtasfpn19UWrPvz42AA1Gil80Z+z+1HYqFO7BaN2D0Y4EQ30tdafTqD91jLqc49TnnEBfW0V1aizVqbEUQ2N/dPbG1M0fUzc/1H0HoNS0rv6EQa+n7tQx9JUlKC1sMXXzR6HsuXU6rkX360uiq5K+1L08ensgHn3M+e+mE/y+9yTpOSU8c1codlZmxg6tW/Slc7OhW6NVCfasWbOYNWsW8fHxTeuwFy5cyBtvvEFUVBQKheKaRziWLVtGVVUVKSkpfPTRRzz88MN8+eWXTecvdf0Lj1+szbk9kq/U7nLHW6u+vp6kpKRrukZPc6a2kPiyEyRWpFClO791j5OpHSFWAwiy8sXSxBxKIbU0xYiRNpeRkdGp3y89r4b/bmncK/jGMBvqy3NISsrp1BhEx+iUvmQwoKzIx6Q4G5OSU5iUZKOqarkNlt7UggY7dxps3Wmwc0dn7QLnpujWAhnZHR+ruCad/drU7mz8Gz/89ajKz2BSnIlJcRYmxdko6yqpzzlOfc5xKvc31qbXWfWhwc6jsd/a9cOgaXmDXH06GfOkTShrz8/I0JtZURU4kXqXgE58ct1Lt+9LosuQvtR9+DnCn6IcWbWrkOOZpfz1/Z3cOdYBd0fjJ9nQ9fuSqWnrZlm1qYr4wIEDGThwIH/729+aKon//vvvGAwGXnrpJe68806mTZt2VcXOAgIa/wiGhYURFBTE9OnT2bRpU9NU8P8dXS4rKwPOj2RbW1tTW1tLbW0tZmZmLdqdG8m2trYmNze3xfcvKytrMUreVmq1ukOmz3c3pbXl7M2OZWf2AbLKzieJVqaWjHAbwhiPYfSzduuS006rq6vJyMjAy8sLrbZzKi0WldWw5OcYDAaIHNyXe6cGd8mfjWibjuxL+voa6k+nNY5Q55ygPjcFQ+3/znZQYOLojrrvgKYRapWNk/StbsoYr00dL7jpXwaDAV1JXuPo9qlj1J06jq7kNCblZzApPwOZBwFQWTuhdvNrHOV29aO+6BSlh1e3uLKythzLw6uxnfIEmgHhnfaMuoOe2Zfal8yIaB3pS91TYCCED67k39/FkZ1fyVebC5h7SxDjwlyNFlN36Evn6pG1Rpu36QIwMzPjtttu47bbbiMzM5OVK1fy008/8a9//Yt3332XuLi4q7lsk8DAQFQqFZmZmUyYMAG1Wk1aWlqzwmTnnmT//v2bfU5NTSUoKKipXWpqKhYWFjg7Oze12717d4th/pSUlKZrXC2FQoG5ufk1XaO7qtfVczAnnm0Zezmcm4DeoAfARGnCUNeBRHmNYHDfYEy6SUEbrVbbKf+X9Q163ltxkNLKOrz6WvP4nWFoTK/q11J0Ue3RlxrKCs+um06mJusYdXnpcPZ37ByFWoOZ24CmgmRmbn6oWjm9VnQfnfXaZBQWPuDmA+GNhdMaKorPFk1rXMddl5eBriwfXVk+NUm7zj7o8jeMyrd/h93AMVJM7SJ6dF+6BpXJe1tuIWjlgOMk2ULwUqQvdT/9zc1Z9FQUS/4by96jp1m6JoHsgmrmTA3GRGW8m0lduS+1ZYDimt/J9+vXj2eeeYannnqK6OhoVq1ada2X5NChQ+h0Otzd3TE1NWXEiBGsX7+e2bNnN7VZu3YtTk5OTcl0WFgYVlZWrFu3rumYTqdj/fr1TdPYAaKiovjwww/ZsWNHU8Kem5tLbGwsCxYsuObYexODwUBKUQbR6XvZlXWAyrrzI2i+9l5EeY1gdL9hWJrJm/xL+WptAkkZRVhoTHhxdrgk1z2EQa+jNisJdU4CtZagHTC41W/wDXoddWdONhUjq80+RkNZQYt2KiuHxq2Tzm6XZersKUmE6FFMLO2wDByJZeBIAPS11dScOnZ+P+6sY3C2nsel6MoKKdz6HRY+gzGx7YOJtQOKs7U+hPhflcl7yVv1dovjuvJC8la9jfP0v0qSLXoMc42aF+8bzo+bjvH9xmP8uiONjJwynp81DBvLrjFlvLtqt3fzSqWS8ePHM378+DY97rHHHiMkJAR/f380Gg3Jycl89tln+Pv7c/311wPw6KOPcu+997JgwQKmTp1KbGwsK1as4NVXX0V5dsqOqakpjzzyCEuWLMHe3p6goCBWrFhBVlZWU8E0gNDQUMaNG8dLL73ECy+8gKWlJe+++y5ubm5MmzatvX4cPVpBVRHbM2LYnhFDTnle03F7rW3T1lru1n2NGGH3sP1QNr/sSAPgqbvDcHW0NHJEoj1cOPphCRQf+Zmyy4x+6Gsqqck5cXa7rGRqck5gqKtp3kihxNTZq9l2WSbWjp3zhIToIpRmWsx9BmPuMxiA8vht5P/y/hUfV7b3Z8r2/nz2KwUqSztMbJwwsXHExMYJtY3T2a8bP5SmXXN6ouhYel09Bb9/dtk2BZu+wNwvXG5mih5DqVRw9w0BeLvZsPj7g8SnFvDMO9G8dH8EPm42xg6v2zL6cNmgQYNYt24dy5Ytw2Aw4Obmxh133MEDDzzQtJB8yJAhfPTRRyxevJiffvoJFxcXFixYwMyZM5tda86cORgMBr755hsKCgrw8/Nj2bJl+Ps330t40aJFvPXWW7zyyivU19cTERHB+++/36ICuTivpqGWfdmHic7Yw9G84xhoLB5nqlIz3H0I47xGENLHv+mGh7i8zNNlvL/8MAAzJgxgRIjckOgJrjT60ef2ZzHr69Ns7+m6M5lw9vfpHIWZORo3vwumew+QN/1C/I/W3mQy7dsfQ10NDaX5GBrq0FUUoasoovbUsYu2V2qtmiXcahsnTKzPfm3rhFJjKbUMuhGDXoeuqgxdeTG6imIaKooaP5/9+vyxkhZLb/6XrqyQmqwktJ4hnRO8EJ1kREhf/v1EJK9/uY/cgkr++v4OnrxzMJFD3I0dWrekMJwrsy2uSXx8PNBYCK6n0Bv0JOWnEJ2+l73ZsdQ01DadC3IaQJTXCCI8hmCu7jlv/KuqqkhKSiIwMLDD1oBU1dQz/93tZJ+pYJCvI68+OBKVEde7iPZh0OvI/OCRZuv2WlAo4CIvuSa2fZqmepu5+2Pq5CEjJKKZznht6m5a8zunsnag36NLUShVGAwG9FVlNJTmU1+WT0NJPg2lF3yU5aOvqbzi91WYahqTbeuWo98mNn1QWdqgUHTd1/Se0pcMeh26ytKzyfLZpPlswqwrL6KhoqTx35UlV0yc28I64hYcxv9JlhrQc/qSOK+iup63vz1AbPIZAKaP9+XPk4NQKTv2pmJ36EttyfWMPoItup7T5WeIzohh+8kY8ivPv3FxtnAkynsEkZ4R9LGU6alXw2Aw8N7yw2SfqcDBRsNf7x0myXUPUZOVdPnkGhqTa4USs7790bj7Y+YRgMYtABOrtu+8IERvp1CqcJw056KzRs5xnDin6WaVQqFAZWGDysIGM9eL7/ihr61qTMBLzjQl3Y0JeAENpfnoKksw1NVQn59FfX4WF92xVWWCibXjRZLvxgTcxMoehUrefl2KQdeArrL0f5LlC0abzybTuqqyNiTOZ//vLe0wsbJHZWnX+G9LO1Rnv24oOcOZNYuueKWymF+oOLIVy6DRWIZEYubmJzMaRI9hqVXz9wdG8M26RFZtTWHV1hTSc8r4671DsTRv3RZVQhLsXkGv15NUkEJxdSl2WhsCHX1bTOWurKtiT9ZBotP3cqwwrem4Vq1hpMdQxnmNwN+xv/wRuUY/b09jV1wOKqWCF2aFY2slRSS6u4byIqrT4yg79Eer2jvePA/r0LbVqhBCXJxFwAicp/+1ZdVnawccJ7a96rPSzBzTPp6Y9vG86Hl9fS0NZYVnk+4zzUfAS/NpKC8CXQMNxadpKD598W+iUKKysj+fgFs7nk/AbftgYu2IUt0xfxuupQDjNX9vXQO6ypLzCfIF07TPTdHWVRShqyzjf5fNXJJCeTZxtsfE0rYpWTY5l0CfS6YtbK74PA0u3qisHC57o1RhqkFhYoa+qpSygxsoO7gBEzsXLIPHYhkSiamD8bY5EqK9qJQKZk8Jpr+bLe/8eIjYY2d45p3tvDRnOJ4u17alcW8hCXYPF5N9iK9il1NYXdJ0zEFry+ywOxjmOogjeUlEp+9lf84R6nX1QONd/kHOgUR5jWC4WyimJnLHqj0kpBXy5doEAB64JYQAL3sjRySuhr6+lprMRKrT46hKi6M+P7NNj1fbOnVQZEL0ThYBIzD3C2+cRVJRjMrSDo1HYIckjkq1GaYOrpdMpAx6HQ3lhRedfn5uJNygq0dXVoCurACyki56HZWFzfl13//zobZxQnkVW/C1tQBjaxka6mmoLG5MkC8YbT6/xrnxmL6qrPUXVShRWdqeTZTPJs1W50adzybNVnaozK3b7f+5NTMi+kx9HHO/cKrTj1BxdDuVx2JoKD5Nyc4VlOxcgZnrACxDIrEMGo3KQgpEie5t7BA33J0tef2LGHILK/nre9t5+u6hjBwodYOuRNZgt5OuuAY7JvsQi3Ytu+R5c7WWqvrzE9w8rPsS5T2CMZ7DsdfadkKEXU9HrQEpLqvhqSXbKCqrJXKIG8/eM1RmA3QTBoOeurwMqtOPUJ12mOqsJNBduDWQArO+Pmi8BlEet/mybyIvXA8qRFt0h/Vp4soMBn3j9Of/Hfkuzaf+7GdD3UUnnjejNDO/aPJtYu2E2rYPSnPrZn9jLlWA8ZyLbT+lb6hrGlVuqCi+oEhY8dlCcY1JtL66vPU/AKXqghFm22bJ8oXJtMrcymivkxfdB/sSMyL0ddVUHt9PRfx2qtPjzk9ZVyjR+gzGamAk5n7DO2xGgrHJ61LvUFpRy7++OcCRlMYtQ++a6M/dk/xRtuO67O7Ql2QNtkCv1/NV7PLLtqmqr8ZSbc4Yr+GM8xqBt10/Sfo6gE6n561vDlBUVouHsxWPzRwsP+cu7ty07+q0OKrS41okzSprR8y9Q9H6hKL1GoTK3AoAjatvq9eDCiF6H4VCicnZBBM3vxbnDQYD+pqKSyTfBTSUnkFfXY6+toq6MyepO3Py4t/HxLRpGzKVlSOVSbsvG9eZXz/A/Ng+9JUlTVW29dUVrX9iSpOLTtG+cJq2iaUdSnOrLl0ADto2I0JpqsUqJBKrkEgaKkqoTNpFRfx2anNTqE6NpTo1FoWpBgv/EViGRKL1CpG/AaLbsbE045UHR/Llrwn8siONHzYdIz2nlGf+FIa5Ror9XYwk2D1UUkFKs2nhl/LUyL8wqG9gxwfUi329LomEtEK0Zir+NjscrZn82nU1TdO+0w5TlR5HfX5Ws/MKtQatZzBan8FovQehdnC76E2S9l4PKoToXRQKBSqtFSqtFWYuPhdtoz+75diF08/PjX43lOSjqyjG0FBHfWEO9YU5rfq+hrpqKo9GtzyhMmkaZT43Rftia5yVWqsedeNYoVS1eSsuE0tbbMJvxib8ZuoKT1FxdDsVR7fTUHKGivhtVMRvQ2Vph2XwmMb12s7ePepnJno2E5WSubcNxMfNhg9XxhGTcJpn39vOS/dH4OZkaezwuhx5p99DFVeXtqpdWV0b7lCLNtt9JIc121IAePLOMNz7WBk5IgEXTPs+O0Jdc9Fp3/0bR6i9Q9G4+7V6S5Zzox8lJw6TdTwBD79gbDuxkJAQomdTmmowdfLA1MnjoucNuvoLCrHlU3niIFXH9l7xuhZBozHvH3ZBdW072fP7Kpk6uGEfdTd2kXdRe+oYFfHbqUjaha6imNKYXymN+RW1ozuWIVFYhoxBbdPH2CEL0SrXhffDw9mKN77aR1ZeBfPfiebZe4cxLNDZ2KF1KZJg91B22tYV12htO9F22WfKeeeHQwDcFtWf0aFSXdSYGsoKGwuTpcdRnX7k4tO+fQY3JtWeA5umfV8NhVKFmUcg9RVg1kHFloQQ4mIUKjVqOxfUdi4AmNj2aVWCbR02qc2jtuLyFAoFGvcANO4BOEy6n6rUw1Qcjabq+AHqC7Ip3vYdxdu+Q9MvCMuQSCwCRqLSymig6Nr8+tmx5Kko3vx6P0kZRbz6+V7+fFMgMyYMkBtyZ0mC3UMFOvrioLW97DRxB60dgY4X3wtUXJua2gbe/Ho/1bUNBPs4cN/NQcYOqdfR19VQk5nYmFCnHaa+ILvZeYWpBq1nCNqza6nV9q7yh0EI0eNoPAKvuP2UytoBjYcsF+tICpUaC79wLPzC0ddUUpG8l4qj26k5mUBNZiI1mYkU/P4Z5r5DsQqJwtw3DIWJrG8VXZOdtYZ/PDKaT9Yc4fe9J/nPuiTSTpXy5J1D0MhSSEmweyqlUsnssDsuW0V8dtjMFvthi2tnMBj4YEUcmafLsbMy47k/D8NEJT/njmYw6Kk7nUF1+mGq0uKoyU5uOe3b1fdsQj0IjVvrp30LIUR31Zrtp6QAY+dSaiywHnwd1oOvo6GsgIqEnZTHR1Ofn0nVsRiqjsWg1FhgETgKy5CxjUXWunhxONH7qE2UPDZzMP3dbflk9RF2xuWQfaaCl+4fjotD27cS7Ekkwe7BItyHMH/0gxfZB9uO2WEziXAfYrzgerB1u9KJPpSNUqng+Vnh2FtrjB1Sj3Wlad8m1o6Nhcl8QtF6DUSllTXwQojeRwowdl0m1o7YjrwN25G3UZuX0VgcLWEHuvIiyg9tovzQJkysHRv31w6JvOTaeyGM5aaRXvRztuKf/9lPRm4Zz7yznednDSN0gJOxQzMaSbB7uAj3IYS7hpJUkEJxdSl2WhsCHX1l5LqDJJ8s4rNfjgJw/5Qggn0cjBxRz9I47TuBqrQ4qtPjLjHteyBa70FofQajtu8r076FEAIpwNgdmDl7Yebshf34e6jJTKQ8fjuVyXtoKCugZPdqSnavxtTZG8uBkVgGjcXEys7YIQsBQLCPA0ueiuIfX+0jJauEvy/bw5ypwdwy1qdXvg+TBLsXUCqVBPdpud+maF+lFbX88+v9NOgMjB7kyq2R/Y0dUrfXOO07vSmhrslKBv0F074VysZq32fXUTdO+5aXNSGEuBgpwNg9KJQqtF4D0XoNRH/jX6g6cYCKo9upSj1EXV46RXnpFG3+Bq3XwMbiaP4RKM20xg5b9HKOtlr++egYPlxxmK0Hs/ns56OknSpl3oxQzNS967VG3okK0Q50egNvf3uAwtIa3JwseeLOwb3yjl17aCgraEqoqzPiW077tnE6m1APRusVItO+hRBC9FhKtRmWQaOxDBqNrqqMyqTdlB/dTm32sca/k+lxFKz/BHP/4ViFRKL1DpUbzcJozNQqnr47DF93Wz7/NYEtB7LIzCvnpdnDcbTtPTeB5DdQiHbw3YYk4k4UYGaq4sXZ4ZhrpHhWa+nrqqk5ebba90WnfWsbq337hGLuE4qJnUz7FkII0fuozK2xHnoj1kNvpL74NBVHd1BxNJr6olwqE3ZSmbATpbk1lkFjsAyJxMzVV/5eik6nUCi4JbI/ni7WvPXNflKySnj6nWhevC+cIO/esXRSEmwhrlHM0VxWbD4BwOMzB+PpYm3kiLo2g0FPXW4aVelHqE4/TE3WsYtP+/YJxdxnMGauA+RuvBBCCHEBtZ0LdmNnYjtmBrW5qVQcjaYiYSf6qjLKDqyj7MA61PZ9m4qjndsXXYjOEurnxOKnovjHl/vIyC3jpaW7eHDaIG4a6WXs0DqcvGsV4hrkFlSy5L+xAEwZ401UmLuRI+p4Br2OmqwkdBXFqCztGrcPucI6vmbTvtOPoK8ub3bexKZPY6Vvn1C0ngNRaS078ikIIYQQPYJCoUDj6ovG1ReH6+6jOv0IFUe3U3kshvqiXIq3/0jx9h8xc/NvTLaDRqEyl4EA0TlcHCx4+/GxvPvjIXbG5fDRyjhSs0t4aNog1CY9t+CyJNhCXKWaugbe/HoflTUNBHjaMWdqiLFD6nCVyXtbbvNi5YDjpObbvJyf9n2Y6rQ46gtPNbuOwlSL1isErffgs9O+XWQamxBCCHENFCoTzH3DMPcNQ19bTeXxGCqObqc6PZ7aU8eoPXWMwk1fYN5/CJYhkZgPGIZSbWbssEUPpzEz4bk/D8PH7QTfrE/i970nyTxdzov3hWPXQ7eylQRbiKtgMBhYuuoI6Tll2Fia8sJ94T36Thw0Jtd5q95ucVxXXkjeqrexH/9nDAYd1Wlx1GRfZNq3qy9a73PTvn1l2rcQQgjRQZRmWqwGjsNq4DgayoupSNxJxdHt1J1Oo+rEAapOHEBhqsUiYCRWAyPR9AuSqvKiwygUCmZe54e3qw3//vYASRlFPP1ONH+bPZz+7rYkpBeRkFGFXlNEWKAWlbJ7D7rIO1whrsLve0+y5UAWSgX89d5hONj07MqIBr2Ogo1fXLZN0dZvmn3dOO27cYRa4xki076FEEIIIzCxssM2Yiq2EVOpy8+i4uh2KhJ20FCaT8WRLVQc2YLKyh7L4LGNxdGcvYwdsuihhgU6s+ipKP7xZQxZeRU89/4OtGYmVFTXA7BqdxEONgk8eNtARg1yNXK0V08SbCHa6ERWMZ+siQfgz5ODCB3gZOSIOl5NVlKzaeGXYuYegFXIWLTeMu1bCCGE6GpMnTywH38PduPupiYruXG9dtJudOVFlO79mdK9P2Papx+WIVFYBo/BxNrxotcx6HXUZiWhzkmg1hK0AwbLCLhoFTcnS/79RCQLPt7NiaySpuT6nMLSGt78ej8v3hfebZNsSbCFaIOyyjr++fV+GnR6IoJdmD7e19ghdQpdRXGr2tkMuxHL4LEdHI0QQgghroVCoUTbLwhtvyAcJz1AVUos5UejqUo5SN2ZTIq2fEPRlm/ReAY3FkcLGIFSYwE0r8diCRQf+Zmyi9RjEeJSzExNKCqruWybT38+SkRI3245XVwSbCFaSac3sOi7g5wprqavowVP3x3Wa0Zo64vyWtVOZWnXwZEIIYQQoj0pTNRYBERgERCBrrqCyuS9VBzdTk1mAjUnj1Jz8iiFGz7F3G8YJrYulO5Z0+Ia5+qxOE//qyTZ4ooS0wopLL18gl1QUk1iWiEDfS8+i6IrkwRbiFb6cdMxYo+dwVSt4sX7wrHQqo0dUofTVZdTuPELKo5uv2JblbUDGo/ATohKCCGEEB1BpbXEesj1WA+5nvrSM1Qm7KQ8Ppr6gmwqk/Zc8fEFm77A3C9cpouLy7rS6HVb23U1kmAL0QoHkvL4YdMxAB6dEYq3q42RI+p4lcf3U7DuY3SVJaBQYj5gGFXH912yvePEOfIHVQghhOgh1DZ9sB11OzYjp1GXl0HJ7tVUJu2+7GN0ZYXUZCWh9ez5W5eKq2ffyu25Wtuuq5EEW4gryCuqYtF3BzEY4KaRXkwY5mHskDqUrrqCwk1fUhG/DQC1gytOUx9H4+Z38X2wrR1wnCjrroQQQoieSKFQYObijYX/8Csm2AD1pfn07L1VxLUK8nHAwUZz2WnijrZagnwcOjGq9iMJthCXUVev459f76Oiup4BHrbMva1n35GtSjlI/m8fo6soAhTYjJiKXeRdKNVmAFgEjMDcL7yxqnhFMSpLOzQegTJyLYQQQvRwra2zUrjhM+pyU7EKnYCZi08HRyW6I5VSwYO3DeTNr/dfss3cW0O6ZYEzkARbiMta9lM8KdmlWJmb8sJ94ahNemYiqauppHDTV1Qc2QKA2r4vTlMfQ+Me0KKtQqmSqV9CCCFEL6PxCERl5XD5bTsVSgz1NZQdWE/ZgfWYOntjFToBy+CxqMytOi9Y0eWNGuTKi/eFs+yn+GYj2Y62WubeGtJtt+gCSbCFuKQ/9p3k970nUSjg2XuH0sfO3NghdYiq1EPk//YRuvKzo9bDb8Zu3J+aRq2FEEIIIRRKFY6T5pC36u1Ltukz7WmUZuaUx22h8lgMdXnpFG78nMLNX2PhNxyr0AlovQfJzDcBNCbZESF9iU06RUJyOsEB3oQFunXbketzJMEW4iyd3kBCehEJGVWcqsjmq9+SAfjTDQGE+fcxcnTtT19TSeEfX1MetxkAEzsX+kx9TCqBCyGEEOKiLAJG4Dz9r1esx2LuMxhddTkVR3dQHreFurx0KpN2U5m0G5WVA1aDxmMVOh61nYuxnoroIlRKBcHe9ihr8gj0tu/2yTVIgi0EALuP5PzPFJUiAPq72XDHdX7GC6yDVKXFNY5alxUAYB1+M/bj75FRayGEEEJc1rl6LCUnDpN1PAEPv2BsBwxuMSqt0lphEz4Zm/DJ1J5OozxuKxVHt6MrL6Rk10pKdq1E4xmMVegELAJGynsQ0WMYPcFev349v/76KwkJCZSWluLh4cHdd9/NXXfdhVKpbGoXHR3NkiVLSE1NxcXFhdmzZ3PPPfe0uN7nn3/Od999R35+Pn5+fjz33HNEREQ0a1NRUcG//vUvfv/9d+rq6oiIiGDhwoW4ubl1+PMVXc/uIzmXLLKQeqqUvUdzu/U6kAvpa6sp3Pw15Yc2AWBi64zTlEfRegYbOTIhhBBCdBcKpQozj0DqK8CsFcVOzVx8MHPxwf66P1N1fD/lcVuoTouj5mQCNScTKNjwGZbBYxoLo7kOQKHo/qOYovcyeoL95Zdf4urqynPPPYeDgwMxMTH84x//ICsri+effx6AQ4cOMW/ePG699VZeeOEFYmNjef311zE1NWXmzJlN1/r8889ZsmQJTz/9NEFBQaxYsYK5c+eyYsUK/P39m9rNnz+fhIQEFi5ciKWlJe+99x73338/v/zyCxpN99xvTVwdnd7Asp/iL9vm05+PEhHSt9tPWalOP0L+bx/RUJoPgPWwm7Affy9KU+nzQgghhOh4ShNTLINGYxk0moayAsqPbKM8bgsNJXmUH9pE+aFNqB3dsQq9DsuQSEwsbY0dshBtZvQE++OPP8be3r7p6xEjRlBVVcV3333H008/jampKR9++CFBQUG88cYbTW1yc3N59913mT59Okqlkrq6OpYuXcqsWbN44IEHABg+fDhTp07l448/ZsmSJQDExcWxbds2li1bRlRUFAB+fn5MnDiRNWvWcPfdd3fyT0AYg15v4FR+BX/sO3nZPfgACkqqSUwrZKCvYydF1770ddUUbf6GstjfATCx6YPTlHlovQYaOTIhhBBC9FYm1o7YjZmB7ejbqclMbCyMlrSH+oJsijZ/TdHWbzH3HYpV6ATMfcOkMJroNoyeYF+YXJ8TGBhIbW0tJSUl2NrasnfvXp599tlmbaZOncry5ctJTEwkJCSE2NhYysvLmTJlSlMblUrF5MmT+eKLLzAYDCgUCqKjo7G2tiYyMrKpnaurK2FhYURHR0uC3UNV1zZwPLOY5Iwikk82fq6orm/144vKLp+Ed1XVGfHkr/2IhtIzAFiH3YD9dX9Gaao1cmRCCCGEEKBQKNF6hqD1DEE/6QEqEndRHreF2pwTVB3fR9XxfagsbLEcNA6rQeMxdXQ3dshCXJbRE+yLOXjwILa2tjg4OJCenk59fT0+Ps03qvf19QUgNTWVkJAQUlNTAVq069+/P5WVleTl5eHi4kJqaire3t4t1nb4+vqyc+fODnxWorMYDAbyiqpIzigiKaOI5IxiMnJL0RuatzNVq3B1tCAjt+yK17S37l7TqPV1NRRt/ZayA+uBxrvETlMeRes9yMiRCSGEEEJcnFJjgXXYJKzDJlGXn0l53FbK47ehqyyhdM9PlO75CTN3/8a9tQNHozSTAQPR9XS5BDs+Pp7Vq1fz6KOPolKpKC0tBcDa2rpZu3NfnztfVlaGqalpizXUNjY2AJSUlODi4kJZWRlWVi03ure2tm661tUyGAxUVVVd0zVE29XV60jLKed4VgnHM0s5nlVCaUVdi3aONhr8+tng52GLXz8bPF2sUCoUPLpoB0VltZe8voONGd4u2m7zf1uXnUzpxk/RnR211g4cj9XYuzGYdZ/n0BNUV1c3+yzEtZD+JNqL9CXRXjq8L1k4oh01E03ENGoz4qg+up3a9MPUZh+jNvsYhb9/jsYvAm1wFGo3PymM1o11h5AEVBIAACc8SURBVNelc7OhW6NLJdj5+fk88cQTDBw4kLlz5zY7d6kndOHxi7UxGAytane5461VX19PUlLSNV1DXFlZlY6sglqy8uvIKqgjt7gOvb55G6US+tqZ4uFoioeTKR6OZlibn1u7U0ldWSUnzg5cXx9qyfIdl06wrxtkybFjyR3zZNpTQx3aE9vQnDwAgF5jTWXIzRQ7ekNahnFj68UyMjKMHYLoQaQ/ifYifUm0l87pS+bgdyMKzzGY5hzFLPswqsoiqhN3UJ24A525HXVuodS6DcSgaTmQJrqHrv66ZGpq2qp2XSbBLi8vZ+7cuWg0GpYuXYparQbOj0D/7+hyWVljdnRuJNva2pra2lpqa2sxMzNr0e7cdaytrcnNzW3x/cvKylqMkreVWq1umrou2keDTs/J0+VNI9PHM0spuEhRMhtL06aRaT8PW3xcrTBVt64YRmAguLvl8dW6Y81Gsh1szLjvJn8igp3b7fl0lLpTxyjd+A26kjwAtCHjsIr8k0ydMqLq6moyMjLw8vJCq5X/B3FtpD+J9iJ9SbQXo/WlweEYDAbqc1OoTthOzbG9qKqK0Z7YhjYlGlPPgZgHR2HmMwSFibrz4hJXrTu8LqWkpLS6bZdIsGtra3nkkUcoKCjgxx9/xM7Orulcv379UKvVpKWlNStMdu5J9u/fv9nn1NRUgoKCmtqlpqZiYWGBs7NzU7vdu3e3GOZPSUlpusbVUigUmJubX9M1ervSilqOnSwm6ez66RNZJdTV65q1USrAy9WGAE87Ar3sCfCyx9ne/JpmIIwP9yZyqBexSadISE4nOMCbsEC3Lr81l76+luJt31O67zfAgMrKAaebH8G8/xBjhybO0mq18rog2o30J9FepC+J9mK0vuQbiq1vKPq6uVQm76E8bgs1mYnUZRyhLuMISq0VliGRjXtrO3t1fnyizbry61Jb8gyjJ9gNDQ08+eSTJCcn8+233+Lm5tbsvKmpKSNGjGD9+vXMnj276fjatWtxcnJqSqbDwsKwsrJi3bp1Tcd0Oh3r168nKiqq6YcSFRXFhx9+yI4dO5oS9tzcXGJjY1mwYEEnPGNxjk5vICuv/GwhssaPnILKFu0stWoCvOwJ8LIjwNMev352aM3av+uqlAqCve1R1uQR6G3f5ZPrmuxk8n/9gPqixhkZVqETcLh+NkqNhZEjE0IIIYToHEpTDVaDxmM1aDz1RTmNhdGObENXUUTZ/t8o2/8bpi79GwujhYxFJe+TRAczeoL96quvsnXrVv76179SU1PD4cOHm875+vpiaWnJo48+yr333suCBQuYOnUqsbGxrFixgldffRWlUgk0JuKPPPIIS5Yswd7enqCgIFasWEFWVhaLFy9uumZoaCjjxo3jpZde4oUXXsDS0pJ3330XNzc3pk2b1tlPv1eprK7n2Mlikk82jk4fO1lMdW1Di3YezlbNRqfdnCxRdvFktzPp62sp3v4DpXt/BQyoLO1xuvlhzH2HGjs0IYQQQgijUdu7Yj/+Huyi7qI6La5xb+3j+6k7nUrh6VSKNn+NhX8EVqET0HiFoFAojR2y6IGMnmCf2xrr7bffbnHuP//5DxEREQwZMoSPPvqIxYsX89NPP+Hi4sKCBQuYOXNms/Zz5szBYDDwzTffUFBQgJ+fH8uWLcPf379Zu0WLFvHWW2/xyiuvUF9fT0REBO+//36LCuTi6hkMBnIKKklKLyL5ZOPodGZeOYb/2SpLa6bCr59d4wi1pz0BnnZYmreugEBvVHPqOPm/vk99YQ4AloPG4XD9/ai0lkaOTAghhBCia1AoVZj7hmHuG4auqoyKo9spj9tM3ZlMKhJ2UJGwAxMbJyzPjnyrbfsYO2TRgygMhv9NecTViI+PB2DgwIFGjsQ4amobOJFV0jQ6nZxRTHlVy62y+jpY4O/VODod6GVPPxfrLjUVu6qqiqSkJAIDA7vUGhB9Qx3F23+kdO8vYNCjsrTDcfLDWAwYZuzQxCV01b4kuifpT6K9SF8S7aW79SWDwUDd6TTK47ZQcXQ7+trzW5dqvQZiFXod5v7DUarNLnMV0RG6Q19qS65n9BFs0f0YDAbyi6vPr50+WURaThl6ffN7NWoTJQM8bAn0ssffs3ENtZ2VzBJoq5qclMZR64JsACxDInGYNAeVVrahEEIIIYRoDYVCgVnf/pj17Y/9dbOoOr6P8rgtVKcfoTojnuqMeJRm5lgGj8UqdAKmffvL3triqkiC3Qvo9AYS0wopKqvB3lpDkI9Dm0aN6xt0pGaXXjA6XdRsO6tzHGw0TeumA73s8Xa1QW0ia1uulqGhnuIdyynZ81PjqLWFLY43PYSF/3BjhyaEEEII0W0p1WZYBo/FMngs9SVnqDiyjfIjW2gozacs9nfKYn/HtE8/rEKvwzJ4LCoLG2OHLLoRSbB7uN1Hclj2UzyFF+wd7WCj4cHbBjJqkOtFH1NUVkNyxvlCZCeySmjQ6Zu1USkV+LjZNCXUAZ72ONl1zX3ruqPanBTOrP2A+vwsACyDx+Iw6QFU5jJqLYQQQgjRXtS2fbCLvAPbsTOoyTjaWBgteS91ZzIp3PQlhZu/wcJvGFahE9D6DEahVBk7ZNHFSYLdg+0+ksObX+9vcbywtIY3v97Pi/eFExHsQnpuGccyikjKKCbpZBFniqpaPMbG0rSxCNnZ0en+7jZoTKX7tDeDrp7iHSsp2b367Ki1DY43PoRFQISxQxNCCCGE6LEUiv9v786jo6zuP45/ZiYzmayQBQhLwp6QBAyiMUErCAjiArJIjz1QKpsLotZWlB60rbhVbaUWkEoVFapWw+KvolDrFkUBq0FEEhASJQEChJCdZDKZeX5/BEZD2BkymeT9OieHw507T74DV3w+ufe516yg7hcpqPtFclVXqip7vSq2fChHYa6qtm9U1faNsoRGKuyiqxSWMkTWyBNPVAEkpBbK5Ta05K2tp+zz51e/kskk1Tobzk6bTVJcTPiPs9PdItQxKoTnUC4wR2GeitYsUO3BfElSSNIVir5muizB4T6uDAAAoPWwBIUq/JKRCr9kpBwHflDFNx+pcmumXJWHVfr5KpV+vkr22ESFpQxVSOJAmW0nXsVpuF2qKciRq7JEltAI2WMTmQFvBQjYLVR2XnGDZeEn4qyrD9Yh9gAlHF3mndgtQvFxEQq2W5uiTOjorPX6lfWz1m6XzMHhih55q0ITB/q6NAAAgFYtsEM3BQ6foqihk1S180tVfP2hqvO+Vk1BjmoKcnTovRcVmniFwvoPVWDnBM+EVNX2jTr03lK5Koo917KERSl6xFSF9En31cdBEyBgt1CHy08dro+55YYkjR3cS+ZmdFRWa+I48IOK/r1AtQd/kCSF9Bmo6JEz2EwDAACgGTFZrArtM1ChfQaqrrxYFVszVbHlA9WV7FfFlg9UseUDWaM6KSxlmMz2UB16d3Gja7gqinVg5dPqMH42IbsFI2C3UJHhZ3YcVnxsBOHaBwxXnUo/X6WS9SvqZ62DwhQ9coZCk67wdWkAAAA4hYDwKEVcMU5tLx+rmoKc+o3Rcj6Xs3ifDn+4/LTvP/TfpQqOT2W5eAtFwG6hknpEKaqN/ZTLxKPbBimpR1QTVgVJqj24Wwf/vUC1B76XJAUnpCl65K0KCG3r28IAAABwxkwmk4LikhQUlyT3iGmqzPlMZZvWyHmo4JTvc5UXq6YgR0Fd+zZRpWhKHFLcQlnMJt06pt8p+8y4se9ZnYeN82O4XSpZv0J7XrxftQe+lzkoVO3H/Fodxs8mXAMAAPgxc2CQwvtfrYifjT+j/pXb1stZsl+GYVzgytDUmMFuwS6/qJN+96vURudgR7cN0owb+570HGx4X+3BfB18e6Fq9+dKkoLjUxV97W0KCI3wcWUAAADwFssZ3ttVbP6vKjb/V5awSNnjkhQUmyR712RZozpzco+fI2C3cJdf1ElpfTsqO69Yh8trFBluV1KPKGaum4jhdql0w/+p5NM3JFedzPZQRY2YqtC+g/jHEwAAoIWxxybKEhbVYPfw45lsQbK2i1NtYa5cFYdVtW29qratlySZg8MVFJcke1yS7LFJsnXoKpOJRcf+hIDdCljMJvXrFe3rMlqd2qICFb29UI7CXZKk4F6XKPq62xUQFunjygAAAHAhmMwWRY+YqgMrnz5pn/ajZimkT7rcTocce79TTX6Oqguy5dizQ+4j5aravlFV2zdKksz2ENm79JG9a7LssUkKjOkuk4UI15zxtwN4meF2qWzT2yrJ/JcMl1PmwGBFjZim0H6DmbUGAABo4UL6pKvD+NmNz8EOj1L08B/PwTZbAxXUrZ+CuvVThCTD5ZSjMFfVu7NVk5+tmj05ctdU6ciur3Rk11eSJJPVLntsguyxSQrqmqzAjr1kCrD64mPiJAjYgBfVHtqjojWL5Nj7nSQpqOcAtbvudgWEs1s7AABAaxHSJ13B8amqKciRq7JEltAI2WMTT3k0l8lirZ+t7tJHumKcDLdLtfu/V3VBtmp2Z6umIEfumkpV521Rdd4WlRx9T2Dn+PrnuOOSFNglQWZrYNN9UDRCwAa8wHC7VPbFOyr5+DUZLqdMgcGKHj5FoRcNYdYaAACgFTKZLed1FJfJbFFgp14K7NRLShstw3DLWVSg6t3bVFNQP8vtqipTTf421eRvU6kkmS0K7NhL9rhEBcUlyx7bR+bAYG99JJwBAjZwnmqL96lozUI59uyQJAX16K9219+hgHCeewcAAIB3mExm2dp3la19V7VJvU6GYch5eF/9cvL8bFXv3iZXRbEce3fIsXeHyja8JZnMsnXo1mDjNEtwmK8/SotGwAbOkeF2qex/79bPWtfVymQLUtTVtyis/zBmrQEAAHBBmUwm2aI6yxbVWeEXD5dhGKorO/hj4M7PVl3JftXuz1Pt/jyVfbFGkmRtF/dj4I5L4thYLyNgA+fAebhQRWsWqaYgR5IU1D2lfta6TTsfVwYAAIDWyGQyydq2g6xtOyjsoiGSpLryYtUU1IftmvxsOQ/tkbMoX86ifJV/tU6SZI3sdDRs1y8r5372/BCwgbNgGG6Vf7lWhz/859FZa7uihv1KYRcPZ9YaAAAAzUpAeJRCk69UaPKVklT/zHZBjqrzt6kmP0e1B36Q8/A+OQ/vU8XX79e/p0072eOSjwbuJAVEdOQ+9ywQsIEz5CzZXz9rnZ8tSQrq1k/RN8yUtU17H1cGAAAAnJ4lpI1C+qR7jgpz1VSppiDHs6zcUZirurIiVW79WJVbP65/T2iEZ5dye1ySrNGxBO5TIGADp2EYbpV/9R8d/nC5DKdDJqtdUcMmK2zACP5xAQAAgN+y2EMU0vtShfS+VJLkrq1WzZ7vju5Mnq2afTvlqixRVfZnqsr+TJJkDg6XPTbRE7ht7bue8vix1oaADRxluF1yFOTIum+bHKFSUO/+qis/VD9rvXubJMneta/a3TBT1rYdfFwtAAAA4F1mW5CCe6QouEeKJMntdMixb9fRGe5tqtmzQ+4j5TqyY5OO7NgkSTIFBsvepY+CuibLHpekwJgeMlnOLGae6P7b38M6ARuQVLV9ow69t1SuimKFSir55v9UFhgid12t5HLKZA1U5NBfKvySa2QymX1dLgAAAHDBma2BCuqarKCuyZImyHA55SjM8+xSXrNnuwzHEVXnZqk6N0uSZLIGyt4lQfbYJNm7JimwU2+ZA2yNrn2i++/ysChFj5jqWcLujwjYaPWqtm/UgZVPN2p3O6okSdboLor5+e9kjYhp6tIAAACAZsNksdaH5y4Janv5WBlul2oP7D66aVq2agqy5a6uVPX336j6+2887wns3Ls+cMclyd4lQdV5X5/w/ttVUawDK59Wh/Gz/TZkE7DRqhlulw69t/SUfdy11RxXAAAAABzHZLYosGMPBXbsIaWNkmG45SzaUz+7XZCtmt3b5Koq9Wyips8kmcz1X6dw6L9LFRyf6pfLxQnYaBUMw5Cr4rCcJYVyFu+r//VwoRz7v5eroviU73WVF6umIEdBXfs2UbUAAACA/zGZzLK1j5OtfZzaXDpShmGorqRQ1bt/DNx15Yckw33K6/jz/TcBGy2GYRhyHyk/epZf4U++9slZsl+G03HO13ZVlnixUgAAAKDlM5lMskZ2kjWyk8IvvlqSVPq/d3T4NCtIJf+9/yZgw++4qisaB+jD++UsKZThOHLyN5rMCmjbXtbIjke/OsntdKjkw+Wn/Z6W0AgvfgIAAACgdQps3/WM+vnr/TcBG82S21FdH56PW9LtPFwod3XFKd5pUkCbaE+AtkZ2lDWiowIiO8ratn2jIwMMt0vl/3v3lMvELeFRsscmeumTAQAAAK2XPTZRlrCoFnv/TcCGz7idDtWV7Fft4X2qazAjXShXVekp32sJjZQ1qj48/3RGOiCiwwmPATgZk9mi6BFTT7iL4THRw6f65QYLAAAAQHPT0u+/Cdi4oAyXU86SAw2XdB+dlT7d5mKWkDYKOC5A189Ix8hss3utxpA+6eowfrbnHD7P9w+PUvRw/z6HDwAAAGhuWvL9t88D9u7du/Xiiy9qy5Yt2rlzp3r06KE1a9Y06peZman58+crNzdXMTExuuWWWzRx4sRG/V588UW9+uqrKioqUnx8vO6//36lpaU16FNZWamnnnpK//nPf1RbW6u0tDQ99NBD6ty58wX7nL5kuF2qKciRq7JEltAI2WMTvfoTIcPtUl3pwR/Ds+e56ELVlZ16l0CzPfQnAbqjZ0m3NbKjzPYQr9V4OiF90hUcn6rSnV+r4Lttio1PVtve/f32J2cAAABAc9ZS7799HrB37typzMxMpaSkyO12yzCMRn02b96smTNn6sYbb9ScOXOUlZWlRx99VDabTRMmTPD0e/HFFzV//nzde++9SkpKUkZGhmbMmKGMjAwlJCR4+v32t7/Vtm3b9NBDDyk0NFR/+9vfNGXKFP373/+W3e69mdHmoGr7xsY/GQqLUvSIs/vJkGG4VVd+qD40H7ec21l6QHK7Tvpek81eH5qjOjVa0m0JDjuvz+dNJrNFgbGJclZKgV7+IQQAAACAhlri/bfPA/bQoUN19dX1W7bPmTNH3377baM+ixYtUlJSkh5//HFJUnp6ugoLC/Xss89q/PjxMpvNqq2t1eLFizV58mRNmzZNknTZZZdp1KhR+vvf/6758+dLkrZs2aKPP/5YS5Ys0eDBgyVJ8fHxGj58uFavXq1f/OIXTfGxm0TV9o0nfLbBVVGsAyufVofxsxuEbMMw5KosOW537vpZ6bqSAzLqak/6vUwBNlkjY064pNsS0lYmk+mCfEYAAAAAaC58HrDNZvMpX6+trdXGjRt13333NWgfNWqU3nzzTWVnZ6tv377KyspSRUWFbrjhBk8fi8Wi6667TkuXLpVhGDKZTMrMzFR4eLgGDRrk6depUycNGDBAmZmZLSZgG26XDp3mfLmidxarZt8u1ZXurz/m6nChDGfNyd9gDpA1okPjZ6IjO8oSFimT6dR/lwAAAADQkvk8YJ9Ofn6+nE6nevTo0aC9V69ekqTc3Fz17dtXubm5ktSoX8+ePVVVVaUDBw4oJiZGubm56t69e6MZ1V69emn9+vUX8JM0rZqCnNNuIuauqVTZhtUNG4+dFR3RsdEu3QFt2rWIZRsAAAAAcCE0+4BdVlYmSQoPD2/Qfuz3x14vLy+XzWZr9Ax1mzZtJEmlpaWKiYlReXm5wsIaP/cbHh7uuda5MgxDR44cOa9reEt18YEz6meNTZa9R4osbWMUEBEjS3i7RmdFS5JTkrPG4eUqm5/q6uoGvwLnirEEb2I8wVsYS/AWxhK8xR/G0rHV0Gei2QfsY072gX7afqI+xzZNO12/U7WfKafTqZycnPO6hrcEFJfpTLYPOxzTX3VBXSWHpP2l9V/QDz/84OsS0EIwluBNjCd4C2MJ3sJYgrc097Fks9nOqF+zD9jHZqCPn10uLy+X9ONMdnh4uBwOhxwOhwIDAxv1O3ad8PBwFRYWNvo+5eXljWbJz5bVavUsXfc1w52gopy1clcePmkfc2ikel0+QqbTPAffmlRXV+uHH35Qt27dFBQU5Oty4McYS/AmxhO8hbEEb2EswVv8YSzt2rXrjPs2+4AdFxcnq9WqvLy8BhuTHfuQPXv2bPBrbm6ukpKSPP1yc3MVEhKiDh06ePp9/vnnjab5d+3a5bnGuTKZTAoODj6va3jVNdNOuIv4Me2umaaQ0NAmLMh/BAUFNa+/S/gtxhK8ifEEb2EswVsYS/CW5jyWzmalc7OfurTZbEpPT9fatWsbtK9Zs0bt2rXzhOkBAwYoLCxM7777rqePy+XS2rVrNXjwYM8fyuDBg1VeXq5PP/3U06+wsFBZWVmeY7taipA+6eowfrYsYVEN2i3hUY2O6AIAAAAAnB+fz2BXV1crMzNTkrR3715VVlZq3bp1kurPsY6MjNSdd96pSZMm6cEHH9SoUaOUlZWljIwMzZs3z3PMl81m0x133KH58+crMjJSSUlJysjIUEFBgZ555hnP90tJSdFVV12luXPnas6cOQoNDdWzzz6rzp07a+zYsU3/B3CBhfRJV3B8av2u4pUlsoRGyN5CDnEHAAAAgObE5wG7uLhY99xzT4O2Y79ftmyZ0tLSdPHFF+u5557TM888o7feeksxMTF68MEHNWHChAbvmzp1qgzD0PLly3Xo0CHFx8dryZIlSkhIaNDvL3/5i5588kk9/PDDcjqdSktL04IFCxrtQN5SmMwWBXXt6+syAAAAAKBF83nA7tKli3bs2HHafoMHDz7tEm6TyaTp06dr+vTpp+wXGhqqRx55RI888shZ1QoAAAAAwMk0+2ewAQAAAADwBwRsAAAAAAC8gIANAAAAAIAXELABAAAAAPACAjYAAAAAAF5AwAYAAAAAwAsI2AAAAAAAeAEBGwAAAAAALyBgAwAAAADgBSbDMAxfF9ESZGVlyTAM2Ww2X5eC82AYhpxOp6xWq0wmk6/LgR9jLMGbGE/wFsYSvIWxBG/xh7FUW1srk8mkAQMGnLZvQBPU0yo018GAs2MymfghCbyCsQRvYjzBWxhL8BbGErzFH8aSyWQ647zHDDYAAAAAAF7AM9gAAAAAAHgBARsAAAAAAC8gYAMAAAAA4AUEbAAAAAAAvICADQAAAACAFxCwAQAAAADwAgI2AAAAAABeQMAGAAAAAMALCNgAAAAAAHgBARsAAAAAAC8gYAMAAAAA4AUEbLR6a9eu1cyZMzV48GD1799fo0aN0muvvSa32+3r0uDnqqqqNGjQICUkJGjr1q2+Lgd+KiMjQ6NHj1a/fv00cOBA3X777b4uCX7o/fff14QJEzRgwABdfvnlmjVrlvLy8nxdFpq53bt36/e//71uvPFGJSUl6YYbbjhhv8zMTI0ZM0b9+vXT8OHD9eqrrzZxpWjuTjeWXC6X/vGPf2jSpElKT09XamqqJk6cqA0bNvio4nMX4OsCAF976aWX1KlTJ91///2KiorSpk2b9Nhjj6mgoEAPPPCAr8uDH3vuuefkcrl8XQb82IIFC/Tyyy/r9ttvV0pKisrKyvTpp5/6uiz4mc8//1yzZs3S6NGj9etf/1rl5eVauHChpkyZonfeeUehoaG+LhHN1M6dO5WZmamUlBS53W4ZhtGoz+bNmzVz5kzdeOONmjNnjrKysvToo4/KZrNpwoQJPqgazdHpxlJNTY2ef/55jRkzRtOmTVNAQIBWr16tKVOmaPHixRoyZIiPKj97JuNE/6UArcjhw4cVGRnZoO2JJ57Q66+/ri+//FI2m81HlcGf5ebm6qabbtIDDzygP/zhD1qxYoX69evn67LgR3JzczVq1CgtWbJEP/vZz3xdDvzY3LlztWHDBn3wwQcymUySpG+++UYTJkzQkiVLNHjwYB9XiObK7XbLbK5f8Dpnzhx9++23WrNmTYM+06dPV1lZmTIyMjxtDz30kD766CN98sknnvejdTvdWHK5XKqsrFSbNm08bYZhaPz48QoJCdHy5cubvOZzxYhHq3d8uJakxMREORwOlZaWNn1BaBEee+wx3XzzzerevbuvS4GfWrVqlWJjYwnXOG91dXUKCQnxhGtJCgsL82FF8BenC8e1tbXauHGjrr/++gbto0aNUlFRkbKzsy9kefAjpxtLFoulQbiWJJPJpD59+ujgwYMXsjSvI2ADJ/DVV1+pbdu2ioqK8nUp8EPr1q3T9u3bdeedd/q6FPixLVu2KD4+XosWLdLAgQPVt29fTZo0STk5Ob4uDX7mpptuUl5enpYvX67y8nLt2bNHTz75pHr27KmBAwf6ujz4sfz8fDmdTvXo0aNBe69evSTVr8QBzpXb7dbmzZvVs2dPX5dyVgjYwHG2bt2qVatW6Ve/+pUsFouvy4Gfqa6u1p/+9Cf95je/4blGnJeioiKtX79eb7/9th5++GEtWLBA1dXVmjJlisrLy31dHvxIamqqFi5cqPnz5ys1NVXDhg1TQUGBli5dymNQOC9lZWWSpPDw8Abtx35/7HXgXCxfvlzff/+9pkyZ4utSzgoBG/iJoqIi3X333erXr59mzJjh63LghxYvXqyoqCiNGzfO16XAzxmGoSNHjmjBggUaMWKEhgwZosWLF6uqqkpvvPGGr8uDH8nKytLs2bM1fvx4vfzyy1q4cKHsdrtmzJihyspKX5eHFuCnjx+cSTtwOl988YWefvppTZ06Vampqb4u56ywizhwVEVFhWbMmCG73a7FixfLarX6uiT4mb1792rp0qVatGiR56b1yJEjnl+rqqoUEhLiyxLhR9q0aaPo6Gj17t3b09a+fXv16NFDu3bt8mFl8DePPvqo0tPTNXfuXE/bJZdcokGDBikjI8PvZofQfBx7Zvb4mepjq2yOn9kGzsT27ds1c+ZMXX311Zo9e7avyzlrBGxAksPh0B133KFDhw7pjTfeUEREhK9Lgh/as2ePnE6nbr311kavTZ48WSkpKXrzzTd9UBn8Uc+ePbVv375G7YZhsCsvzkpubq6GDh3aoC0yMlLt27dXfn6+j6pCSxAXFyer1aq8vDwNGjTI037sh4D+9uwsfC8/P1/Tp09XUlKSnnrqKb9cBUHARqtXV1ene+65R9u3b9c///lPde7c2dclwU8lJiZq2bJlDdpycnL0xBNP6OGHH+aYLpyVq666SqtXr9Z3332n+Ph4SdKBAweUl5fHIwg4K506ddK2bdsatBUVFengwYP8Pw/nxWazKT09XWvXrtUtt9ziaV+zZo3atWunpKQk3xUHv1NUVKSpU6cqOjpazz33nN/uEUHARqs3b948ffTRR5o9e7Zqamr09ddfe17r1asXG1XhjIWHhystLe2EryUnJys5ObmJK4I/Gz58uJKTk3XXXXfpnnvukc1m06JFixQZGamf//znvi4PfmTixIl65JFHNG/ePA0bNkzl5eV6/vnnFRwcrNGjR/u6PDRj1dXVyszMlFT/GFRlZaXWrVsnSbrssssUGRmpO++8U5MmTdKDDz6oUaNGKSsrSxkZGZo3bx6rbeBxurEUHBys6dOnq7i4WHPmzGn0KFT//v2buuRzZjIMw/B1EYAvDR06VHv37j3ha8uWLTtpYALOxKZNmzR58mStWLGCGWycteLiYj3++OPKzMxUXV2dUlNT9bvf/a7RkTjAqRiGoTfffFOvvfaa8vPzFRwcrH79+unee+9VQkKCr8tDM7Znzx4NGzbshK/99B4pMzNTzzzzjHJzcxUTE6MpU6Zo4sSJTVkqmrnTjaXOnTuf9HVJ2rFjx4UqzesI2AAAAAAAeAHrNgAAAAAA8AICNgAAAAAAXkDABgAAAADACwjYAAAAAAB4AQEbAAAAAAAvIGADAAAAAOAFBGwAAAAAALyAgA0AAAAAgBcQsAEAaIFWrVqlhIQEJSQkaNOmTY1eNwxDw4cPV0JCgn75y19esDqysrK0YMEClZeXN3pt6NChuu222y7Y9wYAoKkRsAEAaMFCQkK0YsWKRu1ffPGF8vPzFRISckG//+bNm7Vw4cITBmwAAFoaAjYAAC3Yddddp/fee0+VlZUN2lesWKGLL75YnTp18lFlAAC0PARsAABasOuvv16StGbNGk9bRUWF3nvvPY0fP75R/9LSUv3xj3/UlVdeqb59+2rYsGGaP3++amtrG/RLSEjQvHnz9NZbb+naa69VSkqKRo8erY8++sjTZ8GCBXrqqackScOGDTvpkvVPPvlEY8eO1UUXXaSRI0eecMYdAAB/EODrAgAAwIUTGhqqa665RitXrtTNN98sqT5sm81mXXvttXrllVc8fR0OhyZPnqyCggLdddddSkhI0JdffqklS5YoJydHS5YsaXDtjz/+WFu3btXdd9+t4OBgvfDCC5o1a5bWrVun2NhYTZgwQWVlZVq+fLkWLlyodu3aSZJ69erlucb27dv15JNPasaMGYqOjlZGRobmzp2rrl27KjU1tQn+hAAA8B4CNgAALdz48eM1efJk7dy5U71799bKlSs1cuRIhYaGNui3evVq7dixQ3/961917bXXSpKuuOIKBQcH689//rM+++wzXXHFFZ7+DodDL730kuc6ycnJuvLKK7V27VrdeuutiomJUceOHSVJiYmJ6tKlS6PaSkpK9Prrr3uWqqempmrjxo16++23CdgAAL/DEnEAAFq4yy67THFxcVq5cqV27NihrVu3nnB5+MaNGxUcHKyRI0c2aB83bpwkacOGDQ3a09LSGoT06OhoRUVFae/evWdcW2JiYoPnwAMDA9WtWzft27fvjK8BAEBzwQw2AAAtnMlk0rhx47R8+XI5HA5169ZNl156aaN+paWlio6OlslkatAeFRWlgIAAlZaWNmhv27Zto2vYbDY5HI4zrs0b1wAAoLlgBhsAgFZg3LhxKikp0b/+9a8Tzl5L9WH30KFDMgyjQXtxcbHq6uoUERHRFKUCAOC3CNgAALQCHTp00LRp0zRkyBCNGTPmhH0GDhyoI0eO6P3332/Q/tZbb3leP1s2m02SmJEGALQKLBEHAKCVuO+++075+pgxY/Tqq6/qgQce0N69exUfH6+vvvpKzz//vAYPHqzLL7/8rL9nfHy8JOmVV17R2LFjFRAQoO7duzfaYA0AgJaAgA0AACTVbzC2bNkyzZ8/Xy+88IJKSkrUoUMHTZ06VbNmzTqna6alpem2227T6tWrlZGRIbfbrWXLliktLc3L1QMA4Hsm4/gHrQAAAAAAwFnjGWwAAAAAALyAgA0AAAAAgBcQsAEAAAAA8AICNgAAAAAAXkDABgAAAADACwjYAAAAAAB4AQEbAAAAAAAvIGADAAAAAOAFBGwAAAAAALyAgA0AAAAAgBcQsAEAAAAA8AICNgAAAAAAXvD/p1pZt/AF4o0AAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Interactive map saved: spatial_clusters_map.html\n",
+ "\n",
+ "Regression by Season:\n"
+ ]
+ },
+ {
+ "ename": "ValueError",
+ "evalue": "Found array with 0 sample(s) (shape=(0, 4)) while a minimum of 1 is required by LinearRegression.",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[93], line 113\u001b[0m\n\u001b[1;32m 111\u001b[0m df_residuals \u001b[38;5;241m=\u001b[39m df_model\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 112\u001b[0m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my_true\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mecocounter_count\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m--> 113\u001b[0m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my_pred\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf_model\u001b[49m\u001b[43m[\u001b[49m\u001b[43mfeatures\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 114\u001b[0m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mresidual\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my_true\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m-\u001b[39m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my_pred\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m 115\u001b[0m df_residuals \u001b[38;5;241m=\u001b[39m df_residuals\u001b[38;5;241m.\u001b[39mmerge(df_grid[[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRID_ID\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcluster\u001b[39m\u001b[38;5;124m'\u001b[39m]], on\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRID_ID\u001b[39m\u001b[38;5;124m'\u001b[39m, how\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mleft\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/linear_model/_base.py:298\u001b[0m, in \u001b[0;36mLinearModel.predict\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 284\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mpredict\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m 285\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 286\u001b[0m \u001b[38;5;124;03m Predict using the linear model.\u001b[39;00m\n\u001b[1;32m 287\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 296\u001b[0m \u001b[38;5;124;03m Returns predicted values.\u001b[39;00m\n\u001b[1;32m 297\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 298\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_decision_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/linear_model/_base.py:277\u001b[0m, in \u001b[0;36mLinearModel._decision_function\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 274\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_decision_function\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m 275\u001b[0m check_is_fitted(\u001b[38;5;28mself\u001b[39m)\n\u001b[0;32m--> 277\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[43mvalidate_data\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccept_sparse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcsr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcsc\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcoo\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 278\u001b[0m coef_ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcoef_\n\u001b[1;32m 279\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m coef_\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/utils/validation.py:2954\u001b[0m, in \u001b[0;36mvalidate_data\u001b[0;34m(_estimator, X, y, reset, validate_separately, skip_check_array, **check_params)\u001b[0m\n\u001b[1;32m 2952\u001b[0m out \u001b[38;5;241m=\u001b[39m X, y\n\u001b[1;32m 2953\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m no_val_X \u001b[38;5;129;01mand\u001b[39;00m no_val_y:\n\u001b[0;32m-> 2954\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[43mcheck_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minput_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mX\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcheck_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2955\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m no_val_X \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m no_val_y:\n\u001b[1;32m 2956\u001b[0m out \u001b[38;5;241m=\u001b[39m _check_y(y, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcheck_params)\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/utils/validation.py:1128\u001b[0m, in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_writeable, force_all_finite, ensure_all_finite, ensure_non_negative, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator, input_name)\u001b[0m\n\u001b[1;32m 1126\u001b[0m n_samples \u001b[38;5;241m=\u001b[39m _num_samples(array)\n\u001b[1;32m 1127\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m n_samples \u001b[38;5;241m<\u001b[39m ensure_min_samples:\n\u001b[0;32m-> 1128\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1129\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFound array with \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m sample(s) (shape=\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m) while a\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1130\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m minimum of \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m is required\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1131\u001b[0m \u001b[38;5;241m%\u001b[39m (n_samples, array\u001b[38;5;241m.\u001b[39mshape, ensure_min_samples, context)\n\u001b[1;32m 1132\u001b[0m )\n\u001b[1;32m 1134\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ensure_min_features \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m array\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[1;32m 1135\u001b[0m n_features \u001b[38;5;241m=\u001b[39m array\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m1\u001b[39m]\n",
+ "\u001b[0;31mValueError\u001b[0m: Found array with 0 sample(s) (shape=(0, 4)) while a minimum of 1 is required by LinearRegression."
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "\n",
+ "# --- Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- Rename columns ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- Convert slope category to numeric ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# --- Convert other covariates to numeric ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- Drop rows with missing predictor or target ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "# --- Regression (All Data) ---\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"Multivariate Regression Results (All Data):\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " print(f\" RMSE: {np.sqrt(mean_squared_error(y, y_pred)):.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"No valid rows for modeling after cleaning.\")\n",
+ "\n",
+ "# --- Seasonal Breakdown Plot ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- Spatial Clustering ---\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- Regression by Season ---\n",
+ "df['season'] = df['week_start'].dt.month % 12 // 3 + 1\n",
+ "season_map = {1: 'Winter', 2: 'Spring', 3: 'Summer', 4: 'Fall'}\n",
+ "df['season'] = df['season'].map(season_map)\n",
+ "\n",
+ "print(\"\\nRegression by Season:\")\n",
+ "for season, group in df.groupby('season'):\n",
+ " group_model = group.dropna(subset=features + ['ecocounter_count'])\n",
+ " if len(group_model) > 10:\n",
+ " X_s = group_model[features]\n",
+ " y_s = group_model['ecocounter_count']\n",
+ " m_s = LinearRegression().fit(X_s, y_s)\n",
+ " y_pred_s = m_s.predict(X_s)\n",
+ " print(f\" {season}: R² = {r2_score(y_s, y_pred_s):.3f}, RMSE = {np.sqrt(mean_squared_error(y_s, y_pred_s)):.1f}\")\n",
+ "\n",
+ "# --- Residuals by Cluster ---\n",
+ "df_residuals = df_model.copy()\n",
+ "df_residuals['y_true'] = df_residuals['ecocounter_count']\n",
+ "df_residuals['y_pred'] = model.predict(df_model[features])\n",
+ "df_residuals['residual'] = df_residuals['y_true'] - df_residuals['y_pred']\n",
+ "df_residuals = df_residuals.merge(df_grid[['GRID_ID', 'cluster']], on='GRID_ID', how='left')\n",
+ "\n",
+ "plt.figure(figsize=(10, 5))\n",
+ "for cluster in sorted(df_residuals['cluster'].dropna().unique()):\n",
+ " cluster_df = df_residuals[df_residuals['cluster'] == cluster]\n",
+ " plt.scatter(cluster_df['y_true'], cluster_df['residual'], label=f'Cluster {cluster}', alpha=0.6)\n",
+ "\n",
+ "plt.axhline(0, color='gray', linestyle='--')\n",
+ "plt.title('Residuals by Cluster')\n",
+ "plt.xlabel('Observed EcoCounter Count')\n",
+ "plt.ylabel('Residual (Observed - Predicted)')\n",
+ "plt.legend()\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- Save cleaned file ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"Cleaned dataset saved as df_cleaned.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 94,
+ "id": "fd17daf6-6e5d-4f8d-8306-bde5e63ce74b",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1214: RuntimeWarning: Mean of empty slice\n",
+ " return np.nanmean(a, axis, out=out, keepdims=keepdims)\n"
+ ]
+ },
+ {
+ "ename": "ValueError",
+ "evalue": "Found array with 0 sample(s) (shape=(0, 4)) while a minimum of 1 is required by LinearRegression.",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[94], line 49\u001b[0m\n\u001b[1;32m 46\u001b[0m X \u001b[38;5;241m=\u001b[39m df_model[features]\n\u001b[1;32m 47\u001b[0m y \u001b[38;5;241m=\u001b[39m df_model[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mecocounter_count\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m---> 49\u001b[0m model \u001b[38;5;241m=\u001b[39m \u001b[43mLinearRegression\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 50\u001b[0m y_pred \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mpredict(X)\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m🔢 Multivariate Regression Results:\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/base.py:1365\u001b[0m, in \u001b[0;36m_fit_context..decorator..wrapper\u001b[0;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1358\u001b[0m estimator\u001b[38;5;241m.\u001b[39m_validate_params()\n\u001b[1;32m 1360\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[1;32m 1361\u001b[0m skip_parameter_validation\u001b[38;5;241m=\u001b[39m(\n\u001b[1;32m 1362\u001b[0m prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[1;32m 1363\u001b[0m )\n\u001b[1;32m 1364\u001b[0m ):\n\u001b[0;32m-> 1365\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfit_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/linear_model/_base.py:618\u001b[0m, in \u001b[0;36mLinearRegression.fit\u001b[0;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[1;32m 614\u001b[0m n_jobs_ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_jobs\n\u001b[1;32m 616\u001b[0m accept_sparse \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpositive \u001b[38;5;28;01melse\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcsr\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcsc\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcoo\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m--> 618\u001b[0m X, y \u001b[38;5;241m=\u001b[39m \u001b[43mvalidate_data\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 619\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 620\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 621\u001b[0m \u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 622\u001b[0m \u001b[43m \u001b[49m\u001b[43maccept_sparse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maccept_sparse\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 623\u001b[0m \u001b[43m \u001b[49m\u001b[43my_numeric\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 624\u001b[0m \u001b[43m \u001b[49m\u001b[43mmulti_output\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 625\u001b[0m \u001b[43m \u001b[49m\u001b[43mforce_writeable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m 626\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 628\u001b[0m has_sw \u001b[38;5;241m=\u001b[39m sample_weight \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 629\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_sw:\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/utils/validation.py:2971\u001b[0m, in \u001b[0;36mvalidate_data\u001b[0;34m(_estimator, X, y, reset, validate_separately, skip_check_array, **check_params)\u001b[0m\n\u001b[1;32m 2969\u001b[0m y \u001b[38;5;241m=\u001b[39m check_array(y, input_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcheck_y_params)\n\u001b[1;32m 2970\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 2971\u001b[0m X, y \u001b[38;5;241m=\u001b[39m \u001b[43mcheck_X_y\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcheck_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2972\u001b[0m out \u001b[38;5;241m=\u001b[39m X, y\n\u001b[1;32m 2974\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m no_val_X \u001b[38;5;129;01mand\u001b[39;00m check_params\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mensure_2d\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mTrue\u001b[39;00m):\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/utils/validation.py:1368\u001b[0m, in \u001b[0;36mcheck_X_y\u001b[0;34m(X, y, accept_sparse, accept_large_sparse, dtype, order, copy, force_writeable, force_all_finite, ensure_all_finite, ensure_2d, allow_nd, multi_output, ensure_min_samples, ensure_min_features, y_numeric, estimator)\u001b[0m\n\u001b[1;32m 1362\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1363\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mestimator_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m requires y to be passed, but the target y is None\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1364\u001b[0m )\n\u001b[1;32m 1366\u001b[0m ensure_all_finite \u001b[38;5;241m=\u001b[39m _deprecate_force_all_finite(force_all_finite, ensure_all_finite)\n\u001b[0;32m-> 1368\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[43mcheck_array\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1369\u001b[0m \u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1370\u001b[0m \u001b[43m \u001b[49m\u001b[43maccept_sparse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maccept_sparse\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1371\u001b[0m \u001b[43m \u001b[49m\u001b[43maccept_large_sparse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maccept_large_sparse\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1372\u001b[0m \u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1373\u001b[0m \u001b[43m \u001b[49m\u001b[43morder\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43morder\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1374\u001b[0m \u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1375\u001b[0m \u001b[43m \u001b[49m\u001b[43mforce_writeable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mforce_writeable\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1376\u001b[0m \u001b[43m \u001b[49m\u001b[43mensure_all_finite\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mensure_all_finite\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1377\u001b[0m \u001b[43m \u001b[49m\u001b[43mensure_2d\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mensure_2d\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1378\u001b[0m \u001b[43m \u001b[49m\u001b[43mallow_nd\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mallow_nd\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1379\u001b[0m \u001b[43m \u001b[49m\u001b[43mensure_min_samples\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mensure_min_samples\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1380\u001b[0m \u001b[43m \u001b[49m\u001b[43mensure_min_features\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mensure_min_features\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1381\u001b[0m \u001b[43m \u001b[49m\u001b[43mestimator\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1382\u001b[0m \u001b[43m \u001b[49m\u001b[43minput_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mX\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1383\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1385\u001b[0m y \u001b[38;5;241m=\u001b[39m _check_y(y, multi_output\u001b[38;5;241m=\u001b[39mmulti_output, y_numeric\u001b[38;5;241m=\u001b[39my_numeric, estimator\u001b[38;5;241m=\u001b[39mestimator)\n\u001b[1;32m 1387\u001b[0m check_consistent_length(X, y)\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/utils/validation.py:1128\u001b[0m, in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_writeable, force_all_finite, ensure_all_finite, ensure_non_negative, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator, input_name)\u001b[0m\n\u001b[1;32m 1126\u001b[0m n_samples \u001b[38;5;241m=\u001b[39m _num_samples(array)\n\u001b[1;32m 1127\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m n_samples \u001b[38;5;241m<\u001b[39m ensure_min_samples:\n\u001b[0;32m-> 1128\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1129\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFound array with \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m sample(s) (shape=\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m) while a\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1130\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m minimum of \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m is required\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1131\u001b[0m \u001b[38;5;241m%\u001b[39m (n_samples, array\u001b[38;5;241m.\u001b[39mshape, ensure_min_samples, context)\n\u001b[1;32m 1132\u001b[0m )\n\u001b[1;32m 1134\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ensure_min_features \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m array\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[1;32m 1135\u001b[0m n_features \u001b[38;5;241m=\u001b[39m array\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m1\u001b[39m]\n",
+ "\u001b[0;31mValueError\u001b[0m: Found array with 0 sample(s) (shape=(0, 4)) while a minimum of 1 is required by LinearRegression."
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename for simplicity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Clean and Convert Slope Category to Numeric Midpoint ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# --- 🔢 Convert Other Covariates ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- 🔧 Impute missing slope values ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].fillna(df['MAX_slopePct'].median())\n",
+ "\n",
+ "# --- 🧠 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "X = df_model[features]\n",
+ "y = df_model['ecocounter_count']\n",
+ "\n",
+ "model = LinearRegression().fit(X, y)\n",
+ "y_pred = model.predict(X)\n",
+ "\n",
+ "print(\"\\n🔢 Multivariate Regression Results:\")\n",
+ "print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ "print(f\" RMSE: {mean_squared_error(y, y_pred, squared=False):.2f}\")\n",
+ "print(\" Coefficients:\")\n",
+ "for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ "print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "\n",
+ "# --- 📈 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering & Mapping ---\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "\n",
+ "# Assign mock coordinates (for example only)\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"\\n🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 95,
+ "id": "01a45ee4-c094-4416-8609-67bcedf8542f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "✅ Rows available for modeling: 0\n",
+ "❓ Missing values before modeling:\n",
+ " strava_count 0\n",
+ "MAX_slopePct 3377\n",
+ "2024 Median Household Income 0\n",
+ "2024 Diversity Index 0\n",
+ "ecocounter_count 0\n",
+ "dtype: int64\n",
+ "🚫 No valid rows for modeling after cleaning.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1214: RuntimeWarning: Mean of empty slice\n",
+ " return np.nanmean(a, axis, out=out, keepdims=keepdims)\n",
+ "/tmp/ipykernel_339/3863056507.py:75: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "🗺️ Interactive map saved: spatial_clusters_map.html\n",
+ "\n",
+ "📊 Regression by Season:\n",
+ " Fall: Not enough data.\n",
+ " Spring: Not enough data.\n",
+ " Summer: Not enough data.\n",
+ " Winter: Not enough data.\n"
+ ]
+ },
+ {
+ "ename": "ValueError",
+ "evalue": "Found array with 0 sample(s) (shape=(0, 4)) while a minimum of 1 is required by LinearRegression.",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[95], line 125\u001b[0m\n\u001b[1;32m 123\u001b[0m df_residuals \u001b[38;5;241m=\u001b[39m df_model\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 124\u001b[0m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my_true\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mecocounter_count\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[0;32m--> 125\u001b[0m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my_pred\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf_model\u001b[49m\u001b[43m[\u001b[49m\u001b[43mfeatures\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 126\u001b[0m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mresidual\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my_true\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m-\u001b[39m df_residuals[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my_pred\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m 127\u001b[0m df_residuals \u001b[38;5;241m=\u001b[39m df_residuals\u001b[38;5;241m.\u001b[39mmerge(df_grid[[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRID_ID\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcluster\u001b[39m\u001b[38;5;124m'\u001b[39m]], on\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGRID_ID\u001b[39m\u001b[38;5;124m'\u001b[39m, how\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mleft\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/linear_model/_base.py:298\u001b[0m, in \u001b[0;36mLinearModel.predict\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 284\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mpredict\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m 285\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 286\u001b[0m \u001b[38;5;124;03m Predict using the linear model.\u001b[39;00m\n\u001b[1;32m 287\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 296\u001b[0m \u001b[38;5;124;03m Returns predicted values.\u001b[39;00m\n\u001b[1;32m 297\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 298\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_decision_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/linear_model/_base.py:277\u001b[0m, in \u001b[0;36mLinearModel._decision_function\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m 274\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_decision_function\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m 275\u001b[0m check_is_fitted(\u001b[38;5;28mself\u001b[39m)\n\u001b[0;32m--> 277\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[43mvalidate_data\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccept_sparse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcsr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcsc\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcoo\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m 278\u001b[0m coef_ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcoef_\n\u001b[1;32m 279\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m coef_\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/utils/validation.py:2954\u001b[0m, in \u001b[0;36mvalidate_data\u001b[0;34m(_estimator, X, y, reset, validate_separately, skip_check_array, **check_params)\u001b[0m\n\u001b[1;32m 2952\u001b[0m out \u001b[38;5;241m=\u001b[39m X, y\n\u001b[1;32m 2953\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m no_val_X \u001b[38;5;129;01mand\u001b[39;00m no_val_y:\n\u001b[0;32m-> 2954\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[43mcheck_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minput_name\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mX\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mcheck_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2955\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m no_val_X \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m no_val_y:\n\u001b[1;32m 2956\u001b[0m out \u001b[38;5;241m=\u001b[39m _check_y(y, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcheck_params)\n",
+ "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.11/site-packages/sklearn/utils/validation.py:1128\u001b[0m, in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_writeable, force_all_finite, ensure_all_finite, ensure_non_negative, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator, input_name)\u001b[0m\n\u001b[1;32m 1126\u001b[0m n_samples \u001b[38;5;241m=\u001b[39m _num_samples(array)\n\u001b[1;32m 1127\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m n_samples \u001b[38;5;241m<\u001b[39m ensure_min_samples:\n\u001b[0;32m-> 1128\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1129\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFound array with \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m sample(s) (shape=\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m) while a\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1130\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m minimum of \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m is required\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1131\u001b[0m \u001b[38;5;241m%\u001b[39m (n_samples, array\u001b[38;5;241m.\u001b[39mshape, ensure_min_samples, context)\n\u001b[1;32m 1132\u001b[0m )\n\u001b[1;32m 1134\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ensure_min_features \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m array\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[1;32m 1135\u001b[0m n_features \u001b[38;5;241m=\u001b[39m array\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m1\u001b[39m]\n",
+ "\u001b[0;31mValueError\u001b[0m: Found array with 0 sample(s) (shape=(0, 4)) while a minimum of 1 is required by LinearRegression."
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data ---\n",
+ "df = pd.read_csv('../processed_data/weekly_with_covariates.csv', parse_dates=['week_start'])\n",
+ "\n",
+ "# --- ✅ Rename for simplicity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Clean and Convert Slope Category to Numeric Midpoint ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# --- 🔢 Convert Other Covariates ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- 🔧 Impute missing slope values before modeling ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].fillna(df['MAX_slopePct'].median())\n",
+ "\n",
+ "# --- 🔠 Feature setup ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "print(f\"\\n✅ Rows available for modeling: {len(df_model)}\")\n",
+ "print(\"❓ Missing values before modeling:\\n\", df[features + ['ecocounter_count']].isna().sum())\n",
+ "\n",
+ "# --- 🧠 Multivariate Regression ---\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"\\n🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " print(f\" RMSE: {mean_squared_error(y, y_pred, squared=False):.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"🚫 No valid rows for modeling after cleaning.\")\n",
+ "\n",
+ "# --- 📈 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering & Mapping ---\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "\n",
+ "# Assign mock coordinates (for demo only)\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "\n",
+ "m.save('../processed_data/spatial_clusters_map.html')\n",
+ "print(\"\\n🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 📊 Regression by Season ---\n",
+ "df['season'] = df['week_start'].dt.month % 12 // 3 + 1\n",
+ "season_map = {1: 'Winter', 2: 'Spring', 3: 'Summer', 4: 'Fall'}\n",
+ "df['season'] = df['season'].map(season_map)\n",
+ "\n",
+ "print(\"\\n📊 Regression by Season:\")\n",
+ "for season, group in df.groupby('season'):\n",
+ " group_model = group.dropna(subset=features + ['ecocounter_count'])\n",
+ " if len(group_model) > 10:\n",
+ " X_s = group_model[features]\n",
+ " y_s = group_model['ecocounter_count']\n",
+ " m_s = LinearRegression().fit(X_s, y_s)\n",
+ " y_pred_s = m_s.predict(X_s)\n",
+ " print(f\" {season}: R² = {r2_score(y_s, y_pred_s):.3f}, RMSE = {mean_squared_error(y_s, y_pred_s, squared=False):.1f}\")\n",
+ " else:\n",
+ " print(f\" {season}: Not enough data.\")\n",
"\n",
- "# Compare corrected vs original across time\n",
- "weekly = df.groupby('week').agg({'eco_count': 'mean', 'eco_pred': 'mean', 'strava_count': 'mean'}).reset_index()\n",
+ "# --- 📉 Residuals by Cluster ---\n",
+ "df_residuals = df_model.copy()\n",
+ "df_residuals['y_true'] = df_residuals['ecocounter_count']\n",
+ "df_residuals['y_pred'] = model.predict(df_model[features])\n",
+ "df_residuals['residual'] = df_residuals['y_true'] - df_residuals['y_pred']\n",
+ "df_residuals = df_residuals.merge(df_grid[['GRID_ID', 'cluster']], on='GRID_ID', how='left')\n",
"\n",
- "plt.figure(figsize=(12, 4))\n",
- "plt.plot(weekly['week'], weekly['eco_count'], label='Observed EcoCounter')\n",
- "plt.plot(weekly['week'], weekly['eco_pred'], label='Corrected Prediction')\n",
- "plt.plot(weekly['week'], weekly['strava_count'], label='Raw Strava')\n",
+ "plt.figure(figsize=(10, 5))\n",
+ "for cluster in sorted(df_residuals['cluster'].dropna().unique()):\n",
+ " cluster_df = df_residuals[df_residuals['cluster'] == cluster]\n",
+ " plt.scatter(cluster_df['y_true'], cluster_df['residual'], label=f'Cluster {cluster}', alpha=0.6)\n",
+ "\n",
+ "plt.axhline(0, color='gray', linestyle='--')\n",
+ "plt.title('Residuals by Cluster')\n",
+ "plt.xlabel('Observed EcoCounter Count')\n",
+ "plt.ylabel('Residual (Observed - Predicted)')\n",
"plt.legend()\n",
- "plt.title(\"Weekly Trends: Observed vs Corrected vs Raw Strava\")\n",
- "plt.xlabel(\"Week\")\n",
- "plt.ylabel(\"Mean Weekly Count\")\n",
- "plt.xticks(rotation=45)\n",
"plt.tight_layout()\n",
- "plt.show()\n"
+ "plt.show()\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('../processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 96,
+ "id": "25dc7aff-f193-4d0a-8a5c-1166f40dfebf",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🚫 No valid rows for regression after cleaning.\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1214: RuntimeWarning: Mean of empty slice\n",
+ " return np.nanmean(a, axis, out=out, keepdims=keepdims)\n",
+ "/tmp/ipykernel_339/531533849.py:75: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " plt.tight_layout()\n",
+ "/srv/conda/envs/notebook/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 128198 (\\N{TEAR-OFF CALENDAR}) missing from font(s) DejaVu Sans.\n",
+ " fig.canvas.print_figure(bytes_io, **kw)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "🗺️ Interactive map saved: spatial_clusters_map.html\n",
+ "\n",
+ "📊 Regression by Season:\n",
+ " Fall: Not enough data.\n",
+ " Spring: Not enough data.\n",
+ " Summer: Not enough data.\n",
+ " Winter: Not enough data.\n",
+ "✅ Cleaned dataset saved as df_cleaned.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import folium\n",
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import r2_score, mean_squared_error\n",
+ "from sklearn.cluster import KMeans\n",
+ "\n",
+ "# --- 📁 Load Data (Update the full path below) ---\n",
+ "df = pd.read_csv(\n",
+ " '/home/jovyan/BiasCorrectionCrowdsourcedData-cookbook/processed_data/weekly_with_covariates.csv',\n",
+ " parse_dates=['week_start']\n",
+ ")\n",
+ "\n",
+ "# --- ✅ Rename for simplicity ---\n",
+ "df = df.rename(columns={\n",
+ " 'SUM_total_trip_count': 'strava_count',\n",
+ " 'EcoCntr_weekly_SUM': 'ecocounter_count'\n",
+ "})\n",
+ "df['total_count'] = df['strava_count'] + df['ecocounter_count']\n",
+ "\n",
+ "# --- 🧹 Clean and Convert Slope Category to Numeric Midpoint ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].astype(str).str.replace('–', '-', regex=False).str.strip()\n",
+ "\n",
+ "slope_bins = {\n",
+ " '0 to 1%': 0.5,\n",
+ " '1 to 3%': 2.0,\n",
+ " '3 to 6%': 4.5,\n",
+ " '6 to 8%': 7.0,\n",
+ " '8 to 12%': 10.0,\n",
+ " '12 to 25%': 18.5,\n",
+ " 'Above 25%': 30.0\n",
+ "}\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].replace(slope_bins)\n",
+ "df['MAX_slopePct'] = pd.to_numeric(df['MAX_slopePct'], errors='coerce')\n",
+ "\n",
+ "# --- 🔢 Convert Other Covariates ---\n",
+ "df['2024 Median Household Income'] = pd.to_numeric(df['2024 Median Household Income'], errors='coerce')\n",
+ "df['2024 Diversity Index'] = pd.to_numeric(df['2024 Diversity Index'], errors='coerce')\n",
+ "\n",
+ "# --- 🔧 Impute missing slope values ---\n",
+ "df['MAX_slopePct'] = df['MAX_slopePct'].fillna(df['MAX_slopePct'].median())\n",
+ "\n",
+ "# --- 🧠 Multivariate Regression ---\n",
+ "features = ['strava_count', 'MAX_slopePct', '2024 Median Household Income', '2024 Diversity Index']\n",
+ "df_model = df.dropna(subset=features + ['ecocounter_count'])\n",
+ "\n",
+ "if not df_model.empty:\n",
+ " X = df_model[features]\n",
+ " y = df_model['ecocounter_count']\n",
+ "\n",
+ " model = LinearRegression().fit(X, y)\n",
+ " y_pred = model.predict(X)\n",
+ "\n",
+ " print(\"\\n🔢 Multivariate Regression Results:\")\n",
+ " print(f\" R² Score: {r2_score(y, y_pred):.3f}\")\n",
+ " print(f\" RMSE: {mean_squared_error(y, y_pred, squared=False):.2f}\")\n",
+ " print(\" Coefficients:\")\n",
+ " for feat, coef in zip(features, model.coef_):\n",
+ " print(f\" {feat}: {coef:.2f}\")\n",
+ " print(f\" Intercept: {model.intercept_:.2f}\")\n",
+ "else:\n",
+ " print(\"🚫 No valid rows for regression after cleaning.\")\n",
+ "\n",
+ "# --- 📆 Seasonal Breakdown ---\n",
+ "df['month'] = df['week_start'].dt.month\n",
+ "monthly_avg = df.groupby('month')[['strava_count', 'ecocounter_count', 'total_count']].mean()\n",
+ "\n",
+ "monthly_avg.plot(marker='o', figsize=(10, 5))\n",
+ "plt.title('📆 Average Monthly Bicycle Counts (2019–2023)')\n",
+ "plt.ylabel('Average Weekly Count')\n",
+ "plt.xlabel('Month')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# --- 🌍 Spatial Clustering ---\n",
+ "df_grid = df.groupby('GRID_ID')[['strava_count', 'ecocounter_count', 'total_count']].mean().reset_index()\n",
+ "\n",
+ "kmeans = KMeans(n_clusters=3, random_state=42)\n",
+ "df_grid['cluster'] = kmeans.fit_predict(df_grid[['strava_count', 'ecocounter_count']])\n",
+ "\n",
+ "# Assign mock coordinates\n",
+ "df_grid['lat'] = 36.3 + (np.arange(len(df_grid)) % 20) * 0.01\n",
+ "df_grid['lon'] = -94.3 + (np.arange(len(df_grid)) // 20) * 0.01\n",
+ "\n",
+ "# Interactive map\n",
+ "m = folium.Map(location=[36.37, -94.21], zoom_start=10)\n",
+ "for _, row in df_grid.iterrows():\n",
+ " folium.CircleMarker(\n",
+ " location=[row['lat'], row['lon']],\n",
+ " radius=5 + row['total_count'] / 5000,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6,\n",
+ " popup=(f\"GRID: {row['GRID_ID']}
\"\n",
+ " f\"Strava: {row['strava_count']:.0f}
\"\n",
+ " f\"EcoCounter: {row['ecocounter_count']:.0f}
\"\n",
+ " f\"Cluster: {row['cluster']}\")\n",
+ " ).add_to(m)\n",
+ "\n",
+ "m.save('/home/jovyan/BiasCorrectionCrowdsourcedData-cookbook/processed_data/spatial_clusters_map.html')\n",
+ "print(\"🗺️ Interactive map saved: spatial_clusters_map.html\")\n",
+ "\n",
+ "# --- 📊 Regression by Season ---\n",
+ "df['season'] = df['week_start'].dt.month % 12 // 3 + 1\n",
+ "season_map = {1: 'Winter', 2: 'Spring', 3: 'Summer', 4: 'Fall'}\n",
+ "df['season'] = df['season'].map(season_map)\n",
+ "\n",
+ "print(\"\\n📊 Regression by Season:\")\n",
+ "for season, group in df.groupby('season'):\n",
+ " group_model = group.dropna(subset=features + ['ecocounter_count'])\n",
+ " if len(group_model) > 10:\n",
+ " X_s = group_model[features]\n",
+ " y_s = group_model['ecocounter_count']\n",
+ " m_s = LinearRegression().fit(X_s, y_s)\n",
+ " y_pred_s = m_s.predict(X_s)\n",
+ " print(f\" {season}: R² = {r2_score(y_s, y_pred_s):.3f}, RMSE = {np.sqrt(mean_squared_error(y_s, y_pred_s)):.1f}\")\n",
+ " else:\n",
+ " print(f\" {season}: Not enough data.\")\n",
+ "\n",
+ "# --- 📉 Residuals by Cluster ---\n",
+ "if not df_model.empty:\n",
+ " df_residuals = df_model.copy()\n",
+ " df_residuals['y_true'] = df_residuals['ecocounter_count']\n",
+ " df_residuals['y_pred'] = model.predict(df_model[features])\n",
+ " df_residuals['residual'] = df_residuals['y_true'] - df_residuals['y_pred']\n",
+ " df_residuals = df_residuals.merge(df_grid[['GRID_ID', 'cluster']], on='GRID_ID', how='left')\n",
+ "\n",
+ " plt.figure(figsize=(10, 5))\n",
+ " for cluster in sorted(df_residuals['cluster'].dropna().unique()):\n",
+ " cluster_df = df_residuals[df_residuals['cluster'] == cluster]\n",
+ " plt.scatter(cluster_df['y_true'], cluster_df['residual'], label=f'Cluster {cluster}', alpha=0.6)\n",
+ "\n",
+ " plt.axhline(0, color='gray', linestyle='--')\n",
+ " plt.title('Residuals by Cluster')\n",
+ " plt.xlabel('Observed EcoCounter Count')\n",
+ " plt.ylabel('Residual (Observed - Predicted)')\n",
+ " plt.legend()\n",
+ " plt.tight_layout()\n",
+ " plt.show()\n",
+ "\n",
+ "# --- 💾 Save Cleaned Data ---\n",
+ "df.to_csv('/home/jovyan/BiasCorrectionCrowdsourcedData-cookbook/processed_data/df_cleaned.csv', index=False)\n",
+ "print(\"✅ Cleaned dataset saved as df_cleaned.csv\")\n"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2f49d943-e0f9-485c-9dc8-268a97d1a7ce",
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
"kernelspec": {
- "display_name": "biascorr-cookbook-dev",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
- "name": "biascorr-cookbook-dev"
+ "name": "python3"
},
"language_info": {
"codemirror_mode": {
@@ -369,7 +3773,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.11.13"
+ "version": "3.11.11"
}
},
"nbformat": 4,
diff --git a/notebooks/interactive_map.html b/notebooks/interactive_map.html
new file mode 100644
index 00000000..3c57d181
--- /dev/null
+++ b/notebooks/interactive_map.html
@@ -0,0 +1,400 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/notebooks/notebook-template.ipynb b/notebooks/notebook-template.ipynb
index 25c3a430..46511282 100644
--- a/notebooks/notebook-template.ipynb
+++ b/notebooks/notebook-template.ipynb
@@ -298,7 +298,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.13.3"
+ "version": "3.11.11"
},
"nbdime-conflicts": {
"local_diff": [
diff --git a/notebooks/notebook-template2.ipynb b/notebooks/notebook-template2.ipynb
new file mode 100644
index 00000000..f5510d7b
--- /dev/null
+++ b/notebooks/notebook-template2.ipynb
@@ -0,0 +1,361 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Bias Correction Crowdsourced Data Notebook"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's start here! If you can directly link to an image relevant to your notebook, such as [canonical logos](https://github.com/numpy/numpy/blob/main/doc/source/_static/numpylogo.svg), do so here at the top of your notebook. You can do this with MyST Markdown syntax, outlined in [this MyST guide](https://mystmd.org/guide/figures), or you edit this cell to see a demonstration. **Be sure to include `alt` text for any embedded images to make your content more accessible.**\n",
+ "\n",
+ "```{image} ../thumbnails/thumbnail.png\n",
+ ":alt: Project Pythia logo\n",
+ ":width: 200px\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Next, title your notebook appropriately with a top-level Markdown header, `#` (see the very first cell above). Do not use this level header anywhere else in the notebook. Our book build process will use this title in the navbar, table of contents, etc. Keep it short, keep it descriptive. \n",
+ "\n",
+ "Follow this with a `---` cell to visually distinguish the transition to the prerequisites section."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Overview\n",
+ "If you have an introductory paragraph, lead with it here! Keep it short and tied to your material, then be sure to continue into the required list of topics below,\n",
+ "\n",
+ "1. This is a numbered list of the specific topics\n",
+ "1. These should map approximately to your main sections of content\n",
+ "1. Or each second-level, `##`, header in your notebook\n",
+ "1. Keep the size and scope of your notebook in check\n",
+ "1. And be sure to let the reader know up front the important concepts they'll be leaving with"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Prerequisites\n",
+ "This section was inspired by [this template](https://github.com/alan-turing-institute/the-turing-way/blob/master/book/templates/chapter-template/chapter-landing-page.md) of the wonderful [The Turing Way](https://the-turing-way.netlify.app) Jupyter Book.\n",
+ "\n",
+ "Following your overview, tell your reader what concepts, packages, or other background information they'll **need** before learning your material. Tie this explicitly with links to other pages here in Foundations or to relevant external resources. Remove this body text, then populate the Markdown table, denoted in this cell with `|` vertical brackets, below, and fill out the information following. In this table, lay out prerequisite concepts by explicitly linking to other Foundations material or external resources, or describe generally helpful concepts.\n",
+ "\n",
+ "Label the importance of each concept explicitly as **helpful/necessary**.\n",
+ "\n",
+ "| Concepts | Importance | Notes |\n",
+ "| --- | --- | --- |\n",
+ "| [Intro to Cartopy](https://foundations.projectpythia.org/core/cartopy/cartopy) | Necessary | |\n",
+ "| [Understanding of NetCDF](https://foundations.projectpythia.org/core/data-formats/netcdf-cf) | Helpful | Familiarity with metadata structure |\n",
+ "| Project management | Helpful | |\n",
+ "\n",
+ "- **Time to learn**: estimate in minutes. For a rough idea, use 5 mins per subsection, 10 if longer; add these up for a total. Safer to round up and overestimate.\n",
+ "- **System requirements**:\n",
+ " - Populate with any system, version, or non-Python software requirements if necessary\n",
+ " - Otherwise use the concepts table above and the Imports section below to describe required packages as necessary\n",
+ " - If no extra requirements, remove the **System requirements** point altogether"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Imports\n",
+ "Begin your body of content with another `---` divider before continuing into this section, then remove this body text and populate the following code cell with all necessary Python imports **up-front**:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import sys"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Your first content section"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "This is where you begin your first section of material, loosely tied to your objectives stated up front. Tie together your notebook as a narrative, with interspersed Markdown text, images, and more as necessary,"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# as well as any and all of your code cells\n",
+ "print(\"Hello world!\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### A content subsection\n",
+ "Divide and conquer your objectives with Markdown subsections, which will populate the helpful navbar in Jupyter Lab and here on the Jupyter Book!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# some subsection code\n",
+ "a = [1, 2, 3, 4, 5]\n",
+ "[i + 2 for i in a]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Another content subsection\n",
+ "Keep up the good work! A note, *try to avoid using code comments as narrative*, and instead let them only exist as brief clarifications where necessary."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Your second content section\n",
+ "Here we can move on to our second objective, and we can demonstrate..."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### A subsection to the second section\n",
+ "\n",
+ "#### a quick demonstration\n",
+ "\n",
+ "##### of further and further\n",
+ "\n",
+ "###### header levels"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "as well as $m = a * t / h$ text! Similarly, you have access to other $\\LaTeX$ equation [**functionality**](https://jupyter-notebook.readthedocs.io/en/stable/examples/Notebook/Typesetting%20Equations.html) via MathJax:\n",
+ "\n",
+ "\\begin{align}\n",
+ "\\dot{x} & = \\sigma(y-x) \\\\\n",
+ "\\dot{y} & = \\rho x - y - xz \\\\\n",
+ "\\dot{z} & = -\\beta z + xy\n",
+ "\\end{align}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Check out [**any number of helpful Markdown resources**](https://www.markdownguide.org/basic-syntax/) for further customizing your notebooks and the [**MyST Syntax Overview**](https://mystmd.org/guide/syntax-overview) for MyST-specific formatting information. Don't hesitate to ask questions if you have problems getting it to look *just right*."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Last Section\n",
+ "\n",
+ "You can add [admonitions using MyST syntax](https://mystmd.org/guide/admonitions):"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ ":::{note}\n",
+ "Your relevant information here!\n",
+ ":::"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Some other admonitions you can put in ([there are 10 total](https://mystmd.org/guide/admonitions#admonitions-list)):"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ ":::{hint}\n",
+ "A helpful hint.\n",
+ ":::"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ ":::{warning}\n",
+ "Be careful!\n",
+ ":::"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ ":::{danger}\n",
+ "Scary stuff be here.\n",
+ ":::"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We also suggest checking out Jupyter Book's [brief demonstration](https://jupyterbook.org/content/metadata.html#jupyter-cell-tags) on adding cell tags to your cells in Jupyter Notebook, Lab, or manually. Using these cell tags can allow you to [customize](https://jupyterbook.org/interactive/hiding.html) how your code content is displayed and even [demonstrate errors](https://jupyterbook.org/content/execute.html#dealing-with-code-that-raises-errors) without altogether crashing our loyal army of machines!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Summary\n",
+ "Add one final `---` marking the end of your body of content, and then conclude with a brief single paragraph summarizing at a high level the key pieces that were learned and how they tied to your objectives. Look to reiterate what the most important takeaways were.\n",
+ "\n",
+ "### What's next?\n",
+ "Let Jupyter book tie this to the next (sequential) piece of content that people could move on to down below and in the sidebar. However, if this page uniquely enables your reader to tackle other nonsequential concepts throughout this book, or even external content, link to it here!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Resources and references\n",
+ "Finally, be rigorous in your citations and references as necessary. Give credit where credit is due. Also, feel free to link to relevant external material, further reading, documentation, etc. Then you're done! Give yourself a quick review, a high five, and send us a pull request. A few final notes:\n",
+ " - `Kernel > Restart Kernel and Run All Cells...` to confirm that your notebook will cleanly run from start to finish\n",
+ " - `Kernel > Restart Kernel and Clear All Outputs...` before committing your notebook, our machines will do the heavy lifting\n",
+ " - Take credit! Provide author contact information if you'd like; if so, consider adding information here at the bottom of your notebook\n",
+ " - Give credit! Attribute appropriate authorship for referenced code, information, images, etc.\n",
+ " - Only include what you're legally allowed: **no copyright infringement or plagiarism**\n",
+ " \n",
+ "Thank you for your contribution!"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.11"
+ },
+ "nbdime-conflicts": {
+ "local_diff": [
+ {
+ "diff": [
+ {
+ "diff": [
+ {
+ "key": 0,
+ "op": "addrange",
+ "valuelist": [
+ "Python 3"
+ ]
+ },
+ {
+ "key": 0,
+ "length": 1,
+ "op": "removerange"
+ }
+ ],
+ "key": "display_name",
+ "op": "patch"
+ }
+ ],
+ "key": "kernelspec",
+ "op": "patch"
+ }
+ ],
+ "remote_diff": [
+ {
+ "diff": [
+ {
+ "diff": [
+ {
+ "key": 0,
+ "op": "addrange",
+ "valuelist": [
+ "Python3"
+ ]
+ },
+ {
+ "key": 0,
+ "length": 1,
+ "op": "removerange"
+ }
+ ],
+ "key": "display_name",
+ "op": "patch"
+ }
+ ],
+ "key": "kernelspec",
+ "op": "patch"
+ }
+ ]
+ },
+ "toc-autonumbering": false
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/processed_data/df_cleaned.csv b/processed_data/df_cleaned.csv
new file mode 100644
index 00000000..638564d2
--- /dev/null
+++ b/processed_data/df_cleaned.csv
@@ -0,0 +1,3378 @@
+GRID_ID.1,STARTweek_stravaDATE_cast,GRID_ID,ENDweek_stravaDATE_cast,strava_count,ecocounter_count,MAX_slopePct,STARTweek_Time,HEXid_weekID,HEXid_WeekID,ENDweek_Time,week_id,week_start,_GRID_JOIN_,OBJECTID *,Shape *,SOURCE_ID,GRID_ID_cov,slopePct,TrailCounter,SqMeters,ASOSID,AR_asosID_hexID,Slope_10m_MEAN,OBJECTID,GRID_ID.1_cov,TIMESTEP_stravaDATE_cast,STARTTIME_stravaDATE_cast,ENDTIME_stravaDATE_cast,SUM_EcoCounter_WeeklyAggregation,SUM_total_trip_count_cov,SUM_ride_count,MAX_activity_type,MAX_slopePct_cov,SUM_forward_people_count,SUM_reverse_people_count,SUM_forward_commute_trip_count,SUM_reverse_commute_trip_count,SUM_forward_leisure_trip_count,SUM_reverse_leisure_trip_count,SUM_ebike_ride_count,SUM_forward_morning_trip_count,SUM_reverse_morning_trip_count,SUM_forward_midday_trip_count,SUM_reverse_midday_trip_count,SUM_forward_evening_trip_count,SUM_reverse_evening_trip_count,SUM_forward_male_people_count,SUM_reverse_male_people_count,SUM_forward_female_people_count,SUM_reverse_female_people_count,SUM_forward_18_34_people_count,SUM_reverse_18_34_people_count,SUM_forward_35_54_people_count,SUM_reverse_35_54_people_count,SUM_forward_55_64_people_count,SUM_reverse_55_64_people_count,MIN_slopePct,hexid_weekid_join,ASOS_ID,HexIDstation,ASOS ID WeekID Join,asosID_encodeSTEP,TIMESTEP_weekID,STARTTIME_Weekday,ENDTIME_Weekday,station,MAX_max_temp_f,MIN_min_temp_f,MAX_max_dewpoint_f,MIN_min_dewpoint_f,SUM_precip_in,MEAN_avg_wind_speed_kts,MEAN_avg_wind_drct,MIN_min_rh,MEAN_avg_rh,MAX_max_rh,SUM_snow_in,MIN_min_feel,MEAN_avg_feel,MAX_max_feel,MAX_max_wind_speed_kts,MAX_max_wind_gust_kts,MAX_climo_high_f,MIN_climo_low_f,SUM_climo_precip_in,Location of Ecocounter,COUNT,MEAN_forward_average_speed_meters_per_second,MEAN_reverse_average_speed_meters_per_second,SUM_forward_overnight_trip_count,SUM_reverse_overnight_trip_count,SUM_forward_unspecified_people_count,SUM_reverse_unspecified_people_count,SUM_forward_65_plus_people_count,SUM_reverse_65_plus_people_count,OBJECTID.1,HEX GRID_ID,Slope Pct Category,Slope MAXpct,HEX Area ACRES,Count LC Polys 2023,Minor LC Name,Major LC Name,Minority LandClass Pct,Majority LandClass Pct,Replica OSMfeature COUNT,SUM_AADT_replicaOSM,MEAN_MPH_replicaOSM,pMEAN_length,MINOR RoadClass replica,MAJOR RoadClass replica,MINOR RoadClass Pct,MAJOR RoadClass Pct,Topo Rough Index MEAN,Topo Rough Index MEDIAN,latWGS84,longWGS84,UTMnad83z15_E,UTMnad83z15_N,AADT 2023 ArDOT sum,AADT mean 2023 ArDOT,ArDOT Sum Lgth 2023,Dist2Park Meters,Nearest Park Name,Distance to K12 Meters,Nearest K12 School,Distance Paved Trail Meters,Nearest Paved Trail 2023,Meters from Transit Stop,Nearest Transit Stop,Sum of Sidewalks Meters,Join_Count,TAZ_ID,COUNTY,HasData,sourceCountry,2024 Median Household Income,2024 Median Household Income: Index,2029 Median Household Income,2029 Median Household Income: Index,2022 Median HH Income (ACS 5-Yr),2024 Diversity Index,2024 White Population,2024 White Population: Percent,2024 Black Population,2024 Black Population: Percent,2024 American Indian Population,2024 American Indian Population: Percent,2024 Asian Population,2024 Asian Population: Percent,2024 Pacific Islander Population,2024 Pacific Islander Population: Percent,2024 Other Race Population,2024 Other Race Population: Percent,2024 Population of 2+ Races,2024 Population of 2+ Races: Percent,2010 Diversity Index,2022 Race: American Indian (ACS 5-Yr),2022 Race: American Indian (ACS 5-Yr): Percent,2022 Race: Asian (ACS 5-Yr),2022 Race: Asian (ACS 5-Yr): Percent,2022 Race: Native Hawaiian (ACS 5-Yr),2022 Race: Native Hawaiian (ACS 5-Yr): Percent,2022 Race: Other (ACS 5-Yr),2022 Race: Other (ACS 5-Yr): Percent,2022 Race: Two or More (ACS 5-Yr),2022 Race: Two or More (ACS 5-Yr): Percent,2029 White Population,2029 White Population: Percent,2029 Black Population,2029 Black Population: Percent,2029 American Indian Population,2029 American Indian Population: Percent,2029 Asian Population,2029 Asian Population: Percent,2029 Pacific Islander Population,2029 Pacific Islander Population: Percent,2029 Other Race Population,2029 Other Race Population: Percent,2029 Diversity Index,2022 Pop 25+: HS Diploma (ACS 5-Yr),2022 Pop 25+: HS Diploma (ACS 5-Yr): Percent,2022 Pop 25+: Some College (ACS 5-Yr),2022 Pop 25+: Some College (ACS 5-Yr): Percent,2022 Pop 25+: Assoc Degree (ACS 5-Yr),2022 Pop 25+: Assoc Degree (ACS 5-Yr): Percent,2022 Pop 25+: Bach Degree (ACS 5-Yr),2022 Pop 25+: Bach Degree (ACS 5-Yr): Percent,2022 Pop 25+: Master`s Deg (ACS 5-Yr),2022 Pop 25+: Master`s Deg (ACS 5-Yr): Percent,2022 Pop 25+: Prof Sch Deg (ACS 5-Yr),2022 Pop 25+: Prof Sch Deg (ACS 5-Yr): Percent,2022 Pop 25+: Doctorate (ACS 5-Yr),2022 Pop 25+: Doctorate (ACS 5-Yr): Percent,2024 Pop Age 25+: High School Diploma,2024 Pop Age 25+: High School Diploma: Percent,2024 Pop Age 25+: GED,2024 Pop Age 25+: GED: Percent,2020 Total Population,2024 Total Population,2024 Population Density,2022 Civilian Pop 18+: Veteran (ACS 5-Yr),2022 Civilian Pop 18+: Veteran (ACS 5-Yr): Percent,2022 Civilian Pop 18+: Nonveteran (ACS 5-Yr),2022 Civilian Pop 18+: Nonveteran (ACS 5-Yr): Percent,2022 Workers 16+: Bicycle (ACS 5-Yr),2022 Workers 16+: Bicycle (ACS 5-Yr): Percent,2022 Workers 16+: Walked (ACS 5-Yr),2022 Workers 16+: Walked (ACS 5-Yr): Percent,2022 Commute to Work: 15-19 Min (ACS 5-Yr),2022 Commute to Work: 15-19 Min (ACS 5-Yr): Percent,2022 Commute to Work: 10-14 Min (ACS 5-Yr),2022 Commute to Work: 10-14 Min (ACS 5-Yr): Percent,2022 Commute to Work: 5-9 Min (ACS 5-Yr),2022 Commute to Work: 5-9 Min (ACS 5-Yr): Percent,2022 Commute to Work: <5 Min (ACS 5-Yr),2022 Commute to Work: <5 Min (ACS 5-Yr): Percent,2022 Avg Commute to Work (ACS 5-Yr),2024 Median Age,2024 Median Age: Index,2024 Senior Population,2024 Senior Population: Percent,2020 Multiple Races Pop 35-39,2020 Multiple Races Pop 35-39: Percent,2024 Population Age 0-4,2024 Population Age 0-4: Percent,2022 Poverty Index (ACS 5-Yr),2022 HHs: Inc Below Poverty Level (ACS 5-Yr),2022 HHs: Inc Below Poverty Level (ACS 5-Yr): Percent,2022 HHs w/Public Assist Income (ACS 5-Yr),2022 HHs w/Public Assist Income (ACS 5-Yr): Percent,2022 Race: White (ACS 5-Yr),2022 Race: White (ACS 5-Yr): Percent,2022 Race: Black (ACS 5-Yr),2022 Race: Black (ACS 5-Yr): Percent,GRID_ID.2,Trail Counter Name,Sq_MetersAREA,Shape_Length,Shape_Area,Spatial Component 1,Spatial Component 2,Spatial Component 3,Spatial Component 4,Spatial Component 5,Spatial Component 6,Spatial Component 7,Spatial Component 8,Spatial Component 9,Spatial Component 10,Spatial Component 11,Spatial Component 12,Spatial Component 13,Spatial Component 14,Spatial Component 15,Spatial Component 16,Spatial Component 17,Spatial Component 18,Spatial Component 19,Spatial Component 20,Spatial Component 21,Spatial Component 22,Spatial Component 23,Spatial Component 24,Spatial Component 25,Spatial Component 26,Spatial Component 27,Spatial Component 28,Spatial Component 29,Spatial Component 30,Spatial Component 31,Spatial Component 32,Spatial Component 33,Spatial Component 34,Spatial Component 35,Spatial Component 36,Spatial Component 37,total_count,month,season
+BD-17,2022-10-17,BD-17,2022-10-23 23:59:00,2765.0,1181,,2022-10-17,BD-17_198,BD-17_198,2022-10-23 23:59:00,BD-17_198,2022-10-17,BD-17,8134,Polygon,8134,BD-17,12 to 25%,N Walton - Bentonville,489982.325556,VBT,BD-17_VBT,16.163683,,,92,2020-10-05 06:00:00,2020-10-12 05:59:59,1837,3050,3005,"Ride,EBikeRide",12 to 25%,1330,1615,0,0,1405,1690,35,195,205,665,690,510,775,1070,1250,220,275,305,355,800,940,115,165,12 to 25%,BD-17_92,VBT,BD-17_VBT,VBT_92,VBT_92,92,2020-10-05 06:00:00,2020-10-12 05:59:59,VBT,88,43.0,66.9,39.0,0.0,4.139276,162.923536,33.99657,74.086262,100.0,0.0,41.26356,67.060069,87.308334,15.0,19.117477,75.4,47.2,0.63,N Walton - Bentonville,65,3.154,4.026308,0,0,0,30,20,0,,BD-17,12 to 25%,25,121.077267,5,Trees,Built Area,10.967066,89.032932,27,48964,27.518519,251.166804,service,residential,1.804019,79.243372,4.965495,4.71699,36.396869,-94.21633,390924.477772,4028655.5932,7348.406278,7348.406278,707.53088,0.0,Bark Park - 21 Acres,632.923025,Lincoln Junior High School (642) - 7-8,0.0,North Bentonville Trail - North Bentonville Trail,4972.728252,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),2511.472138,2,72082,5007,1,US,189442,240,200001,219,174540,37.0,1397,84.11,19,1.14,13,0.78,50,3.01,0,0.0,21,1.26,161,9.69,16.8,0,0.0,14,0.75,0,0.0,0,0.0,47,2.52,1420,82.75,21,1.22,14,0.82,57,3.32,0,0.0,24,1.4,39.6,90,7.73,207,17.78,61,5.24,551,47.34,188,16.15,33,2.84,27,2.32,86,7.9,0,0.0,1615,1661,1043.1,128,9.6,1205,90.4,10,1.15,0,0.0,139,18.39,210,27.78,86,11.38,48,6.35,0.0,44.1,112,261,15.71,13,9.03,87,5.24,30,21,3.71,7,1.24,1763,94.58,40,2.15,,N Walton - Bentonville,489982.325556,2604.986301,489734.019118,0.015783,0.040855,0.027291,0.017883,-0.003895,0.013502,0.021565,-0.019881,0.026586,-0.008986,-0.001549,-0.014623,-0.013211,-0.012938,0.017165,-0.017385,-0.010753,0.003779,0.007025,-0.001157,0.014234,0.005793,0.016226,-0.016456,0.026306,0.007163,0.017273,0.00097,0.005897,-0.008076,-0.005118,-0.004417,-0.019202,-0.00152,-0.004688,0.01216,-0.010374,3946.0,10,Fall
+BD-17,2020-10-05,BD-17,2020-10-11 23:59:00,3050.0,1837,,2020-10-05,BD-17_92,BD-17_92,2020-10-11 23:59:00,BD-17_92,2020-10-05,BD-17,8134,Polygon,8134,BD-17,12 to 25%,N Walton - Bentonville,489982.325556,VBT,BD-17_VBT,16.163683,,,92,2020-10-05 06:00:00,2020-10-12 05:59:59,1837,3050,3005,"Ride,EBikeRide",12 to 25%,1330,1615,0,0,1405,1690,35,195,205,665,690,510,775,1070,1250,220,275,305,355,800,940,115,165,12 to 25%,BD-17_92,VBT,BD-17_VBT,VBT_92,VBT_92,92,2020-10-05 06:00:00,2020-10-12 05:59:59,VBT,88,43.0,66.9,39.0,0.0,4.139276,162.923536,33.99657,74.086262,100.0,0.0,41.26356,67.060069,87.308334,15.0,19.117477,75.4,47.2,0.63,N Walton - Bentonville,65,3.154,4.026308,0,0,0,30,20,0,,BD-17,12 to 25%,25,121.077267,5,Trees,Built Area,10.967066,89.032932,27,48964,27.518519,251.166804,service,residential,1.804019,79.243372,4.965495,4.71699,36.396869,-94.21633,390924.477772,4028655.5932,7348.406278,7348.406278,707.53088,0.0,Bark Park - 21 Acres,632.923025,Lincoln Junior High School (642) - 7-8,0.0,North Bentonville Trail - North Bentonville Trail,4972.728252,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),2511.472138,2,72082,5007,1,US,189442,240,200001,219,174540,37.0,1397,84.11,19,1.14,13,0.78,50,3.01,0,0.0,21,1.26,161,9.69,16.8,0,0.0,14,0.75,0,0.0,0,0.0,47,2.52,1420,82.75,21,1.22,14,0.82,57,3.32,0,0.0,24,1.4,39.6,90,7.73,207,17.78,61,5.24,551,47.34,188,16.15,33,2.84,27,2.32,86,7.9,0,0.0,1615,1661,1043.1,128,9.6,1205,90.4,10,1.15,0,0.0,139,18.39,210,27.78,86,11.38,48,6.35,0.0,44.1,112,261,15.71,13,9.03,87,5.24,30,21,3.71,7,1.24,1763,94.58,40,2.15,,N Walton - Bentonville,489982.325556,2604.986301,489734.019118,0.015783,0.040855,0.027291,0.017883,-0.003895,0.013502,0.021565,-0.019881,0.026586,-0.008986,-0.001549,-0.014623,-0.013211,-0.012938,0.017165,-0.017385,-0.010753,0.003779,0.007025,-0.001157,0.014234,0.005793,0.016226,-0.016456,0.026306,0.007163,0.017273,0.00097,0.005897,-0.008076,-0.005118,-0.004417,-0.019202,-0.00152,-0.004688,0.01216,-0.010374,4887.0,10,Fall
+BE-15,2022-04-11,BE-15,2022-04-17 23:59:00,20680.0,3440,,2022-04-11,BE-15_171,BE-15_171,2022-04-17 23:59:00,BE-15_171,2022-04-11,BE-15,8442,Polygon,8442,BE-15,8 to 12%,North Trail (RBG) - Bentonville,489983.971087,VBT,BE-15_VBT,14.190971,,,0,2018-12-31 06:00:00,2019-01-07 05:59:59,3035,5615,5565,"Ride,EBikeRide",8 to 12%,2285,3005,75,105,2380,3100,0,110,150,1505,2060,635,770,1975,2575,165,325,750,1030,1020,1410,110,215,8 to 12%,BE-15_0,VBT,BE-15_VBT,VBT_0,VBT_0,0,2018-12-31 06:00:00,2019-01-07 05:59:59,VBT,65,27.0,45.0,26.1,1.9401,5.524672,235.689644,39.356537,81.974665,100.0,0.0,19.903376,36.271009,64.9,21.724405,26.069286,46.3,24.6,0.67,North Trail (RGB) - Bentonville,202,2.699554,2.724752,0,0,0,0,0,0,,BE-15,8 to 12%,12,121.077678,9,Water,Trees,0.04305,53.286843,8,26497,42.3125,285.093967,unclassified,motorway,3.559433,55.96513,4.230015,3.446012,36.40711,-94.209227,391575.724328,4029783.585344,8105.44426,3541.823843,983.393594,0.0,Slaughter Pen Bike Trail - 289 Acres,1730.501599,Lincoln Junior High School (642) - 7-8,0.0,North Bentonville Trail - Razorback Regional Greenway,5491.003201,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),567.09949,3,72091,5007,1,US,147779,187,161940,177,119374,40.2,223,82.59,5,1.85,1,0.37,10,3.7,0,0.0,6,2.22,25,9.26,30.4,1,0.45,22,9.82,0,0.0,8,3.57,11,4.91,225,80.94,5,1.8,1,0.36,11,3.96,0,0.0,7,2.52,43.0,19,14.18,19,14.18,5,3.73,38,28.36,30,22.39,5,3.73,3,2.24,26,14.86,1,0.57,264,270,321.5,7,4.64,145,96.03,1,0.91,3,2.73,31,30.69,14,13.86,15,14.85,6,5.94,0.0,34.4,88,25,9.26,1,4.35,19,7.04,91,7,11.29,0,0.0,177,79.02,6,2.68,,North Trail (RBG) - Bentonville,489983.971087,2604.986127,489733.953993,0.019926,0.032265,0.032738,0.014478,-0.00874,0.008535,0.028416,-0.018112,0.023882,-0.019235,-0.006239,-0.005124,0.004725,-0.008364,0.018894,-0.01129,-0.014884,0.005878,0.003777,-0.000841,0.011753,0.000791,0.009333,-0.019413,0.02754,0.010574,0.000171,-0.002385,-0.005621,-0.00485,-0.007405,-0.004869,-0.02216,-0.01004,-0.009015,0.006014,0.005778,24120.0,4,Spring
+BH-26,2020-12-21,BH-26,2020-12-27 23:59:00,2820.0,668,,2020-12-21,BH-26_103,BH-26_103,2020-12-27 23:59:00,BH-26_103,2020-12-21,BH-26,7367,Polygon,7367,BH-26,1 to 3%,Horsebarn - Rogers,489989.142339,VBT,BH-26_VBT,2.903954,,,152,2021-11-29 06:00:00,2021-12-06 05:59:59,842,2450,2365,"Ride,EBikeRide",1 to 3%,1210,1255,95,50,1160,1250,100,100,150,675,680,330,370,830,850,300,400,275,300,565,600,280,190,1 to 3%,BH-26_152,VBT,BH-26_VBT,VBT_152,VBT_152,152,2021-11-29 06:00:00,2021-12-06 05:59:59,VBT,75,34.0,63.0,33.1,0.5002,5.713273,177.164309,31.860828,69.994705,100.0,0.0,30.076883,56.160833,73.9,20.0,30.41417,53.7,28.9,0.86,Horsebarn - Rogers,76,5.072368,5.211579,0,0,0,50,50,75,,BH-26,1 to 3%,3,121.078955,2,Trees,Built Area,19.626385,80.373615,195,873982,24.307692,106.200998,unclassified,service,1.825483,47.549233,1.246946,0.790569,36.336159,-94.186361,393529.4641,4021887.6401,247771.291046,23169.11229,2797.495701,190.470364,Horsebarn Park - 2 Acres,446.338948,Lisa Academy Rogers-Bentonville Elementary School (359) - K-5,0.0,South Bentonville Trail - Razorback Regional Greenway,614.387732,51-5 Promenade & Walnut (West) | ORT Stop: 51 (Inbound),2191.237112,5,71924,5007,1,US,150000,190,150000,164,0,65.3,7,70.0,0,0.0,0,0.0,0,0.0,0,0.0,1,10.0,1,10.0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,8,72.73,0,0.0,0,0.0,0,0.0,0,0.0,1,9.09,61.7,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,2,28.57,0,0.0,0,10,34.4,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0.0,35.0,89,2,20.0,0,0.0,1,10.0,0,0,0.0,0,0.0,0,0.0,0,0.0,,Horsebarn - Rogers,489989.142339,2604.986401,489734.056717,-0.035047,0.016062,0.023415,-0.010611,0.02348,-0.008963,0.009121,0.0203,0.001227,0.004843,0.002997,0.002878,0.009927,-0.001173,0.010398,0.029699,-0.005415,-0.001269,-0.001177,-0.000546,-0.030393,0.003949,-0.015063,0.008706,0.003519,0.019769,-0.017329,0.005003,-0.00824,-0.009508,-0.024286,-0.002029,0.006402,-0.001713,-0.002555,0.002857,0.001643,3488.0,12,Winter
+BQ-25,2020-08-17,BQ-25,2020-08-23 23:59:00,8965.0,0,,2020-08-17,BQ-25_85,BQ-25_85,2020-08-23 23:59:00,BQ-25_85,2020-08-17,BQ-25,7444,Polygon,7444,BQ-25,1 to 3%,Foerster Park - Rogers,490003.801737,ROG,BQ-25_ROG,1.669559,,,217,2023-02-27 06:00:00,2023-03-06 05:59:59,0,5100,4810,"Ride,EBikeRide",1 to 3%,2175,2790,230,30,1955,2815,220,0,15,1270,1300,775,1215,1470,1870,625,970,335,550,980,1150,440,550,1 to 3%,BQ-25_217,ROG,BQ-25_ROG,ROG_217,ROG_217,217,2023-02-27 06:00:00,2023-03-06 05:59:59,ROG,75,30.0,57.9,25.0,2.05,9.57421,210.685733,16.557999,62.636715,100.0,0.0,25.318195,50.987588,73.9,30.0,39.0,56.6,30.7,0.89,Foerster Park - Rogers,148,4.272432,4.434122,0,220,0,0,245,110,,BQ-25,1 to 3%,3,121.082577,2,Rangeland,Built Area,0.891485,99.108515,93,100976,22.897849,110.715284,primary,residential,1.661543,45.253283,0.575989,0.5,36.340179,-94.121112,399390.6834,4022263.6375,13000.036878,5065.30531,1012.394665,0.0,Foerster Park - 17 Acres,0.0,Northside Elementary School (453) - K-5,0.0,Rogers Loop - Railyard Loop,381.206417,51-2 Walnut & 3rd (North) | ORT Stop: 51 (Inbound),3406.190712,5,71891,5007,1,US,98386,124,110314,121,72833,76.2,757,61.64,10,0.81,22,1.79,4,0.33,8,0.65,233,18.97,194,15.8,57.5,11,0.78,1,0.07,3,0.21,287,20.23,274,19.31,756,59.15,11,0.86,23,1.8,4,0.31,9,0.7,261,20.42,77.8,249,34.58,166,23.06,54,7.5,44,6.11,1,0.14,6,0.83,0,0.0,291,37.07,77,9.81,1177,1228,447.5,42,4.65,862,95.46,0,0.0,2,0.33,52,9.51,106,19.38,59,10.79,21,3.84,0.0,37.3,95,199,16.21,14,7.95,72,5.86,147,62,18.29,0,0.0,842,59.34,0,0.0,,Foerster Park - Rogers,490003.801737,2604.986401,489734.056717,-0.02432,-0.023565,0.041983,-0.012929,0.014677,-0.02098,0.010392,0.015039,-0.010322,0.001868,0.020474,-0.002792,-0.002008,-0.009809,0.009287,-0.002458,0.007774,-0.000434,-0.005906,0.007907,0.00407,0.003692,-0.015666,-0.014223,-0.013315,-0.005638,0.011627,0.007847,-0.012879,0.022807,0.022764,-0.010053,-0.010954,0.022039,-0.019698,0.01458,-0.015723,8965.0,8,Summer
+BK-32,2022-06-20,BK-32,2022-06-26 23:59:00,3265.0,4977,,2022-06-20,BK-32_181,BK-32_181,2022-06-26 23:59:00,BK-32_181,2022-06-20,BK-32,6645,Polygon,6645,BK-32,1 to 3%,Bellview/Blossom Way - Rogers,489994.119614,VBT,BK-32_VBT,3.644664,,,181,2022-06-20 06:00:00,2022-06-27 05:59:59,4977,3265,3260,"Ride,EBikeRide",1 to 3%,1725,1585,0,0,1765,1600,0,575,565,415,475,375,340,1195,1215,485,315,460,280,605,580,345,415,1 to 3%,BK-32_181,VBT,BK-32_VBT,VBT_181,VBT_181,181,2022-06-20 06:00:00,2022-06-27 05:59:59,VBT,96,62.0,75.9,54.0,0.07,5.245993,174.323713,42.5052,71.407886,100.0,0.0,63.0,84.592836,103.258156,17.0,20.85543,87.3,64.3,1.35,Bellview & Blossom Way - Rogers (2),95,4.241579,3.869474,280,155,0,0,60,120,,BK-32,1 to 3%,3,121.080185,5,Trees,Built Area,5.954447,82.229116,53,195648,29.566038,215.542439,unclassified,motorway,1.172776,34.027763,1.502375,1.06066,36.292315,-94.16394,395483.2039,4016999.674,48347.971139,48347.971139,829.414646,887.808837,Twin Creeks Disc Golf Course - 24 Acres,766.840459,Bellview Elementary (362) - K-5,0.0,Blossom Way Trail - Railyard Loop,1971.784281,"R128 Hunt Tower | ORT Stop: 490 (Inbound & Outbound), 51 (Inbound & Outbound)",2324.688747,2,80435,5007,1,US,121647,154,125756,138,125679,55.1,1025,74.71,30,2.19,16,1.17,90,6.56,3,0.22,74,5.39,134,9.77,26.2,36,3.46,147,14.12,0,0.0,1,0.1,21,2.02,1313,72.78,41,2.27,21,1.16,129,7.15,5,0.28,107,5.93,58.0,63,9.33,83,12.3,58,8.59,233,34.52,155,22.96,34,5.04,7,1.04,106,10.92,16,1.65,954,1372,1963.2,42,5.47,727,94.66,0,0.0,9,1.48,107,19.38,144,26.09,92,16.67,44,7.97,0.0,33.7,86,171,12.46,5,5.75,71,5.17,10,6,1.26,7,1.47,834,80.12,2,0.19,,Bellview/Blossom Way - Rogers,489994.119614,2604.986401,489734.056718,-0.048044,-0.021719,0.014048,-0.004108,0.005347,0.018452,-0.017402,-0.001003,-0.021646,-0.009416,-0.022384,-0.00873,-0.00198,0.043346,-0.026464,0.012602,-0.010409,-0.011392,0.006647,0.024507,0.021576,-0.009534,0.010046,0.004948,-0.016386,0.00483,0.001787,0.003785,0.006694,-0.022767,-0.009181,0.019959,-8.9e-05,-0.016988,0.007357,-0.010024,-0.006739,8242.0,6,Summer
+BL-36,2021-11-15,BL-36,2021-11-21 23:59:00,960.0,695,,2021-11-15,BL-36_150,BL-36_150,2021-11-21 23:59:00,BL-36_150,2021-11-15,BL-36,6353,Polygon,6353,BL-36,1 to 3%,Mills Lane - Lowell,489995.682748,VBT,BL-36_VBT,1.506187,,,72,2020-05-18 06:00:00,2020-05-25 05:59:59,2539,4115,4115,"Ride,EBikeRide",1 to 3%,2000,2020,75,45,1970,2025,0,270,295,920,915,755,790,1520,1540,450,395,530,530,905,945,275,280,1 to 3%,BL-36_72,VBT,BL-36_VBT,VBT_72,VBT_72,72,2020-05-18 06:00:00,2020-05-25 05:59:59,VBT,84,50.0,69.8,48.9,2.33,6.266514,145.705779,50.650837,79.804847,100.0,0.0,50.0,66.12465,87.78135,24.0,34.0,78.5,54.6,1.42,Mills Lane - Lowell,71,4.09169,5.057183,60,50,25,25,100,90,,BL-36,1 to 3%,3,121.080569,24,Built Area,Rangeland,13.698625,57.306831,9,14797,29.444444,320.277105,residential,tertiary,43.807768,56.192232,0.529707,0.5,36.268662,-94.156339,396134.45045,4014367.6923,0.0,0.0,0.0,1892.560949,Mcclure Park - 5 Acres,347.249548,Fairview Elementary School (567) - K-5,0.0,Goad Springs Sidepath - Razorback Regional Greenway,4146.628325,R127 Pinnacle Hills & Champions | ORT Stop: 51 (Inbound),374.069931,1,20260,5007,1,US,103411,131,110842,121,102245,66.4,1794,69.56,40,1.55,37,1.43,91,3.53,29,1.12,260,10.08,328,12.72,50.2,0,0.0,20,0.96,4,0.19,37,1.77,369,17.62,1963,67.32,48,1.65,43,1.47,111,3.81,35,1.2,321,11.01,69.1,359,27.36,298,22.71,26,1.98,313,23.86,137,10.44,0,0.0,14,1.07,463,28.99,84,5.26,2051,2579,1090.3,90,6.18,1367,93.89,0,0.0,11,1.06,248,28.74,138,15.99,120,13.9,0,0.0,0.0,32.5,83,222,8.61,14,5.76,233,9.03,44,36,5.51,3,0.46,1554,74.21,110,5.25,,Mills Lane - Lowell,489995.682748,2604.986201,489733.981517,-0.042936,-0.021922,0.006789,0.005562,-0.009992,0.017384,-0.030878,-0.027461,-0.007373,-0.009677,-0.008108,-0.00502,0.009161,0.043986,-0.021366,-0.007133,0.008863,-0.023297,0.007927,0.012271,0.015549,-0.003028,0.027487,0.017849,-0.011822,-3.1e-05,-0.010746,-0.005572,0.019874,-0.021297,0.001549,0.009103,0.026142,0.008005,0.010261,-0.001758,-0.011671,1655.0,11,Fall
+BH-24,2021-03-08,BH-24,2021-03-14 23:59:00,1095.0,1260,,2021-03-08,BH-24_114,BH-24_114,2021-03-14 23:59:00,BH-24_114,2021-03-08,BH-24,7492,Polygon,7492,BH-24,1 to 3%,South Trail - Bentonville,489989.142754,VBT,BH-24_VBT,1.663837,,,80,2020-07-13 06:00:00,2020-07-20 05:59:59,3491,3905,3885,"Ride,EBikeRide",1 to 3%,1820,1880,90,90,1865,1905,0,610,730,510,475,560,460,1205,1320,510,465,540,515,800,835,220,240,1 to 3%,BH-24_80,VBT,BH-24_VBT,VBT_80,VBT_80,80,2020-07-13 06:00:00,2020-07-20 05:59:59,VBT,94,67.0,77.0,63.0,0.0,6.004548,169.221673,45.84961,72.885653,96.41042,0.0,68.0,85.987506,103.05586,17.0,20.85543,89.7,66.6,0.91,South Trail - Bentonville,107,2.807103,4.125701,180,125,15,0,60,30,,BH-24,1 to 3%,3,121.078955,2,Water,Built Area,0.086304,99.913697,141,109796,22.099291,91.957478,unclassified,service,4.573906,45.046834,0.804985,0.707107,36.349715,-94.186566,393529.4641,4023391.6297,5378.045426,5378.045426,603.956927,1035.95133,Cambridge Park - 10 Acres,275.983006,Bentonville Seventh Day Adventist (20) - P-8,0.0,Moberly Lane Sidepath - Moberly Lane Sidepath,1169.485242,R290 NWACC Burns Hall | ORT Stop: 490 (Inbound & Outbound),2648.142979,3,72052,5007,1,US,71353,90,75927,83,61130,68.1,87,43.28,4,1.99,2,1.0,88,43.78,0,0.0,7,3.48,12,5.97,57.5,0,0.0,45,33.09,5,3.68,8,5.88,6,4.41,89,40.64,5,2.28,2,0.91,101,46.12,1,0.46,9,4.11,68.2,26,26.53,16,16.33,4,4.08,32,32.65,9,9.18,0,0.0,0,0.0,40,27.78,8,5.56,186,201,864.4,2,1.68,117,98.32,0,0.0,7,11.48,26,59.09,3,6.82,7,15.91,0,0.0,0.0,33.9,86,40,19.9,1,9.09,17,8.46,57,4,7.02,0,0.0,71,52.21,1,0.74,,South Trail - Bentonville,489989.142754,2604.986401,489734.056717,-0.026023,0.023556,0.030425,-0.007045,0.022503,-0.013462,0.000929,0.014166,0.016387,0.000153,-0.002854,0.003011,0.0062,-0.015872,0.00273,0.024523,0.005071,0.001024,0.009069,-0.010557,-0.026089,0.011479,-0.010616,0.00606,0.011662,0.013856,-0.013597,-0.00433,0.012294,-0.006138,-0.014516,-0.004528,0.013311,0.012148,0.00078,-0.004221,0.000317,2355.0,3,Spring
+BH-26,2021-11-29,BH-26,2021-12-05 23:59:00,2450.0,842,,2021-11-29,BH-26_152,BH-26_152,2021-12-05 23:59:00,BH-26_152,2021-11-29,BH-26,7367,Polygon,7367,BH-26,1 to 3%,Horsebarn - Rogers,489989.142339,VBT,BH-26_VBT,2.903954,,,152,2021-11-29 06:00:00,2021-12-06 05:59:59,842,2450,2365,"Ride,EBikeRide",1 to 3%,1210,1255,95,50,1160,1250,100,100,150,675,680,330,370,830,850,300,400,275,300,565,600,280,190,1 to 3%,BH-26_152,VBT,BH-26_VBT,VBT_152,VBT_152,152,2021-11-29 06:00:00,2021-12-06 05:59:59,VBT,75,34.0,63.0,33.1,0.5002,5.713273,177.164309,31.860828,69.994705,100.0,0.0,30.076883,56.160833,73.9,20.0,30.41417,53.7,28.9,0.86,Horsebarn - Rogers,76,5.072368,5.211579,0,0,0,50,50,75,,BH-26,1 to 3%,3,121.078955,2,Trees,Built Area,19.626385,80.373615,195,873982,24.307692,106.200998,unclassified,service,1.825483,47.549233,1.246946,0.790569,36.336159,-94.186361,393529.4641,4021887.6401,247771.291046,23169.11229,2797.495701,190.470364,Horsebarn Park - 2 Acres,446.338948,Lisa Academy Rogers-Bentonville Elementary School (359) - K-5,0.0,South Bentonville Trail - Razorback Regional Greenway,614.387732,51-5 Promenade & Walnut (West) | ORT Stop: 51 (Inbound),2191.237112,5,71924,5007,1,US,150000,190,150000,164,0,65.3,7,70.0,0,0.0,0,0.0,0,0.0,0,0.0,1,10.0,1,10.0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,8,72.73,0,0.0,0,0.0,0,0.0,0,0.0,1,9.09,61.7,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,2,28.57,0,0.0,0,10,34.4,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0.0,35.0,89,2,20.0,0,0.0,1,10.0,0,0,0.0,0,0.0,0,0.0,0,0.0,,Horsebarn - Rogers,489989.142339,2604.986401,489734.056717,-0.035047,0.016062,0.023415,-0.010611,0.02348,-0.008963,0.009121,0.0203,0.001227,0.004843,0.002997,0.002878,0.009927,-0.001173,0.010398,0.029699,-0.005415,-0.001269,-0.001177,-0.000546,-0.030393,0.003949,-0.015063,0.008706,0.003519,0.019769,-0.017329,0.005003,-0.00824,-0.009508,-0.024286,-0.002029,0.006402,-0.001713,-0.002555,0.002857,0.001643,3292.0,11,Fall
+BT-26,2021-07-19,BT-26,2021-07-25 23:59:00,975.0,5920,,2021-07-19,BT-26_133,BT-26_133,2021-07-25 23:59:00,BT-26_133,2021-07-19,BT-26,7379,Polygon,7379,BT-26,12 to 25%,Lake Atalanta - Rogers,490008.503794,ROG,BT-26_ROG,19.397631,,,127,2021-06-07 06:00:00,2021-06-14 05:59:59,6065,695,620,"Ride,EBikeRide",12 to 25%,370,140,0,0,465,160,0,70,10,125,55,240,55,255,65,45,10,30,5,220,85,0,0,12 to 25%,BT-26_127,ROG,BT-26_ROG,ROG_127,ROG_127,127,2021-06-07 06:00:00,2021-06-14 05:59:59,ROG,93,64.0,75.9,60.1,0.0102,4.277391,137.856056,40.30533,77.317211,100.0,0.0,64.0,80.567909,99.5694,15.0,21.0,84.4,60.7,1.28,Lake Atalanta - Rogers,66,3.761667,1.481061,0,0,0,0,0,0,,BT-26,12 to 25%,25,121.083737,7,Built Area,Trees,23.893084,49.235207,9,488,23.333333,282.299512,unclassified,residential,15.361864,84.638136,5.865146,5.787919,36.336992,-94.099297,401344.4231,4021887.6401,0.0,0.0,0.0,0.0,Lake Atalanta Park - 250 Acres,1337.74923,Haas Hall Academy At The Lane (256) - 7-12,0.0,Lake Atalanta Loop - Lake Atalanta Loop,1378.046262,0392032 Butterfly Garden | ORT Stop: 51 (Inbound & Outbound),0.0,1,71880,5007,1,US,83013,105,98181,107,59751,72.0,974,66.48,8,0.55,21,1.43,10,0.68,27,1.84,237,16.18,188,12.83,58.8,17,1.45,0,0.0,0,0.0,108,9.24,85,7.27,985,64.46,9,0.59,22,1.44,12,0.79,29,1.9,266,17.41,73.9,128,16.58,82,10.62,99,12.82,179,23.19,41,5.31,12,1.55,5,0.65,174,18.03,35,3.63,1431,1465,718.0,57,6.08,881,93.92,0,0.0,0,0.0,188,35.21,41,7.68,104,19.48,44,8.24,0.0,38.7,98,264,18.02,12,6.9,97,6.62,85,47,10.49,12,2.68,959,82.04,0,0.0,,Lake Atalanta - Rogers,490008.503794,2604.986401,489734.056718,-0.016444,-0.024173,0.030538,-0.000501,0.009438,-0.01168,0.028939,0.009255,-0.013426,0.013449,0.015424,-0.009548,0.011611,-0.007662,0.010153,-0.020132,-0.004325,-0.007139,-0.019958,-0.00622,0.012689,0.009307,-0.011746,-0.010684,-0.014635,0.004894,-0.00051,0.013646,-0.000541,0.024746,0.011158,-0.016431,-0.01948,0.012652,-0.006709,0.001399,-0.007795,6895.0,7,Summer
+BN-62,2020-03-30,BN-62,2020-04-05 23:59:00,990.0,1355,,2020-03-30,BN-62_65,BN-62_65,2020-04-05 23:59:00,BN-62_65,2020-03-30,BN-62,3917,Polygon,3917,BN-62,5 to 8%,Old Wire Cycle Track - Fayetteville,489999.000425,ASG,BN-62_ASG,6.590476,,,165,2022-02-28 06:00:00,2022-03-07 05:59:59,999,2035,2005,"Ride,EBikeRide",5 to 8%,925,725,140,5,1010,965,70,140,190,645,405,220,330,670,525,195,70,70,55,530,470,70,40,5 to 8%,BN-62_165,ASG,BN-62_ASG,ASG_165,ASG_165,165,2022-02-28 06:00:00,2022-03-07 05:59:59,ASG,77,26.6,64.4,24.8,0.0,6.137821,181.631404,20.232973,61.440032,100.0,0.0,26.6,54.322265,77.0,21.0,27.0,55.7,33.1,0.74,Old Wire Cycletrack - Fayetteville,106,6.381132,5.313774,0,0,0,0,0,0,,BN-62,5 to 8%,8,121.08139,1,Built Area,Built Area,100.0,100.0,55,144639,27.163636,177.922627,service,residential,2.714782,72.882816,1.909211,1.802776,36.092563,-94.139286,397436.9436,3994815.8279,9648.504582,2696.347143,1435.899421,31.486111,Gulley Park - 38 Acres,528.52014,Fayetteville Christian School (111) - K-12,0.0,Old Wire Road Sidepath - Old Wire Road Cycle Track,831.588468,10-06 N College & Township (West) | ORT Stop: 10 (To Hillcrest),3257.04209,4,50200,5143,1,US,75199,95,80724,88,78812,39.8,2176,81.74,104,3.91,17,0.64,52,1.95,1,0.04,70,2.63,242,9.09,26.7,0,0.0,11,0.44,0,0.0,80,3.19,257,10.26,2171,80.29,113,4.18,19,0.7,57,2.11,1,0.04,78,2.88,42.4,318,18.61,483,28.26,90,5.27,400,23.41,215,12.58,32,1.87,110,6.44,340,19.26,55,3.12,2633,2662,3655.5,123,6.58,1746,93.42,18,1.44,30,2.39,337,29.3,321,27.91,58,5.04,0,0.0,0.0,36.5,93,449,16.87,13,5.7,185,6.95,75,107,9.35,0,0.0,2124,84.76,34,1.36,,Old Wire Cycle Track - Fayetteville,489999.000425,2604.986401,489734.056719,0.001448,0.025275,0.017195,0.001373,0.044313,-0.00461,0.024761,0.020128,0.02344,-0.001227,-0.017736,-0.002479,-0.011656,0.011903,0.006867,-0.000184,-0.001699,-0.002923,-0.017934,-0.013955,0.011502,-0.006189,0.042615,0.008646,-0.022531,-0.001095,0.011497,0.014445,0.00346,0.003387,0.000174,0.00383,0.030307,-0.0173,-0.001187,0.004094,0.006185,2345.0,3,Spring
+BI-29,2019-09-16,BI-29,2019-09-22 23:59:00,1290.0,2610,,2019-09-16,BI-29_37,BI-29_37,2019-09-22 23:59:00,BI-29_37,2019-09-16,BI-29,6996,Polygon,6996,BI-29,3 to 5%,Mercy - Rogers,489990.811385,VBT,BI-29_VBT,4.436227,,,37,2019-09-16 06:00:00,2019-09-23 05:59:59,2610,1290,1285,"Ride,EBikeRide",3 to 5%,580,700,40,20,560,690,10,140,310,175,140,260,235,440,580,110,110,100,95,260,295,110,100,3 to 5%,BI-29_37,VBT,BI-29_VBT,VBT_37,VBT_37,37,2019-09-16 06:00:00,2019-09-23 05:59:59,VBT,92,69.0,72.0,63.0,0.0103,6.294738,153.72685,39.487976,73.183282,94.05696,0.0,70.0,78.810263,95.3317,21.0,27.0,82.1,54.5,1.01,Mercy - Rogers,56,2.170893,5.490357,5,30,20,20,35,40,,BI-29,3 to 5%,5,121.079366,4,Water,Built Area,0.105799,97.101783,131,309689,23.973282,107.46515,unclassified,service,3.695264,45.297584,1.675922,1.0,36.312507,-94.178748,394180.7107,4019255.6584,38247.622567,11513.169543,1308.163355,1523.42865,Dock Wheeler Park - 19 Acres,482.14943,Shiloh Christian School-Pinnacle Campus (60) - K-4,0.0,Razorback Regional Greenway - Razorback Regional Greenway,0.0,51-16 Rife Medical & Promenade (North) | ORT Stop: 51 (Inbound),4489.027566,3,71932,5007,1,US,113813,144,120113,131,110262,58.4,1124,72.28,44,2.83,12,0.77,115,7.4,3,0.19,96,6.17,160,10.29,33.7,13,1.23,93,8.83,0,0.0,13,1.23,90,8.55,1295,70.3,55,2.99,15,0.81,147,7.98,4,0.22,124,6.73,61.2,135,18.85,116,16.2,54,7.54,200,27.93,136,18.99,30,4.19,10,1.4,218,19.91,17,1.55,1186,1555,988.9,70,8.31,772,91.69,0,0.0,6,1.01,70,13.67,175,34.18,90,17.58,19,3.71,0.0,33.9,86,280,18.01,6,5.26,81,5.21,10,5,1.22,5,1.22,831,78.92,13,1.23,,Mercy - Rogers,489990.811385,2604.986401,489734.056718,-0.046084,-0.005012,0.015527,-0.012342,0.017345,0.004773,0.006186,0.019146,-0.017945,5e-05,-0.008362,0.002361,0.000815,0.027413,0.006069,0.029933,-0.021684,-0.004792,-0.006693,0.017916,-0.004495,-0.01095,-0.008929,0.003023,-0.009212,0.017329,-0.011983,0.015721,-0.014591,-0.017235,-0.022896,0.008844,-0.007337,-0.021662,-0.004398,0.001837,0.001039,3900.0,9,Fall
+BH-24,2022-07-04,BH-24,2022-07-10 23:59:00,3125.0,1727,,2022-07-04,BH-24_183,BH-24_183,2022-07-10 23:59:00,BH-24_183,2022-07-04,BH-24,7492,Polygon,7492,BH-24,1 to 3%,South Trail - Bentonville,489989.142754,VBT,BH-24_VBT,1.663837,,,80,2020-07-13 06:00:00,2020-07-20 05:59:59,3491,3905,3885,"Ride,EBikeRide",1 to 3%,1820,1880,90,90,1865,1905,0,610,730,510,475,560,460,1205,1320,510,465,540,515,800,835,220,240,1 to 3%,BH-24_80,VBT,BH-24_VBT,VBT_80,VBT_80,80,2020-07-13 06:00:00,2020-07-20 05:59:59,VBT,94,67.0,77.0,63.0,0.0,6.004548,169.221673,45.84961,72.885653,96.41042,0.0,68.0,85.987506,103.05586,17.0,20.85543,89.7,66.6,0.91,South Trail - Bentonville,107,2.807103,4.125701,180,125,15,0,60,30,,BH-24,1 to 3%,3,121.078955,2,Water,Built Area,0.086304,99.913697,141,109796,22.099291,91.957478,unclassified,service,4.573906,45.046834,0.804985,0.707107,36.349715,-94.186566,393529.4641,4023391.6297,5378.045426,5378.045426,603.956927,1035.95133,Cambridge Park - 10 Acres,275.983006,Bentonville Seventh Day Adventist (20) - P-8,0.0,Moberly Lane Sidepath - Moberly Lane Sidepath,1169.485242,R290 NWACC Burns Hall | ORT Stop: 490 (Inbound & Outbound),2648.142979,3,72052,5007,1,US,71353,90,75927,83,61130,68.1,87,43.28,4,1.99,2,1.0,88,43.78,0,0.0,7,3.48,12,5.97,57.5,0,0.0,45,33.09,5,3.68,8,5.88,6,4.41,89,40.64,5,2.28,2,0.91,101,46.12,1,0.46,9,4.11,68.2,26,26.53,16,16.33,4,4.08,32,32.65,9,9.18,0,0.0,0,0.0,40,27.78,8,5.56,186,201,864.4,2,1.68,117,98.32,0,0.0,7,11.48,26,59.09,3,6.82,7,15.91,0,0.0,0.0,33.9,86,40,19.9,1,9.09,17,8.46,57,4,7.02,0,0.0,71,52.21,1,0.74,,South Trail - Bentonville,489989.142754,2604.986401,489734.056717,-0.026023,0.023556,0.030425,-0.007045,0.022503,-0.013462,0.000929,0.014166,0.016387,0.000153,-0.002854,0.003011,0.0062,-0.015872,0.00273,0.024523,0.005071,0.001024,0.009069,-0.010557,-0.026089,0.011479,-0.010616,0.00606,0.011662,0.013856,-0.013597,-0.00433,0.012294,-0.006138,-0.014516,-0.004528,0.013311,0.012148,0.00078,-0.004221,0.000317,4852.0,7,Summer
+BH-26,2023-03-20,BH-26,2023-03-26 23:59:00,3340.0,690,,2023-03-20,BH-26_220,BH-26_220,2023-03-26 23:59:00,BH-26_220,2023-03-20,BH-26,7367,Polygon,7367,BH-26,1 to 3%,Horsebarn - Rogers,489989.142339,VBT,BH-26_VBT,2.903954,,,152,2021-11-29 06:00:00,2021-12-06 05:59:59,842,2450,2365,"Ride,EBikeRide",1 to 3%,1210,1255,95,50,1160,1250,100,100,150,675,680,330,370,830,850,300,400,275,300,565,600,280,190,1 to 3%,BH-26_152,VBT,BH-26_VBT,VBT_152,VBT_152,152,2021-11-29 06:00:00,2021-12-06 05:59:59,VBT,75,34.0,63.0,33.1,0.5002,5.713273,177.164309,31.860828,69.994705,100.0,0.0,30.076883,56.160833,73.9,20.0,30.41417,53.7,28.9,0.86,Horsebarn - Rogers,76,5.072368,5.211579,0,0,0,50,50,75,,BH-26,1 to 3%,3,121.078955,2,Trees,Built Area,19.626385,80.373615,195,873982,24.307692,106.200998,unclassified,service,1.825483,47.549233,1.246946,0.790569,36.336159,-94.186361,393529.4641,4021887.6401,247771.291046,23169.11229,2797.495701,190.470364,Horsebarn Park - 2 Acres,446.338948,Lisa Academy Rogers-Bentonville Elementary School (359) - K-5,0.0,South Bentonville Trail - Razorback Regional Greenway,614.387732,51-5 Promenade & Walnut (West) | ORT Stop: 51 (Inbound),2191.237112,5,71924,5007,1,US,150000,190,150000,164,0,65.3,7,70.0,0,0.0,0,0.0,0,0.0,0,0.0,1,10.0,1,10.0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,8,72.73,0,0.0,0,0.0,0,0.0,0,0.0,1,9.09,61.7,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,2,28.57,0,0.0,0,10,34.4,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0.0,35.0,89,2,20.0,0,0.0,1,10.0,0,0,0.0,0,0.0,0,0.0,0,0.0,,Horsebarn - Rogers,489989.142339,2604.986401,489734.056717,-0.035047,0.016062,0.023415,-0.010611,0.02348,-0.008963,0.009121,0.0203,0.001227,0.004843,0.002997,0.002878,0.009927,-0.001173,0.010398,0.029699,-0.005415,-0.001269,-0.001177,-0.000546,-0.030393,0.003949,-0.015063,0.008706,0.003519,0.019769,-0.017329,0.005003,-0.00824,-0.009508,-0.024286,-0.002029,0.006402,-0.001713,-0.002555,0.002857,0.001643,4030.0,3,Spring
+BL-36,2021-04-12,BL-36,2021-04-18 23:59:00,2150.0,1574,,2021-04-12,BL-36_119,BL-36_119,2021-04-18 23:59:00,BL-36_119,2021-04-12,BL-36,6353,Polygon,6353,BL-36,1 to 3%,Mills Lane - Lowell,489995.682748,VBT,BL-36_VBT,1.506187,,,72,2020-05-18 06:00:00,2020-05-25 05:59:59,2539,4115,4115,"Ride,EBikeRide",1 to 3%,2000,2020,75,45,1970,2025,0,270,295,920,915,755,790,1520,1540,450,395,530,530,905,945,275,280,1 to 3%,BL-36_72,VBT,BL-36_VBT,VBT_72,VBT_72,72,2020-05-18 06:00:00,2020-05-25 05:59:59,VBT,84,50.0,69.8,48.9,2.33,6.266514,145.705779,50.650837,79.804847,100.0,0.0,50.0,66.12465,87.78135,24.0,34.0,78.5,54.6,1.42,Mills Lane - Lowell,71,4.09169,5.057183,60,50,25,25,100,90,,BL-36,1 to 3%,3,121.080569,24,Built Area,Rangeland,13.698625,57.306831,9,14797,29.444444,320.277105,residential,tertiary,43.807768,56.192232,0.529707,0.5,36.268662,-94.156339,396134.45045,4014367.6923,0.0,0.0,0.0,1892.560949,Mcclure Park - 5 Acres,347.249548,Fairview Elementary School (567) - K-5,0.0,Goad Springs Sidepath - Razorback Regional Greenway,4146.628325,R127 Pinnacle Hills & Champions | ORT Stop: 51 (Inbound),374.069931,1,20260,5007,1,US,103411,131,110842,121,102245,66.4,1794,69.56,40,1.55,37,1.43,91,3.53,29,1.12,260,10.08,328,12.72,50.2,0,0.0,20,0.96,4,0.19,37,1.77,369,17.62,1963,67.32,48,1.65,43,1.47,111,3.81,35,1.2,321,11.01,69.1,359,27.36,298,22.71,26,1.98,313,23.86,137,10.44,0,0.0,14,1.07,463,28.99,84,5.26,2051,2579,1090.3,90,6.18,1367,93.89,0,0.0,11,1.06,248,28.74,138,15.99,120,13.9,0,0.0,0.0,32.5,83,222,8.61,14,5.76,233,9.03,44,36,5.51,3,0.46,1554,74.21,110,5.25,,Mills Lane - Lowell,489995.682748,2604.986201,489733.981517,-0.042936,-0.021922,0.006789,0.005562,-0.009992,0.017384,-0.030878,-0.027461,-0.007373,-0.009677,-0.008108,-0.00502,0.009161,0.043986,-0.021366,-0.007133,0.008863,-0.023297,0.007927,0.012271,0.015549,-0.003028,0.027487,0.017849,-0.011822,-3.1e-05,-0.010746,-0.005572,0.019874,-0.021297,0.001549,0.009103,0.026142,0.008005,0.010261,-0.001758,-0.011671,3724.0,4,Spring
+BE-15,2022-05-16,BE-15,2022-05-22 23:59:00,26260.0,4771,,2022-05-16,BE-15_176,BE-15_176,2022-05-22 23:59:00,BE-15_176,2022-05-16,BE-15,8442,Polygon,8442,BE-15,8 to 12%,North Trail (RBG) - Bentonville,489983.971087,VBT,BE-15_VBT,14.190971,,,0,2018-12-31 06:00:00,2019-01-07 05:59:59,3035,5615,5565,"Ride,EBikeRide",8 to 12%,2285,3005,75,105,2380,3100,0,110,150,1505,2060,635,770,1975,2575,165,325,750,1030,1020,1410,110,215,8 to 12%,BE-15_0,VBT,BE-15_VBT,VBT_0,VBT_0,0,2018-12-31 06:00:00,2019-01-07 05:59:59,VBT,65,27.0,45.0,26.1,1.9401,5.524672,235.689644,39.356537,81.974665,100.0,0.0,19.903376,36.271009,64.9,21.724405,26.069286,46.3,24.6,0.67,North Trail (RGB) - Bentonville,202,2.699554,2.724752,0,0,0,0,0,0,,BE-15,8 to 12%,12,121.077678,9,Water,Trees,0.04305,53.286843,8,26497,42.3125,285.093967,unclassified,motorway,3.559433,55.96513,4.230015,3.446012,36.40711,-94.209227,391575.724328,4029783.585344,8105.44426,3541.823843,983.393594,0.0,Slaughter Pen Bike Trail - 289 Acres,1730.501599,Lincoln Junior High School (642) - 7-8,0.0,North Bentonville Trail - Razorback Regional Greenway,5491.003201,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),567.09949,3,72091,5007,1,US,147779,187,161940,177,119374,40.2,223,82.59,5,1.85,1,0.37,10,3.7,0,0.0,6,2.22,25,9.26,30.4,1,0.45,22,9.82,0,0.0,8,3.57,11,4.91,225,80.94,5,1.8,1,0.36,11,3.96,0,0.0,7,2.52,43.0,19,14.18,19,14.18,5,3.73,38,28.36,30,22.39,5,3.73,3,2.24,26,14.86,1,0.57,264,270,321.5,7,4.64,145,96.03,1,0.91,3,2.73,31,30.69,14,13.86,15,14.85,6,5.94,0.0,34.4,88,25,9.26,1,4.35,19,7.04,91,7,11.29,0,0.0,177,79.02,6,2.68,,North Trail (RBG) - Bentonville,489983.971087,2604.986127,489733.953993,0.019926,0.032265,0.032738,0.014478,-0.00874,0.008535,0.028416,-0.018112,0.023882,-0.019235,-0.006239,-0.005124,0.004725,-0.008364,0.018894,-0.01129,-0.014884,0.005878,0.003777,-0.000841,0.011753,0.000791,0.009333,-0.019413,0.02754,0.010574,0.000171,-0.002385,-0.005621,-0.00485,-0.007405,-0.004869,-0.02216,-0.01004,-0.009015,0.006014,0.005778,31031.0,5,Spring
+BL-36,2019-09-16,BL-36,2019-09-22 23:59:00,2425.0,1412,,2019-09-16,BL-36_37,BL-36_37,2019-09-22 23:59:00,BL-36_37,2019-09-16,BL-36,6353,Polygon,6353,BL-36,1 to 3%,Mills Lane - Lowell,489995.682748,VBT,BL-36_VBT,1.506187,,,72,2020-05-18 06:00:00,2020-05-25 05:59:59,2539,4115,4115,"Ride,EBikeRide",1 to 3%,2000,2020,75,45,1970,2025,0,270,295,920,915,755,790,1520,1540,450,395,530,530,905,945,275,280,1 to 3%,BL-36_72,VBT,BL-36_VBT,VBT_72,VBT_72,72,2020-05-18 06:00:00,2020-05-25 05:59:59,VBT,84,50.0,69.8,48.9,2.33,6.266514,145.705779,50.650837,79.804847,100.0,0.0,50.0,66.12465,87.78135,24.0,34.0,78.5,54.6,1.42,Mills Lane - Lowell,71,4.09169,5.057183,60,50,25,25,100,90,,BL-36,1 to 3%,3,121.080569,24,Built Area,Rangeland,13.698625,57.306831,9,14797,29.444444,320.277105,residential,tertiary,43.807768,56.192232,0.529707,0.5,36.268662,-94.156339,396134.45045,4014367.6923,0.0,0.0,0.0,1892.560949,Mcclure Park - 5 Acres,347.249548,Fairview Elementary School (567) - K-5,0.0,Goad Springs Sidepath - Razorback Regional Greenway,4146.628325,R127 Pinnacle Hills & Champions | ORT Stop: 51 (Inbound),374.069931,1,20260,5007,1,US,103411,131,110842,121,102245,66.4,1794,69.56,40,1.55,37,1.43,91,3.53,29,1.12,260,10.08,328,12.72,50.2,0,0.0,20,0.96,4,0.19,37,1.77,369,17.62,1963,67.32,48,1.65,43,1.47,111,3.81,35,1.2,321,11.01,69.1,359,27.36,298,22.71,26,1.98,313,23.86,137,10.44,0,0.0,14,1.07,463,28.99,84,5.26,2051,2579,1090.3,90,6.18,1367,93.89,0,0.0,11,1.06,248,28.74,138,15.99,120,13.9,0,0.0,0.0,32.5,83,222,8.61,14,5.76,233,9.03,44,36,5.51,3,0.46,1554,74.21,110,5.25,,Mills Lane - Lowell,489995.682748,2604.986201,489733.981517,-0.042936,-0.021922,0.006789,0.005562,-0.009992,0.017384,-0.030878,-0.027461,-0.007373,-0.009677,-0.008108,-0.00502,0.009161,0.043986,-0.021366,-0.007133,0.008863,-0.023297,0.007927,0.012271,0.015549,-0.003028,0.027487,0.017849,-0.011822,-3.1e-05,-0.010746,-0.005572,0.019874,-0.021297,0.001549,0.009103,0.026142,0.008005,0.010261,-0.001758,-0.011671,3837.0,9,Fall
+BT-26,2020-03-16,BT-26,2020-03-22 23:59:00,210.0,4822,,2020-03-16,BT-26_63,BT-26_63,2020-03-22 23:59:00,BT-26_63,2020-03-16,BT-26,7379,Polygon,7379,BT-26,12 to 25%,Lake Atalanta - Rogers,490008.503794,ROG,BT-26_ROG,19.397631,,,127,2021-06-07 06:00:00,2021-06-14 05:59:59,6065,695,620,"Ride,EBikeRide",12 to 25%,370,140,0,0,465,160,0,70,10,125,55,240,55,255,65,45,10,30,5,220,85,0,0,12 to 25%,BT-26_127,ROG,BT-26_ROG,ROG_127,ROG_127,127,2021-06-07 06:00:00,2021-06-14 05:59:59,ROG,93,64.0,75.9,60.1,0.0102,4.277391,137.856056,40.30533,77.317211,100.0,0.0,64.0,80.567909,99.5694,15.0,21.0,84.4,60.7,1.28,Lake Atalanta - Rogers,66,3.761667,1.481061,0,0,0,0,0,0,,BT-26,12 to 25%,25,121.083737,7,Built Area,Trees,23.893084,49.235207,9,488,23.333333,282.299512,unclassified,residential,15.361864,84.638136,5.865146,5.787919,36.336992,-94.099297,401344.4231,4021887.6401,0.0,0.0,0.0,0.0,Lake Atalanta Park - 250 Acres,1337.74923,Haas Hall Academy At The Lane (256) - 7-12,0.0,Lake Atalanta Loop - Lake Atalanta Loop,1378.046262,0392032 Butterfly Garden | ORT Stop: 51 (Inbound & Outbound),0.0,1,71880,5007,1,US,83013,105,98181,107,59751,72.0,974,66.48,8,0.55,21,1.43,10,0.68,27,1.84,237,16.18,188,12.83,58.8,17,1.45,0,0.0,0,0.0,108,9.24,85,7.27,985,64.46,9,0.59,22,1.44,12,0.79,29,1.9,266,17.41,73.9,128,16.58,82,10.62,99,12.82,179,23.19,41,5.31,12,1.55,5,0.65,174,18.03,35,3.63,1431,1465,718.0,57,6.08,881,93.92,0,0.0,0,0.0,188,35.21,41,7.68,104,19.48,44,8.24,0.0,38.7,98,264,18.02,12,6.9,97,6.62,85,47,10.49,12,2.68,959,82.04,0,0.0,,Lake Atalanta - Rogers,490008.503794,2604.986401,489734.056718,-0.016444,-0.024173,0.030538,-0.000501,0.009438,-0.01168,0.028939,0.009255,-0.013426,0.013449,0.015424,-0.009548,0.011611,-0.007662,0.010153,-0.020132,-0.004325,-0.007139,-0.019958,-0.00622,0.012689,0.009307,-0.011746,-0.010684,-0.014635,0.004894,-0.00051,0.013646,-0.000541,0.024746,0.011158,-0.016431,-0.01948,0.012652,-0.006709,0.001399,-0.007795,5032.0,3,Spring
+BI-29,2020-02-17,BI-29,2020-02-23 23:59:00,270.0,1021,,2020-02-17,BI-29_59,BI-29_59,2020-02-23 23:59:00,BI-29_59,2020-02-17,BI-29,6996,Polygon,6996,BI-29,3 to 5%,Mercy - Rogers,489990.811385,VBT,BI-29_VBT,4.436227,,,37,2019-09-16 06:00:00,2019-09-23 05:59:59,2610,1290,1285,"Ride,EBikeRide",3 to 5%,580,700,40,20,560,690,10,140,310,175,140,260,235,440,580,110,110,100,95,260,295,110,100,3 to 5%,BI-29_37,VBT,BI-29_VBT,VBT_37,VBT_37,37,2019-09-16 06:00:00,2019-09-23 05:59:59,VBT,92,69.0,72.0,63.0,0.0103,6.294738,153.72685,39.487976,73.183282,94.05696,0.0,70.0,78.810263,95.3317,21.0,27.0,82.1,54.5,1.01,Mercy - Rogers,56,2.170893,5.490357,5,30,20,20,35,40,,BI-29,3 to 5%,5,121.079366,4,Water,Built Area,0.105799,97.101783,131,309689,23.973282,107.46515,unclassified,service,3.695264,45.297584,1.675922,1.0,36.312507,-94.178748,394180.7107,4019255.6584,38247.622567,11513.169543,1308.163355,1523.42865,Dock Wheeler Park - 19 Acres,482.14943,Shiloh Christian School-Pinnacle Campus (60) - K-4,0.0,Razorback Regional Greenway - Razorback Regional Greenway,0.0,51-16 Rife Medical & Promenade (North) | ORT Stop: 51 (Inbound),4489.027566,3,71932,5007,1,US,113813,144,120113,131,110262,58.4,1124,72.28,44,2.83,12,0.77,115,7.4,3,0.19,96,6.17,160,10.29,33.7,13,1.23,93,8.83,0,0.0,13,1.23,90,8.55,1295,70.3,55,2.99,15,0.81,147,7.98,4,0.22,124,6.73,61.2,135,18.85,116,16.2,54,7.54,200,27.93,136,18.99,30,4.19,10,1.4,218,19.91,17,1.55,1186,1555,988.9,70,8.31,772,91.69,0,0.0,6,1.01,70,13.67,175,34.18,90,17.58,19,3.71,0.0,33.9,86,280,18.01,6,5.26,81,5.21,10,5,1.22,5,1.22,831,78.92,13,1.23,,Mercy - Rogers,489990.811385,2604.986401,489734.056718,-0.046084,-0.005012,0.015527,-0.012342,0.017345,0.004773,0.006186,0.019146,-0.017945,5e-05,-0.008362,0.002361,0.000815,0.027413,0.006069,0.029933,-0.021684,-0.004792,-0.006693,0.017916,-0.004495,-0.01095,-0.008929,0.003023,-0.009212,0.017329,-0.011983,0.015721,-0.014591,-0.017235,-0.022896,0.008844,-0.007337,-0.021662,-0.004398,0.001837,0.001039,1291.0,2,Winter
+BN-62,2023-09-18,BN-62,2023-09-24 23:59:00,935.0,818,,2023-09-18,BN-62_246,BN-62_246,2023-09-24 23:59:00,BN-62_246,2023-09-18,BN-62,3917,Polygon,3917,BN-62,5 to 8%,Old Wire Cycle Track - Fayetteville,489999.000425,ASG,BN-62_ASG,6.590476,,,165,2022-02-28 06:00:00,2022-03-07 05:59:59,999,2035,2005,"Ride,EBikeRide",5 to 8%,925,725,140,5,1010,965,70,140,190,645,405,220,330,670,525,195,70,70,55,530,470,70,40,5 to 8%,BN-62_165,ASG,BN-62_ASG,ASG_165,ASG_165,165,2022-02-28 06:00:00,2022-03-07 05:59:59,ASG,77,26.6,64.4,24.8,0.0,6.137821,181.631404,20.232973,61.440032,100.0,0.0,26.6,54.322265,77.0,21.0,27.0,55.7,33.1,0.74,Old Wire Cycletrack - Fayetteville,106,6.381132,5.313774,0,0,0,0,0,0,,BN-62,5 to 8%,8,121.08139,1,Built Area,Built Area,100.0,100.0,55,144639,27.163636,177.922627,service,residential,2.714782,72.882816,1.909211,1.802776,36.092563,-94.139286,397436.9436,3994815.8279,9648.504582,2696.347143,1435.899421,31.486111,Gulley Park - 38 Acres,528.52014,Fayetteville Christian School (111) - K-12,0.0,Old Wire Road Sidepath - Old Wire Road Cycle Track,831.588468,10-06 N College & Township (West) | ORT Stop: 10 (To Hillcrest),3257.04209,4,50200,5143,1,US,75199,95,80724,88,78812,39.8,2176,81.74,104,3.91,17,0.64,52,1.95,1,0.04,70,2.63,242,9.09,26.7,0,0.0,11,0.44,0,0.0,80,3.19,257,10.26,2171,80.29,113,4.18,19,0.7,57,2.11,1,0.04,78,2.88,42.4,318,18.61,483,28.26,90,5.27,400,23.41,215,12.58,32,1.87,110,6.44,340,19.26,55,3.12,2633,2662,3655.5,123,6.58,1746,93.42,18,1.44,30,2.39,337,29.3,321,27.91,58,5.04,0,0.0,0.0,36.5,93,449,16.87,13,5.7,185,6.95,75,107,9.35,0,0.0,2124,84.76,34,1.36,,Old Wire Cycle Track - Fayetteville,489999.000425,2604.986401,489734.056719,0.001448,0.025275,0.017195,0.001373,0.044313,-0.00461,0.024761,0.020128,0.02344,-0.001227,-0.017736,-0.002479,-0.011656,0.011903,0.006867,-0.000184,-0.001699,-0.002923,-0.017934,-0.013955,0.011502,-0.006189,0.042615,0.008646,-0.022531,-0.001095,0.011497,0.014445,0.00346,0.003387,0.000174,0.00383,0.030307,-0.0173,-0.001187,0.004094,0.006185,1753.0,9,Fall
+BC-12,2019-06-03,BC-12,2019-06-09 23:59:00,2420.0,4426,,2019-06-03,BC-12_22,BC-12_22,2019-06-09 23:59:00,BC-12_22,2019-06-03,BC-12,8655,Polygon,8655,BC-12,8 to 12%,Wonderland - Bentonville,489980.642956,VBT,BC-12_VBT,13.996679,,,139,2021-08-30 06:00:00,2021-09-06 05:59:59,60,1615,1455,"Ride,EBikeRide",8 to 12%,785,715,55,55,785,700,45,85,85,300,295,230,195,615,535,130,105,20,40,485,410,25,55,8 to 12%,BC-12_139,VBT,BC-12_VBT,VBT_139,VBT_139,139,2021-08-30 06:00:00,2021-09-06 05:59:59,VBT,93,67.0,75.2,60.1,0.68,5.459013,131.989477,44.51066,75.455594,100.0,0.0,68.0,81.947781,100.5627,20.0,29.0,87.5,61.5,0.75,Wonderland - Bentonville,143,3.257063,2.585594,5,10,0,0,0,0,,BC-12,8 to 12%,12,121.076852,12,Rangeland,Trees,12.366572,58.70929,28,40448,26.785714,263.470506,primary_link,residential,1.6691,49.227643,4.309196,2.5,36.427296,-94.22407,390273.2312,4032039.5697,7731.213598,7731.213598,585.433336,0.0,Lake Bella Vista Park - 115 Acres,810.197725,Cooper Elementary School (644) - K-4,0.0,Bella Vista Lake Trail - Bella Vista Lake Trail,8096.644914,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),0.0,2,20380,5007,1,US,107015,135,133103,146,100540,35.0,2573,84.83,39,1.29,35,1.15,40,1.32,3,0.1,48,1.58,296,9.76,14.4,13,0.44,44,1.48,0,0.0,107,3.6,378,12.72,2772,83.54,46,1.39,37,1.12,49,1.48,4,0.12,59,1.78,37.5,363,17.34,432,20.63,165,7.88,612,29.23,273,13.04,75,3.58,15,0.72,386,17.97,82,3.82,2730,3033,552.8,111,4.83,2188,95.17,0,0.0,0,0.0,280,22.38,152,12.15,36,2.88,49,3.92,0.0,45.4,116,722,23.8,12,4.86,145,4.78,36,59,4.48,8,0.61,2214,74.52,215,7.24,,Wonderland - Bentonville,489980.642956,2604.986401,489734.056718,0.033654,0.025052,0.035654,0.008263,-0.023334,0.004793,0.033757,-0.012446,0.004335,-0.011401,0.015135,0.004942,0.017898,0.016661,-0.000293,-0.009849,-0.006697,-0.007335,-0.006082,0.010608,-0.017453,-0.0087,-0.004586,-0.010326,0.021234,0.010381,-0.015761,0.000498,-0.031488,0.002124,-0.014013,0.001696,-0.018019,-0.004898,-0.018747,0.006531,0.006815,6846.0,6,Summer
+BH-26,2021-04-05,BH-26,2021-04-11 23:59:00,6565.0,1244,,2021-04-05,BH-26_118,BH-26_118,2021-04-11 23:59:00,BH-26_118,2021-04-05,BH-26,7367,Polygon,7367,BH-26,1 to 3%,Horsebarn - Rogers,489989.142339,VBT,BH-26_VBT,2.903954,,,152,2021-11-29 06:00:00,2021-12-06 05:59:59,842,2450,2365,"Ride,EBikeRide",1 to 3%,1210,1255,95,50,1160,1250,100,100,150,675,680,330,370,830,850,300,400,275,300,565,600,280,190,1 to 3%,BH-26_152,VBT,BH-26_VBT,VBT_152,VBT_152,152,2021-11-29 06:00:00,2021-12-06 05:59:59,VBT,75,34.0,63.0,33.1,0.5002,5.713273,177.164309,31.860828,69.994705,100.0,0.0,30.076883,56.160833,73.9,20.0,30.41417,53.7,28.9,0.86,Horsebarn - Rogers,76,5.072368,5.211579,0,0,0,50,50,75,,BH-26,1 to 3%,3,121.078955,2,Trees,Built Area,19.626385,80.373615,195,873982,24.307692,106.200998,unclassified,service,1.825483,47.549233,1.246946,0.790569,36.336159,-94.186361,393529.4641,4021887.6401,247771.291046,23169.11229,2797.495701,190.470364,Horsebarn Park - 2 Acres,446.338948,Lisa Academy Rogers-Bentonville Elementary School (359) - K-5,0.0,South Bentonville Trail - Razorback Regional Greenway,614.387732,51-5 Promenade & Walnut (West) | ORT Stop: 51 (Inbound),2191.237112,5,71924,5007,1,US,150000,190,150000,164,0,65.3,7,70.0,0,0.0,0,0.0,0,0.0,0,0.0,1,10.0,1,10.0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,8,72.73,0,0.0,0,0.0,0,0.0,0,0.0,1,9.09,61.7,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,2,28.57,0,0.0,0,10,34.4,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0.0,35.0,89,2,20.0,0,0.0,1,10.0,0,0,0.0,0,0.0,0,0.0,0,0.0,,Horsebarn - Rogers,489989.142339,2604.986401,489734.056717,-0.035047,0.016062,0.023415,-0.010611,0.02348,-0.008963,0.009121,0.0203,0.001227,0.004843,0.002997,0.002878,0.009927,-0.001173,0.010398,0.029699,-0.005415,-0.001269,-0.001177,-0.000546,-0.030393,0.003949,-0.015063,0.008706,0.003519,0.019769,-0.017329,0.005003,-0.00824,-0.009508,-0.024286,-0.002029,0.006402,-0.001713,-0.002555,0.002857,0.001643,7809.0,4,Spring
+BN-62,2020-10-05,BN-62,2020-10-11 23:59:00,2810.0,1512,,2020-10-05,BN-62_92,BN-62_92,2020-10-11 23:59:00,BN-62_92,2020-10-05,BN-62,3917,Polygon,3917,BN-62,5 to 8%,Old Wire Cycle Track - Fayetteville,489999.000425,ASG,BN-62_ASG,6.590476,,,165,2022-02-28 06:00:00,2022-03-07 05:59:59,999,2035,2005,"Ride,EBikeRide",5 to 8%,925,725,140,5,1010,965,70,140,190,645,405,220,330,670,525,195,70,70,55,530,470,70,40,5 to 8%,BN-62_165,ASG,BN-62_ASG,ASG_165,ASG_165,165,2022-02-28 06:00:00,2022-03-07 05:59:59,ASG,77,26.6,64.4,24.8,0.0,6.137821,181.631404,20.232973,61.440032,100.0,0.0,26.6,54.322265,77.0,21.0,27.0,55.7,33.1,0.74,Old Wire Cycletrack - Fayetteville,106,6.381132,5.313774,0,0,0,0,0,0,,BN-62,5 to 8%,8,121.08139,1,Built Area,Built Area,100.0,100.0,55,144639,27.163636,177.922627,service,residential,2.714782,72.882816,1.909211,1.802776,36.092563,-94.139286,397436.9436,3994815.8279,9648.504582,2696.347143,1435.899421,31.486111,Gulley Park - 38 Acres,528.52014,Fayetteville Christian School (111) - K-12,0.0,Old Wire Road Sidepath - Old Wire Road Cycle Track,831.588468,10-06 N College & Township (West) | ORT Stop: 10 (To Hillcrest),3257.04209,4,50200,5143,1,US,75199,95,80724,88,78812,39.8,2176,81.74,104,3.91,17,0.64,52,1.95,1,0.04,70,2.63,242,9.09,26.7,0,0.0,11,0.44,0,0.0,80,3.19,257,10.26,2171,80.29,113,4.18,19,0.7,57,2.11,1,0.04,78,2.88,42.4,318,18.61,483,28.26,90,5.27,400,23.41,215,12.58,32,1.87,110,6.44,340,19.26,55,3.12,2633,2662,3655.5,123,6.58,1746,93.42,18,1.44,30,2.39,337,29.3,321,27.91,58,5.04,0,0.0,0.0,36.5,93,449,16.87,13,5.7,185,6.95,75,107,9.35,0,0.0,2124,84.76,34,1.36,,Old Wire Cycle Track - Fayetteville,489999.000425,2604.986401,489734.056719,0.001448,0.025275,0.017195,0.001373,0.044313,-0.00461,0.024761,0.020128,0.02344,-0.001227,-0.017736,-0.002479,-0.011656,0.011903,0.006867,-0.000184,-0.001699,-0.002923,-0.017934,-0.013955,0.011502,-0.006189,0.042615,0.008646,-0.022531,-0.001095,0.011497,0.014445,0.00346,0.003387,0.000174,0.00383,0.030307,-0.0173,-0.001187,0.004094,0.006185,4322.0,10,Fall
+BE-19,2022-08-29,BE-19,2022-09-04 23:59:00,14255.0,6023,,2022-08-29,BE-19_191,BE-19_191,2022-09-04 23:59:00,BE-19_191,2022-08-29,BE-19,7994,Polygon,7994,BE-19,3 to 5%,Crystal Bridges - Bentonville,489984.035278,VBT,BE-19_VBT,6.094446,,,165,2022-02-28 06:00:00,2022-03-07 05:59:59,5544,16695,15655,"Ride,EBikeRide",3 to 5%,8765,4165,365,280,11085,4985,835,1205,715,5355,2375,4340,1865,6820,3000,1550,780,2395,960,4685,2220,635,330,3 to 5%,BE-19_165,VBT,BE-19_VBT,VBT_165,VBT_165,165,2022-02-28 06:00:00,2022-03-07 05:59:59,VBT,77,27.0,63.0,21.0,0.5501,6.105153,223.854421,17.527369,53.686364,100.0,0.0,24.115845,54.323053,77.0,19.0,26.069286,56.9,31.0,0.92,Crystal Bridges - Bentonville,426,4.310822,3.632606,145,5,110,20,5,0,,BE-19,3 to 5%,5,121.077695,2,Trees,Built Area,9.66356,90.336443,75,30216,23.406667,115.391318,unclassified,residential,3.705545,81.604165,2.10668,0.935414,36.379998,-94.208807,391575.724328,4026775.6062,4937.747262,1178.573869,1860.879751,0.0,North Trail - 43 Acres,201.999659,R.E. Baker Elementary School (389) - K-4,0.0,Art Trail at Crystal Bridges Museum - Crystal Bridges Trails,3260.82804,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),3128.129577,4,72021,5007,1,US,52899,67,66356,73,77779,45.3,584,81.22,10,1.39,4,0.56,34,4.73,0,0.0,27,3.76,60,8.34,33.0,0,0.0,0,0.0,0,0.0,0,0.0,101,19.46,646,79.56,13,1.6,5,0.62,42,5.17,0,0.0,34,4.19,48.4,96,24.3,54,13.67,2,0.51,164,41.52,57,14.43,0,0.0,18,4.56,114,25.0,2,0.44,645,719,1084.5,11,2.53,425,97.7,0,0.0,17,6.75,71,34.3,21,10.14,56,27.05,0,0.0,0.0,35.5,90,90,12.52,0,0.0,46,6.4,204,65,25.29,0,0.0,418,80.54,1,0.19,,Crystal Bridges - Bentonville,489984.035278,2604.986301,489734.019118,0.002655,0.044709,0.025514,0.015816,0.007608,0.007333,0.007383,-0.013903,0.031671,-0.003564,-0.008956,-0.015832,-0.012747,-0.023434,0.004802,-0.010359,-0.001226,0.005447,0.013945,-0.012446,0.014523,0.017272,0.0139,-0.005889,0.026214,0.004662,0.022352,-0.007363,0.028548,-0.009548,-0.005296,-0.006922,-0.002584,0.007462,0.008542,-0.00087,-0.010805,20278.0,8,Summer
+BC-12,2022-01-03,BC-12,2022-01-09 23:59:00,2150.0,680,,2022-01-03,BC-12_157,BC-12_157,2022-01-09 23:59:00,BC-12_157,2022-01-03,BC-12,8655,Polygon,8655,BC-12,8 to 12%,Wonderland - Bentonville,489980.642956,VBT,BC-12_VBT,13.996679,,,139,2021-08-30 06:00:00,2021-09-06 05:59:59,60,1615,1455,"Ride,EBikeRide",8 to 12%,785,715,55,55,785,700,45,85,85,300,295,230,195,615,535,130,105,20,40,485,410,25,55,8 to 12%,BC-12_139,VBT,BC-12_VBT,VBT_139,VBT_139,139,2021-08-30 06:00:00,2021-09-06 05:59:59,VBT,93,67.0,75.2,60.1,0.68,5.459013,131.989477,44.51066,75.455594,100.0,0.0,68.0,81.947781,100.5627,20.0,29.0,87.5,61.5,0.75,Wonderland - Bentonville,143,3.257063,2.585594,5,10,0,0,0,0,,BC-12,8 to 12%,12,121.076852,12,Rangeland,Trees,12.366572,58.70929,28,40448,26.785714,263.470506,primary_link,residential,1.6691,49.227643,4.309196,2.5,36.427296,-94.22407,390273.2312,4032039.5697,7731.213598,7731.213598,585.433336,0.0,Lake Bella Vista Park - 115 Acres,810.197725,Cooper Elementary School (644) - K-4,0.0,Bella Vista Lake Trail - Bella Vista Lake Trail,8096.644914,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),0.0,2,20380,5007,1,US,107015,135,133103,146,100540,35.0,2573,84.83,39,1.29,35,1.15,40,1.32,3,0.1,48,1.58,296,9.76,14.4,13,0.44,44,1.48,0,0.0,107,3.6,378,12.72,2772,83.54,46,1.39,37,1.12,49,1.48,4,0.12,59,1.78,37.5,363,17.34,432,20.63,165,7.88,612,29.23,273,13.04,75,3.58,15,0.72,386,17.97,82,3.82,2730,3033,552.8,111,4.83,2188,95.17,0,0.0,0,0.0,280,22.38,152,12.15,36,2.88,49,3.92,0.0,45.4,116,722,23.8,12,4.86,145,4.78,36,59,4.48,8,0.61,2214,74.52,215,7.24,,Wonderland - Bentonville,489980.642956,2604.986401,489734.056718,0.033654,0.025052,0.035654,0.008263,-0.023334,0.004793,0.033757,-0.012446,0.004335,-0.011401,0.015135,0.004942,0.017898,0.016661,-0.000293,-0.009849,-0.006697,-0.007335,-0.006082,0.010608,-0.017453,-0.0087,-0.004586,-0.010326,0.021234,0.010381,-0.015761,0.000498,-0.031488,0.002124,-0.014013,0.001696,-0.018019,-0.004898,-0.018747,0.006531,0.006815,2830.0,1,Winter
+BC-12,2022-04-25,BC-12,2022-05-01 23:59:00,5885.0,551,,2022-04-25,BC-12_173,BC-12_173,2022-05-01 23:59:00,BC-12_173,2022-04-25,BC-12,8655,Polygon,8655,BC-12,8 to 12%,Wonderland - Bentonville,489980.642956,VBT,BC-12_VBT,13.996679,,,139,2021-08-30 06:00:00,2021-09-06 05:59:59,60,1615,1455,"Ride,EBikeRide",8 to 12%,785,715,55,55,785,700,45,85,85,300,295,230,195,615,535,130,105,20,40,485,410,25,55,8 to 12%,BC-12_139,VBT,BC-12_VBT,VBT_139,VBT_139,139,2021-08-30 06:00:00,2021-09-06 05:59:59,VBT,93,67.0,75.2,60.1,0.68,5.459013,131.989477,44.51066,75.455594,100.0,0.0,68.0,81.947781,100.5627,20.0,29.0,87.5,61.5,0.75,Wonderland - Bentonville,143,3.257063,2.585594,5,10,0,0,0,0,,BC-12,8 to 12%,12,121.076852,12,Rangeland,Trees,12.366572,58.70929,28,40448,26.785714,263.470506,primary_link,residential,1.6691,49.227643,4.309196,2.5,36.427296,-94.22407,390273.2312,4032039.5697,7731.213598,7731.213598,585.433336,0.0,Lake Bella Vista Park - 115 Acres,810.197725,Cooper Elementary School (644) - K-4,0.0,Bella Vista Lake Trail - Bella Vista Lake Trail,8096.644914,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),0.0,2,20380,5007,1,US,107015,135,133103,146,100540,35.0,2573,84.83,39,1.29,35,1.15,40,1.32,3,0.1,48,1.58,296,9.76,14.4,13,0.44,44,1.48,0,0.0,107,3.6,378,12.72,2772,83.54,46,1.39,37,1.12,49,1.48,4,0.12,59,1.78,37.5,363,17.34,432,20.63,165,7.88,612,29.23,273,13.04,75,3.58,15,0.72,386,17.97,82,3.82,2730,3033,552.8,111,4.83,2188,95.17,0,0.0,0,0.0,280,22.38,152,12.15,36,2.88,49,3.92,0.0,45.4,116,722,23.8,12,4.86,145,4.78,36,59,4.48,8,0.61,2214,74.52,215,7.24,,Wonderland - Bentonville,489980.642956,2604.986401,489734.056718,0.033654,0.025052,0.035654,0.008263,-0.023334,0.004793,0.033757,-0.012446,0.004335,-0.011401,0.015135,0.004942,0.017898,0.016661,-0.000293,-0.009849,-0.006697,-0.007335,-0.006082,0.010608,-0.017453,-0.0087,-0.004586,-0.010326,0.021234,0.010381,-0.015761,0.000498,-0.031488,0.002124,-0.014013,0.001696,-0.018019,-0.004898,-0.018747,0.006531,0.006815,6436.0,4,Spring
+BD-17,2022-02-14,BD-17,2022-02-20 23:59:00,1400.0,891,,2022-02-14,BD-17_163,BD-17_163,2022-02-20 23:59:00,BD-17_163,2022-02-14,BD-17,8134,Polygon,8134,BD-17,12 to 25%,N Walton - Bentonville,489982.325556,VBT,BD-17_VBT,16.163683,,,92,2020-10-05 06:00:00,2020-10-12 05:59:59,1837,3050,3005,"Ride,EBikeRide",12 to 25%,1330,1615,0,0,1405,1690,35,195,205,665,690,510,775,1070,1250,220,275,305,355,800,940,115,165,12 to 25%,BD-17_92,VBT,BD-17_VBT,VBT_92,VBT_92,92,2020-10-05 06:00:00,2020-10-12 05:59:59,VBT,88,43.0,66.9,39.0,0.0,4.139276,162.923536,33.99657,74.086262,100.0,0.0,41.26356,67.060069,87.308334,15.0,19.117477,75.4,47.2,0.63,N Walton - Bentonville,65,3.154,4.026308,0,0,0,30,20,0,,BD-17,12 to 25%,25,121.077267,5,Trees,Built Area,10.967066,89.032932,27,48964,27.518519,251.166804,service,residential,1.804019,79.243372,4.965495,4.71699,36.396869,-94.21633,390924.477772,4028655.5932,7348.406278,7348.406278,707.53088,0.0,Bark Park - 21 Acres,632.923025,Lincoln Junior High School (642) - 7-8,0.0,North Bentonville Trail - North Bentonville Trail,4972.728252,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),2511.472138,2,72082,5007,1,US,189442,240,200001,219,174540,37.0,1397,84.11,19,1.14,13,0.78,50,3.01,0,0.0,21,1.26,161,9.69,16.8,0,0.0,14,0.75,0,0.0,0,0.0,47,2.52,1420,82.75,21,1.22,14,0.82,57,3.32,0,0.0,24,1.4,39.6,90,7.73,207,17.78,61,5.24,551,47.34,188,16.15,33,2.84,27,2.32,86,7.9,0,0.0,1615,1661,1043.1,128,9.6,1205,90.4,10,1.15,0,0.0,139,18.39,210,27.78,86,11.38,48,6.35,0.0,44.1,112,261,15.71,13,9.03,87,5.24,30,21,3.71,7,1.24,1763,94.58,40,2.15,,N Walton - Bentonville,489982.325556,2604.986301,489734.019118,0.015783,0.040855,0.027291,0.017883,-0.003895,0.013502,0.021565,-0.019881,0.026586,-0.008986,-0.001549,-0.014623,-0.013211,-0.012938,0.017165,-0.017385,-0.010753,0.003779,0.007025,-0.001157,0.014234,0.005793,0.016226,-0.016456,0.026306,0.007163,0.017273,0.00097,0.005897,-0.008076,-0.005118,-0.004417,-0.019202,-0.00152,-0.004688,0.01216,-0.010374,2291.0,2,Winter
+BD-17,2021-03-08,BD-17,2021-03-14 23:59:00,1225.0,718,,2021-03-08,BD-17_114,BD-17_114,2021-03-14 23:59:00,BD-17_114,2021-03-08,BD-17,8134,Polygon,8134,BD-17,12 to 25%,N Walton - Bentonville,489982.325556,VBT,BD-17_VBT,16.163683,,,92,2020-10-05 06:00:00,2020-10-12 05:59:59,1837,3050,3005,"Ride,EBikeRide",12 to 25%,1330,1615,0,0,1405,1690,35,195,205,665,690,510,775,1070,1250,220,275,305,355,800,940,115,165,12 to 25%,BD-17_92,VBT,BD-17_VBT,VBT_92,VBT_92,92,2020-10-05 06:00:00,2020-10-12 05:59:59,VBT,88,43.0,66.9,39.0,0.0,4.139276,162.923536,33.99657,74.086262,100.0,0.0,41.26356,67.060069,87.308334,15.0,19.117477,75.4,47.2,0.63,N Walton - Bentonville,65,3.154,4.026308,0,0,0,30,20,0,,BD-17,12 to 25%,25,121.077267,5,Trees,Built Area,10.967066,89.032932,27,48964,27.518519,251.166804,service,residential,1.804019,79.243372,4.965495,4.71699,36.396869,-94.21633,390924.477772,4028655.5932,7348.406278,7348.406278,707.53088,0.0,Bark Park - 21 Acres,632.923025,Lincoln Junior High School (642) - 7-8,0.0,North Bentonville Trail - North Bentonville Trail,4972.728252,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),2511.472138,2,72082,5007,1,US,189442,240,200001,219,174540,37.0,1397,84.11,19,1.14,13,0.78,50,3.01,0,0.0,21,1.26,161,9.69,16.8,0,0.0,14,0.75,0,0.0,0,0.0,47,2.52,1420,82.75,21,1.22,14,0.82,57,3.32,0,0.0,24,1.4,39.6,90,7.73,207,17.78,61,5.24,551,47.34,188,16.15,33,2.84,27,2.32,86,7.9,0,0.0,1615,1661,1043.1,128,9.6,1205,90.4,10,1.15,0,0.0,139,18.39,210,27.78,86,11.38,48,6.35,0.0,44.1,112,261,15.71,13,9.03,87,5.24,30,21,3.71,7,1.24,1763,94.58,40,2.15,,N Walton - Bentonville,489982.325556,2604.986301,489734.019118,0.015783,0.040855,0.027291,0.017883,-0.003895,0.013502,0.021565,-0.019881,0.026586,-0.008986,-0.001549,-0.014623,-0.013211,-0.012938,0.017165,-0.017385,-0.010753,0.003779,0.007025,-0.001157,0.014234,0.005793,0.016226,-0.016456,0.026306,0.007163,0.017273,0.00097,0.005897,-0.008076,-0.005118,-0.004417,-0.019202,-0.00152,-0.004688,0.01216,-0.010374,1943.0,3,Spring
+BK-32,2021-07-19,BK-32,2021-07-25 23:59:00,4235.0,6127,,2021-07-19,BK-32_133,BK-32_133,2021-07-25 23:59:00,BK-32_133,2021-07-19,BK-32,6645,Polygon,6645,BK-32,1 to 3%,Bellview/Blossom Way - Rogers,489994.119614,VBT,BK-32_VBT,3.644664,,,181,2022-06-20 06:00:00,2022-06-27 05:59:59,4977,3265,3260,"Ride,EBikeRide",1 to 3%,1725,1585,0,0,1765,1600,0,575,565,415,475,375,340,1195,1215,485,315,460,280,605,580,345,415,1 to 3%,BK-32_181,VBT,BK-32_VBT,VBT_181,VBT_181,181,2022-06-20 06:00:00,2022-06-27 05:59:59,VBT,96,62.0,75.9,54.0,0.07,5.245993,174.323713,42.5052,71.407886,100.0,0.0,63.0,84.592836,103.258156,17.0,20.85543,87.3,64.3,1.35,Bellview & Blossom Way - Rogers (2),95,4.241579,3.869474,280,155,0,0,60,120,,BK-32,1 to 3%,3,121.080185,5,Trees,Built Area,5.954447,82.229116,53,195648,29.566038,215.542439,unclassified,motorway,1.172776,34.027763,1.502375,1.06066,36.292315,-94.16394,395483.2039,4016999.674,48347.971139,48347.971139,829.414646,887.808837,Twin Creeks Disc Golf Course - 24 Acres,766.840459,Bellview Elementary (362) - K-5,0.0,Blossom Way Trail - Railyard Loop,1971.784281,"R128 Hunt Tower | ORT Stop: 490 (Inbound & Outbound), 51 (Inbound & Outbound)",2324.688747,2,80435,5007,1,US,121647,154,125756,138,125679,55.1,1025,74.71,30,2.19,16,1.17,90,6.56,3,0.22,74,5.39,134,9.77,26.2,36,3.46,147,14.12,0,0.0,1,0.1,21,2.02,1313,72.78,41,2.27,21,1.16,129,7.15,5,0.28,107,5.93,58.0,63,9.33,83,12.3,58,8.59,233,34.52,155,22.96,34,5.04,7,1.04,106,10.92,16,1.65,954,1372,1963.2,42,5.47,727,94.66,0,0.0,9,1.48,107,19.38,144,26.09,92,16.67,44,7.97,0.0,33.7,86,171,12.46,5,5.75,71,5.17,10,6,1.26,7,1.47,834,80.12,2,0.19,,Bellview/Blossom Way - Rogers,489994.119614,2604.986401,489734.056718,-0.048044,-0.021719,0.014048,-0.004108,0.005347,0.018452,-0.017402,-0.001003,-0.021646,-0.009416,-0.022384,-0.00873,-0.00198,0.043346,-0.026464,0.012602,-0.010409,-0.011392,0.006647,0.024507,0.021576,-0.009534,0.010046,0.004948,-0.016386,0.00483,0.001787,0.003785,0.006694,-0.022767,-0.009181,0.019959,-8.9e-05,-0.016988,0.007357,-0.010024,-0.006739,10362.0,7,Summer
+BD-17,2020-01-27,BD-17,2020-02-02 23:59:00,1035.0,716,,2020-01-27,BD-17_56,BD-17_56,2020-02-02 23:59:00,BD-17_56,2020-01-27,BD-17,8134,Polygon,8134,BD-17,12 to 25%,N Walton - Bentonville,489982.325556,VBT,BD-17_VBT,16.163683,,,92,2020-10-05 06:00:00,2020-10-12 05:59:59,1837,3050,3005,"Ride,EBikeRide",12 to 25%,1330,1615,0,0,1405,1690,35,195,205,665,690,510,775,1070,1250,220,275,305,355,800,940,115,165,12 to 25%,BD-17_92,VBT,BD-17_VBT,VBT_92,VBT_92,92,2020-10-05 06:00:00,2020-10-12 05:59:59,VBT,88,43.0,66.9,39.0,0.0,4.139276,162.923536,33.99657,74.086262,100.0,0.0,41.26356,67.060069,87.308334,15.0,19.117477,75.4,47.2,0.63,N Walton - Bentonville,65,3.154,4.026308,0,0,0,30,20,0,,BD-17,12 to 25%,25,121.077267,5,Trees,Built Area,10.967066,89.032932,27,48964,27.518519,251.166804,service,residential,1.804019,79.243372,4.965495,4.71699,36.396869,-94.21633,390924.477772,4028655.5932,7348.406278,7348.406278,707.53088,0.0,Bark Park - 21 Acres,632.923025,Lincoln Junior High School (642) - 7-8,0.0,North Bentonville Trail - North Bentonville Trail,4972.728252,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),2511.472138,2,72082,5007,1,US,189442,240,200001,219,174540,37.0,1397,84.11,19,1.14,13,0.78,50,3.01,0,0.0,21,1.26,161,9.69,16.8,0,0.0,14,0.75,0,0.0,0,0.0,47,2.52,1420,82.75,21,1.22,14,0.82,57,3.32,0,0.0,24,1.4,39.6,90,7.73,207,17.78,61,5.24,551,47.34,188,16.15,33,2.84,27,2.32,86,7.9,0,0.0,1615,1661,1043.1,128,9.6,1205,90.4,10,1.15,0,0.0,139,18.39,210,27.78,86,11.38,48,6.35,0.0,44.1,112,261,15.71,13,9.03,87,5.24,30,21,3.71,7,1.24,1763,94.58,40,2.15,,N Walton - Bentonville,489982.325556,2604.986301,489734.019118,0.015783,0.040855,0.027291,0.017883,-0.003895,0.013502,0.021565,-0.019881,0.026586,-0.008986,-0.001549,-0.014623,-0.013211,-0.012938,0.017165,-0.017385,-0.010753,0.003779,0.007025,-0.001157,0.014234,0.005793,0.016226,-0.016456,0.026306,0.007163,0.017273,0.00097,0.005897,-0.008076,-0.005118,-0.004417,-0.019202,-0.00152,-0.004688,0.01216,-0.010374,1751.0,1,Winter
+BD-26,2019-04-01,BD-26,2019-04-07 23:59:00,130.0,1821,,2019-04-01,BD-26_13,BD-26_13,2019-04-07 23:59:00,BD-26_13,2019-04-01,BD-26,7363,Polygon,7363,BD-26,1 to 3%,Two Cities Trail - Bentonville,489982.323593,VBT,BD-26_VBT,1.723337,,,55,2020-01-20 06:00:00,2020-01-27 05:59:59,438,45,45,"Ride,EBikeRide",1 to 3%,20,20,0,0,20,20,0,0,0,15,15,5,5,15,10,10,5,0,0,15,15,0,5,1 to 3%,BD-26_55,VBT,BD-26_VBT,VBT_55,VBT_55,55,2020-01-20 06:00:00,2020-01-27 05:59:59,VBT,55,17.0,43.0,10.9,0.2701,5.801233,178.336783,37.443943,82.634476,100.0,0.0,8.468279,28.979374,55.0,16.0,23.0,46.8,23.9,0.53,Two Cities Trail - Bentonville,2,5.285,6.51,0,0,0,0,0,0,,BD-26,1 to 3%,3,121.07727,8,Crops,Built Area,0.211484,94.466988,78,208955,22.782051,131.803136,unclassified,service,1.054694,48.284917,0.669701,0.612372,36.335867,-94.215381,390924.477772,4021887.6401,34936.159045,22108.378149,958.118247,436.647343,Phillips Park - 51 Acres,1279.562582,Founders Classical Academies Of Arkansas Rogers (547) - K-6,0.0,Trail of Two Cities - Trail of Two Cities,3053.888274,51-6 Promenade at The Meridian (West) | ORT Stop: 51 (Inbound),2346.674536,4,72054,5007,1,US,66107,84,70044,77,69767,78.2,59,45.04,5,3.82,2,1.53,37,28.24,4,3.05,12,9.16,12,9.16,63.6,1,0.76,21,16.03,8,6.11,1,0.76,25,19.08,57,41.91,5,3.68,2,1.47,41,30.15,4,2.94,14,10.29,79.5,17,25.76,10,15.15,2,3.03,21,31.82,9,13.64,0,0.0,1,1.52,23,26.74,2,2.33,129,131,349.5,1,1.22,81,98.78,0,0.0,3,4.76,6,12.0,8,16.0,6,12.0,1,2.0,0.0,31.0,79,7,5.34,1,8.33,9,6.87,96,5,11.9,1,2.38,70,53.44,4,3.05,,Two Cities Trail - Bentonville,489982.323593,2604.986301,489734.019117,-0.026963,0.038358,-0.006453,0.003567,0.021305,0.000823,0.019248,0.011583,-0.005331,0.019846,0.018241,-0.006984,0.02389,-0.000735,-0.003018,0.001705,-0.00062,-0.005738,-0.01597,-0.010067,-0.010798,0.007488,-0.009971,0.023421,0.00729,0.007602,-0.006061,-0.000577,-0.014385,-0.008357,-0.024955,-0.007347,0.010099,-0.010949,0.016292,-0.001522,0.005793,1951.0,4,Spring
+BE-15,2021-12-20,BE-15,2021-12-26 23:59:00,23410.0,4373,,2021-12-20,BE-15_155,BE-15_155,2021-12-26 23:59:00,BE-15_155,2021-12-20,BE-15,8442,Polygon,8442,BE-15,8 to 12%,North Trail (RBG) - Bentonville,489983.971087,VBT,BE-15_VBT,14.190971,,,0,2018-12-31 06:00:00,2019-01-07 05:59:59,3035,5615,5565,"Ride,EBikeRide",8 to 12%,2285,3005,75,105,2380,3100,0,110,150,1505,2060,635,770,1975,2575,165,325,750,1030,1020,1410,110,215,8 to 12%,BE-15_0,VBT,BE-15_VBT,VBT_0,VBT_0,0,2018-12-31 06:00:00,2019-01-07 05:59:59,VBT,65,27.0,45.0,26.1,1.9401,5.524672,235.689644,39.356537,81.974665,100.0,0.0,19.903376,36.271009,64.9,21.724405,26.069286,46.3,24.6,0.67,North Trail (RGB) - Bentonville,202,2.699554,2.724752,0,0,0,0,0,0,,BE-15,8 to 12%,12,121.077678,9,Water,Trees,0.04305,53.286843,8,26497,42.3125,285.093967,unclassified,motorway,3.559433,55.96513,4.230015,3.446012,36.40711,-94.209227,391575.724328,4029783.585344,8105.44426,3541.823843,983.393594,0.0,Slaughter Pen Bike Trail - 289 Acres,1730.501599,Lincoln Junior High School (642) - 7-8,0.0,North Bentonville Trail - Razorback Regional Greenway,5491.003201,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),567.09949,3,72091,5007,1,US,147779,187,161940,177,119374,40.2,223,82.59,5,1.85,1,0.37,10,3.7,0,0.0,6,2.22,25,9.26,30.4,1,0.45,22,9.82,0,0.0,8,3.57,11,4.91,225,80.94,5,1.8,1,0.36,11,3.96,0,0.0,7,2.52,43.0,19,14.18,19,14.18,5,3.73,38,28.36,30,22.39,5,3.73,3,2.24,26,14.86,1,0.57,264,270,321.5,7,4.64,145,96.03,1,0.91,3,2.73,31,30.69,14,13.86,15,14.85,6,5.94,0.0,34.4,88,25,9.26,1,4.35,19,7.04,91,7,11.29,0,0.0,177,79.02,6,2.68,,North Trail (RBG) - Bentonville,489983.971087,2604.986127,489733.953993,0.019926,0.032265,0.032738,0.014478,-0.00874,0.008535,0.028416,-0.018112,0.023882,-0.019235,-0.006239,-0.005124,0.004725,-0.008364,0.018894,-0.01129,-0.014884,0.005878,0.003777,-0.000841,0.011753,0.000791,0.009333,-0.019413,0.02754,0.010574,0.000171,-0.002385,-0.005621,-0.00485,-0.007405,-0.004869,-0.02216,-0.01004,-0.009015,0.006014,0.005778,27783.0,12,Winter
+BI-29,2023-10-09,BI-29,2023-10-15 23:59:00,765.0,0,,2023-10-09,BI-29_249,BI-29_249,2023-10-15 23:59:00,BI-29_249,2023-10-09,BI-29,6996,Polygon,6996,BI-29,3 to 5%,Mercy - Rogers,489990.811385,VBT,BI-29_VBT,4.436227,,,37,2019-09-16 06:00:00,2019-09-23 05:59:59,2610,1290,1285,"Ride,EBikeRide",3 to 5%,580,700,40,20,560,690,10,140,310,175,140,260,235,440,580,110,110,100,95,260,295,110,100,3 to 5%,BI-29_37,VBT,BI-29_VBT,VBT_37,VBT_37,37,2019-09-16 06:00:00,2019-09-23 05:59:59,VBT,92,69.0,72.0,63.0,0.0103,6.294738,153.72685,39.487976,73.183282,94.05696,0.0,70.0,78.810263,95.3317,21.0,27.0,82.1,54.5,1.01,Mercy - Rogers,56,2.170893,5.490357,5,30,20,20,35,40,,BI-29,3 to 5%,5,121.079366,4,Water,Built Area,0.105799,97.101783,131,309689,23.973282,107.46515,unclassified,service,3.695264,45.297584,1.675922,1.0,36.312507,-94.178748,394180.7107,4019255.6584,38247.622567,11513.169543,1308.163355,1523.42865,Dock Wheeler Park - 19 Acres,482.14943,Shiloh Christian School-Pinnacle Campus (60) - K-4,0.0,Razorback Regional Greenway - Razorback Regional Greenway,0.0,51-16 Rife Medical & Promenade (North) | ORT Stop: 51 (Inbound),4489.027566,3,71932,5007,1,US,113813,144,120113,131,110262,58.4,1124,72.28,44,2.83,12,0.77,115,7.4,3,0.19,96,6.17,160,10.29,33.7,13,1.23,93,8.83,0,0.0,13,1.23,90,8.55,1295,70.3,55,2.99,15,0.81,147,7.98,4,0.22,124,6.73,61.2,135,18.85,116,16.2,54,7.54,200,27.93,136,18.99,30,4.19,10,1.4,218,19.91,17,1.55,1186,1555,988.9,70,8.31,772,91.69,0,0.0,6,1.01,70,13.67,175,34.18,90,17.58,19,3.71,0.0,33.9,86,280,18.01,6,5.26,81,5.21,10,5,1.22,5,1.22,831,78.92,13,1.23,,Mercy - Rogers,489990.811385,2604.986401,489734.056718,-0.046084,-0.005012,0.015527,-0.012342,0.017345,0.004773,0.006186,0.019146,-0.017945,5e-05,-0.008362,0.002361,0.000815,0.027413,0.006069,0.029933,-0.021684,-0.004792,-0.006693,0.017916,-0.004495,-0.01095,-0.008929,0.003023,-0.009212,0.017329,-0.011983,0.015721,-0.014591,-0.017235,-0.022896,0.008844,-0.007337,-0.021662,-0.004398,0.001837,0.001039,765.0,10,Fall
+BK-32,2023-12-25,BK-32,2023-12-31 23:59:00,395.0,1297,,2023-12-25,BK-32_260,BK-32_260,2023-12-31 23:59:00,BK-32_260,2023-12-25,BK-32,6645,Polygon,6645,BK-32,1 to 3%,Bellview/Blossom Way - Rogers,489994.119614,VBT,BK-32_VBT,3.644664,,,181,2022-06-20 06:00:00,2022-06-27 05:59:59,4977,3265,3260,"Ride,EBikeRide",1 to 3%,1725,1585,0,0,1765,1600,0,575,565,415,475,375,340,1195,1215,485,315,460,280,605,580,345,415,1 to 3%,BK-32_181,VBT,BK-32_VBT,VBT_181,VBT_181,181,2022-06-20 06:00:00,2022-06-27 05:59:59,VBT,96,62.0,75.9,54.0,0.07,5.245993,174.323713,42.5052,71.407886,100.0,0.0,63.0,84.592836,103.258156,17.0,20.85543,87.3,64.3,1.35,Bellview & Blossom Way - Rogers (2),95,4.241579,3.869474,280,155,0,0,60,120,,BK-32,1 to 3%,3,121.080185,5,Trees,Built Area,5.954447,82.229116,53,195648,29.566038,215.542439,unclassified,motorway,1.172776,34.027763,1.502375,1.06066,36.292315,-94.16394,395483.2039,4016999.674,48347.971139,48347.971139,829.414646,887.808837,Twin Creeks Disc Golf Course - 24 Acres,766.840459,Bellview Elementary (362) - K-5,0.0,Blossom Way Trail - Railyard Loop,1971.784281,"R128 Hunt Tower | ORT Stop: 490 (Inbound & Outbound), 51 (Inbound & Outbound)",2324.688747,2,80435,5007,1,US,121647,154,125756,138,125679,55.1,1025,74.71,30,2.19,16,1.17,90,6.56,3,0.22,74,5.39,134,9.77,26.2,36,3.46,147,14.12,0,0.0,1,0.1,21,2.02,1313,72.78,41,2.27,21,1.16,129,7.15,5,0.28,107,5.93,58.0,63,9.33,83,12.3,58,8.59,233,34.52,155,22.96,34,5.04,7,1.04,106,10.92,16,1.65,954,1372,1963.2,42,5.47,727,94.66,0,0.0,9,1.48,107,19.38,144,26.09,92,16.67,44,7.97,0.0,33.7,86,171,12.46,5,5.75,71,5.17,10,6,1.26,7,1.47,834,80.12,2,0.19,,Bellview/Blossom Way - Rogers,489994.119614,2604.986401,489734.056718,-0.048044,-0.021719,0.014048,-0.004108,0.005347,0.018452,-0.017402,-0.001003,-0.021646,-0.009416,-0.022384,-0.00873,-0.00198,0.043346,-0.026464,0.012602,-0.010409,-0.011392,0.006647,0.024507,0.021576,-0.009534,0.010046,0.004948,-0.016386,0.00483,0.001787,0.003785,0.006694,-0.022767,-0.009181,0.019959,-8.9e-05,-0.016988,0.007357,-0.010024,-0.006739,1692.0,12,Winter
+BN-62,2020-07-13,BN-62,2020-07-19 23:59:00,2695.0,1237,,2020-07-13,BN-62_80,BN-62_80,2020-07-19 23:59:00,BN-62_80,2020-07-13,BN-62,3917,Polygon,3917,BN-62,5 to 8%,Old Wire Cycle Track - Fayetteville,489999.000425,ASG,BN-62_ASG,6.590476,,,165,2022-02-28 06:00:00,2022-03-07 05:59:59,999,2035,2005,"Ride,EBikeRide",5 to 8%,925,725,140,5,1010,965,70,140,190,645,405,220,330,670,525,195,70,70,55,530,470,70,40,5 to 8%,BN-62_165,ASG,BN-62_ASG,ASG_165,ASG_165,165,2022-02-28 06:00:00,2022-03-07 05:59:59,ASG,77,26.6,64.4,24.8,0.0,6.137821,181.631404,20.232973,61.440032,100.0,0.0,26.6,54.322265,77.0,21.0,27.0,55.7,33.1,0.74,Old Wire Cycletrack - Fayetteville,106,6.381132,5.313774,0,0,0,0,0,0,,BN-62,5 to 8%,8,121.08139,1,Built Area,Built Area,100.0,100.0,55,144639,27.163636,177.922627,service,residential,2.714782,72.882816,1.909211,1.802776,36.092563,-94.139286,397436.9436,3994815.8279,9648.504582,2696.347143,1435.899421,31.486111,Gulley Park - 38 Acres,528.52014,Fayetteville Christian School (111) - K-12,0.0,Old Wire Road Sidepath - Old Wire Road Cycle Track,831.588468,10-06 N College & Township (West) | ORT Stop: 10 (To Hillcrest),3257.04209,4,50200,5143,1,US,75199,95,80724,88,78812,39.8,2176,81.74,104,3.91,17,0.64,52,1.95,1,0.04,70,2.63,242,9.09,26.7,0,0.0,11,0.44,0,0.0,80,3.19,257,10.26,2171,80.29,113,4.18,19,0.7,57,2.11,1,0.04,78,2.88,42.4,318,18.61,483,28.26,90,5.27,400,23.41,215,12.58,32,1.87,110,6.44,340,19.26,55,3.12,2633,2662,3655.5,123,6.58,1746,93.42,18,1.44,30,2.39,337,29.3,321,27.91,58,5.04,0,0.0,0.0,36.5,93,449,16.87,13,5.7,185,6.95,75,107,9.35,0,0.0,2124,84.76,34,1.36,,Old Wire Cycle Track - Fayetteville,489999.000425,2604.986401,489734.056719,0.001448,0.025275,0.017195,0.001373,0.044313,-0.00461,0.024761,0.020128,0.02344,-0.001227,-0.017736,-0.002479,-0.011656,0.011903,0.006867,-0.000184,-0.001699,-0.002923,-0.017934,-0.013955,0.011502,-0.006189,0.042615,0.008646,-0.022531,-0.001095,0.011497,0.014445,0.00346,0.003387,0.000174,0.00383,0.030307,-0.0173,-0.001187,0.004094,0.006185,3932.0,7,Summer
+BC-12,2022-02-07,BC-12,2022-02-13 23:59:00,3420.0,1427,,2022-02-07,BC-12_162,BC-12_162,2022-02-13 23:59:00,BC-12_162,2022-02-07,BC-12,8655,Polygon,8655,BC-12,8 to 12%,Wonderland - Bentonville,489980.642956,VBT,BC-12_VBT,13.996679,,,139,2021-08-30 06:00:00,2021-09-06 05:59:59,60,1615,1455,"Ride,EBikeRide",8 to 12%,785,715,55,55,785,700,45,85,85,300,295,230,195,615,535,130,105,20,40,485,410,25,55,8 to 12%,BC-12_139,VBT,BC-12_VBT,VBT_139,VBT_139,139,2021-08-30 06:00:00,2021-09-06 05:59:59,VBT,93,67.0,75.2,60.1,0.68,5.459013,131.989477,44.51066,75.455594,100.0,0.0,68.0,81.947781,100.5627,20.0,29.0,87.5,61.5,0.75,Wonderland - Bentonville,143,3.257063,2.585594,5,10,0,0,0,0,,BC-12,8 to 12%,12,121.076852,12,Rangeland,Trees,12.366572,58.70929,28,40448,26.785714,263.470506,primary_link,residential,1.6691,49.227643,4.309196,2.5,36.427296,-94.22407,390273.2312,4032039.5697,7731.213598,7731.213598,585.433336,0.0,Lake Bella Vista Park - 115 Acres,810.197725,Cooper Elementary School (644) - K-4,0.0,Bella Vista Lake Trail - Bella Vista Lake Trail,8096.644914,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),0.0,2,20380,5007,1,US,107015,135,133103,146,100540,35.0,2573,84.83,39,1.29,35,1.15,40,1.32,3,0.1,48,1.58,296,9.76,14.4,13,0.44,44,1.48,0,0.0,107,3.6,378,12.72,2772,83.54,46,1.39,37,1.12,49,1.48,4,0.12,59,1.78,37.5,363,17.34,432,20.63,165,7.88,612,29.23,273,13.04,75,3.58,15,0.72,386,17.97,82,3.82,2730,3033,552.8,111,4.83,2188,95.17,0,0.0,0,0.0,280,22.38,152,12.15,36,2.88,49,3.92,0.0,45.4,116,722,23.8,12,4.86,145,4.78,36,59,4.48,8,0.61,2214,74.52,215,7.24,,Wonderland - Bentonville,489980.642956,2604.986401,489734.056718,0.033654,0.025052,0.035654,0.008263,-0.023334,0.004793,0.033757,-0.012446,0.004335,-0.011401,0.015135,0.004942,0.017898,0.016661,-0.000293,-0.009849,-0.006697,-0.007335,-0.006082,0.010608,-0.017453,-0.0087,-0.004586,-0.010326,0.021234,0.010381,-0.015761,0.000498,-0.031488,0.002124,-0.014013,0.001696,-0.018019,-0.004898,-0.018747,0.006531,0.006815,4847.0,2,Winter
+BQ-25,2022-04-18,BQ-25,2022-04-24 23:59:00,3735.0,1032,,2022-04-18,BQ-25_172,BQ-25_172,2022-04-24 23:59:00,BQ-25_172,2022-04-18,BQ-25,7444,Polygon,7444,BQ-25,1 to 3%,Foerster Park - Rogers,490003.801737,ROG,BQ-25_ROG,1.669559,,,217,2023-02-27 06:00:00,2023-03-06 05:59:59,0,5100,4810,"Ride,EBikeRide",1 to 3%,2175,2790,230,30,1955,2815,220,0,15,1270,1300,775,1215,1470,1870,625,970,335,550,980,1150,440,550,1 to 3%,BQ-25_217,ROG,BQ-25_ROG,ROG_217,ROG_217,217,2023-02-27 06:00:00,2023-03-06 05:59:59,ROG,75,30.0,57.9,25.0,2.05,9.57421,210.685733,16.557999,62.636715,100.0,0.0,25.318195,50.987588,73.9,30.0,39.0,56.6,30.7,0.89,Foerster Park - Rogers,148,4.272432,4.434122,0,220,0,0,245,110,,BQ-25,1 to 3%,3,121.082577,2,Rangeland,Built Area,0.891485,99.108515,93,100976,22.897849,110.715284,primary,residential,1.661543,45.253283,0.575989,0.5,36.340179,-94.121112,399390.6834,4022263.6375,13000.036878,5065.30531,1012.394665,0.0,Foerster Park - 17 Acres,0.0,Northside Elementary School (453) - K-5,0.0,Rogers Loop - Railyard Loop,381.206417,51-2 Walnut & 3rd (North) | ORT Stop: 51 (Inbound),3406.190712,5,71891,5007,1,US,98386,124,110314,121,72833,76.2,757,61.64,10,0.81,22,1.79,4,0.33,8,0.65,233,18.97,194,15.8,57.5,11,0.78,1,0.07,3,0.21,287,20.23,274,19.31,756,59.15,11,0.86,23,1.8,4,0.31,9,0.7,261,20.42,77.8,249,34.58,166,23.06,54,7.5,44,6.11,1,0.14,6,0.83,0,0.0,291,37.07,77,9.81,1177,1228,447.5,42,4.65,862,95.46,0,0.0,2,0.33,52,9.51,106,19.38,59,10.79,21,3.84,0.0,37.3,95,199,16.21,14,7.95,72,5.86,147,62,18.29,0,0.0,842,59.34,0,0.0,,Foerster Park - Rogers,490003.801737,2604.986401,489734.056717,-0.02432,-0.023565,0.041983,-0.012929,0.014677,-0.02098,0.010392,0.015039,-0.010322,0.001868,0.020474,-0.002792,-0.002008,-0.009809,0.009287,-0.002458,0.007774,-0.000434,-0.005906,0.007907,0.00407,0.003692,-0.015666,-0.014223,-0.013315,-0.005638,0.011627,0.007847,-0.012879,0.022807,0.022764,-0.010053,-0.010954,0.022039,-0.019698,0.01458,-0.015723,4767.0,4,Spring
+BT-26,2023-07-31,BT-26,2023-08-06 23:59:00,600.0,5274,,2023-07-31,BT-26_239,BT-26_239,2023-08-06 23:59:00,BT-26_239,2023-07-31,BT-26,7379,Polygon,7379,BT-26,12 to 25%,Lake Atalanta - Rogers,490008.503794,ROG,BT-26_ROG,19.397631,,,127,2021-06-07 06:00:00,2021-06-14 05:59:59,6065,695,620,"Ride,EBikeRide",12 to 25%,370,140,0,0,465,160,0,70,10,125,55,240,55,255,65,45,10,30,5,220,85,0,0,12 to 25%,BT-26_127,ROG,BT-26_ROG,ROG_127,ROG_127,127,2021-06-07 06:00:00,2021-06-14 05:59:59,ROG,93,64.0,75.9,60.1,0.0102,4.277391,137.856056,40.30533,77.317211,100.0,0.0,64.0,80.567909,99.5694,15.0,21.0,84.4,60.7,1.28,Lake Atalanta - Rogers,66,3.761667,1.481061,0,0,0,0,0,0,,BT-26,12 to 25%,25,121.083737,7,Built Area,Trees,23.893084,49.235207,9,488,23.333333,282.299512,unclassified,residential,15.361864,84.638136,5.865146,5.787919,36.336992,-94.099297,401344.4231,4021887.6401,0.0,0.0,0.0,0.0,Lake Atalanta Park - 250 Acres,1337.74923,Haas Hall Academy At The Lane (256) - 7-12,0.0,Lake Atalanta Loop - Lake Atalanta Loop,1378.046262,0392032 Butterfly Garden | ORT Stop: 51 (Inbound & Outbound),0.0,1,71880,5007,1,US,83013,105,98181,107,59751,72.0,974,66.48,8,0.55,21,1.43,10,0.68,27,1.84,237,16.18,188,12.83,58.8,17,1.45,0,0.0,0,0.0,108,9.24,85,7.27,985,64.46,9,0.59,22,1.44,12,0.79,29,1.9,266,17.41,73.9,128,16.58,82,10.62,99,12.82,179,23.19,41,5.31,12,1.55,5,0.65,174,18.03,35,3.63,1431,1465,718.0,57,6.08,881,93.92,0,0.0,0,0.0,188,35.21,41,7.68,104,19.48,44,8.24,0.0,38.7,98,264,18.02,12,6.9,97,6.62,85,47,10.49,12,2.68,959,82.04,0,0.0,,Lake Atalanta - Rogers,490008.503794,2604.986401,489734.056718,-0.016444,-0.024173,0.030538,-0.000501,0.009438,-0.01168,0.028939,0.009255,-0.013426,0.013449,0.015424,-0.009548,0.011611,-0.007662,0.010153,-0.020132,-0.004325,-0.007139,-0.019958,-0.00622,0.012689,0.009307,-0.011746,-0.010684,-0.014635,0.004894,-0.00051,0.013646,-0.000541,0.024746,0.011158,-0.016431,-0.01948,0.012652,-0.006709,0.001399,-0.007795,5874.0,7,Summer
+BT-26,2022-05-02,BT-26,2022-05-08 23:59:00,385.0,3721,,2022-05-02,BT-26_174,BT-26_174,2022-05-08 23:59:00,BT-26_174,2022-05-02,BT-26,7379,Polygon,7379,BT-26,12 to 25%,Lake Atalanta - Rogers,490008.503794,ROG,BT-26_ROG,19.397631,,,127,2021-06-07 06:00:00,2021-06-14 05:59:59,6065,695,620,"Ride,EBikeRide",12 to 25%,370,140,0,0,465,160,0,70,10,125,55,240,55,255,65,45,10,30,5,220,85,0,0,12 to 25%,BT-26_127,ROG,BT-26_ROG,ROG_127,ROG_127,127,2021-06-07 06:00:00,2021-06-14 05:59:59,ROG,93,64.0,75.9,60.1,0.0102,4.277391,137.856056,40.30533,77.317211,100.0,0.0,64.0,80.567909,99.5694,15.0,21.0,84.4,60.7,1.28,Lake Atalanta - Rogers,66,3.761667,1.481061,0,0,0,0,0,0,,BT-26,12 to 25%,25,121.083737,7,Built Area,Trees,23.893084,49.235207,9,488,23.333333,282.299512,unclassified,residential,15.361864,84.638136,5.865146,5.787919,36.336992,-94.099297,401344.4231,4021887.6401,0.0,0.0,0.0,0.0,Lake Atalanta Park - 250 Acres,1337.74923,Haas Hall Academy At The Lane (256) - 7-12,0.0,Lake Atalanta Loop - Lake Atalanta Loop,1378.046262,0392032 Butterfly Garden | ORT Stop: 51 (Inbound & Outbound),0.0,1,71880,5007,1,US,83013,105,98181,107,59751,72.0,974,66.48,8,0.55,21,1.43,10,0.68,27,1.84,237,16.18,188,12.83,58.8,17,1.45,0,0.0,0,0.0,108,9.24,85,7.27,985,64.46,9,0.59,22,1.44,12,0.79,29,1.9,266,17.41,73.9,128,16.58,82,10.62,99,12.82,179,23.19,41,5.31,12,1.55,5,0.65,174,18.03,35,3.63,1431,1465,718.0,57,6.08,881,93.92,0,0.0,0,0.0,188,35.21,41,7.68,104,19.48,44,8.24,0.0,38.7,98,264,18.02,12,6.9,97,6.62,85,47,10.49,12,2.68,959,82.04,0,0.0,,Lake Atalanta - Rogers,490008.503794,2604.986401,489734.056718,-0.016444,-0.024173,0.030538,-0.000501,0.009438,-0.01168,0.028939,0.009255,-0.013426,0.013449,0.015424,-0.009548,0.011611,-0.007662,0.010153,-0.020132,-0.004325,-0.007139,-0.019958,-0.00622,0.012689,0.009307,-0.011746,-0.010684,-0.014635,0.004894,-0.00051,0.013646,-0.000541,0.024746,0.011158,-0.016431,-0.01948,0.012652,-0.006709,0.001399,-0.007795,4106.0,5,Spring
+BL-36,2019-04-01,BL-36,2019-04-07 23:59:00,2115.0,1368,,2019-04-01,BL-36_13,BL-36_13,2019-04-07 23:59:00,BL-36_13,2019-04-01,BL-36,6353,Polygon,6353,BL-36,1 to 3%,Mills Lane - Lowell,489995.682748,VBT,BL-36_VBT,1.506187,,,72,2020-05-18 06:00:00,2020-05-25 05:59:59,2539,4115,4115,"Ride,EBikeRide",1 to 3%,2000,2020,75,45,1970,2025,0,270,295,920,915,755,790,1520,1540,450,395,530,530,905,945,275,280,1 to 3%,BL-36_72,VBT,BL-36_VBT,VBT_72,VBT_72,72,2020-05-18 06:00:00,2020-05-25 05:59:59,VBT,84,50.0,69.8,48.9,2.33,6.266514,145.705779,50.650837,79.804847,100.0,0.0,50.0,66.12465,87.78135,24.0,34.0,78.5,54.6,1.42,Mills Lane - Lowell,71,4.09169,5.057183,60,50,25,25,100,90,,BL-36,1 to 3%,3,121.080569,24,Built Area,Rangeland,13.698625,57.306831,9,14797,29.444444,320.277105,residential,tertiary,43.807768,56.192232,0.529707,0.5,36.268662,-94.156339,396134.45045,4014367.6923,0.0,0.0,0.0,1892.560949,Mcclure Park - 5 Acres,347.249548,Fairview Elementary School (567) - K-5,0.0,Goad Springs Sidepath - Razorback Regional Greenway,4146.628325,R127 Pinnacle Hills & Champions | ORT Stop: 51 (Inbound),374.069931,1,20260,5007,1,US,103411,131,110842,121,102245,66.4,1794,69.56,40,1.55,37,1.43,91,3.53,29,1.12,260,10.08,328,12.72,50.2,0,0.0,20,0.96,4,0.19,37,1.77,369,17.62,1963,67.32,48,1.65,43,1.47,111,3.81,35,1.2,321,11.01,69.1,359,27.36,298,22.71,26,1.98,313,23.86,137,10.44,0,0.0,14,1.07,463,28.99,84,5.26,2051,2579,1090.3,90,6.18,1367,93.89,0,0.0,11,1.06,248,28.74,138,15.99,120,13.9,0,0.0,0.0,32.5,83,222,8.61,14,5.76,233,9.03,44,36,5.51,3,0.46,1554,74.21,110,5.25,,Mills Lane - Lowell,489995.682748,2604.986201,489733.981517,-0.042936,-0.021922,0.006789,0.005562,-0.009992,0.017384,-0.030878,-0.027461,-0.007373,-0.009677,-0.008108,-0.00502,0.009161,0.043986,-0.021366,-0.007133,0.008863,-0.023297,0.007927,0.012271,0.015549,-0.003028,0.027487,0.017849,-0.011822,-3.1e-05,-0.010746,-0.005572,0.019874,-0.021297,0.001549,0.009103,0.026142,0.008005,0.010261,-0.001758,-0.011671,3483.0,4,Spring
+BC-12,2022-06-27,BC-12,2022-07-03 23:59:00,3095.0,201,,2022-06-27,BC-12_182,BC-12_182,2022-07-03 23:59:00,BC-12_182,2022-06-27,BC-12,8655,Polygon,8655,BC-12,8 to 12%,Wonderland - Bentonville,489980.642956,VBT,BC-12_VBT,13.996679,,,139,2021-08-30 06:00:00,2021-09-06 05:59:59,60,1615,1455,"Ride,EBikeRide",8 to 12%,785,715,55,55,785,700,45,85,85,300,295,230,195,615,535,130,105,20,40,485,410,25,55,8 to 12%,BC-12_139,VBT,BC-12_VBT,VBT_139,VBT_139,139,2021-08-30 06:00:00,2021-09-06 05:59:59,VBT,93,67.0,75.2,60.1,0.68,5.459013,131.989477,44.51066,75.455594,100.0,0.0,68.0,81.947781,100.5627,20.0,29.0,87.5,61.5,0.75,Wonderland - Bentonville,143,3.257063,2.585594,5,10,0,0,0,0,,BC-12,8 to 12%,12,121.076852,12,Rangeland,Trees,12.366572,58.70929,28,40448,26.785714,263.470506,primary_link,residential,1.6691,49.227643,4.309196,2.5,36.427296,-94.22407,390273.2312,4032039.5697,7731.213598,7731.213598,585.433336,0.0,Lake Bella Vista Park - 115 Acres,810.197725,Cooper Elementary School (644) - K-4,0.0,Bella Vista Lake Trail - Bella Vista Lake Trail,8096.644914,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),0.0,2,20380,5007,1,US,107015,135,133103,146,100540,35.0,2573,84.83,39,1.29,35,1.15,40,1.32,3,0.1,48,1.58,296,9.76,14.4,13,0.44,44,1.48,0,0.0,107,3.6,378,12.72,2772,83.54,46,1.39,37,1.12,49,1.48,4,0.12,59,1.78,37.5,363,17.34,432,20.63,165,7.88,612,29.23,273,13.04,75,3.58,15,0.72,386,17.97,82,3.82,2730,3033,552.8,111,4.83,2188,95.17,0,0.0,0,0.0,280,22.38,152,12.15,36,2.88,49,3.92,0.0,45.4,116,722,23.8,12,4.86,145,4.78,36,59,4.48,8,0.61,2214,74.52,215,7.24,,Wonderland - Bentonville,489980.642956,2604.986401,489734.056718,0.033654,0.025052,0.035654,0.008263,-0.023334,0.004793,0.033757,-0.012446,0.004335,-0.011401,0.015135,0.004942,0.017898,0.016661,-0.000293,-0.009849,-0.006697,-0.007335,-0.006082,0.010608,-0.017453,-0.0087,-0.004586,-0.010326,0.021234,0.010381,-0.015761,0.000498,-0.031488,0.002124,-0.014013,0.001696,-0.018019,-0.004898,-0.018747,0.006531,0.006815,3296.0,6,Summer
+BH-26,2019-10-14,BH-26,2019-10-20 23:59:00,3305.0,968,,2019-10-14,BH-26_41,BH-26_41,2019-10-20 23:59:00,BH-26_41,2019-10-14,BH-26,7367,Polygon,7367,BH-26,1 to 3%,Horsebarn - Rogers,489989.142339,VBT,BH-26_VBT,2.903954,,,152,2021-11-29 06:00:00,2021-12-06 05:59:59,842,2450,2365,"Ride,EBikeRide",1 to 3%,1210,1255,95,50,1160,1250,100,100,150,675,680,330,370,830,850,300,400,275,300,565,600,280,190,1 to 3%,BH-26_152,VBT,BH-26_VBT,VBT_152,VBT_152,152,2021-11-29 06:00:00,2021-12-06 05:59:59,VBT,75,34.0,63.0,33.1,0.5002,5.713273,177.164309,31.860828,69.994705,100.0,0.0,30.076883,56.160833,73.9,20.0,30.41417,53.7,28.9,0.86,Horsebarn - Rogers,76,5.072368,5.211579,0,0,0,50,50,75,,BH-26,1 to 3%,3,121.078955,2,Trees,Built Area,19.626385,80.373615,195,873982,24.307692,106.200998,unclassified,service,1.825483,47.549233,1.246946,0.790569,36.336159,-94.186361,393529.4641,4021887.6401,247771.291046,23169.11229,2797.495701,190.470364,Horsebarn Park - 2 Acres,446.338948,Lisa Academy Rogers-Bentonville Elementary School (359) - K-5,0.0,South Bentonville Trail - Razorback Regional Greenway,614.387732,51-5 Promenade & Walnut (West) | ORT Stop: 51 (Inbound),2191.237112,5,71924,5007,1,US,150000,190,150000,164,0,65.3,7,70.0,0,0.0,0,0.0,0,0.0,0,0.0,1,10.0,1,10.0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,8,72.73,0,0.0,0,0.0,0,0.0,0,0.0,1,9.09,61.7,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,2,28.57,0,0.0,0,10,34.4,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0.0,35.0,89,2,20.0,0,0.0,1,10.0,0,0,0.0,0,0.0,0,0.0,0,0.0,,Horsebarn - Rogers,489989.142339,2604.986401,489734.056717,-0.035047,0.016062,0.023415,-0.010611,0.02348,-0.008963,0.009121,0.0203,0.001227,0.004843,0.002997,0.002878,0.009927,-0.001173,0.010398,0.029699,-0.005415,-0.001269,-0.001177,-0.000546,-0.030393,0.003949,-0.015063,0.008706,0.003519,0.019769,-0.017329,0.005003,-0.00824,-0.009508,-0.024286,-0.002029,0.006402,-0.001713,-0.002555,0.002857,0.001643,4273.0,10,Fall
+BH-26,2022-03-28,BH-26,2022-04-03 23:59:00,3335.0,849,,2022-03-28,BH-26_169,BH-26_169,2022-04-03 23:59:00,BH-26_169,2022-03-28,BH-26,7367,Polygon,7367,BH-26,1 to 3%,Horsebarn - Rogers,489989.142339,VBT,BH-26_VBT,2.903954,,,152,2021-11-29 06:00:00,2021-12-06 05:59:59,842,2450,2365,"Ride,EBikeRide",1 to 3%,1210,1255,95,50,1160,1250,100,100,150,675,680,330,370,830,850,300,400,275,300,565,600,280,190,1 to 3%,BH-26_152,VBT,BH-26_VBT,VBT_152,VBT_152,152,2021-11-29 06:00:00,2021-12-06 05:59:59,VBT,75,34.0,63.0,33.1,0.5002,5.713273,177.164309,31.860828,69.994705,100.0,0.0,30.076883,56.160833,73.9,20.0,30.41417,53.7,28.9,0.86,Horsebarn - Rogers,76,5.072368,5.211579,0,0,0,50,50,75,,BH-26,1 to 3%,3,121.078955,2,Trees,Built Area,19.626385,80.373615,195,873982,24.307692,106.200998,unclassified,service,1.825483,47.549233,1.246946,0.790569,36.336159,-94.186361,393529.4641,4021887.6401,247771.291046,23169.11229,2797.495701,190.470364,Horsebarn Park - 2 Acres,446.338948,Lisa Academy Rogers-Bentonville Elementary School (359) - K-5,0.0,South Bentonville Trail - Razorback Regional Greenway,614.387732,51-5 Promenade & Walnut (West) | ORT Stop: 51 (Inbound),2191.237112,5,71924,5007,1,US,150000,190,150000,164,0,65.3,7,70.0,0,0.0,0,0.0,0,0.0,0,0.0,1,10.0,1,10.0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,8,72.73,0,0.0,0,0.0,0,0.0,0,0.0,1,9.09,61.7,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,2,28.57,0,0.0,0,10,34.4,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0.0,35.0,89,2,20.0,0,0.0,1,10.0,0,0,0.0,0,0.0,0,0.0,0,0.0,,Horsebarn - Rogers,489989.142339,2604.986401,489734.056717,-0.035047,0.016062,0.023415,-0.010611,0.02348,-0.008963,0.009121,0.0203,0.001227,0.004843,0.002997,0.002878,0.009927,-0.001173,0.010398,0.029699,-0.005415,-0.001269,-0.001177,-0.000546,-0.030393,0.003949,-0.015063,0.008706,0.003519,0.019769,-0.017329,0.005003,-0.00824,-0.009508,-0.024286,-0.002029,0.006402,-0.001713,-0.002555,0.002857,0.001643,4184.0,3,Spring
+BE-19,2022-10-24,BE-19,2022-10-30 23:59:00,11250.0,3683,,2022-10-24,BE-19_199,BE-19_199,2022-10-30 23:59:00,BE-19_199,2022-10-24,BE-19,7994,Polygon,7994,BE-19,3 to 5%,Crystal Bridges - Bentonville,489984.035278,VBT,BE-19_VBT,6.094446,,,165,2022-02-28 06:00:00,2022-03-07 05:59:59,5544,16695,15655,"Ride,EBikeRide",3 to 5%,8765,4165,365,280,11085,4985,835,1205,715,5355,2375,4340,1865,6820,3000,1550,780,2395,960,4685,2220,635,330,3 to 5%,BE-19_165,VBT,BE-19_VBT,VBT_165,VBT_165,165,2022-02-28 06:00:00,2022-03-07 05:59:59,VBT,77,27.0,63.0,21.0,0.5501,6.105153,223.854421,17.527369,53.686364,100.0,0.0,24.115845,54.323053,77.0,19.0,26.069286,56.9,31.0,0.92,Crystal Bridges - Bentonville,426,4.310822,3.632606,145,5,110,20,5,0,,BE-19,3 to 5%,5,121.077695,2,Trees,Built Area,9.66356,90.336443,75,30216,23.406667,115.391318,unclassified,residential,3.705545,81.604165,2.10668,0.935414,36.379998,-94.208807,391575.724328,4026775.6062,4937.747262,1178.573869,1860.879751,0.0,North Trail - 43 Acres,201.999659,R.E. Baker Elementary School (389) - K-4,0.0,Art Trail at Crystal Bridges Museum - Crystal Bridges Trails,3260.82804,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),3128.129577,4,72021,5007,1,US,52899,67,66356,73,77779,45.3,584,81.22,10,1.39,4,0.56,34,4.73,0,0.0,27,3.76,60,8.34,33.0,0,0.0,0,0.0,0,0.0,0,0.0,101,19.46,646,79.56,13,1.6,5,0.62,42,5.17,0,0.0,34,4.19,48.4,96,24.3,54,13.67,2,0.51,164,41.52,57,14.43,0,0.0,18,4.56,114,25.0,2,0.44,645,719,1084.5,11,2.53,425,97.7,0,0.0,17,6.75,71,34.3,21,10.14,56,27.05,0,0.0,0.0,35.5,90,90,12.52,0,0.0,46,6.4,204,65,25.29,0,0.0,418,80.54,1,0.19,,Crystal Bridges - Bentonville,489984.035278,2604.986301,489734.019118,0.002655,0.044709,0.025514,0.015816,0.007608,0.007333,0.007383,-0.013903,0.031671,-0.003564,-0.008956,-0.015832,-0.012747,-0.023434,0.004802,-0.010359,-0.001226,0.005447,0.013945,-0.012446,0.014523,0.017272,0.0139,-0.005889,0.026214,0.004662,0.022352,-0.007363,0.028548,-0.009548,-0.005296,-0.006922,-0.002584,0.007462,0.008542,-0.00087,-0.010805,14933.0,10,Fall
+BK-32,2023-09-18,BK-32,2023-09-24 23:59:00,2350.0,4691,,2023-09-18,BK-32_246,BK-32_246,2023-09-24 23:59:00,BK-32_246,2023-09-18,BK-32,6645,Polygon,6645,BK-32,1 to 3%,Bellview/Blossom Way - Rogers,489994.119614,VBT,BK-32_VBT,3.644664,,,181,2022-06-20 06:00:00,2022-06-27 05:59:59,4977,3265,3260,"Ride,EBikeRide",1 to 3%,1725,1585,0,0,1765,1600,0,575,565,415,475,375,340,1195,1215,485,315,460,280,605,580,345,415,1 to 3%,BK-32_181,VBT,BK-32_VBT,VBT_181,VBT_181,181,2022-06-20 06:00:00,2022-06-27 05:59:59,VBT,96,62.0,75.9,54.0,0.07,5.245993,174.323713,42.5052,71.407886,100.0,0.0,63.0,84.592836,103.258156,17.0,20.85543,87.3,64.3,1.35,Bellview & Blossom Way - Rogers (2),95,4.241579,3.869474,280,155,0,0,60,120,,BK-32,1 to 3%,3,121.080185,5,Trees,Built Area,5.954447,82.229116,53,195648,29.566038,215.542439,unclassified,motorway,1.172776,34.027763,1.502375,1.06066,36.292315,-94.16394,395483.2039,4016999.674,48347.971139,48347.971139,829.414646,887.808837,Twin Creeks Disc Golf Course - 24 Acres,766.840459,Bellview Elementary (362) - K-5,0.0,Blossom Way Trail - Railyard Loop,1971.784281,"R128 Hunt Tower | ORT Stop: 490 (Inbound & Outbound), 51 (Inbound & Outbound)",2324.688747,2,80435,5007,1,US,121647,154,125756,138,125679,55.1,1025,74.71,30,2.19,16,1.17,90,6.56,3,0.22,74,5.39,134,9.77,26.2,36,3.46,147,14.12,0,0.0,1,0.1,21,2.02,1313,72.78,41,2.27,21,1.16,129,7.15,5,0.28,107,5.93,58.0,63,9.33,83,12.3,58,8.59,233,34.52,155,22.96,34,5.04,7,1.04,106,10.92,16,1.65,954,1372,1963.2,42,5.47,727,94.66,0,0.0,9,1.48,107,19.38,144,26.09,92,16.67,44,7.97,0.0,33.7,86,171,12.46,5,5.75,71,5.17,10,6,1.26,7,1.47,834,80.12,2,0.19,,Bellview/Blossom Way - Rogers,489994.119614,2604.986401,489734.056718,-0.048044,-0.021719,0.014048,-0.004108,0.005347,0.018452,-0.017402,-0.001003,-0.021646,-0.009416,-0.022384,-0.00873,-0.00198,0.043346,-0.026464,0.012602,-0.010409,-0.011392,0.006647,0.024507,0.021576,-0.009534,0.010046,0.004948,-0.016386,0.00483,0.001787,0.003785,0.006694,-0.022767,-0.009181,0.019959,-8.9e-05,-0.016988,0.007357,-0.010024,-0.006739,7041.0,9,Fall
+BD-17,2021-11-15,BD-17,2021-11-21 23:59:00,1330.0,749,,2021-11-15,BD-17_150,BD-17_150,2021-11-21 23:59:00,BD-17_150,2021-11-15,BD-17,8134,Polygon,8134,BD-17,12 to 25%,N Walton - Bentonville,489982.325556,VBT,BD-17_VBT,16.163683,,,92,2020-10-05 06:00:00,2020-10-12 05:59:59,1837,3050,3005,"Ride,EBikeRide",12 to 25%,1330,1615,0,0,1405,1690,35,195,205,665,690,510,775,1070,1250,220,275,305,355,800,940,115,165,12 to 25%,BD-17_92,VBT,BD-17_VBT,VBT_92,VBT_92,92,2020-10-05 06:00:00,2020-10-12 05:59:59,VBT,88,43.0,66.9,39.0,0.0,4.139276,162.923536,33.99657,74.086262,100.0,0.0,41.26356,67.060069,87.308334,15.0,19.117477,75.4,47.2,0.63,N Walton - Bentonville,65,3.154,4.026308,0,0,0,30,20,0,,BD-17,12 to 25%,25,121.077267,5,Trees,Built Area,10.967066,89.032932,27,48964,27.518519,251.166804,service,residential,1.804019,79.243372,4.965495,4.71699,36.396869,-94.21633,390924.477772,4028655.5932,7348.406278,7348.406278,707.53088,0.0,Bark Park - 21 Acres,632.923025,Lincoln Junior High School (642) - 7-8,0.0,North Bentonville Trail - North Bentonville Trail,4972.728252,490-1 NWACC Shewmaker Center | ORT Stop: 490 (Inbound),2511.472138,2,72082,5007,1,US,189442,240,200001,219,174540,37.0,1397,84.11,19,1.14,13,0.78,50,3.01,0,0.0,21,1.26,161,9.69,16.8,0,0.0,14,0.75,0,0.0,0,0.0,47,2.52,1420,82.75,21,1.22,14,0.82,57,3.32,0,0.0,24,1.4,39.6,90,7.73,207,17.78,61,5.24,551,47.34,188,16.15,33,2.84,27,2.32,86,7.9,0,0.0,1615,1661,1043.1,128,9.6,1205,90.4,10,1.15,0,0.0,139,18.39,210,27.78,86,11.38,48,6.35,0.0,44.1,112,261,15.71,13,9.03,87,5.24,30,21,3.71,7,1.24,1763,94.58,40,2.15,,N Walton - Bentonville,489982.325556,2604.986301,489734.019118,0.015783,0.040855,0.027291,0.017883,-0.003895,0.013502,0.021565,-0.019881,0.026586,-0.008986,-0.001549,-0.014623,-0.013211,-0.012938,0.017165,-0.017385,-0.010753,0.003779,0.007025,-0.001157,0.014234,0.005793,0.016226,-0.016456,0.026306,0.007163,0.017273,0.00097,0.005897,-0.008076,-0.005118,-0.004417,-0.019202,-0.00152,-0.004688,0.01216,-0.010374,2079.0,11,Fall
+BL-36,2019-10-07,BL-36,2019-10-13 23:59:00,1390.0,1551,,2019-10-07,BL-36_40,BL-36_40,2019-10-13 23:59:00,BL-36_40,2019-10-07,BL-36,6353,Polygon,6353,BL-36,1 to 3%,Mills Lane - Lowell,489995.682748,VBT,BL-36_VBT,1.506187,,,72,2020-05-18 06:00:00,2020-05-25 05:59:59,2539,4115,4115,"Ride,EBikeRide",1 to 3%,2000,2020,75,45,1970,2025,0,270,295,920,915,755,790,1520,1540,450,395,530,530,905,945,275,280,1 to 3%,BL-36_72,VBT,BL-36_VBT,VBT_72,VBT_72,72,2020-05-18 06:00:00,2020-05-25 05:59:59,VBT,84,50.0,69.8,48.9,2.33,6.266514,145.705779,50.650837,79.804847,100.0,0.0,50.0,66.12465,87.78135,24.0,34.0,78.5,54.6,1.42,Mills Lane - Lowell,71,4.09169,5.057183,60,50,25,25,100,90,,BL-36,1 to 3%,3,121.080569,24,Built Area,Rangeland,13.698625,57.306831,9,14797,29.444444,320.277105,residential,tertiary,43.807768,56.192232,0.529707,0.5,36.268662,-94.156339,396134.45045,4014367.6923,0.0,0.0,0.0,1892.560949,Mcclure Park - 5 Acres,347.249548,Fairview Elementary School (567) - K-5,0.0,Goad Springs Sidepath - Razorback Regional Greenway,4146.628325,R127 Pinnacle Hills & Champions | ORT Stop: 51 (Inbound),374.069931,1,20260,5007,1,US,103411,131,110842,121,102245,66.4,1794,69.56,40,1.55,37,1.43,91,3.53,29,1.12,260,10.08,328,12.72,50.2,0,0.0,20,0.96,4,0.19,37,1.77,369,17.62,1963,67.32,48,1.65,43,1.47,111,3.81,35,1.2,321,11.01,69.1,359,27.36,298,22.71,26,1.98,313,23.86,137,10.44,0,0.0,14,1.07,463,28.99,84,5.26,2051,2579,1090.3,90,6.18,1367,93.89,0,0.0,11,1.06,248,28.74,138,15.99,120,13.9,0,0.0,0.0,32.5,83,222,8.61,14,5.76,233,9.03,44,36,5.51,3,0.46,1554,74.21,110,5.25,,Mills Lane - Lowell,489995.682748,2604.986201,489733.981517,-0.042936,-0.021922,0.006789,0.005562,-0.009992,0.017384,-0.030878,-0.027461,-0.007373,-0.009677,-0.008108,-0.00502,0.009161,0.043986,-0.021366,-0.007133,0.008863,-0.023297,0.007927,0.012271,0.015549,-0.003028,0.027487,0.017849,-0.011822,-3.1e-05,-0.010746,-0.005572,0.019874,-0.021297,0.001549,0.009103,0.026142,0.008005,0.010261,-0.001758,-0.011671,2941.0,10,Fall
+BD-26,2019-08-05,BD-26,2019-08-11 23:59:00,360.0,1060,,2019-08-05,BD-26_31,BD-26_31,2019-08-11 23:59:00,BD-26_31,2019-08-05,BD-26,7363,Polygon,7363,BD-26,1 to 3%,Two Cities Trail - Bentonville,489982.323593,VBT,BD-26_VBT,1.723337,,,55,2020-01-20 06:00:00,2020-01-27 05:59:59,438,45,45,"Ride,EBikeRide",1 to 3%,20,20,0,0,20,20,0,0,0,15,15,5,5,15,10,10,5,0,0,15,15,0,5,1 to 3%,BD-26_55,VBT,BD-26_VBT,VBT_55,VBT_55,55,2020-01-20 06:00:00,2020-01-27 05:59:59,VBT,55,17.0,43.0,10.9,0.2701,5.801233,178.336783,37.443943,82.634476,100.0,0.0,8.468279,28.979374,55.0,16.0,23.0,46.8,23.9,0.53,Two Cities Trail - Bentonville,2,5.285,6.51,0,0,0,0,0,0,,BD-26,1 to 3%,3,121.07727,8,Crops,Built Area,0.211484,94.466988,78,208955,22.782051,131.803136,unclassified,service,1.054694,48.284917,0.669701,0.612372,36.335867,-94.215381,390924.477772,4021887.6401,34936.159045,22108.378149,958.118247,436.647343,Phillips Park - 51 Acres,1279.562582,Founders Classical Academies Of Arkansas Rogers (547) - K-6,0.0,Trail of Two Cities - Trail of Two Cities,3053.888274,51-6 Promenade at The Meridian (West) | ORT Stop: 51 (Inbound),2346.674536,4,72054,5007,1,US,66107,84,70044,77,69767,78.2,59,45.04,5,3.82,2,1.53,37,28.24,4,3.05,12,9.16,12,9.16,63.6,1,0.76,21,16.03,8,6.11,1,0.76,25,19.08,57,41.91,5,3.68,2,1.47,41,30.15,4,2.94,14,10.29,79.5,17,25.76,10,15.15,2,3.03,21,31.82,9,13.64,0,0.0,1,1.52,23,26.74,2,2.33,129,131,349.5,1,1.22,81,98.78,0,0.0,3,4.76,6,12.0,8,16.0,6,12.0,1,2.0,0.0,31.0,79,7,5.34,1,8.33,9,6.87,96,5,11.9,1,2.38,70,53.44,4,3.05,,Two Cities Trail - Bentonville,489982.323593,2604.986301,489734.019117,-0.026963,0.038358,-0.006453,0.003567,0.021305,0.000823,0.019248,0.011583,-0.005331,0.019846,0.018241,-0.006984,0.02389,-0.000735,-0.003018,0.001705,-0.00062,-0.005738,-0.01597,-0.010067,-0.010798,0.007488,-0.009971,0.023421,0.00729,0.007602,-0.006061,-0.000577,-0.014385,-0.008357,-0.024955,-0.007347,0.010099,-0.010949,0.016292,-0.001522,0.005793,1420.0,8,Summer
+BH-26,2021-12-13,BH-26,2021-12-19 23:59:00,1005.0,483,,2021-12-13,BH-26_154,BH-26_154,2021-12-19 23:59:00,BH-26_154,2021-12-13,BH-26,7367,Polygon,7367,BH-26,1 to 3%,Horsebarn - Rogers,489989.142339,VBT,BH-26_VBT,2.903954,,,152,2021-11-29 06:00:00,2021-12-06 05:59:59,842,2450,2365,"Ride,EBikeRide",1 to 3%,1210,1255,95,50,1160,1250,100,100,150,675,680,330,370,830,850,300,400,275,300,565,600,280,190,1 to 3%,BH-26_152,VBT,BH-26_VBT,VBT_152,VBT_152,152,2021-11-29 06:00:00,2021-12-06 05:59:59,VBT,75,34.0,63.0,33.1,0.5002,5.713273,177.164309,31.860828,69.994705,100.0,0.0,30.076883,56.160833,73.9,20.0,30.41417,53.7,28.9,0.86,Horsebarn - Rogers,76,5.072368,5.211579,0,0,0,50,50,75,,BH-26,1 to 3%,3,121.078955,2,Trees,Built Area,19.626385,80.373615,195,873982,24.307692,106.200998,unclassified,service,1.825483,47.549233,1.246946,0.790569,36.336159,-94.186361,393529.4641,4021887.6401,247771.291046,23169.11229,2797.495701,190.470364,Horsebarn Park - 2 Acres,446.338948,Lisa Academy Rogers-Bentonville Elementary School (359) - K-5,0.0,South Bentonville Trail - Razorback Regional Greenway,614.387732,51-5 Promenade & Walnut (West) | ORT Stop: 51 (Inbound),2191.237112,5,71924,5007,1,US,150000,190,150000,164,0,65.3,7,70.0,0,0.0,0,0.0,0,0.0,0,0.0,1,10.0,1,10.0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,8,72.73,0,0.0,0,0.0,0,0.0,0,0.0,1,9.09,61.7,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,2,28.57,0,0.0,0,10,34.4,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0,0.0,0.0,35.0,89,2,20.0,0,0.0,1,10.0,0,0,0.0,0,0.0,0,0.0,0,0.0,,Horsebarn - Rogers,489989.142339,2604.986401,489734.056717,-0.035047,0.016062,0.023415,-0.010611,0.02348,-0.008963,0.009121,0.0203,0.001227,0.004843,0.002997,0.002878,0.009927,-0.001173,0.010398,0.029699,-0.005415,-0.001269,-0.001177,-0.000546,-0.030393,0.003949,-0.015063,0.008706,0.003519,0.019769,-0.017329,0.005003,-0.00824,-0.009508,-0.024286,-0.002029,0.006402,-0.001713,-0.002555,0.002857,0.001643,1488.0,12,Winter
+BI-29,2020-01-20,BI-29,2020-01-26 23:59:00,370.0,945,,2020-01-20,BI-29_55,BI-29_55,2020-01-26 23:59:00,BI-29_55,2020-01-20,BI-29,6996,Polygon,6996,BI-29,3 to 5%,Mercy - Rogers,489990.811385,VBT,BI-29_VBT,4.436227,,