diff --git a/README.md b/README.md index 378c165e..fe501c07 100644 --- a/README.md +++ b/README.md @@ -121,7 +121,6 @@ You may need to increase the resources avaliable to Docker if: - you believe you've loaded the data but there is none when running the notebooks - the notebook can't connect to the database - when you try and start the container for the database it exits with code 14 -- ## Large Dataset Workaround diff --git a/viz_scripts/PaperVizualizations/Cemal/akcicek_analysis.ipynb b/viz_scripts/PaperVizualizations/Cemal/akcicek_analysis.ipynb new file mode 100644 index 00000000..54a38dd2 --- /dev/null +++ b/viz_scripts/PaperVizualizations/Cemal/akcicek_analysis.ipynb @@ -0,0 +1,2292 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "id": "7b416c67", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from collections import defaultdict\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from sklearn import linear_model\n", + "\n", + "#import emission.core.get_database as edb\n", + "from plots import *\n", + "#import scaffolding\n", + "\n", + "sns.set_style(\"whitegrid\")\n", + "sns.set()\n", + "%matplotlib inline\n", + "\n", + "import plots\n", + "import importlib\n", + "importlib.reload(plots)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "07d96124", + "metadata": {}, + "outputs": [], + "source": [ + "# data=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\filtered_merged_trips.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d1f3912e", + "metadata": {}, + "outputs": [], + "source": [ + "print(len(data))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "48b1b153", + "metadata": {}, + "outputs": [], + "source": [ + "#filtering out at_work\n", + "data=data[data['purpose_confirm']!='at_work']\n", + "print(len(data))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2cca94e4", + "metadata": {}, + "outputs": [], + "source": [ + "minipilot_mode_labels = ['Car',\n", + " 'Shared Car',\n", + " 'Walk',\n", + " 'Transit',\n", + " 'Ridehail',\n", + " 'Other',\n", + " 'E-bike']\n", + "minipilot_all_data = [.293,\n", + " .209,\n", + " .075,\n", + " .054,\n", + " .029,\n", + " .029,\n", + " .313]\n", + "minipilot_commute_data = [.270,\n", + " .294,\n", + " .050,\n", + " .0,\n", + " .0,\n", + " .062,\n", + " .324]\n", + "colnames = ['Mode_confirm','All Trips','Commute Trips']\n", + "minipilot_mode_data_1 = pd.DataFrame(list(zip(minipilot_mode_labels, minipilot_all_data)))\n", + "minipilot_mode_data_2 = pd.DataFrame(list(zip(minipilot_mode_labels, minipilot_commute_data)))\n", + "minipilot_mode_data_1['Trip Type'] = 'All Trips'\n", + "minipilot_mode_data_2['Trip Type'] = 'Work Trips'\n", + "minipilot_mode_data = pd.concat([minipilot_mode_data_1, minipilot_mode_data_2])\n", + "minipilot_mode_data['Dataset'] = 'Minipilot'\n", + "minipilot_mode_data.columns = ['Mode','Proportion','Trip Type','Dataset']\n", + "\n", + "minipilot_purp_labels = ['Home',\n", + " 'Work',\n", + " 'Pick-up/Drop off',\n", + " 'Shopping',\n", + " 'Recreation/Exercise',\n", + " 'Meal',\n", + " 'Entertainment/Social',\n", + " 'Transit transfer',\n", + " 'Other',\n", + " 'Personal/Medical']\n", + "minipilot_all_data = [.171,\n", + " .163,\n", + " .138,\n", + " .120,\n", + " .058,\n", + " .055,\n", + " .045,\n", + " .022,\n", + " .051,\n", + " .176]\n", + "minipilot_commute_data = [.162,\n", + " .166,\n", + " .190,\n", + " .097,\n", + " .086,\n", + " .082,\n", + " .061,\n", + " 0,\n", + " .052,\n", + " .104]\n", + "colnames = ['Trip_purpose','All Trips','E-Bike Trips']\n", + "minipilot_purp_data_1 = pd.DataFrame(list(zip(minipilot_purp_labels, minipilot_all_data)))\n", + "minipilot_purp_data_2 = pd.DataFrame(list(zip(minipilot_purp_labels, minipilot_commute_data)))\n", + "minipilot_purp_data_1['Trip Type'] = 'All Trips'\n", + "minipilot_purp_data_2['Trip Type'] = 'E-Bike Trips'\n", + "minipilot_purp_data = pd.concat([minipilot_purp_data_1, minipilot_purp_data_2])\n", + "minipilot_purp_data['Dataset'] = 'Minipilot'\n", + "minipilot_purp_data.columns = ['Purpose','Proportion','Trip Type','Dataset']" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "427f6412", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data = data.copy()\n", + "plot_data.loc[plot_data['Mode_confirm']=='Personal Micromobility', 'Mode_confirm'] = 'Other'\n", + "plot_data.loc[plot_data['Mode_confirm']=='Shared Micromobility', 'Mode_confirm'] = 'Other'\n", + "\n", + "t1 = plot_data.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "t1['proportion'] = t1['distance_miles'] / np.sum(t1.distance_miles)\n", + "t1['distance_miles'] = 'All Trips'\n", + "\n", + "t2 = plot_data[plot_data['Trip_purpose']=='Work'].copy()\n", + "t2 = t2.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "t2['proportion'] = t2['distance_miles'] / np.sum(t2.distance_miles)\n", + "t2['distance_miles'] = 'Work Trips'\n", + "\n", + "plot_data = pd.concat([t1,t2])\n", + "plot_data['Dataset'] = 'Long Term'\n", + "plot_data.columns = ['Mode','Trip Type','Proportion','Dataset']\n", + "plot_data = pd.concat([plot_data, minipilot_mode_data])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8dc7ad55", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ModeTrip TypeProportionDataset
0CarAll Trips0.256326Long Term
1E-bikeAll Trips0.282100Long Term
2OtherAll Trips0.034588Long Term
3RidehailAll Trips0.005269Long Term
4Shared CarAll Trips0.238715Long Term
5TransitAll Trips0.022701Long Term
6WalkAll Trips0.160303Long Term
0CarWork Trips0.282939Long Term
1E-bikeWork Trips0.448652Long Term
2OtherWork Trips0.025523Long Term
3RidehailWork Trips0.006023Long Term
4Shared CarWork Trips0.087863Long Term
5TransitWork Trips0.022286Long Term
6WalkWork Trips0.126713Long Term
0CarAll Trips0.293000Minipilot
1Shared CarAll Trips0.209000Minipilot
2WalkAll Trips0.075000Minipilot
3TransitAll Trips0.054000Minipilot
4RidehailAll Trips0.029000Minipilot
5OtherAll Trips0.029000Minipilot
6E-bikeAll Trips0.313000Minipilot
0CarWork Trips0.270000Minipilot
1Shared CarWork Trips0.294000Minipilot
2WalkWork Trips0.050000Minipilot
3TransitWork Trips0.000000Minipilot
4RidehailWork Trips0.000000Minipilot
5OtherWork Trips0.062000Minipilot
6E-bikeWork Trips0.324000Minipilot
\n", + "
" + ], + "text/plain": [ + " Mode Trip Type Proportion Dataset\n", + "0 Car All Trips 0.256326 Long Term\n", + "1 E-bike All Trips 0.282100 Long Term\n", + "2 Other All Trips 0.034588 Long Term\n", + "3 Ridehail All Trips 0.005269 Long Term\n", + "4 Shared Car All Trips 0.238715 Long Term\n", + "5 Transit All Trips 0.022701 Long Term\n", + "6 Walk All Trips 0.160303 Long Term\n", + "0 Car Work Trips 0.282939 Long Term\n", + "1 E-bike Work Trips 0.448652 Long Term\n", + "2 Other Work Trips 0.025523 Long Term\n", + "3 Ridehail Work Trips 0.006023 Long Term\n", + "4 Shared Car Work Trips 0.087863 Long Term\n", + "5 Transit Work Trips 0.022286 Long Term\n", + "6 Walk Work Trips 0.126713 Long Term\n", + "0 Car All Trips 0.293000 Minipilot\n", + "1 Shared Car All Trips 0.209000 Minipilot\n", + "2 Walk All Trips 0.075000 Minipilot\n", + "3 Transit All Trips 0.054000 Minipilot\n", + "4 Ridehail All Trips 0.029000 Minipilot\n", + "5 Other All Trips 0.029000 Minipilot\n", + "6 E-bike All Trips 0.313000 Minipilot\n", + "0 Car Work Trips 0.270000 Minipilot\n", + "1 Shared Car Work Trips 0.294000 Minipilot\n", + "2 Walk Work Trips 0.050000 Minipilot\n", + "3 Transit Work Trips 0.000000 Minipilot\n", + "4 Ridehail Work Trips 0.000000 Minipilot\n", + "5 Other Work Trips 0.062000 Minipilot\n", + "6 E-bike Work Trips 0.324000 Minipilot" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "id": "de7a7e09", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "width = 0.8\n", + "fig, ax = plt.subplots(2,1, figsize=(20,10))\n", + "plt.rcParams.update({'font.size': 30}) \n", + "running_total_mini = [0,0]\n", + "running_total_long = [0,0]\n", + "fig_data_mini = plot_data[plot_data['Dataset']=='Minipilot']\n", + "fig_data_long = plot_data[plot_data['Dataset']=='Long Term']\n", + "\n", + "for mode in pd.unique(fig_data_mini.Mode):\n", + " mini = fig_data_mini[fig_data_mini['Mode']==mode]\n", + " long = fig_data_long[fig_data_long['Mode']==mode]\n", + " \n", + " labels = mini['Trip Type']\n", + " vals = mini['Proportion']*100\n", + " vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " bar = ax[0].barh(labels, vals, width, left=running_total_mini, label=mode)\n", + " ax[0].bar_label(bar, label_type='center', labels=vals_str, rotation=90, fontsize=22)\n", + " running_total_mini[0] = running_total_mini[0]+vals.iloc[0]\n", + " running_total_mini[1] = running_total_mini[1]+vals.iloc[1]\n", + "\n", + " labels = long['Trip Type']\n", + " vals = long['Proportion']*100\n", + " vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " bar = ax[1].barh(labels, vals, width, left=running_total_long, label=mode)\n", + " ax[1].bar_label(bar, label_type='center', labels=vals_str, rotation=90, fontsize=22)\n", + " running_total_long[0] = running_total_long[0]+vals.iloc[0]\n", + " running_total_long[1] = running_total_long[1]+vals.iloc[1]\n", + "\n", + "ax[0].set_title('Minipilot', fontsize=25)\n", + "ax[1].set_title('All Programs', fontsize=25)\n", + "ax[0].legend(bbox_to_anchor=(1,1), fancybox=True, shadow=True, fontsize=25)\n", + "plt.subplots_adjust(bottom=0.20)\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "85bb5788", + "metadata": {}, + "outputs": [], + "source": [ + "data['Program'] = data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners (Durango)','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Northridge)','Vail'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8401a6e0", + "metadata": {}, + "outputs": [], + "source": [ + "#separating programs\n", + "four_corners = data[data.Program == \"Four Corners (Durango)\"]\n", + "community_cycles = data[data.Program == \"Community Cycles (Boulder)\"]\n", + "fort_collins = data[data.Program == \"Fort Collins\"]\n", + "pueblo = data[data.Program == \"Pueblo County\"]\n", + "smart_commute = data[data.Program == \"Smart Commute (Northridge)\"]\n", + "vail = data[data.Program == \"Vail\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bbec3a99", + "metadata": {}, + "outputs": [], + "source": [ + "print(len(smart_commute))" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "80c4862e", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data = data.copy()\n", + "plot_data.loc[plot_data['Trip_purpose']=='Religious', 'Trip_purpose'] = 'Other'\n", + "plot_data.loc[plot_data['Trip_purpose']=='School', 'Trip_purpose'] = 'Other'\n", + "t1 = plot_data.groupby(['Trip_purpose'], as_index=False).count()[['Trip_purpose','distance_miles']]\n", + "t1['proportion'] = t1['distance_miles'] / np.sum(t1.distance_miles)\n", + "t1['distance_miles'] = 'All Trips'\n", + "t1.loc[len(t1.index)] = ['Pick-up/Drop off', 'All Trips', 0]\n", + "\n", + "t2 = plot_data[plot_data['Mode_confirm']=='E-bike'].copy()\n", + "t2 = t2.groupby(['Trip_purpose'], as_index=False).count()[['Trip_purpose','distance_miles']]\n", + "t2['proportion'] = t2['distance_miles'] / np.sum(t2.distance_miles)\n", + "t2['distance_miles'] = 'E-Bike Trips'\n", + "t2.loc[len(t2.index)] = ['Pick-up/Drop off', 'E-Bike Trips', 0]\n", + "\n", + "plot_data = pd.concat([t1,t2])\n", + "plot_data['Dataset'] = 'Long Term'\n", + "plot_data.columns = ['Purpose','Trip Type','Proportion','Dataset']\n", + "plot_data = pd.concat([plot_data, minipilot_purp_data])" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "id": "b31d0ef2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
PurposeTrip TypeProportionDataset
0Entertainment/SocialAll Trips0.066736Long Term
1HomeAll Trips0.215234Long Term
2MealAll Trips0.057337Long Term
3OtherAll Trips0.223722Long Term
4Personal/MedicalAll Trips0.030002Long Term
5Recreation/ExerciseAll Trips0.086103Long Term
6ShoppingAll Trips0.097388Long Term
7Transit transferAll Trips0.007496Long Term
8WorkAll Trips0.215982Long Term
9Pick-up/Drop offAll Trips0.000000Long Term
0Entertainment/SocialE-Bike Trips0.052398Long Term
1HomeE-Bike Trips0.263373Long Term
2MealE-Bike Trips0.033203Long Term
3OtherE-Bike Trips0.112808Long Term
4Personal/MedicalE-Bike Trips0.020521Long Term
5Recreation/ExerciseE-Bike Trips0.083698Long Term
6ShoppingE-Bike Trips0.085370Long Term
7Transit transferE-Bike Trips0.005130Long Term
8WorkE-Bike Trips0.343498Long Term
9Pick-up/Drop offE-Bike Trips0.000000Long Term
0HomeAll Trips0.171000Minipilot
1WorkAll Trips0.163000Minipilot
2Pick-up/Drop offAll Trips0.138000Minipilot
3ShoppingAll Trips0.120000Minipilot
4Recreation/ExerciseAll Trips0.058000Minipilot
5MealAll Trips0.055000Minipilot
6Entertainment/SocialAll Trips0.045000Minipilot
7Transit transferAll Trips0.022000Minipilot
8OtherAll Trips0.051000Minipilot
9Personal/MedicalAll Trips0.176000Minipilot
0HomeE-Bike Trips0.162000Minipilot
1WorkE-Bike Trips0.166000Minipilot
2Pick-up/Drop offE-Bike Trips0.190000Minipilot
3ShoppingE-Bike Trips0.097000Minipilot
4Recreation/ExerciseE-Bike Trips0.086000Minipilot
5MealE-Bike Trips0.082000Minipilot
6Entertainment/SocialE-Bike Trips0.061000Minipilot
7Transit transferE-Bike Trips0.000000Minipilot
8OtherE-Bike Trips0.052000Minipilot
9Personal/MedicalE-Bike Trips0.104000Minipilot
\n", + "
" + ], + "text/plain": [ + " Purpose Trip Type Proportion Dataset\n", + "0 Entertainment/Social All Trips 0.066736 Long Term\n", + "1 Home All Trips 0.215234 Long Term\n", + "2 Meal All Trips 0.057337 Long Term\n", + "3 Other All Trips 0.223722 Long Term\n", + "4 Personal/Medical All Trips 0.030002 Long Term\n", + "5 Recreation/Exercise All Trips 0.086103 Long Term\n", + "6 Shopping All Trips 0.097388 Long Term\n", + "7 Transit transfer All Trips 0.007496 Long Term\n", + "8 Work All Trips 0.215982 Long Term\n", + "9 Pick-up/Drop off All Trips 0.000000 Long Term\n", + "0 Entertainment/Social E-Bike Trips 0.052398 Long Term\n", + "1 Home E-Bike Trips 0.263373 Long Term\n", + "2 Meal E-Bike Trips 0.033203 Long Term\n", + "3 Other E-Bike Trips 0.112808 Long Term\n", + "4 Personal/Medical E-Bike Trips 0.020521 Long Term\n", + "5 Recreation/Exercise E-Bike Trips 0.083698 Long Term\n", + "6 Shopping E-Bike Trips 0.085370 Long Term\n", + "7 Transit transfer E-Bike Trips 0.005130 Long Term\n", + "8 Work E-Bike Trips 0.343498 Long Term\n", + "9 Pick-up/Drop off E-Bike Trips 0.000000 Long Term\n", + "0 Home All Trips 0.171000 Minipilot\n", + "1 Work All Trips 0.163000 Minipilot\n", + "2 Pick-up/Drop off All Trips 0.138000 Minipilot\n", + "3 Shopping All Trips 0.120000 Minipilot\n", + "4 Recreation/Exercise All Trips 0.058000 Minipilot\n", + "5 Meal All Trips 0.055000 Minipilot\n", + "6 Entertainment/Social All Trips 0.045000 Minipilot\n", + "7 Transit transfer All Trips 0.022000 Minipilot\n", + "8 Other All Trips 0.051000 Minipilot\n", + "9 Personal/Medical All Trips 0.176000 Minipilot\n", + "0 Home E-Bike Trips 0.162000 Minipilot\n", + "1 Work E-Bike Trips 0.166000 Minipilot\n", + "2 Pick-up/Drop off E-Bike Trips 0.190000 Minipilot\n", + "3 Shopping E-Bike Trips 0.097000 Minipilot\n", + "4 Recreation/Exercise E-Bike Trips 0.086000 Minipilot\n", + "5 Meal E-Bike Trips 0.082000 Minipilot\n", + "6 Entertainment/Social E-Bike Trips 0.061000 Minipilot\n", + "7 Transit transfer E-Bike Trips 0.000000 Minipilot\n", + "8 Other E-Bike Trips 0.052000 Minipilot\n", + "9 Personal/Medical E-Bike Trips 0.104000 Minipilot" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "id": "1000a9e2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "width = 0.8\n", + "fig, ax = plt.subplots(2,1, figsize=(20,10))\n", + "plt.rcParams.update({'font.size': 30}) \n", + "running_total_mini = [0,0]\n", + "running_total_long = [0,0]\n", + "fig_data_mini = plot_data[plot_data['Dataset']=='Minipilot']\n", + "fig_data_long = plot_data[plot_data['Dataset']=='Long Term']\n", + "\n", + "for purp in pd.unique(fig_data_mini.Purpose):\n", + " mini = fig_data_mini[fig_data_mini['Purpose']==purp]\n", + " long = fig_data_long[fig_data_long['Purpose']==purp]\n", + " \n", + " labels = mini['Trip Type']\n", + " vals = mini['Proportion']*100\n", + " vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " bar = ax[0].barh(labels, vals, width, left=running_total_mini, label=purp)\n", + " ax[0].bar_label(bar, label_type='center', labels=vals_str, rotation=90, fontsize=22)\n", + " running_total_mini[0] = running_total_mini[0]+vals.iloc[0]\n", + " running_total_mini[1] = running_total_mini[1]+vals.iloc[1]\n", + "\n", + " labels = long['Trip Type']\n", + " vals = long['Proportion']*100\n", + " vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " bar = ax[1].barh(labels, vals, width, left=running_total_long, label=purp)\n", + " ax[1].bar_label(bar, label_type='center', labels=vals_str, rotation=90, fontsize=22)\n", + " running_total_long[0] = running_total_long[0]+vals.iloc[0]\n", + " running_total_long[1] = running_total_long[1]+vals.iloc[1]\n", + "\n", + "ax[0].set_title('Minipilot', fontsize=25)\n", + "ax[1].set_title('All Programs', fontsize=25)\n", + "ax[0].legend(bbox_to_anchor=(1,1), fancybox=True, shadow=True, fontsize=20)\n", + "plt.subplots_adjust(bottom=0.20)\n", + "fig.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7d63841d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_64/820383269.py:1: DtypeWarning: Columns (66,73,76) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " data = pd.read_csv('filtered_merged_trips.csv')\n" + ] + } + ], + "source": [ + "data = pd.read_csv('filtered_merged_trips.csv')\n", + "\n", + "data['occupation_cat'] = data['Which best describes your primary job?'].replace(['Sales or service',\n", + " 'Manufacturing, construction, maintenance, or farming', \n", + " 'Janitorial',\n", + " 'Professional, managerial, or technical',\n", + " 'Clerical or administrative support',\n", + " 'Teacher',\n", + " 'Medical',\n", + " 'CNA',\n", + " 'Restaurant manager',\n", + " 'Co op laundry',\n", + " 'Cook',\n", + " 'Nurse',\n", + " 'Dining Services',\n", + " 'Security',\n", + " 'Food service',\n", + " 'Csu custodian',\n", + " 'Residential Dining Services',\n", + " 'education/early childhood',\n", + " 'Inbound cs',\n", + " 'Custodial Maintanace',\n", + " 'Amazon',\n", + " 'Custodian',\n", + " 'Hockey rink',\n", + " 'Pastry chef and line cook', \n", + " 'Cooking',\n", + " 'Education non-profit manager',\n", + " 'Healthcare',\n", + " 'Chef',\n", + " 'Accounting Technician',\n", + " 'Caregiver/ Qmap',\n", + " 'Caregiver',\n", + " 'Health care',\n", + " 'Medical field'],\n", + " ['Sales or Service',\n", + " 'Manufacturing, Construction, Maintenance, or Farming',\n", + " 'Custodial',\n", + " 'Professional, Managerial, or Technical',\n", + " 'Clerical or Administrative Support',\n", + " 'Education',\n", + " 'Medical/Healthcare',\n", + " 'Medical/Healthcare',\n", + " 'Professional, Managerial, or Technical',\n", + " 'Sales or Service',\n", + " 'Sales or Service',\n", + " 'Medical/Healthcare',\n", + " 'Sales or Service',\n", + " 'Professional, Managerial, or Technical',\n", + " 'Sales or Service',\n", + " 'Custodial',\n", + " 'Sales or Service',\n", + " 'Education',\n", + " 'Professional, Managerial, or Technical',\n", + " 'Custodial',\n", + " 'Sales or Service',\n", + " 'Custodial',\n", + " 'Sales or Service',\n", + " 'Sales or Service',\n", + " 'Sales or Service',\n", + " 'Education',\n", + " 'Medical/Healthcare',\n", + " 'Sales or Service',\n", + " 'Professional, Managerial, or Technical',\n", + " 'Medical/Healthcare',\n", + " 'Medical/Healthcare',\n", + " 'Medical/Healthcare',\n", + " 'Medical/Healthcare'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2c967c20", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Sales or Service', 'Food Service', 'Cooking ',\n", + " 'Medical/Healthcare', 'Clerical or Administrative Support',\n", + " 'Accounting Technician ',\n", + " 'Manufacturing, Construction, Maintenance, or Farming',\n", + " 'Professional, Managerial, or Technical', 'Education',\n", + " 'Education ', 'Csu custodian ', 'Custodial ', 'Custodial', nan,\n", + " 'Maintenance ', 'Maintenance', 'Janitorial ', 'Amazon ',\n", + " 'Custodial Maintanace ', 'Hockey rink '], dtype=object)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['occupation_cat'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "bc19e3f7", + "metadata": {}, + "outputs": [], + "source": [ + "data['occupation_cat']= data['occupation_cat'].replace(['Food Service', 'Cooking ', 'Accounting Technician ','Education ',\n", + " 'Csu custodian ','Custodial ','Maintenance ','Maintenance','Janitorial ',\n", + " 'Amazon ', 'Custodial Maintanace ', 'Hockey rink '],\n", + " ['Sales or Service' , 'Sales or Service', 'Professional, Managerial, or Technical',\n", + " 'Education', 'Custodial', 'Custodial', 'Custodial', 'Custodial', 'Custodial',\n", + " 'Sales or Service','Custodial' ,'Sales or Service'])\n", + "\n", + "data['occupation_cat'] = data['occupation_cat'].replace(['Manufacturing, Construction, Maintenance, or Farming', 'Professional, Managerial, or Technical', 'Clerical or Administrative Support'],\n", + " ['Manufacturing, Construction,\\nMaintenance, or Farming', 'Professional, Managerial,\\nor Technical', 'Clerical or\\nAdministrative Support'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "69dd5c82", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Sales or Service', 'Medical/Healthcare',\n", + " 'Clerical or\\nAdministrative Support',\n", + " 'Professional, Managerial,\\nor Technical',\n", + " 'Manufacturing, Construction,\\nMaintenance, or Farming',\n", + " 'Education', 'Custodial', nan], dtype=object)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['occupation_cat'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2a0534cb", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f6ad13e2", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'plot_data_1' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[10], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# proportion of trips by occupation\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m plot_data \u001b[38;5;241m=\u001b[39m \u001b[43mplot_data_1\u001b[49m\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[1;32m 4\u001b[0m t1 \u001b[38;5;241m=\u001b[39m plot_data\u001b[38;5;241m.\u001b[39mgroupby([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124muser_id\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMode_confirm\u001b[39m\u001b[38;5;124m'\u001b[39m], as_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\u001b[38;5;241m.\u001b[39mcount()[[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124muser_id\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMode_confirm\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdistance_miles\u001b[39m\u001b[38;5;124m'\u001b[39m]]\n\u001b[1;32m 5\u001b[0m t1[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdistance_miles\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mfillna(\u001b[38;5;241m0\u001b[39m, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'plot_data_1' is not defined" + ] + } + ], + "source": [ + "# proportion of trips by occupation\n", + "plot_data = plot_data_1.copy()\n", + "\n", + "t1 = plot_data.groupby(['user_id','Mode_confirm'], as_index=False).count()[['user_id','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).count()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "t3 = data.copy().groupby(['occupation_cat','user_id'], as_index=False).nth(0)[['occupation_cat','user_id']]\n", + "\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data.merge(t3, on='user_id')\n", + "\n", + "plot_title = 'E-bike Use (Trips) by Occupation Categories'\n", + "ylab='Occupation Category'\n", + "fig, ax = plt.subplots(figsize=(8,6))\n", + "sns.barplot(data= plot_data, x='proportion' , y='occupation_cat', estimator=np.mean).set(title=plot_title,xlabel='Proportion of Total Trips',ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "\n", + "plt.savefig(\"CanBikeCO_report_occ_ebike_trips.jpeg\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "312666b8", + "metadata": {}, + "outputs": [], + "source": [ + "data['induced']=np.where(data['Replaced_mode']=='No Travel', 'Induced', 'Non-induced')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "2da99cf1", + "metadata": {}, + "outputs": [], + "source": [ + "data['Program'] = data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners (Durango)','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Denver North)','Vail'])" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "6d4a2979", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# proportion of induced trips by occupation\n", + "plot_data = data.copy()\n", + "plot_data = plot_data[(plot_data['induced']=='Induced') & (plot_data['Trip_purpose']=='Work')]\n", + "\n", + "t1 = plot_data.groupby(['user_id','Mode_confirm'], as_index=False).count()[['user_id','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).count()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "t3 = data.copy().groupby(['occupation_cat','user_id'], as_index=False).nth(0)[['occupation_cat','user_id']]\n", + "\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data.merge(t3, on='user_id')\n", + "\n", + "plot_title = 'Induced Work E-bike Trips by Occupation Categories'\n", + "ylab='Proportion of Total Trips'\n", + "fig, ax = plt.subplots(figsize=(6,6))\n", + "sns.barplot(data= plot_data, x='proportion' , y='occupation_cat', estimator=np.mean).set(title=plot_title,xlabel='',ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "fbfcfccd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# proportion of induced trips by occupation\n", + "plot_data = data.copy()\n", + "plot_data = plot_data[(plot_data['induced']=='Induced') & (plot_data['Trip_purpose']=='Recreation/Exercise')]\n", + "\n", + "t1 = plot_data.groupby(['user_id','Mode_confirm'], as_index=False).count()[['user_id','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).count()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "t3 = data.copy().groupby(['Program','user_id'], as_index=False).nth(0)[['Program','user_id']]\n", + "\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data.merge(t3, on='user_id')\n", + "\n", + "plot_title = 'Induced Recreation/Exercise E-bike Trips by Program'\n", + "ylab='Proportion of Total Trips'\n", + "fig, ax = plt.subplots(figsize=(6,6))\n", + "sns.barplot(data= plot_data, x='proportion' , y='Program', estimator=np.mean).set(title=plot_title,xlabel='',ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "44c1e527", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0, 30, '0.41'),\n", + " Text(0, 30, '0.28'),\n", + " Text(0, 30, '0.18'),\n", + " Text(0, 30, '0.14'),\n", + " Text(0, 30, '0.14'),\n", + " Text(0, 30, '0.14'),\n", + " Text(0, 30, '0.13'),\n", + " Text(0, 30, '0.10'),\n", + " Text(0, 30, '0.08'),\n", + " Text(0, 30, '0.03')]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Substitution rate of ebike trips\n", + "plot_data = data.copy()\n", + "t1 = plot_data.groupby(['user_id','Replaced_mode'], as_index=False).count()[['user_id','Replaced_mode','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).count()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "\n", + "data_order = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "labels = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "\n", + "plot_title='Stated Replacement for E-Bike Trips'\n", + "ylab='Proportion of Trips'\n", + "fig, ax = plt.subplots(figsize=(10,4))\n", + "sns.barplot(data=plot_data, x='Replaced_mode', y='proportion', estimator=np.mean, order=data_order).set(title=plot_title,xlabel='',ylabel=ylab,ylim=(0,.5))\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.bar_label(ax.containers[0], fmt='%.2f', padding=30)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "1ec50730", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0, 10, '0.34'),\n", + " Text(0, 10, '0.22'),\n", + " Text(0, 10, '0.11'),\n", + " Text(0, 10, '0.10'),\n", + " Text(0, 10, '0.09'),\n", + " Text(0, 10, '0.08'),\n", + " Text(0, 10, '0.03'),\n", + " Text(0, 10, '0.02'),\n", + " Text(0, 10, '0.00'),\n", + " Text(0, 10, '0.00')]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Substitution rate of ebike trips\n", + "plot_data = data.copy()\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "t1 = plot_data.groupby(['Mode_confirm','Replaced_mode'], as_index=False).count()[['Mode_confirm','Replaced_mode','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "plot_data = t1.merge(t2, on='Mode_confirm')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "\n", + "data_order = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "labels = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "\n", + "plot_title='Stated Replacement for E-Bike Trips'\n", + "ylab='Proportion of Trips'\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,4))\n", + "sns.barplot(data=plot_data, x='Replaced_mode', y='proportion', estimator=np.mean, order=data_order).set(title=plot_title,xlabel='',ylabel=ylab,ylim=(0,.5))\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.bar_label(ax.containers[0], fmt='%.2f', padding=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "a9fea9bf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0, 35, '0.62'),\n", + " Text(0, 35, '0.34'),\n", + " Text(0, 35, '0.33'),\n", + " Text(0, 35, '0.22'),\n", + " Text(0, 35, '0.21'),\n", + " Text(0, 35, '0.16'),\n", + " Text(0, 35, '0.16'),\n", + " Text(0, 35, '0.14'),\n", + " Text(0, 35, '0.07')]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Substitution rate of ebike trips\n", + "plot_data = data.copy()\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data[plot_data['Replaced_mode']!='E-bike']\n", + "t1 = plot_data.groupby(['user_id','Replaced_mode'], as_index=False).count()[['user_id','Replaced_mode','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).count()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "\n", + "data_order = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "labels = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "\n", + "plot_title='Substitution Rates for E-Bike Trips'\n", + "ylab='Proportion of Trips'\n", + "fig, ax = plt.subplots(figsize=(10,4))\n", + "sns.barplot(data=plot_data, x='Replaced_mode', y='proportion', estimator=np.mean, order=data_order).set(title=plot_title,xlabel='',ylabel=ylab,ylim=(0,1))\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.bar_label(ax.containers[0], fmt='%.2f', padding=35)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5195c29e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
user_idReplaced_modedistance_miles
00154d714-3928-4c34-b865-e5a417cd48afCar6
103a395b4-d861-4757-bb84-32b4984559b0Car235
203a395b4-d861-4757-bb84-32b4984559b0Shared Car2
303a395b4-d861-4757-bb84-32b4984559b0Transit1
40b3e78fa-91d8-4aa6-a320-3440143c8c16Car1
............
404feb1d940-cd36-47d1-a101-580c2a3b3f8cPersonal Micromobility1
405feb1d940-cd36-47d1-a101-580c2a3b3f8cRidehail5
406feb1d940-cd36-47d1-a101-580c2a3b3f8cShared Car6
407feb1d940-cd36-47d1-a101-580c2a3b3f8cTransit1
408feb1d940-cd36-47d1-a101-580c2a3b3f8cWalk3
\n", + "

409 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " user_id Replaced_mode \\\n", + "0 0154d714-3928-4c34-b865-e5a417cd48af Car \n", + "1 03a395b4-d861-4757-bb84-32b4984559b0 Car \n", + "2 03a395b4-d861-4757-bb84-32b4984559b0 Shared Car \n", + "3 03a395b4-d861-4757-bb84-32b4984559b0 Transit \n", + "4 0b3e78fa-91d8-4aa6-a320-3440143c8c16 Car \n", + ".. ... ... \n", + "404 feb1d940-cd36-47d1-a101-580c2a3b3f8c Personal Micromobility \n", + "405 feb1d940-cd36-47d1-a101-580c2a3b3f8c Ridehail \n", + "406 feb1d940-cd36-47d1-a101-580c2a3b3f8c Shared Car \n", + "407 feb1d940-cd36-47d1-a101-580c2a3b3f8c Transit \n", + "408 feb1d940-cd36-47d1-a101-580c2a3b3f8c Walk \n", + "\n", + " distance_miles \n", + "0 6 \n", + "1 235 \n", + "2 2 \n", + "3 1 \n", + "4 1 \n", + ".. ... \n", + "404 1 \n", + "405 5 \n", + "406 6 \n", + "407 1 \n", + "408 3 \n", + "\n", + "[409 rows x 3 columns]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "892ecd5f", + "metadata": {}, + "outputs": [], + "source": [ + "#separating programs\n", + "four_corners = data[data.Program == \"Four Corners (Durango)\"]\n", + "community_cycles = data[data.Program == \"Community Cycles (Boulder)\"]\n", + "fort_collins = data[data.Program == \"Fort Collins\"]\n", + "pueblo = data[data.Program == \"Pueblo County\"]\n", + "smart_commute = data[data.Program == \"Smart Commute (Northridge)\"]\n", + "vail = data[data.Program == \"Vail\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 272, + "id": "d4da8a6b", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# How ebike mileage changes over time\n", + "from datetime import datetime\n", + "plot_data = data.copy()\n", + "plot_data ['date'] = pd.to_datetime(plot_data['date_time'])\n", + "plot_data['Program'] = plot_data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners (Durango)','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Denver North)','Vail'])\n", + "t1 = plot_data.groupby(['user_id','date','Mode_confirm'], as_index=False).sum()[['user_id','date','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id','Program','date'], as_index=False).sum()[['user_id','Program','date','distance_miles']]\n", + "plot_data = t1.merge(t2, on=['user_id','date'])\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data[plot_data['distance_miles_y'].notnull()]\n", + "\n", + "plot_title = 'E-Bike Mileage Proportion Over Time'\n", + "fig, ax = plt.subplots(6,1, figsize=(50,50))\n", + "sns.lineplot(data=plot_data[plot_data.Program == \"Four Corners (Durango)\"], x='date', y='proportion',color=\"red\", hue='Program', estimator=np.mean, ax=ax[0])\n", + "ax[0].set_title(plot_title, fontsize=40)\n", + "sns.lineplot(data=plot_data[plot_data.Program == \"Community Cycles (Boulder)\"], x='date', y='proportion', color=\"blue\",hue='Program',estimator=np.mean, ax=ax[1], palette=[\"C1\"])\n", + "sns.lineplot(data=plot_data[plot_data.Program == \"Fort Collins\"], x='date', y='proportion', color=\"green\",hue='Program',estimator=np.mean, ax=ax[2], palette=[\"C2\"])\n", + "sns.lineplot(data=plot_data[plot_data.Program == \"Pueblo County\"], x='date', y='proportion',color=\"cyan\",hue='Program', estimator=np.mean, ax=ax[3], palette=[\"C3\"])\n", + "sns.lineplot(data=plot_data[plot_data.Program == \"Smart Commute (Denver North)\"], x='date', y='proportion',color=\"purple\",hue='Program', estimator=np.mean, ax=ax[4], palette=[\"C4\"])\n", + "sns.lineplot(data=plot_data[plot_data.Program == \"Vail\"], x='date', y='proportion', color=\"orange\",hue='Program',estimator=np.mean, ax=ax[5], palette=[\"C5\"])\n", + "ax[5].set(xlabel='Date')\n", + "plt.setp(ax[0].get_legend().get_texts(), fontsize='40')\n", + "plt.setp(ax[1].get_legend().get_texts(), fontsize='40')\n", + "plt.setp(ax[2].get_legend().get_texts(), fontsize='40')\n", + "plt.setp(ax[3].get_legend().get_texts(), fontsize='40')\n", + "plt.setp(ax[4].get_legend().get_texts(), fontsize='40')\n", + "plt.setp(ax[5].get_legend().get_texts(), fontsize='40')\n", + "plt.xticks(rotation=35, ha='right', fontsize=20)\n", + "plt.subplots_adjust(bottom=0.30)\n", + "fig.savefig(r'C:\\Users\\dakcicek\\Documents\\GitHub\\ceo_analysis\\viz_scripts\\plots\\to.png', bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "id": "73f43eaa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
user_iddate_timeMode_confirmdistance_miles_xprogramdistance_miles_yproportion
490154d714-3928-4c34-b865-e5a417cd48af1.649980e+18E-bike5.774909pc29.7778120.193933
540154d714-3928-4c34-b865-e5a417cd48af1.650240e+18E-bike6.407788pc30.6826360.208841
5603a395b4-d861-4757-bb84-32b4984559b01.629240e+18E-bike1.026137cc1.0261371.000000
5703a395b4-d861-4757-bb84-32b4984559b01.629330e+18E-bike2.747352cc2.7473521.000000
5803a395b4-d861-4757-bb84-32b4984559b01.629590e+18E-bike1.118067cc1.1180671.000000
........................
24391feb1d940-cd36-47d1-a101-580c2a3b3f8c1.637370e+18E-bike25.123981cc25.1239811.000000
24392feb1d940-cd36-47d1-a101-580c2a3b3f8c1.637970e+18E-bike5.838212cc5.8382121.000000
24393feb1d940-cd36-47d1-a101-580c2a3b3f8c1.648860e+18E-bike37.534311cc37.5343111.000000
24394feb1d940-cd36-47d1-a101-580c2a3b3f8c1.650070e+18E-bike19.411646cc19.4116461.000000
24395feb1d940-cd36-47d1-a101-580c2a3b3f8c1.650240e+18E-bike30.372349cc30.3723491.000000
\n", + "

7096 rows × 7 columns

\n", + "
" + ], + "text/plain": [ + " user_id date_time Mode_confirm \\\n", + "49 0154d714-3928-4c34-b865-e5a417cd48af 1.649980e+18 E-bike \n", + "54 0154d714-3928-4c34-b865-e5a417cd48af 1.650240e+18 E-bike \n", + "56 03a395b4-d861-4757-bb84-32b4984559b0 1.629240e+18 E-bike \n", + "57 03a395b4-d861-4757-bb84-32b4984559b0 1.629330e+18 E-bike \n", + "58 03a395b4-d861-4757-bb84-32b4984559b0 1.629590e+18 E-bike \n", + "... ... ... ... \n", + "24391 feb1d940-cd36-47d1-a101-580c2a3b3f8c 1.637370e+18 E-bike \n", + "24392 feb1d940-cd36-47d1-a101-580c2a3b3f8c 1.637970e+18 E-bike \n", + "24393 feb1d940-cd36-47d1-a101-580c2a3b3f8c 1.648860e+18 E-bike \n", + "24394 feb1d940-cd36-47d1-a101-580c2a3b3f8c 1.650070e+18 E-bike \n", + "24395 feb1d940-cd36-47d1-a101-580c2a3b3f8c 1.650240e+18 E-bike \n", + "\n", + " distance_miles_x program distance_miles_y proportion \n", + "49 5.774909 pc 29.777812 0.193933 \n", + "54 6.407788 pc 30.682636 0.208841 \n", + "56 1.026137 cc 1.026137 1.000000 \n", + "57 2.747352 cc 2.747352 1.000000 \n", + "58 1.118067 cc 1.118067 1.000000 \n", + "... ... ... ... ... \n", + "24391 25.123981 cc 25.123981 1.000000 \n", + "24392 5.838212 cc 5.838212 1.000000 \n", + "24393 37.534311 cc 37.534311 1.000000 \n", + "24394 19.411646 cc 19.411646 1.000000 \n", + "24395 30.372349 cc 30.372349 1.000000 \n", + "\n", + "[7096 rows x 7 columns]" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a5ad2bef", + "metadata": {}, + "outputs": [], + "source": [ + "#separating programs\n", + "four_corners = data[data.Program == \"Four Corners (Durango)\"]\n", + "community_cycles = data[data.Program == \"Community Cycles (Boulder)\"]\n", + "fort_collins = data[data.Program == \"Fort Collins\"]\n", + "pueblo = data[data.Program == \"Pueblo County\"]\n", + "smart_commute = data[data.Program == \"Smart Commute (Northridge)\"]\n", + "vail = data[data.Program == \"Vail\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "753c17ba", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data = vail.copy()\n", + "plot_data.loc[plot_data['Mode_confirm']=='Personal Micromobility', 'Mode_confirm'] = 'Other'\n", + "plot_data.loc[plot_data['Mode_confirm']=='Shared Micromobility', 'Mode_confirm'] = 'Other'\n", + "\n", + "t1 = plot_data.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "t1['proportion'] = t1['distance_miles'] / np.sum(t1.distance_miles)\n", + "t1['distance_miles'] = 'All Trips'\n", + "\n", + "t2 = plot_data[plot_data['Trip_purpose']=='Work'].copy()\n", + "t2 = t2.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "t2['proportion'] = t2['distance_miles'] / np.sum(t2.distance_miles)\n", + "t2['distance_miles'] = 'Work Trips'\n", + "t2.loc[len(t2.index)] = ['Ridehail', 'Work Trips', 0]\n", + "#t2.loc[len(t2.index)] = ['Transit', 'Work Trips', 0] \n", + "#t2.loc[len(t2.index)] = ['Other', 'Work Trips', 0]\n", + "\n", + "plot_data = pd.concat([t1,t2])\n", + "plot_data['Dataset'] = 'Long Term'\n", + "plot_data.columns = ['Mode','Trip Type','Proportion','Dataset']\n", + "plot_data = pd.concat([plot_data, minipilot_mode_data])" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "a4a3844b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ModeTrip TypeProportionDataset
0CarAll Trips0.410987Long Term
1E-bikeAll Trips0.179184Long Term
2OtherAll Trips0.057719Long Term
3RidehailAll Trips0.000695Long Term
4Shared CarAll Trips0.181734Long Term
5TransitAll Trips0.048447Long Term
6WalkAll Trips0.121233Long Term
0CarWork Trips0.253076Long Term
1E-bikeWork Trips0.455185Long Term
2OtherWork Trips0.007030Long Term
3Shared CarWork Trips0.107206Long Term
4TransitWork Trips0.121265Long Term
5WalkWork Trips0.056239Long Term
6RidehailWork Trips0.000000Long Term
0CarAll Trips0.293000Minipilot
1Shared CarAll Trips0.209000Minipilot
2WalkAll Trips0.075000Minipilot
3TransitAll Trips0.054000Minipilot
4RidehailAll Trips0.029000Minipilot
5OtherAll Trips0.029000Minipilot
6E-bikeAll Trips0.313000Minipilot
0CarWork Trips0.270000Minipilot
1Shared CarWork Trips0.294000Minipilot
2WalkWork Trips0.050000Minipilot
3TransitWork Trips0.000000Minipilot
4RidehailWork Trips0.000000Minipilot
5OtherWork Trips0.062000Minipilot
6E-bikeWork Trips0.324000Minipilot
\n", + "
" + ], + "text/plain": [ + " Mode Trip Type Proportion Dataset\n", + "0 Car All Trips 0.410987 Long Term\n", + "1 E-bike All Trips 0.179184 Long Term\n", + "2 Other All Trips 0.057719 Long Term\n", + "3 Ridehail All Trips 0.000695 Long Term\n", + "4 Shared Car All Trips 0.181734 Long Term\n", + "5 Transit All Trips 0.048447 Long Term\n", + "6 Walk All Trips 0.121233 Long Term\n", + "0 Car Work Trips 0.253076 Long Term\n", + "1 E-bike Work Trips 0.455185 Long Term\n", + "2 Other Work Trips 0.007030 Long Term\n", + "3 Shared Car Work Trips 0.107206 Long Term\n", + "4 Transit Work Trips 0.121265 Long Term\n", + "5 Walk Work Trips 0.056239 Long Term\n", + "6 Ridehail Work Trips 0.000000 Long Term\n", + "0 Car All Trips 0.293000 Minipilot\n", + "1 Shared Car All Trips 0.209000 Minipilot\n", + "2 Walk All Trips 0.075000 Minipilot\n", + "3 Transit All Trips 0.054000 Minipilot\n", + "4 Ridehail All Trips 0.029000 Minipilot\n", + "5 Other All Trips 0.029000 Minipilot\n", + "6 E-bike All Trips 0.313000 Minipilot\n", + "0 Car Work Trips 0.270000 Minipilot\n", + "1 Shared Car Work Trips 0.294000 Minipilot\n", + "2 Walk Work Trips 0.050000 Minipilot\n", + "3 Transit Work Trips 0.000000 Minipilot\n", + "4 Ridehail Work Trips 0.000000 Minipilot\n", + "5 Other Work Trips 0.062000 Minipilot\n", + "6 E-bike Work Trips 0.324000 Minipilot" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "9281d363", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "width = 0.6\n", + "plt.rcParams.update({'font.size': 30}) \n", + "fig, ax = plt.subplots(1,1, figsize=(15,6))\n", + "running_total_mini = [0,0]\n", + "running_total_long = [0,0]\n", + "fig_data_mini = plot_data[plot_data['Dataset']=='Long Term']\n", + "fig_data_long = plot_data[plot_data['Dataset']=='Long Term']\n", + "\n", + "for mode in pd.unique(fig_data_mini.Mode):\n", + " mini = fig_data_mini[fig_data_mini['Mode']==mode]\n", + " long = fig_data_long[fig_data_long['Mode']==mode]\n", + "\n", + " #labels = mini['Trip Type']\n", + " #vals = mini['Proportion']*100\n", + " #vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " #bar = ax.barh(labels, vals, width, left=running_total_mini, label=mode)\n", + " #ax.bar_label(bar, label_type='center', labels=vals_str, rotation=90)\n", + " #running_total_mini[0] = running_total_mini[0]+vals.iloc[0]\n", + " #running_total_mini[1] = running_total_mini[1]+vals.iloc[1]\n", + "\n", + " labels = long['Trip Type']\n", + " vals = long['Proportion']*100\n", + " vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " bar = ax.barh(labels, vals, width, left=running_total_long, label=mode)\n", + " ax.bar_label(bar, label_type='center', labels=vals_str, rotation=90, fontsize=30)\n", + " running_total_long[0] = running_total_long[0]+vals.iloc[0]\n", + " running_total_long[1] = running_total_long[1]+vals.iloc[1]\n", + "\n", + "ax.set_title('Minipilot')\n", + "ax.set_title('Mode Share', fontsize=25)\n", + "ax.xaxis.get_label().set_fontsize(40)\n", + "ax.yaxis.get_label().set_fontsize(40)\n", + "#ax.legend(bbox_to_anchor=(1,1), fancybox=True, shadow=True, fontsize=20)\n", + "plt.subplots_adjust(bottom=0.25)\n", + "fig.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "564514ea", + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/viz_scripts/PaperVizualizations/Cemal/akcicek_energy_calculations.ipynb b/viz_scripts/PaperVizualizations/Cemal/akcicek_energy_calculations.ipynb new file mode 100644 index 00000000..4c4657cc --- /dev/null +++ b/viz_scripts/PaperVizualizations/Cemal/akcicek_energy_calculations.ipynb @@ -0,0 +1,2266 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "united-feeding", + "metadata": {}, + "source": [ + "## Generate Static Graphs" + ] + }, + { + "cell_type": "markdown", + "id": "outdoor-celebrity", + "metadata": {}, + "source": [ + "These are the input parameters for the notebook. They will be automatically changed when the scripts to generate monthly statistics are run. You can modify them manually to generate multiple plots locally as well.\n", + "\n", + "Pass in `None` to remove the filters and plot all data. This is not recommended for production settings, but might be useful for reports based on data snapshots." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "determined-matrix", + "metadata": {}, + "outputs": [], + "source": [ + "year = None\n", + "month = None\n", + "program = \"default\"\n", + "study_type = \"program\"\n", + "mode_of_interest = \"E-bike\"\n", + "include_test_users = False" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "pharmaceutical-survival", + "metadata": {}, + "outputs": [], + "source": [ + "from collections import defaultdict\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "from plots import *\n", + "#import scaffolding\n", + "\n", + "sns.set_style(\"whitegrid\")\n", + "sns.set()\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "furnished-silicon", + "metadata": {}, + "outputs": [], + "source": [ + "# Do not run this notebook at all unless it is for a program; nbclient will run up through this cell\n", + "if study_type != \"program\":\n", + " ipython = get_ipython()\n", + " ipython._showtraceback = scaffolding.no_traceback_handler\n", + " raise Exception(\"The plots in this notebook are only relevant to programs\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e0041cbe", + "metadata": {}, + "outputs": [], + "source": [ + "df_pur = pd.read_csv(r'auxiliary_files/purpose_labels.csv')\n", + "df_re = pd.read_csv(r'auxiliary_files/mode_labels.csv')\n", + "df_ei = pd.read_csv(r'auxiliary_files/energy_intensity.csv')\n", + "\n", + "#dictionaries:\n", + "dic_pur = dict(zip(df_pur['purpose_confirm'],df_pur['bin_purpose'])) # bin purpose\n", + "dic_re = dict(zip(df_re['replaced_mode'],df_re['mode_clean'])) # bin modes\n", + "dic_fuel = dict(zip(df_ei['mode'],df_ei['fuel']))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "nearby-fruit", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "no stored variable or alias df_ei\n", + "no stored variable or alias dic_re\n", + "no stored variable or alias dic_pur\n", + "no stored variable or alias dic_fuel\n" + ] + } + ], + "source": [ + "# Loading mapping dictionaries from mapping_dictionaries notebook\n", + "%store -r df_ei\n", + "%store -r dic_re\n", + "%store -r dic_pur\n", + "%store -r dic_fuel\n", + "\n", + "# convert a dictionary to a defaultdict\n", + "dic_re = defaultdict(lambda: 'Other',dic_re)\n", + "dic_pur = defaultdict(lambda: 'Other',dic_pur)\n", + "dic_fuel = defaultdict(lambda: 'Other',dic_fuel)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6ca0162b", + "metadata": {}, + "outputs": [], + "source": [ + "def no_traceback_handler(exception_type, exception, traceback):\n", + " print(\"%s: %s\" % (exception_type.__name__, exception), file=sys.stderr)\n", + "\n", + "def get_time_query(year, month):\n", + " if year is None and month is None:\n", + " return None\n", + "\n", + " if month is None:\n", + " assert year is not None\n", + " query_ld = ecwl.LocalDate({\"year\": year})\n", + " else:\n", + " assert year is not None and month is not None\n", + " query_ld = ecwl.LocalDate({\"year\": year, \"month\": month})\n", + " tq = esttc.TimeComponentQuery(\"data.start_local_dt\", query_ld, query_ld)\n", + " return tq\n", + "\n", + "def get_participant_uuids(program, load_test_users):\n", + " \"\"\"\n", + " Get the list of non-test users in the current program.\n", + " Note that the \"program\" parameter is currently a NOP and should be removed in\n", + " conjunction with modifying the notebooks.\n", + " \"\"\"\n", + " all_users = pd.json_normalize(list(edb.get_uuid_db().find()))\n", + " # CASE 1 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + " if len(all_users) == 0:\n", + " return []\n", + " if load_test_users:\n", + " participant_list = all_users\n", + " else:\n", + " participant_list = all_users[np.logical_not(all_users.user_email.str.contains(\"_test_\"))]\n", + " participant_uuid_str = participant_list.uuid\n", + " disp.display(participant_list.user_email)\n", + " return participant_uuid_str\n", + "\n", + "def load_all_confirmed_trips(tq):\n", + " agg = esta.TimeSeries.get_aggregate_time_series()\n", + " all_ct = agg.get_data_df(\"analysis/confirmed_trip\", tq)\n", + " print(\"Loaded all confirmed trips of length %s\" % len(all_ct))\n", + " disp.display(all_ct.head())\n", + " return all_ct\n", + "\n", + "def load_all_participant_trips(program, tq, load_test_users):\n", + " participant_list = get_participant_uuids(program, load_test_users)\n", + " all_ct = load_all_confirmed_trips(tq)\n", + " # CASE 1 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + " if len(all_ct) == 0:\n", + " return all_ct\n", + " participant_ct_df = all_ct[all_ct.user_id.isin(participant_list)]\n", + " print(\"After filtering, found %s participant trips \" % len(participant_ct_df))\n", + " disp.display(participant_ct_df.head())\n", + " return participant_ct_df\n", + "\n", + "def filter_labeled_trips(mixed_trip_df):\n", + " # CASE 1 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + " if len(mixed_trip_df) == 0:\n", + " return mixed_trip_df\n", + " labeled_ct = mixed_trip_df[mixed_trip_df.user_input != {}]\n", + " print(\"After filtering, found %s labeled trips\" % len(labeled_ct))\n", + " disp.display(labeled_ct.head())\n", + " return labeled_ct\n", + "\n", + "def expand_userinputs(labeled_ct):\n", + " '''\n", + " param: labeled_ct: a dataframe of confirmed trips, some of which have labels\n", + " params: labels_per_trip: the number of labels for each trip.\n", + " Currently, this is 2 for studies and 3 for programs, and should be \n", + " passed in by the notebook based on the input config.\n", + " If used with a trip-level survey, it could be even larger.\n", + " '''\n", + " # CASE 1 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + " if len(labeled_ct) == 0:\n", + " return labeled_ct\n", + " label_only = pd.DataFrame(labeled_ct.user_input.to_list(), index=labeled_ct.index)\n", + " disp.display(label_only.head())\n", + " labels_per_trip = len(label_only.columns)\n", + " print(\"Found %s columns of length %d\" % (label_only.columns, labels_per_trip))\n", + " expanded_ct = pd.concat([labeled_ct, label_only], axis=1)\n", + " assert len(expanded_ct) == len(labeled_ct), \\\n", + " (\"Mismatch after expanding labels, expanded_ct.rows = %s != labeled_ct.rows %s\" %\n", + " (len(expanded_ct), len(labeled_ct)))\n", + " print(\"After expanding, columns went from %s -> %s\" %\n", + " (len(labeled_ct.columns), len(expanded_ct.columns)))\n", + " assert len(expanded_ct.columns) == len(labeled_ct.columns) + labels_per_trip, \\\n", + " (\"Mismatch after expanding labels, expanded_ct.columns = %s != labeled_ct.columns %s\" %\n", + " (len(expanded_ct.columns), len(labeled_ct.columns)))\n", + " disp.display(expanded_ct.head())\n", + " return expanded_ct\n", + "\n", + "# CASE 2 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + "unique_users = lambda df: len(df.user_id.unique()) if \"user_id\" in df.columns else 0\n", + "trip_label_count = lambda s, df: len(df[s].dropna()) if s in df.columns else 0\n", + "\n", + "def load_viz_notebook_data(year, month, program, study_type, dic_re, dic_pur=None, include_test_users=False):\n", + " \"\"\" Inputs:\n", + " year/month/program/study_type = parameters from the visualization notebook\n", + " dic_* = label mappings; if dic_pur is included it will be used to recode trip purpose\n", + " \n", + " Pipeline to load and process the data before use in visualization notebooks.\n", + " \"\"\"\n", + " # Access database\n", + " expanded_ct=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\filtered_merged_trips.csv\")\n", + " tq = get_time_query(year, month)\n", + " participant_ct_df = load_all_participant_trips(program, tq, include_test_users)\n", + " labeled_ct = filter_labeled_trips(participant_ct_df)\n", + " expanded_ct = expand_userinputs(labeled_ct)\n", + " expanded_ct = data_quality_check(expanded_ct)\n", + " \n", + "\n", + " # Change meters to miles\n", + " # CASE 2 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + " if \"distance\" in expanded_ct.columns:\n", + " unit_conversions(expanded_ct)\n", + "\n", + " # Mapping new mode labels with dictionaries\n", + " # CASE 2 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + " if \"mode_confirm\" in expanded_ct.columns:\n", + " expanded_ct['Mode_confirm']= expanded_ct['mode_confirm'].map(dic_re)\n", + " if study_type == 'program':\n", + " # CASE 2 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + " if 'replaced_mode' in expanded_ct.columns:\n", + " expanded_ct['Replaced_mode']= expanded_ct['replaced_mode'].map(dic_re)\n", + " else:\n", + " print(\"This is a program, but no replaced modes found. Likely cold start case. Ignoring replaced mode mapping\")\n", + " else:\n", + " print(\"This is a study, not expecting any replaced modes.\")\n", + "\n", + " # Trip purpose mapping\n", + " # CASE 2 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + " if dic_pur is not None and \"purpose_confirm\" in expanded_ct.columns:\n", + " expanded_ct['Trip_purpose']= expanded_ct['purpose_confirm'].map(dic_pur)\n", + "\n", + " # Document data quality\n", + " file_suffix = get_file_suffix(year, month, program)\n", + " quality_text = get_quality_text(participant_ct_df, expanded_ct, None, include_test_users)\n", + "\n", + " debug_df = pd.DataFrame.from_dict({\n", + " \"year\": year,\n", + " \"month\": month,\n", + " \"Registered_participants\": len(get_participant_uuids(program, include_test_users)),\n", + " \"Participants_with_at_least_one_trip\": unique_users(participant_ct_df),\n", + " \"Participant_with_at_least_one_labeled_trip\": unique_users(labeled_ct),\n", + " \"Trips_with_at_least_one_label\": len(labeled_ct),\n", + " \"Trips_with_mode_confirm_label\": trip_label_count(\"Mode_confirm\", expanded_ct),\n", + " \"Trips_with_trip_purpose_label\": trip_label_count(\"Trip_purpose\", expanded_ct)\n", + " },\n", + " orient='index', columns=[\"value\"])\n", + "\n", + " return expanded_ct, file_suffix, quality_text, debug_df\n", + "\n", + "def add_energy_labels(expanded_ct, df_ei, dic_fuel):\n", + " \"\"\" Inputs:\n", + " expanded_ct = dataframe of trips that has had Mode_confirm and Replaced_mode added\n", + " dic/df_* = label mappings for energy impact and fuel\n", + " \"\"\"\n", + " expanded_ct['Mode_confirm_fuel']= expanded_ct['Mode_confirm'].map(dic_fuel)\n", + " expanded_ct = energy_intensity(expanded_ct, df_ei, 'Mode_confirm')\n", + " expanded_ct = energy_footprint_kWH(expanded_ct, 'distance_miles', 'Mode_confirm')\n", + " expanded_ct = CO2_footprint_lb(expanded_ct, 'distance_miles', 'Mode_confirm')\n", + " return expanded_ct\n", + "\n", + "def add_energy_impact(expanded_ct, df_ei, dic_fuel):\n", + " # Let's first calculate everything for the mode confirm\n", + " # And then calculate everything for the replaced mode\n", + " expanded_ct = add_energy_labels(expanded_ct, df_ei, dic_fuel)\n", + " expanded_ct['Replaced_mode_fuel']= expanded_ct['Replaced_mode'].map(dic_fuel)\n", + " expanded_ct = energy_intensity(expanded_ct, df_ei, 'Replaced_mode')\n", + " # and then compute the impacts\n", + " expanded_ct = energy_impact_kWH(expanded_ct, 'distance_miles')\n", + " expanded_ct = CO2_impact_lb(expanded_ct, 'distance_miles')\n", + " return expanded_ct\n", + "\n", + "def get_quality_text(before_df, after_df, mode_of_interest=None, include_test_users=False):\n", + " \"\"\" Inputs:\n", + " before_df = dataframe prior to filtering (usually participant_ct_df)\n", + " after_df = dataframe after filtering (usually expanded_ct)\n", + " mode_of_interest = optional detail to include in the text string\n", + " \"\"\"\n", + " # CASE 1 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + " after_pct = (len(after_df) * 100) / len(before_df) if len(before_df) != 0 else np.nan\n", + " cq = (len(after_df), unique_users(after_df), len(before_df), unique_users(before_df),\n", + " after_pct, )\n", + " interest_str = mode_of_interest + ' ' if mode_of_interest is not None else ''\n", + " total_str = 'confirmed' if mode_of_interest is not None else ''\n", + " user_str = 'testers and participants' if include_test_users else 'users'\n", + " quality_text = f\"Based on %s confirmed {interest_str}trips from %d {user_str}\\nof %s total {total_str} trips from %d users (%.2f%%)\" % cq\n", + " print(quality_text)\n", + " return quality_text\n", + "\n", + "def get_file_suffix(year, month, program):\n", + " suffix = \"_%04d\" % year if year is not None else \"\"\n", + " suffix = suffix + \"_%02d\" % month if month is not None else \"\"\n", + " suffix = suffix + \"_%s\" % program if program is not None else \"\"\n", + " print(suffix)\n", + " return suffix\n", + "\n", + "def data_quality_check(expanded_ct):\n", + " '''1. Delete rows where the mode_confirm was pilot_ebike and repalced_mode was pilot_ebike.\n", + " 2. Delete rows where the mode_confirm was pilot_ebike and repalced_mode was same_mode.\n", + " 3. Replace same_mode for the mode_confirm for Energy Impact Calcualtion.'''\n", + "\n", + " # TODO: This is only really required for the initial data collection around the minipilot\n", + " # in subsequent deployes, we removed \"same mode\" and \"pilot_ebike\" from the options, so the\n", + " # dataset did not contain of these data quality issues\n", + "\n", + " if 'replaced_mode' in expanded_ct.columns:\n", + " expanded_ct.drop(expanded_ct[(expanded_ct['mode_confirm'] == 'pilot_ebike') & (expanded_ct['replaced_mode'] == 'pilot_ebike')].index, inplace=True)\n", + " expanded_ct.drop(expanded_ct[(expanded_ct['mode_confirm'] == 'pilot_ebike') & (expanded_ct['replaced_mode'] == 'same_mode')].index, inplace=True)\n", + " expanded_ct['replaced_mode'] = np.where(expanded_ct['replaced_mode'] == 'same_mode',expanded_ct['mode_confirm'], expanded_ct['replaced_mode'])\n", + " \n", + " return expanded_ct\n", + "\n", + "def unit_conversions(df):\n", + " df['distance_miles']= df[\"distance\"]*0.00062 #meters to miles\n", + "\n", + "def energy_intensity(trip_df,mode_intensity_df,col):\n", + " \"\"\" Inputs:\n", + " trip_df = dataframe with data\n", + " mode_intensity_df = dataframe with energy/cost/time factors\n", + " col = the column for which we want to map the intensity\n", + " \"\"\"\n", + "\n", + " mode_intensity_df = mode_intensity_df.copy()\n", + " mode_intensity_df[col] = mode_intensity_df['mode']\n", + " dic_ei_factor = dict(zip(mode_intensity_df[col],mode_intensity_df['energy_intensity_factor']))\n", + " dic_CO2_factor = dict(zip(mode_intensity_df[col],mode_intensity_df['CO2_factor']))\n", + " dic_ei_trip = dict(zip(mode_intensity_df[col],mode_intensity_df['(kWH)/trip']))\n", + "\n", + " trip_df['ei_'+col] = trip_df[col].map(dic_ei_factor)\n", + " trip_df['CO2_'+col] = trip_df[col].map(dic_CO2_factor)\n", + " trip_df['ei_trip_'+col] = trip_df[col].map(dic_ei_trip)\n", + " return trip_df\n", + "\n", + "def energy_footprint_kWH(df,distance_miles,col):\n", + " \"\"\" Inputs:\n", + " df = dataframe with data\n", + " distance = distance in miles\n", + " col = Replaced_mode or Mode_confirm\n", + " \"\"\"\n", + " conditions_col = [(df[col+'_fuel'] =='gasoline'),\n", + " (df[col+'_fuel'] == 'diesel'),\n", + " (df[col+'_fuel'] == 'electric')]\n", + " gasoline_col = (df[distance_miles]*df['ei_'+col]*0.000293071) # 1 BTU = 0.000293071 kWH\n", + " diesel_col = (df[distance_miles]*df['ei_'+col]*0.000293071)\n", + " electric_col = (df[distance_miles]*df['ei_'+col])+ df['ei_trip_'+col]\n", + " values_col = [gasoline_col,diesel_col,electric_col]\n", + " df[col+'_EI(kWH)'] = np.select(conditions_col, values_col)\n", + " return df\n", + "\n", + "def energy_impact_kWH(df,distance_miles):\n", + " if 'Mode_confirm_EI(kWH)' not in df.columns:\n", + " print(\"Mode confirm footprint not found, computing before impact\")\n", + " df = energy_footprint_kWH(df, distance_miles, \"Mode_confirm\")\n", + " df = energy_footprint_kWH(df, distance_miles, \"Replaced_mode\")\n", + " df['Energy_Impact(kWH)'] = round((df['Replaced_mode_EI(kWH)'] - df['Mode_confirm_EI(kWH)']),3)\n", + " return df\n", + "\n", + "def CO2_footprint_lb(df, distance_miles, col):\n", + " \"\"\" Inputs:\n", + " df = dataframe with data\n", + " distance = distance in miles\n", + " col = Replaced_mode or Mode_confirm\n", + " \"\"\"\n", + " conditions_col = [(df[col+'_fuel'] =='gasoline'),\n", + " (df[col+'_fuel'] == 'diesel'),\n", + " (df[col+'_fuel'] == 'electric')]\n", + " \n", + " gasoline_col = (df[distance_miles]*df['ei_'+col]*0.000001)* df['CO2_'+col]\n", + " diesel_col = (df[distance_miles]*df['ei_'+col]*0.000001)* df['CO2_'+col]\n", + " electric_col = (((df[distance_miles]*df['ei_'+col])+df['ei_trip_'+col])*0.001)*df['CO2_'+col]\n", + "\n", + " values_col = [gasoline_col,diesel_col,electric_col]\n", + " df[col+'_lb_CO2'] = np.select(conditions_col, values_col)\n", + " return df\n", + " \n", + "def CO2_impact_lb(df,distance_miles):\n", + " if 'Mode_confirm_lb_CO2' not in df.columns:\n", + " print(\"Mode confirm footprint not found, computing before impact\")\n", + " df = CO2_footprint_lb(df, distance_miles, \"Mode_confirm\")\n", + " df = CO2_footprint_lb(df, distance_miles, \"Replaced_mode\")\n", + " df['CO2_Impact(lb)'] = round((df['Replaced_mode_lb_CO2'] - df['Mode_confirm_lb_CO2']),3)\n", + " return df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "90e1876b", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "expanded_ct_1=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\expanded_ct.csv\")\n", + "expanded_ct_2=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\filtered_merged_trips.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "bb47df56", + "metadata": {}, + "outputs": [], + "source": [ + "expanded_ct = pd.merge(expanded_ct_2,expanded_ct_1[['_id','Mode_confirm']],on='_id', how='left')\n", + "expanded_ct = pd.merge(expanded_ct_2,expanded_ct_1[['_id','Replaced_mode']],on='_id', how='left')" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "e8055aca", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['source',\n", + " 'end_ts',\n", + " 'end_fmt_time',\n", + " 'end_loc',\n", + " 'raw_trip',\n", + " 'start_ts',\n", + " 'start_fmt_time',\n", + " 'start_loc',\n", + " 'duration',\n", + " 'distance',\n", + " 'start_place',\n", + " 'end_place',\n", + " 'cleaned_trip',\n", + " 'inferred_labels',\n", + " 'inferred_trip',\n", + " 'expectation',\n", + " 'confidence_threshold',\n", + " 'expected_trip',\n", + " 'user_input',\n", + " 'year',\n", + " 'month',\n", + " 'day',\n", + " 'start_local_dt_hour',\n", + " 'start_local_dt_minute',\n", + " 'start_local_dt_second',\n", + " 'start_local_dt_weekday',\n", + " 'start_local_dt_timezone',\n", + " 'end_local_dt_year',\n", + " 'end_local_dt_month',\n", + " 'end_local_dt_day',\n", + " 'end_local_dt_hour',\n", + " 'end_local_dt_minute',\n", + " 'end_local_dt_second',\n", + " 'end_local_dt_weekday',\n", + " 'end_local_dt_timezone',\n", + " '_id',\n", + " 'user_id',\n", + " 'metadata_write_ts',\n", + " 'mode_confirm',\n", + " 'purpose_confirm',\n", + " 'replaced_mode',\n", + " 'distance_miles',\n", + " 'Mode_confirm',\n", + " 'Replaced_mode_x',\n", + " 'Trip_purpose',\n", + " 'user_id_str',\n", + " 'program',\n", + " 'opcode',\n", + " 'distance_km',\n", + " 'user_id_socio',\n", + " 'Timestamp',\n", + " 'AGE',\n", + " 'GENDER',\n", + " \"Do you have a valid driver's license?\",\n", + " 'STUDENT',\n", + " 'What is the highest grade or degree that you have completed?',\n", + " 'Do you work for either pay or profit?',\n", + " 'Do you have more than one job?',\n", + " 'Do you work full-time or part-time at your primary job?',\n", + " 'Which best describes your primary job?',\n", + " 'How did you usually get to your primary job last week? ',\n", + " 'Thinking about your daily commute to work last week, how many minutes did it usually take to get from home to the primary job/work place?',\n", + " 'At your primary job, do you have the ability to set or change your own start time?',\n", + " 'Do you have the option of working from home or an alternate location instead of going into your primary work place?',\n", + " 'How many days per week do you usually work from home or an alternate location?',\n", + " 'Which one below describe you best?',\n", + " 'Do you own or rent your place of residence?',\n", + " 'What is your home type?',\n", + " 'HHINC',\n", + " 'HHSIZE',\n", + " 'CHILDREN',\n", + " \"Including yourself, how many people have a driver's license in your household?\",\n", + " 'VEH',\n", + " 'available_modes',\n", + " 'Do you have a medical condition that makes it difficult to travel outside of the home?',\n", + " 'How long have you had this condition?',\n", + " 'date_time',\n", + " 'WORKERS',\n", + " 'is_ebike',\n", + " 'HHINC_NUM',\n", + " 'PINC',\n", + " 'Mode',\n", + " 'PINC_NUM',\n", + " 'VEH_num',\n", + " 'DRIVERS',\n", + " 'DRIVERS_num',\n", + " 'veh_per_driver',\n", + " 'Replaced_mode_y']" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(expanded_ct)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "f4b0647c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['source',\n", + " 'end_ts',\n", + " 'end_fmt_time',\n", + " 'end_loc',\n", + " 'raw_trip',\n", + " 'start_ts',\n", + " 'start_fmt_time',\n", + " 'start_loc',\n", + " 'duration',\n", + " 'distance',\n", + " 'start_place',\n", + " 'end_place',\n", + " 'cleaned_trip',\n", + " 'inferred_labels',\n", + " 'inferred_trip',\n", + " 'expectation',\n", + " 'confidence_threshold',\n", + " 'expected_trip',\n", + " 'user_input',\n", + " 'year',\n", + " 'month',\n", + " 'day',\n", + " 'start_local_dt_hour',\n", + " 'start_local_dt_minute',\n", + " 'start_local_dt_second',\n", + " 'start_local_dt_weekday',\n", + " 'start_local_dt_timezone',\n", + " 'end_local_dt_year',\n", + " 'end_local_dt_month',\n", + " 'end_local_dt_day',\n", + " 'end_local_dt_hour',\n", + " 'end_local_dt_minute',\n", + " 'end_local_dt_second',\n", + " 'end_local_dt_weekday',\n", + " 'end_local_dt_timezone',\n", + " '_id',\n", + " 'user_id',\n", + " 'metadata_write_ts',\n", + " 'mode_confirm',\n", + " 'purpose_confirm',\n", + " 'replaced_mode',\n", + " 'distance_miles',\n", + " 'Mode_confirm',\n", + " 'Replaced_mode_x',\n", + " 'Trip_purpose',\n", + " 'user_id_str',\n", + " 'program',\n", + " 'opcode',\n", + " 'distance_km',\n", + " 'user_id_socio',\n", + " 'Timestamp',\n", + " 'AGE',\n", + " 'GENDER',\n", + " \"Do you have a valid driver's license?\",\n", + " 'STUDENT',\n", + " 'What is the highest grade or degree that you have completed?',\n", + " 'Do you work for either pay or profit?',\n", + " 'Do you have more than one job?',\n", + " 'Do you work full-time or part-time at your primary job?',\n", + " 'Which best describes your primary job?',\n", + " 'How did you usually get to your primary job last week? ',\n", + " 'Thinking about your daily commute to work last week, how many minutes did it usually take to get from home to the primary job/work place?',\n", + " 'At your primary job, do you have the ability to set or change your own start time?',\n", + " 'Do you have the option of working from home or an alternate location instead of going into your primary work place?',\n", + " 'How many days per week do you usually work from home or an alternate location?',\n", + " 'Which one below describe you best?',\n", + " 'Do you own or rent your place of residence?',\n", + " 'What is your home type?',\n", + " 'HHINC',\n", + " 'HHSIZE',\n", + " 'CHILDREN',\n", + " \"Including yourself, how many people have a driver's license in your household?\",\n", + " 'VEH',\n", + " 'available_modes',\n", + " 'Do you have a medical condition that makes it difficult to travel outside of the home?',\n", + " 'How long have you had this condition?',\n", + " 'date_time',\n", + " 'WORKERS',\n", + " 'is_ebike',\n", + " 'HHINC_NUM',\n", + " 'PINC',\n", + " 'Mode',\n", + " 'PINC_NUM',\n", + " 'VEH_num',\n", + " 'DRIVERS',\n", + " 'DRIVERS_num',\n", + " 'veh_per_driver',\n", + " 'Replaced_mode']" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expanded_ct = expanded_ct.rename(columns={'Mode_confirm_y': 'Mode_confirm'})\n", + "expanded_ct = expanded_ct.rename(columns={'Replaced_mode_y': 'Replaced_mode'})\n", + "list(expanded_ct)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "a6c74667", + "metadata": {}, + "outputs": [], + "source": [ + "expanded_ct = add_energy_impact(expanded_ct, df_ei, dic_fuel) if len(expanded_ct) > 0 else expanded_ct" + ] + }, + { + "cell_type": "markdown", + "id": "parallel-patch", + "metadata": {}, + "source": [ + "## Collect Data From Database" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "sufficient-kingston", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "expanded_ct, file_suffix, quality_text, debug_df = load_viz_notebook_data(year,\n", + " month,\n", + " program,\n", + " study_type,\n", + " dic_re,\n", + " dic_pur=dic_pur,\n", + " include_test_users=include_test_users)\n", + "# CASE 1 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867 \n", + "expanded_ct = add_energy_impact(expanded_ct, df_ei, dic_fuel) if len(expanded_ct) > 0 else expanded_ct" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "625872b0", + "metadata": {}, + "outputs": [], + "source": [ + "if 'mode_confirm' in expanded_ct.columns:\n", + " mode_of_interest_df = expanded_ct.query(f\"mode_confirm == '{mode_of_interest}'\")\n", + " debug_df.loc[f\"{mode_of_interest}_trips\"] = len(mode_of_interest_df)\n", + " debug_df.loc[f\"{mode_of_interest}_trips_with_replaced_mode\"] = scaffolding.trip_label_count(\"Replaced_mode\", mode_of_interest_df)" + ] + }, + { + "cell_type": "markdown", + "id": "caring-aruba", + "metadata": {}, + "source": [ + "## Energy Impacts Relative to Specific Mode" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "blessed-leader", + "metadata": {}, + "outputs": [], + "source": [ + "# CASE 2 of https://github.com/e-mission/em-public-dashboard/issues/69#issuecomment-1256835867\n", + "data_eb = expanded_ct.query(f\"Mode_confirm == '{mode_of_interest}'\") if \"Mode_confirm\" in expanded_ct.columns else expanded_ct" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "8b1e37df", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sourceend_tsend_fmt_timeend_locraw_tripstart_tsstart_fmt_timestart_locdurationdistance...Mode_confirm_EI(kWH)Mode_confirm_lb_CO2Replaced_mode_fuelei_Replaced_modeCO2_Replaced_modeei_trip_Replaced_modeReplaced_mode_EI(kWH)Energy_Impact(kWH)Replaced_mode_lb_CO2CO2_Impact(lb)
0DwellSegmentationTimeFilter16298714572021-08-25T00:04:16.898000-06:00{'type': 'Point', 'coordinates': [-107.8611981...6125ee087a779613738ad16c2021-08-25 05:55:19.566900969+00:002021-08-24T23:55:19.566901-06:00{'type': 'Point', 'coordinates': [-107.8805606...8.9555182562.681518...0.0349550.040758human_powered0.00.00.00.000000-0.0350.000000-0.041
1DwellSegmentationTimeFilter16299003222021-08-25T08:05:21.637000-06:00{'type': 'Point', 'coordinates': [-107.8810375...61265e8906e4c6c000ae237a2021-08-25 13:58:47+00:002021-08-25T07:58:47-06:00{'type': 'Point', 'coordinates': [-107.8664569...6.5772831743.571028...0.0237820.027730human_powered0.00.00.00.000000-0.0240.000000-0.028
2DwellSegmentationTimeFilter16299289462021-08-25T16:02:26.349000-06:00{'type': 'Point', 'coordinates': [-107.8805793...6126cefe5e9a33350c3addfa2021-08-25 20:41:40.855815172+00:002021-08-25T14:41:40.855815-06:00{'type': 'Point', 'coordinates': [-107.8810375...80.758220488.472968...0.0066630.007769human_powered0.00.00.00.000000-0.0070.000000-0.008
3DwellSegmentationTimeFilter16299325152021-08-25T17:01:55-06:00{'type': 'Point', 'coordinates': [-107.8812319...6126dd19626dbb8489f593a32021-08-25 22:04:20.041023493+00:002021-08-25T16:04:20.041024-06:00{'type': 'Point', 'coordinates': [-107.8805793...57.582650217.642664...0.0029690.003461human_powered0.00.00.00.000000-0.0030.000000-0.003
4DwellSegmentationTimeFilter16299345362021-08-25T17:35:36.408000-06:00{'type': 'Point', 'coordinates': [-107.8611821...6126dd19626dbb8489f593a52021-08-25 23:27:29.197175264+00:002021-08-25T17:27:29.197175-06:00{'type': 'Point', 'coordinates': [-107.8812319...8.1201802406.394251...0.0328230.038272human_powered0.00.00.00.000000-0.0330.000000-0.038
..................................................................
61490DwellSegmentationDistFilter16674143892022-11-02T12:39:48.999104-06:00{'type': 'Point', 'coordinates': [-106.3739525...6362c7005d867f05e387ccfa2022-11-02 18:14:03.438604593+00:002022-11-02T12:14:03.438605-06:00{'type': 'Point', 'coordinates': [-106.3841716...25.7593421255.506665...0.0171250.019968diesel4560.0161.30.01.0402761.0230.5725450.553
61491DwellSegmentationDistFilter16674165142022-11-02T13:15:13.623879-06:00{'type': 'Point', 'coordinates': [-106.3822104...6362c7005d867f05e387ccfc2022-11-02 18:56:53.295839310+00:002022-11-02T12:56:53.295839-06:00{'type': 'Point', 'coordinates': [-106.3739525...18.3388011406.704065...0.0191870.022373diesel4560.0161.30.01.1655531.1460.6414960.619
61493DwellSegmentationDistFilter16674481452022-11-02T22:02:25.142903-06:00{'type': 'Point', 'coordinates': [-106.3806151...63634568b80d9c8871fde7192022-11-03 03:55:09.275525808+00:002022-11-02T21:55:09.275526-06:00{'type': 'Point', 'coordinates': [-106.3828356...7.264456841.375442...0.0114760.013381diesel4560.0161.30.00.6971390.6860.3836900.370
61494DwellSegmentationDistFilter16675039572022-11-03T13:32:36.860492-06:00{'type': 'Point', 'coordinates': [-106.3824186...636418a14e0e9621344706c02022-11-03 19:10:35.899986744+00:002022-11-03T13:10:35.899987-06:00{'type': 'Point', 'coordinates': [-106.3806151...22.0160081069.953308...0.0145940.017017diesel4560.0161.30.00.8865320.8720.4879280.471
61495DwellSegmentationDistFilter16679358452022-11-08T12:30:44.712616-07:00{'type': 'Point', 'coordinates': [-106.3837965...636ab049d95c00d49d1c45562022-11-08 18:46:06.915710449+00:002022-11-08T11:46:06.915710-07:00{'type': 'Point', 'coordinates': [-106.3824186...44.6299481234.431869...0.0168380.019633diesel4560.0161.30.01.0228141.0060.5629350.543
\n", + "

17348 rows × 102 columns

\n", + "
" + ], + "text/plain": [ + " source end_ts \\\n", + "0 DwellSegmentationTimeFilter 1629871457 \n", + "1 DwellSegmentationTimeFilter 1629900322 \n", + "2 DwellSegmentationTimeFilter 1629928946 \n", + "3 DwellSegmentationTimeFilter 1629932515 \n", + "4 DwellSegmentationTimeFilter 1629934536 \n", + "... ... ... \n", + "61490 DwellSegmentationDistFilter 1667414389 \n", + "61491 DwellSegmentationDistFilter 1667416514 \n", + "61493 DwellSegmentationDistFilter 1667448145 \n", + "61494 DwellSegmentationDistFilter 1667503957 \n", + "61495 DwellSegmentationDistFilter 1667935845 \n", + "\n", + " end_fmt_time \\\n", + "0 2021-08-25T00:04:16.898000-06:00 \n", + "1 2021-08-25T08:05:21.637000-06:00 \n", + "2 2021-08-25T16:02:26.349000-06:00 \n", + "3 2021-08-25T17:01:55-06:00 \n", + "4 2021-08-25T17:35:36.408000-06:00 \n", + "... ... \n", + "61490 2022-11-02T12:39:48.999104-06:00 \n", + "61491 2022-11-02T13:15:13.623879-06:00 \n", + "61493 2022-11-02T22:02:25.142903-06:00 \n", + "61494 2022-11-03T13:32:36.860492-06:00 \n", + "61495 2022-11-08T12:30:44.712616-07:00 \n", + "\n", + " end_loc \\\n", + "0 {'type': 'Point', 'coordinates': [-107.8611981... \n", + "1 {'type': 'Point', 'coordinates': [-107.8810375... \n", + "2 {'type': 'Point', 'coordinates': [-107.8805793... \n", + "3 {'type': 'Point', 'coordinates': [-107.8812319... \n", + "4 {'type': 'Point', 'coordinates': [-107.8611821... \n", + "... ... \n", + "61490 {'type': 'Point', 'coordinates': [-106.3739525... \n", + "61491 {'type': 'Point', 'coordinates': [-106.3822104... \n", + "61493 {'type': 'Point', 'coordinates': [-106.3806151... \n", + "61494 {'type': 'Point', 'coordinates': [-106.3824186... \n", + "61495 {'type': 'Point', 'coordinates': [-106.3837965... \n", + "\n", + " raw_trip start_ts \\\n", + "0 6125ee087a779613738ad16c 2021-08-25 05:55:19.566900969+00:00 \n", + "1 61265e8906e4c6c000ae237a 2021-08-25 13:58:47+00:00 \n", + "2 6126cefe5e9a33350c3addfa 2021-08-25 20:41:40.855815172+00:00 \n", + "3 6126dd19626dbb8489f593a3 2021-08-25 22:04:20.041023493+00:00 \n", + "4 6126dd19626dbb8489f593a5 2021-08-25 23:27:29.197175264+00:00 \n", + "... ... ... \n", + "61490 6362c7005d867f05e387ccfa 2022-11-02 18:14:03.438604593+00:00 \n", + "61491 6362c7005d867f05e387ccfc 2022-11-02 18:56:53.295839310+00:00 \n", + "61493 63634568b80d9c8871fde719 2022-11-03 03:55:09.275525808+00:00 \n", + "61494 636418a14e0e9621344706c0 2022-11-03 19:10:35.899986744+00:00 \n", + "61495 636ab049d95c00d49d1c4556 2022-11-08 18:46:06.915710449+00:00 \n", + "\n", + " start_fmt_time \\\n", + "0 2021-08-24T23:55:19.566901-06:00 \n", + "1 2021-08-25T07:58:47-06:00 \n", + "2 2021-08-25T14:41:40.855815-06:00 \n", + "3 2021-08-25T16:04:20.041024-06:00 \n", + "4 2021-08-25T17:27:29.197175-06:00 \n", + "... ... \n", + "61490 2022-11-02T12:14:03.438605-06:00 \n", + "61491 2022-11-02T12:56:53.295839-06:00 \n", + "61493 2022-11-02T21:55:09.275526-06:00 \n", + "61494 2022-11-03T13:10:35.899987-06:00 \n", + "61495 2022-11-08T11:46:06.915710-07:00 \n", + "\n", + " start_loc duration \\\n", + "0 {'type': 'Point', 'coordinates': [-107.8805606... 8.955518 \n", + "1 {'type': 'Point', 'coordinates': [-107.8664569... 6.577283 \n", + "2 {'type': 'Point', 'coordinates': [-107.8810375... 80.758220 \n", + "3 {'type': 'Point', 'coordinates': [-107.8805793... 57.582650 \n", + "4 {'type': 'Point', 'coordinates': [-107.8812319... 8.120180 \n", + "... ... ... \n", + "61490 {'type': 'Point', 'coordinates': [-106.3841716... 25.759342 \n", + "61491 {'type': 'Point', 'coordinates': [-106.3739525... 18.338801 \n", + "61493 {'type': 'Point', 'coordinates': [-106.3828356... 7.264456 \n", + "61494 {'type': 'Point', 'coordinates': [-106.3806151... 22.016008 \n", + "61495 {'type': 'Point', 'coordinates': [-106.3824186... 44.629948 \n", + "\n", + " distance ... Mode_confirm_EI(kWH) Mode_confirm_lb_CO2 \\\n", + "0 2562.681518 ... 0.034955 0.040758 \n", + "1 1743.571028 ... 0.023782 0.027730 \n", + "2 488.472968 ... 0.006663 0.007769 \n", + "3 217.642664 ... 0.002969 0.003461 \n", + "4 2406.394251 ... 0.032823 0.038272 \n", + "... ... ... ... ... \n", + "61490 1255.506665 ... 0.017125 0.019968 \n", + "61491 1406.704065 ... 0.019187 0.022373 \n", + "61493 841.375442 ... 0.011476 0.013381 \n", + "61494 1069.953308 ... 0.014594 0.017017 \n", + "61495 1234.431869 ... 0.016838 0.019633 \n", + "\n", + " Replaced_mode_fuel ei_Replaced_mode CO2_Replaced_mode \\\n", + "0 human_powered 0.0 0.0 \n", + "1 human_powered 0.0 0.0 \n", + "2 human_powered 0.0 0.0 \n", + "3 human_powered 0.0 0.0 \n", + "4 human_powered 0.0 0.0 \n", + "... ... ... ... \n", + "61490 diesel 4560.0 161.3 \n", + "61491 diesel 4560.0 161.3 \n", + "61493 diesel 4560.0 161.3 \n", + "61494 diesel 4560.0 161.3 \n", + "61495 diesel 4560.0 161.3 \n", + "\n", + " ei_trip_Replaced_mode Replaced_mode_EI(kWH) Energy_Impact(kWH) \\\n", + "0 0.0 0.000000 -0.035 \n", + "1 0.0 0.000000 -0.024 \n", + "2 0.0 0.000000 -0.007 \n", + "3 0.0 0.000000 -0.003 \n", + "4 0.0 0.000000 -0.033 \n", + "... ... ... ... \n", + "61490 0.0 1.040276 1.023 \n", + "61491 0.0 1.165553 1.146 \n", + "61493 0.0 0.697139 0.686 \n", + "61494 0.0 0.886532 0.872 \n", + "61495 0.0 1.022814 1.006 \n", + "\n", + " Replaced_mode_lb_CO2 CO2_Impact(lb) \n", + "0 0.000000 -0.041 \n", + "1 0.000000 -0.028 \n", + "2 0.000000 -0.008 \n", + "3 0.000000 -0.003 \n", + "4 0.000000 -0.038 \n", + "... ... ... \n", + "61490 0.572545 0.553 \n", + "61491 0.641496 0.619 \n", + "61493 0.383690 0.370 \n", + "61494 0.487928 0.471 \n", + "61495 0.562935 0.543 \n", + "\n", + "[17348 rows x 102 columns]" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_eb" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "bf9c0bca", + "metadata": {}, + "outputs": [], + "source": [ + "data_eb.to_csv(\"data_eb.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "seeing-court", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Based on 17348 confirmed E-bike trips from 120 users\n", + "of 61496 total confirmed trips from 122 users (28.21%)\n" + ] + } + ], + "source": [ + "quality_text = get_quality_text(expanded_ct, data_eb, mode_of_interest)" + ] + }, + { + "cell_type": "markdown", + "id": "advanced-complexity", + "metadata": {}, + "source": [ + "### Sketch of energy impact by trips for specified mode" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "dense-programmer", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'debug_df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 17\u001b[0m \u001b[0mplot_title\u001b[0m\u001b[1;33m=\u001b[0m \u001b[0mplot_title_no_quality\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34mf\"\\n Contribution by replaced mode towards a total of {net_energy_saved}(kWH)\\n\"\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mquality_text\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 18\u001b[1;33m \u001b[0menergy_impact\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mplot_title\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mfile_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 19\u001b[0m \u001b[0malt_text\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstore_alt_text_bar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfile_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplot_title\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Documents\\GitHub\\ceo_analysis\\viz_scripts\\plots.py\u001b[0m in \u001b[0;36menergy_impact\u001b[1;34m(x, y, color, plot_title, file_name)\u001b[0m\n\u001b[0;32m 181\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mobjects\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhandles\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpatches\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mloc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'upper right'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mborderaxespad\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfontsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m15\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mframeon\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 182\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mSAVE_DIR\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mfile_name\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m\".png\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbbox_inches\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'tight'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 183\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\pyplot.py\u001b[0m in \u001b[0;36msavefig\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 976\u001b[0m \u001b[0mfig\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgcf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 977\u001b[1;33m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 978\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdraw_idle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# need this if 'transparent=True' to reset colors\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\figure.py\u001b[0m in \u001b[0;36msavefig\u001b[1;34m(self, fname, transparent, **kwargs)\u001b[0m\n\u001b[0;32m 3057\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3058\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3059\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[1;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[0;32m 2324\u001b[0m \u001b[0mbbox_inches_restore\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2325\u001b[1;33m **kwargs)\n\u001b[0m\u001b[0;32m 2326\u001b[0m \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 1647\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1648\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1649\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\_api\\deprecation.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*inner_args, **inner_kwargs)\u001b[0m\n\u001b[0;32m 414\u001b[0m **kwargs)\n\u001b[1;32m--> 415\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minner_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0minner_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 416\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[1;34m(self, filename_or_obj, metadata, pil_kwargs, *args)\u001b[0m\n\u001b[0;32m 542\u001b[0m \u001b[0mfilename_or_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuffer_rgba\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"png\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"upper\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 543\u001b[1;33m dpi=self.figure.dpi, metadata=metadata, pil_kwargs=pil_kwargs)\n\u001b[0m\u001b[0;32m 544\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\image.py\u001b[0m in \u001b[0;36mimsave\u001b[1;34m(fname, arr, vmin, vmax, cmap, format, origin, dpi, metadata, pil_kwargs)\u001b[0m\n\u001b[0;32m 1674\u001b[0m \u001b[0mpil_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"dpi\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mdpi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1675\u001b[1;33m \u001b[0mimage\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mpil_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1676\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\PIL\\Image.py\u001b[0m in \u001b[0;36msave\u001b[1;34m(self, fp, format, **params)\u001b[0m\n\u001b[0;32m 2316\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2317\u001b[1;33m \u001b[0mfp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuiltins\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"w+b\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2318\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/plots/sketch_energy_impact_E-bike%s.png'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[0malt_text\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstore_alt_text_bar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfile_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplot_title\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 20\u001b[0m \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 21\u001b[1;33m \u001b[0mgenerate_missing_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mplot_title_no_quality\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdebug_df\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mfile_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 22\u001b[0m \u001b[0malt_text\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstore_alt_text_missing\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdebug_df\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfile_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplot_title_no_quality\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'debug_df' is not defined" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ebei : ebike energy impact\n", + "plot_title_no_quality=f\"Sketch of Energy Impact of {mode_of_interest} trips\"\n", + "file_name =f'sketch_energy_impact_{mode_of_interest}%s'\n", + " \n", + "try:\n", + " ebei=data_eb.groupby('Replaced_mode').agg({'Energy_Impact(kWH)': ['sum', 'mean']},)\n", + " ebei.columns = ['Sketch of Total Energy_Impact(kWH)', 'Sketch of Average Energy_Impact(kWH)']\n", + " ebei= ebei.reset_index()\n", + " ebei = ebei.sort_values(by=['Sketch of Total Energy_Impact(kWH)'], ascending=False)\n", + " ebei['boolean'] = ebei['Sketch of Total Energy_Impact(kWH)'] > 0\n", + " net_energy_saved = round(sum(ebei['Sketch of Total Energy_Impact(kWH)']), 2)\n", + "\n", + " x = ebei['Sketch of Total Energy_Impact(kWH)']\n", + " y = ebei['Replaced_mode']\n", + " color =ebei['boolean']\n", + "\n", + " plot_title= plot_title_no_quality+f\"\\n Contribution by replaced mode towards a total of {net_energy_saved}(kWH)\\n\"+quality_text\n", + " energy_impact(x,y,color,plot_title,file_name)\n", + " alt_text = store_alt_text_bar(pd.DataFrame(x.values,y), file_name, plot_title)\n", + "except:\n", + " generate_missing_plot(plot_title_no_quality,debug_df,file_name)\n", + " alt_text = store_alt_text_missing(debug_df, file_name, plot_title_no_quality)" + ] + }, + { + "cell_type": "markdown", + "id": "strategic-sheet", + "metadata": {}, + "source": [ + "### Sketch of CO2 emissions impact by trips of specified mode" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c22707b4", + "metadata": {}, + "outputs": [], + "source": [ + "plot_title_no_quality=f\"Sketch of Total Pounds of CO2 Emissions of {mode_of_interest} trips\"\n", + "file_name =f'sketch_CO2impact_{mode_of_interest}%s'\n", + "\n", + "try:\n", + " ebco2=data_eb.groupby('Replaced_mode').agg({'CO2_Impact(lb)': ['sum', 'mean']},)\n", + " ebco2.columns = ['total_lb_CO2_emissions', 'average_lb_CO2_emission']\n", + " ebco2 = ebco2.reset_index()\n", + " ebco2 = ebco2.sort_values(by=['total_lb_CO2_emissions'], ascending=False)\n", + " ebco2['boolean'] = ebco2['total_lb_CO2_emissions'] > 0\n", + " net_CO2_emissions = round(sum(ebco2['total_lb_CO2_emissions']), 2)\n", + "\n", + " x = ebco2['total_lb_CO2_emissions']\n", + " y = ebco2['Replaced_mode']\n", + " color = ebco2['boolean']\n", + "\n", + " plot_title= plot_title_no_quality+f\"\\n Contribution by replaced mode towards a total of {net_CO2_emissions}(lb CO2 Emissions )\\n\"+quality_text\n", + " CO2_impact(x,y,color,plot_title,file_name)\n", + " alt_text = store_alt_text_bar(pd.DataFrame(x.values,y), file_name, plot_title)\n", + "except:\n", + " generate_missing_plot(plot_title_no_quality,debug_df,file_name)\n", + " alt_text = store_alt_text_missing(debug_df, file_name, plot_title_no_quality)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9ce6db13", + "metadata": {}, + "outputs": [], + "source": [ + "plot_title_no_quality=f\"Sketch of Total Pounds of CO2 Emissions of {mode_of_interest} trips\"\n", + "file_name =f'sketch_CO2impact_{mode_of_interest}%s'\n", + "\n", + "try:\n", + " ebco2=data_eb.groupby('Replaced_mode').agg({'CO2_Impact(lb)': ['sum', 'mean']},)\n", + " ebco2.columns = ['total_lb_CO2_emissions', 'average_lb_CO2_emission']\n", + " ebco2 = ebco2.reset_index()\n", + " ebco2 = ebco2.sort_values(by=['total_lb_CO2_emissions'], ascending=False)\n", + " ebco2['boolean'] = ebco2['total_lb_CO2_emissions'] > 0\n", + " net_CO2_emissions = round(sum(ebco2['total_lb_CO2_emissions']), 2)\n", + "\n", + " x = ebco2['total_lb_CO2_emissions']\n", + " y = ebco2['Replaced_mode']\n", + " color = ebco2['boolean']\n", + "\n", + " fig_size=(15,10)\n", + " plot_title= plot_title_no_quality+f\"\\n Contribution by replaced mode towards a total of {net_CO2_emissions}(lb CO2 Emissions )\\n\"+quality_text\n", + " CO2_impact(x,y,color,plot_title,file_name)\n", + " alt_text = store_alt_text_bar(pd.DataFrame(x.values,y), file_name, plot_title)\n", + "except Exception as e:\n", + " print(e)\n", + " generate_missing_plot(plot_title_no_quality,debug_df,file_name)\n", + " alt_text = store_alt_text_missing(debug_df, file_name, plot_title_no_quality)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f1069fd9", + "metadata": {}, + "outputs": [], + "source": [ + "ebco2=data_eb.groupby('Replaced_mode').agg({'CO2_Impact(lb)': ['sum', 'mean']},)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "90ad7535", + "metadata": {}, + "outputs": [], + "source": [ + "ebco2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "25f2552f", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "7ba48922", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# How ebike mileage changes over time\n", + "plot_data = expanded_ct.copy()\n", + "plot_data ['date'] = pd.to_datetime(plot_data['date_time'])\n", + "t1 = plot_data.groupby(['user_id','date','Replaced_mode'], as_index=False).sum()[['user_id','date','Replaced_mode','Energy_Impact(kWH)']]\n", + "t1['Energy_Impact(kWH)'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id','date'], as_index=False).sum()[['user_id','date','Energy_Impact(kWH)']]\n", + "plot_data = t1.merge(t2, on=['user_id','date'])\n", + "plot_data['proportion'] = plot_data['Energy_Impact(kWH)_x'] / plot_data['Energy_Impact(kWH)_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "#plot_data = plot_data[plot_data['Replaced_mode']=='E-bike']\n", + "plot_data = plot_data[plot_data['Energy_Impact(kWH)_y'].notnull()]\n", + "\n", + "plot_title = 'E-Bike Mileage Proportion Over Time'\n", + "ylab = 'Proportion of Daily Miles'\n", + "fig, ax = plt.subplots(figsize=(16,4))\n", + "sns.lineplot(data=plot_data, x='date', y='proportion', estimator=np.mean).set(title=plot_title, xlabel='Date', ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "34bf88f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
user_iddateReplaced_modeEnergy_Impact(kWH)_xEnergy_Impact(kWH)_yproportion
00154d714-3928-4c34-b865-e5a417cd48af2021-10-15 23:20:00Gas Car, with others0.1000.1001.000000
10154d714-3928-4c34-b865-e5a417cd48af2021-10-17 00:20:00Gas Car, drove alone1.3744.0970.335367
20154d714-3928-4c34-b865-e5a417cd48af2021-10-17 00:20:00Gas Car, with others2.7234.0970.664633
30154d714-3928-4c34-b865-e5a417cd48af2021-10-18 01:20:00Gas Car, drove alone71.99976.7860.937658
40154d714-3928-4c34-b865-e5a417cd48af2021-10-18 01:20:00Gas Car, with others4.78776.7860.062342
.....................
23239feb1d940-cd36-47d1-a101-580c2a3b3f8c2022-04-02 00:40:00Gas Car, drove alone56.04756.0471.000000
23240feb1d940-cd36-47d1-a101-580c2a3b3f8c2022-04-16 00:46:40No Travel-0.427-0.4271.000000
23241feb1d940-cd36-47d1-a101-580c2a3b3f8c2022-04-18 00:00:00Gas Car, drove alone2.12211.3650.186714
23242feb1d940-cd36-47d1-a101-580c2a3b3f8c2022-04-18 00:00:00Gas Car, with others9.59311.3650.844083
23243feb1d940-cd36-47d1-a101-580c2a3b3f8c2022-04-18 00:00:00No Travel-0.35011.365-0.030796
\n", + "

23244 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " user_id date \\\n", + "0 0154d714-3928-4c34-b865-e5a417cd48af 2021-10-15 23:20:00 \n", + "1 0154d714-3928-4c34-b865-e5a417cd48af 2021-10-17 00:20:00 \n", + "2 0154d714-3928-4c34-b865-e5a417cd48af 2021-10-17 00:20:00 \n", + "3 0154d714-3928-4c34-b865-e5a417cd48af 2021-10-18 01:20:00 \n", + "4 0154d714-3928-4c34-b865-e5a417cd48af 2021-10-18 01:20:00 \n", + "... ... ... \n", + "23239 feb1d940-cd36-47d1-a101-580c2a3b3f8c 2022-04-02 00:40:00 \n", + "23240 feb1d940-cd36-47d1-a101-580c2a3b3f8c 2022-04-16 00:46:40 \n", + "23241 feb1d940-cd36-47d1-a101-580c2a3b3f8c 2022-04-18 00:00:00 \n", + "23242 feb1d940-cd36-47d1-a101-580c2a3b3f8c 2022-04-18 00:00:00 \n", + "23243 feb1d940-cd36-47d1-a101-580c2a3b3f8c 2022-04-18 00:00:00 \n", + "\n", + " Replaced_mode Energy_Impact(kWH)_x Energy_Impact(kWH)_y \\\n", + "0 Gas Car, with others 0.100 0.100 \n", + "1 Gas Car, drove alone 1.374 4.097 \n", + "2 Gas Car, with others 2.723 4.097 \n", + "3 Gas Car, drove alone 71.999 76.786 \n", + "4 Gas Car, with others 4.787 76.786 \n", + "... ... ... ... \n", + "23239 Gas Car, drove alone 56.047 56.047 \n", + "23240 No Travel -0.427 -0.427 \n", + "23241 Gas Car, drove alone 2.122 11.365 \n", + "23242 Gas Car, with others 9.593 11.365 \n", + "23243 No Travel -0.350 11.365 \n", + "\n", + " proportion \n", + "0 1.000000 \n", + "1 0.335367 \n", + "2 0.664633 \n", + "3 0.937658 \n", + "4 0.062342 \n", + "... ... \n", + "23239 1.000000 \n", + "23240 1.000000 \n", + "23241 0.186714 \n", + "23242 0.844083 \n", + "23243 -0.030796 \n", + "\n", + "[23244 rows x 6 columns]" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "e5785537", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Regular Bike', 'No Travel', 'Walk', 'Gas Car, drove alone',\n", + " 'Skate board', 'Gas Car, with others', 'Bikeshare',\n", + " 'Taxi/Uber/Lyft', 'Other', 'Bus', 'Scooter share', 'E-bike',\n", + " 'Train', 'Free Shuttle'], dtype=object)" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_eb['Replaced_mode'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "3d9f96fd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sourceend_tsend_fmt_timeend_locraw_tripstart_tsstart_fmt_timestart_locdurationdistance...Mode_confirm_EI(kWH)Mode_confirm_lb_CO2Replaced_mode_fuelei_Replaced_modeCO2_Replaced_modeei_trip_Replaced_modeReplaced_mode_EI(kWH)Energy_Impact(kWH)Replaced_mode_lb_CO2CO2_Impact(lb)
200DwellSegmentationTimeFilter16299294512021-08-25T16:10:51.009000-06:00{'type': 'Point', 'coordinates': [-107.8818913...6126cefc71e4b1df50075f3e2021-08-25 21:51:21.792096376+00:002021-08-25T15:51:21.792097-06:00{'type': 'Point', 'coordinates': [-107.8746716...19.4869483648.315087...0.0497630.058024gasoline5170.0157.20.03.4272633.3771.8383451.780
257DwellSegmentationTimeFilter16313338962021-09-10T22:18:15.809000-06:00{'type': 'Point', 'coordinates': [-107.8843091...613c4986e74da1d8d201a88d2021-09-11 04:07:29+00:002021-09-10T22:07:29-06:00{'type': 'Point', 'coordinates': [-107.8749213...10.7801502600.552914...0.0354720.041360gasoline5170.0157.20.02.4429852.4081.3103901.269
346DwellSegmentationTimeFilter16334531622021-10-05T10:59:21.516000-06:00{'type': 'Point', 'coordinates': [-107.8746558...615c96bbb2d7bf9e7b93a4632021-10-05 16:53:08.682999849+00:002021-10-05T10:53:08.683000-06:00{'type': 'Point', 'coordinates': [-107.8813688...6.2138833159.721273...0.0430990.050253gasoline5170.0157.20.02.9682732.9251.5921481.542
372DwellSegmentationTimeFilter16341597872021-10-13T15:16:27.066000-06:00{'type': 'Point', 'coordinates': [-107.8803218...61675a8b80fe08bf1f2f51762021-10-13 21:08:31.607000113+00:002021-10-13T15:08:31.607000-06:00{'type': 'Point', 'coordinates': [-107.8750216...7.9243172413.172500...0.0329160.038380gasoline5170.0157.20.02.2669582.2341.2159711.178
498DwellSegmentationTimeFilter16402101822021-12-22T14:56:22.424000-07:00{'type': 'Point', 'coordinates': [-107.8815298...61c3a3988b6107023fb461fe2021-12-22 21:42:56.828258514+00:002021-12-22T14:42:56.828259-07:00{'type': 'Point', 'coordinates': [-107.8742599...13.4265963533.408358...0.0481960.056196gasoline5170.0157.20.03.3193183.2711.7804451.724
..................................................................
61188DwellSegmentationDistFilter16711201382022-12-15T09:02:18.000360-07:00{'type': 'Point', 'coordinates': [-106.3840221...639b4d976d29a8d31263f9b22022-12-15 15:19:07.092563152+00:002022-12-15T08:19:07.092563-07:00{'type': 'Point', 'coordinates': [-106.3011423...43.1817978586.709014...0.1171230.136565gasoline5170.0157.20.08.0664387.9494.3267474.190
61194DwellSegmentationDistFilter16712177032022-12-16T12:08:23.000027-07:00{'type': 'Point', 'coordinates': [-106.3841409...639cc91e41c00a229d6b367a2022-12-16 18:53:12.106752872+00:002022-12-16T11:53:12.106753-07:00{'type': 'Point', 'coordinates': [-106.3012353...15.1815557567.819077...0.1032250.120360gasoline5170.0157.20.07.1092837.0063.8133403.693
61264DwellSegmentationDistFilter16718982172022-12-24T09:10:17.144329-07:00{'type': 'Point', 'coordinates': [-106.3839806...63a7555267ed7e06a7fba7fd2022-12-24 15:51:13.832988501+00:002022-12-24T08:51:13.832989-07:00{'type': 'Point', 'coordinates': [-106.3012245...19.0551897558.980091...0.1031040.120220gasoline5170.0157.20.07.1009806.9983.8088863.689
61265DwellSegmentationDistFilter16719100982022-12-24T12:28:17.999722-07:00{'type': 'Point', 'coordinates': [-106.3840379...63a7555367ed7e06a7fba7ff2022-12-24 19:04:43.434656382+00:002022-12-24T12:04:43.434656-07:00{'type': 'Point', 'coordinates': [-106.3839806...23.5760846997.317509...0.0954430.111287gasoline5170.0157.20.06.5733496.4783.5258703.415
61266DwellSegmentationDistFilter16719235672022-12-24T16:12:47.001064-07:00{'type': 'Point', 'coordinates': [-106.3011899...63a78d8e6c5f5036c25a0e702022-12-24 22:54:55.726354599+00:002022-12-24T15:54:55.726354-07:00{'type': 'Point', 'coordinates': [-106.3840379...17.8545787858.743056...0.1071930.124987gasoline5170.0157.20.07.3825807.2753.9599333.835
\n", + "

5952 rows × 102 columns

\n", + "
" + ], + "text/plain": [ + " source end_ts \\\n", + "200 DwellSegmentationTimeFilter 1629929451 \n", + "257 DwellSegmentationTimeFilter 1631333896 \n", + "346 DwellSegmentationTimeFilter 1633453162 \n", + "372 DwellSegmentationTimeFilter 1634159787 \n", + "498 DwellSegmentationTimeFilter 1640210182 \n", + "... ... ... \n", + "61188 DwellSegmentationDistFilter 1671120138 \n", + "61194 DwellSegmentationDistFilter 1671217703 \n", + "61264 DwellSegmentationDistFilter 1671898217 \n", + "61265 DwellSegmentationDistFilter 1671910098 \n", + "61266 DwellSegmentationDistFilter 1671923567 \n", + "\n", + " end_fmt_time \\\n", + "200 2021-08-25T16:10:51.009000-06:00 \n", + "257 2021-09-10T22:18:15.809000-06:00 \n", + "346 2021-10-05T10:59:21.516000-06:00 \n", + "372 2021-10-13T15:16:27.066000-06:00 \n", + "498 2021-12-22T14:56:22.424000-07:00 \n", + "... ... \n", + "61188 2022-12-15T09:02:18.000360-07:00 \n", + "61194 2022-12-16T12:08:23.000027-07:00 \n", + "61264 2022-12-24T09:10:17.144329-07:00 \n", + "61265 2022-12-24T12:28:17.999722-07:00 \n", + "61266 2022-12-24T16:12:47.001064-07:00 \n", + "\n", + " end_loc \\\n", + "200 {'type': 'Point', 'coordinates': [-107.8818913... \n", + "257 {'type': 'Point', 'coordinates': [-107.8843091... \n", + "346 {'type': 'Point', 'coordinates': [-107.8746558... \n", + "372 {'type': 'Point', 'coordinates': [-107.8803218... \n", + "498 {'type': 'Point', 'coordinates': [-107.8815298... \n", + "... ... \n", + "61188 {'type': 'Point', 'coordinates': [-106.3840221... \n", + "61194 {'type': 'Point', 'coordinates': [-106.3841409... \n", + "61264 {'type': 'Point', 'coordinates': [-106.3839806... \n", + "61265 {'type': 'Point', 'coordinates': [-106.3840379... \n", + "61266 {'type': 'Point', 'coordinates': [-106.3011899... \n", + "\n", + " raw_trip start_ts \\\n", + "200 6126cefc71e4b1df50075f3e 2021-08-25 21:51:21.792096376+00:00 \n", + "257 613c4986e74da1d8d201a88d 2021-09-11 04:07:29+00:00 \n", + "346 615c96bbb2d7bf9e7b93a463 2021-10-05 16:53:08.682999849+00:00 \n", + "372 61675a8b80fe08bf1f2f5176 2021-10-13 21:08:31.607000113+00:00 \n", + "498 61c3a3988b6107023fb461fe 2021-12-22 21:42:56.828258514+00:00 \n", + "... ... ... \n", + "61188 639b4d976d29a8d31263f9b2 2022-12-15 15:19:07.092563152+00:00 \n", + "61194 639cc91e41c00a229d6b367a 2022-12-16 18:53:12.106752872+00:00 \n", + "61264 63a7555267ed7e06a7fba7fd 2022-12-24 15:51:13.832988501+00:00 \n", + "61265 63a7555367ed7e06a7fba7ff 2022-12-24 19:04:43.434656382+00:00 \n", + "61266 63a78d8e6c5f5036c25a0e70 2022-12-24 22:54:55.726354599+00:00 \n", + "\n", + " start_fmt_time \\\n", + "200 2021-08-25T15:51:21.792097-06:00 \n", + "257 2021-09-10T22:07:29-06:00 \n", + "346 2021-10-05T10:53:08.683000-06:00 \n", + "372 2021-10-13T15:08:31.607000-06:00 \n", + "498 2021-12-22T14:42:56.828259-07:00 \n", + "... ... \n", + "61188 2022-12-15T08:19:07.092563-07:00 \n", + "61194 2022-12-16T11:53:12.106753-07:00 \n", + "61264 2022-12-24T08:51:13.832989-07:00 \n", + "61265 2022-12-24T12:04:43.434656-07:00 \n", + "61266 2022-12-24T15:54:55.726354-07:00 \n", + "\n", + " start_loc duration \\\n", + "200 {'type': 'Point', 'coordinates': [-107.8746716... 19.486948 \n", + "257 {'type': 'Point', 'coordinates': [-107.8749213... 10.780150 \n", + "346 {'type': 'Point', 'coordinates': [-107.8813688... 6.213883 \n", + "372 {'type': 'Point', 'coordinates': [-107.8750216... 7.924317 \n", + "498 {'type': 'Point', 'coordinates': [-107.8742599... 13.426596 \n", + "... ... ... \n", + "61188 {'type': 'Point', 'coordinates': [-106.3011423... 43.181797 \n", + "61194 {'type': 'Point', 'coordinates': [-106.3012353... 15.181555 \n", + "61264 {'type': 'Point', 'coordinates': [-106.3012245... 19.055189 \n", + "61265 {'type': 'Point', 'coordinates': [-106.3839806... 23.576084 \n", + "61266 {'type': 'Point', 'coordinates': [-106.3840379... 17.854578 \n", + "\n", + " distance ... Mode_confirm_EI(kWH) Mode_confirm_lb_CO2 \\\n", + "200 3648.315087 ... 0.049763 0.058024 \n", + "257 2600.552914 ... 0.035472 0.041360 \n", + "346 3159.721273 ... 0.043099 0.050253 \n", + "372 2413.172500 ... 0.032916 0.038380 \n", + "498 3533.408358 ... 0.048196 0.056196 \n", + "... ... ... ... ... \n", + "61188 8586.709014 ... 0.117123 0.136565 \n", + "61194 7567.819077 ... 0.103225 0.120360 \n", + "61264 7558.980091 ... 0.103104 0.120220 \n", + "61265 6997.317509 ... 0.095443 0.111287 \n", + "61266 7858.743056 ... 0.107193 0.124987 \n", + "\n", + " Replaced_mode_fuel ei_Replaced_mode CO2_Replaced_mode \\\n", + "200 gasoline 5170.0 157.2 \n", + "257 gasoline 5170.0 157.2 \n", + "346 gasoline 5170.0 157.2 \n", + "372 gasoline 5170.0 157.2 \n", + "498 gasoline 5170.0 157.2 \n", + "... ... ... ... \n", + "61188 gasoline 5170.0 157.2 \n", + "61194 gasoline 5170.0 157.2 \n", + "61264 gasoline 5170.0 157.2 \n", + "61265 gasoline 5170.0 157.2 \n", + "61266 gasoline 5170.0 157.2 \n", + "\n", + " ei_trip_Replaced_mode Replaced_mode_EI(kWH) Energy_Impact(kWH) \\\n", + "200 0.0 3.427263 3.377 \n", + "257 0.0 2.442985 2.408 \n", + "346 0.0 2.968273 2.925 \n", + "372 0.0 2.266958 2.234 \n", + "498 0.0 3.319318 3.271 \n", + "... ... ... ... \n", + "61188 0.0 8.066438 7.949 \n", + "61194 0.0 7.109283 7.006 \n", + "61264 0.0 7.100980 6.998 \n", + "61265 0.0 6.573349 6.478 \n", + "61266 0.0 7.382580 7.275 \n", + "\n", + " Replaced_mode_lb_CO2 CO2_Impact(lb) \n", + "200 1.838345 1.780 \n", + "257 1.310390 1.269 \n", + "346 1.592148 1.542 \n", + "372 1.215971 1.178 \n", + "498 1.780445 1.724 \n", + "... ... ... \n", + "61188 4.326747 4.190 \n", + "61194 3.813340 3.693 \n", + "61264 3.808886 3.689 \n", + "61265 3.525870 3.415 \n", + "61266 3.959933 3.835 \n", + "\n", + "[5952 rows x 102 columns]" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_eb = data_eb.query(f\"Replaced_mode == 'Gas Car, drove alone'\") if \"Replaced_mode\" in data_eb.columns else data_eb\n", + "data_eb" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "6d5dbf5a", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], + "source": [ + "data_eb['Program'] = data_eb['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners (Durango)','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Denver North)','Vail'])" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "fb9a8a32", + "metadata": {}, + "outputs": [], + "source": [ + "#separating programs\n", + "four_corners = data_eb[data_eb.Program == \"Four Corners (Durango)\"]\n", + "community_cycles = data_eb[data_eb.Program == \"Community Cycles (Boulder)\"]\n", + "fort_collins = data_eb[data_eb.Program == \"Fort Collins\"]\n", + "pueblo = data_eb[data_eb.Program == \"Pueblo County\"]\n", + "smart_commute = data_eb[data_eb.Program == \"Smart Commute (Northridge)\"]\n", + "vail = data_eb[data_eb.Program == \"Vail\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "d509a2e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1485.63" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ebei_4c=four_corners.groupby('Replaced_mode').agg({'Energy_Impact(kWH)': ['sum', 'mean']},)\n", + "ebei_4c.columns = ['Sketch of Total Energy_Impact(kWH)', 'Sketch of Average Energy_Impact(kWH)']\n", + "ebei_4c= ebei_4c.reset_index()\n", + "ebei_4c = ebei_4c.sort_values(by=['Sketch of Total Energy_Impact(kWH)'], ascending=False)\n", + "ebei_4c['boolean'] = ebei_4c['Sketch of Total Energy_Impact(kWH)'] > 0\n", + "ebei_4c = ebei_4c.assign(Program='Four Corners')\n", + "net_energy_saved_4c = round(sum(ebei_4c['Sketch of Total Energy_Impact(kWH)']), 2)\n", + "net_energy_saved_4c" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "5ffe3012", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Replaced_modeSketch of Total Energy_Impact(kWH)Sketch of Average Energy_Impact(kWH)booleanProgram
0Gas Car, drove alone1485.6313.51213TrueFour Corners
\n", + "
" + ], + "text/plain": [ + " Replaced_mode Sketch of Total Energy_Impact(kWH) \\\n", + "0 Gas Car, drove alone 1485.631 \n", + "\n", + " Sketch of Average Energy_Impact(kWH) boolean Program \n", + "0 3.51213 True Four Corners " + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ebei_4c" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "554cb058", + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/viz_scripts/PaperVizualizations/Cemal/akciek_canbikeco_report.ipynb b/viz_scripts/PaperVizualizations/Cemal/akciek_canbikeco_report.ipynb new file mode 100644 index 00000000..aca2ff2e --- /dev/null +++ b/viz_scripts/PaperVizualizations/Cemal/akciek_canbikeco_report.ipynb @@ -0,0 +1,7887 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "worldwide-portuguese", + "metadata": {}, + "source": [ + "## Generate Static Graphs" + ] + }, + { + "cell_type": "markdown", + "id": "alive-integration", + "metadata": {}, + "source": [ + "These are the input parameters for the notebook. They will be automatically changed when the scripts to generate monthly statistics are run. You can modify them manually to generate multiple plots locally as well.\n", + "\n", + "Pass in `None` to remove the filters and plot all data. This is not recommended for production settings, but might be useful for reports based on data snapshots." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "former-luther", + "metadata": {}, + "outputs": [], + "source": [ + "year = None\n", + "month = None\n", + "program = \"prepilot\"\n", + "study_type = \"program\"\n", + "mode_of_interest = \"pilot_ebike\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "absolute-better", + "metadata": {}, + "outputs": [], + "source": [ + "SAVE_DIR = r'C:\\Users\\dakcicek\\Documents\\GitHub\\ceo_analysis\\viz_scripts\\plots'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "44ab495b", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + " \n", + "# adding emission folder to the system path\n", + "sys.path.insert(0, r\"C:\\Users\\dakcicek\\Documents\\GitHub\\e-mission-server\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "dated-compromise", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "URL not formatted, defaulting to \"Stage_database\"\n", + "Connecting to database URL db\n" + ] + } + ], + "source": [ + "from collections import defaultdict\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from sklearn import linear_model\n", + "\n", + "import emission.core.get_database as edb\n", + "from plots import *\n", + "import scaffolding\n", + "\n", + "sns.set_style(\"whitegrid\")\n", + "sns.set()\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2b21136d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import plots\n", + "import importlib\n", + "importlib.reload(plots)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "assisted-mathematics", + "metadata": {}, + "outputs": [], + "source": [ + "# Do not run this notebook at all unless it is for a program; nbclient will run up through this cell\n", + "if study_type != \"program\":\n", + " raise Exception(\"The plots in this notebook are only relevant to programs\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "cathedral-scanning", + "metadata": {}, + "outputs": [], + "source": [ + "# Loading mapping dictionaries from mapping_dictionaries notebook\n", + "%store -r df_ei\n", + "%store -r dic_re\n", + "%store -r dic_pur\n", + "%store -r dic_fuel\n", + "\n", + "# convert a dictionary to a defaultdict\n", + "dic_re = defaultdict(lambda: 'Other',dic_re)\n", + "dic_pur = defaultdict(lambda: 'Other',dic_pur)\n", + "dic_fuel = defaultdict(lambda: 'Other',dic_fuel)" + ] + }, + { + "cell_type": "markdown", + "id": "cb53421a", + "metadata": {}, + "source": [ + "## Get UUIDs by Program" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e427fd24", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found new program stage, creating new list\n", + "Found new program 4c, creating new list\n", + "Found new program cc, creating new list\n", + "Found new program fc, creating new list\n", + "Found new program pc, creating new list\n", + "Found new program sc, creating new list\n", + "Found new program vail, creating new list\n", + "Found new program prepilot, creating new list\n" + ] + } + ], + "source": [ + "# Split UUIDs by program\n", + "program_uuid_map = {}\n", + "for ue in edb.get_uuid_db().find():\n", + " program = ue['user_email'].split(\"_\")[0]\n", + " if program in program_uuid_map.keys():\n", + " program_uuid_map[program].append(str(ue['uuid']))\n", + " else:\n", + " print(f\"Found new program {program}, creating new list\")\n", + " program_uuid_map[program] = []\n", + " program_uuid_map[program].append(str(ue['uuid']))\n", + "\n", + "uuid_program_list = []\n", + "for ue in edb.get_uuid_db().find():\n", + " program = ue['user_email'].split(\"_\")[0]\n", + " uuid_program_list.append({\"program\": program, \"opcode\": ue[\"user_email\"], \"user_id_str\": str(ue['uuid'])})" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a0401629", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
programopcodeuser_id_str
0stagestage_-o7_9mpIOG02bc8ca71-7d0f-4930-ba2c-cf97f7dceaea
1stagestage_HiPajVSJhscb0c98c51-4bb9-4c67-9ec3-7814cfbdfc82
2stagestage_9fVPYzQDo6Qd4376620-fbcd-4aab-95bf-8c2e0ecf9adf
3stagestage_qaFAEe8DY7k802667b6-371f-45b2-9c7a-bb051244836a
4stagestage_rDuumFma4Ao1fdbfb17-5168-445a-8c2b-14efd528ccdd
\n", + "
" + ], + "text/plain": [ + " program opcode user_id_str\n", + "0 stage stage_-o7_9mpIOG0 2bc8ca71-7d0f-4930-ba2c-cf97f7dceaea\n", + "1 stage stage_HiPajVSJhsc b0c98c51-4bb9-4c67-9ec3-7814cfbdfc82\n", + "2 stage stage_9fVPYzQDo6Q d4376620-fbcd-4aab-95bf-8c2e0ecf9adf\n", + "3 stage stage_qaFAEe8DY7k 802667b6-371f-45b2-9c7a-bb051244836a\n", + "4 stage stage_rDuumFma4Ao 1fdbfb17-5168-445a-8c2b-14efd528ccdd" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "uuid_program_df = pd.DataFrame.from_dict(uuid_program_list)\n", + "uuid_program_df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "built-occupation", + "metadata": {}, + "source": [ + "## Collect Data From Database" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "empty-intensity", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "expanded_ct, file_suffix, quality_text = scaffolding.load_viz_notebook_data(year,\n", + " month,\n", + " program,\n", + " study_type,\n", + " dic_re,\n", + " dic_pur=dic_pur)\n", + "expanded_ct = scaffolding.add_energy_labels(expanded_ct, df_ei, dic_fuel)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "12c0c503", + "metadata": {}, + "outputs": [], + "source": [ + "file_suffix = '_all'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6c7f2021", + "metadata": {}, + "outputs": [], + "source": [ + "# Join to the program df to get each user's program\n", + "expanded_ct = expanded_ct.merge(uuid_program_df, on='user_id_str')" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3b881f15", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\sklearn\\linear_model\\least_angle.py:30: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " method='lar', copy_X=True, eps=np.finfo(np.float).eps,\n", + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\sklearn\\linear_model\\least_angle.py:167: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " method='lar', copy_X=True, eps=np.finfo(np.float).eps,\n", + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\sklearn\\linear_model\\least_angle.py:284: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " eps=np.finfo(np.float).eps, copy_Gram=True, verbose=0,\n", + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\sklearn\\linear_model\\least_angle.py:862: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " eps=np.finfo(np.float).eps, copy_X=True, fit_path=True,\n", + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\sklearn\\linear_model\\least_angle.py:1101: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " eps=np.finfo(np.float).eps, copy_X=True, fit_path=True,\n", + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\sklearn\\linear_model\\least_angle.py:1127: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " eps=np.finfo(np.float).eps, positive=False):\n", + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\sklearn\\linear_model\\least_angle.py:1362: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " max_n_alphas=1000, n_jobs=None, eps=np.finfo(np.float).eps,\n", + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\sklearn\\linear_model\\least_angle.py:1602: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " max_n_alphas=1000, n_jobs=None, eps=np.finfo(np.float).eps,\n", + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\sklearn\\linear_model\\least_angle.py:1738: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + " eps=np.finfo(np.float).eps, copy_X=True, positive=False):\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from collections import defaultdict\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from sklearn import linear_model\n", + "\n", + "#import emission.core.get_database as edb\n", + "from plots import *\n", + "#import scaffolding\n", + "\n", + "sns.set_style(\"whitegrid\")\n", + "sns.set()\n", + "%matplotlib inline\n", + "\n", + "import plots\n", + "import importlib\n", + "importlib.reload(plots)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3cc4410e", + "metadata": {}, + "outputs": [], + "source": [ + "df_pur = pd.read_csv(r'auxiliary_files/purpose_labels.csv')\n", + "df_re = pd.read_csv(r'auxiliary_files/mode_labels.csv')\n", + "df_ei = pd.read_csv(r'auxiliary_files/energy_intensity.csv')\n", + "\n", + "#dictionaries:\n", + "dic_pur = dict(zip(df_pur['purpose_confirm'],df_pur['bin_purpose'])) # bin purpose\n", + "dic_re = dict(zip(df_re['replaced_mode'],df_re['mode_clean'])) # bin modes\n", + "dic_fuel = dict(zip(df_ei['mode'],df_ei['fuel']))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b2a57c02", + "metadata": {}, + "outputs": [], + "source": [ + "#reading the trip table\n", + "#expanded_ct = pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Desktop\\\\CEO_dumps_final\\\\trip_program.csv\")\n", + "expanded_ct=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\filtered_merged_trips_2.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "720be398", + "metadata": {}, + "outputs": [], + "source": [ + "trip_program=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Desktop\\\\CEO_dumps_final\\\\trip_program.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d56661cc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['stage', '4c', 'cc', 'fc', 'pc', 'sc', 'vail', 'prepilot'],\n", + " dtype=object)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trip_program['program'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0f58e65b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "235" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trip_program['user_id'].nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "ae968100", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "92395\n" + ] + } + ], + "source": [ + "print(len(trip_program))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "36e4e567", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "81568\n" + ] + } + ], + "source": [ + "data_non_stage = trip_program[trip_program.program != \"stage\"]\n", + "print(len(data_non_stage))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "f3e8d125", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "176" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_non_stage['user_id'].nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "8c3cdc76", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "79194\n" + ] + } + ], + "source": [ + "data_non_stage_non_mini = data_non_stage[data_non_stage.program != \"prepilot\"]\n", + "print(len(data_non_stage_non_mini))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c96eac37", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "164" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_non_stage_non_mini['user_id'].nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "a32b6ce6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\emission\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3186: DtypeWarning: Columns (67,74,77) have mixed types.Specify dtype option on import or set low_memory=False.\n", + " interactivity=interactivity, compiler=compiler, result=result)\n" + ] + } + ], + "source": [ + "expanded_ct=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\expanded_ct.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "fc8ccbdf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "170" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expanded_ct['user_id'].nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "06e5046b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "75901\n" + ] + } + ], + "source": [ + "data_non_stage = expanded_ct[expanded_ct.program != \"stage\"]\n", + "print(len(data_non_stage))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "1e9b5a5f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "75684\n" + ] + } + ], + "source": [ + "data_non_stage_non_mini = data_non_stage[data_non_stage.program != \"prepilot\"]\n", + "print(len(data_non_stage_non_mini))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "6ae4c531", + "metadata": {}, + "outputs": [], + "source": [ + "expanded_ct = trip_program.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "distinguished-firmware", + "metadata": {}, + "outputs": [], + "source": [ + "# Join the expanded database data to socioeconomic data\n", + "socio_data = pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Desktop\\\\CEO_dumps_final\\\\Can Do Colorado eBike Program - en.csv\")\n", + "socio_data.rename(columns={'Unique User ID (auto-filled, do not edit)':'user_id',\n", + " 'Please identify which category represents your total household income, before taxes, for last year.':'HHINC',\n", + " 'How many motor vehicles are owned, leased, or available for regular use by the people who currently live in your household?':'VEH',\n", + " 'In which year were you born?':'AGE',\n", + " 'Including yourself, how many people live in your home?':'HHSIZE',\n", + " 'How many children under age 18 live in your home?':'CHILDREN',\n", + " 'What is your gender?':'GENDER',\n", + " 'If you were unable to use your household vehicle(s), which of the following options would be available to you to get you from place to place?':'available_modes',\n", + " 'Are you a student?':'STUDENT'}, inplace=True)\n", + "socio_data = socio_data[~socio_data.user_id.isnull()]\n", + "\n", + "# Deal with people who have multiple responses by using most recent\n", + "socio_data = socio_data.sort_values(by=['user_id', 'Timestamp'])\n", + "socio_data.drop_duplicates(subset=['user_id'], keep='last', inplace=True)\n", + "socio_data['user_id_socio'] = socio_data.user_id\n", + "socio_data = socio_data.drop(labels='user_id', axis=1)\n", + "\n", + "# Lose some trips due to people with no survey responses\n", + "expanded_ct['user_id_socio'] = expanded_ct.user_id.astype(str)\n", + "expanded_ct.user_id_socio = [i.replace('-','') for i in expanded_ct.user_id_socio] # remove all dashes from strings\n", + "expanded_ct = expanded_ct.merge(socio_data, on='user_id_socio')\n", + "#expanded_ct.to_csv(\"expanded_ct.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "35f8056f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "81547\n" + ] + } + ], + "source": [ + "print(len(expanded_ct))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "electronic-chest", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Optionally initialize from saved dataset\n", + "#data = pd.read_csv(\"expanded_ct.csv\")\n", + "# Or continue from data loaded from the database\n", + "data = expanded_ct.copy()\n", + "\n", + "# # Add non-label category\n", + "# expanded_ct['replaced_mode'] = expanded_ct['replaced_mode'].fillna('Unlabeled')\n", + "# expanded_ct.loc[expanded_ct['replaced_mode'] == 'Unlabeled', 'Replaced_mode'] = \"Unlabeled\"\n", + "\n", + "# # List of variables to keep in data but not turn into categorical number variables\n", + "# dont_categorize = ['user_id','_id','cleaned_trip']\n", + "\n", + "# # Make copy of user_id to be categorized since both versions are needed\n", + "# data['user_id_int'] = data['user_id']\n", + "\n", + "# Get timestamp from known year/month/day aggregated to days\n", + "data.rename(columns={'start_local_dt_year':'year','start_local_dt_month':'month','start_local_dt_day':'day'}, inplace=True)\n", + "data['date_time'] = pd.to_datetime(data[['year','month','day']])\n", + "\n", + "# Fix age\n", + "data['AGE'] = 2022 - data['AGE']\n", + "\n", + "# Number of workers\n", + "data['WORKERS'] = data['HHSIZE'] - data['CHILDREN']\n", + "\n", + "# Duration in minutes\n", + "data['duration'] = data['duration'] / 60\n", + "\n", + "# E-bike/not E-Bike variable\n", + "data['is_ebike'] = \"E-Bike Trips\"\n", + "data.loc[data['Mode_confirm']!=\"E-bike\", 'is_ebike'] = \"Non E-Bike Trips\"\n", + "\n", + "data = data[~data['HHINC'].isin(['Prefer not to say', '$150,000'])] # Side note why is 150k (n=7) its own bin?\n", + "data['HHINC_NUM'] = data.HHINC.replace(['Less than $24,999',\n", + " '$25,000-$49,999',\n", + " '$50,000-$99,999',\n", + " '$100,000 -$149,999',\n", + " '$150,000-$199,999',\n", + " '$200,000 or more'], [12500,37500,75000,125000,175000,250000])\n", + "\n", + "# Calculate average income per adult in the household\n", + "data['PINC'] = data['HHINC_NUM'] / data['WORKERS']\n", + "\n", + "# Combine variable categories\n", + "data = data.replace('Gas Car, drove alone', 'Car')\n", + "data = data.replace('Gas Car, with others', 'Shared Car')\n", + "data = data.replace('Bikeshare', 'Shared Micromobility')\n", + "data = data.replace('Scooter share', 'Shared Micromobility')\n", + "data = data.replace('Regular Bike', 'Personal Micromobility')\n", + "data = data.replace('Skate board', 'Personal Micromobility')\n", + "data = data.replace('Train', 'Transit')\n", + "data = data.replace('Free Shuttle', 'Transit')\n", + "data = data.replace('Bus', 'Transit')\n", + "data = data.replace('Walk', 'Walk')\n", + "data = data.replace('Taxi/Uber/Lyft', 'Ridehail')\n", + "data = data.replace('Pilot ebike', 'E-Bike')\n", + "\n", + "# Categorical type will include all days/modes in groupby even if there is no data for a particular tabulation\n", + "data.user_id = pd.Categorical(data.user_id)\n", + "data.date_time = pd.Categorical(data.date_time)\n", + "data.mode_confirm = pd.Categorical(data.mode_confirm, ordered=True, categories=np.unique(list(dic_re.keys())))\n", + "\n", + "# Add order to categorical variables\n", + "data.HHINC = pd.Categorical(data.HHINC, ordered=True, categories=['Less than $24,999',\n", + " '$25,000-$49,999',\n", + " '$50,000-$99,999'])\n", + "data['Mode'] = pd.Categorical(data.Mode_confirm, ordered=True, categories=[\n", + " 'E-bike',\n", + " 'Car',\n", + " 'Shared Car',\n", + " 'Walk',\n", + " 'Transit',\n", + " 'Personal Micromobility',\n", + " 'Shared Micromobility',\n", + " 'Ridehail',\n", + " 'Other'])\n", + "data.VEH = pd.Categorical(data.VEH, ordered=True, categories=['0','1','2','3','4+'])\n", + "data['PINC_NUM'] = data['PINC']\n", + "data.PINC = pd.cut(data.PINC, bins=[0,10000,20000,30000,40000,50000,60000,70000,999999],\n", + " labels=[\"$0-9\",\n", + " \"$10-19\",\n", + " \"$20-29\",\n", + " \"$30-39\",\n", + " \"$40-49\",\n", + " \"$50-59\",\n", + " \"$60-69\",\n", + " \"$70+\"])\n", + "\n", + "# Vehicles per driver\n", + "data['VEH_num'] = data['VEH'].replace(['1','2','3','4+'],[1,2,3,4]).astype(int)\n", + "data['DRIVERS'] = data[\"Including yourself, how many people have a driver's license in your household?\"]\n", + "data['DRIVERS_num'] = data['DRIVERS'].replace\n", + "data['veh_per_driver'] = (data['VEH_num'] / data['DRIVERS']).fillna(0)\n", + "data.loc[data['veh_per_driver']==np.inf, 'veh_per_driver'] = 0" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "known-constraint", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "74017\n", + "67702\n" + ] + } + ], + "source": [ + "# Data Filtering\n", + "print(len(data))\n", + "data = data[data['AGE']<100]\n", + "data = data[data['distance_miles']<50]\n", + "data = data[data['duration']<480]\n", + "data = data[~data['Mode_confirm'].isin(['Not a Trip'])]\n", + "data = data[~data['Replaced_mode'].isin(['Not a Trip'])]\n", + "#data = data[~data['HHINC'].isin(['Prefer not to say','$100,000 -$149,999','$150,000','$150,000-$199,999','$200,000 or more'])] # Side note why is 150k (n=7) its own bin?\n", + "#data = data[~data['VEH'].isin(['Prefer not to say / Prefiero no decir.'])]\n", + "data = data[~data['Trip_purpose'].isin(['not_a_trip'])]\n", + "#data = data[~data['available_modes'].isin(['None', 'Prefer not to say'])]\n", + "data = data[data['HHSIZE']<10]\n", + "data = data[data['HHSIZE']>data['CHILDREN']]\n", + "print(len(data))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "7fcfed84", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1657\n" + ] + } + ], + "source": [ + "a = data[data['AGE']>100]\n", + "print(len(a))" + ] + }, + { + "cell_type": "markdown", + "id": "surgical-continuity", + "metadata": {}, + "source": [ + "## Data Overview" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "romance-green", + "metadata": {}, + "outputs": [], + "source": [ + "data_eb = data.query(f\"mode_confirm == '{mode_of_interest}'\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "everyday-florida", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['source', 'end_ts', 'end_fmt_time', 'end_loc', 'raw_trip', 'start_ts',\n", + " 'start_fmt_time', 'start_loc', 'duration', 'distance',\n", + " ...\n", + " 'WORKERS', 'is_ebike', 'HHINC_NUM', 'PINC', 'Mode', 'PINC_NUM',\n", + " 'VEH_num', 'DRIVERS', 'DRIVERS_num', 'veh_per_driver'],\n", + " dtype='object', length=124)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "889a910a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "122\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
distance_milesduration
count61496.00000061496.000000
mean3.9336900.402419
std5.9914570.511518
min0.0620130.000001
25%0.7215900.152894
50%1.9835110.254833
75%4.3422400.467860
max49.9293207.991599
\n", + "
" + ], + "text/plain": [ + " distance_miles duration\n", + "count 61496.000000 61496.000000\n", + "mean 3.933690 0.402419\n", + "std 5.991457 0.511518\n", + "min 0.062013 0.000001\n", + "25% 0.721590 0.152894\n", + "50% 1.983511 0.254833\n", + "75% 4.342240 0.467860\n", + "max 49.929320 7.991599" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Summary statistics table\n", + "print(len(pd.unique(data.user_id)))\n", + "stat_data = data[['distance_miles','duration']]\n", + "stat_data.describe()" + ] + }, + { + "cell_type": "markdown", + "id": "noble-joint", + "metadata": {}, + "source": [ + "## Figures" + ] + }, + { + "cell_type": "markdown", + "id": "7b8de097", + "metadata": {}, + "source": [ + "### Program Participation" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "93e10ba9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 stage_-o7_9mpIOG0\n", + "1 stage_HiPajVSJhsc\n", + "2 stage_9fVPYzQDo6Q\n", + "3 stage_qaFAEe8DY7k\n", + "4 stage_rDuumFma4Ao\n", + " ... \n", + "279 prepilot_rhBZukxY\n", + "280 prepilot_k36cxmfA\n", + "281 prepilot_FmxVf8u6\n", + "282 prepilot_pNpK4pFg\n", + "283 prepilot_F3jxHLSW\n", + "Name: user_email, Length: 284, dtype: object" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "88 4c_Ze5Y_li7r4MOsbqj\n", + "89 4c_AGgrHoywg5gYmyL8\n", + "90 4c_Ri332Xj3DKaCrdwl\n", + "91 4c_6gzfgbVUODrbTdc_\n", + "92 4c_eJEIg2mWQYU3ISXU\n", + " ... \n", + "279 prepilot_rhBZukxY\n", + "280 prepilot_k36cxmfA\n", + "281 prepilot_FmxVf8u6\n", + "282 prepilot_pNpK4pFg\n", + "283 prepilot_F3jxHLSW\n", + "Name: user_email, Length: 196, dtype: object" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded all confirmed trips of length 241123\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sourceend_tsend_fmt_timeend_locraw_tripstart_tsstart_fmt_timestart_locdurationdistance...end_local_dt_dayend_local_dt_hourend_local_dt_minuteend_local_dt_secondend_local_dt_weekdayend_local_dt_timezone_iduser_idmetadata_write_tsadditions
0DwellSegmentationDistFilter1.629238e+092021-08-17T18:02:26.493017-04:00{'type': 'Point', 'coordinates': [-71.08788681...611c350df3bfdd5663c34e521.629237e+092021-08-17T17:51:32.998732-04:00{'type': 'Point', 'coordinates': [-71.11831245...653.4942852700.231495...17182261America/New_York611fdd6f1c25a2c3dbf7c5be8a0473ca-e53d-4720-a99c-0696cc1fb4071.629478e+09NaN
1DwellSegmentationTimeFilter1.628682e+092021-08-11T13:39:44.936000+02:00{'type': 'Point', 'coordinates': [33.7674264, ...6113bf6009f3390d387bb2111.628682e+092021-08-11T13:33:51+02:00{'type': 'Point', 'coordinates': [33.7754756, ...353.9360001368.259843...111339442Africa/Blantyre611fdd6fbc8ce4a9e39116cb0a093cbd-b536-43af-b03d-293425e84c761.629478e+09NaN
2DwellSegmentationTimeFilter1.628684e+092021-08-11T14:06:11.774000+02:00{'type': 'Point', 'coordinates': [33.7595711, ...6113cd7024f71bcfb27d7c5d1.628682e+092021-08-11T13:42:44.936000+02:00{'type': 'Point', 'coordinates': [33.7674264, ...1406.838000944.948370...11146112Africa/Blantyre611fdd6fbc8ce4a9e39116cc0a093cbd-b536-43af-b03d-293425e84c761.629478e+09NaN
3DwellSegmentationTimeFilter1.628686e+092021-08-11T14:49:37.923000+02:00{'type': 'Point', 'coordinates': [33.7673488, ...6113cd7024f71bcfb27d7c5f1.628684e+092021-08-11T14:09:11.774000+02:00{'type': 'Point', 'coordinates': [33.7595711, ...2426.149000935.565727...111449372Africa/Blantyre611fdd6fbc8ce4a9e39116cd0a093cbd-b536-43af-b03d-293425e84c761.629478e+09NaN
4DwellSegmentationTimeFilter1.628688e+092021-08-11T15:11:54.772000+02:00{'type': 'Point', 'coordinates': [33.7643828, ...6114ca95c783b3519ce45faa1.628687e+092021-08-11T15:05:28.344737+02:00{'type': 'Point', 'coordinates': [33.7673488, ...386.4272631398.167487...111511542Africa/Blantyre611fdd6fbc8ce4a9e39116ce0a093cbd-b536-43af-b03d-293425e84c761.629478e+09NaN
\n", + "

5 rows × 41 columns

\n", + "
" + ], + "text/plain": [ + " source end_ts \\\n", + "0 DwellSegmentationDistFilter 1.629238e+09 \n", + "1 DwellSegmentationTimeFilter 1.628682e+09 \n", + "2 DwellSegmentationTimeFilter 1.628684e+09 \n", + "3 DwellSegmentationTimeFilter 1.628686e+09 \n", + "4 DwellSegmentationTimeFilter 1.628688e+09 \n", + "\n", + " end_fmt_time \\\n", + "0 2021-08-17T18:02:26.493017-04:00 \n", + "1 2021-08-11T13:39:44.936000+02:00 \n", + "2 2021-08-11T14:06:11.774000+02:00 \n", + "3 2021-08-11T14:49:37.923000+02:00 \n", + "4 2021-08-11T15:11:54.772000+02:00 \n", + "\n", + " end_loc \\\n", + "0 {'type': 'Point', 'coordinates': [-71.08788681... \n", + "1 {'type': 'Point', 'coordinates': [33.7674264, ... \n", + "2 {'type': 'Point', 'coordinates': [33.7595711, ... \n", + "3 {'type': 'Point', 'coordinates': [33.7673488, ... \n", + "4 {'type': 'Point', 'coordinates': [33.7643828, ... \n", + "\n", + " raw_trip start_ts start_fmt_time \\\n", + "0 611c350df3bfdd5663c34e52 1.629237e+09 2021-08-17T17:51:32.998732-04:00 \n", + "1 6113bf6009f3390d387bb211 1.628682e+09 2021-08-11T13:33:51+02:00 \n", + "2 6113cd7024f71bcfb27d7c5d 1.628682e+09 2021-08-11T13:42:44.936000+02:00 \n", + "3 6113cd7024f71bcfb27d7c5f 1.628684e+09 2021-08-11T14:09:11.774000+02:00 \n", + "4 6114ca95c783b3519ce45faa 1.628687e+09 2021-08-11T15:05:28.344737+02:00 \n", + "\n", + " start_loc duration \\\n", + "0 {'type': 'Point', 'coordinates': [-71.11831245... 653.494285 \n", + "1 {'type': 'Point', 'coordinates': [33.7754756, ... 353.936000 \n", + "2 {'type': 'Point', 'coordinates': [33.7674264, ... 1406.838000 \n", + "3 {'type': 'Point', 'coordinates': [33.7595711, ... 2426.149000 \n", + "4 {'type': 'Point', 'coordinates': [33.7673488, ... 386.427263 \n", + "\n", + " distance ... end_local_dt_day end_local_dt_hour end_local_dt_minute \\\n", + "0 2700.231495 ... 17 18 2 \n", + "1 1368.259843 ... 11 13 39 \n", + "2 944.948370 ... 11 14 6 \n", + "3 935.565727 ... 11 14 49 \n", + "4 1398.167487 ... 11 15 11 \n", + "\n", + " end_local_dt_second end_local_dt_weekday end_local_dt_timezone \\\n", + "0 26 1 America/New_York \n", + "1 44 2 Africa/Blantyre \n", + "2 11 2 Africa/Blantyre \n", + "3 37 2 Africa/Blantyre \n", + "4 54 2 Africa/Blantyre \n", + "\n", + " _id user_id \\\n", + "0 611fdd6f1c25a2c3dbf7c5be 8a0473ca-e53d-4720-a99c-0696cc1fb407 \n", + "1 611fdd6fbc8ce4a9e39116cb 0a093cbd-b536-43af-b03d-293425e84c76 \n", + "2 611fdd6fbc8ce4a9e39116cc 0a093cbd-b536-43af-b03d-293425e84c76 \n", + "3 611fdd6fbc8ce4a9e39116cd 0a093cbd-b536-43af-b03d-293425e84c76 \n", + "4 611fdd6fbc8ce4a9e39116ce 0a093cbd-b536-43af-b03d-293425e84c76 \n", + "\n", + " metadata_write_ts additions \n", + "0 1.629478e+09 NaN \n", + "1 1.629478e+09 NaN \n", + "2 1.629478e+09 NaN \n", + "3 1.629478e+09 NaN \n", + "4 1.629478e+09 NaN \n", + "\n", + "[5 rows x 41 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "After filtering, found 203821 participant trips \n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sourceend_tsend_fmt_timeend_locraw_tripstart_tsstart_fmt_timestart_locdurationdistance...end_local_dt_dayend_local_dt_hourend_local_dt_minuteend_local_dt_secondend_local_dt_weekdayend_local_dt_timezone_iduser_idmetadata_write_tsadditions
37302DwellSegmentationTimeFilter1.626885e+092021-07-21T10:31:16-06:00{'type': 'Point', 'coordinates': [-107.8599774...60f85d2453f7233da0b1a28c1.626884e+092021-07-21T10:13:12.769000-06:00{'type': 'Point', 'coordinates': [-107.8579336...1083.2310009413.891182...211031162America/Denver612089e1cb13df1d4d22cfd9e9e479e9-5c3f-4345-a885-dadb7999b3121.629522e+09NaN
37303DwellSegmentationTimeFilter1.626920e+092021-07-21T20:05:41.808000-06:00{'type': 'Point', 'coordinates': [-107.8643886...60f8dbb173697eb577aaff421.626918e+092021-07-21T19:38:56.389000-06:00{'type': 'Point', 'coordinates': [-107.7964539...1605.41900013124.152280...21205412America/Denver612089e1cb13df1d4d22cfdae9e479e9-5c3f-4345-a885-dadb7999b3121.629522e+09NaN
37304DwellSegmentationTimeFilter1.626971e+092021-07-22T10:15:32.259000-06:00{'type': 'Point', 'coordinates': [-107.860199,...60f9aea3f399df93fdc1ab411.626969e+092021-07-22T09:51:21.159484-06:00{'type': 'Point', 'coordinates': [-107.8643886...1451.09951610587.088615...221015323America/Denver612089e1cb13df1d4d22cfdbe9e479e9-5c3f-4345-a885-dadb7999b3121.629522e+09NaN
37305DwellSegmentationTimeFilter1.626989e+092021-07-22T15:21:31-06:00{'type': 'Point', 'coordinates': [-107.8743952...60f9f4f122abd49191e21f5c1.626988e+092021-07-22T15:14:35.056996-06:00{'type': 'Point', 'coordinates': [-107.860199,...415.9430043362.028245...221521313America/Denver612089e1cb13df1d4d22cfdce9e479e9-5c3f-4345-a885-dadb7999b3121.629522e+09NaN
37306DwellSegmentationTimeFilter1.626990e+092021-07-22T15:32:52.960000-06:00{'type': 'Point', 'coordinates': [-107.8601932...60f9f4f122abd49191e21f5e1.626989e+092021-07-22T15:24:53.289799-06:00{'type': 'Point', 'coordinates': [-107.8743952...479.6702014084.311560...221532523America/Denver612089e2cb13df1d4d22cfdde9e479e9-5c3f-4345-a885-dadb7999b3121.629522e+09NaN
\n", + "

5 rows × 41 columns

\n", + "
" + ], + "text/plain": [ + " source end_ts \\\n", + "37302 DwellSegmentationTimeFilter 1.626885e+09 \n", + "37303 DwellSegmentationTimeFilter 1.626920e+09 \n", + "37304 DwellSegmentationTimeFilter 1.626971e+09 \n", + "37305 DwellSegmentationTimeFilter 1.626989e+09 \n", + "37306 DwellSegmentationTimeFilter 1.626990e+09 \n", + "\n", + " end_fmt_time \\\n", + "37302 2021-07-21T10:31:16-06:00 \n", + "37303 2021-07-21T20:05:41.808000-06:00 \n", + "37304 2021-07-22T10:15:32.259000-06:00 \n", + "37305 2021-07-22T15:21:31-06:00 \n", + "37306 2021-07-22T15:32:52.960000-06:00 \n", + "\n", + " end_loc \\\n", + "37302 {'type': 'Point', 'coordinates': [-107.8599774... \n", + "37303 {'type': 'Point', 'coordinates': [-107.8643886... \n", + "37304 {'type': 'Point', 'coordinates': [-107.860199,... \n", + "37305 {'type': 'Point', 'coordinates': [-107.8743952... \n", + "37306 {'type': 'Point', 'coordinates': [-107.8601932... \n", + "\n", + " raw_trip start_ts \\\n", + "37302 60f85d2453f7233da0b1a28c 1.626884e+09 \n", + "37303 60f8dbb173697eb577aaff42 1.626918e+09 \n", + "37304 60f9aea3f399df93fdc1ab41 1.626969e+09 \n", + "37305 60f9f4f122abd49191e21f5c 1.626988e+09 \n", + "37306 60f9f4f122abd49191e21f5e 1.626989e+09 \n", + "\n", + " start_fmt_time \\\n", + "37302 2021-07-21T10:13:12.769000-06:00 \n", + "37303 2021-07-21T19:38:56.389000-06:00 \n", + "37304 2021-07-22T09:51:21.159484-06:00 \n", + "37305 2021-07-22T15:14:35.056996-06:00 \n", + "37306 2021-07-22T15:24:53.289799-06:00 \n", + "\n", + " start_loc duration \\\n", + "37302 {'type': 'Point', 'coordinates': [-107.8579336... 1083.231000 \n", + "37303 {'type': 'Point', 'coordinates': [-107.7964539... 1605.419000 \n", + "37304 {'type': 'Point', 'coordinates': [-107.8643886... 1451.099516 \n", + "37305 {'type': 'Point', 'coordinates': [-107.860199,... 415.943004 \n", + "37306 {'type': 'Point', 'coordinates': [-107.8743952... 479.670201 \n", + "\n", + " distance ... end_local_dt_day end_local_dt_hour \\\n", + "37302 9413.891182 ... 21 10 \n", + "37303 13124.152280 ... 21 20 \n", + "37304 10587.088615 ... 22 10 \n", + "37305 3362.028245 ... 22 15 \n", + "37306 4084.311560 ... 22 15 \n", + "\n", + " end_local_dt_minute end_local_dt_second end_local_dt_weekday \\\n", + "37302 31 16 2 \n", + "37303 5 41 2 \n", + "37304 15 32 3 \n", + "37305 21 31 3 \n", + "37306 32 52 3 \n", + "\n", + " end_local_dt_timezone _id \\\n", + "37302 America/Denver 612089e1cb13df1d4d22cfd9 \n", + "37303 America/Denver 612089e1cb13df1d4d22cfda \n", + "37304 America/Denver 612089e1cb13df1d4d22cfdb \n", + "37305 America/Denver 612089e1cb13df1d4d22cfdc \n", + "37306 America/Denver 612089e2cb13df1d4d22cfdd \n", + "\n", + " user_id metadata_write_ts additions \n", + "37302 e9e479e9-5c3f-4345-a885-dadb7999b312 1.629522e+09 NaN \n", + "37303 e9e479e9-5c3f-4345-a885-dadb7999b312 1.629522e+09 NaN \n", + "37304 e9e479e9-5c3f-4345-a885-dadb7999b312 1.629522e+09 NaN \n", + "37305 e9e479e9-5c3f-4345-a885-dadb7999b312 1.629522e+09 NaN \n", + "37306 e9e479e9-5c3f-4345-a885-dadb7999b312 1.629522e+09 NaN \n", + "\n", + "[5 rows x 41 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Access database\n", + "tq = scaffolding.get_time_query(year, month)\n", + "## I EDITED SCAFFOLDING TO REMOVE STAGE INSTEAD OF TEST\n", + "participant_ct_df = scaffolding.load_all_participant_trips(program, tq, load_test_users=False) \n", + "participant_ct_df[\"user_id_str\"] = participant_ct_df.user_id.apply(lambda u: str(u))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "3008a362", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "183\n", + "176\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
user_id_strdistance_xdistance_y
00154d714-3928-4c34-b865-e5a417cd48af2104276.0
103a395b4-d861-4757-bb84-32b4984559b01625263.0
20958519b-b4a6-4498-b824-015917eec5921817.0
30b3e78fa-91d8-4aa6-a320-3440143c8c1624302315.0
40d0ae3a5-5641-4d13-8c52-a6040a203d2410592.0
\n", + "
" + ], + "text/plain": [ + " user_id_str distance_x distance_y\n", + "0 0154d714-3928-4c34-b865-e5a417cd48af 2104 276.0\n", + "1 03a395b4-d861-4757-bb84-32b4984559b0 1625 263.0\n", + "2 0958519b-b4a6-4498-b824-015917eec592 18 17.0\n", + "3 0b3e78fa-91d8-4aa6-a320-3440143c8c16 2430 2315.0\n", + "4 0d0ae3a5-5641-4d13-8c52-a6040a203d24 1059 2.0" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Proportion of trips labeled by user\n", + "data = pd.read_csv(\"trip_program.csv\") ##all the labeled trips\n", + "data = data[data.program != 'stage']\n", + "data.user_id_str.nunique()\n", + "\n", + "all_user_trips = participant_ct_df.groupby(['user_id_str'], as_index=False).count()[['user_id_str','distance']]\n", + "print(len(all_user_trips))\n", + "labeled_user_trips = data.groupby(['user_id_str'], as_index=False).count()[['user_id_str','distance']]\n", + "print(len(labeled_user_trips))\n", + "\n", + "plot_data = all_user_trips.merge(labeled_user_trips, how='left', on='user_id_str').fillna(0)\n", + "plot_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "62256966", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_data['proportion'] = plot_data['distance_y'] / plot_data['distance_x']\n", + "data_order = plot_data.sort_values('proportion', ascending=True).user_id_str\n", + "print(len(plot_data))\n", + "\n", + "plot_title='Distribution of User Response Rates'\n", + "ylab='Proportion of Trips Labeled'\n", + "file_name='CanBikeCO_report_user_participation%s'\n", + "fig, ax = plt.subplots(figsize=(10,4))\n", + "sns.barplot(data=plot_data, x='user_id_str', y='proportion', order=data_order, color='blue').set(title=plot_title,xlabel='Individual Users (183)',ylabel=ylab,xticklabels=[])\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "482a7909", + "metadata": {}, + "source": [ + "## trying to plot labeling rate across time" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "1175cb5b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
start_local_dt_month_xstart_local_dt_year_xcount_xMonthstart_local_dt_month_ystart_local_dt_year_ycount_yproportion
5620213092021-6620212030.656958
67202151432021-77202134310.667120
782021100162021-88202157990.578974
89202196262021-99202149240.511531
9102021127812021-1010202165080.509193
10112021123192021-1111202157390.465866
11122021129762021-1212202152730.406366
1212022104272022-11202244270.424571
1322022102342022-22202240850.399160
1432022118492022-33202249170.414972
1542022130132022-44202250730.389841
1652022137242022-55202250280.366365
1762022137122022-66202249840.363477
1872022124772022-77202245760.366755
1982022128302022-88202239940.311302
2092022119152022-99202237370.313638
21102022113072022-1010202228000.247634
2211202280992022-1111202217980.222003
2312202275722022-1212202218980.250660
\n", + "
" + ], + "text/plain": [ + " start_local_dt_month_x start_local_dt_year_x count_x Month \\\n", + "5 6 2021 309 2021-6 \n", + "6 7 2021 5143 2021-7 \n", + "7 8 2021 10016 2021-8 \n", + "8 9 2021 9626 2021-9 \n", + "9 10 2021 12781 2021-10 \n", + "10 11 2021 12319 2021-11 \n", + "11 12 2021 12976 2021-12 \n", + "12 1 2022 10427 2022-1 \n", + "13 2 2022 10234 2022-2 \n", + "14 3 2022 11849 2022-3 \n", + "15 4 2022 13013 2022-4 \n", + "16 5 2022 13724 2022-5 \n", + "17 6 2022 13712 2022-6 \n", + "18 7 2022 12477 2022-7 \n", + "19 8 2022 12830 2022-8 \n", + "20 9 2022 11915 2022-9 \n", + "21 10 2022 11307 2022-10 \n", + "22 11 2022 8099 2022-11 \n", + "23 12 2022 7572 2022-12 \n", + "\n", + " start_local_dt_month_y start_local_dt_year_y count_y proportion \n", + "5 6 2021 203 0.656958 \n", + "6 7 2021 3431 0.667120 \n", + "7 8 2021 5799 0.578974 \n", + "8 9 2021 4924 0.511531 \n", + "9 10 2021 6508 0.509193 \n", + "10 11 2021 5739 0.465866 \n", + "11 12 2021 5273 0.406366 \n", + "12 1 2022 4427 0.424571 \n", + "13 2 2022 4085 0.399160 \n", + "14 3 2022 4917 0.414972 \n", + "15 4 2022 5073 0.389841 \n", + "16 5 2022 5028 0.366365 \n", + "17 6 2022 4984 0.363477 \n", + "18 7 2022 4576 0.366755 \n", + "19 8 2022 3994 0.311302 \n", + "20 9 2022 3737 0.313638 \n", + "21 10 2022 2800 0.247634 \n", + "22 11 2022 1798 0.222003 \n", + "23 12 2022 1898 0.250660 " + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#group the total data by day\n", + "all_data = (participant_ct_df.groupby(['start_local_dt_month', 'start_local_dt_year']).size() \n", + " .reset_index(name='count'))\n", + "\n", + "all_data = all_data.sort_values(['start_local_dt_year', 'start_local_dt_month'])\n", + "\n", + "all_data = all_data.astype({'start_local_dt_month': 'str'})\n", + "all_data = all_data.astype({'start_local_dt_year': 'str'})\n", + "all_data['Month'] = all_data[['start_local_dt_year', 'start_local_dt_month']].agg('-'.join, axis=1)\n", + "\n", + "\n", + "#group the labeled data by day#group the total data by day\n", + "labeled = (data.groupby(['start_local_dt_month', 'start_local_dt_year']).size() \n", + " .reset_index(name='count'))\n", + "\n", + "labeled = labeled.sort_values(['start_local_dt_year', 'start_local_dt_month'])\n", + "\n", + "labeled = labeled.astype({'start_local_dt_month': 'str'})\n", + "labeled = labeled.astype({'start_local_dt_year': 'str'})\n", + "labeled['Month'] = labeled[['start_local_dt_year', 'start_local_dt_month']].agg('-'.join, axis=1)\n", + "\n", + "\n", + "#merge them\n", + "plot_data = all_data.merge(labeled, how='left', on='Month').fillna(0)\n", + "\n", + "#calc the proportion\n", + "plot_data['proportion'] = plot_data['count_y'] / plot_data['count_x']\n", + "\n", + "#drop data before 6/2022 (when the full pilot started)\n", + "plot_data = plot_data.iloc[5:]\n", + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b97ec290", + "metadata": {}, + "outputs": [], + "source": [ + "#graph it - line way -- but that's 'connect-the-dots' style (BAD)\n", + "plot_title = 'Labeling Rates Over Time'\n", + "ylab = 'Labeling Rate'\n", + "file_name = \"CanBikeCO_report_ts_labels\"\n", + "fig, ax = plt.subplots(figsize=(16,4))\n", + "sns.lineplot(data=plot_data, x='Month', y='proportion', estimator=np.mean).set(title=plot_title, xlabel='Month', ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "7bedc32b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#graph it - bar way -- making no connect the dots claims :)\n", + "\n", + "plot_title='Response Rates Over Time'\n", + "ylab='Proportion of Trips Labeled'\n", + "file_name='CanBikeCO_report_ts_labels'\n", + "fig, ax = plt.subplots(figsize=(8,4))\n", + "sns.barplot(data=plot_data, x='Month', y='proportion', color='blue').set(title=plot_title,xlabel='Month',ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right', fontsize=10)\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".jpeg\", bbox_inches='tight')\n", + "\n", + "# bar_data = plot_data[['Month', 'proportion']]\n", + "\n", + "# ax = bar_data.plot.bar(title='Response Rates Over Time', \n", + "# ylabel='Proportion of Trips Labeled',\n", + "# xlabel = 'Month')\n", + "\n", + "# ax.set_xticklabels(plot_data.Month, rotation=45, ha='right')\n", + "# ax.get_legend().remove()\n", + "\n", + "# plt.savefig(\"CanBikeCO_report_ts_labels.jpeg\", bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "5487dcfd", + "metadata": {}, + "source": [ + "### Updates to the Pilot Study" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "56ff01fd", + "metadata": {}, + "outputs": [], + "source": [ + "#remove stage users\n", + "data_non_stage = data[data.program != \"stage\"]\n", + "print(len(data_non_stage))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fd9bbb9e", + "metadata": {}, + "outputs": [], + "source": [ + "#remove minipilot users\n", + "data_non_stage_non_mini = data_non_stage[data_non_stage.program != \"prepilot\"]\n", + "print(len(data_non_stage_non_mini))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee7f652c", + "metadata": {}, + "outputs": [], + "source": [ + "#separating programs\n", + "four_corners = data_non_stage_non_mini[data_non_stage_non_mini.program == \"4c\"]\n", + "community_cycles = data_non_stage_non_mini[data_non_stage_non_mini.program == \"cc\"]\n", + "fort_collins = data_non_stage_non_mini[data_non_stage_non_mini.program == \"fc\"]\n", + "pueblo = data_non_stage_non_mini[data_non_stage_non_mini.program == \"pc\"]\n", + "smart_commute = data_non_stage_non_mini[data_non_stage_non_mini.program == \"sc\"]\n", + "vail = data_non_stage_non_mini[data_non_stage_non_mini.program == \"vail\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1ce65ebb", + "metadata": {}, + "outputs": [], + "source": [ + "four_corners" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "deae5ddb", + "metadata": {}, + "outputs": [], + "source": [ + "print(four_corners['user_id'].nunique())\n", + "print(community_cycles['user_id'].nunique())\n", + "print(fort_collins['user_id'].nunique())\n", + "print(pueblo['user_id'].nunique())\n", + "print(smart_commute['user_id'].nunique())\n", + "print(vail['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b0c65db5", + "metadata": {}, + "outputs": [], + "source": [ + "print(len(four_corners))\n", + "print(len(community_cycles))\n", + "print(len(fort_collins))\n", + "print(len(pueblo))\n", + "print(len(smart_commute))\n", + "print(len(vail))" + ] + }, + { + "cell_type": "markdown", + "id": "17ee7ecd", + "metadata": {}, + "source": [ + "# Filtering smart commute" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c3c0f700", + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "smart_commute['start_ts']= pd.to_datetime(smart_commute['start_ts'], utc=True, unit='s')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ac979f0d", + "metadata": {}, + "outputs": [], + "source": [ + "smart_commute['start_ts']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e028dc39", + "metadata": {}, + "outputs": [], + "source": [ + "trip_sep=smart_commute.groupby(['user_id','Mode_confirm']).apply(lambda x:x[x.start_ts==min(x.start_ts)])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6710a5b4", + "metadata": {}, + "outputs": [], + "source": [ + "print(trip_sep['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "acdf13e0", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "sc_unique=trip_sep['user_id'].unique()\n", + "print(*sc_unique)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d7c871a4", + "metadata": {}, + "outputs": [], + "source": [ + "smart_commute.to_csv(\"smart_commute.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98908676", + "metadata": {}, + "outputs": [], + "source": [ + "sc_ebike_first=trip_sep[trip_sep['Mode_confirm']=='E-bike']\n", + "sc_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0c492b64", + "metadata": {}, + "outputs": [], + "source": [ + "sc_ebike_user_list= sc_ebike_first['user_id'].tolist()\n", + "smart_commute_incl_ebike = smart_commute[smart_commute['user_id'].isin(sc_ebike_user_list)]\n", + "print(smart_commute_incl_ebike['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "93c017ba", + "metadata": {}, + "outputs": [], + "source": [ + "for unique_id in sc_ebike_first['user_id']:\n", + " for date in sc_ebike_first['start_ts']:\n", + " smart_commute_ebike_first=smart_commute_incl_ebike[(smart_commute_incl_ebike['start_ts'] >= date)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ff0e42d7", + "metadata": {}, + "outputs": [], + "source": [ + "smart_commute_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7eda5d01", + "metadata": {}, + "outputs": [], + "source": [ + "sc_unique_ebikefirst=smart_commute_ebike_first['user_id'].unique()\n", + "print(*sc_unique_ebikefirst)\n", + "print(smart_commute_ebike_first['user_id'].nunique())" + ] + }, + { + "cell_type": "markdown", + "id": "9f4cd6a5", + "metadata": {}, + "source": [ + "# Filtering Four corners" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ac1bb8f", + "metadata": {}, + "outputs": [], + "source": [ + "four_corners['start_ts']= pd.to_datetime(four_corners['start_ts'], utc=True, unit='s')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5d8c38af", + "metadata": {}, + "outputs": [], + "source": [ + "trip_sep_fc=four_corners.groupby(['user_id','Mode_confirm']).apply(lambda x:x[x.start_ts==min(x.start_ts)])\n", + "print(trip_sep_fc['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "85dedd8c", + "metadata": {}, + "outputs": [], + "source": [ + "fc_ebike_first=trip_sep_fc[trip_sep_fc['Mode_confirm']=='E-bike']\n", + "fc_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "720ac229", + "metadata": {}, + "outputs": [], + "source": [ + "fc_ebike_user_list= fc_ebike_first['user_id'].tolist()\n", + "four_corners_incl_ebike = four_corners[four_corners['user_id'].isin(fc_ebike_user_list)]\n", + "print(four_corners_incl_ebike['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bb5f5e1d", + "metadata": {}, + "outputs": [], + "source": [ + "for unique_id in fc_ebike_first['user_id']:\n", + " for date in fc_ebike_first['start_ts']:\n", + " four_corners_ebike_first=four_corners_incl_ebike[(four_corners_incl_ebike['start_ts'] >= date)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9a18e166", + "metadata": {}, + "outputs": [], + "source": [ + "four_corners_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "32ac870a", + "metadata": {}, + "outputs": [], + "source": [ + "four_corners_ebike_first['Mode_confirm'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b032f785", + "metadata": {}, + "outputs": [], + "source": [ + "fc_unique_ebikefirst=four_corners_ebike_first['user_id'].unique()\n", + "print(*fc_unique_ebikefirst)\n", + "print(four_corners_ebike_first['user_id'].nunique())" + ] + }, + { + "cell_type": "markdown", + "id": "ec478d56", + "metadata": {}, + "source": [ + "# Filtering community cycles" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "caf07e71", + "metadata": {}, + "outputs": [], + "source": [ + "community_cycles['start_ts']= pd.to_datetime(community_cycles['start_ts'], utc=True, unit='s')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "59ac8af5", + "metadata": {}, + "outputs": [], + "source": [ + "trip_sep_cc=community_cycles.groupby(['user_id','Mode_confirm']).apply(lambda x:x[x.start_ts==min(x.start_ts)])\n", + "print(trip_sep_cc['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5ce06327", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "cc_ebike_first=trip_sep_cc[trip_sep_cc['Mode_confirm']=='E-bike']\n", + "cc_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5db1df5d", + "metadata": {}, + "outputs": [], + "source": [ + "cc_ebike_user_list= cc_ebike_first['user_id'].tolist()\n", + "community_cycles_incl_ebike = community_cycles[community_cycles['user_id'].isin(cc_ebike_user_list)]\n", + "print(community_cycles_incl_ebike['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a637db2d", + "metadata": {}, + "outputs": [], + "source": [ + "for unique_id in cc_ebike_first['user_id']:\n", + " for date in cc_ebike_first['start_ts']:\n", + " community_cycles_ebike_first=community_cycles_incl_ebike[(community_cycles_incl_ebike['start_ts'] >= date)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2a7659af", + "metadata": {}, + "outputs": [], + "source": [ + "community_cycles_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "74f826ce", + "metadata": {}, + "outputs": [], + "source": [ + "community_cycles_ebike_first['Mode_confirm'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e1a0fa1b", + "metadata": {}, + "outputs": [], + "source": [ + "cc_unique_ebikefirst=community_cycles_ebike_first['user_id'].unique()\n", + "print(*cc_unique_ebikefirst)\n", + "print(community_cycles_ebike_first['user_id'].nunique())" + ] + }, + { + "cell_type": "markdown", + "id": "84e4a3f3", + "metadata": {}, + "source": [ + "# Filtering Fort Collins" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "07a8baa1", + "metadata": {}, + "outputs": [], + "source": [ + "fort_collins['start_ts']= pd.to_datetime(fort_collins['start_ts'], utc=True, unit='s')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "34c53ff8", + "metadata": {}, + "outputs": [], + "source": [ + "trip_sep_fc=fort_collins.groupby(['user_id','Mode_confirm']).apply(lambda x:x[x.start_ts==min(x.start_ts)])\n", + "print(trip_sep_fc['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5d680eb5", + "metadata": {}, + "outputs": [], + "source": [ + "fc_ebike_first=trip_sep_fc[trip_sep_fc['Mode_confirm']=='E-bike']\n", + "fc_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "de03d8d4", + "metadata": {}, + "outputs": [], + "source": [ + "fc_ebike_user_list= fc_ebike_first['user_id'].tolist()\n", + "fort_collins_incl_ebike = fort_collins[fort_collins['user_id'].isin(fc_ebike_user_list)]\n", + "print(fort_collins_incl_ebike['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08ac617a", + "metadata": {}, + "outputs": [], + "source": [ + "for unique_id in fc_ebike_first['user_id']:\n", + " for date in fc_ebike_first['start_ts']:\n", + " fort_collins_ebike_first=fort_collins_incl_ebike[(fort_collins_incl_ebike['start_ts'] >= date)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5c83040e", + "metadata": {}, + "outputs": [], + "source": [ + "fort_collins_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "95dd7174", + "metadata": {}, + "outputs": [], + "source": [ + "fort_collins_ebike_first['Mode_confirm'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "20c1d181", + "metadata": {}, + "outputs": [], + "source": [ + "fc_unique_ebikefirst=fort_collins_ebike_first['user_id'].unique()\n", + "print(*fc_unique_ebikefirst)\n", + "print(fort_collins_ebike_first['user_id'].nunique())" + ] + }, + { + "cell_type": "markdown", + "id": "d3815454", + "metadata": {}, + "source": [ + "# Filtering pueblo" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "301446fb", + "metadata": {}, + "outputs": [], + "source": [ + "pueblo['start_ts']= pd.to_datetime(pueblo['start_ts'], utc=True, unit='s')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "523c5d62", + "metadata": {}, + "outputs": [], + "source": [ + "trip_sep_pu=pueblo.groupby(['user_id','Mode_confirm']).apply(lambda x:x[x.start_ts==min(x.start_ts)])\n", + "print(trip_sep_pu['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f0e1601e", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "pu_ebike_first=trip_sep_pu[trip_sep_pu['Mode_confirm']=='E-bike']\n", + "pu_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8109f60f", + "metadata": {}, + "outputs": [], + "source": [ + "pu_ebike_user_list= pu_ebike_first['user_id'].tolist()\n", + "pueblo_incl_ebike = pueblo[pueblo['user_id'].isin(pu_ebike_user_list)]\n", + "print(pueblo_incl_ebike['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7275c45d", + "metadata": {}, + "outputs": [], + "source": [ + "for unique_id in pu_ebike_first['user_id']:\n", + " for date in pu_ebike_first['start_ts']:\n", + " pueblo_ebike_first=pueblo_incl_ebike[(pueblo_incl_ebike['start_ts'] >= date)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "adb95fb9", + "metadata": {}, + "outputs": [], + "source": [ + "pueblo_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb858354", + "metadata": {}, + "outputs": [], + "source": [ + "pueblo_ebike_first['Mode_confirm'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2ef0d873", + "metadata": {}, + "outputs": [], + "source": [ + "pu_unique_ebikefirst=pueblo_ebike_first['user_id'].unique()\n", + "print(*pu_unique_ebikefirst)\n", + "print(pueblo_ebike_first['user_id'].nunique())" + ] + }, + { + "cell_type": "markdown", + "id": "b956a1e2", + "metadata": {}, + "source": [ + "# Filtering Vail" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "18a1e016", + "metadata": {}, + "outputs": [], + "source": [ + "vail['start_ts']= pd.to_datetime(vail['start_ts'], utc=True, unit='s')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e7dab4c2", + "metadata": {}, + "outputs": [], + "source": [ + "trip_sep_va=vail.groupby(['user_id','Mode_confirm']).apply(lambda x:x[x.start_ts==min(x.start_ts)])\n", + "print(trip_sep_va['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2cb6a888", + "metadata": {}, + "outputs": [], + "source": [ + "va_ebike_first=trip_sep_va[trip_sep_va['Mode_confirm']=='E-bike']\n", + "va_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e9f1e15e", + "metadata": {}, + "outputs": [], + "source": [ + "va_ebike_user_list= va_ebike_first['user_id'].tolist()\n", + "vail_incl_ebike = vail[vail['user_id'].isin(va_ebike_user_list)]\n", + "print(vail_incl_ebike['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7aaf8dd2", + "metadata": {}, + "outputs": [], + "source": [ + "for unique_id in va_ebike_first['user_id']:\n", + " for date in va_ebike_first['start_ts']:\n", + " vail_ebike_first=vail_incl_ebike[(vail_incl_ebike['start_ts'] >= date)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4e182ddd", + "metadata": {}, + "outputs": [], + "source": [ + "vail_ebike_first" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "23e9a3ad", + "metadata": {}, + "outputs": [], + "source": [ + "vail_ebike_first['Mode_confirm'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6e2a2b8", + "metadata": {}, + "outputs": [], + "source": [ + "va_unique_ebikefirst=vail_ebike_first['user_id'].unique()\n", + "print(*va_unique_ebikefirst)\n", + "print(vail_ebike_first['user_id'].nunique())" + ] + }, + { + "cell_type": "markdown", + "id": "5e6e0f4f", + "metadata": {}, + "source": [ + "# Combining the filtered datasets" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "37ee8599", + "metadata": {}, + "outputs": [], + "source": [ + "#Combining the filtered datasets\n", + "print(four_corners_ebike_first['user_id'].nunique())\n", + "print(community_cycles_ebike_first['user_id'].nunique())\n", + "print(fort_collins_ebike_first['user_id'].nunique())\n", + "print(pueblo_ebike_first['user_id'].nunique())\n", + "print(smart_commute_ebike_first['user_id'].nunique())\n", + "print(vail_ebike_first['user_id'].nunique())\n", + "\n", + "print(len(four_corners_ebike_first))\n", + "print(len(community_cycles_ebike_first))\n", + "print(len(fort_collins_ebike_first))\n", + "print(len(pueblo_ebike_first))\n", + "print(len(smart_commute_ebike_first))\n", + "print(len(vail_ebike_first))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cede8930", + "metadata": {}, + "outputs": [], + "source": [ + "filtered_merged = pd.concat([four_corners_ebike_first, community_cycles_ebike_first, fort_collins_ebike_first, \n", + " pueblo_ebike_first, smart_commute_ebike_first,vail_ebike_first], axis=0)\n", + "print(len(filtered_merged))\n", + "print(filtered_merged['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "77e9d72b", + "metadata": {}, + "outputs": [], + "source": [ + "filtered_merged.to_csv(\"filtered_merged_trips.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "b6a0d079", + "metadata": {}, + "source": [ + "# Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "68c6c592", + "metadata": {}, + "outputs": [], + "source": [ + "#data=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\expanded_ct.csv\")\n", + "data=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\filtered_merged_trips_2.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d0025471", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Age, Income, Gender\n", + "plot_data = data.copy()\n", + "plot_data = plot_data.groupby(['user_id']).nth(0)[['AGE','GENDER','VEH','HHINC']].dropna()\n", + "plot_data = plot_data[plot_data['GENDER'].isin(['Man','Woman'])]\n", + "plot_data = plot_data.groupby(['user_id'], as_index=False).nth(0)\n", + "\n", + "plot_title='Participant Demographics'\n", + "ylab='Count'\n", + "file_name='CanBikeCO_report_demog%s'%file_suffix\n", + "\n", + "fig, axs = plt.subplots(2,2,figsize=(10,6))\n", + "sns.histplot(data=plot_data, x='GENDER', ax=axs[0,0], color='purple', stat='probability').set(xlabel='Sex',ylabel='proportion')\n", + "sns.histplot(data=plot_data, x='AGE', ax=axs[0,1], color='red', stat='probability').set(xlabel='Age',ylabel='proportion')\n", + "sns.histplot(data=plot_data, x='VEH', ax=axs[1,0], color='blue', stat='probability').set(xlabel='Household Vehicles',ylabel='proportion')\n", + "sns.histplot(data=pd.DataFrame(plot_data['HHINC'].dropna()), x='HHINC', ax=axs[1,1], color='green', stat='probability').set(xlabel='Household Income',ylabel='proportion')\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.tight_layout()\n", + "\n", + "fig.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "69b0b07f", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data=plot_data.reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0564389a", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "57631ec6", + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_palette('tab20', 9)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "978f1803", + "metadata": {}, + "outputs": [], + "source": [ + "minipilot_mode_labels = ['Car',\n", + " 'Shared Car',\n", + " 'Walk',\n", + " 'Transit',\n", + " 'Ridehail',\n", + " 'Other',\n", + " 'E-bike']\n", + "minipilot_all_data = [.293,\n", + " .209,\n", + " .075,\n", + " .054,\n", + " .029,\n", + " .029,\n", + " .313]\n", + "minipilot_commute_data = [.270,\n", + " .294,\n", + " .050,\n", + " .0,\n", + " .0,\n", + " .062,\n", + " .324]\n", + "colnames = ['Mode_confirm','All Trips','Commute Trips']\n", + "minipilot_mode_data_1 = pd.DataFrame(list(zip(minipilot_mode_labels, minipilot_all_data)))\n", + "minipilot_mode_data_2 = pd.DataFrame(list(zip(minipilot_mode_labels, minipilot_commute_data)))\n", + "minipilot_mode_data_1['Trip Type'] = 'All Trips'\n", + "minipilot_mode_data_2['Trip Type'] = 'Work Trips'\n", + "minipilot_mode_data = pd.concat([minipilot_mode_data_1, minipilot_mode_data_2])\n", + "minipilot_mode_data['Dataset'] = 'Minipilot'\n", + "minipilot_mode_data.columns = ['Mode','Proportion','Trip Type','Dataset']\n", + "\n", + "minipilot_purp_labels = ['Home',\n", + " 'Work',\n", + " 'Pick-up/Drop off',\n", + " 'Shopping',\n", + " 'Recreation/Exercise',\n", + " 'Meal',\n", + " 'Entertainment/Social',\n", + " 'Transit transfer',\n", + " 'Other',\n", + " 'Personal/Medical']\n", + "minipilot_all_data = [.171,\n", + " .163,\n", + " .138,\n", + " .120,\n", + " .058,\n", + " .055,\n", + " .045,\n", + " .022,\n", + " .051,\n", + " .176]\n", + "minipilot_commute_data = [.162,\n", + " .166,\n", + " .190,\n", + " .097,\n", + " .086,\n", + " .082,\n", + " .061,\n", + " 0,\n", + " .052,\n", + " .104]\n", + "colnames = ['Trip_purpose','All Trips','E-Bike Trips']\n", + "minipilot_purp_data_1 = pd.DataFrame(list(zip(minipilot_purp_labels, minipilot_all_data)))\n", + "minipilot_purp_data_2 = pd.DataFrame(list(zip(minipilot_purp_labels, minipilot_commute_data)))\n", + "minipilot_purp_data_1['Trip Type'] = 'All Trips'\n", + "minipilot_purp_data_2['Trip Type'] = 'E-Bike Trips'\n", + "minipilot_purp_data = pd.concat([minipilot_purp_data_1, minipilot_purp_data_2])\n", + "minipilot_purp_data['Dataset'] = 'Minipilot'\n", + "minipilot_purp_data.columns = ['Purpose','Proportion','Trip Type','Dataset']" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "f612e599", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data = data.copy()\n", + "plot_data.loc[plot_data['Mode_confirm']=='Personal Micromobility', 'Mode_confirm'] = 'Other'\n", + "plot_data.loc[plot_data['Mode_confirm']=='Shared Micromobility', 'Mode_confirm'] = 'Other'\n", + "\n", + "t1 = plot_data.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "t1['proportion'] = t1['distance_miles'] / np.sum(t1.distance_miles)\n", + "t1['distance_miles'] = 'All Trips'\n", + "\n", + "t2 = plot_data[plot_data['Trip_purpose']=='Work'].copy()\n", + "t2 = t2.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "t2['proportion'] = t2['distance_miles'] / np.sum(t2.distance_miles)\n", + "t2['distance_miles'] = 'Work Trips'\n", + "\n", + "plot_data = pd.concat([t1,t2])\n", + "plot_data['Dataset'] = 'Long Term'\n", + "plot_data.columns = ['Mode','Trip Type','Proportion','Dataset']\n", + "plot_data = pd.concat([plot_data, minipilot_mode_data])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d475b869", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data = data.copy()\n", + "plot_data.loc[plot_data['Mode_confirm']=='Personal Micromobility', 'Mode_confirm'] = 'Other'\n", + "plot_data.loc[plot_data['Mode_confirm']=='Shared Micromobility', 'Mode_confirm'] = 'Other'\n", + "\n", + "t1 = plot_data.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "t1['proportion'] = t1['distance_miles'] / np.sum(t1.distance_miles)\n", + "t1['distance_miles'] = 'All Trips'\n", + "\n", + "t2 = plot_data[plot_data['Trip_purpose']=='Work'].copy()\n", + "t2 = t2.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "t2['proportion'] = t2['distance_miles'] / np.sum(t2.distance_miles)\n", + "t2['distance_miles'] = 'Work Trips'\n", + "t2.loc[len(t2.index)] = ['Ridehail', 'Work Trips', 0]\n", + "#t2.loc[len(t2.index)] = ['Transit', 'Work Trips', 0] \n", + "\n", + "plot_data = pd.concat([t1,t2])\n", + "plot_data['Dataset'] = 'Vail'\n", + "plot_data.columns = ['Mode','Trip Type','Proportion','Dataset']\n", + "plot_data = pd.concat([plot_data, minipilot_mode_data])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "59abfbe5", + "metadata": {}, + "outputs": [], + "source": [ + "t2" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "22452343", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ModeTrip TypeProportionDataset
0CarAll Trips0.256326Long Term
1E-bikeAll Trips0.282100Long Term
2OtherAll Trips0.034588Long Term
3RidehailAll Trips0.005269Long Term
4Shared CarAll Trips0.238715Long Term
5TransitAll Trips0.022701Long Term
6WalkAll Trips0.160303Long Term
0CarWork Trips0.282939Long Term
1E-bikeWork Trips0.448652Long Term
2OtherWork Trips0.025523Long Term
3RidehailWork Trips0.006023Long Term
4Shared CarWork Trips0.087863Long Term
5TransitWork Trips0.022286Long Term
6WalkWork Trips0.126713Long Term
0CarAll Trips0.293000Minipilot
1Shared CarAll Trips0.209000Minipilot
2WalkAll Trips0.075000Minipilot
3TransitAll Trips0.054000Minipilot
4RidehailAll Trips0.029000Minipilot
5OtherAll Trips0.029000Minipilot
6E-bikeAll Trips0.313000Minipilot
0CarWork Trips0.270000Minipilot
1Shared CarWork Trips0.294000Minipilot
2WalkWork Trips0.050000Minipilot
3TransitWork Trips0.000000Minipilot
4RidehailWork Trips0.000000Minipilot
5OtherWork Trips0.062000Minipilot
6E-bikeWork Trips0.324000Minipilot
\n", + "
" + ], + "text/plain": [ + " Mode Trip Type Proportion Dataset\n", + "0 Car All Trips 0.256326 Long Term\n", + "1 E-bike All Trips 0.282100 Long Term\n", + "2 Other All Trips 0.034588 Long Term\n", + "3 Ridehail All Trips 0.005269 Long Term\n", + "4 Shared Car All Trips 0.238715 Long Term\n", + "5 Transit All Trips 0.022701 Long Term\n", + "6 Walk All Trips 0.160303 Long Term\n", + "0 Car Work Trips 0.282939 Long Term\n", + "1 E-bike Work Trips 0.448652 Long Term\n", + "2 Other Work Trips 0.025523 Long Term\n", + "3 Ridehail Work Trips 0.006023 Long Term\n", + "4 Shared Car Work Trips 0.087863 Long Term\n", + "5 Transit Work Trips 0.022286 Long Term\n", + "6 Walk Work Trips 0.126713 Long Term\n", + "0 Car All Trips 0.293000 Minipilot\n", + "1 Shared Car All Trips 0.209000 Minipilot\n", + "2 Walk All Trips 0.075000 Minipilot\n", + "3 Transit All Trips 0.054000 Minipilot\n", + "4 Ridehail All Trips 0.029000 Minipilot\n", + "5 Other All Trips 0.029000 Minipilot\n", + "6 E-bike All Trips 0.313000 Minipilot\n", + "0 Car Work Trips 0.270000 Minipilot\n", + "1 Shared Car Work Trips 0.294000 Minipilot\n", + "2 Walk Work Trips 0.050000 Minipilot\n", + "3 Transit Work Trips 0.000000 Minipilot\n", + "4 Ridehail Work Trips 0.000000 Minipilot\n", + "5 Other Work Trips 0.062000 Minipilot\n", + "6 E-bike Work Trips 0.324000 Minipilot" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "704efdfe", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'file_suffix' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp\\1\\ipykernel_62500\\711063009.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 26\u001b[0m \u001b[0mrunning_total_long\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrunning_total_long\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mvals\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 27\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 28\u001b[1;33m \u001b[0mfile_name\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'CanBikeCO_report_mode_share%s'\u001b[0m\u001b[1;33m%\u001b[0m\u001b[0mfile_suffix\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 29\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Minipilot'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 30\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Mode Share'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'file_suffix' is not defined" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "width = 0.5\n", + "fig, ax = plt.subplots(1,1, figsize=(15,6))\n", + "running_total_mini = [0,0]\n", + "running_total_long = [0,0]\n", + "fig_data_mini = plot_data[plot_data['Dataset']=='Minipilot']\n", + "fig_data_long = plot_data[plot_data['Dataset']=='Long Term']\n", + "\n", + "for mode in pd.unique(fig_data_mini.Mode):\n", + " mini = fig_data_mini[fig_data_mini['Mode']==mode]\n", + " long = fig_data_long[fig_data_long['Mode']==mode]\n", + "\n", + " #labels = mini['Trip Type']\n", + " #vals = mini['Proportion']*100\n", + " #vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " #bar = ax.barh(labels, vals, width, left=running_total_mini, label=mode)\n", + " #ax.bar_label(bar, label_type='center', labels=vals_str, rotation=90)\n", + " #running_total_mini[0] = running_total_mini[0]+vals.iloc[0]\n", + " #running_total_mini[1] = running_total_mini[1]+vals.iloc[1]\n", + "\n", + " labels = long['Trip Type']\n", + " vals = long['Proportion']*100\n", + " vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " bar = ax.barh(labels, vals, width, left=running_total_long, label=mode)\n", + " ax.bar_label(bar, label_type='center', labels=vals_str, rotation=90)\n", + " running_total_long[0] = running_total_long[0]+vals.iloc[0]\n", + " running_total_long[1] = running_total_long[1]+vals.iloc[1]\n", + "\n", + "file_name='CanBikeCO_report_mode_share%s'%\n", + "ax.set_title('Minipilot')\n", + "ax.set_title('Mode Share')\n", + "ax.legend(bbox_to_anchor=(1,1), fancybox=True, shadow=True)\n", + "plt.subplots_adjust(bottom=0.25)\n", + "fig.tight_layout()\n", + "plt.show()\n", + "fig.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "50dcfed1", + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_palette('tab20', 12)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "d889b1d6", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data = data.copy()\n", + "plot_data.loc[plot_data['Trip_purpose']=='Religious', 'Trip_purpose'] = 'Other'\n", + "plot_data.loc[plot_data['Trip_purpose']=='School', 'Trip_purpose'] = 'Other'\n", + "t1 = plot_data.groupby(['Trip_purpose'], as_index=False).count()[['Trip_purpose','distance_miles']]\n", + "t1['proportion'] = t1['distance_miles'] / np.sum(t1.distance_miles)\n", + "t1['distance_miles'] = 'All Trips'\n", + "\n", + "t2 = plot_data[plot_data['Mode_confirm']=='E-bike'].copy()\n", + "t2 = t2.groupby(['Trip_purpose'], as_index=False).count()[['Trip_purpose','distance_miles']]\n", + "t2['proportion'] = t2['distance_miles'] / np.sum(t2.distance_miles)\n", + "t2['distance_miles'] = 'E-Bike Trips'\n", + "\n", + "plot_data = pd.concat([t1,t2])\n", + "plot_data['Dataset'] = 'Long_Term'\n", + "plot_data.columns = ['Purpose','Trip Type','Proportion','Dataset']\n", + "plot_data = pd.concat([plot_data, minipilot_purp_data])" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "93bc2011", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
PurposeTrip TypeProportionDataset
0Entertainment/SocialAll Trips0.066736Long_Term
1HomeAll Trips0.215234Long_Term
2MealAll Trips0.057337Long_Term
3OtherAll Trips0.223722Long_Term
4Personal/MedicalAll Trips0.030002Long_Term
5Recreation/ExerciseAll Trips0.086103Long_Term
6ShoppingAll Trips0.097388Long_Term
7Transit transferAll Trips0.007496Long_Term
8WorkAll Trips0.215982Long_Term
0Entertainment/SocialE-Bike Trips0.052398Long_Term
1HomeE-Bike Trips0.263373Long_Term
2MealE-Bike Trips0.033203Long_Term
3OtherE-Bike Trips0.112808Long_Term
4Personal/MedicalE-Bike Trips0.020521Long_Term
5Recreation/ExerciseE-Bike Trips0.083698Long_Term
6ShoppingE-Bike Trips0.085370Long_Term
7Transit transferE-Bike Trips0.005130Long_Term
8WorkE-Bike Trips0.343498Long_Term
0HomeAll Trips0.171000Minipilot
1WorkAll Trips0.163000Minipilot
2Pick-up/Drop offAll Trips0.138000Minipilot
3ShoppingAll Trips0.120000Minipilot
4Recreation/ExerciseAll Trips0.058000Minipilot
5MealAll Trips0.055000Minipilot
6Entertainment/SocialAll Trips0.045000Minipilot
7Transit transferAll Trips0.022000Minipilot
8OtherAll Trips0.051000Minipilot
9Personal/MedicalAll Trips0.176000Minipilot
0HomeE-Bike Trips0.162000Minipilot
1WorkE-Bike Trips0.166000Minipilot
2Pick-up/Drop offE-Bike Trips0.190000Minipilot
3ShoppingE-Bike Trips0.097000Minipilot
4Recreation/ExerciseE-Bike Trips0.086000Minipilot
5MealE-Bike Trips0.082000Minipilot
6Entertainment/SocialE-Bike Trips0.061000Minipilot
7Transit transferE-Bike Trips0.000000Minipilot
8OtherE-Bike Trips0.052000Minipilot
9Personal/MedicalE-Bike Trips0.104000Minipilot
\n", + "
" + ], + "text/plain": [ + " Purpose Trip Type Proportion Dataset\n", + "0 Entertainment/Social All Trips 0.066736 Long_Term\n", + "1 Home All Trips 0.215234 Long_Term\n", + "2 Meal All Trips 0.057337 Long_Term\n", + "3 Other All Trips 0.223722 Long_Term\n", + "4 Personal/Medical All Trips 0.030002 Long_Term\n", + "5 Recreation/Exercise All Trips 0.086103 Long_Term\n", + "6 Shopping All Trips 0.097388 Long_Term\n", + "7 Transit transfer All Trips 0.007496 Long_Term\n", + "8 Work All Trips 0.215982 Long_Term\n", + "0 Entertainment/Social E-Bike Trips 0.052398 Long_Term\n", + "1 Home E-Bike Trips 0.263373 Long_Term\n", + "2 Meal E-Bike Trips 0.033203 Long_Term\n", + "3 Other E-Bike Trips 0.112808 Long_Term\n", + "4 Personal/Medical E-Bike Trips 0.020521 Long_Term\n", + "5 Recreation/Exercise E-Bike Trips 0.083698 Long_Term\n", + "6 Shopping E-Bike Trips 0.085370 Long_Term\n", + "7 Transit transfer E-Bike Trips 0.005130 Long_Term\n", + "8 Work E-Bike Trips 0.343498 Long_Term\n", + "0 Home All Trips 0.171000 Minipilot\n", + "1 Work All Trips 0.163000 Minipilot\n", + "2 Pick-up/Drop off All Trips 0.138000 Minipilot\n", + "3 Shopping All Trips 0.120000 Minipilot\n", + "4 Recreation/Exercise All Trips 0.058000 Minipilot\n", + "5 Meal All Trips 0.055000 Minipilot\n", + "6 Entertainment/Social All Trips 0.045000 Minipilot\n", + "7 Transit transfer All Trips 0.022000 Minipilot\n", + "8 Other All Trips 0.051000 Minipilot\n", + "9 Personal/Medical All Trips 0.176000 Minipilot\n", + "0 Home E-Bike Trips 0.162000 Minipilot\n", + "1 Work E-Bike Trips 0.166000 Minipilot\n", + "2 Pick-up/Drop off E-Bike Trips 0.190000 Minipilot\n", + "3 Shopping E-Bike Trips 0.097000 Minipilot\n", + "4 Recreation/Exercise E-Bike Trips 0.086000 Minipilot\n", + "5 Meal E-Bike Trips 0.082000 Minipilot\n", + "6 Entertainment/Social E-Bike Trips 0.061000 Minipilot\n", + "7 Transit transfer E-Bike Trips 0.000000 Minipilot\n", + "8 Other E-Bike Trips 0.052000 Minipilot\n", + "9 Personal/Medical E-Bike Trips 0.104000 Minipilot" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "38142f21", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABcwAAAJHCAYAAACtnRWCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAA9hAAAPYQGoP6dpAACyc0lEQVR4nOzdd3QUVR/G8e9uGqmQBEJJAiGhKaGTgBBAgihVqdKV3ntXLAjSRHrvTQELIEVQpAiCCKIU6SV0CL0lhCSb3fePyGrehCpkA3k+53DMzNy59zdLFnefvXvHYLFYLIiIiIiIiIiIiIiIpHNGWxcgIiIiIiIiIiIiIpIWKDAXEREREREREREREUGBuYiIiIiIiIiIiIgIoMBcRERERERERERERARQYC4iIiIiIiIiIiIiAigwFxEREREREREREREBFJiLiIiIiIiIiIiIiAAKzEVEREREREREREREAAXmIiIiIiIiIiIiIiIA2Nu6ABERERFJff3792fZsmUPbOPr68uGDRvue/6OHTvue/xRhYeHc+7cuST7HB0dyZYtG1WqVKFz5844OTn9pzFEREREREQelcFisVhsXYSIiIiIpK7Tp09z7do16/bkyZM5cOAAEydOtO5zdHTk5Zdfvu/5UVFR9z3+qMLDw8mTJw8dO3a07ouNjWX79u1MnjyZatWqMXr06P80hoiIiIiIyKPSDHMRERGRdChnzpzkzJnTuu3l5YWjoyNFixZ95POfFi8vr2TjlipVisjISJYuXUr//v3x8fF5auOJiIiIiIjcj9YwFxEREZH72r59O/nz52fx4sVUrFiRMmXKsGXLFvr37094eLi1XXh4OGPGjGHYsGGEhoYSGhpKnz59uH79+hOPHRwcjMVi4cKFC9Yx+vfvn6TN0qVLyZ8/P2fPngVgwoQJVK5cmYkTJ1KqVClee+01rl+//sj1bd26lcaNG1OiRAlKlSpFr169rOMDmM1mxo0bR3h4OMHBwYSHhzN69Gji4+OtbWJjY/nss8+oUKECwcHB1KxZk9WrVz/x4yAiIiIiIqlHM8xFRERE5KHGjBnDJ598QmxsLEWLFmXVqlXJ2ixcuJBcuXIxdOhQrl27xqhRo4iIiOCbb77BaHz8eRonTpwAwN/f/7HOO3/+PD/99BOjR4/m+vXreHp6PlJ9y5cvp2/fvlSrVo127dpx/fp1xo8fT4MGDVi2bBne3t7MmDGDL7/8kn79+uHv78+ePXsYM2YMDg4OdOnSBYvFQqdOnfjzzz/p2rUrQUFB/PTTT/To0YO4uDhq1ar12I+DiIiIiIikHgXmIiIiIvJQDRs2pEqVKg9sYzAYmDNnDu7u7kDiUiudOnVi8+bNvPrqq/c9z2KxYDKZrNtXr15l8+bNLF68mKpVq+Ll5fVYtZpMJvr160eZMmUeub7y5cszcuRIypQpw5gxY6znFC9enGrVqjF79mz69OnDjh07KFiwIHXr1gUgNDQUZ2dn3NzcAPj111/55ZdfGDNmDNWqVQOgXLlyxMTE8Pnnn1OjRg3s7fUSXEREREQkrdKrdRERERF5qPz58z+0TcWKFa1hNCQuoeLg4MDOnTsfGJh/9913fPfdd0n22dvbU7lyZQYOHPhE9ebLl++x6vP39+fy5cv07NkzyTk5c+akWLFibN++HUhcW33UqFE0btyYypUrU758eZo2bWptv23bNgwGAxUqVEjyIUB4eDgrVqzg6NGjvPTSS090TSIiIiIi8uwpMBcRERGRh/L29n5om/+/MafRaCRTpkzcunXrgedVrFiRTp06AYmzwJ2dnfH19SVDhgxPXG/mzJkfq74bN27c97zMmTNz4MABAFq3bo2rqytLlixhxIgRDB8+nHz58vH+++/zyiuvcOPGDSwWC8WLF0+xrkuXLikwFxERERFJwxSYi4iIiMhTcS90vichIYHr168/dEmVTJkyUahQoUcaIyEhIcn2nTt3nkp9mTJlAuDKlSvJzrt8+bJ1HXSj0UiTJk1o0qQJV69eZdOmTUydOpUuXbrw66+/4u7ujouLC/Pnz0+xhly5cj1yvSIiIiIikvoe/+5LIiIiIiIp+OWXX4iLi7Nur1+/HpPJxCuvvPJU+ndzcyMyMjLJvj///POp1Jc7d26yZMnCypUrk5xz5swZdu/ebZ0x3rBhQz799FMgcdZ9nTp1aNKkCbdv3yYqKorQ0FDu3LmDxWKhUKFC1j9Hjx5l0qRJSZZpERERERGRtEczzEVERETkqYiMjKRDhw688847XLhwgdGjRxMWFkapUqWeSv8VK1Zk2rRpTJ06laJFi/Lzzz+zbdu2p1Zfz549ee+99+jRowe1atXi+vXrTJw4kYwZM9KiRQsAQkJCmD17NpkzZ6ZYsWJcvHiROXPmEBoaipeXFxUqVCAkJISOHTvSsWNHgoKC2Lt3LxMmTCAsLOyxb2AqIiIiIiKpS4G5iIiIiDwV1atXx8PDg+7du+Pi4kLt2rXp0aPHU+u/Xbt2XLt2jdmzZxMfH8+rr77KkCFD6NChw1Opr06dOri6ujJt2jQ6deqEm5sb5cqVo2fPnmTJkgWAbt264ejoyJIlS5g0aRLu7u6Eh4fTq1cvIHHJlunTpzNu3DimTZvG1atXyZo1K82bN7eu0y4iIiIiImmXwWKxWGxdhIiIiIg838LDwwkNDWX48OG2LiVFab0+ERERERFJG7SGuYiIiIiIiIiIiIgICsxFRERERERERERERAAtySIiIiIiIiIiIiIiAmiGuYiIiIiIiIiIiIgIoMBcRERERERERERERARQYC4iIiIiIiIiIiIiAoC9rQuQR2OxWDCbtdy8SGoyGg163omkIj3nRFKfnnciqU/PO5HU9yI/74xGAwaDwdZliLxQFJg/JwwGA7du3cFkMtu6FJF0wd7eiKenq553IqlEzzmR1KfnnUjq0/NOJPW96M87Ly9X7OwUmIs8TVqSRUREREREREREREQEBeYiIiIiIiIiIiIiIoACcxERERERERERERERQIG5iIiIiIiIiIiIiAigwFxEREREREREREREBAB7WxcgIiIiIiIiIiIiz47JZCIuLs7WZYjYhKOjI/b2jx6DKzAXERERERERERF5AVksFk6dOsXVq1dtXYqITXl7e5MrVy4MBsND2yowFxEREREREREReQHdC8szZcqMk5PzI4WFIi8Si8VCbGwMV69eASAgIOCh5ygwFxERERERERERecGYTCZrWO7h4WXrckRsxsnJGYCrV69w9epVihcv/sAPj3TTTxERERERERERkRfMvTXL74WFIunZvefBr7/+xm+/bcdisdy3rQJzERERERERERGRF5SWYRH553ng7JyBrVt/5fz58/dtqyVZRERERERERERE0hGj0YDRaJsg3Wy2YDbff3avyLPk4eHBhQuR3Lp1G1/flNsoMBcREREREREREUknjEYDGTO5YG9nm4UnTAlmbt64o9BcbOLeTHOTyXTfNgrMRURERERERERE0gmj0YC9nZFui3dx7FJUqo6dx8eNcQ2LYTQaHjsw79y5Ldmz52DAgIHJjg0ZMpALF84zceL0p1SppGcKzEVERERERERERNKZY5ei2H/+lq3LEElzdNNPERERERERERERERE0w1xEREREREREREReELdu3WTGjKls3bqZGzdukD9/Adq370yRIsUAmDVrGnv37iEsrDxffDGH6OhoypYtT9euPZk8eTybN2/E3d2DNm06ULVqDQAsFgsLF87nu++Wcu3aFfz9c9G4cTNef72qLS9VnhEF5iIiIiIiIiIiIvLcS0hIoEePzsTHx/HBB5/g5eXNkiVf0717R6ZMmUWBAi8DsHfvLtzd3Rg/fhrnzp3lvfd68fvv23nnnRa8+25LFi36kpEjh1KmTBgZM2Zi+vTJrF27hp49+xEQkJvdu//k88+HExUVRZ069W181fK0KTAXERERERERERGRNG/t2jX8/PP6ZPvj4uIoVKgIO3b8xuHDB5k/fzGBgXkA6NmzLwcO7GPhwgUMGjQMALPZTL9+H+Lu7k6uXAHky5cfe3sHGjZsCkDDhk1YuXIZZ86cwdHRia++WsiHH35C2bLlAPD19SMy8gILF85XYP4CUmAuIiIiIiIiIiIiaV5YWHk6dOiabP+UKeO5efMmERHHcHNzs4blAAaDgSJFirJ9+zbrPk9PL9zd3a3bTk4ZyJo1m3Xb0dERgLi4WE6ejCAuLpZPP/2YoUM/sbZJSEggLi6O2Ni7ODlleKrXKbalwFxERERERERERETSPBcXV/z8/FPcf/PmTSwWC2BIdtxsNmNv/08M+u+f7zEajSmOaTZbABg0aDi5cgUkO+7g4PiI1cvzQoH5c8TOLuUnrog8ffeeb3reiaQOPedEUp+edyKpT887kdSn51v6EhSUh6io20REHEsyy3zv3t0EBOR+oj5z5QrAzs6OyMgL1iVZAL75ZjEnT0bQp8/7/7luSVsUmD8nLBYLHh7Oti5D5D8zWywYDck/7U2r9LyTx2UxJ2Aw2tm6jOeWnnMCYLGYMRj05ja1/NfnXYI5ATv9u2cTZosZo54rqcKSkIDB7un9nj/v/78zmy0Yjc/Pa/onZbFYMDxH713k/vR3mbI8Pm4v3JghIaUJCsrLJ598QLduva03/Tx+/Bg9e/Z/oj7d3NyoVasuM2ZMwdXVlUKFirB3726mTBlPkybvPuUrkLRAgflzwmAw0G3xLo5dirJ1KSJP7NX8WejzRgF+P3qT2zEmW5cj8tRlzeRIwZzusKQ1XDli63JEnk95XsNQ6SPY9xVEX7J1NfIw3vmxy/M6/Tf3J+JmhK2rSVfCfMPoWrwr6y+v4kb8VVuX80Lzd85NqGd5zvXuQ1yEfs8z1q2DV5Mm/DR7P9cuRNu6nGcmV7A3pd8K4sgfZ4m5HWfrcuQ/cHZ3JF8Jv3TxIc+jMpstmBLMjGtYzCbjmxLM1mVOnjZ7e3vGjp3ExIljGTCgL/HxceTP/xLjxk0hOLjQE/fbpUtPPD29mDVrGleuXCZLFh9atGhD06bNn17xkmYoMH+OHLsUxf7zt2xdhsgTC8riCsDtGBM37ygwlxePm/PfM8+uHIELe2xbjMjzKnO+xP9GX4Lb521bizycSxYAIm5GcPDaQRsXk77kzpj4tfIb8Ve5EqcPl56lTA5eAMRFRHD3wAEbV2N7ruXCALh2IZorZ17cCV2e2VwAiLkdR/TNuzauRuTpMpst3Lxxx2YfIpjNlicKzCdOnH7fYwMGDLT+7OnpxYcfDrpv21at2tGqVbsH9p09ew62bNlp3ba3t6d589Y0b976MauW55ECcxERERERERERkXTkSUNrkfRAC96JiIiIiIiIiIiIiKDAXEREREREREREREQEUGAuIiIiIiIiIiIiIgIoMBcRERERERERERERARSYi4iIiIiIiIiIiIgACsxFRERERERERERERAAF5iIiIiIiIiIiIiIiANjbugARERERERERERFJPUajAaPRYJOxzWYLZrPFJmOLPAoF5iIiIiIiIiIiIumE0WjA09PVpoH59evRCs0lzVJgLiIiIiIiIiIikk7cm13++9Gb3I4xperY7s72hOTNiNFoeOTA/L33enP16hWmT5+bZH+HDq346689TJgwjWLFSlj3b9y4jg8/7M/Spd/j45P1ser788+ddO3anm++WUH27Dke61x5cSgwFxERERERERERSWdux5i4eSd1A/MnUbJkKBMmjCY29i5OThkAiIqK4sCBffj4ZOW3335NEpjv2bOLXLkCHjssF7lHN/0UERERERERERGRNCkkJBSTycTBgwes+3bu3I67uwdvvlmb7du3JWm/e/cuQkJKp3aZ8gJRYC4iIiIiIiIiIiJpUs6cibPF//prj3Xf9u3bCAkpRWhoaY4dO8KVK1cAuH37NhERxwgNLU1s7F1mzJhC/fpvER5ehhYtGrN588/WPlavXkm9ejUZN24UVaq8St++PZKN/ddfe6hcuTxTpkx45tcpaYcCcxEREREREREREUmzSpQI4a+/9lq3t2/fRmhoaQoUeBkPj4xs3/4rAHv37sbOzo5ixUowcOAA1qxZRbduvZg7dxHly1dkwIA+bNmyydpPZOQFLl++xKxZX9C+feckY+7fv4/evbvy9tuN6NChS+pcqKQJCsxFREREREREREQkzSpZMpR9+/ZisVg4cSKCy5cvERpaGqPRSMmSodZlWfbs+ZPg4MJcvBjJL79solev/oSFlSdnzly0aNGG8uVfZd682Un6bt68Nb6+fgQGBln3HT58kF69OtOgQRPatOmQqtcqtqfAXERERERERERERNKsEiVCuXXrJqdOnWTHjm3kyZMXb+/MAISGlmbXrj+Ae+uXl+L48WMAFC5cNEk/RYoUtx67x9/fP9l4gwZ9SHR0NNmz53gGVyNpnQJzERERERERERERSbMyZ85MQEAg+/btZceO7YSGvmI9FhpamuvXr3Ho0EGOHDlEaGhpwJJiP2ZzAvb29kn2OTllSNauefPWNGzYlPHjR1vXR5f0Q4G5iIiIiIiIiIiIpGn3lmXZu3c3pUr9E5j7+GQlICCQ5cuX4OrqSr58BQgMzAMkrmn+b3v27CYgIPdDx6pcuQqtW7fD3d2dkSOHPNXrkLTP/uFNRERERERERERE5EXi7pz6seB/GbNkyRA++eRDwEKhQkWSHCtVqjQrViyjTJkwjEYjuXMH8sorZRk1ajgA/v45Wb9+LVu2bGLQoGGPNJ6TUwb69h1A9+4d+fHH1bzxRrUnrl2eLwrMRURERERERERE0gmz2YLZbCEkb0abjv+4ihUrQVxcLKVKlcHBwSHJsdDQV/jqq4WEhJS27vvkk2FMmzaRESM+JSrqNrlzB/Hpp59RoULFRx6zZMlQqlWrybhxoyhZMtS6brq82BSYi4iIiIiIiIiIpBNms4Xr16MxGg02G/9JAnNXVzc2bdqe4rFSpV5hy5adSfa5uLjQo0dfevTom+I51arVpFq1mkn2FS9eMlk/77//8WPXKs83BeYiIiIiIiIiIiLpyJOG1iLpgW76KSIiIiIiIiIiIiKCAnMREREREREREREREUCBuYiIiIiIiIiIiIgIoMBcRERERERERERERARQYC4iIiIiIiIiIiIiAigwFxEREREREREREREBFJiLiIiIiIiIiIiIiABgb+sCREREREREREREJPUYjQaMRoNNxjabLZjNFpuMLfIoFJiLiIiIiIiIiIikE0ajAa9MGTDY2SYWtCSYuHbj7mOF5vXq1SQy8oJ122g04uLiQt68+Wnduj1FihSztqtatQatWrV7pD4fte3TFh8fT/Xqr/Hll98wffpk1qxZZT1mZ2eHu7s7hQoVpU2b9gQG5kn1+h7FhQvnGThwAEeOHCJPnnyMGjWBgQMHsHv3H3h4ZGTp0u8xGp/PxU0UmIuIiIiIiIiIiKQTRqMhMSxf0hquHEndwTPnw1B3Jkaj4bFnmTds2JRGjZoCYLHArVs3mDZtEr16dWHhwiX4+GRlxoz5ODk5PYvKn6o9e3aRPXsOsmTxASA4uDBDhnwGQHy8iUuXIlmwYA7t27di0qQZ5M2bz5blpuibbxZx/vw5Zs36Ag8PD3744Xt27drJhAnTyZIly3MbloMCcxERERERERERkfTnyhG4sMfWVTwyZ2dnvL0zW7czZ85Mnz7vU6tWVTZt2kj9+g3x9PS0YYWPbtu2rbzySlnrtr29fZJry5YtG8OGjaJt2+aMHTuSSZNm2KLMB4qKiiJXrgACA4P+3r6Nl5c3wcGFbFzZf/f8Rv0iIiIiIiIiIiKSbtnZ2QHg4OAAJC6zMmvWNOvx33//jfbtW1KpUllq167G1KkTSUhISNZPTEwMnTq14d13G3L9+rUUx7pw4TxhYSX588+dSfaHhZVk9eqVAMyaNY0OHVqxYMEcatR4jSpVKjJ06CdER0clOee335IG5imxt7enTp367Nmzi4sXIwHo3Lktw4YNok2bd6lS5VV++OF7ANasWcW77zYiPLws9erVZP782ZjN5iR1r137g7VN27bN+euvB39Ysm/fXrp2bc8bb1SgevVKDBs2iFu3blnrWL16Jbt3/0lYWEnq1avJ7NnTuXgxkrCwkkn+Dp5HCsxFRERERERERETkuXL58iVGj/4MZ2cXSpdOHj7v37+PXr26UrBgIWbP/pL33vuIVau+SxbmxsbepV+/Hty5E824cVPx9PT6T3UdOnSAX3/dwqhRExk6dCS7d//JRx+9bz1+4cJ5rl69SsGCD5+JHRSUuH75sWNHrftWr15J/fqNmDx5Fq+8Upavv17IyJFDefPN2sybt4i2bTuxcOECJk0al6Sv8eM/p2nTd5k9+wty5Qqge/eOnD9/LsVxDxzYR5cu7QgIyM3UqXMYPHgEBw7so2fPzpjNZoYOHUl4eGWCgwuzfPkPzJ27iIYNm+Ljk5Xly3+gUaNmT/LQpRlakkVERERERERERETStAUL5rB48RcAJCQkEBcXR0BAbgYNGka2bNmStf/mm0W89FJBunTpAUCuXAH06TOAK1cuW9vExcXRr19PoqOjGTduCh4eGf9znQaDgcGDh5M5cxYAevbsR+/eXTl9+iQ5cwawbdtWQkNLY2//8FjWzc0dIMkM9bx58/H661UAsFgsfPHFPOrUeZu6dd8GwN8/J7du3WDixLG0aNHGel7Tps2pXDnxvH79PuCPP35nxYpltG/fOdm4ixd/SVBQXnr27AdA7tyBDBw4lHffbcj27dt45ZWyODk5JVlKxtnZGaPRmGRpmeeVAnMRERERERERERFJ02rVqku9eg0BMBqNeHhkxM3N7b7tjx8/SkhIqST7KlSomGT7m28WER8fT/HiJXF397Du79WrK3v37rJu9+nzPoUKFXmkOv39c1rDcki8oWdiPcfImTOA337byquvVnqkvu4F5a6u/1ynn19O6883blzn2rWrFC5cNMl5RYoUx2QycerUSby8EmfMFytW0nrc3t6e/PlfIiLiWIrjRkQcIySkdJJ9QUF5cHNz5/jxow9dTuZ5p8BcRERERERERERE0jR3dw/8/Pwfub29vT0Gg+GBbQID89CpUze6d+/I8uVLqFWrHgD9+39AbGystZ2Xlxc3b95Mdr7JZEq2z84uadx6by1xo9GO2NhYdu36g/79P3ykazh06CAA+fLlt+5zcnKy/myxWAD4/8u8N+a/Z7H//4x2i8WM0Zjyat0WiyVZn/fOeZSZ8c87rWEuIiIiIiIiIiIiL5SAgEAOHjyQZN/XXy+kZcsm1u1XXilLsWIlaNSoGZMnTyAy8gIAWbL44Ofnb/3j4uJqvbFoVNQ/y6OcPXsm2bhnzpxO0mbfvr1AYui9a9cf5MwZgJeX90PrT0hIYMWKpRQrVoIsWXxSbOPp6YWnpxd79uxOsn/Pnl04ODjg6+tn3Xfw4H7rz/Hx8Rw+fIh8+Qqk2G9gYJ5kfR49eoTo6GgCAgIfWvvz7sX/SEBERERERERERESSypzvhR6zceNmtG79DjNmTOGNN6px7txZ5s+fY13r+99atGjDzz9vYPjwwYwdOznF/ry9M5Mjhy9fffUl/v45iY29y/jxo3F0dEzSLibmDp9++hFt23bk2rVrjBnzGZUqVSZ79hx89dWXKS5nYjKZuHr1ivXnyMgLLF78BWfOnGHKlFn3vUaDwUCjRk2ZOXMqOXL4EhpamgMH9jN79nTefLM2bm5u3L59C4AZMybj5eVNjhy+zJ8/m5iYGN58s06K/TZo0JhOndowevQI6tR5m+vXrzF69Ajy5ctPyZKh963nRaHAXEREREREREREJJ0wmy1YEkwY6s60yfiWBBNms+WZj5M3b36GDRvFzJlTWbhwPl5e3tSr14B33mmZrK2TkxP9+g2ga9f2LF++lLfeSh4kGwwGPvpoMOPGfU7Llk3ImjUbrVq1Y+bMqUna+fhkJTAwDx07tsbe3p7Klatab6z522+/8sEHg5L1vW/fXt56K/GGnA4ODmTOnIVixUowc+Z8cuUKeOB1Nm78Dg4Ojnz99ULGjx+Fj09WmjR5l8aNmyVpV6tWPSZMGM2lSxcpWLAQEydOJ3PmlG/QGRxcmM8/H8eMGVNp2bIJLi6ulCv3Kh06dE4XS7K8+FcoIiIiIiIiIiIiQGJgfu3GXYzGB6/v/SzHf9zA/NtvVz5RuzJlwihTJuyR2hYrVoJffvn9gf0HBxdmxoz5SfZVrlwlybbRaKRt2460bdsx2fmLFy9Ltm/AgIEMGDDwgePeM3Hi9BT316/fkPr1Gz7w3CJFitGiRZtHGgcgJKR0sht//tv/19yqVTtatWr3yP2nZQrMRURERERERERE0pEnCa1F0gvd9FNEREREREREREREBM0wFxEREREREREREfnP0uKyJNmz52DLlp22LuO5ohnmIiIiIiIiIiIiIiIoMBcRERERERERERERARSYi4iIiIiIiIiIiIgACsxFRERERERERERERAAF5iIiIiIiIiIiIiIiANjbugARERERERERERFJPUajAaPRYJOxzWYLZrPFJmOLPAoF5iIiIiIiIiIiIumE0WjAy9MFg9E2C09YzGauXb+j0FzSLAXmIiIiIiIiIiIi6YTRaEgMy/d9BdGXUndwVx8MwQ0wGg1PFJivXfsDS5Z8RUTEMQBy5cpNjRpvUatWXQDq1atJ1ao1aNWq3VMt+3GllTrkySgwFxERERERERERSW+iL8Ht87au4pGtWrWcsWNH0rVrL4oWLQ5Y+P33HYwfP4rr16/RokUbW5doNWPGfJycnGxdhjwhBeYiIiIiIiIiIiKSpi1b9i01arzFm2/Wtu7LmTOAy5cv8fXXi9JUYO7p6WnrEuQ/UGAuIiIiIiIiIiIiaZrRaOCvv/Zy69YtPDw8rPubNHmXatVqWrevXbvKgAF92L59G05OTlSpUp2OHbthZ2cHwL59e5k+fTKHDx/E3t6esLAKdOrU3dpnvXo1efPN2uzbt5edO38nS5YsNGvWnBo1agGwevVKZsyYQuvW7Zk1axq3b9+mZMlQevXqR+bMWax93FuSZdasaeza9QevvFKWb7/9ips3bxAcXJjevfuTM2cAANevX2fs2M/Yvn0bdnZ2VK/+FocOHaBIkWJa1sUGbLO6v4iIiIiIiIiIiMgjatLkXY4ePUzt2lXp06cbCxbM5cCBfbi5uZEzZy5ru1WrllOkSHHmz/+KDh268tVXC1mzZhUABw7so0uXdgQE5Gbq1DkMHjyCAwf20bNnZ8xms7WPuXNnUqDAy8yd+yV16tTns8+Gsn79Wuvx69evsWjRF3z88RDGj5/CpUsX6dmzMyaTKcXa9+//i927/+Szz8YyduxkIiMvMGrUCADMZjN9+3bnzJkzfP75eEaPnsSBA/vYteuPZ/EwyiNQYC4iIiIiIiIiIiJp2quvVmLatDm8+mo4Bw8eYNq0ibRt25zGjeuyd+9ua7vy5Svy9tuNyJHDlxo13iIoKC+HDh0EYPHiLwkKykvPnv3InTuQ4sVLMnDgUA4dOsD27dusfYSElKJly7bkzBlAgwZNqFixEl9/vch63GQy8eGHgyhSpCgvvVSQjz4aTETEcf744/cUa7/XPm/efBQuXJR69Rpaa969+08OHtzPwIGfEhxcmPz5CzB48HAcHByf/oMoj0SBuYiIiIiIiIiIiKR5L71UkA8/HMzKlWuZN28x7dt35s6dO/Tu3Y3r168BJJltDuDu7k5cXCwAERHHKFSoSJLjQUF5cHNz5/jxo9Z9xYqVSNKmYMHCREQcs267uLiSP38B63auXAF/93GMlHh5eeHhkdG67ebmRnx8PACHDx/C3d3DujwLgKenV7LrkNSjwFxERERERERERETSrEuXLjJmzGdcvnwJAIPBQFBQHpo2bc64cVO4cyea3bv/BMBoTB53WiwW638NhuT9Wyxm7O3/udXjv3++d/zf/f7/8b9bYWeXctT6oNnidnZ2WCzm+x6X1KfAXERERERERERERNIsR0cnli9fytq1a5Idc3V1BcDLy/uh/QQG5mHPnt1J9h09eoTo6GgCAgKt+w4ePJCkzV9/7SVfvn9mlN+6dZNz585atyMijhMVFZWkzaPKkycvUVFRnDp1Mkn/Z8+efuy+5OlI6eMQEREREREREREReZG5+jw3Y2bKlIkmTd5l+vTJREVFER7+Gi4urpw8eYK5c2dSvHhJihQp9tB+GjRoTKdObRg9egR16rzN9evXGD16BPny5adkyVBru3XrfuTllwsSGvoKv/zyM5s3b2TEiDFJ+ho8+CO6d+9NQoKZUaOGERxcmKJFiz/2tRUvXpKCBQv93V8fnJycmDp1Infv3sWQ0nR4eeYUmEv6ZDZhvHAAQ/QVLB7ZMWd7KXmbmBvYndpOQoE3Ur8+kSdgio/j7InDBOQrBEB8XCy7fl3L+dNHcXBwInf+IrxUrKz+hyvpyoVoI1sinThxy44okxEj4O5gJiijiVeyxpHVRV99FBERkfTNYrEw+5uJ1KrcEG/PLLYuR1KB2WzBYjZjCG5gk/EtZjNms+Wxz2vTpgN+fv6sXPkdy5Z9w927d8maNRvh4ZV5552Wj9RHcHBhPv98HDNmTKVlyya4uLhSrtyrdOjQOckyK1Wr1mDTpo1MmjQOPz9/Bg0axiuvlE3SV+XKb9C7dzdMpnjKli1Pt269n/j99pAhnzFq1Ai6d++Ak5MTtWvX5+TJCBwcHJ6oP/lvFJhL+hN7G4ctUzDcumjdZfH0Iz60Obh4WvcZYm5id3CtAnN5Lly7fJ5ZI3sRHxfH+2OXcOPqRWaM6M61S+fJ4OJGQoKJLT9+Tc6ggrToPZIMzq62LlnkmYpLgE//8GBJhDMJFnBzsODqYMFigTsmA1HxBuyN0DDPHd4vfhujPkcSERGRdMpiMbP1j595rWx1BebphNls4dr1Oxht9CLYbLY8UWAOiUF21ao17nv8229XJts3ceL0JNshIaUJCSn9wHGyZPGhf/8PH9imbt0G1K2b8ocO/66jVat2tGrVLsnxatVqUq1aTQBu3LjB4cOHGDx4uDW0j4+P56uvFpIliw2+BSAKzCX9sd+3CoMpjvhXu2Nxy4Lx/F7s963EcfME4sI6gJteIMjz5/tFkzAa7Xin21AAls8fgyk+ng4fTiFn0MsAHNv/B4unDWb14snUadHHluWKPHNj9rrz3UlnPihxizdy3sXLKekL8muxBn44nYHhuzxwdbDQo3CUjSoVERERefZa9qsDPCgctfDJ+MT3CAYDzBq+JFXqEtv5L6G1PF12dnZ8/PF7vPVWXWrXrkd8fDyLFi3A0dGB0qXLPrwDeeoUmEu6Y7x8FFPB6lg8/QEw5wol3js3Dr9MxnHrNOIqdIUMHjauUuTxnDi8l9rNe+GXOz8AR/fvpF6rftawHCBPwRJUqd+ONV9NUWAuL7yVJzPQs/BtGuWNSfG4l5OFxnljiE0wMO+wqwJzEREReaFVLluDdb9+j6eHN2VLVsRgMFqPWcwJrNzwLeVDXyOTh5cNqxRJn9zd3fnss7HMmDGZFSuWYTAYKFy4COPHTyNTpky2Li9dUmAu6U/8XSxO7kl2WdyyEF+2PQ6bx+OwdRrx5bvYqDiRJ5OQYMLRMYN129HJGVcPz2Tt3DN6ER8Xm5qlidhEtMlAoIfpoe1yuydwPdb40HYij+K77aepUDArnm5Oti5FUmAxWTDY/zO70nLNguWiBezB4GvA4KK1mZ62mFt3uXnhNp5+GXFydUx2PO5OHJeOX8WvUHYbVCdpVUx8FLdirpDJJStO9s7JjseZ7nI56gy+mfLaoLrnV6M3W1I8uBSzv5nIwWN/0ertLmTNnPjcM/8dmL9a6nUC/IJsXKmI7aW0rMu//Xs5laelePGSTJky+6n2KU9O7xAl3bG4+2B3/q/k+z2yEl+qOYaoSzhsnwMmhYry/AjMX4QNKxdgio8DoEipcH5bvyxJmwSTiV/WLMY/KIWb3Iq8YIK9THx51AXTA+7pGW+GOYddeMkzPvUKkxda/wU7qfvZRv46dd3Wpci/WOItmJabiJ+R+Fy3mCyYvjMRPy0e0zITpm9MxE+Ix7Th4R+yyaNJMJlZO+YXpjb4kkXdVzC1wZdsmr6dhP/7R/nq6Rt803e1jaqUtCbBnMD6Q18wc0tfvv7jM2Zu7csvx5aQYE5I0u5a9AWW7hpjoyqfb/kDCzKox1j8suVk4NierP3lwaGgiEh6pRnmku4k5K2I/Y752MfcwBxQGnP2gtZjlix5MRVviP0fi3C4cc6GVYo8nmoNOzLl006Mfq8ZIRVqkDNPQdZ8NZUJH7chX6FQEkzx7Nu5mVs3rtC2/zhblyvyzPUpepuWGz15bWUWXs0RS4C7CTcHCwYDRMUbOH3bjo3nnbh6147ZFa/Zulx5gbg62dPw859pVD6Q7jVexs3ZwdYlpXsJPydgPmbGrrxd4vaGBMxHzNi9aoch0ABmMB8xY/7NTIJzAnav2Nm44uff71/t4fDPxynXMgRPv4wc3XKSP5ft4/Lxq7z1yes4ZNDb0Pu5bHm89YSzGF6cb0b8cfpHjlzaSdmg2mRy8eHY5V3sPrOeK1FnqFGoIw52yb+lII/PydGJd+q0p0RwaeZ8O5mdf22jed0Oti5LRCRN0SsVSXfMvkUwhTbD7tBPGK4ch38F5gBm/xKYHJyx3/U1aNKhPCeyZM9Jt8GzWLt0NptWLyI2JhqA2zevcv7UEQwGIwH5CtOw/YfkzFPwIb2JPP8Ke8ezrMpVZhxwZfMFRxYfS/qV7qwuZspmi6X1S9EEeiTcpxeRx/dp4+LsPnmNcasOsGLHaZpWCKLZq0FapsWGzIcSw3G7EolBuHlfYnhuV/qfYNyY3UiCXQIJuxSYPw0HNxzjlWbFKVmvMABBr+QisHRO1oz4mRWf/EStwW9gZ68vO6ekAxYe8OWoZJY+8CaOz5fDF3dQKqAGxXO+BkBg5iIEehfmx4NzWPXXVN4s3Ak7o56fT0vBfEUZ3HMsC1fM4pPxvXnwDUFFRNKXxwrMmzVrxo4dO+57fMuWLWTJkiXFY/3792fZsn+WBzAajXh7exMeHk7fvn1xc3MDYMKECSxbtowNGzZw9uxZKlWqxPz58ylVqtTjlPpINaTk8OHDyfZt376dd955h/Xr1+Pn5/ef6xDbM/sWxexbFO4zg8Oc7WXiXv8Aw7UTqVuYyH+Q0cuH+q37U791f65dvkD07RskmEw4ZXDBO2sOHJ2SrwEp8iLzd0tgUOgtAGIT4FacEbMFPBzNOGvKgDwjBgO8WzEP1Uv4MW7VAWauO8KMn45Q9iUfqhX3o1igN/6ZXW1dZvoSA4bM/wqCTGDInjwYMvgZ4NdUrOsFFnUlGp88mZPsy1cuNwDfD93ADyM3Uf29irYoLc0bjoFP/w7Nm2EgPcXDUbE3yOLun2RfHp/iWIAfDszip4NzqVKwlW2Ke0E5Z3Ch1dtdKBFcmj/2/Ya7q4etSxIRSRMe++1i1apVGTBgQIrHvL29H3husWLFmDBhAgDx8fGcPn2aTz75hPfff5/x48cD0LJlS5o0afK4ZT2SAQMG0KtXL+t2WFgY77//PtWqVXto3Vu2bMHLS3eLfuE86CuMdvZYsuhGMvJ88sqSHa8suoGWyD1OdpDF+XHm7In8N5k9MjC4cXF61CzIV1tPsHb3OfrO34kBcLS3w8PFgV+GPvg1qDwdBh8D5n1mjLkSZzQbAgyYI/7Zvsd82IzBUzMsnwb3LK5cPHqFnEVzJNmfr1xubrcOZdOM7bhldrGG6PKPPAYDH1ugPxZuAXVfoCVXHsbNyZNLt0/h75k/yf68PsW5ffcaW44vxc0pE3myFLdRhS+uoi+HUPTlEFuXISKSZjx2YJ4hQ4b7ziJ/GAcHhyTn5siRg44dO9KnTx+ioqJwc3PD1dUVV9dnM+vG3d0dd3f3ZPsedj2Ojo5PfM3yHIu+iv2hnzCVaGjrSkSemquXzrNhxXzqt+5v61JE0oQzUXZM3ufKsNK3bF2KvKC83J3oUKUAHaoU4OKNGPaevMbhc7e4GqWbi6cWuzA7TN+YMMWbMJY0YlfODtMSEyaTCWMeIySAeb8Z8wEzdtXT03zeZ+fl1/Ly25e7MBoNBJbOiadvRuuxEnULcTPyNn8s+Ytzf0XasMq0K7fBQCMLfI2FNyzglk5C8wLZSrHj5GoMGAnMXJhMLj7WY8Vzvsatu1f588x6zt04ZsMqX3yXrkaycv03tHq7i61LkWfMaDRgNNrm3xez2YLZ/Hj3bBBJTTb/QrKzszOGf70A+PeSLP/vxIkTNGvWjFKlSvHZZ59hZ2fHxo0bmTBhAseOHSNr1qxUr16djh074uj4ZDcEWbp0KRMnTqRSpUosW7aMkiVL0qJFiyRLsoSHh/P222+za9cutm3bRtasWWnbti3169cHICEhgdGjR7Nq1SquXr2Kn58f7777Lo0aNXqyB0lswhAbhfH076DAXF4g0bdv8OeWNQrMRf527a6RZSecFZhLqsiayZnKRX2pXNTX1qWkK8Y8Ruzr2WNaZ8I835y4TK8FzL+bMe80gwVwBLtKdtgVVmD+NJSoV5jbl6PZPHMHNy7cplLnMkmOh3cqg4OzAzu/2WujCtO+GkB2DMTZupBUVNy/MlF3r7P1+FJu3b3Cq/mSvg97NV8DHOyc+PP0WhtVmD7cjr7F1j82vpCBudFowF73TwASH4tMns42uy9AgjmBG9djFJpLmmXTwDwyMpKZM2dSrVo16xrm93P69GneffddypYty7BhwzAajWzevJlu3brx3nvvUbZsWU6fPs3gwYM5ceIE48aNe+K6zp07x8WLF1m2bBl3797l2rVrydpMmjSJdu3a0a9fPzZv3sxHH32Eq6sr1apVY+HChfzwww+MGTOGrFmzsnHjRgYOHEjevHkpWbLkE9clqcvilYu42qNsXYbIU5Uz6GWGzd1k6zJE0owimeM51OiircuQF8SwpiW0PnkaZcxrxDGvI+aLZiwXLXAHSAAcweBlwOBvwOCYPmbxpgY7eyOVupSlbPOSxEanHPmWaxlC/gqBHNt6MnWLe07YGwz897t4PV/sjHZUzN+IVwLfJM50N8U2ZYNqkc+nBMev7E7d4tKRoJz5mD1iqa3LeCbc3DLYuoQ0w2g0YGe0o//m/kTcjEjVsQMzBjK8/HCMRsNjB+adO7dl9+4/k+xzcHDA2zsz5cq9Svv2nXBySrt/zyaTiSVLvqJBg8SlqGfNmsaaNav49tuVT3WcK1eu0KhRHVavXs9nnw1hzZpV9207deocgoMLPdXxH1W9ejWpWrUGrVq1s8n4D/LYgfnKlSv58ccfk+2vWLEio0ePfuC5O3fupFixYkDiLOzY2FgyZcrE4MGDH3je2bNn6devH+XKlWPw4MEYjYmfCE6dOpV69epZZ27nzJmTTz75hHfffZezZ8/+pxt0duzYEX//xBuObN++PdnxsmXL0rlzZwACAwPZs2cP8+bNo1q1apw+fRoXFxf8/f3JkiULTZs2JTAwkNy5tUafiIiIyIuqdulcti5BHsKY1QhZbV1F+pHB3YkM7k73Pe4T5I1P0IPvgyXpTwYHVzI43P/Dxyzu/sluDiryKKKi7hIfn2DrMp46Dw9n7OyebOZ8xM0IDl47+JQrerbCwyvTrds/9yeMiYlhx47fGD9+FAkJJnr27GfD6h7sp59+YMKEMdbAvFGjZtSp8/ZTH+e337ZQokRJHBwcAAgOLsyQIZ+l2DZjxkxPffxHNWPGfJyc7v86wZYeOzAPDw+nd+/eyfa7uLgAsGLFCj7++GPr/hIlSjBz5kwAgoOD+fzzz4HEwPzq1avMnTuXhg0b8vXXXxMUFJTimAMHDiQ+Pp7s2bNbw3KAAwcOsHfvXpYtW2bdZ7Ekfjp1/Pjx/xSYBwQEPPB4qVJJP+8vWrQoP//8MwBNmjRh3bp1lC9fnuDgYMqWLUvVqlUfelNUSUV3b2O8cgyzX7G/t29hd3wLhpvnwM4BS+ZAEnKVAvu0+cQVScntm9eIOLSLIqUqAXDrxhW2rVvG+dNHcXBwInf+IoRUqI6jk7ONKxVJHWYLLIlw5ufzTpyNsiPGZMDZ3kJGRzMFvUxU9rtL8Szxti5T0qFrUbFs3h9JrVIK2NMSyx0L5uNm7AppWZbUEnPzLid2nOHlynltXcpz55bFwh9AxXSyvvm/xcRFcfLaPl7KVtrWpTyXjp48xN5Df3Dxynli7sZgMBhwyeBCjqz+FMxXlKCc+Wxd4jNjNlswmXQT+Oedk5MT3t6Zk+zz8/Pn0KEDrFu3Nk0H5vcyy3tcXFyseerTtG3bVkqXLmvdtre3T/aYpQWenp62LuG+Hjswd3V1JVeu+7+4Dw8Pp0iRItbtDBkyJPn53+cGBgZSuHBhSpcuzbfffku/fin/UteuXZt8+fIxfPhwKleuTP78iXfNNpvNtG7dmtq1ayc757/epPPfdafE3j7pQ2exWKxhfkBAAGvXrmXHjh1s3bqV9evXM3XqVIYNG5ZirZK6DDfO4bB1Ktg5EOdXDMOtCzj8MhlMsVjcs4I5AeOFfdgd/4W4cp3BOePDOxWxsfOnjjJrZE/sHRwpUqoSkWcjmDG8G7F3Y8iSPRfmBBMHdm3h15+W0O79CXh4pr3/WYo8TdHxBt7d4MnxW/YEeZi4ctdIVLyR1/zucinGjiURzsw97EL1nHcZUfomTzgpR+SJnLkczXsL/lBgnsZYrltIWJWgwDwV3bhwix9Hb1Zg/gQigQlYqEj6C8xvxlxm3cH5Cswf052YaKZ8OYr9R3eTwcmZzJ4+ZHByBizcuHWNvYf/5LufvqJwgeJ0aNILJ8e0u6yFSEocHZ2suVx8fDwzZkxh7do1REdHkTt3EK1btyc09J9/Nw4dOsjUqRPYv/8vMmRwply5CnTp0hNnZ2c6d26Lr68fERHHOXPmFN2796FKlep8//0KFi6cz4ULF8iePTtvvVWXevUaWMfdu3c3s2dP5+DB/cTFxeHn588777SkcuUqrF69kqFDPwEgLKwk48dPZdeuP5IsyXLxYiTTpk1i584d3LkTTeHCxejUqRtBQXkAGDJkIGZzAl5emVmzZhUxMXcIDS1N797vWQNxk8nEzp076Nr1n1n4D3P+/DmaN29MtWo16N69DwCrVn3HyJHDmDx5FgULBnP58iUmThzD9u3bsLOzIzi4MJ0798DfP6e1tujoaGJi7rB//z6aNWtOs2Yt+P3335g1azpHjx7GwyMjb7xRjTZtOmBnZ5dkSZa7d+8yduxIfv11C1FRt8mVK4DmzVtToUI4kJi7Llw4n+++W8q1a1fw989F48bNeP31qk/8O/MgT30Nczc3t4euR/5vBoMBs9mc7FOWf6tevTqhoaGsWrWK9957j6+//hp7e3vy5s1LREREkhB+x44dzJs3j4EDBz6TT2nu+euvv5Js//nnn7z88ssAzJ8/H29vb6pXr07ZsmXp27cvLVq0YPXq1QrM0wD7fSuxuHoTX7pV4vaepVgyuBP/Sk9wSfx0y3D7EvbbZmH/13JMoe/YslyRR7L6qyl4+fjyTrehACxfMBa3jF50+eQzMnknfvf88oXTzBvTn1WLJtK440AbVivy7I3d60aCxcD6mpfxymDBZIYB2zPi5mBmVJmbJJjh2whnBv/hQaCHiY7B0bYuWdKRoOzuzOtWztZlyP8xZDZg39imt3hKd7xzZqLeiGq2LuO55A8MSodhOYCXa3ZqF+1u6zKeO4tXzeXEmaP0aPkBwfmKYfi/bydYLBb+Ovwn0xeP5avv5/FO7bS3prBISkwmEzt2/MaPP67mzTcTM7chQwZy4kQEH300mCxZfNi6dTN9+3Zn6NDPKVMmjAsXztOlS1vCwiowbdocoqOjGTLkE0aOHMpHHyUuG7169Uo+/HAwefLkxdvbm+XLlzJ16kR69uzLyy8Hc/ToYcaM+YwrVy7RsWM3Ll++RI8enahduz69e7+HyWRi4cL5DBs2iBIlQqhUqTJRUVGMHz+K5ct/wMMjI7t2/WG9jjt3ounQoRU5cvgyfPgoHB2dmDNnOp06tWHu3EVky5YNgA0b1lG5chUmTpzOxYuRfPLJB0yfPpn33vsISAzts2bNRtas2R75McyRw5euXXvy2WdDCA+vjJeXN+PGjaJ16/YULBhMTEwMXbq0I0+efEyYMB07OyOLF39J27bNmT9/MVmy+ACwefNGOnbsSo8efXFycmL//n306tWV+vUb8d57H3HxYiSDBn2A0WikbduOSWqYMWMKx48fZeTIcbi7u7Ny5Xd89NF7LF68jOzZczB9+mTWrl1Dz579CAjIze7df/L558OJioqiTp36T/4LdB+P/Yrw7t27XL58OcVjHh4eD1x7Jj4+Psm5169fZ/r06cTFxVGjRo0HjmswGBgyZAhvvfUW06dPp2PHjrRp04bu3bszYcIEatSoQWRkJB988AE5cuT4zzPMH+b777+ncOHChIWFsW7dOn766SemTp0KwNWrV5k0aRIZMmSgQIECHD9+nAMHDvDuu+8+05rk0Riun8YU0hQyuCduXz2ZGIq7/PNVEIu7DwkFq2K/6xtblSnyWM5EHKRRh49wz+gFwOmj+2jc6RNrWA6QJXtOXq/XhmVzP7dVmSKp5sczGfiwxC28MiR+IG9vhG6Fb/PGqiz0KBKFm4OFBnliiDEZ+PKoiwJzeapOXLzN5gMXOXs1mpjYBJyd7Mjo4khB/0yE5s2CWwYHQvM+29eq8mjMx8xYrlgwZDJgyGfAmEtfN3nWInac4eqp62TM5k6eMrnwL5zd1iWlSZcsFnz+FWjutlg4ATgCLwO5DQaCbVVcKjt19QBXos6SwdEN34x5yOTig5/ni7tsyLOya/923q7+LoXyF0/xuMFgoHCBEtSv+g7L1i5SYC5p1tq1a/j55/XW7djYWLJmzU7jxs1o1qwFZ8+eYd26H5k5cz4FCiRObG3YsCnHjh1l4cL5lCkTxooVy3B392DAgIHWFST69/8gyQ1F8+bNx+uvV7Fuz5s3i2bNWlC5cuI+X18/oqOjGTVqBK1atScuLo6WLdvSqFEz64zzZs1asHr1Ss6cOU2RIsWsE4xTWh7lxx/XcPPmDWbN+sK6VMlHH31Kgwa1WLr0azp27AokrvzRt+8A7O3tCQjITZUq1di2bau1n99+S7ocCySG6JUrJ5+sERSUl6lTZwNQo8ZbbN36C599NgRXVzdefjmYJk0Sc8z163/kxo0bDBw45F+P14fs2vUHK1Yss960093dg8aN/5l0OmXKBF56qSBduvQAIFeuAPr0GcCVK8lz5fPnz+Li4oavrx9ubm60bt2eIkWK4e7uQUxMDF99tZAPP/yEsmXLWR//yMgLLFw4P20E5mvWrGHNmjUpHhs9ejTVq1e/77m7du0iLCwMSPzH2NXVlZdeeompU6cSHPzw/90HBQXRvn17Jk+eTKVKlahSpQpjxoxh2rRpTJs2jYwZM1KxYkX69OnzuJf12GrVqsXatWsZMWIEAQEBjB07lgoVKgDQuXNnTCYTgwcP5sqVK2TJkoXGjRvTrp3+h5MmGO3AbPpn28kVi10KTwWDPTzgmw8iaYmdnT2m+H/WYnZxz4i9g2Pydvb2mM1at09efDfijDj8X+6Vwd5CvBkuxhhxc0i84VP+TInLtYg8LcOX7GX+z8cx//0awsneDi83Ry7dvEuCxUJGF0d6vVWQt8vqZvCpKWF7Agl/JEAMGAsZsXvNDtNSE5Yj/7zWM2Q3YN/UHoND+py1+7T9seQvdq88wN1bsbz0Wh5ebVealZ+u5/i2U9Y2WfNm4e2R1XHIoJn999y0WBiOhSvADAxEWSx8ioUjwL3fVgPwisVCDwzYv0BrmE/e1JW6xXqR1SPxG+Rxprus2DuZCzePWa/daDBQ2LcC5fLUTzZDWh4swZxARvdMD23n7urB3diYZ1+QyBMKCytPhw5dMZvNHDiwjwkTRlOyZCjNmrXA3t6eI0cOA9ClS9IMzmQy4eaWOHHy+PGj5M//UpLllosWLU7Rov98oOTnl9P68/Xr17l06SIzZ05lzpzp1v1ms5m4uFguXDhPQEBuqld/iyVLvubkyQjOnDltrSUh4eE3mz1+/Bj+/rmSrOvt5OTESy8V5PjxY9Z9vr7+Sep2dXXDZPon49q2bSs9evRN0nf+/C/x8cefJhvz3k1B7+nbdwBNm9YjMvICixcvswb/hw8f5s6daKpWrZikfVxcHKdOnbRu+/klvSHz8eNHCQlJeg/IChWS9nFPkybv0q9fD2rWrEzBgoUIDS1NpUqv4+bm9vcSN7F8+unH1mVtIPFxjYuLIzb2Lk5OT3cZqcd6ZbJgwYInHmj48OEMHz78oe26dOlCly5dAPDz8+Pw4cNJjnfu3JnOnTtbt6tWrUrVqk+2Xs3/9w1Qp04d6tSpk2RfqVKlkrXNli0bQ4YMSbFfBwcH+vTpkyrBvTw+s09+7A6sweydG5zcSchVCvvD64nPHAR2fweMcdHYHV6LOXPKN6IVSWvyFQph7ZKZBOQrhJuHJyEVarBx5QICCxTFwTHxmz93om6x4bt5BBYoattiRVJB/kzxzDvsQlj2WOz/zsOXHHfBwQj+rokvWO8tyxLkYXpATyKPbv7GYyzfcYYp7V8hNG9mTl2O5oMv/6RBWG7qlM7FgTM3mLvhGB8v2oVbBgeqlXjyG9TLo0v4I4GEDQkYXzKCM5j3mrFct2A5b8H+bXsMOQ1YzlowrTCRsCUB+4oKb/+r3SsPsHnmDvKVz00G9wwc+OkoN87fIvLwZWoNegP/wtk4t+8iaz77md8W7qJcyxBbl5xmzMVCJNDu7+VWZmDhLNATA8WABGA7MBsLC7Hwzgu0LIvJbMLCPx9ibTm+lCtRZ3j95eYEeBfClBDHkUs7+TXiO1ydMlEi5+s2rPb5kzfgJVas/4agXPlxc3FPsU1U9C2Wr/uKPLnyp3J1Io/OxcXVGszmzJkLH5+sdO/eETs7O3r37o/FkjhBbNKkGbi4uCY5914AbGdn/9AP3f69gsa9Prt27UHJkqWStc2aNRunTp2kffuW5MtXgNDQUoSFlSdTJk/atHnU1SYspFSS2ZyAvf0/91f5/5A7sb7EfzsjIyO5fPkShQsXTXYt/x9mp+TcubNERUUBsGfPbipVqvx3/2Zy5szF8OGjk53j7OycZJx/s7d/+ON8T3BwYZYu/Z7ff9/Ozp07WLVqObNmTWPUqAk4OycuuT1o0HBy5QpIdq5DCpMF/yu9GpR0xxRcE8dfJuL403DMvkWwuPlgiL6C49phmLMEQUICxstHEtuWbGLjakUeTbUGHZk6pDOf92tC4ZCKZM7uz7VL5xnZtzGBBYqSYIrn6P6dGAwGGrT/0NblijxzHQtG0/GXTNT+wZuw7HGci7bjp7NOtHkpGkc72HLBkQ93ZORqrJFp5a/bulx5QSz65QTda75MhYKJa0YW8M3IoEbFaDFhC7VK5aRQLk9GtQjB1cmOmeuOKDBPJQk7EzCWNWJfPvGtjzmvGdNiE3av22HMk/jG2RBowC7MjoSdCZDyxCd5DLtXHKBU46KUaVYCgKDSOVn6wQ+EdyxDYGjiG/aAkn680rQ4u5bvV2D+L7uAdzFQ+u+AYTvQAgNh/wocKgOxFliGhRf5bkvHLv1Jqdw1yJ81FAAne2eK+VcizhTDvvNbFJg/pkY1W/DZ9I/pM7QteXO/TLYsOXB2cgaDgbt3Y7h49QKHI/bjYO9A20Y9bF2uyCMrXrwkDRs2YeHCBYSFlSd37sSJj1euXKFMmQLWdtOmTcJoNNKmTQcCAnLz008/kJCQgJ1dYhi9adNGxo4dyaJFS5ON4enphaenF+fOnaNWrX+C5/Xr17J580YGDPiEZcu+wcvLi3HjJluPb9myOUk/DwqPAwPzsGbNKq5fv4anZ+JSq7GxsRw6dJAqVe6/mse//fbbFkqWDE0yA/1RxcTE8OmnH1Gp0uv4+vrx+efDKFKkKJkzZyF37iB++OF7XF3drDPgTSYTAwe+T8WKr1GpUsr/HgcEBHLw4IEk+77+eiE//PA9s2d/mWT/rFnTKFy4CGFhFQgLS7wBa7Nmb/Pzzxto374zdnZ2REZesC7JAvDNN4s5eTKCPn3ef+zrfRgF5pL+OGckLrw3dsd+xnj+L4ynfoe/Py00ntkFTm6YswdjKvA6uHrbuFiRR+PhmZlun87mlx++Zv8fm/ljyxrM5sRZtHt+W4erhycFi5ejUq138cqSw8bVijx7FX1jGV/2BhP2ubHgiAteTmbavRxN10KJMyac7CyE+96lYd4Y8mbUDHN5Os5di8Y/c9KZTDkzu3LzThynL0cTlC1xRl/1kv6s3HnWFiWmT7fAmPOfpZcMvolvVg0+Sd+0GrIY4FaqVvbCun0pCr9C/6xNnv2lxJuBZc7tlaSdd4Anty5FpWptad1d4N+PkgFI6ZWbP3A7VSqynQSLiazuuZLtz5EpD3+cXmuDip5v2bL48mnPcWzY9gP7j+xm++4t3LkbDRYLzhlcyJbFl6oVahH+ShXcXD1sXa6kksCMgS/EmK1atWfz5k2MHDmUBQu+pkyZcnz++TB69uxL7txBbNq0kS++mEv//omTx+rWfZtvv/2Kzz8fRoMGTbh58wZTpkwgJKQUGTIkX9rDYDDQuPE7TJ8+iaxZs/LKK2FERBxj1KgRlCkThqOjIz4+Wbl06SLbtm0ld+5ADh8+yNixifcPi4uLA/6ZjX3o0EFy5066PF/lylWYP382H37Yn44du+Lo6MTcuTOIiYnhrbeSroRxP9u2baVcuVeT7TeZTFy9eiXFc1xcXHF2dmbChNHcuXOH7t174+zsws8/r2fIkIGMHj2RN96oxpdfzmPAgD507NgNd3d35s+fxbZtW2nZ8v7LTzdu3IzWrd9hxowpvPFGNc6dO8v8+XOoW/ftZG3Pnj3Djz+upl+/D/D19WPfvr1ERkZSqFBh3NzcqFWrLjNmTMHV1ZVChYqwd+9upkwZb11n/WlTYP4ENmzYYOsS5L+ydyKhwBskFHgDzAkQH5O4rrl9BnB4uuseiaQWpwwuvFarOa/Vak5CgomY6CgSTPE4ObuQwdn14R2IvGAq+8dS2T82xWMhPvGE+MSneEzkSWXL5My6PecpU8DHuu+3I5cxAFkz/vP64s+Iq/hk1OuN1GLIaMB81IwxIDE0Nx9NnChhuWCBf5YnxXLeAm62qPDF45HVnYjfTpOzaGLUG7H9NAAXj1zGr1A2a7vIQ5dw83axSY1pVV7geywU+XuplVBgMxYK/d/SKz9hISDVq3v2bt+9io97TowGI9k8Arl25wI5MuVJ0iby5gncM3jdpwd5EBdnV2qE16VGeF1blyI2ZjZbSDAnMLz8w5dOfhYSzAmYzU/vnnFOTk706zeArl3bM336ZAYNGsb06ZMYOXIYt2/fIkcOX/r2HUD16m8CkDlzFsaMmciUKRNo2bIp7u5uVKr0Ou3adbrvGI0aNcXJyYlvv13MxIlj8fLypnr1N2nTpgMA9eo15NSpkwwe/BHx8fH4+/vTtm1HZs+ezoED+yhdugzFi4fw8svBdOjQkg8/HJykf3d3dyZOnM6kSWPp3j2xjsKFizBlyixy5PB96GMQHx/Pn3/+QZ8+A5Id27dvL2+9VSWFs6Bdu84EBeVhxYplDB36OR4eGQHo3/8jOnRoybfffkX9+g2ttfXu3YWEBDN58+Zj9OiJBAbefynjvHnzM2zYKGbOnMrChfPx8vKmXr0GvPNOy2Rte/fuz8SJ4xg06ENu3bpJtmzZ6dChC2+8UQ2ALl164unpxaxZ07hy5TJZsvjQokUbmjZt/tDH5kkYLBbd1fB5UX38L+w/r2kv8vx6s0h2xjcqzoa9V7l5RzM65cXj6+1EaN5MMK08XNhj63JEnk+F6kPdmbB9Atw+b+tqHsusdUcY+d0+GpTNTcVC2Th39Q4TVh+kZFBmJrYtzeFzN5m+9ghr/jzLe3UL0+zVF+BeKVmLQKGGvL3ybQ5eO2jralKUsCuBhDUJGPwN4ASWExaMwUbMh8zYvWaH0c+I+YyZhHUJGEP/WbolrauWuxojyo9gyfl5XIm7ZOtykti7+hDrxm/Bt2A2nFwdOPXnOQqE5+HoLyd4tf0r5HjZh3P7Itk0fTvF6wRbl25Jq/K4FqBSlpqcqFOXuwcOPPyE/+CwxcKHWAgEqmLAA5iIhTxASQzEA79g4TDwPgZK2uDGl97t2uLTowdfDdnBlTNP7xsCEzZ2BMBotMfLJRsGg4EbMZdpUKIfni5ZiYq9wb7zW/jj9FpCc1UlJODJ7mX2qPKG+PB6q2D2/BxB9M27z3QsebZcM2agyKuB3LoVQ2zsi/c+1MvLFTu7lG9if+fOHQ4ePEi2bDlxdEz6Yb3RaMBotM19EMxmy1MNzEUeRVzcXSIjTxMRcYJDhw5Tq9ZbFCoUnGLb5+PVoMhTZLhy/LHaW3TjT3kORBza/VjtdeNPedH9fin5zXAeRLPN5WloWSkvF2/c5ctNx/lq6wkAigd6M6hRMQCOR97myPmbDGxYlLfL5n5QV/IU2RWzA0PizT6JArvqdhhfMmK5bSHh+wQSDAlgAUOBxHXM5b8rXK0ABgPsX3uE6GsxvN6zPPnK5Sbqyh3WjtmMwWDAYrGQNyw3pRsXs3W5aUp+g4GhFpiHhXF/3wDTAuwAdvy97QP0tlFY/ix1KD+WK1HnuBx1litRZ7gcdRaLxcyduFt4umTl5NV97Di5mgLZQimes7Kty33uHI7Y/1jt8wcWfEaVSFqh0Frk/hSYS7rj8NtsiH/0GQJxtUc9w2pEno75494nNubO31sW4H5voBKPDZv7c6rUJWIrHTd7EmVKfB5YLKR4x/l/HzvY8GIqVicvKoPBwPv1CtOhSn5OXorCy82JXD7/rPFRrYSfbvRpI3ZF7bArmjQMd2jogPmsGctNC4bMBoxZU56dJ0+mUNUCFKpaIMm+ukOrcP7ARW5disLLPxM+QbpfUEryGAwMxsBti4WTJC6tbwKcgeyA/wsWlN9jb+dItoy5yZbxnw8UE78QnxjoBXgH827pQWR0zmyjCp9v4+cNI+ZuzN9bD3+/MHvEktQpTEQkDVJgLulOXHhvHLZOwxAXjalEYyz2jzcLUSQt6v7pHGaN7MWdqJu83WYADk5aG1fStxVVr9Bioxc34oyMKH0DZ3vNnpHU4+nmhKebk63LkEdg9DOCPsNIVTlezkqOl7PauozngrvBQCFbF2FjBoOBe8Gum1Mmm9byvBvUYyyfzxhI1J3btGnQFUcH/X9KROR+FJhL+uPiSXzZtjhuHIPh8lHMhd60dUUi/1km76y07P05Ez5uw/GDf1KtYUdblyRiU9ldzcyqeI06P2Tmt4tO9Ct229YliYiIiNiMd6bM9Gr9EZ+M683BY3/RoEZzW5ckIpJm6XuHkj65eGEKroldxBaIuWnrakSeCs/M2ajWoAO/rlvKretXbF2OiM35uprpW+w2Xx514eIdveQRERGR9C2zpw9vV3+X9b+u4frNa7YuR0QkzdIMc0m3zDlDiM/kC3aOti5F5KkpUa4qOQLy4eCor1iKANTJHUNBz3gtySIiIiIChJUMJ5dvIE56vyAicl8KzCX9MhiwZPS1dRUiT5XBYCBHzjy2LkMkzTAYoICnydZliIiIiKQJBoOBnDlyP7yhiEg6pu8ni4iIiIiIiIiIiIigGeYiIiIiIiIiIiLpitFowGg02GRss9mC2awlEyXtUmAuIiIiIiIiIiKSThiNBjw9XTAabbPwhNls5vr1O48VmterV5PIyAt07tydhg2bJjs+cuRQli9fSosWbWjVqt1/rnH16pUMHfoJW7bs/M99yfNHgbmIiIiIiIiIiEg6kTi73Mj6y6u4EX81VcfO5OBNpSw1MBoNjz3L3N7eno0b1ycLzE0mE5s2bcBgsM2MeXnxKDAXERERERERERFJZ27EX+VK3CVbl/HISpYMZfv2bVy8GEnWrNms+//8cycZMjjj5JTBhtXJi0Q3/RQREREREREREZE07aWXCpItW3Y2blyXZP/69WsJD6+cZIb5X3/toVOnNoSHl6VOneqMGjWC6Ogo6/FLly4yaNCH1Kz5OhUqlKJOnepMmzYJs9mcatcjaZcCcxEREREREREREUnzKlZ8jY0b11u34+Pj2bz5Z1577XXrvmPHjtKtW0dCQkoxb94iPv54CIcPH6RHj85YLInLwPTt24Pr168xevQEFi5cQuPGzViwYA5bt25O9WuStEeBuYiIiIiIiIiIiKR54eGVOXBgHxcvRgKwY8dvZMqUiXz5CljbLFo0n5IlQ2jevDX+/jkpUqQoAwcO4cCBfeza9QexsXd5441q9Ov3AXnz5sfX14969RqSOXMWjh8/ZqtLkzREa5iLiIiIiIiIiIhImlegwEvkyOHLxo3raNiwKRs2rOW1195I0ubw4cOcPXuaypXLJTv/1KmTFC9ekrp13+bnn9fz9dcLOXv2DMeOHeXKlcskJCSk1qVIGqbAXERERERERERERJ4L4eGV2bhxPbVr1+eXXzYzY8a8JMctFjOvv16Vd95pmezcTJk8uXv3Lp06teHu3RjCwyvzxhvV6dGjIJ06tUmtS5A0ToG5iIiIiIiIiIiIPBfCw1/jiy/msmrVcnLk8CVXroAkx3PnDuLEieP4+flb950+fZKJE8fRvn0nzpw5zeHDB1mx4ke8vLwBuHXrJteuXU3Ny5A0TIG5iIiIiIiIiIhIOpPJwfu5HDNv3vz4+fkzffokmjZtkex4w4ZN6dSpNSNHDqVevYbcuXOHUaOGc+fOHfz8cnL37l0AfvxxDRUrVuLixYtMmzYRk8lEXFzcf65Pnn8KzEVERERERERERNIJs9mC2WymUpYaNhrfjNls+U99hIdXZt68Wbz22uvJjgUHF2L06InMnDmFVq2a4eycgeLFQ+jUqTuOjo68/HIwXbr04KuvFjJjxhSyZMlCpUqv4+OTlQMH9v2nuuTFoMBcREREREREREQknTCbLVy/fgej0WCz8R83MP/225VJttu06UCbNh3u26ZEiRBKlAi5b38NGjShQYMm9z1erVpNqlWr+Vg1yotDgbmIiIiIiIiIiEg68iShtUh6YbR1ASIiIiIiIiIiIiIiaYECcxERERERERERERERFJiLiIiIiIiIiIiIiAAKzEVEREREREREREREAAXmIiIiIiIiIiIiIiKAAnMREREREREREREREUCBuYiIiIiIiIiIiIgIAPa2LkBERERERERERERSj9FowGg02GRss9mC2Wyxydgij0KBuYiIiIiIiIiISDphNBrwzOSM0c7OJuObExK4fiNGobmkWQrMRURERERERERE0gmj0YDRzo5zvfsQFxGRqmM7Bgbi+/lIjEbDYwfmnTu3ZffuP+97fPnyH/D2zvzQfrZu/YUcOXzJnTvwscb/N5PJxJIlX9GgQZNHPicsrCTvv/8x1arVfOJxU0NKj8++fXv59NOBLF68FIC1a39gyZKviIg4BkCuXLmpUeMtatWq+9Tq6Ny5Ldmz52DAgIGP1L5evZpUrVqDVq3a/eexFZiLiIiIiIiIiIikM3EREdw9cMDWZTyW8PDKdOvWK8Vjnp5eDz0/MvIC/fr1YPz4qf8pMP/ppx+YMGHMYwXmy5f/gJub2xOPmRru9/hs27aV0qXLALBq1XLGjh1J1669KFq0OGDh9993MH78KK5fv0aLFm2eSi1Dh47EaLTNtyAUmIuIiIiIiIiIiEia5+Tk9EizyO/HYnk6y8A8ST//pe7Ucr/r2rZtK+3adQJg2bJvqVHjLd58s7b1eM6cAVy+fImvv1701AJzD4+MT6WfJ6HAXERERERERERERJ579erVpFatuhw8uJ8dO37D0dGRN96oRseO3bh8+RL1678JQNeu7WnRog2tWrXj5MkTTJw4hj17duHi4kLx4iF07tzdGnB37twWX18/IiKOc+bMKRo2bMrMmVOBxGVWxo+fSrFiJVi0aAHff7+C8+fP4ejoSJEixejevQ85cvha295bkmXIkIGYzQl4eWVmzZpVxMTcITS0NL17v4e3d2YuXDhP/fpvMnLkWGbOnMaJE8fx8/Onb98POHHiOHPnzuT27duUKRPGe+99hJOTEwB//bWHqVMncvDgATJlykTZsuVp374Trq5uT/z4XL16hTNnTlOsWAkgcUmfv/7ay61bt/Dw8LA+9k2avJtkuZnY2LvMnz+HtWt/4OrVy+TKFUCLFm0pX/5Va5tDhw4ydeoE9u//iwwZnClXrgJduvTE2dk52ZIs33+/gm+/XcypU6cwGg0UKPAyXbr0JH/+Ak/71wjjU+9RRERERERERERExAZmz55O0aIlmD37S1q2bMs33yxm3bof8fHJyowZ8wAYMuQzGjVqxpUrl+nUqTU5cvgyY8Z8RowYS3R0FO3btyImJsba5+rVK6lfvxGTJ8+ievU36do1cVmY5ct/oFChInz99ULmz59Dhw5dWbRoKcOGjeL06VNMmDDmvnVu2LCOmzdvMHHidIYO/Zw9e3YzffrkJG1Gjx5J+/admTNnIU5OGejTpxsbNvzEZ5+NZcCAj9m0aQOrVn0HwLFjR+nWrSMhIaWYN28RH388hMOHD9KjR+ckM8cf5/EB+O23XylWrASOjo5AYjB+9OhhateuSp8+3ViwYC4HDuzDzc2NnDlzWccZOHAAa9asolu3Xsydu4jy5SsyYEAftmzZBMCFC+fp0qUtnp5eTJs2h6FDR/Lnn38wcuTQZI/Vpk0b+fzzYbz9dmMWLvyWceOmEhsby/Dhgx7tl+IxaYa5iIiIiIiIiIiIpHlr167h55/XJ9tfpkw5PvkkMWgtVeoV6tdvCIC/f05WrVrO3r27qVKlOpkyeQLg7u6Bi4sLX345D2/vzPTs2c/a16BBw6levRIbN66zzpjOmzcfr79exdrm3lrk92ah+/r688EHAwkLKw9AtmzZqVjxNdavX3vfa3F1daVv3wHY29sTEJCbKlWqsW3b1iRtGjZsTEhIKQCqVq3B6NEj6NWrP35+/gQF5SFv3vxERBwHYNGi+ZQsGULz5q2t1z5w4BDefvstdu36g+LFSz724wOJgfkrr5S11vTqq5WYNm0O3367mO3bf7PW7O+fk/fe+4jChYty8uQJfvllEyNGjKFs2XIAtGjRhmPHjjBv3mzCwiqwYsUy3N09GDBgIPb2iRF1//4fpHhj14wZM9Kv3wdUqVLd+vjWrFmLzz8fdt/H979QYC4iIiIiIiIiIiJpXlhYeTp06Jpsv7Ozs/XnXLlyJznm6uqGyWRKsb8jRw5x6tRJKlcul2R/XFwcJ0+esG77+eV8aF379+9j1qxpnDlzmlOnThARcZwsWXzue46vr781KL5fnf+esZ0hQwYA6xIvAI6OjsTFxQFw+PBhzp49nexaAE6dOmkNzB/n8TGZTPz++3Y6dkz6mL/0UkE+/HAwFouFiIjjbNu2hW++WUzv3t346qtlHD9+DIDChYsmOa9IkeJMnToRgOPHj5I//0tJHoOiRYv/fSPRpIoWLc7JkyeYO3cmZ8+e4fTpUxw7dgSz2Zxi3f+VAnMRERERERERERFJ81xcXPHz839gGwcHh2T77nczS7PZQvHiJenVq3+yY25u7taf760Rfj9ffjmPWbOmU61aTYoVK0G9eg3ZsmUT69b9+J/qtLNLHt0ajSmvsG2xmHn99aq8807LZMfuzRx/1HHv2bdvL5kzZyZ79hwAXLp0kS+/nEfTps3JksUHg8FAUFAegoLyEBZWgaZN6/89Q/x+j3eCNSC3s7PHYDCk2O7/rVv3I4MHf0TlylV46aWC1KjxFhERxxk9esQjnf+4tIa5iIiIiIiIiIiIvPD+P6ANDAzi1KmT+Phkxc/PHz8/fzw8PBg/fhQREcceuZ9582bTsmUbevfuz1tv1SE4uBBnzpy6bxD9LOTOHWS9Oei9P2ZzAuPHj+bSpchH6uP/r2vbtq2ULv3PciyOjk4sX76UtWvXJDvX1dUVAC8vbwID8wCwd+/uJG327NlNQEDiDPeAgNwcOXKIhIQE6/FNmzZSu3Y17t69m+S8BQvmULNmLT744BPq1n2bokWLc+7cWeD+Yf9/oRnmIiIiIiIiIiIi6YxjYOBzN2ZsbCxXr15J8di/Z4Tfz72lWyIijpEvXwFq167H8uVLGThwAC1atMZgMDJ58jiOHDlM7tz3r/VeP4cOHSR37tz4+GTl99+3U7ZseezsjPzww2o2bdqIl5f3E1zlk2nYsCmdOrVm5Mih1KvXkDt37jBq1HDu3Lnz0CVl7vn/x+e337Zab3AKkClTJpo0eZfp0ycTFRVFePhruLi4WpdLKV68JEWKFAPglVfKMmrUcCBxffP169eyZcsmBg1KXHe8bt23+fbbr/j882E0aNCEmzdvMGXKBEJCSlmXn7nHxycrf/21h8OHD+Hm5saWLZtYuvRrIHH5nId9A+BxKTAXERERERERERFJJ8xmC+aEBHw/H2mb8RMSMJufbFbwhg0/sWHDTykeGzhwyEPPz5gxE9Wrv8nkyeM5e/YM3bv3YeLEaUydOpGOHVtjZ2dHwYKFGT9+Cp6eXvftp3jxEF5+OZgOHVry4YeD+fDDQYwePYLWrZvh4uJKwYLB9O79HqNGDefChfPWJU2epeDgQowePZGZM6fQqlUznJ0zULx4CJ06dcfR0fGR+vj343P8+DEuXLhgDcDvadOmA35+/qxc+R3Lln3D3bt3yZo1G+HhlZMsB/PJJ8OYNm0iI0Z8SlTUbXLnDuLTTz+jQoWKAGTOnIUxYyYyZcoEWrZsiru7G5UqvU67dp2S1dWjR18++2wInTu3xdHRgTx58vHBB5/w8cfvc+DAPooVK/EfHrnkDJbU/G6A/CfVx//C/vO3bF2GyBN7s0h2xjcqzoa9V7l5J+UbSog8z3y9nQjNmwmmlYcLe2xdjsjzqVB9qDsTtk+A2+dtXY08TNYiUKghb698m4PXDtq6mnSlWu5qjCg/giXn53El7pKty3mh5XEtQKUsNTlRpy53DxywdTk2592uLT49evDVkB1cORNl63KembwhPrzeKpg9P0cQffPuw0+QNMs1YwaKvBrIrVsxxMa+eO9DvbxcsbNLecXlO3fucPDgQbJly4mjY9IZu0ajAaPx0daPftrMZssTB+YiTyou7i6RkaeJiDjBoUOHqVXrLQoVCk6xrWaYi4iIiIiIiIiIpCMKrUXuTzf9FBERERERERERERFBgbmIiIiIiIiIiIiICKDAXEREREREREREREQEUGAuIiIiIiIiIiIiIgIoMBcRERERERERERERARSYi4iIiIiIiIiIiIgACsxFRERERERERERERACwt3UBIiIiIiIiIiIiknqMRgNGo8EmY5vNFsxmi03GFnkUCsxFRERERERERETSCaPRgJenCwajbRaesJjNXLt+R6G5pFkKzEVERERERERERNIJo9GQGJavXwc3rqfu4Jk8MVR6DaPR8MiB+ZAhA1mzZtUD22zZsvNpVPfYZs2axpo1q/j225UAREQcJzLyAmXKhKXYPiYmhtWrV1K37tupWWYyt27dYuDAAeze/QceHhlZuvR7jDb6ACUtUmAuIiIiIiIiIiKS3ty4Dleu2LqKh+rWrTft23e2br/1VhW6du1FpUqVbVhVokaNmlGnzj/hd79+PahSpfp9A/NFixakicD8hx++Z9eunUyYMJ0sWbIoLP8/CsxFREREREREREQkTXJzc8PNzS3ZPm/vzDaq6B8uLi64uLhYty2WB8+af9jx1BIVdRsvL2+CgwvZupQ0SYG5iIiIiIiIiIiIPLdWr17J7NnTKVfuVdasWUnhwsX47LMxbNmymS+/nMuxY0dJSEggKCgPbdt2IiSkFACdO7elQIGXuX37Fps2bcBstlC+/Kv07NnPGoQvXLiA7777lsuXL5E5cxaqV3+Td99thcFgSLIkS716NYmMvMCcOTPYtesPJk6cnqTGWbOmMWfODADCwkryzTcrmD17OtHR0cTE3GH//n00a9acpk2bs2jRAr7/fgXnz5/D0dGRIkWK0b17H3Lk8LWe37fvADZs+Im9e/fg4eFB3bpv06xZCwDu3r3L2LEj+fXXLURF3SZXrgCaN29NhQrhSZa4CQsrSYsWbWjVqh1//bWHqVMncvDgATJlykTZsuVp374Trq6JH1bUq1eT8uVfZceO37h27RqffjqC4sVLPvu/XBvQfHsRERERERERERF5rkVGXuDy5UvMmvUF7dt35tChg7z/fm/Klw9n3rzFTJs2F09PLwYN+pD4+HjreUuWfIWXlzfTp8+jX7/EEPrrrxcCsGXLZubPn02fPu+xaNEy2rfvzLx5s1i7dk2y8WfMmI+PT1YaNmzK0KEjkx1v1KgZDRs2xccnK8uX/4CPT1YANm/eSEhIKWbOnM/rr1fl668XMn/+HDp06MqiRUsZNmwUp0+fYsKEMUn6mzx5HFWr1mDu3IVUr/4m06ZNYs+eXX/XMoXjx48ycuQ4vvjiG0qXLstHH73HhQvn6datd5I6GjVqxrFjR+nWrSMhIaWYN28RH388hMOHD9KjR+cks+K/+24J3br1ZvToCQQHF/7vf2lplGaYi4iIiIiIiIiIyHOvefPW+Pr6AXD06GG6deudZL3w+vUb0qNHZ65du0rWrNkAyJUrN+3adQIgZ85crFu3lr17dwNw/vxZnJwcyZ7dl2zZspEtWzYyZ/axnvtvnp6eGI1GnJ2d8fDImOy4i4sLzs7OGI3GJMvJuLt70LjxO9ZtX19/PvhgIGFh5QHIli07FSu+xvr1a5P0V7VqTd54oxoAbdp0YOnSb9i7dzdFihTj/PmzuLi44evrh5ubG61bt6dIkWK4u3vg5uaWrI5Fi+ZTsmQIzZu3BsDfPycDBw7h7bffYteuP6wzyUuXLmudnf8iU2AuIiIiIiIiIiIizz1/f3/rz3nz5sfdPSNffjmP06dPcebMaY4ePQyA2Wy2tsuVKyBJH25ubkRF3Qbg9der8f33K2jYsDZBQXkJCSlFhQoVyZYteWD+pPz8/JNsh4WVZ//+fcyaNY0zZ05z6tQJIiKOkyWLT5J2/1+3q6urdeZ8kybv0q9fD2rWrEzBgoUIDS1NpUqvJ1sL/p7Dhw9z9uxpKlcul+zYqVMnrYH5/9f6olJgLiIiIiIiIiIiIs89J6cM1p937/6Tnj07U7p0WYoUKcprr73O3bt3ee+93knOcXR0TNbPvWVIMmXKxJw5C9m3by+//76d7du3sXjxF7Rq1Y4WLdo8pZqdkmx/+eU8Zs2aTrVqNSlWrAT16jVky5ZNrFv34yPXHRxcmKVLv+f337ezc+cOVq1azqxZ0xg1agIlS4amcJ6Z11+vyjvvtEx2LFMmz/vW+qLSGuYiIiIiIiIiIiLyQlm0aAHFipVk6NCRNGjQhJCQ0ly8GAmQZF3uB/nxx9UsW/YthQsXpVWrdkyfPpeaNWslWx7lHoPB8MD+HnYcYN682bRs2Ybevfvz1lt1CA4uxJkzpx65Zki8wejevbsJC6tA9+59WLRoKb6+fvz884YU2+fOHcSJE8fx8/O3/jGbExg/fjSXLkU+8rgvCs0wFxERERERERERSW/+NXP4RRzTxycbv/zyM3v27MbHx4c//9zJzJlTAZLc9PNBYmNjmTRpHK6urhQpUoxLly6ya9cfFC1aPMX2zs7OnD17hmvXruLl5Z3CcRdu377F6dOnyJHD9z51Z+X337dTtmx57OyM/PDDajZt2phif/dz9uwZfvxxNf36fYCvrx/79u0lMjKSQoVSvlFnw4ZN6dSpNSNHDqVevYbcuXOHUaOGc+fOHfz8cj7yuC8KBeYiIiIiIiIiIiLphNlswWI2Y6j0mk3Gt5jNmM2PPlv6SbVu3Y5r167Qr193AAICAnnvvY8YNOhDDhzYl2wN8JS8+WZtbt++xdy5M7l06SLu7u68+molOnTommL7evUaMmnSWCIijjNv3qJkx199NZyVK5fRvHkjJkyYnmIfH344iNGjR9C6dTNcXFwpWDCY3r3fY9So4Vy4cJ7s2XM8tO7evfszceI4Bg36kFu3bpItW3Y6dOhivUno/wsOLsTo0ROZOXMKrVo1w9k5A8WLh9CpU/cUl3550RksjzOfX2yq+vhf2H/+lq3LEHlibxbJzvhGxdmw9yo375hsXY7IU+fr7URo3kwwrTxc2GPrckSeT4XqQ92ZsH0C3D5v62rkYbIWgUINeXvl2xy8dtDW1aQr1XJXY0T5ESw5P48rcZdsXc4LLY9rASplqcmJOnW5e+CArcuxOe92bfHp0YOvhuzgypkoW5fzzOQN8eH1VsHs+TmC6Jt3bV2O/AeuGTNQ5NVAbt2KITb2xXsf6uXlip1dyisu37lzh4MHD5ItW04cHTMkOWY0GjAaH748yLNgNltSJTAX+be4uLtERp4mIuIEhw4dplattyhUKDjFtpph/hzJ45PynWxFnhf+Xi4AuDvrnx55Mbk62SX+kDmfbQsReZ5l+vsrn64+tq1DHo2zFwCBGQNtXEj64+uW+DXuTA6P/vVseTLu9hkBcAzU7zmAvU/iv89e2V1tXMmz5ZHZGQBn9/Q3s/JFo7/DlCm0Frk/zTB/Tlgslke6MYBIWme2WDDqd1leYBZzAgajna3LEHmuWSxmDAbdm/55kWBOwE7/7tmE2WLGqOdKqrAkJGCw0+/5PWazxWYzU1OT3oe/OCwWCzdvxhAfn2DrUp66J51hLpLeaIb5C8hgMHDrVgwJCWZblyKSLtjZGfHwcNbzTiSV6Dknkvr0vBNJfXreiaS+e887zRcVkUelwPw5kpBgxmTSiyqR1KTnnUjq0nNOJPXpeSeS+vS8ExERSbv0/T0RERERERERERERERSYi4iIiIiIiIiIiIgACsxFRERERERERERERAAF5iIiIiIiIiIiIiIigG76KSIiIiIiIiIikq4YjQaMRoNNxjabLZjNFpuMLfIoFJiLiIiIiIiIiIikE0ajAc9MLhjtbLPwhDnBzPUbd54oNE9ISGDFimWsXr2CkydPYGdnR+7cgbz5Zh2qVKmOwZD4IUBExHEiIy9QpkwYAGFhJXn//Y+pVq3mU70WeTEpMBcREREREREREUknjEYDRjsjP83ez7UL0ak6tld2Vyq3LIjRaHjswNxkMvHee704ePAALVu2JSSkFGazmR07fmPcuFH88ssmBg8ejp2dHf369aBKlerWwFzkcSgwFxERERERERERSWeuXYjmypkoW5fxyBYsmMPevbuZNesL/Pz8rftz5QqgaNHitG37LosWLaBp0+ZYLFryRZ6cbvopIiIiIiIiIiIiaZbFYmHJkq+oWrVmkrD8nrx58/HGG9X49tuvqFOnOpGRF5gzZwadO7e1tjl9+hTdu3ckPLwsb71VhQUL5iTpY+vWX2jZsinh4WVp0KAWM2ZMIS4uzno8LKwk06dPpm7dGrz55hucPn3ymV2v2JYCcxEREREREREREUmzzpw5xY0bNyhUqMh925QoEcKVK5cZPHgEPj5ZadiwKUOHjrQeX7LkK6pUqc6CBV9Ru3Y9pk2bxB9//A7Ab7/9yocf9ufNN2uxYMFX9OrVnw0bfmLw4I+SjLFixVKGDPmMoUM/J2fOgGdyrWJ7CsxFREREREREREQkzbp58yYAGTNmvG+bTJkyAYmz0Y1GI87Oznh4/NO+du16VKlSHV9fP5o3b42bmxuHDh0AYP782dSo8Sa1atXD19eP0NDS9OnzPhs3ruPChfPWPt54oxoFCrxMcHChZ3CVklZoDXMRERERERERERFJs+4F5dHR919z/dat28A/wfn/y5kzV5JtNzd3YmNjAThy5BAHD+5nzZpV1uP31kE/efIE2bPnAMDPL+eTXYA8VxSYi4iIiIiIiIiISJrl6+uPt7c3u3b9QYUK4Sm22bVrJ97e3tZw+/8ZjXbJ9t0Lxc1mC40bv0PVqjWStfH2zmz92cnJ6UnKl+eMlmQRERERERERERGRNMvOzo769RuxatVyIiKOJzt+7NhR1qxZRe3a9bGzs8NgMDxW/4GBQZw6dRI/P3/rn8uXLzFp0jju3Il+WpchzwnNMBcREREREREREUlnvLK7PldjNmrUjIMH99OlS1tatmxHqVKvALB9+zZmzZpG8eIladq0OQDOzs6cPXuGa9eu4uXl/dC+mzR5h48+eo9Zs6ZRuXIVLl++xPDhn5I1a9YkM8wlfVBgLiIiIiIiIiIikk6YzRbMCWYqtyxom/ETzJjNlsc+z87Ojk8//YzVq1eycuV3zJgxGYvFQmBgEB06dKFGjbesM8vr1WvIpEljiYg4zrx5ix7ad8WKr/HJJ7BgwWy++GIu7u4elC1bjg4duj52nfL8M1juLdYjad7169GYTGZblyGSLtjbG/H0dNXzTiSV6Dknkvr0vBNJfXreiaS+F/155+Xlip1dyisu37lzh4MHD5ItW04cHTMkOWY0GjAaH2/ZkqfFbLY8UWAu8l/Exd0lMvI0EREnOHToMLVqvUWhQsEpttUMcxERERERERERkXREobXI/emmnyIiIiIiIiIiIiIiKDAXEREREREREREREQEUmIuIiIiIiIiIiIiIAArMRUREREREREREREQABeYiIiIiIiIiIiIiIoACcxERERERERERERERQIG5iIiIiIiIiIiIiAgA9rYuQERERERERERERFKP0WjAaDTYZGyz2YLZbLHJ2CKPQoG5iIiIiIiIiIhIOmE0GvD0dLVpYH79erRCc0mzFJiLiIiIiIiIiIikE/dmlx/54ywxt+NSdWxnd0fylfDDaDQ8VmBer15NIiMvWLeNRiMuLi7kzZuf1q3bU6RIsWdRbqoJCyvJ++9/TLVqNa37FiyYw/nz53nnnRbUr/8mALNmfUH+/AWSnd+kST1OnTrJ+PFTKV685BPVcOHCeerXf9Pax5AhA7lw4TwTJ05/sot6QN9pnQJzERERERERERGRdCbmdhzRN+/auoxH1rBhUxo1agqAxQK3bt1g2rRJ9OrVhYULl+Djk9XGFT5d27ZtpUGDJtZte3t7Nm5clywwP3r0CKdPn3rq43fr1huzOeGp9/s80E0/RUREREREREREJE1zdnbG2zsz3t6ZyZw5M4GBeejT533u3r3Lpk0bbV3eU3X79m0OHz5ISEiodV/JkqFs3LguWdsNG356JjPs3dzc8PDI+NT7fR5ohrmIiIiIiIiIiIg8d+zs7ABwcHAgPj6eGTOmsHbtGqKjo8idO4jWrdsTGloagNWrVzJ79nTKlXuVNWtWUrhwMT77bAwLFy7gu+++5fLlS2TOnIXq1d/k3XdbYTAkrvH+669bmDt3JidOHMfFxZXXXnuDtm074uTkBCQup9K37wA2bPiJvXv34OHhQd26b9OsWQsALBYLixYt4PvvV3D+/DkcHR0pUqQY3bv3IUcO3xSva8eObQQHF8bFxZWbN28CEB5emaFDP+Hw4UNJZplv2PATDRs2ZffuP5P08f33K1i4cD4XLlwge/bsvPVWXerVa4DRmDh/OiLiGGPHfs6BA/vInNmHpk3fTXL+/y/Jcu7cWSZOHMuff/6OnZ09ISGhdOvWGy8vb+Li4pg9ezobNvzEpUsXcXFxJSSkFD179iVjxkxP/PdrK5phLiIiIiIiIiIiIs+Vy5cvMXr0Zzg7u1C6dFmGDBnI9u3b+Oijwcye/SXh4a/Rt293fv11i/WcyMgLXL58iVmzvqB9+85s2bKZ+fNn06fPeyxatIz27Tszb94s1q5dA8DmzT/Tv39PypQJY9asBfTtO4CNG9cxaNAHSWqZPHkcVavWYO7chVSv/ibTpk1iz55dAHz99ULmz59Dhw5dWbRoKcOGjeL06VNMmDDmvte2bdtWSpcum2RftmzZeemlgklmmR88uJ+oqNuEhJRK0nb58qVMnDiW5s1bs2DBV7Rp04Evv5zL1KkTAIiKiqJbt464uroyffo8evXqy9y5M+9bT1RUFJ06tSEm5g7jxk1h3LjJXLhwgQED+v59/eP56acf6N//QxYvXsYHH3zCzp3bmTdv1n37TMs0w1xERERERERERETStAUL5rB48RcAJCQkEBcXR0BAbgYNGobJFM+6dT8yc+Z8ChR4GUhc8/zYsaMsXDifMmXCrP00b94aX18/AHbu3I6TkyPZs/uSLVs2smXLRubMPmTNms06Zvnyr9K8eWsAcuYMwGKx0L9/T06ePEFAQG4AqlatyRtvVAOgTZsOLF36DXv37qZIkWL4+vrzwQcDCQsrDyQG3xUrvsb69WtTvE6LxcKOHb/RtGnzZMfCwyvz3Xff0r59ZwDWr/+JChXCrTPt75k3bxbNmrWgcuUqAPj6+hEdHc2oUSNo1ao969b9yN27dxkw4BPc3NwIDAyia9devP9+7xRrWr9+LVFRtxk0aJh1mZb+/T/kxx9XExsby0svvUyFChUpVqyE9RpDQ1/h+PFjKf9lpnEKzEVERERERERERCRNq1WrLvXqNQTAaDTi4ZERNzc3ADZsSJx13aVLuyTnmEwm3Nzck+zz9/e3/vz669X4/vsVNGxYm6CgvISElKJChYpky5YYmEdEHKNy5TeSnF+0aHEAjh8/ag3Mc+UKSNLG1dWV+Ph4AMLCyrN//z5mzZrGmTOnOXXqBBERx8mSxSfF6zx8+CBOTk7Wvv8tPPw1Jk8ex+HDh8iXLz8bNvzEBx98kqTN9evXuXTpIjNnTmXOnOnW/Wazmbi4WC5cOE9ExDH8/f2tjx9AoUKFU6zn3rX6++dMsqZ5YGAQHTp0AeCNN6qxc+cOpk2bxJkzpzl58gSnT5+kcOGi9+0zLVNgLiIiIiIiIiIiImmau7sHfn7+KR6zWMwATJo0AxcX1yTH7q3ZfY+TUwbrz5kyZWLOnIXs27eX33/fzvbt21i8+AtatWpHixZtsFgADEnON5sTALC3/ydWdXR0TKEmCwBffjmPWbOmU61aTYoVK0G9eg3ZsmUT69b9mOK1bNu2lVKlyqR4LGvWbBQsWIiNG9cRFxdLQkICRYsW5+LFyGSPRdeuPShZslSKffy7vnvs7O4fE9vb21vXdE/J558PZ/36tVStWp0yZcJ4992WLFr0BZcuXbzvOWmZ1jAXERERERERERGR51bu3EEAXLlyBT8/f+uf779fwfffr7jveT/+uJply76lcOGitGrVjunT51KzZi3rcilBQUHs3bsryTn31ibPlSv5DPCUzJs3m5Yt29C7d3/eeqsOwcGFOHPmVLLA+p5t27byyitlUzwGibPMN23awIYN6wgPr5zsAwFPTy88Pb04d+5cksfi8OGDzJgxGYvFQr58+Tl9+hQ3btywnnfo0IH7jhkQEMiZM6eJioqy7jty5BDVqlUiMvIC3333Lb1796dr115Uq1aTvHnzc/LkiUd6fNIiBeYiIiIiIiIiIiLpjLO7I64ZM6TqH2f35DOxn4bAwCDKlCnH558PY8uWTZw7d5aFCxfwxRdzyZHD977nxcbGMmnSOH744XsuXDjPnj272LXrD4KDE5cnadToHTZt2sjcuTM5ffoUW7f+wpgxIylTplyKS6akxMcnK7//vp0TJyI4ffok06dPZtOmjdYlW/7txo0bREQco0SJkPv2V7Hia5w9e4bVq1dQqdLryY4bDAYaN36Hb79dzLffLubcubP88svPjBo1AgcHRxwdHalU6Q28vLwZOPB9jh49wq5dfzB+/Kj7jvn661Vxd/dg8OAPOXr0CIcOHeTzz4cTFPS/9u48zsq63gP458wMA8O+g2yyKCiyiIpiuC/VlTLDVjPN1CxNu5mlZXXLm6k3UzOXylzrXrUU9yzN3dRUNM0FF8AFF/Z9m5kz5/5BooSKFjNnGN7v14sXzPM8M/OBme/hzOc8z+/ZLN2790j79u1zzz13ZcaMlzN16vM57bST8+yzU1JbW/ue/o2aG0uyAAAAAMBGoqGhlIaGUoZu26+sn399O+mkU/KrX52bn/zklCxevCh9+vTNt751YiZM2Pcd32fffT+exYsX5ZJLfp1Zs2amQ4cO2W23PfOVrxyTZNXZ3MVifX7720ty6aUXpnPnLtl77w/l0EOPeMeP+c++972TcsYZp+Wwwz6ftm3bZautRuS4476dn/701Lz22qvZZJM+q4998MH7M2rUmLRp0+YdP16PHj0zcuTozJ49KyNGjHzbYz772QPTunXrXHXVFTnnnLPStWu3TJiwbw4//CtJkpqampx99i9yxhmn5cgjD02HDh1z+OFfyckn/+BtP16bNm1y5pnn5uc/PyNHHnloqqurM378LjnqqK+lqqoq//3fp+acc87KQQd9Jh07dsw222yXI444KpdddnGWL1/+nv+tmotC6Z3O/6fZmT9/aerrG8odAzYKVVUV6dKlnbmDJmLmoOmZO2h65g6aXkufu65d26Wy8u0XkFi2bFmefvrp9O49INXVaxawFRWFVFS885rUjamxCnN4N7W1K/L66y9l2rTpmTLlmey338cycuSItz3WGeYAAAAAsBFRWsM7s4Y5AAAAAABEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAtVqlkrXJ4Yw7eyzwozAEAAACghamurk6SrFy5vMxJoPzemIO6urp1HlvV2GEAAAAAgKZVVVWVbt26Ze7cOUmS1q1rUigUypwKmlapVMrKlcuzYMGczJ8/Pw0NDUnyrrOgMAcAAACAFmjTTTdNktWlOWys5s+fn9deez11dXUpFApp27btOx6rMAcAAACAFqhQKGTgwIHp0KFj/vjHP2X27Nnp1atnKisrnW3ORqFUKqWuri7FYjF1dXWZMeOVDBo0MD179njH91GYAwAAAEAL1q1b13zoQ3vn+utvyPTpL6S+vr7ckaDJVVVVZdCggdl334+mffv273xcE2YCAAAAAMqge/fu+dSnPpm5c+dl+XI3AmXjUigUUlNTk+7du73rciyJwhwAAAAANgrt27d/1zNrgaSi3AEAAAAAAKA5UJgDAAAAAEAU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJkqpyB+C9q6z0+gY0lTfmzdxB0zBz0PTMHTQ9cwdNr1AolDsCsIEplEqlUrlDsG6lUsmDPBuVhlIpFb7naUFKDcUUKirLHYMWrFRqSKGggGFNxYZiKjfix56GUkMqNrK5KBWLKVRu+F/zUkNDChWN97VraCiloqJlP9f0MySs8sa8z5+/NPX1DeWOs9517drOi3CwnjnDfANRKBTytSsezfOzlpQ7CjS63Yb1yDc/tEUeem5hFi+vL3cc+Lf16lydrQZ0SK4+LJnzbLnj0BJttlcKe34/eeLKZOmscqehueg2LJWbfTAn3H1Cpi2cVu40TW6nvjvlmG2OyW2zb8yCurnljtMk+tcMyvZddskrx30ztdM23K95u513Ts+v/2dy25+TBfPX/yfoPyAV2++QWy96MvNeW7r+P34zsOmIbhn3sSF5dvKMLF9cW+44UDY1HaozdNt+5Y4BbGAU5huQ52ctyZOvLip3DGh0Q3q0S5IsXl6fhcsU5mz42tf840y/Oc8mrz1W3jC0TN2Hrvp96axk8avlzULz0bZHkmTawml5et7TZQ7T9AZ1GpQkWVA3N3NqN44Xkjq36pokqZ02LSueeqrMaf511YNXfe2yYH4yZ876/wSdOydJ5r22NHNebpknJHXp3TZJsnxxbZYuXFHmNACwYXHNBgAAAAAARGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJAkqSp3AADKZ8miBXnorhuzcN6sbDJgs2y783+kqqpVuWOxESo2JEvrC+lYXUqSrCwmV02ryfMLq9K/XTGfHLI8Hf6xD97qtfnLcu9TMzN91pIsWVGfikLSoaZVhvTumB2H9UivzjXljgjARqCuvi4vzHg+mw/cMklSW7cy9z9yV156dXpatWqdYYOGZ+vhY1MoFMqcFIB1UZgDbCTuvPG3ue/WSamvr8uOe308H9hrYs75weFZOG92atp1yF/vuC4P3nF9vvTts9O6pm2547KRqGtITnu0Q343tW3qGpJd+6zM6TsuzGF3dsnf5rRK59alLFhZyP8+1zZXfWhuurRWmrNKbX1DfvS7v+Xq+19MsVRK+zat0q51VUopZdnKYpasqEtVRSGf2WlwvvOJUamoUFAA0Dhmz5uZ0y/4Yerqa3PGib/O3AVz8j+//H5mz3s9bdu0S7FYn1vuuT5DBgzLsYd+LzVtPNcGaM4U5pCk4qWH3tfxDQPGNlISaBx/ueWq3DLpwozZ8YOprKzKXTf9X5557IFUVbXKcf/zf+nWs09envZ0Lj3r27ll0q/z0c8dU+7IbCR++VS7/G5q2xw8dGk6t27IZc+2y0G3d82ClRW5YZ+52bxTfaYtqszhd3bJWY93yA/HLip3ZJqJM69/Mtc++FK++6nR+dCYvunavvUa++ctWZk/PvJKTp30eNrVVOXrH92qTEkBaOmuuPHiVFRU5JiDv50k+e01v0p9sS4nHnVqhgwYmiR56rnH88vLz8yVN12aL+z/lXLGBWAdFOaQpOrpPyXL5r/n42sV5mxgHrj92nxw4qHZ7SMHJkn6Dd4y11xyej7z5e+lW88+SZL+g7fMXh/7Qu648TcKc5rM9dNrcuyoxfnCFsuSJNv2qMtnbu2aU3ZYmM071SdJBncs5qgRS3PuE+3KGZVm5oaHXsqx+26Vz+48+G33d23fOgfsMjgr64q59I7nFeYANJpnpz2Vg/f/Sgb2G5IkefK5x3LIJ49aXZYnyfDNR+WT+3w+v1OYAzR7CnNIUrvHcWl13wUpLJmVuvFHpFTtEjlalgVzZ6b/kOGr3x4xdtdcc8lP0rFL9zWO675J/yxbsrip47ERm72iIsM6169+e0jHVX/u1764xnF92xUze0Vlk2ajeVu6spjBvTqs87hBvdpn/pLaJkjEP2uY3ZDMSdI5qdikotxxmsy8lxdk9rR5qenUJr02757W7arLHWm9eaVUyvQkHZMMSdKuDGsxz1++PC8vXJhBXbqkQ+vWa+1fUlubp2fNyth+/Zo8GxuvYkMx1a3enPXW1a3TsX2ntY7r1KFzauv8nwTQ3CnMIUlatUndjl9M9R1npHLqvanf9jPlTgTrVdceffL8k5MzZMttkiRt23XIl088J1179FnjuOefnJxuvfqWIyIbqUEdi7l6Wk3G9apNoZD8buqqGzQ+MLN1xvasW33cfa9Xp1+74jt9GDZCIwZ0zv/ePS0f2KJnqirfvoytKzbk4tuez5b91i4tWH8apjSkOLmYLE8qRlakcofK1N9an4aHG5JSkkJS2LyQqolVKbSgteQvOfyqTPjOHukxqGuSpKHYkD/99O5MuWNqSqVV91to3bY6Ox64TbaZOKKcUd+3r5YaclwKGfiPQrxYKuXslHJPVn1Jk6QmyWdKyb5NVJrXFYv54W135Oonn0ySVFVU5MCtR+fYncanVeWbL6hOnTs3B/3+6jz99a81SS5IkmGDtsqNt1+VLTcblVZVrbL91jvl9vtvzlabj159TH2xPn+867oMHrB5GZMC8F4ozOEN1e1SP/LjqXrwkhSG7ZlS+x7lTgTrzfgPfiLXXHJ65s1+Lf/xqSPSuVuvbLr5yNX75858JXfffHkeuuumfOyg/yxfUDY6R261JEff2zmPzmmVtlWlvLC4Kl/eaml+9VS7lJKM6V6bh2dX58Ip7fKtrV39wJu+ud+IfPGcv2Sv//pTdhvROwN7dkj7NlUpFJIlK+rz0uwlueOJ1zN30cpcdPRO5Y7bYhWfKqZ4bTGFvoWkY1K8o5jS3FIanmxI5QcrUxhQSOnlUoq3F9PwYEMqx7WcK0Xmvbwg9SvfvELmL5dOzrN3T88HDto2g7fvn7raYp65c2ruuuCvqW7XKiM+NKyMad+fV5K89RzY/0sp9yX5bArZ7h/77kkpl6SUtqVkryYozX/10MO56ZlnctzOO2Vgl8655bnnc8kjj+bp2bNz/sf2TU2rVo2eYV0Wr5j3vo7v0KZrIyWhqX1qwsH58XnfzomnH51dtt8rmw0Ylt/94bL88GfHZcSwMamvr8vkJx7IgkXzc/wRJ5U7LgDroDCHt2joMyK1E/47qWw5l85Ckmy/20fTUCzmzj/8X+pqV661/+VpT2XyvX/M7vt+Pjvs/rEyJGRjtVe/lfn1rvMzaXpN6hoK+e62i7NDr9rMW1GR859sl1KpXSoLyUHDluWgYcvKHZdmZNTArrnmhD1ywS3P5O6nZuaKe6evsb9Xp5qM37JnDtt76HtauoV/TcP9DanYpiJVH171Y0XxiWKKNxRTuWtlKrf9RzneI8mKpOHxllWY/7Onbn02Yz89Kjt8duvV2/ps2TNJMnnSExtUYf7Pbk8yMckn31KMD0shKTXk+pSyVxq/ML/h6Sk5esdx+eJ22yZJ9hwyJHsMHpzjbv5jjrr+hvxyv4+tcaZ5OVz6wPdTKjW85+OP3v28RkxDU9qkZ9/88D/PyDW3XJ6b77o2y1eses6ycPH8vPjqtBQKhQwdODxHfPbrGbLphvtYALCx2GAK8yVLlmT8+PFp165d7rzzzlRXv1lofv7zn0/fvn1z6qmn5q9//WsOOuig3Hbbben3T+vWTZo0Kd/+9rff9fNcdtll2WGHHdbaPmzYsJxyyimZOHHi+vkL0Xy1qil3AmgU4/bcL+P23O9t9205Znz+67yb0qp67bVAobGN36Q24zdZcz3Pk7ZflKNGLMlryyozoEN9urYuvcN7szHr371dTjpg1VJTK+uKWbSsLg2lUjq2bZWa6g3mae4GrTSvlMo93ywpKzavSLFUTKHfmgVqoW8hpXtb9hyvWFKbAVuvvazZ4B0G5O83TylDovVnaZJRb1OKj00ht6Rpvq4zlyzJ8J4919j2oaGbp5Tk2Jv+kBP+eEt+OuE/miTLO/nUtt/M9Y+fl4ZSQ8YP3i8VhY1n7X6Srp2759BPHZ1Dc3TmzJuVRUsXplisT5vWNenZrXdaV7cpd0QA3qMN5ieJm266Kd26dcucOXNy6623ZsKECe/7Y+yzzz7ZeeedV7999NFHp3fv3jnxxBNXb+vU6e3XuLz33nvToYOzk4CWqXUbN7ql+enVtiG92r73M/XYuLVuVZkenVru2cvNVoekNKOUDFz1ZumVVeVpaV4pGfDmYaW5pVWLXrcwxbo3H6N6DumWxbOXrHXMvJcXpF3XDe//2bq3/HlQVt2/9Z/NSNKlaeKkd4f2eWLmzIwb0H+N7R8eunleW7xzTrvr7vRs3z4fHrpZEyVaW88Om+Zjo4/O7yf/JMvrlmS7TT9UtiyUV/euPdO9a891HwhAs7TBFOZXX311dtppp8ycOTNXXHHFv1SYt2nTJm3avPmqbqtWrdKmTZv06LHutarfyzFsBJbOTdWUW90UlBZr7qxXc/v1l+WTh51Q7iiwhpeXVOa8J9rllHGLyh2FDczLc5bmvJun5JTPb1vuKC1S5ajKFO8qpjS/lFQnDU80pDC4kOJdxRQ6F1Lo9481zO8ppmLLlne27e+/dVM69mqfHoO7pap1Ve658MH0G7VJOnRvl9rldXnunum577JHMuKDG95N/r6XUnqUShmUpDrJZSllRCnpVihkeWnVmuaXp5Q9mijPfsO3zLkP/DWVFRXZffCgDOzyZlV/yLbbZMbChbl48uQ8/MqMJkr09nq075dxgz6aB1/8Q0b22TmtW214L5bQeGbNfT033Pb7HPqpo8sdBYB3sUE8a506dWoee+yxjB8/Ph/+8Ifz4IMPZurUqY3yuWbMmJFhw4blvPPOy/jx47PHHntk0aJFGTZsWCZNmpQkOeGEE3Lsscfmxz/+cbbddtvsuOOOOfXUU1Nb++bl5Ndee20mTJiQkSNHZuedd87JJ5+8xn42TIWVS1Lx0kPljgGNZuniBXnk3pvLHQPWMm9FRa6Z3gJPT6XRzVu8Mtf89cVyx2ixKsZVpGLHijRMb0jDU6vWKK/6eFUK7Qqpv7w+dT+pS/0V9Sl0LqRyt5Z1BcAXLvhE9jl+twzdZXDqV9Zn3kvzs2TussyfsTBJMuX25/OnM+5Oz826ZcfPb1PmtO/POSnk2BSyU1bd4HNGknlZdTPQJLk7yTlZVaZ/tgnWL0+SL267bT42fMv8z9335LJH/rbW/u/tsXsOH7tdnpg5q0nyvJvR/XbP3lscnPqGunUfzEZl8dJF+cvkO8odY6NVWVmRqqqW9wtY/zaIM8yvuuqqtG3bNrvsskvq6+tTXV2dyy+/PN/97ncb7XNef/31ufTSS7N8+fJ07Nhxrf233HJLdtttt1x++eV5+eWXc+KJJ2b58uX54Q9/mClTpuS73/1uTj/99IwaNSpTp07NN77xjXTp0iVHHnlko2Wm8ZW6bpraj/+03DGg0QwYMjynXHJXuWPAWkZ3r8uUz84sdww2QKMHdc2Uc9yDprEUKgqp2q0q2W3N7VWHVKVhSkOyMCl0K6QwtJBCoWmK1abStX/ndO3fOcN2G7J627IFy1PdtlWSpP/oPvnEqfuk/6hNUqjYsP7ufQuF9E2y01vK8AWlUt44V3pEkpNSyFZJKpro69qqsjI/2HOPfH38B7J45do3ME+Sb+y8U/YZNjS3Pt84J1e9V5UVlRnSY3RZM9A8DRkwNBedNqncMTZaHTs6+QJ4b5p9YV5fX58bbrghu+++e2pqVj247brrrrnuuuvyjW98Y/W29e2AAw7IZpu98/p3nTp1yk9+8pPU1NRk6NChmTVrVk4++eR885vfzIwZM1IoFNKvX7/06dMnffr0yYUXXpj27ds3SlYAAGhOCpWFVG7Vss4ofy/adn7zZ5Mu/TqlS7+3vz/ShqjzW4rxNwr1cujUpk06tXnnmydu2bNntuxp7WhgbYsWLU+x2PLuj9OxY00qK51pDutTsy/M77rrrsyePTv77LPP6m377LNPbr311tx00035xCc+0Sifd9NNN33X/SNHjlyjrB8zZkzq6uoyffr07LzzzhkzZkz233//DBw4MB/4wAey5557ZsSIEY2SlX9fq3vPT3HQjmnou3W5o0CjWbxwXqZNeTSjd9gzSbJowZzc/+dr8upLz6VVq9YZNGx0xu46IdWtnXlB01tRn9SXCmnfatUNA6cuqsylU9rltWWV2bJLXb6wxdJ0bV0qc0qamwVLa3PNAy/mpTlLM7RPx+y3w4DUVK/59NYa5s1DaVkpDVMbUjly4yvRly9ckekPvpzhe29465ivy6JSKZOT7N6Mrh6Yt3x57p4+PfsNH17uKO9oee2SvDDviWzZe1y5o7Ce/M+vvp/dx30oY0eNL3cU3kWx2JD6+pZXmAPrX7MvzN9YN/yYY45Za98VV1zRaIV5m3c5ayFZdcPQt2poWPWgW1lZmdatW+eyyy7LU089lXvvvTf33ntvrrjiiuy333455ZRTGiUv/57C7OdTNfv5FIdMT3H4PklV63JHgvXq1Refy4U/OTZVraozeoc98/qMabng1K9l5Yrl6bHJpmko1uepR+/NfbdenSO+8/N07NK93JHZSNQ1JP89uWMmTatJQynZd+CKHDViST57a7eUSkn/DsVc9kzb3PhiTa7Ye2561vghh1Vemr0kB5x5d+YvXpn2Na1y+T21ueCWZ/Pzw3fIVgPevBngvMUrc+1fX1SYl1lpfinFG4sbZWG+4LVF+dMZd7fIwvz1JD9PKbs30Trm78XLCxbk23+6tVkX5guXz86fn75MYd6CTJn6RKZMfTLPTn86+3/4c2njBBSADVqzLsznzZuXu+66KxMnTswhhxyyxr5LL700V111VZ588smyZHvyySdTLBZTWbnqSf+jjz6ampqaDBo0KHfddVf+/ve/56tf/WqGDx+eL33pSzn//PPzi1/8QmHejBU33y2VLzyQylceT/1WE9LQf5uk4LImWoY/XHl+uvbsm4O+9uMkyXW/OSvtO3XN0T/8n3Tu1itJMvu1l3LpmSfkxsvPyQFH/qCMadmY/OLJ9rnxhTb58vAlqapILp7SLpNnt8qA9vW5aPf56VhdyqtLK/KF27vmzMfa55Rxi8odmWbiJ9c+ke4dWuea4/dIj05t8sCzs/O9/30kB599by48anxGD+pa7oi8RaF7IVUHNOsfPRpNtwGd84nT9ln3gRug/lm1lnlzMqRbt1z6if3LHeNddW23ST6+9X+WOwbr2Yd3/Vju+ustmfzEA/nEhw/MuDG7pKLCz5MAG6Jm/eh93XXXpb6+PocddliGDh26xq8vf/nLqayszOWXX16WbK+88kp+8IMfZOrUqbn11ltz9tln58ADD0xNTU2qqqpy7rnn5pJLLsnLL7+cv//977njjjsyZsyYsmTlvWnoMyq1exyXhq6bpmry5am+9ZRUTL0nWbmk3NHg3/bytKez58cOTodOqwqkl557Ih+ceNjqsjxJemwyIB/8xOF57omHyhWTjdA102vyja0X56sjl+bLWy3NSdsvzIyllfnyVkvTsXrVEix92jXkyBFLcterrv7hTY9Om5sj/2OL9Oi06qrAcUN75MrjdssmXWrypfPvy9TXvbhSTg3TGlK8v5jiY8WU5pVSaF1IxabN+keP9eaFh2fkod89lif+9Ezmv7Iw1W2r03/UJuWOtd6USqVcWSplfqmUmkIhI5p4OZYnZ87Kzc8+m6lz573t/tpiMa8ubl7z/+LcpzL5xVvy5Gv3ZcGyWamuapN+XYaWOxbr2XYjxuWkr5+VIQOG5te/Ozsn/M+R+fNf/pBFSxaWOxoA71OzPs1j0qRJ+cAHPpAhQ4asta9///7Ze++9c9NNN2XgwIFNnm3rrbdOoVDI/vvvn44dO+aggw7KV77ylSTJ+PHjc/LJJ+eiiy7KmWeemTZt2mTXXXfNCSec0OQ5eZ/adkn9Dl9IYe70VD53R6r+fl3y9+tT6j44Dd0GpdShV0qt2qbUa1i5k8L7UllZlfq6utVvt+3QKVWtqtc+rqpq9RJT0BTmryxkcIfi6rfH965NqZR0aLXmeuW9ahqyvNi8zmKkvGrrG9Km1ZrLe3Tt0Dq/Pmp8Pn36nTn83Pty5XG7lSfcRqT2f2pT9fmqVGyyqgwv1ZZSf2V9SjNKyT/GuFhRTMW2FancqzKFZrTW9b/r7H0vzqdO/0h6D+2RJKldXpdrvvenvPrkzJRKq/7yFRWFjP7o8Oz25XEt5u/ekOTKlDI2hXRZ59Hrz5La2hxzw425/6WXUyqVUigUsvdmQ/KjvfdKx7csp1nOJVnOu+uY7D/mG+nVcdX9sGrrV+T6x8/Lawuff2McUlEoZFTfXbPzZp9sMd8TvKlb5+456vPfynMvTMkf77o2l99wYa648eIMGzQ8mw3cIn169k+7tu0zYujW5Y4KwLto1oX5DTfc8K77f/azn621bYcddsgzzzzznj7+b37zm7W29evX723f/5+3VVdX56STTspJJ530th974sSJmThx4nvKQfNT6jYo9d0GJcsXpPKVx1Mx86lUTr0nqVuRJKn9+E/LnBDen6Ejx+aWq3+dgUNHpn3HLhm760dyxw2/yeAttk6r6lVn7S5bsii3X3tpBm+xdXnDslEZ1LGYP7zUJjv2rk2StG9Vyl0fm522VWsW5n94qU2GdKwvR0SaqWF9O+Xq+1/MLlv1XmN7r841+eVXPpADzrgrh577l3x1ny3KlHAjUZ/VxXiSFG8rpjSrlMp9K1MxpCKpTxqeakjxjmIKHQqpHNdy1jCvry2m1PDmX/7uX/01s6fOzYe/uWsG7zAg9Svr88yd03LPRQ+lffd2GfvJUWVM+/58qdTwrgutlJKcnFKq/vHCwC+bYBnDs++7P0/Pmp0zJ+yTgV0655bnns+vH3o4n/vdVbnkExPTrW3bRs+wLvUN9Sm9ZSDunTopc5a8nA8O/0IGdhuZ+mJtnp31cO6bdm3ate6cbQd8sIxpaUybD9wimw88IfMWzMnDT9yfx5+enD//5aYsX7EsSSEXnXZ1uSMC8C6adWEOZVfTOcXNdklxs11Wvb1sfgorF5c3E/wL9vn0kfnFyV/N6cd/LqPG7p7um/TPvFmv5iffOiCDt9g6xfq6PPfkwykUCvn0l79X7rhsRI7cakmOvrdznltYlVPHLczADsX0avvmVQ5Pz6/K6X/rkPtmVues8QvKF5Rm56v7bJlDz7k3H/vxbTl4980yccdNV+8b1rdTzvnSuBz5i/vzjYstM9WUGqY0pHLnylRu9WYxXrl9ZbIyKT5abFGF+T979p7p2fHz22TLPTZLkrRuV51tJo7IymW1+fsfpmxQhfngJH9N0j3JyH/aV0oy6x/HdGjCTLdPnZb/HP+BfHjoqpunbtGjR3YauGmOuOa6HDbpmvzmU59M++q1r54rp+dnPZIdBn0kw3ptnyRpXVWTMf33TG398jzx6r0K841A187d88GdPpoP7vTRJMnc+bOzcMmC8oYCYJ02joUEYX1p2yWlLgPKnQLet45duudrP7ooO33oU3l5+tP50+9/lcUL52bxgjl57IE/Z/qzj2erbXbO0T+8ID37bLruDwjryV79VuYXu8xPZSGpfJvTGacvrsr0xVU5eftF+VD/lU0fkGZrh6E98pv/3CV9urbNrIXL19q/47Ce+d9jd81mmzRlpUfqk8Imaw9zoX8haeHnHBTriquXZ3mrviN6Z8ncpWVI9K87oVCRr6WQFUnqkhySQo4pVOSYQkW++o9zzz/zlm1NYe6yZRnQufMa27bp0yfnf2zfTJ07L0ddd0Pqm9mycsVSfXp1WPt5VZ/Om2XpygVNH4iy69alRwb337zcMQBYB2eY/wtOPfXUckdgPbPEChuD1m3aZq/9vpC99vtCisX6LF+6JMX6urSuaZs2Ne3KHY+N2K59arNrn7e/eduH+q3IPgNWNHEiNhRjBnfL+V/e8R33D+/fOdecsGdenrNhlZUbnIVJqXcphYpCCv0KKc0pJf3XPKT0SinpWJ54jWnxrCXptXn3VFRWpM/wXpn70oL0HbHmMkGvPT0rHXq0L1PCf91uhUJGlZJzU8oxKeWIUjKujGtu9+/UKQ+8/HJ2HLDmN9d2/frmlA99MMfd/Mccf/OfcsDWo8uUcJXFK+amZ4cBqShUpHfHwZm37LX06bzZGse8vnB6OrTpWqaENIaLTptU7ggArEcKc4CNUGVlVdp37FzuGLBOla6FYz3o392Lgo2mkNRfW59UJoXuq8rU4u3FVAyoSKFbIaXFpRQfLabhgYZUjm9Zy7EUCoXcdModqaiqSLcBnVMoFHLPrx9M/1GbpEu/Tlkyd2ke/8OUPPS7xzPus1uXO+6/pGuhkO+lkFtLpZydUu4rlfLFd13dvPF8buvROen2O7J0ZW0mbDE0Y/r0Wb1vwhbD8trixTn9nnvzt9dfK0u+JCkk+eOTF6aioipd2/ZOoVDIvVOvSd/OQ9Olba8sWbkgT7x6bya/dEu23/Q/ypYTAHh3CnNIUpgz9X0dX+o+pJGSQOOYNuVv7+t4N/6kqTw0q9X7On5sz7pGSsKG5qHn5ryv48du3r2RkmzcWh3XKqVZpZRm/uPXrFLSkJSWllLoVkjD1IY03NuQipEVqRjXsl4B++q1B2fO9HmZPXVuZk2dm9nT5qWh2JCl85elS79Omf7gy3ngfx/N8D03z3Yb0Prlb2fvQiGjS8k5KeVrKZWlMv/0qJFZtHJlLnjwoaSQNQrzJDls7HZp37o6p9x5dxnSrfKVXc7KnCWvZPaSGZmz5OXMXjIjpVJDltUuSpe2vfLC3Cfy4At/yBa9t882A/YuW07Wv2emPfm+jh82eKtGSgLA+qAwhyStHrgoqXvvl/xbwoUNzWU/+05WLl/2j7dKyTv+qLtq3ymX3NkkueDIu7tkSf2q78dSKXmnq/3f2Pf0Z2Y2YTqasyN/eX+WrFj1Asq6H9WSp8+Z2ETJNi6FVoUU+haSvm9uK5VKq/9cMaQiFUdWpNC5fEt5NJZWrauyyRY9s8kWPVdvK5VKq77pkgzavn8OveTT6dS7Zayj37NQyEkp5KZSKfenlJoyZDh87HY5bLtts6S29m33f2bUqOw1ZEjumv5C0wb7h6rK6vTuNCi9Ow1avW3VPKz6phjYbUQOHndSOtV4Aa+lOfvSU7J8xRv301j3/0oXnXZ10wQD4F+iMIcktXscl1Z/+WUKtUtTv+0BKVW9vzMeobn7zx9dnAt/8o0sW7Iwnzr8xLRq3abckSBJcv1/zMkhd3TNgtqKnDZuQWqqSut+J0hy/Yl75pCf35sFS2tz2kHbpaa6ZS33sSErvOWVr0KHlleUv5tCobC6J2vfrWUuBTShUMiEMi3Lkqz6N+7QuvU77u/erl32H9F8zt5dNQ+r/r3at+5c1iw0npO+flZOv+AHWbJscQ7/9DGpbvXO36MANH8Kc0iStl1SN/5Lqb7jzBRmP5eGkfuWOxGsV5279coXjzs9P/+vwzP16Ueyz2eOLHckSJJs0q4hF+4+LxP/2D0PzGyd48csLnckNhCbdGmbC4/aKRNPuz0PPDM7x08cWe5IAGykunXunm8c9v388GfH5enn/55Pf+QL5Y4EwL+hZS0kCP+Otl1TP+KjqZx2b7J8YbnTwHrXpXvv7PPpr+S+P0/Kovnvb+1faEx92zXkW2MW53+fa5uZyzw14b3r261tvvXxEfnfu6dm5oLl634HAGgk3bv0zKcmHJzb7rs58xfOK3ccAP4NzjCHt2gYMDZ1nfsmldXljgKNYtud/yN9Bg5Nq2qXidK8TBy0PFt1qbMkC+/bxHGbZqv+nS3JAkDZ7bTdHtm07+C09lwbYIOmMIe3KhRS6tR33cfBBqpQKKTPgM3KHQPWUigkW3SpL3cMNkCFQiFb9Otc7hgAkEKhkAF9Bq37QACaNdc9AwAAAABAFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkCSpKncA3rvNerYvdwRoEv27tk2SdKjxEEXL0K515ao/dB9a3iC0XJ0HrPq9Xc/y5qB5qemaJBncaXCZg5RH3/Z9kySdW3Urc5Km06GqU5KkevCG/TVv1bffqj907tI4n6BDxyRJ103aNc7HbwY6dq9JktR0qC5zEigvMwD8KwqlUqlU7hCsW6lUSqFQKHcMaDINpVIqfM/TgpQaiilUVJY7Bi1YqdSQQsHFg6yp2FBM5Ub82NNQakjFRjYXpWIxhcoN/2teamhIoaLxvnYNDaVUVLTs55p+hoRV3pj3+fOXpr6+odxx1ruuXdulsnLj+r8OGpvTNzcQhUIhixYtT7HY8h7coTmqrKxIx4415g6aiJmDpmfuoOmZO2h6hUIhnTu3LXcMYAOiMN+AFIsNLfLVUGjOzB00LTMHTc/cQdMzd9B0qqqcfQ28Px41AAAAAAAgCnMAAAAAAEiiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiiMAcAAAAAgCQKcwAAAAAASKIwBwAAAACAJApzAAAAAABIojAHAAAAAIAkCnMAAAAAAEiSFEqlUqncIXhvisWGckeAjUplZYW5gyZk5qDpmTtoeuYOml5LnruKikIKhUK5Y0CLojAHAAAAAIBYkgUAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozAEAAAAAIInCHAAAAAAAkijMAQAAAAAgicIcAAAAAACSKMwBAAAAACCJwhwAAAAAAJIozJu1hoaGnH322dl5550zevTofPGLX8yLL75Y7ljQYixYsCDf//73s8suu2SbbbbJZz/72Tz88MOr9z/99NM58MADs/XWW2e33XbLhRdeWMa00PJMnz49Y8aMyaRJk1ZvM3fQeK699trss88+GTlyZCZMmJCbb7559T6zB+tXXV1dzjzzzOy2224ZM2ZMDjjggDzyyCOr95s5WL/OO++8fP7zn19j27rmTOcCvBOFeTN23nnn5YorrsiPfvSjXHnllSkUCjn88MNTW1tb7mjQIhx77LF57LHHcsYZZ+Sqq67KVlttlUMPPTRTp07N/Pnzc8ghh2TgwIG5+uqrc/TRR+dnP/tZrr766nLHhhahrq4uxx13XJYtW7Z6m7mDxnPdddflO9/5Tj796U/nxhtvzD777JNjjz02jz76qNmDRnD++efn6quvzo9+9KNce+21GTx4cA4//PDMnDnTzMF6dskll+Tss89eY9t7mTOdC/BOqsodgLdXW1ubiy66KN/85jez6667JknOPPPM7Lzzzrn11lszYcKEMieEDduLL76Yv/zlL7n88suzzTbbJElOPPHE3H333bnxxhvTpk2bVFdX5wc/+EGqqqoyZMiQvPjii7nggguy//77lzk9bPh+/vOfp127dmts+93vfmfuoBGUSqX87Gc/y8EHH5yDDz44SXLUUUflkUceyYMPPpgHH3zQ7MF6dtttt+UjH/lIdtpppyTJCSeckN///vf529/+lhdeeMHMwXowc+bMnHjiiZk8eXIGDRq0xr51Pa/UuQDvxhnmzdSUKVOydOnSjBs3bvW2jh07Zvjw4XnooYfKmAxahi5duuRXv/pVRowYsXpboVBIqVTKwoUL8/DDD2fs2LGpqnrzdcVx48Zl+vTpmTt3bjkiQ4vx0EMP5corr8xpp522xnZzB41j2rRpeeWVV/LRj350je0XXnhhjjjiCLMHjaBz58654447MmPGjBSLxVx55ZWprq7OlltuaeZgPXnyySfTqVOnXH/99Rk9evQa+9Y1ZzoX4N0ozJup119/PUmyySabrLG9Z8+eee2118oRCVqUjh07Ztddd011dfXqbTfffHNeeuml7LTTTnn99dfTu3fvNd6nZ8+eSZJXX321SbNCS7Jo0aJ861vfyne/+921/o8zd9A4XnjhhSTJsmXLcuihh2bHHXfMJz/5ydx+++1JzB40hhNPPDFVVVXZc889M3LkyJx55pk566yzMmDAADMH68kee+yRn/70p+nfv/9a+9Y1ZzoX4N0ozJup5cuXJ8kaZV6StG7dOitXrixHJGjRJk+enO985zvZc889s8cee2TFihVvO39JzCD8G37wgx9k6623XutM1yTmDhrJkiVLkiTHH398PvKRj+Siiy7K+PHjc+SRR+b+++83e9AIpk6dmo4dO+bcc8/NlVdemYkTJ+b444/PlClTzBw0gXXNmc4FeDfWMG+m2rRpk2TVWuZv/DlZ9cBeU1NTrljQIv35z3/Occcdl9GjR+eMM85IsmoG//lmL288cWrbtm2TZ4SW4Nprr83DDz+cG2644W33mztoHK1atUqSHHroofn4xz+eJNlyyy3z1FNP5eKLLzZ7sJ698sor+eY3v5lLLrkk2223XZJk5MiRef755/Pzn//czEETWNec6VyAd+MM82bqjcuCZs2atcb2WbNmrXVZEfCv++1vf5ujjz46u+yySy644ILVT5Z69+79tvOXJL169WrynNASXH311Zk7d2522223jBkzJmPGjEmS/Nd//VcmTJhg7qCRvPHccejQoWts32yzzTJjxgyzB+vZ448/nrq6uowcOXKN7aNHj84LL7xg5qAJrGvOdC7Au1GYN1NbbLFF2rdvn7/+9a+rty1atChPPfXU6rMUgH/P//3f/+W///u/87nPfS5nnXXWGpfjjR07NpMnT06xWFy97f7778+gQYPSrVu3csSFDd7pp5+eP/zhD7n22mtX/0qSY445Jr/61a/MHTSS4cOHp127dnnsscfW2P7ss89mwIABZg/WszeKuGeeeWaN7c8++2w23XRTMwdNYF1zpnMB3o3CvJmqrq7OgQcemNNPPz233XZbpkyZkq9//evp3bt39t5773LHgw3e9OnT8+Mf/zh77713jjjiiMydOzezZ8/O7Nmzs3jx4uy///5ZsmRJTjzxxDz//POZNGlSLr300hxxxBHljg4brF69emXTTTdd41eSdOvWLX379jV30EjatGmTww47LOeee25uvPHGvPTSSzn//PPzl7/8JYcccojZg/Vs1KhR2W677XL88cfngQceyAsvvJCzzjor999/f770pS+ZOWgC65oznQvwbgqlUqlU7hC8vWKxmDPOOCOTJk3KihUrMnbs2Hz/+99Pv379yh0NNni/+MUvcuaZZ77tvo9//OM59dRT8/jjj+fkk0/OU089lR49euSLX/xiDjzwwCZOCi3bsGHDcsopp2TixIlJYu6gEV188cX57W9/m5kzZ2bIkCE5+uijs9deeyUxe7C+LVy4MGeddVbuvPPOLFy4MEOHDs2xxx6b7bffPomZg/XthBNOyCuvvJLf/OY3q7eta850LsA7UZgDAAAAAEAsyQIAAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJFOYAAAAAAJBEYQ4AAAAAAEkU5gAAAAAAkERhDgAAAAAASRTmAAAAAACQRGEOAAAAAABJkv8HLagGgah+aU4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "width = 0.5\n", + "fig, ax = plt.subplots(1,1, figsize=(15,6))\n", + "running_total_mini = [0,0]\n", + "running_total_long = [0,0]\n", + "fig_data_mini = plot_data[plot_data['Dataset']=='Minipilot']\n", + "fig_data_long = plot_data[plot_data['Dataset']=='Minipilot']\n", + "\n", + "for purp in pd.unique(fig_data_mini.Purpose):\n", + " mini = fig_data_mini[fig_data_mini['Purpose']==purp]\n", + " long = fig_data_long[fig_data_long['Purpose']==purp]\n", + " \n", + " #labels = mini['Trip Type']\n", + " #vals = mini['Proportion']*100\n", + " #vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " #bar = ax.barh(labels, vals, width, left=running_total_mini, label=purp)\n", + " #ax.bar_label(bar, label_type='center', labels=vals_str, rotation=90)\n", + " #running_total_mini[0] = running_total_mini[0]+vals.iloc[0]\n", + " #running_total_mini[1] = running_total_mini[1]+vals.iloc[1]\n", + "\n", + " labels = long['Trip Type']\n", + " vals = long['Proportion']*100\n", + " vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " bar = ax.barh(labels, vals, width, left=running_total_long, label=purp)\n", + " ax.bar_label(bar, label_type='center', labels=vals_str, rotation=90)\n", + " running_total_long[0] = running_total_long[0]+vals.iloc[0]\n", + " running_total_long[1] = running_total_long[1]+vals.iloc[1]\n", + "\n", + "file_name='CanBikeCO_report_purp_share%s'\n", + "ax.set_title('Minipilot')\n", + "ax.set_title('Trip Purpose')\n", + "ax.legend(bbox_to_anchor=(1,1), fancybox=True, shadow=True)\n", + "plt.subplots_adjust(bottom=0.25)\n", + "fig.tight_layout()\n", + "plt.show()\n", + "fig.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "f9877eb1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "7.204620719999999" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Gas car\n", + "5170 * 1 / 1000000 * 157.2 * 453 * .62\n", + "\n", + "# Ebike\n", + ".022 * 1 / 1000 * 1166 * 453 * .62" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "4f6dad7d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Gas Car, drove alone\n", + "0.8127239999999999 lb C02/pass-mi\n", + "Gas Car, with others\n", + "0.40636199999999995 lb C02/pass-mi\n", + "E-car, drove alone\n", + "0.2915 lb C02/pass-mi\n", + "E-car, with others\n", + "0.14575 lb C02/pass-mi\n", + "Taxi/Uber/Lyft\n", + "1.1340407999999997 lb C02/pass-mi\n", + "Train\n", + "0.43142 lb C02/pass-mi\n", + "Scooter share\n", + "0.031482 lb C02/pass-mi\n", + "E-bike\n", + "0.025652 lb C02/pass-mi\n", + "E-bike\n", + "0.025652 lb C02/pass-mi\n" + ] + }, + { + "data": { + "text/plain": [ + "0 812724.000\n", + "1 406362.000\n", + "2 291.500\n", + "3 145.750\n", + "4 1134040.800\n", + "5 735528.000\n", + "6 735528.000\n", + "7 431.420\n", + "8 31.482\n", + "9 25.652\n", + "10 0.000\n", + "11 0.000\n", + "12 0.000\n", + "13 0.000\n", + "14 0.000\n", + "15 0.000\n", + "16 25.652\n", + "dtype: float64" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "for i in range(0,len(df_ei)):\n", + " if df_ei.iloc[i,:]['fuel']=='electric':\n", + " z = df_ei.iloc[i,:]['energy_intensity_factor'] * df_ei.iloc[i,:]['CO2_factor'] * .001\n", + " print(df_ei.iloc[i,:]['mode'])\n", + " print(f\"{z} lb C02/pass-mi\")\n", + " elif df_ei.iloc[i,:]['fuel']=='gasoline':\n", + " z = df_ei.iloc[i,:]['energy_intensity_factor'] * df_ei.iloc[i,:]['CO2_factor'] * .000001\n", + " print(df_ei.iloc[i,:]['mode'])\n", + " print(f\"{z} lb C02/pass-mi\")\n", + "df_ei['energy_intensity_factor'] * df_ei['CO2_factor']" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "0dfa20fd", + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "\"Column 'CO2_Impact(lb)' does not exist!\"", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp\\1\\ipykernel_33452\\2775294563.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Emissions\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mplot_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata_eb\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mco2rp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplot_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Replaced_mode'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0magg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'CO2_Impact(lb)'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'sum'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'mean'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mco2rp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'total_lb_CO2_emissions'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'average_lb_CO2_emission'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mco2rp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mco2rp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\pandas\\core\\groupby\\generic.py\u001b[0m in \u001b[0;36maggregate\u001b[1;34m(self, func, engine, engine_kwargs, *args, **kwargs)\u001b[0m\n\u001b[0;32m 943\u001b[0m )\n\u001b[0;32m 944\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 945\u001b[1;33m \u001b[0mresult\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhow\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_aggregate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 946\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mhow\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 947\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\pandas\\core\\base.py\u001b[0m in \u001b[0;36m_aggregate\u001b[1;34m(self, arg, *args, **kwargs)\u001b[0m\n\u001b[0;32m 340\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mSpecificationError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"nested renamer is not supported\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 341\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mABCDataFrame\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mk\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 342\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"Column '{k}' does not exist!\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 343\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 344\u001b[0m \u001b[0marg\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnew_arg\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mKeyError\u001b[0m: \"Column 'CO2_Impact(lb)' does not exist!\"" + ] + } + ], + "source": [ + "# Emissions\n", + "plot_data = data_eb.copy()\n", + "co2rp = plot_data.groupby('Replaced_mode').agg({'CO2_Impact(lb)': ['sum','mean']},)\n", + "co2rp.columns = ['total_lb_CO2_emissions', 'average_lb_CO2_emission']\n", + "co2rp = co2rp.reset_index()\n", + "co2rp= co2rp.sort_values(by=['total_lb_CO2_emissions'], ascending=False)\n", + "co2rp['boolean'] = co2rp['total_lb_CO2_emissions'] > 0\n", + "\n", + "net_CO2_saved = round(sum(co2rp['total_lb_CO2_emissions']), 2)\n", + "\n", + "x = co2rp['total_lb_CO2_emissions']\n", + "y = co2rp['Replaced_mode']\n", + "color =co2rp['boolean']\n", + "\n", + "plot_title=\"Sketch of CO2 Emissions Impact for all confirmed trips \\n Contribution by mode towards a total of %s (kWH) \\n%s\" % (net_CO2_saved, quality_text)\n", + "file_name ='CanBikeCO_report_sketch_all_mode_CO2impact%s' % file_suffix\n", + "CO2_impact(x,y,color,plot_title,file_name)\n", + "\n", + "file_name='CanBikeCO_report_purp_share%s'%file_suffix\n", + "fig.tight_layout()\n", + "plt.show()\n", + "fig.savefig(SAVE_DIR+file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "id": "73eeef4c", + "metadata": {}, + "source": [ + "### Who Rides E-Bikes, and Why?" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "433e1f6f", + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_palette('Set1', 9)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1c666eb4", + "metadata": {}, + "outputs": [], + "source": [ + "print(four_corners['user_id'].nunique())\n", + "print(community_cycles['user_id'].nunique())\n", + "print(fort_collins['user_id'].nunique())\n", + "print(pueblo['user_id'].nunique())\n", + "print(smart_commute['user_id'].nunique())\n", + "print(vail['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "fe0c04db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of mode by age\n", + "plot_data = data.copy()\n", + "\n", + "plot_title = 'Distribution of CanBikeCO Trips by Age and Mode'\n", + "ylab = 'Age'\n", + "file_name = \"CanBikeCO_report_age%s\"%file_suffix\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,4))\n", + "sns.boxplot(ax=ax, data=plot_data, x='Mode_confirm', y='AGE', hue='Mode_confirm').set(title=plot_title, xlabel='', ylabel=ylab)\n", + "plt.subplots_adjust(bottom=0.25)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.legend([])\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "c10bc0c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of mode by age\n", + "plot_data = data.copy()\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data['Program'] = plot_data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Northridge)','Vail'])\n", + "\n", + "plot_title = 'Distribution of E-Bike Trips by Age and Program'\n", + "ylab = 'Age'\n", + "file_name = \"CanBikeCO_report_age%s\"%file_suffix\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,4))\n", + "sns.boxplot(ax=ax, data=plot_data, x='Program', y='AGE', hue='Mode_confirm').set(title=plot_title, xlabel='', ylabel=ylab)\n", + "plt.subplots_adjust(bottom=0.25)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.legend([])\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "id": "8c656c79", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 218, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of distances by program\n", + "plot_data = data_2.copy()\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data['Program'] = plot_data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Denver North)','Vail'])\n", + "\n", + "plot_title = 'Distribution of E-Bike Trip Distances by Program'\n", + "ylab = 'Distance (miles)'\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,8))\n", + "sns.boxplot(ax=ax, data=plot_data, x='Program', y='distance_miles', hue='Mode_confirm', showfliers=False).set(title=plot_title, xlabel='', ylabel=ylab)\n", + "plt.subplots_adjust(bottom=0.25)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.legend([])" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "id": "fc1be0b2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 216, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of distances by program\n", + "plot_data = data_2.copy()\n", + "#plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "#plot_data['Program'] = plot_data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Denver North)','Vail'])\n", + "\n", + "plot_title = 'Distribution of Distances by Mode'\n", + "ylab = 'Distance (miles)'\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,8))\n", + "sns.boxplot(ax=ax, data=plot_data, x='Mode_confirm', y='distance_miles', hue='Mode_confirm', showfliers=False).set(title=plot_title, xlabel='', ylabel=ylab)\n", + "plt.subplots_adjust(bottom=0.25)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.legend([])" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "id": "fddd2f24", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 217, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distribution of distances by program\n", + "plot_data = data_2.copy()\n", + "#plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "#plot_data['Program'] = plot_data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Denver North)','Vail'])\n", + "\n", + "plot_title = 'Distribution of Trips Durations by Mode'\n", + "ylab = 'Duration (minutes)'\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,8))\n", + "sns.boxplot(ax=ax, data=plot_data, x='Mode_confirm', y='duration', hue='Mode_confirm', showfliers=False).set(title=plot_title, xlabel='', ylabel=ylab)\n", + "plt.subplots_adjust(bottom=0.25)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.legend([])" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "59cd2bb8", + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_palette('Set2', 6)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "720f0a92", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Proportion of trips that are ebike by income group\n", + "plot_data = data.copy()\n", + "\n", + "t1 = plot_data.groupby(['user_id','Mode_confirm'], as_index=False).count()[['user_id','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).count()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "t3 = data.copy().groupby(['HHINC','user_id'], as_index=False).nth(0)[['HHINC','user_id']]\n", + "\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data.merge(t3, on='user_id')\n", + "\n", + "file_name = 'CanBikeCO_report_income_trip%s'%file_suffix\n", + "ylab='Proportion of Total Trips'\n", + "plot_title = 'E-bike Use (Trips) by Income'\n", + "fig, ax = plt.subplots(figsize=(6,4))\n", + "sns.barplot(data=plot_data, x='HHINC', y='proportion', estimator=np.mean).set(title=plot_title,xlabel='',ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "a4330ee4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Proportion of trips that are ebike by income group\n", + "plot_data = data.copy()\n", + "\n", + "t1 = plot_data.groupby(['user_id','Mode_confirm'], as_index=False).sum()[['user_id','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).sum()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "t3 = data.copy().groupby(['HHINC','user_id'], as_index=False).nth(0)[['HHINC','user_id']]\n", + "\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data.merge(t3, on='user_id')\n", + "\n", + "file_name = 'CanBikeCO_report_income_mileage%s'%file_suffix\n", + "ylab='Proportion of Total Mileage'\n", + "plot_title = 'E-bike Use (Miles) by Income'\n", + "fig, ax = plt.subplots(figsize=(6,4))\n", + "sns.barplot(data=plot_data, x='HHINC', y='proportion', estimator=np.mean).set(title=plot_title,xlabel='',ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "c22f26b3", + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_palette('Paired', 5)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "906274a8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Proportion of trips that are ebike by income group\n", + "plot_data = data.copy()\n", + "\n", + "t1 = plot_data.groupby(['user_id','Mode_confirm'], as_index=False).count()[['user_id','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).count()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "t3 = data.copy().groupby(['VEH','user_id'], as_index=False).nth(0)[['VEH','user_id']]\n", + "\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data.merge(t3, on='user_id')\n", + "\n", + "file_name = 'CanBikeCO_report_veh_trip%s'%file_suffix\n", + "plot_title = 'E-bike Use (Trips) by Available Vehicles'\n", + "ylab='Proportion of Total Trips'\n", + "fig, ax = plt.subplots(figsize=(6,4))\n", + "sns.barplot(data=plot_data, x='VEH', y='proportion', estimator=np.mean).set(title=plot_title,xlabel='',ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "fd3d9a66", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Proportion of trips that are ebike by income group\n", + "plot_data = data.copy()\n", + "\n", + "t1 = plot_data.groupby(['user_id','Mode_confirm'], as_index=False).count()[['user_id','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).count()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "t3 = data.copy().groupby(['VEH','user_id'], as_index=False).nth(0)[['veh_per_driver','user_id']]\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data.merge(t3, on='user_id')\n", + "#plot_data['veh_per_driver'] = pd.cut(plot_data['veh_per_driver'], bins=[.25,.5,.75,1,1.25,1.5,1.75,2])\n", + "plot_data['veh_per_driver'] = pd.cut(plot_data['veh_per_driver'], bins=[.5,1,1.5,2])\n", + "\n", + "file_name = 'CanBikeCO_report_vehpdriver_trip%s'%file_suffix\n", + "plot_title = 'E-bike Use (Trips) by Available Vehicles per Driver'\n", + "ylab='Proportion of Total Trips'\n", + "fig, ax = plt.subplots(figsize=(6,4))\n", + "# sns.boxplot(ax=ax, data=plot_data, x='veh_per_driver', y='proportion').set(title=plot_title, xlabel='', ylabel=ylab)\n", + "sns.barplot(data=plot_data, x='veh_per_driver', y='proportion', estimator=np.mean).set(title=plot_title,xlabel='',ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "93e5712d", + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_palette('Set1', 3)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "17ab1840", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# How total mileage changes over time\n", + "plot_data = data.copy()\n", + "\n", + "t1 = plot_data.groupby(['user_id','date_time'], as_index=False).sum()[['user_id','date_time','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "plot_data = t1\n", + "\n", + "plot_title = 'Total Mileage Over Time'\n", + "ylab = 'Daily Miles per User'\n", + "file_name = \"CanBikeCO_report_ts_miles%s\"%file_suffix\n", + "fig, ax = plt.subplots(figsize=(16,4))\n", + "sns.lineplot(data=plot_data, x='date_time', y='distance_miles', estimator=np.mean).set(title=plot_title, xlabel='Date', ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "981942b4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABSMAAAFxCAYAAACIv71TAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd7gdVbn/v2tml9PTQ0JHUEqACFJsEEC9KFgQvepVEUXUqyhFBBsXO1hQ/EGkKFgRUVFQAb1KUSwo5dIhSElCysnJSU7ZZ9dp7++Ptda0PbPLyWnJeT/PkyfJ3rNn1rS13vVdbxFERGAYhmEYhmEYhmEYhmEYhplkjOluAMMwDMMwDMMwDMMwDMMwswMWIxmGYRiGYRiGYRiGYRiGmRJYjGQYhmEYhmEYhmEYhmEYZkpgMZJhGIZhGIZhGIZhGIZhmCmBxUiGYRiGYRiGYRiGYRiGYaYEFiMZhmEYhmEYhmEYhmEYhpkSWIxkGIZhGIZhGIZhGIZhGGZKYDGSYRiGYRiGYRiGYRiGYZgpgcVIhmEYhmEYhmkAEU13ExiGYRiGYXYYWIxkGIZhGGba+dSnPoV999039c+RRx7Z8Pfr16+v+82yZctw9NFH48ILL8TQ0FDdtr/+9a8BAL/+9a+x7777Yv369RN+Xrot3/rWtxK/9zwPRx11VKQ9//rXv7DvvvviX//6FwDg8ssvx7777jvhbZtsku7jwQcfjBNPPBHf+9734HnedDexJX75y1/ia1/7mv//yXxe0hgaGsLXv/51vPa1r8XBBx+Ml73sZTj11FNx2223TVkbkjjllFMavrf77rsvTjnllGm5ZgzDMAzDzFwy090AhmEYhmEYAFi0aBFWrlyZ+F0m05rJ8uEPfxjHHHMMAKBWq2H16tW4/PLL8cwzz+D6668HACxevBg///nPsfvuu09Iu5thGAb+8Ic/4OMf/3jdd/fddx82b94c+WzZsmX4+c9/jn322WdK2jeZvPWtb8V//ud/+v+vVCr44x//iEsuuQSFQgHnnnvuNLauNa688kocccQR/v+POeYY/PznP8fixYun5PirVq3C6aefDtM0ceqpp2LZsmUYGxvDHXfcgXPPPRf/+7//i0suuQTZbHZK2hPmc5/7HIrFov//L3zhC/7nmp6eHsyfP39KrxnDMAzDMDMbFiMZhmEYhpkR5HI5vPjFL96mfey+++6RfRx55JHIZrP4zGc+g6effhovfOELJ+Q47XDooYfi/vvvx+OPP45ly5ZFvrv11lux//7748knn/Q/6+npmdL2TSZLliypO5eXvexleO655/DTn/4UZ5555rSIaNvC/PnzMX/+/Ck5VqVSwUc+8hEsWLAAP/rRjzB37lz/u1e/+tU49thj8bGPfQx77bUXzj777ClpU5i4YN7T0wMAic/vVF0zhmEYhmFmPhymzTAMwzDMDs2cOXMAAEIIAPVh2nEKhQLe9KY34bjjjvPDSj3Pw3e/+1285jWvwYEHHojjjz8eP/nJT1o6/hFHHIGFCxfi97//feRzx3Hwxz/+ESeeeGLk83iYdhK33347Tj75ZBx00EF4xStegS9/+csol8t127zzne/EIYccggMPPBCvfe1rcd1110W2efbZZ/GBD3wAhx56KF7+8pfj0ksvxac//Wmccsop/jbbcu5pHHjggSiVShgdHQUgQ7pXrlyJt7zlLXjJS16CK664AgCwZs0anHnmmXjFK16BF7/4xTjllFPwwAMP+PvR9/LWW2/Ff//3f2P58uVYsWIFLr/88kgYuOu6+OlPf4o3vOENOPjgg3HMMcfgkksuQa1W87f51Kc+hVNPPRWf+9zncNhhh+HNb34zjj76aGzYsAE33XSTH2acFHL897//He985zvxkpe8BEceeSTOPfdc9Pf3+9//+te/xgEHHICHH34Yb3/723HQQQfhmGOOwfe+972G1+nXv/41NmzYgM997nMRIVLzH//xHzjhhBPwwx/+EKVSCb/73e+w7777YtWqVZHt/vKXv2DffffFI488AgAYGRnBhRdeiJe//OU46KCD8La3vQ333HNP5Ddp92Q8xK/Zpz71Kbz//e/HL37xC7z61a/GwQcfjHe84x1YvXo17rrrLrzhDW/A8uXL8Z//+Z8RoR4A7r//frz73e/G8uXLccQRR+CTn/xkJA0DwzAMwzAzHxYjGYZhGIaZMTiOk/in1QIinuf5v6lWq1i1ahWuvPJKHHnkkS2FPZdKJXzgAx9AoVDAj370I+y6664AgM9//vO47LLL8MY3vhFXXXUVXvva1+Kiiy7Cd77znab7NAwDxx9/PP7whz9EPr/nnntQq9Vw7LHHtnRumt/97nc444wz8IIXvADf+c538NGPfhS//e1v8ZGPfMS/Tn/+859xxhlnYNmyZbjiiitw+eWXY5dddsGXvvQl/N///R8AmYfw3e9+N/r7+3HxxRfjggsuwB/+8AfccsstkeNty7mnsXr1anR1dWHBggX+Z1deeSWOP/54fOtb38KrXvUqPPPMMzj55JOxbt06XHDBBbjkkksghMCpp56Ke++9t66NPT09uPzyy3HSSSfhiiuuwNe//nX/+wsvvBAXXXQRjjvuOFx55ZV417veheuuuy5yzQApdK1duxaXX345zjjjDFx11VVYtGgRVqxYkRpm/Jvf/AannXYadtppJ3zrW9/Cpz/9aTz44IN4+9vfjq1bt/rbeZ6Hs88+GyeccAK++93v4iUveQkuueQS/PWvf029Tn/9618xb948HHrooanbnHjiiahUKvjHP/6B17zmNeju7satt94a2eaWW27BXnvthYMPPhi1Wg2nnnoq7rjjDpxzzjlYuXIllixZgtNPP71OkIzfk4nkoYcewk9+8hN86lOfwkUXXYRnnnkGH/zgB3HxxRfjQx/6EC6++GL09/fjE5/4hP+b++67D+9973vR0dGBb3/72/jMZz6De++9F+95z3tQrVYntH0MwzAMw0weHKbNMAzDMMyMYMOGDXVhzJqzzjoLH/nIR5ru47Of/Sw++9nPRj6bO3duS558tVoNH/7wh7Fp0yZcd9112G233QBI4ewXv/gFPv7xj+ODH/wgAOCVr3wlhBC4+uqr8c53vhPz5s1ruO8TTjgBP/3pT/HYY4/hwAMPBADcdttteNWrXoWOjo6mbdMQES655BIcddRRuOSSS/zP99xzT7z3ve/FX/7yFxxzzDF45plncNJJJ0WuxSGHHIIjjzwS9913Hw499FD85Cc/QalUws0334yddtoJALB8+XIcf/zx/m+29dy1OKzbvmXLFvzud7/DnXfeife///2+tyoAHHzwwf4xAODss89GNpvFj3/8Y/T29gKQ+Rpf//rX4xvf+AZ++ctf+tsecMAB/vU4+uijUS6XfbFx8+bNuPHGG3H22Wfjwx/+MADgFa94BRYvXozzzz8fd999N1asWAFAiuFf+MIXsMcee/j7zuVymD9/fmLosed5+MY3vuF7lWoOPfRQnHDCCfj+97+P8847zz//j3zkI34OzZe85CX405/+hD//+c846qijEq/f+vXrfUE8DZ37dMOGDejo6MDxxx+P2267zc/HWa1Wcccdd+ADH/gAACmerlq1Cr/4xS+wfPly/5qdcsopuOSSS/CrX/0q9Z5MJMViEd/+9rex9957AwDuvfde/PznP8cPf/hDvOxlLwMAbNq0CV/72tdQKBTQ19eHb37zm9hrr71w9dVXwzRNAPKZPfHEE/GrX/0K73rXuyalrQzDMAzDTCzsGckwDMMwzIxg0aJFuPHGGxP/vPWtbwUgBZ2412SYj370o/5vbrjhBlx66aXYa6+98I53vAOPP/54w+Off/75+Ne//oWPfexjvhAJAP/85z9BRDjuuOMixz3uuONQq9UiYcNpvOQlL8FOO+3kh2pbloXbb78dr3/969u6Rs899xw2bdpU15bDDz8cPT09+Pvf/w4AOP300/G1r30N5XIZq1atwu9//3t897vfBQDYtu2f1yGHHOILkQCwyy674JBDDpmwc7/iiiuwbNkyLFu2DAceeCCOOeYYrFy5Em9/+9tx5plnRrZ90YteFPn/vffei2OPPdYXIgFZyOjEE0/Eo48+ilKp5H/+xje+MfLb448/HrZt46GHHvK9KN/whjdEtjnxxBNhmmYkHL6jo6OtwkarV6/G4OBg3b533313HHLIIXWh9uFrq0XOeHh9GCJqWrxJi3Law/ONb3wj1q9fj4cffhgAcOedd6JcLvttvOeee7Bo0SIsW7bMv5+u6+LYY4/FY4895ofOA/X3ZCKZM2eOL0QC8v0HovkmdWh6oVBApVLBww8/jBUrVkT6gd122w177723/+wzDMMwDDPzYc9IhmEYhmFmBLlcDgcddFDDbW666SZ8+tOfjnx2xx13+P/eZZddIvs45JBDsGLFChxzzDG4/PLLcdVVV6Xue2BgAAceeCC+853v4HWvex26u7sByPx6AOpyO4Z/1wwhBF772tfiD3/4A8477zz89a9/hWEYeMUrXtHS7zW6LV/4whf8ysVhdGXuoaEhfO5zn8Ptt98OIQT22GMPvOQlLwEQiFZDQ0OJnqiLFi3C4OBg5HjjPfe3ve1teNvb3gZAXoPu7m7suuuuiUVrFi5cGPn/6Oho3Wd6OyKKVHGOh0/rYimFQsEX17TYpclkMpg3bx7Gxsb8zxYsWBDx1myGvj5p7XziiScin8W9YA3DaJiCYJdddqnLmRhH52HceeedAQAvfelLsXTpUtx6661Yvnw5brnlFhx22GG+h+XIyAgGBwdTvZAHBwf9PKtJ5zVR6GI3cTo7OxM/LxQK8DwP3/ve9xJzbebz+QltH8MwDMMwkweLkQzDMAzDbDcce+yxuPHGGyOfLV682Bfhkuju7sbuu++OtWvXNtz3ypUr0dPTg5NOOgmXXnopLrjgAgBAX18fAOBHP/qRL1CG0SJQM0444QT86Ec/wqOPPorbbrsN//Ef/9F2JWndlvPPPx9HHHFE3fdaRPrEJz6BZ599Fj/4wQ9w6KGHIpfLoVKpREKblyxZEslpqAl/tq3nvnjx4qYCcxpz5szBli1b6j7XQum8efP8+65FQY0+hwULFqBQKPi/C4c827aN4eHhpiH2jdCee2nt3JZ9A8Bxxx2Hv/zlL3jwwQcjXpVh/vCHP6CjowOveMUrAEjR9w1veAN+85vf4IwzzsDdd9+Nz33uc/72vb292HPPPSNh/mGahYVPF93d3RBC4L3vfW+iOJ4mYjIMwzAMM/PgMG2GYRiGYbYb5s2bh4MOOijyJ5fLNfxNsVjEs88+G8kDmMTChQuxzz774H3vex9++tOf4sEHHwQAHH744QCA4eHhyHFHRkbw7W9/u04IS+PFL34xdtllFz9nYpq3YSNe8IIXYMGCBVi/fn2kLUuWLME3v/lN3xPvgQcewPHHH4+XvvSl/vW5++67AcCvMn344YfjwQcf9MU9QApoDz30kP//iTr38XD44Yfjrrvuinguuq6LW2+9te6+33nnnZHf/u///i86Ozv9isuALPwT5tZbb4Xrur7HaBqGkW4u77XXXli0aFHdvtetW4eHHnqoYeGZVnjjG9+IPfbYAxdeeGHitb7rrrtw880345RTTol4Gr7pTW/CwMAALr/8ct8rV3PEEUegv78fCxYsiNzTe+65B9dcc40f9j3T6OnpwQEHHIDnnnsu0u4XvvCFWLlyZcPq8wzDMAzDzCzYM5JhGIZhmBmBZVkRISzOi170InR1dTXcx/PPPx/Zx5YtW3DNNdfAsiycfvrpLbXjjDPOwK233ooLLrgAN910E170ohfhjW98I/7nf/4HGzZswIEHHojVq1fj0ksvxa677oo999yzpf0CwGtf+1r8+Mc/xty5cxM9G5thmibOOeccXHjhhTBNE8ceeywKhQKuuOIKDAwM+KG3Bx98MH73u99h2bJlWLJkCR588EFcffXVEEKgUqkAAN7znvfgpz/9Kd7//vfjjDPOAAB85zvfgWVZfqjyRJ57u3z0ox/F3Xffjfe85z344Ac/iFwuh+uuuw7r1q3DNddcE9n2D3/4AxYuXIgVK1bg3nvvxU9/+lOcc8456Orqwj777IM3v/nNWLlyJarVKo488kg8+eSTWLlyJY488sjU4jGavr4+PPHEE7j33ntx8MEHR74zDAMf//jH8elPfxrnnHMOTjrpJAwPD2PlypWYM2cO3ve+923TNejq6sLll1+OD33oQzjppJPw3ve+FwcccAAqlQruvPNO3HjjjXjVq16Fs846K/K7ffbZB8uWLcP111+P17zmNZG8myeffDKuu+46vO9978N///d/Y+nSpfjHP/6B733ve3j3u9/dtrfuVKILKZ177rl44xvfCNd18f3vfx8PP/ywX5yIYRiGYZiZD4uRDMMwDMPMCAYHB/H2t7899fsbb7yxacjvlVdeiSuvvBKAFIp6e3uxbNkyXHvttTjssMNaakdHRwcuvPBCfOhDH8JVV12FM888ExdffDGuvvpq3HDDDdi0aRMWLFiAE044AWeffXZbnmQnnHACrr32Wrzuda9r6HHXiP/8z/9Ed3c3rrnmGvz85z9HV1cXDj30UFxyySV+4Z2vfvWr+NKXvoQvfelLAGS17S984Qv47W9/i/vvvx+AFNl+/OMf4ytf+QrOP/98dHd3453vfCe6uroiou9EnXu7vPCFL8T111+Pb33rW/jMZz4DIQQOPvhg/PjHP667l2eddZZfjXnp0qW48MIL8V//9V/+91/5ylewxx574Fe/+hWuvfZaLF68GKeccgrOOOOMpvfhtNNOw0UXXYT3v//9+MEPflD3/cknn4zu7m5cffXVOOOMM9DT04OjjjoKH//4x+vyVI6HfffdF7/+9a9x3XXX4cYbb8T69evR0dGB/fbbD1//+tdTPWzf9KY34fHHH68r7tPV1YWf/vSn+OY3v4lvfOMbGBsbwy677IJzzz0Xp5122ja3dzJ55StfiWuvvRYrV67EmWeeiWw2i2XLluEHP/hBYrVzhmEYhmFmJoIaZc1mGIZhGIZhdkgefvhhjIyMYMWKFf5njuPgmGOOwYknnlhXKGgmsn79erzqVa/CxRdfjJNPPnm6m8MwDMMwDMO0AHtGMgzDMAzDzEI2btyIc845B2eccQaOOOIIVCoV3HDDDRgbG/MrYDMMwzAMwzDMRMNiJMMwDMMwzCzkda97HUZGRnD99dfj2muvRTabxfLly3Hddddh7733nu7mMQzDMAzDMDsoHKbNMAzDMAzDMAzDMAzDMMyUML7M6QzDMAzDMAzDMAzDMAzDMG3CYiTDMAzDMAzDMAzDMAzDMFMCi5EMwzAMwzAMwzAMwzAMw0wJM0qMvOKKK3DKKac03GZ4eBjnnnsuDj/8cBx++OH4n//5H5TL5SlqIcMwDMMwDMMwDMMwDMMw42XGVNP+4Q9/iMsuuwyHH354w+3OPPNM1Go1/PCHP0ShUMBnP/tZfOELX8DXvva1cR+biOB5M6+Oj2GIGdkuZurgZ2B2w/d/dsP3f3bB93t2w/d/9sL3ngH4OZjt8P2f3exI998wBIQQLW077WLkwMAAPvvZz+KBBx7AXnvt1XDbBx98EPfeey9uu+027L333gCAL37xizj99NPx8Y9/HDvttNO42uB5hKGh0rh+O1lkMgbmzetGoVCG43jT3RxmGuBnYHbD9392w/d/dsH3e3bD93/2wveeAfg5mO3w/Z/d7Gj3f/78bphma2LktIdpP/7445gzZw5++9vfYvny5Q23vf/++7Fo0SJfiASAI444AkIIPPDAA5PdVIZhGIZhGIZhGIZhGIZhtoFp94w87rjjcNxxx7W07cDAAJYuXRr5LJfLYe7cuejv79+mdmQy067LRjBNI/I3M/vgZ2B2w/d/dsP3f3bB93t2w/d/9sL3ngH4OZjt8P2f3czm+z/tYmQ7VCoV5HK5us/z+Txqtdq492sYAvPmdW9L0yaNvr7O6W4CM83wMzC74fs/u+H7P7vg+z274fs/e+F7zwD8HMx2+P7Pbmbj/d+uxMiOjg5YllX3ea1WQ1dX17j363mEQmFmVeQ2TQN9fZ0oFCpw3e0/dwDTPvwMzG74/s9u+P7PLvh+z274/s9e+N4zAD8Hsx2+/7ObHe3+9/V1tuzluV2JkUuWLMHtt98e+cyyLIyMjIy7eI1mpiYLdV1vxraNmRr4GZjd8P2f3fD9n13w/Z7d8P2fvfC9ZwB+DmY7fP9nN7Px/m9XgemHH344Nm3ahLVr1/qf/etf/wIAHHroodPVLIZhGIZhGIZhGIZhGIZhWmBGi5Gu62JwcBDVahUAsHz5chx66KE455xz8Mgjj+Cf//wnPve5z+Gkk07aZs9IhmEYhmEYhmEYhmEYhmEmlxktRvb39+OVr3wlbrvtNgCAEAIrV67ErrvuilNPPRVnn302jj76aHz+85+f3oYyDMMwDMMwDMMwDMMwDNOUGZUz8qtf/Wrk/7vuuiueeuqpyGcLFizAZZddNpXNmlWQ50EYM1qjZhiGYRiGYRiGYRiGYbZTWHVifKhSAf17Fch1p7spDMMwDMMwDMMwDMMwzA4Ii5FMgOMAjguwGMkwDMMwDMMwDMMwDMNMAixGMgFEwR+GYRiGYRiGYRiGYRiGmWBYjGSikMdiJMMwDMMwDMMwDMMwDDMpsBjJhCDAIylIMgzDMAzDMAzDMAzDMMwEw2IkE8Bh2gzDMAzDMAzDMAzDMMwkwmIkE0BQYdrT3RCGYRiGYRiGYRiGYRhmR4TFSCYKgT0jGYZhGIZhGIZhGIZhmEmBxUgmgIgL2DAMwzAMwzAMwzAMwzCTBouRTICfM5IL2DAMwzAMwzAMwzAMwzATD4uRTBSPC9gwDMMwDMMwDMMwDMMwkwOLkUwI4gI2DMMwDMMwDMMwDMMwzKTBYiQT4IdpsxrJMAzDMAzDMAzDMAzDTDwsRjIBRCpMm3NGMgzDMAzDMAzDMAzDMBMPi5FMFK6mzTAMwzAMwzAMwzAMw0wSLEYyAQQO02YYhmEYhmEYhmEYhmEmDRYjmQAiwOMCNgzDMAzDMAzDMAzDMMzkwGIkE0ULkgzDMAzDMAzDMAzDMAwzwbAYyQT4IdrsGskwDMMwDMMwDMMwDMNMPCxGMiF0mDaLkQzDMAzDMAzDMAzDMMzEw2IkE6A9I1mMZBiGYRiGYRiGYRiGYSYBFiOZKCxGMgzDMAzDMAzDMAzDMJMEi5FMABGIw7QZhmEYhmEYhmEYhmGYSYLFSCZAi5AsRjIMwzAMwzAMwzAMwzCTAIuRTBQO02YYhmEYhmEYhmEYhmEmCRYjmQAC4HkyVJthGIZhGIZhGIZhGIZhJpgJESMdx8HIyMhE7IqZVpRHJIuRDMMwDMMwDMMwDMMwzCTQthjpOA5WrlyJ3/72twCAe+65By9/+cvxspe9DKeeeipGR0cnvJHMFEEEgFiMZBiGYRiGYRiGYRiGYSaFtsXIyy+/HFdeeSXGxsYAABdddBHmzZuHT3/603j++efxzW9+c8IbyUwhBM4ZyTAMwzAMwzAMwzAMw0wKbYuRt9xyCz7+8Y/jXe96F5577jk8/fTT+PCHP4z3vOc9OOecc3DnnXdORjuZqUAXr/Hc6W4JwzAMwzAMwzAMwzAMswPSthi5efNmLF++HABw9913wzAMHH300QCAJUuW+B6TzHaI9oj02DOSYRiGYRiGYRiGYRiGmXjaFiMXL16M9evXAwD+9Kc/Yf/998f8+fMBAA8++CCWLFkysS1kpgwiLmDDMAzDMAzDMAzDMAzDTB5ti5FvfOMbcfHFF+P9738/HnjgAbzlLW8BAHzlK1/B5Zdfjje84Q0T3khmimAxkmEYhmEYhmEYhmEYhplEMu3+4Mwzz0RHRwfuu+8+nHvuuXjnO98JAHj00Udx2mmn4SMf+ciEN5KZIrQYyQVsGIZhGIZhGIZhGIZhmEmgbTFSCIEPfehD+NCHPhT5/IYbbpiwRjHThPaI5AI2DMMwDMMwDMMwDMMwzCTQthgJAJZl4cYbb8Q//vEPDA4O4qKLLsK9996LZcuW4eCDD57oNjJTBRewYRiGYRiGYRiGYRiGYSaRtnNGDg0N4S1veQu+8pWvYO3atXjkkUdQrVbx5z//GaeccgoefPDBtvbneR4uu+wyHHXUUVi+fDlOO+00rF27NnX7wcFBfPzjH8eRRx6JI488EmeddRY2bdrU7mkwjeCckQzDMAzDMAzDMAzDMMwk0LYY+fWvfx2lUgm33XYbbrrpJr8C82WXXYaDDjoIl112WVv7u+KKK3DDDTfgy1/+Mn7+859DCIEPfOADsCwrcftzzjkH/f39+MEPfoAf/OAH2LRpE+epnCi0CEksRjIMwzAMwzAMwzAMwzATT9ti5F133YWzzjoLe+yxB4QQ/uf5fB6nnXYaHn/88Zb3ZVkWvv/97+NjH/sYVqxYgf322w+XXnopBgYG8Kc//alu+0KhgPvuuw8f+MAHcMABB+CAAw7ABz/4QTz++OMYHh5u91SYOggwDIDIF5kZhmEYhmEYhmEYhmEYZqJoO2dkrVbD3LlzE78zTRO2bbe8r1WrVqFUKuGlL32p/1lfXx8OOOAA3HfffTjxxBMj2+fzeXR1deHmm2/GEUccAQD4zW9+gz333BNz5sxp91QiZDJt67KTimkakb+nAtcQINOAMAQMU0AYM+uazDam4xlgZg58/2c3fP9nF3y/Zzd8/2cvfO8ZgJ+D2Q7f/9nNbL7/bYuRBx10EK6//nqsWLGi7rvf/e53OPDAA1vel871uHTp0sjnixcvRn9/f932+XweX/nKV/DFL34Rhx12GIQQWLRoEa677joY2yCcGYbAvHnd4/79ZNLX1zllx7J68nB6O2F0dyA/twvCNKfs2Ew6U/kMMDMPvv+zG77/swu+37Mbvv+zF773DMDPwWyH7//sZjbe/7bFyLPOOgvvfe978aY3vQkrVqyAEAK33HILLr/8cvztb3/DNddc0/K+KpUKACCXy0U+z+fzGB0drdueiPDUU0/hkEMOwemnnw7XdXHppZfijDPOwM9+9jP09PS0ezoAAM8jFArlcf12sjBNA319nSgUKnDdqcnh6I6WQWULIldBeesYRDY7JcdlkpmOZ4CZOfD9n93w/Z9d8P2e3fD9n73wvWcAfg5mO3z/Zzc72v3v6+ts2cuzbTHysMMOww9+8AN885vfxDXXXAMiwg9/+EMccMABuPrqqyMh183o6OgAIHNH6n8DMhS8s7NeGb711ltx/fXX46677vKFx6uuugrHHnssfvWrX+HUU09t93R8HGdm3njX9aasbZ7jgQgQjgvPcSEEe0bOBKbyGWBmHnz/Zzd8/2cXfL9nN3z/Zy987xmAn4OZBrnulEYK8v2f3czG+9+2GAkAhx9+OG644QZUq1WMjo6ip6cH3d3thznr8OzNmzdj99139z/fvHkz9ttvv7rtH3jgAey1114RD8g5c+Zgr732wpo1a9o/ESYKESCE/Jvr1zAMwzAMwzAMwzCzDCoUQOvXAfvux6nLGGaSaEmM3LhxY8PvR0dHI2HVO++8c0sH32+//dDT04N//etfvhhZKBTwxBNP4N3vfnfd9kuXLsVtt92GWq2GfD4PQIZ6r1+/Hm94wxtaOuZshDb1A5kMxMJF0c8dB6jVILSQTAQIQ4mRrEYyDMMwDMMwDMMws4xSESiMAtUqMA6nK4ZhmtOSGHncccdBCNHyTp988smWtsvlcnj3u9+NSy65BPPnz8cuu+yCb3zjG1iyZAle85rXwHVdDA0Nobe3Fx0dHTjppJNw7bXX4uyzz8ZZZ50FAPj2t7+NXC6Hk08+ueX2zTqqVSAp/+PoCGjLFoh9tRcqAYaQXpHe7HIRZhiGYRiGYRiGYRgqFIBSCahWWIxkmEmiJTHyoosuakuMbIczzzwTjuPgggsuQLVaxeGHH45rr70WuVwO69evx6te9SpcfPHFOPnkk7F48WJcf/31+MY3voFTTz0VhmHgsMMOw89+9jP09fVNSvt2BIgIIsnT0aOo6Oh5QZg2x2kzDMMwDMMwDMMwswhyXaAwCrIsiGptupvDMDssLYmRk+l1aJomzjvvPJx33nl13+2666546qmnIp/tvffeuOqqqyatPTskaWHXRIDrRP8vDAAcps0wDMMwDMMwDMPMMsplGVmYy4OKBQjsMt0tYpgdkpbEyJtvvhkrVqzAvHnzcPPNNzfd/qSTTtrGZjETSpqwSDHPSIIK0w4K2FCpBHR1TZpnLMMwDMMwDMMwDMPMCMplwLZleHZhDOR5EIYx3a1imB2OlsTIT33qU/jFL36BefPm4VOf+lTDbYUQLEbORBIFSZKh2uFthJACpeeBHAe0ZjXE7nsAvb1T1lSGYRiGYRiGYRiGmWqoOAYyDCCfl3kja1Wgs2u6m8UwOxwtiZF33HEHFi1a5P+b2f4gj5Do20gkc0rqXJHCAMhVIdyu/EOTW8yGbAswM7zixDAMwzAMwzAMw0wLRASMjkohMpsFbAuosBjJMJNBS2LkLrvskvhvZnsiJWckeYFHJHlBmDYI8Fz1Z/LyR5LngZ5+GmLJEmD+gkk7DsMwDMMwDMMwDMOkUq3IMO2uLgjDkE471cp0t4phdkhaEiNXrlzZ8g6FEDjjjDPG3SBmkkgrYEOh7whSlNTfeQS43uQWsymVgEIBWLBw8o7BMAzDMAzDMAzDMI2oVACrBsybJ/9vmqBSKTnCkGGYbaJlMVIXMKEmwhSLkTMULyHUOuQZSdobEqECNq7yjEy45+R5gBDbXtimVASKY4DjNN+WYRiGYRiGYRiGYSYDxwWAYI6bywOFQpDWjGGYCaMlMfLggw/GI488gv333x+vf/3rccIJJ2Dp0qWT3TZmIkn0jFSf6z+ADNMGAvEyJWckrV0Dkc8DO29b2D4ND4OqVQiXxUiGYRiGYRiGYRhmmnAd7Z4jyeWkp6Rty38zDDNhtFQx5Be/+AXuuOMOvO51r8Mtt9yCV73qVXjXu96Fn/3sZxgeHp7sNjITQaNq2n6YNsW+c9PDtMcKoA0bQLY9/ibVasDoCJDJgCxr3PthGIZhGIZhGIZhmG3CdYFwULZhyPmw605bkxhmR6Xl8sW77LILPvjBD+Kmm27CLbfcgpe97GW47rrrcNRRR+H9738/brrpJhSLxclsK7MtpIXX6wI2OjTbD9NW+SI9t672DXkeoIXEoaHxt6k45icIBouRDMMwDMMwDMMwzDRBth1ECgKqngIlRgoyDLNttCxGhnnBC16Aj370o7j11ltx44034sADD8RVV12FV7ziFfjYxz420W1kJoKkDjQcoq3FykgBG7UKFM83aduA48ifbdoIGudKERUKICGATEa6vzMMwzAMwzAMwzDMdGDVANMM/m8Yak7MYiTDTDTjEiPD7LXXXli2bBkOPPBAuK6Lu+66ayLaxUw0iVHaoTBt/UcvBHk6TNut/7Ftyz8L5gPDw9JDst3mEAFbtwIdnYCZAWynaXEkhmEYhmEYhmEYZvZAlQqoUp6ag1k2YITFSCHFSPaMZJgJp6UCNnEsy8Jf/vIX/P73v8ef//xn1Go1HHroofjMZz6D1772tRPdRmYiSKuI7VfRRvC3EFHPyPhvlWck8h0gGgUKYxDzF7TXHscBHBvIZkL/d4Bstr39MAzDMAzDMAzDMDsktHkAIEDsuefkH8yypDekRhiBAw/DMBNKy2KkZVm4++678fvf/x533XUXKpUKli9fjrPPPhuvfe1rsXjx4slsJ7OtpFXTBsUESaEqiBHguiDPg0gK0wYghACZ5vhCrHX4t155ci35WQMxklwXsGoQnV3y/54HDA9BLFjY/vGnEHJdoFSC6Otr/TdDQ6CuDmBe9yS2jGHqoUoZqFkQc+dOd1MYhmEYhmGY2U4tFjrdBCICNm4EFi+GaMPRhVwXcB3ADMRIoVOYeVzAhmEmmpbEyE984hO46667UC6XceCBB+KjH/0oXve612Hp0qWT3T5moogLikDgbh7RIoX6P4EcJ1TYJoRtKcEScmCojUOM9LQYachj+iHhDRgeAg0OQux/gPx/sQjq3wj09ELk8+23YaoYHQGtXw8sOxCixYGUtgyCenuA3Xaa5MYxTIyREdDoCIuRDMMwDMMwzPRTqwEdHa1vb9ug4a0Qvb3tRd3p+Wkm9hsdMTgFkOdBGNucSY9htgtaEiNvueUWmKaJww47DLvuuiuefvppPP3004nbCiFw0UUXTWgjmQkgyTPSC1XSjmyjPnMcJVhGf0vVauC+bprjq4TtuPKPaUpVU69ENcKVVbz9Ttpx5LFn+kpVrSarhlsW0NnZ2m8cB1StTG67GCYJzwMq/OwxDMMwDMMwMwDLAnLtiIqenGe2KyDq+Wk+JnwKMSUFbIgI9O+ngJ13aSuijmG2V1oSI3feeWcAwIYNG7Bhw4aG2/quzMzMJ15NWxewEULmxXAcqUPGO/JKRVbABmSYteOAHAci00YKUteVQqdhyGfG8+TxGrbXk3kmXQcwcnIfli0HjRkMlctAtQrYbYiRrsuCEDMtkO0ANav9d5phGIZhGIZhJhDSdQXaEQNJ1T1o12FF/8aMeiYSAWIqCtg4jpz/jSfqkJmx0NYtgOtBcFrDOlqaad55552T3Q5msknqQONCJABABLkkHTv2ncrBUa0GYmRGhWm7bvBZK3iyME5EvG4mKrpeqNBNTrbPsZuHd083paJsZ60ND1LXASxH5sVkmKlEv1O23d47PcHQwCZg3nyIXG7a2sAwDMMwDMNMIzp6rp35nkfqN23Oo1wnWtPAZ4rCtB1Hzqsde/KPxUwdpRJoeAhYtIgd92JwQoLZQmIBGy9axIYgvSL19kocpHD1MC0Ahj0jXbe5V2Mcx40EfxNE8zBt8lQlbzUYua5022/2u2mEHAeoVEG23V44uxZexxMCzzDbgn6n2n2nJxCyLdDAAFAqTVsbGIZhGIZhmGnGUQJhO16O3jZ4RhIl5GwUUydGWrVptcGZiYdcFxgbk2nbmAgsRs4WvCQxUlWuScoZGc7hGBb7bFt2kGHPSMdpXxCMb6/zRoab57pSzAv93/eMBECWpf4/gz0jazUZnp3JtJwDklSSZHIcKWK2ARGBBjbJa8XUQbbN3qbNcOzIezYtWEq8n4qQGIZhGIZhmO0Ecl3QyAho6xbQyMh0N2fy0XZp0lw2DR2m3e58yHGTHXgEpmZupexv4lRdOxauK4XI4th0t2TGwWLkbEZ36to7EkHOSHJd+b1hRDvlmBgpDLO1fI91x/ag6nFLhKgX3gY2gTaGcpQ6TlQkVcVsZrJnpBQjbZkrstXVEM9T+THbFyNRrYI2b94uVl6oMvVtpNXPAUNbg/9Xq7IgExNg2ePzdp7QNlhyZZiFY4ZhGIZhmICRYdBjj4Aefgj09L8jjhs7JFpUbDdMW3tUtnUsB4mSpy6cOtnoVEmcM3LHwnFAliVDtZkILEbOFpI647SckUIElbRNM/pb2wY8T4qQYdr0TiTbBoyQGGmaUnyI7NOJdsauG3hHAnL7FgcnqtXaF/YmAqsmPR2zOaBaac0rz/OCQbTdMO1tqDBO1apMsDsFUKUCeuYZULE4cfscHoa3Zk3qNSYimb8zdE1pU7/MTcgAUKu+nnrP7GlMEWBZKlycxUiGYRiGYRgf5axAc+dKW21HFyNtxy98Sklei0moMG1qN3rOdYOUZWGEmJIaBeQ40gavVls/V2bm47pALgeMjMjITsaHxcjZQmLOyLgQqdBipOsFOSE1tg2KddIEtJ9o16rJVSaNYdYJbxT3zgqtjBGR9OAiaumlpufXAoOb22vjBECVCiAMIJuRQm4rHZAOnx+PZ6RtS8NkPCLOyDBozZqp6SRdFygUQCEvxfFCrgtv7RrQ448CG9anryY6tvSmDV9TrlgXxXOVGO5Nj3ivsS0O02YYhmEYhonjOHKukMlMfyTLVKAFOmqjiAx5qv5Bm+mubBuRyD2NMKamYKqtvDldh4vY7Eh4LtDVJeedHKodoW0x8jWveQ2uvPJK9Pf3T0Z7mEkjQYz0vFDeSMh/CwEg5BmZMaPVtJOEqvGsFlm29IbUmEZ9ten4AKvc7f1cka4DZLOtCXzFImg6RKdiEchlgUy2dTFSiUEwjNScIUSUHJZh20F18zahYhEYHgLayD9Dg4Og8jiKjGgDYWATaFs98AY3A88+A8pk5T7TRDSdB7EWCsuuVVmMDON68k82O63Xhcpl5aXJYiTDMAzDMIyGbEeKY4Y5/Tm+pwBy7CBqrFVvQVeLkW1eG6sm56RxWgzTpkJhm9JQUa0qbXBnFojMswnHBUxTyi2FwnS3ZkbRthj5spe9DD/4wQ/wqle9Cu973/twyy23oMaT+ZkPIcHdO1S4Rn+ntEhArT4ZsTDtSjkoXqMxjPaFPseR+/b3YQZh2Jp4RV83FJ6tPTez2aYrR6QFuimuzEuOI3M3ZnMQmYy8jq0Ib6QG3FwWlJb7cXQU9MzT9Z87jgqlbzNsnsh3HW8nVJs2rJc5KttFr1iOjQHDI+3/Xu/GtkDr1oE6OiD6+lT+0pTnQVdiVzkiyfOCcGBGosJgpluMRKkUPCMMwzAMwzCMpFYBTENWfB6H9992R62mHFio9YgZ8qSd326UT9xZRmOIpuIgEYHWrhnfvEhTqwH5vJrPsRi5w+A60nkrk4k6xTDti5Ff/OIX8be//Q2XXHIJstksPvnJT+KVr3wlLrzwQjz00EOT0ERmYmgSpu0LkkKuthGksGMaUWHLsqIiIiA77TaKgJAWjMJh2qYpjxMRH2OFcRxXvsSWJUUTT+VfsJoMNLYlj1epTG3+DUtV0s5lASjBryXPSOmtKrI5UCUlZ0itCpRLdd6RZKkw5HY9I6sqXHnePGBoqCVvR3JdeY6Dg+0nz1bFk8jMgDYPjP++DA4ChVGgb47cH1Fjz0jXAWpWsJ0qiMTVxxWuK9+zXG7a8tWQzhVLmJqQGIZhGIZhphUqjE5PBNP2iGUBpnQMITQXybZ7ajW5SE7UekVtHf3XbpHTpHkuoKIAm+yrVAJGR6SjxXip1mSdAc/d8UXmWQLpZ1Eo3aOdqvCzgHHljMzlcjjhhBPw3e9+F3/5y19w9tln46mnnsJ//dd/4XWvex1++MMfojiBhSmYCSApN6T2eKTQNoD0jNR5OQwj6hnpetHCM4AcENtZedK5H82YGBmulK23Iw/kuupF9tSKgvaMdGWH3UxM0hXAXaf9FbJtoWbJ42Vz8v+iRQ9SHaady8kQ5qTByLKC6xCmUvGTNrdFpSqFxd4+ULXSWqi2vq6lYvsDrz7Hvj5gZHhc1b/JskAbNoC6uuTqcLhdKe0l/Rw4dvAMtVuhbzuHtm5JryCu3zP1Xk2LgWvV5P3JZlkkZhiGYZhZAK1fL1MFMQ0hIuUpGLJ7d3Qx0rLk/K+dMG29bcK1IS+5EA7pXI1pYdpEjQuRjo7KlFfl0rjsV3LU/ERHILJn5I6BTjEg/PBTJsQ2FbCp1Wq455578Pe//x2rVq1Cb28vXvjCF+Kqq67Cq1/9atxzzz0T1U5mIoh3vDpPpP8H8kURIiRMGlGnSu1mHMY0ANtqrVI0oLwavejKkxYjnViYthat9Ius82jUakHy5mbim2UH4ctTGZJbKYOIIPT1ymZkDslmUOhc7WQBlcql5Dwx1aocLNs1TCoVkEdS1OvokN6Kze6nEvPItkEjw+0dD6pTzmbVeYxDJN66RXpF9vYFn5lmutCm86DqPCxhQXIWrT7SuudBm1Jy/urFgExGXafpqECv7ksut+Mb2AzDMAwzyyEiuZjOY35z9FxJeUbCNNLt3h0A0nOdTEal72mngI0qyBibI9LaNTKyKo6edyZ6RhrSISdlbkREoMEBGWJtWW1FDProiC2VW5Dfhx0E/SwaRuDwxfhkmm9Szz//+U/85je/wR//+EeUy2UcccQR+PKXv4zjjz8euVwO1WoVp512Gi644ALccccdE91mZjwkPffabVgXsQGUYC+i/1cCBeltRUzDNjMqFFoJCHpbx4bQXoGR47qB16VGe2BGckaGhEhDKM/IrPx9TYWQGoYclF0HQMKxAMCyQMKAmGIxkkZHo/k1M1k/VFzEBd0wKkwbuSyoUpVtznVGt6lU6gr8kBZcTbO13JThthZGpVgKAL29wJAqZDN/fvqPtGdkby8wuBm0624Q2WxrB1TPXpDvpr0Bl1wXtGmTzBUZfo4yGXltkn5TrQLZvPKQdYJBHyIqgm+HkOMAw8O+SC1esHfiM+bnydy0CbR0Z4h8PrqBTvidyQTXqbNuN5OLZcnnQwvVDMMwDMPsuDiOdGqo1Xy/Ib2oLuJ56mc7jqPSVCl72zR37EKMOmouk5Vzm7bCtNXfnhvNAzk6CuTy9b9xlNCb76j/zjACsTKJoooSmztPevjWqkB3d2ttVZDjyOe+s0tG01k19qPbEdBeujqylItzRmi7hz/mmGMwMDCAnXbaCe95z3vwlre8Bbvuumtkm46ODrz85S/HT37ykwlrKLONJIVpE0lhLIjTln8Z0jOSRJA/knTYtl9xO4RpABXlaabESAxtBa1+DrTTEoidlkDkQkKh7uxDA4PQ3phh4VN7Q3ouQEqszMowbT/cWee0bCAmUbWithtHIuNxQo4DFApAR2hAy2SCas+5FOEUCAl1ZmIORJlTz6r3KLRDHmXN8miG9+e6QHHMH3xFJiufhMHNEI3ESMeR96y7B9gyCIwVgPkLWjuoF3uO2hUDR0dkePeChdHPzYyf67BOjKvVlLed7XuVkmFAxHOVbo8URkFPPAZybIjuHmC33ZOfMW1IFQrSWFqytO57goDwPZWn4brYlnz+DGNWhc8zDMMwzKxEF6UMOwxs6gd5HsTue0xfu2Yifqor7RmZGZ8X3vaCo+zWvCr80aJXGSkPQ+no4gFKu/WLmiYV+tT1CJLCtIVo6BmJwijIsiDyeRloOI57QraK1jJMINNePQZmBuOHaRvR6FMGwDjEyOXLl+Otb30rXvnKVzb07jr55JPx1re+dZsax0wwCWKk/7f/ncpnoEO4dWXtsDiYSfCMjIVY08gIaHhYrj71bwQtXgKxYAFEb29QsdeI7oeEgNDig85dR2oQMaGOnZH5BS1LvtC62ncj0aJclvnnajWINj0Gx025LIvCzJsXfKYL/TTy4gQiIQgCAhT35rSloEmuCxEp8BMShNsJr61W5cDc0xt81tsHbNkC2rUEkbayp0QjocMJhoYgWhUjyVNCuBSeRbuekZsHpLdrfMW8keBbqQTfx0Pct3fRSxswCxYCxVL6M+a4gOuBzAzQ3w8sWiyFR03cyJoGMZIqFfmutJIsnGEYhmGY7RudzzskvlCptM3p1ahYBPL51qN2tgecIJQXgPzbkbnzRVIV6O0dnb9c54xsJyWYmQnmkxrbkvMXx6l/vBqFaesIvZQwcRoeDrwtTRNULrf/+Do2QB6EYYAyO7jIPJvQzw3njEyk7ZyR/+///T8cddRRjcNMAey8885YsmTJuBvGTDShUGwoz0MtMup8kYDKGQn4lbUhAvdi/ZtYmLbQK09KuCDHAYa2SkFrpyUgj0DPPg168nEZKuu50vMv/gxRaJDRwqcfqk3yRTYzyoNSrhz5Yb5JK1xQYanVqvydmQGNo1DKuKiU5UCXCRlALXhxAoiGIOSyskhLoRB8pkPilQESfG6PL7y1osTdkLEmOjtBtSpo65bUn1HYY7OnF9gy2HreGv/5AiAEqA3xlIpFYMsWoK+3/stMJsgPGv6NFh9N008hQNUqYBiyEuH2Lno5jvImNJXhlvKM6XCVeXOld+noaORrchz/thAwtQWfNOWSDMcRxnYfPs8wDMMwTBNC+bv9fOW1qowC2gZozWrQhvUT0MAZhOsGaY4A6UE3XQUHpwLtGWmakPPWFsVIx5HXRntGasJ1BOKomgbCSJBH9HzTTTl+uPBNLgeMjSUWydEQkUytFP7MduAb4Srl1mQVcqSNG2SKLmbyiYdpt/oMzxJa8ox8z3ve0/IOhRD40Y9+NO4GMVNEuIMMFbERQkhxRiv4hgCccBEZrz5MW+9Dd5ilIlAqA/Pnyw69rw/U0wMMbpYeg46LkBQVQoQqfGux1IsKlGHxMWMG26aJFratvAXzsn3V5HyCEw2NjUXzkwCteXECkVU/Y8EC0HPPg55aBey7H0Rfn8qp50pvz2o1uI62rTo7U3q/qVVSsmVlttQFhGpV1S6Kfd/VBQxsAu28S3LOnmolyInZ1QVs6peh0/HQ39Rz1GkB2sx3o0MhkrwwtRgZFze1GNnZKcVP21Yi9TSGI08g5NjyvYwtDNThKoM/l5PhT/H3wbYDj2V1naZyDY9cV96XbMbP9dM0xyrDMAzDMNsv2jZR9hhlZEqmuhz17VKrASMjoPkLpP28IxCvsKyj02xbFk/Z0dDnq8NbW80ZGQ7TDjusWFaQ1ipOowXwJgVs4LiB/ZzLyzmSZaXfk1JJFtLZd79gjhWeu5gZwKoFzicTDA0PQxABfXMmfN9MDC2ICy5gk0RLvTyp3IKt/PE4KefMJOz96P8/5hXpV9AWyvPQQFDMhoJBIKkwBkTQiRaLUggLCVjCMECeqpaX6oUW94z0gkGEgnyVssKY67vRE5C+Tz3oZDPyT7Xa1ioTuS5o7RpQG+Hd5Hmy+EtHNAFyMy/O0A5CjqoCYuEiUHEMtH6d/NC25fdmLJ+I7x1nqPB2eRx69hmZHzDtcKVitNCOpqNDGnJWilBYq/k5a4QQoFwetHlzw5XA4KAhOTpjRvIEUbnU8B5RuZw6MAsjJTeobasE2Ka6bhV57TIZ6R05lVXWJ4NaTXoKx3Kv1uHoFXUZBk3x3KK2HYSnZDJAbWrE+8jxHZWoXIigD2AYhmEYZkqgqS6IosKM/cVkbQu4rl/Ipl107nkaGwVtWBd4XG7vOE7Uzt5BFtVTcZ3AYSKp/kEaXihMO+zNaFvSISEpIstz5Xw2CcNAmmcm6bmdCHlG1izp3duofTEbl2q1wHvOd66YpPtaq8m0SMzkQ8oBRwg1t2ExMkxLnpFciGYHoS5npP4s1rkL5Q1piGAlihB9mZJwXSlKbxkEOhJWgnJZUGFU5o1M6uwNI8jhQTo0WwmUwvBd50kdyxektHiahDZozIxfzdqvON0KpSJoyxaIuXOBOQ3yPIapVKTY1dNT/10jL05NzGASQsiK1YVRUK0Gqql8mWYm4lFIllpF1pX1XDcoTtPTk1hchoiAsSKQVPU8JeQZUIJrrRYVMXt7pWfkWKH5Slv4HGOekbR6NcROOwELFyX/dmysYQEgAmTl9DB+mLYM10elEvr/DlCJ0LJ8T+FI7tU4KrwHgDrvuGekFazsxsXuqUCHamXMIKWBH57DMAzDMMxkQtWqXMTe54UQU+Vpp0NqHSWqeaRsNBV1NZ6K2qSEo765wMAAsHin+qKH2yF+JIzCX4RvMd0RVcpy8Xo78aKkuD3fcpi2G6peHKppUKkop4UEkc8NRW3FEHqBPClM23XlM6vsZ5m+zAWqNSDNIdcjPyw8aFsVwi9MZAYerxMM6WjG4tiE75tJQOU6FTo1GBNhG/3fme2G+GpSxDNS54IMcvjBU56Rvlu8579MfucexjRAIyMyVHesCHR21W+TzwNjBZWrL2EfwghWgDzZJnJd5RbvBu0zM1I0CYmRdYOVRhdZEULlUrSj1fqaUSxKca2dwUAV2BG5+oG+oRenvxHVj4UdnXK/xbEgp14oaTWAoECLYQQrbrY8XxpLGXAsmcg5SdwTOqw86dy1aBSuiJ7LgRwHNDDQ1DuSPC/Qo02Z74ZcV3qgaqEw6XeWWmlMEk/9hqQU/YF6DkwzKPhimn5elu0a5RkJoLHg7bkgEVp1jYuwdijnjZmRz85UehPo58owQykZdhBvBoZhtktoZETmKmaaQpWKjCbhMLTtFx1JMoW5tElH2nhusHiscwW24BmWGL2k5y0qLc12v+isCdt7ChKiZQ86ev55YMvgZLRscrDtoHI40EaYthN4ooUFRFXUFJ5bb9+28swniaGRAiXqI4jGnpHamzK0P6pV/XlVuyJzW2gRtGaN2/OYaYPYs8Fh2lFaEiP3339/PPLIIwCA/fbbD/vvv3/qnwMOOKCtBnieh8suuwxHHXUUli9fjtNOOw1r165N3d62bXzzm9/EUUcdhRe/+MV497vfjSeffLKtY85K4s99vIBNGIEgTFuEKmuHS9PHmTsPtGUQ9OQTMo9hLEQZAJBXYb/lUl0lbQAqP6UWI70gR6TnBl6SgBRLrJAYaRjpocSWBa16+YV22gm5Hh6W4mk7YqRjp6yrobEXpyYs1OmfGQZICFnIplKRIec6abVum/ZUNFReEzdk1BXHkkOfdYLwFE/D1CImuiJ1fLV63nxg/Tpg8+bG5+iGxWUzyBVk2/I80gZHXfm7gWckMpn63KDhe+In+7bV9TLlgLydDg5SsHdaE+fDIqXyrNXnTZ4n9+MnRc9MfeiPYwfJw4XRXuVEhmGYSYAGNu14RTBikG2DxsakzbMtY2GtJhc/ud/efvFC3olTRSjtD2xl14bDthtAtRro3/+uDy2PR3NtpzZeHaFIGB+i1kRbIllYZXsKzw3nMgdauo/k6dReKppOeUZKUbqq6gjU5/Cn+LHixIVNjRuas2qMBMeIaCODeTWULW/ZkXvrRwK2CBG1VkhUVxhXlcWZSUY/j4Cc3/P4GKElv/czzjgDO+20k//viSwmcMUVV+CGG27AxRdfjJ122gnf+MY38IEPfAC33HILcgmCw+c//3nceeeduPjii7Hbbrvh0ksvxQc+8AH8/ve/R29vQnVdJiDSgeviIUbMQxIAlGDmJ1pVA3qDMG2RzQKLdwJp4TABkc0qAyMl7NIwgk5Xh2mH8sb5WQbNDMgqBvswTdmBJ51yuRTt2AkQLXpGUq0mvSI9D1Sz6hyraeMGoLsbYs7c6Beehzo1UdNCURByU37f0Qls3RKIgGYgFpHjBAJtOGek/lOryQG4qzu6z2oN8GShm9T2Jpx7kNsv+juRz4PyeWD1c0BPD0R3d/yXEh16D4Ty3djyPqp8LonXqFoFHDe5oI4mo8KwQ5AVCmvJZOR5hz0jtdEbqii+3aC9CbUnrmmmi/OuEw3T1rmZcjn5necFArNpAhU1EWgk/k4kjiPDzAG1EOK1HpLDMAwzGdi2TJNSqUB0dk53ayYcqlZBjz8miw/mchDLDpJpV8aDzvPN6TW2X1xXCoLN8ptPJLUakDFBNiAcBxAAGYYssNFMjNGVpOPFQnyBSARziR2BBM9IGAaoVmseAKrzwMeqOM9oQumDSAiIVmxCLzSHDFfA1nUE8jn4tQjCOI3FSAKSj0+hZ00TntOmtTFcEMdz5Rw6fm/bqaY9MiIXzg5YllwRPLxPV3kd16zkaEZm4ogI2LoWB6NpSYz86Ec/6v/7Yx/72IQd3LIsfP/738d5552HFStWAAAuvfRSHHXUUfjTn/6EE088MbL9unXrcOONN+Lqq6/GMcccAwC46KKLcNJJJ+Gxxx7Dy172sglr2w6H9oT0/6/+FgLkkRzwtVhjiNAArjozj3zvxEYdnDDMhv62Mp+dU9/Zqrb4LvKeDh03QpXQVPs6OoBKLhDQDDM99FoXKdEYBqhcbi1jQ6koRa3uHqBSrj+XzQMQCxcBiWJkSkfTyItT4zrJYeydnVIcFUIKk2ERTYuDnZ1BkmctDHskr081QYy0aimVzRWZTOK56/AZkXAfxdx5oE0bgf6NEPu8MP0cw2HajsoPqA2FtJW9WhUkGrQXCMKL3ZDIWquExOuM/5wJIUCmen5cd/sUI3UVyrA4nxKORGGP4owq5KPFRt9wDxWwSckZOmk4IbFUh6gkrUInQJWyLBy1ZClX32Z8qFwCNm0C9noBPxfM+HCk16AYGZbj8I5GtSpT6MydCzEy0t7kNw6pPntH8UKbjYTzNk4BpCOWTDMa2aFt2aTcfmE8Uh5eCbkF/WguAXK97T5bm1/kJy70mwlpd5KoVf35QMRGnsnYoYgdQmuisl7INrMARCCs6zlGd4/s9+J9nd2kcnVa6iDd54Xnx+HUY0l4sTBtVz2vkflfC9F0YUpFKTS7DmA0cCLQ18ey2ktdNsmQ6wIbNwBLd27sdLK9QV7gaAGwFhljXHe6Wq3iqaeegm3bfjiH53moVCq4//778YlPfKKl/axatQqlUgkvfelL/c/6+vpwwAEH4L777qsTI//2t7+hr68PRx99dGT7O++8czynMcuIF69RnpC+9xEinpHkh2mHtk1aRWqXXF4OACrnH21YD/r3UxDHHCePp8NIdZi2qYraGKZ/DiKfB5YsDfZpGjLnoA7v9E+RpKddWDDr6ACGtoL22LNpR0djY3IfuVy9p53jAFUZjlTnMek46StrDbw4fcIhzCFELic9Bg0DyGSi+URcR4qcc0KZkl35HalFGFGpF/hobKyxAJfJJguDth3tWOPkO+quWYRQuL8wTflsKeGLHAciRbCV7W3ipZdRhVfChYpCorQO1w88bVWi6W2ZgE0njiPfm1bE+Xi1bD3pAAJvFp2A23++pjhvlH53DFVxrlXPyLEiaO0aiFxuh0hSz0wQpTKoUJBFnXYk45aZOlQhLdo8MKMXO6hSBjJZGYXSDrWqtJ9y+WAhc7zo1BpT7IVG1SqQz0/JvZE5r8WMfQ7ahVSIr//ceK6fMmVKCEd36MJ6HgGZjLR5m+Xx03ZK3FbxnRqEtCemMAfmpOEoj9V4TvqkHOBJVGvSPszm2ivmOU2QdkbRuczjBVfT0Km9lFesXxzVtuTzks1KR4v4M97EM1LuO+G90Avn4TRmzTwjtcemFv116HR4zmqE2t4EIgJt3SLnmI4LNBoGVIg6CZE635oWRkdAg5sh5i/Ysey1SJi2nJQT0Q4zhmwrbd/pf/7znzjrrLNQKBQSv+/u7m5ZjNy0aRMAYOnSpZHPFy9ejP7+/rrt16xZg9122w1//OMf8d3vfhcDAwM44IAD8KlPfQp77713m2cSJZOZWbV8TNXxmua2t8vNGCBDwDQFhDpPcg14hgCZBoQBGBkB1zRgmAKUMUAgiKwpxUABmKYADMA1BQxz/C8PdXWAtm6F6O4EDMC69BLQxg3ILl0CY/c9AHhy/+pYuiKZMACRcmzKZgDbhiG8iMBItg1PEJDLQKjfUW83aGgIZrUEMXee/CwmYgKyUxejQ0B3p0p07MAg1zfWyHLgwoWoVWCYUaPUJVkNWKS11XVgNnjeXEFAxoSh7r1hGshADn6Uz4GqVRhZOVh5pgGDPFCpBDIFjGxGfS5gCA/kORCmIa9jtRw5LhFB1CpARy6xrfJ4WcC1YSB6bT3yIIz0Z4FyWcCu1V0b/xzhARnDP65nCJjCg+fUIEAQrlP3W/I8iEoJ6MyntlcfmyplmMKDyBjyPF0HyGUjxwNk+0lkQCCYcP33YybQah9AILjCg5GT94dyGQAeDEF1q96u6wBZ9WyaGXjCg0nqOoHgqvfev06mAcNzYUzRdXEdy79PZJggQTANtHRfPEHwigWIdWthzOlLzlu7HTGRY8BsxnNtkGPJtbUZ9H7H4fs9MyHPgxAEzJ0DKo7BLBch5syZ8ONMxP13n18DsWAhjCVL2vudXYPISPvPMwQMeOPu8z0TIHhT+r6R48Bb8yyM3XarT5szkcexbdDWraD+DRBLd2n7Oqcx3e8+jY7A27gRxn77QwgBDwSPPJgGTck9JMuVtkcuA9gqnZMnbTbyHAhyG9rMZAq4rgODnMhzSwbgCkBkDSBjAPAa7me6aeU5IMuDSx5EaF4DKLvPcxLtvjCua4EyJkAuTM+Z0WMiAJDtwgP5dqtnGjAM0bR/IhvwBKRzQladb8aA5znwDEBklX0pos+466XP3wA9t0Ld8ckguKrPE8qzkTIGQOnzPc+Qdqu2cQ0HgEcwsplgH1kTcO2Wnlsql+FVyonnVbetQXAF5PyvVp0x74U7MgSqViJ6xY6AZwgIX2MJ5p9h7WG6x4HppG0x8tvf/jbmzp2LL3/5y/jtb38LwzBw8skn4+6778bPfvYzfO9732t5XxXlORXPDZnP5zE6Olq3fbFYxPPPP48rrrgC559/Pvr6+nDllVfine98J2677TYsWLCg3dMBABiGwLx5Kbntppm+vm0PCbL7OuGOdiA3pwtGjzxPqhiodefhUScyPR0w+zph9eRh9nWCvDw8smAskAa3Z5eR7+sA1QQste14oZ48POHCWDgPzuo1qG3cAADoKBWQm9MFuIR8Xwc8uwO1ng6IbA5mVxaiOwenpzPx2JQToFIJuZ48jK4g7wVVKqh1ZiE6OyJ5npzKGLKwkZ3XDWfDRniFAnL77xfZp1cuwzI8iMXz5ara2BhyPTl//x4s1PImRFYg32lG9m91ZeH2dSW21RMOBAG5OZ2p4e7y950wu+XKZ3d3sAJK3TsDriu9vwA4xTyyeQPecBG0eD4MdUyn2IlcTx6eV4M7rwcim4MgC7m5Xb7AR5UKalkB0TcnNQ+Wf227s5Fraw0IuHOSzxEAPFOGzeR7cn5bw9S68yCv02+vW8wj252DW/Lgzu+F0ZVFvjcf8fDwymVYeQOiu7uh0ERuDp5TQb4nD2NuN8i2UevKAaYBo0cdr9QJ5HN++53SKPI9eZgzsB9o1ge4tbHIe+llZFh+vjcvvYhD1DpMkNkduu4dyHVlYc7rhksWrK4sjHk9/jPilDqQ684iM0XXpZYToLndkeci19fZ0n1xxnKw5vRCOFWYI4N17/R0442NAa4LY+7ctn43EWPAbMba5MHryCDX1wFjOwix5fs9syDbRq07B8zpgjc8ikx5BNkl8ydtsWO8959cF5ZwYOQEsm3219ZaB+68Xph9nXIs7smPu893K52wu/PIzen07c1mkIoGaZjjrAHe6Chs4SIzyWO49eQqOGvWAJaF3At2n/BxcarefXdwEF61iuxuu8n/18bgZIGcsrns4RzsjgzyvR1TYhN5wkatMwNjXg8oKx0PyM0AHT2gsgkzbyLXoB0uWbA6M8h0ZiPPvifku2vM6YbnWjA7s/5+qFaTqYZm4JjQ6DnwhI2attNCoqOXIaBWS7T7wljPO3AXzgVZFvJdmSmzeclxpCNFT097v6tWUevK+fM4p5hHrrd5/+TlAKs7B9HXBQ+Of+/tIRNOTyeMud3wKmPIhZ5xcl3UuvKAARi9yffALXch052t62NdrwqrKwdzbuj5Iwsik0E+pa1OqQN2p7RNzHnd8Aouap6H7p4O3/nDtbthdmYaPv9+G+wSaiZB5OX8yZjb4J1R7RVdnRCGk9rGqYSqVdSsEqgrh/ycThh909+micIZzcPulfM0XweY15045s1GG7BtMfKpp57Cl770JbzmNa9BsVjE9ddfjxUrVmDFihWwbRtXXnklvvvd77a0rw5lzFmW5f8bAGq1GjoTBohsNouxsTFceumlvifkpZdeihUrVuCmm27C6aef3u7pAAA8j1AoJOTFm0ZM00BfXycKhQrcFnOmpeEWKqCxCszhEoQdCFFusQKULYiREgSy8Eo1GAUVWtvRC5QskOeBChVURkqgag1eMbTNeOmU+7ZvD8LrK1uGYRVrgG2jPDQGGi7BK9Yg8gCGCoDlgcpW4rHJdUEjRZibRyDmBO77VCrCHS1BkAlhh7cH8OzzMHI98B55AshlYS7ZLbrPsTG4o2UIkZNu8iMlmJuH/f3T4AjckTKQqaE8MBRZjXeHxoBSDSKf0NayzFdibBmFSAk3dodLQKkGs6OG7u48SqUavPgzoKpFe2ULYsMAaMsQxIIFEOr6eMUqykNjwPAwULEBMoHREoz+rb7xRaMjcIcLECILYSff07Rr6w7K/YqUZ4EsG1QsoTw4AhHPUwnAHRkDKjWITNBeY8soaPMw4AAYKaE8OBoxFGl4GO7WAoTZAWE1fga9QhmVrWMQlAXVavBGS0BHHsJTv+tWni36epVqqGwpwDBnziDQah/gDY1F3kuyLHnttxQgwuK868rrAEAY+rrXYGwtwOjsAw2NwR2rwOgOwvK9koXywBDMvskPeybXhTc0BoAgTP1812AOjUEYzSf+7tAYqFyD6OkG1m6AsWjnGZUPyVu3QXrsvmjflrafyDFgNuP2D4LGyjC3FiC6Z+515Ps9M5HjRxnoyAMd3aDH/g0xMARj730gJrBo4rbef6pU4A4VIDwT5vydWv+d68LbtBUAQRQqckwYKsLoGl+BC2+kCBotwQjZm81w16yG6Ogct6eh1z8Ib/MQzMVjEJM4hrsDWwEHIFegPDgCc87EFAGZ6nfffeZ5wKrB7JkPAPC2jIK2jMLYUoDo6IA7OAwqVlAZKsLIT36hE9pagDtaknZIxQacqgxr7OgAKhawZQTmcHo7aLgId6wKsXko8uzTSBFuoQKRrwKlGpAp+vvxNqwHVWswtzGqbiJp5TmgoTH/WkU+r1lAuYLy1jGIzuRwdPI8eP2DABGoVEVlcARGZmoKl9CWQel9e+BBbS06ULkMt1CG8ASELW3W8kip4fMAAFRU997IAWULGCrAHC7B7R8Eai7EWBVesSLtS6HShtkWvEIJyGYhKGVuU7KAobG649PQGNxSNTJHpVINgIXSlkKiLeqNlOAVKjCHixCZLhjFMnLkoVS2QLCD43mjTc8XANx1A6CKTNGk5z+p12doDG65pq5PAaXNI+2n95hgvIEBeP1bgayJylARwp1++51UColGAn8ruMNFkJqnUbEKEMEYKkaeix3NBuzr62zZy7NtMdLzPCxRBsNee+2FZ555xv/u+OOPxyc/+cmW96XDszdv3ozdd9/d/3zz5s3Yb796r5YlS5Ygk8lEQrI7Ojqw2267Yf369e2eSgTHmZk33nW9bW6b58hcFuR4EGpf5Lggx5NpIx0HwvHgOR48N5qLgwgQrgeyPcB24LlUt814ICK4//i7/393bAxEAsJx4VmymInnEUACwlL5GQkpxzYAywFVqhDdweSAarYUxSAgQr+jfBfE6CjcZ58DbdkKsWABPMuJ5pu0bJDtyDaRAdgOqFLzJ7NUrsEjgrAdUKkameR6Ccf09wsDwnLgVW0Ikfz6ebYD8gSE6ow814OTcs1JmBA1C2Q7EDAAtR1BQJQqQLkKEiZg5iAqI/CKZYis7FSpVAVZjrx+qfdUXdtqLXqOpYo8dmq7DNmuSg0il+Aharnq2VLtJQFvdAyoWaBsHqJahVe1/LbK9pbheQRBokF7FY4HqtkQjqyETrYDynemt9eV23kzsB9o1gdQ1Yq8l0QGhGWDqhZELhDx/Gc6mwtdd8CrVGGo60Wx95sME6JUAU3BdaGaJduYywf3yfFAluv3W43wKjWQLMEJ4djwLBsiO3PysZDtgApjbV/LiRgDZitk26BSVfbfNQciP/OvI9/vmYXsN11QXkCYWdCiRcDAAEQ2D2Pfife+Hu/9p3IFVLWAsWKdPdPwd5UKqFIDdXdDuATyCF7VgjHOZ5BsF2Q7sg0t7sMrVSBgtDX+km35C7re0LA8/zaOOR4821FpvwyISm3Cx8WpePfJcUBDQ4Aw4NmuDMuuWEBF2VyZHLyqJecHtjMlNlHY9iCYELWqrCzc2QWguQ0i5zMuUCxFtiNLfU5C2sSW7X9PNVs+MzOwr230HFDVqrPTAIA8yPmT7UBkU35bKfvvOjzAK1fH/Z63C5WroNECvLESRHfrHm9kOcFczCU5b7CcpvdN/s4FecKfR3pVCzRaAJlZaWO6FOkzqKr6+kxOHYtAt/4O2GVXGIccKrchQNTsuuOT5dbbz/6c1km0RXVfqW1cUxWN8ghwPT2XMyBqjv+upp6v54E2D4KyHRCVMsiyG/aFVJPXkIwMRHkMXrkK0T114h95sniOjjAgIlD/JpBhyHmb05rdP9nQwCBo6xaI/Q/YpvyOXs32NQzyAOGRvKeUkMZsFtqAbcdE7L777njqqacAAHvssQcqlQqeffZZAIDjOCiVWl9F22+//dDT04N//etf/meFQgFPPPEEDjvssLrtDzvsMDiOg0cffdT/rFqtYt26ddhjjz3aPZXZRzjpbziRajjJc4ygMrNKSD5Rc/tnnwEGB4P/F4tBwQpdSEMX2HEcmWy3gXFNAFCLFe1QSefjFZ9FLidXO7ZukRXV3ITiJaoymjboCYhU6iOrBggDJISsThc5rpN4LQHIJMzNiqW4DX5ft7+MvHZxT2LDDCrFqWI3sqBPKFGxqqTdDIKIFEQhz1OV2ppUVfe8xErMpIshhRM960qAti2L3yTcE2olObfeVoSq5zlutNp0YoNbr1hHIyN+4a6ZANVqoeTeUAV5PP98SBcSclXFciN23XWBIs+V9zqMaaZXNp9o4lXBoe5jqwVsdHEeQwTJxGcQ5Lp+lXdmirAsmZA+rQImwzTD1UUFdGEvE+jonFEVSAGoogWO/LuNsRLVmizqoL1iDFP+f7wQyX681X4bABwnqKDcyiGqVdCqVaBiUdpyoyORMa+lfdiyQnpbuLJwDUwjakttT5SKQLkix1tHXfNKWdlcyqPOtlSV3ymycxw7sEXDBQXNjPy/6zQeN/V8wbalfaohL7ClhYjYBOQ42/acJ0BEk28buk69nQYEdk+jCug1K3jXMxmgPHURgWRZQKnU/jFdRxVWVHahaFIUxj+gB39ea6iq1vrZ19Fh4XkCECogo+Z9jz8G7/qfwLtyZXBf9b4SjkfxeZsw5P7SbA/Pk89ruJp2vKiJLoLT7JxLJfked3bKdjTbXtv7WZWjdarHs8FB0LOBMxuqFWBkBOjple/yTJliOTYwMrzt70q8MO0MmkPOBNoWI9/whjfgkksuwU9+8hPMmzcPBx54IL785S/jzjvvxHe+8x3ss88+Le8rl8vh3e9+Ny655BLccccdWLVqFc455xwsWbIEr3nNa+C6LgYHB1FVk+HDDjsML3/5y/HJT34S999/P5555hmcf/75ME0Tb3rTm9o9ldmFrojt/1/9LQx/ICfHiQ7kGlX5aSI7CO+ev4f2DdmR+h03BQOqruhrWVHxKo5hgKoxt/pGVYC7uuXl6O72q4pFGxgzxISQYRCaUgnIZmS1v2LR/5i0UZQm1GmRLqWqX/D7FsXITEYa1PFQaD2AOY406OTeI9ckUrm4EUIZEho3WnU5DYJIvgdhoVmjRVrHkUYSUWAoa6qV9qqr6crsrbTXMOXEpskAQUVZsRntTmImE8uKVN/zFxBcmaOHnnlaPqOuG6tKiKDyOKDuVez8zUzbE8Vxo6thZkKisZ7YtoJtyXPTfca2VISdDFwXsJ2ZJ2LsyOgFjmmo7svsIHhu/WKoabQn+E0FliUnobblC2U0tFVWV21ErSqLvOnzM43ERcSW0e9aI1Ekjuu0d0zbBkZHQQOb5CSxWpVjVTvv+NAQaO3q1rcH1P6FHG8te0YtSrZMqSQX053QNa9VA3sRUH1mG2PvNhKxL0xTidlKlNH/b2TP68rJTuw58kLzHjXX8e+ZMwljcf9GkMqD3ypUrbb3HHlKZIsjDPiV7NMIv+uZ7ISKkbR5c2Nxv1wG1WqgUjF9myRijiEQaM22U9dCGCGbcGwM5LlBMc64falFP7UgTg8+ID8vjknnFUCJ2gnPopsg3huN7wn5faWnP6i/s604sADyXlqWzNHfit2sniMhRL2jyiRDRKDBzfKZ8N9HtRiSzdbrFdMI2Y58rseSiza3jOsGGoYAfE2FATAOMfL000/HO97xDjzyyCMAgM997nN48skn8ZGPfATPPfcczj///Lb2d+aZZ+Ktb30rLrjgAvzXf/0XTNPEtddei1wuh/7+frzyla/Ebbfd5m9/+eWX44gjjsBHP/pRvPWtb0WxWMSPf/xjzJ8/v91TmV3En3n9sqvVNKrV4H3li/Au+mLCb2nCPUvoof8DAAjl+i49I41gdZu00acEStdtLNBlEwbWtBVEAKKvD2LBgmAVNm7oxL2qMlm56gTl2VepyM+yOaBYDERc7ZGVIpyK8DkmoY34RsJrmK4uYOnS+lwfETFSryiaUVHRskJCZQNM089RGbSxuRgJIHmCQUpsjoiRGcB1QZBiGokEIbNSaezdGD+GNhi8kGGbRl8fsHlA5thsRGFUrpLFhdLppFaLCnhAsDJaLgGFgrx28RVmQF5PW3rr0dAQEC82lMkEIuFk4zjK6Izd41YHbMuSz6QvRs6wgd5z5XMzFcIuIwl7f880cZrZPtCekeEx2ZACCU1Fv9giVCnL/trz/CgR2rBBTvoa/a5ajY7FxrZ5/ZHrBR5GreJ67Y0xui8d2ARs3SLFrGxWhuS22s5yCahUkhfgk7bXIpAh6qIPtidoeFhGnyjhTodLkhrnSUciCTF1Xvy1mm+L6sXUiKdk2GszCe2RGBctw/dWiKjw48pFhok8RyqXpaNCq9vbFujJx0FrVrfcDrKd5PmB7zTSIDS3Ugns9mxG2n4TYI9QoQB69mnpoZyGtt+Hh9sUX+OOIUZrUS9xr1jy5LMfnivpZ8I/VnRuo+epAEBr1wbHT+pnks5JR/ak9TF6rqt+S57nV9H28eeMjftHKo6BfO/RVjwjo++GH0E1FZRKch4VE2IjjjjtjB+TSa0i+8mtW7dtP44T0jD03zNsjjKNtJ0z0jCMSF7Igw46CLfffjuee+45vOAFL0BPm5WyTNPEeeedh/POO6/uu1133dUPCdf09PTg85//PD7/+c+32/RZjgrFjnxEwQC2ZRAYGQalqf8eSSNzosK0R0YAAGLf/UH/94BcLdMeXaQMBIGgI45PBgB4//g70NcH48CD5ABTKYNcN0gI67r15xzHNJINHeXC7p9uJiMHUyAI/cvlZRsrVWlMdXYGq5bNhLo0o5k80Lq18P7+N9A73wk0qaolhJDtiKNF3PCKYsaMenPUqlEvuTSyWRnaoNFh9M3O0TRBlUr9IxMOn/C31aEPeiCKruxpg7llz0hTCq8CABwlcjbYXOTz8klZvw6YMycx2TQRgbYMgqpViBni3UaeJ5/FeHuVlwDVaqDCKFApQ5g9wUqxJqPC40dHpdAa97BVIVKw7fpUABON7chV+/jnLUwWyfd+NWewZ6SacE9waBiTDlVr0tAm8nPwMtMHVSqyOEA7Hu6t7ltN6LYlr1Miqh+J7FePpSoNyoygXAIyWWkDWTUpMhbH5Gfxfj/M2Fh0Ecowg754PNdSiwftLF67DuC04RuhvJCoWpUeK5kMANHeIuHoSOAJ1crCql5ENQxlr9gz6/63AFmWvF7dXXKR0laLY3r8VKmN4LnBQmSr+x4cBGwLYudd2m9YbEGViAKbxjRluxq1hTy1nRN9BlTorACkEKDPT2/rh4NPUK68dgUd25bCzNat0lbb90Ut/MZKfF6FYSi7OcULz7KAoSHpQAHI+1utRlM0jANyXdDza+Vi9vz5iXY22bY8Tk9P4Mncqj3pelH73WgxpZIXiHzSOcOTYdod4eMKmZvQ/03Q19OmfqC/P9h07RrgJYf59mVd/xgPw9XHbRSV4bpyiuo7syR4yxmmL5ynQUTShu9Qc0EhgvlP2m9sO3iOcnkpDmKvBr+YQEZHQcUixNy5wfuoF7GEEWgBMwFLzX1GR+R8drzzIC/h+WB82vaMBID+/n488sgjePTRRzE4OIienh4cfPDBbQuRzBQTzxmpxUgt9ABytT+p4ySasJeJPDcYtHdSle9Kxehgqjt2Pw+KF/GMpOFheCu/De//fVN+kMnWhUBGOtsU/NyGdWHasVCITEauHmvjzbblymIuFwmL8geN0HWS4e8hYQ0pbv4A4BG8P/0v6K474P7lzw3b3hDT8AdxH8MMwrd0PseWPCMzwco5EAwazQx4LXTF0WEL4RVAnTPS9+I0ol6c2mBupb2AmlApo7TVHJzz5stQjC2Dyd+XlJch0Fb+yiTGuxpP5ZL06NDoPItxb0JhyBX0kWH5To2OJhszOgx7SBrDOpm0v5tMpnmI1ESRlGtVGK15H4VC8YN3eoaJT9qTij0jp45SMRALZpo4PQuhNauDcLfJ2PdgSt+9LbhegwnizPCMJNeVE3w/dcyYyo9WluNqPK+1/p3jyG3CYsS2ev1pEaDFuaSfmsZqo190lODZ0yPveb5D2iPhvN5DW0EpXmpUq0kbtJ3z9BfFMePuf8sUi/K8OzqkHWrbQeSDaUr71lWeke2KkeVSJGVRW8RSzWDePGDuPACQC8Oem76ADygRQ80VImHaoXdXGFGRXHuATtA9JCL1rrVhG2pv1AULgf6Nvn3ZENtu7ESQ4lFGG9aDhoeAOX3yg0w2yDG7LQxsklFFc+bIAkJJIpJtyWN198g5SKWN8PC6cVu0NpaH7T/tnFGtAp0d0c/D4nWor6eHHozsjp5fow4vEgVGSrJf/flrg0g4Uo4+gHIgSRA0m4VdV6vyvc6rczPN5namE8r739EhvcSnID+8LLQzIEXx8PuoPFn9NFMzRYys1aSTRrW6bem5whGT/jlOTBN3BFoWIy3LwtVXX41jjz0Wxx13HN7+9rfjbW97G44++mgcf/zx+NGPfgR3OwxZmFWEH3z9IugCNnZoQI4ZIKS3D+c82BZC4dRi0WL5D23E6OIm+ljhkMvwsYeH5N+lkuxAdRLesNdRWNxqRtzQiT/L2YwctByV6FflYhTaKK0qA4SUward/EdH4H74dHiXXRraWYOBxfP860MDjcOrGmIY9QOgacpq1TqEudUVYW2U6sHNcwMPgUao4id1xonnqWcvIQdXVgkHcS9OP59gq2KkETwLevWxCSKTAWWzoP6NyQbV6KicxHR2RsPW24RGR0D/fqrl8LDIb9etA61ZE8175Lh1YdowDaBYkAKqXo22avUJtnUIVLFYH6Idxpb5sdImdxOBDBdKMMRaGVd0cZ7w89yCwUobNoBamQBMBCodxLYK2UxjqFySHsy6L80ooYVzRk4r5LpAcWzyJjzFopxsTzSem9xvNvPWmkosS4oK2ZxKHVOSoZMCchyspvQ5lipeE/GMNILoh/HgOkEutFbQ9p2XshCedgwIoLtHVgbu6akrLEGbN0tv/yQqFWlftONBHxa1/DyG29mcp1JWXrKmHGq1Xee6QD4vnwd3fJ6Rvqdwm/gFEUMCm+jolLnvwjT0jNR/xdL7hO24eP4+12kucraDtlF1qHsr2LK4msjnpX3Vyu+sBrnetfdu/OPhYRX1M9dPg+OnjNrGxVHaPADK54HOLtm2pKghLXpns+3bkfFnyogWIkpvWKigjLIj/Wc/vK+IeB309X4qseWHyP+vXRPsixL6jbC4pxCGmXpP5PFCzyKgHEii2/pOOo36qUpZLjjl80Eb2xEj87lA0JxsCgXpHNHXFzi2APWLfjNAqJMpK2RfSKYJGhpfqLafQsJPG+B/MTEN3QFoaWZvWRZOO+003H///Tj44IPx5je/GQsXLgQADAwM4J577sHFF1+MP//5z/jud7+L7Da4fDOTRN1Dr8K21WohhUU8x44ap37eiyZ5G1ulpMTIfB6YO1d9VgpCNLVnpCECAyIW+hwJJx8bg1i0SLYvkhOxVu8xlgBBQMRWR+u8KpVnJIolFcIdhG2REBC+8BX14qQnHpfndt+9oHIJoqtbea3ZyS705PkiXLNcT4k/Lxbl/evqqg9rzoQmUFrEynek7yz8u3AC5aQcWom/Cwm42dDzRB68u24H9fbBfM3x8jMzI8ce7ZkX8uIEEPKMbFFcNg1/xZcsq/XntqsrMYxEhmhvlu0zjGjYepvQ0JAMEbPtwHho5Xe2LdMb2JZcoevrC5I+x59zU4baoVqVXgZjY/LZoARDx/OkaNndDSqV4N38KxivOApiTxmyQQCEqj5Pq1cDL3gBxIKF4z7/VGqVelHVSCmCFEfn3vGTnLdmsNLQVpmjp69vHA1uE21sbYOQPZ1QsQgMD0Hstvt0N6UxIyOgNashdt9DvisdHUClxdAuBQ0NyXDi3t5JbOgsQwtmk7Wg4ThSbHGciQ0DT/CMFKYp+5uZIkZZNTXOZgAvJ/+/dSvQ2SVDy6oVAPPqf6dFgvD1iqSuabBAlYYONWw155dewCW0HjIdKr6AvjlyN/Eqt7VaugignxOI1u+h9uLR1Xm3w5yRVCoFizM6jY5OL5TPK0FR5ZbOZtvzJres8U2u9fEavLME1Nno0Q08+DP8uGek/lzPY8iLFg5pcI5kWxDZFt8BbVdrm6WVPsiJpaZpRRi0E+w93V4AIkHQp/XrpBDX1VW//bamHHJVmG02K9NC1Gr1dq1l+ymCKJeTdmyLdgQ5sYi8eJ7HNGJh2lStyoKlYeJ9hhOkf6Ann5CbvOnNcB9+EBgYkDlB06qWN3LWSXvG/DmVG7Q5Mc6dGvdTlUo0bNxoxTMymOMKw5S/r5TlfGEyqVZkpGAuJwXUUL2FSDj+TBDq9DiY7ZDP9Hg9v/V4GJ6HzoTzm0G0ZLFdc801ePjhh7Fy5Uq8+tWvrvv+nHPOwZ///GecffbZ+NWvfoV3vOMdE95QZhupq6atO+mE0AbbSf5tLPx43Ogw066uYHDwPNmhCgHhe0aKoMK26wG50LHHQp3CWAFYtKh+YLWahDP4JHgqOlExUhimHETXrFaddXhwDImLOlmx9oxc97w6BIGeekoW7DENpOaN88gPT6a0cOEGuP/zaaAwCuOyK+S1CKdOMEzAtQIh0mtR3NPeaXpATcqhlUQmI4UXOypGUmEM3o2/kHlNXvYKiJ4eua9ddwt+G/LiFEL4FXFT817VtVkVGHBdFdaSkAPSskD/fgpi3/2CAkC5vFy1q5SjOW2qFfnMdXf7VRjjk14qlaSA0cDDkGwLGNwchPq3IUaiVJKTKNsGhrZC9PWpvEde/fkZMtcjEUHk8oA9lBwGDSXGV6vA3LmgO28H3fo7eJv6YZ6rcgMLQxZH2DIoK7N6HpDvgBhHWg4qjAKFAkT4XmuSPJmTChkl4ed+Uu8dANFkIiVDGytT593kuvX5V7cnKhXQ6ChEwq2bSZBtg1ROYlg20NsnJyNpC0BJ+xjYJN+vJmIk1WrApn5g9z0mPlfhjobu8/TC4wReL9KVdMsVaV8ogWpC8FwkzhBbqVg6DqhYBA1ukWNRd3dr/aw/2TdBWhRwXTn+12qgcjn52fcr1Ya9hcwgf+B4CE+sWyHirea2lL8usYiHEhb8qAHbThVEaWxMiW1thmmrwnv+s7u9hWmXS0H0iRnYZwShbK5akPJEe/+2imWNb37gavu+kS3axA7QaZVMU6abUR9H8twbIvBSc93g75T7T+US6LlngRft19Cm89Eh7mQktjWxz4tVEaeUdAr+PkLpaJKpD2Em15UL7J1d9Ztns9KmW7IkMU96M8gX6I0gpU9S8SvbklnBANmvldtYNHLsmPgqknM21jcO+uYLwwD19kbnQ0C9GKn6enrmaXlvFi4E9t0PmD9f5ttc9zyw515IrJCd4BkZ7DfNMzIqRpLnhisVBKcC0dCepZGRaO0A0/A91FPnTPE+NJMBFUbHl/O1HfQ8RBfZ8cXIYJwlQOoAkwitXQMsXgyR9F6E2+p5sq80HN97v+V5qEb3N/47JpQ/GAuSmpau6O9//3u8733vSxQiNccccwxOOeUU3HzzzRPVNmaiSXKB1rkLrJhnZNJvJyhM2895190jhRJtfJaKweqzJ4/lex8WRuB++fPwbv+j3DbkGUk6j4Nh+BXBfPdqNYhRI2FCiYkR7ISBZd58GdI5Voh6cIXFRe1Foa+TFiMB0JOPq+1Nv9plHV7YM3KwrapzVK3K/C2VCjA8Iq9BJmTYZ8wgPFtfnxYMED/UQBumSTm0ksiY0fBuTSkIyadnn0n/bThXoWM39dqnrVuCkFvtuaLFSMOEd8tv4Xz0v0EDm+T2f7gN3kVfBP3v70PnagThnWFsR167jMzJVZcSAEp4bpazrFCQq2uOkxzO0ojimGxb3xxg0yZ5v9U7U2eUmabKISMNFAKSc0sCQC4H6uiQ+1DVEGnTpuD7jCmF0KGtwM47+0b6uKowlkqgkeG6j2W+pYTq7qF0AzSwSYqZSagVbX9S3SCRe/AbFVI1BaEppFdGs9lo/tXtCW8GhaU2oloBenpkYn3bkpMsIVoubkFE8r1qRaSoVECjI+2/y7MRWxV+s63UvGo0NARPh8O1g/Jyomplwj0vKakwAaBCQic+/yuNFeA9+STosUfSx8c4lhUU8NGiQK0m7at8Pj0XXbxSLbDtBcB0iHertosfpt3GMZNCVcPeitpLLaEN5HlywTGfR9Pwx+gPgVDhPX9MbeWnRKB2qwhPMOQ4cozVNqHO6W1Z0TyYui8TcuzVbSbbAg0MwHvsUdnnhfftuioKZhzjQzyqIQnTaJjehHThi3ChSSCaL1xXYfZzmnqNRfdyWeXYbDG/obapE3KJUqEgU/PE7j/VQs+xttkaoZ0C0ux2gXrhS4uk8agTAJgzV+bwHW+lYO1dGn4nEuY2defZThqIeJSaoT1cSY7xaWk/Yl6GYu48iExsoUNEFzD8vI/q+RY7LYEQAmKPPeX3a9fI+Z6eW4SJVEsOnXujPkanuwp7SCY60KQvfJFty0ipsGOD3mfab3Sbwtc13yEjqCbZ25tqtcC7PHxtdAQkMOkFbMi2ZfTLWBNPR1fn0zWwTd7wFIvu1H0Si5E+LSlL69evx+GHH950u8MPPxzr1q3b5kYxk0DSQ++LZlQfEhtBdQxucmfbNjpMW4cM6NWqUgl61QtONCScnv438Nyz8O74k/x/OJGsFiaz2UBE0oN2xoT3p/+F+/5TQaueTG6PadSv5sU8IwHlCbhggcxFFF4pNc0gCbRazfFF1OfXBueg3P5hmOlGG3mByFWrgUbbyGcXEmhFtQLssmvUq8L3eAgM9Za9UyKDhsyrQtWKXDlOwS8kEn+ewsbDs08n/9iIipHUZNWd1q+De+5ZcL9wgfq9EYQwW7L6oPfPfwBDW0GPPap+I4Vi2tQf3Vk+L3PshAmvSOv8oXEBolKRVeEbQENDIBUS0U5VZSKSK9h56S2DUgn09FOgp/8N6kpY2TNN6ampw/CzKiQiqQrj/PkQKjTDf6+2hITwTEYaKdmsNOYWLpJFfoaGWm6/jyq0UDcpc+y6vFGycfI+EhFoYCBdaKibVLeQ5FxPHqYih6OeAOVyvpBNQ1vhPf3vyT/2RKGM2/HkOp1SqlUgk5GpBPQqv2HUe/ynYVnSW6gVsV33L9uDSDvdWJacalh2ovcMOY4sErBlS93nTfGUoCFE4BU7UaQVwhOYnDBd1wMyJqinV+b5bWHCQpVyJCyUhJCRHIDf91OSYO66dYt8QSHB8XpGesGicitor7Z2io4lFfHwc7l5vv1HSfurqnyR+Q61SNGqGAn4RR+B6AJtM8YKssDSeMP8JgLbUlEqITHSceSYb5jBYnWtJoV2nU9eeaHRqlWgxx8FbdxYn4NU20fktS9maNGk0cK49tpstA8j8O7035mwA4UQACgQklzV1jTvVl2wotUct7qf0jZ2mHJJ7iu+eKHGKgB+deuG77suLtROARvf8aDeC9HPk75h/fgWl3VRJz1XMzPJNnClEpynKq7ZsldxfC4mDPgVqIeG5HuVgHz3m8xv4tWudb+i39NuNX/afQ+5z7Vr/KKPdffYTfDWBhqHlbtONL9/SvQShEgfB3W+yHDxybTCrP5x5fMfFSPzU5M30rJUvYVQPQggGoEw2QVsHFtetyQv3sh2jh9x0PSaNiIm2gNgITJGS2JktVpFbwu5k/r6+jAcn8QzM4hYmLb2myeKCkZJnZ7vaTRxYdpCh2irDl9W4qPghdeCHhFQUQbBqPKMKobFSPXvTFblo/ACD0DDBP3fA0CtBu+Rh5PbExYTNY6bLNzkcnKC29sXfBip3Bx4BFClEvWUW/2c/Mw0pKdf0gDlUWRl0R0YSG5zEiHvByoVg9Bj3XZ/ZUd6+YWT8tPwEJxzz4T3618m7jriBaDO0bv2e3Av+BS8Rx9JbVJdQnEgYlTS0yliZNiLE5CDbYqxSkRwf3CNHOT6+4Nr7LnBqrBpBJWwdR+l/45PEDo6gFIxmkdViV1CiESRVVYnt4BCIdWYpFpNrkLr5179nmwb3jNPR48XR4eJd3ZJ782uLukJOm8+RFJIYkeHrA6uQ83zOWlkNEtboK9FrRYk/8/lZa6cOXMByHxplMuB+jc0nXhQLJk71WrJhpxOHRA3mHUoh2XJhYZUoy5WZKKR8eYfU3lyNJsATATa6MrmgjD//n5/BX67QC9IzWAxkjzPN3aBUCqJeNXMRigxsqXtXXW8SfCQm2wa9jeTcTydhsFzkyMDBjdLITIkBFOxCFr1ZPO26lDPrm5ZaGwizy0t/E6IZIFvGyHHlv2ezt3YihhbLkWjIBbvBMxfIP+dz0vxKClXbVr/3Y7QlrRPomQhMIkW8/dFsK2E1CRa5HADcSxJ8KhU/KI9Db2W0toZtpta9bYeHZWRBfGIi6lE91PZkPilI1cypuwzPU95IFK0UIfjyAXQ3r4g4iWM9iBqp3CRRv+moWdkprH3uauEjExMKNIiJcL2r24jBWmqEiBVsLDlCuG2jN6hhNQyVK3K9y8+z6hWA5vHj7hp8Ezp4kINrlWdTdas+OPcubIg6NYtyd83Qi+y6vbksnULxkQkn3v93GnxreWFh6D/pbExNWdVx7Wt9BzcrTjPxIvR6L5eC6rKmUPsofKnr10TVHuO2/+hWgERUhZmSM/BTTO4FmnRh40K0lQq9SHvzbzbfRE5lIpML5RPdh9VqwZeujqPK1AfgTCZNrltA5YddWpKIjwGbkvEACn7Xz8fMqcb0DTeb/bQkhhJRDBaiJEXQkxrGALThKSckTp3QXiQrOv0KNEQGzd6sOpSooz23isW/dxedQVSdC6Vwqjs+EOdCIU9Iy1d7dqFrq7rV8BKKwhjmBFDh7zGA74wzahHoRESF1USXgBBiPa8ecCixfK7f68KvP6SDOWwZyQAb3PrYmQkhLWUPKAQkBjCRPffB/T3w/vVL0EbNiQfwM8FpfKqbFgvf/tYuhgJoO55CodV0LNPJ/cZYS9OILqCHD+nv94NaK9TQHrs6d9blrzuwgiEH1Vx1Rcli7EBKd8hjxcelJ2oB4n08AmnNlCGuFVLX8EfK8iJUGenXEHW+6+UZULvRkbAWFHuW4ViiDlzIBYvSc1lJISA6O0NntNcXoq0zQo6ha/FZvm+iM5OiF13jeYU6psjxdyEkOswtHEDqH9j8IFlBRPGMFVV1VUJ6N5998L9+fWysiB58rpVq+mTZyfmGdlqNUFHhd9PupikDA8txgwNycmpOw5PkulCT/BnsBjpe4HE+wrtKd0K2oOoFU9K15FjznbmGSkT9D+ZnvZgMlCVzWXfGe0jqVoFrXte5jt0Qu9jrSoXRUabtFN7RnZ3yclpyvg3LhKiJAA099YaLyqtSKueGGTbMldmaPFRhPIaCt3nJFXU1iJOfJ+teJYntSXs0dJO+LOfv6953yKjClJyRvqekWpxK+naKc85Ec5b1mo7CSEvsBaKREDZk1u2yGc8XHhRnQtt3jwlqULCeUUBRIU7M6MWyZU4KUS0UEc8PDhuu9qOL0K3PT6ofTWM0jFNGU2Qdq+0EOR7rWnngJjA4Rfj9AJnhYR+nhxHClK5XCTiqBGkrxuhfjwYG6sTGikuEmYycvG2oRip7Mw0Oy7pedYVu1OurzBMUD4P6u9vP+rBz6Oq3sVsVnphxwuiOnZwnn6/1nzM9B1LDAPeX/8C90Onwfvr3YEzjVqoTnwuUtJrRPAXMLRnpIyi8gVoX4yUnpFY97x8Z/V5hY8Vvg5h0jwjfSHXDK5FSqh32OGFisVINXJZVCehgKXrpts8SZ6RkP0+tZqWYByQduJISqcUP/fJlJK0k4rKX51KOD1YeDGjXXQIuv98cJh2nG1PAMhsH9S5PVOQRJYI1ChMWxiys49XgxpvU3wxUoaXCu0KXyrKl9WyoBOF+2ij3/OkYBKrpg1ADoS2JUULxwE8VxriSoxMrU4dSvYLIBqS2wrh6pPhJLxKjBS77Q6x/wHysyefCFbCEgYKCufsAeAOtFFRO5wXqtwgb5Y2eMLVyXU4ORG8X96Q8KPAyPFXsPSA3SivlarYGCGcpLtYBML5CfXRdMevRd5aLTHMhIaH4V3/49hnQ8Hva0r80gID4IuRvigZCysRpimPGV7hDecekg2M5jDSngGWlRrWQ+WynATpUG+9olupymc6abKofzs6AgrlUG0XkctJ8b+rs+F24ZXCRtXcRSYDMgxpwDYaUFXRHZ9aFZHK7JpqRWWNMEBE8K65CvSbm4AN62VfUC7JyUiaoe7FDM9wHp40HEflukrw1BwHVCymG/M6J5ohpCxZUgZlUu6hGQqpIlIzWozU1YGTvKa8FkPMdU7PljwjXZULcfsSI+G6cmHv+eenRAyPeMeYmchkCgAwPCT7nnnzo3mGbem9UJc2I45e4MhkQa43sSJrSpSEFkgmHD02t5qjqlqNLFQlQUIEi1/hz9Mmv8D4w9G0x03LYdpqwUm0KICmhfVqIUZPwpPGGUClfAkmhS2Hp+q8X3oiGVvETqVUkuN7Xx8wPBztgzZvlguyLQpe24ROk6CIFOHJmEFucC12GYYat0KepqYpbbr4efu5EscxPrSSgzyeQzyOdpQwzUCIBqBzz0e3JT/SBZlMcqhmtSptzr4+6XnWyqJDTYUixzymyXFk3xfPE+4LwTFxuKEHqIeGhRxVDsQIjipQ1IieXrno0+5zqKqT+7ZXVnnXhT3f9ZisPLdFO6KOfqZMA/TUKvnZ82v955RqtfQ+spUaB3HPSO2FqeY2/txURQWFc8VH3gGdgzTxvqRE6WghV6XF0E4wiTa+YQTH3bA+usA/OiIjn+LbNxo7fM/gWHsna4FNo6Pd1DNPflsQhKxrJrOAjW3Le9LIeQSICtrb4hk5kc5cOygtVdMGgDPOOAO5JhXFLE7ivv2gB3/tLhwbPCOvjM6NFKkGtQ34BWy6o3+XioGX4eBmeL+/Fcab3iwrvoU7jJGRaOiEGkCFaYJcD6JU9CuLUa0WiEqNPCN1zjoj11rYSPz3rhK9Qkl4/Urau+0OsetuoLv/LMXIt6rj2Xa0YjPgr15r3M0TLEYKQ64EV6Nhz5Hclvf+E/TcsxAv2Dt0jtLAEkAwWVJedLT6OVkFLqU4CkZHQJUKhD7XmFhHz/wbYunSup8SAFGzAqMtF51sUbkE9+tfkee9626y8u2TT0RzGdqWHDxCEzEaHpaFDrRImhSGY8Yqy7ludKUunihdeQaQbct8nZhbv8/R0SDXqM4P5Loy92a5BFQriSYjWZZMMK7fk3EiFixovlH4WjTzyp0zRwq6xWJ61eFQeI7v0aKT3YegUikIId8yGCwwlMsAeVLItSyIFIGoLqdoK2G5OjG1o8L5G+u0DSHbAq1+DmK33WXYU5ywB4EQ8pnt7U333pmJuE4gHMxUdOh9omekTt3RuF9PTSWQtK0KKRbboxjpurLg2fz5QW7NyUKHvWey0vaIi5EqPE5kMio6QHmB6Oq+W7eAdt8DIk1w0+KCYch+cuNG0KLFwZgzTvwq3UnPjCEL0U10ZXBYanzV1YxbESMdpy4tS4TOTmDTRtDChdE80soTqA6RYAe2AlEwwW41J5zyECIAopW+UC+Mm7Hz9QsieKEw7YT9lcvR/HWtCspqQckXgpJyjScxVpCC5/wF0mYql2WBrZERKUQWClMyBlC1Uu8JRST7Lp1vTnubGYbKzac9I51gvEwSYbXHnvY6bAfXkdWCG21jZgBXCXpJfYAWDcyYN7Gb4EChx2LPk/ZY0rxVVRnH3HkyfLlaaSj2A1BpcJQNHLZxazLqgzwPwo6JdKHCMjL9j6sKT6bMtZt5+yUtwrYwNolsVi5KDQ9DaOGtFUKLrHo/cBy56Kz7GSthTG7VI9lf3MgGaZWckB1Srab3kY0WWjR+oRcvGhEXC9OO5GOsqCitsFOFb9+lCImJ56qjZYzgOjoekE+YR5mGDCv2PGk7ChF4GVardXMjP5Q8TTjT43+dGGlMbjE+nY5JX8/wApQTe7YnO0xbp2ezatH7GyJceKktEb1uR1p41mHa6v6wY6RPS2Lkm9/85sluBzPZxB/8cJg2EO2A1ETA+8ffgE2bII46Wk3sZWdLhQLoiccgjjgyWYBqhp8zUnX0qsOnYhHCkPlWvHv+Dvr7X+F1d8M44fXRPIOj0RU8CotwHXnQ1i0Qi3eSuVvCwtTwsBQ04qK6aQaDWhbwK7217BlphlaPgw5VC3xitz0gXvhCue2a1YHBlGQEx1zkvYGBRPdlGhkGenojeULC3iB1nid+Ww25ghvKwUieF4SU770P8Owz8G78OczzPxM9Ry3uOMqLVBtclQqwcaMUBOP09ckCMeueB174IjlIxlai6JmngaNW1P82nwcNDkDMmVPnCUG2DfebXwfWrgXmzIF57ifh3fRL0JMIPB4hVFiwGw0/Hh4ChkeC/yeJkfk8MFb0J5pkWVHDJpsBtKejNqw8T4baVOpFRbJtOQHXBWUyWZW7ypbGBSGSeiDC6Ih8LhYtTv5+IgldJ2omhOv8hylGJemwJM8LJvV6ZTT0GyJSQq1aQAgXRarW5CBelFXDU0NntXGhaaFgCVmqsih52+7ZVixJAzbN+AtXYs3l5Pu5eCfpjTDNYiSpFdumgorjAlBiw0zFTzieEMLZqldnuexvT64bTU8QRz/feqFme0FXI+3qAp5/Hpi/ACLFIJ8QdB7Ozi4ApEL5bF9ACxv9BEBob7VyWeaULpdlP7loUfL+Qx5D1Nsrx5yBAYg999y2djeKktChcElpAbaFSPXOFsTIWjXsr5eI6Jsjr8ma1cB++wd2gxY+44TzYLeD7ud0+GPLv1G0JEYmLyoEBRGkHUauC5G0cFKpBPnrkvKFN2pnZMHLBGynoRhNRKAtW4BcTtqdNUuGBmYyoGefkQvDufz483O2Q7kcCeUHIM9Hh2lDvXueK58/HV7qqSgeFeJNiQUfHfXbcXj6ay+tRphmNPy6bh9udAzTQngsooUI8pnQdnrYrg1TrYJAfpSMqFaBOenN84UhHb0Tvj66Ynk+H7UNwyHy4X1ZdvrM3HMbv+tGvchHMceDVLq6gc0DoF12bbywEWtPPDyZiCDCNr5t143J/nPWyv7Vu046osm25B6I5LVNiy6JR8skEa7orAX1TKY+TNsw5JygVguE6bDgrNOEJPalIrkv9ShYQNMivucmh+DrsaBUCkTQSkU+u9UqsKCn/jdAer8Sz/WpaTH1xLix1RwgHKat7cmwZ6QSWyfLpqJKJZi/JOWv1ug812HG5Rmpvf/1+emGzGBbeoppyYK6+OKLJ7sdzFQQyRmp/q8V+vCArP7t/ej7wNgYjAOWycqkJJV978afg27/I4y3/RfESSe3345YNW3R0yNNkVIpMIC0J1upJDuo8CrUyHBUuAn/u7NTikhd3XKypfNFarZuAZbuHP3MjBn9OtSkrTBtT67wqhxMROQLfGL33eUKK6BCGGry0id1+rGQZndgc50YSf39cM87G+Ilh8E857zQdQiJsqlipPTIgx0yggYH/ZyM5oc+Avf8j4MeeRhULkHovJ6GERjtuhJZuE3PPAORIEYKIUALFshw27nzgMWLk8XIJHp65b0e2lq3skp3/1l6QXZ2wvzkZyF22kmG+AHRe65zOYafkUIBtCUktNVq9SJ1JmT86tCT8KCUyQa5cLI5OZASyRW2pKIkFSUAq6rVMiRHJYsulaQhWC4lih/e1iGQEOmhOW1AT62C9/BDME5+azThNRCEE2kahGkDodXXNA8YWxf2UP2LEwrjChtJtVqkGiCtfi5oU60qB3GrJr0Y0iYj8Yq3ajW6odeSSh5PtpX8LrZDqSjvY9oE3Dc8hXwP5qiZjV7AmEbo2WcgFi4Kns00tLE+w8O0SSR42bQTYlMuy8mG3r7RRE4v4rVacXWmoD0xentl0ZgG3gHtQtUqaP06iD32gMiqPlVXHNd9TqUiP9OT3vCEmRBMiKpVIJcFWQRs3QKRJkaG7qsQQhba6N8AmjdXnmsmA9FCEcb6/WrPnARTWYdpNyoO0SbhHGl1wkrabwoFOQY1Y+FCYGATaO7cYKyOj2saY5weMrqf00Jtq78B0nOrxdGeUGkL4ToFTmzRC5Ae7LCtUP46I1JIDpv65YJhT3dg+/g/jqU68vOyOfUin6aiRHS1LzIMaacVRuWC8k5LgC2Dk1IIKdJ0vXgcT3WTyYAq1ajN4YbCtH2hJnQdk0RY7bGnw1XbaVtaBeEQfoX31DDtkCCmii/5+UsjoboUeLHpfH0JgrJ8p/L64KBSqbEwohdl/f7ODvZZq8qF8Ww2Fk0jn7uIfSJEY0/deG7sOELU9xfVUMGQRvR0y7lAYRRYsLD59kAQCRapdi1Alh0SXe16AbXVAlnhuZh2MlA5MIOc3yk2lOOCHBcIz2NiRLzdwsfSYdphL/LOTmmrViryfa7VpGDmpzNI8MIF0j0j9XNomoEdrUN547dYR++Vin4OUFnQ0U1dMG0o+CqHmzrbWB2HvAapALaFuhQbcc/IIH3GpAp1NTnfJdeBqDWw3axooTTpvT8O+1eJv5HrzUJkhEl42pgZSdqDL9R3kRwfajDTA2etFl0B2ygLnHi3/3Fc+aaoLkxbdfiqgI2sKK0Eq2pFilLhYisDA1GjJCw05TtkR1OtyrbGxMhEb694sZQ2PSNlrh1lAOuQruGhQEjdeRc50dOdWqkk+9qkXBV1YuRAXU4+eubf0hsnnquxlTBt04hWmAZAz6+R3+26m5ykLN1Z7v+xx4LfGaEKirYjE+aH2/RsiqAIQOTyoGwWtH6d/EB3/rvsKv9+fm00Z6n+nQodoUIhsrJKRPDu+JNs1sn/CbHnXnJ7XT1Ur6DqZxuoL4AQErwA1Iu3Zia4n0A06TIQyu8T8hZVXm+oVusnF5UK4LoQOm9OJqNE0oI0Pnt65MAXGxipUpHPcNgo2gbc638CuvlXoH/dU/9lLHdmU89ITZpRqXMFhY1G11GV2UPvb7Uqz12LweF7U6vCL0TU0ZE+GYnfn1byrYWN9G30jKShITmpSvWMVMYqhF+R3c/RNRVeMSkQkZwwtyLGKu+YmR2m7SQ72ejJbBND0hcrtBjZzPDUYk4jg3Ymoj2J4mPfNkJEsp/fPBCzKULhzLrvjHvPmIG3GlUqctJZq8mFn+5umVcyrdCH60Vuu+jpAZUroCceBz30f5E0JG2Rkuhft7OlnI4KUtegIXrxLOQlmpj3UN0v0l7/8ZxhCYhMFtTRKdNgAIG3elJetXbClyMN02HaZr0okoani8MJKR403V6JBikTcBnqaie/v37+ulAxDcfx+0F69lnQo4+AHnkEFF9UjHuE60XsRgKqTk+QU2JlZ4dcYN24AZg3X9o0k5V7NKkdcdG0qzuaKsjM+KH7gacpRfMOhj2CFTJyxGytz0xqWwu2NjUSI13HV7v0M5AaOqsWmUiIQCgK7ZccJ/pO5XNSoGuETg9imn4Oer1wKguMCNmPVStBztBwcQyFME14jYoZNXunhBGxJ4goEgXV+KcmSKg84Bs31D//SSSJLIYZ9QxNKZLVUv+g7qMfngwEqawsK/CSjvUbpOwt75tfg3vWGTJFQdPj6HmfGdjC3SG7u0O9JxWVGzT83Oj5cWLKC5GyiK6Ee8NU75ib7K0I+J7mVJTRWiREkHe8nWJG/vmmvKPh+geTgVp48J8XIeQcL5weAghSw00C/sJMJiMFydi8J7KdbdW/O+O5NnU2s164YUFSw2LkLIHiD36smna8+hl5oY42nKNDIEgmP7QV9H8PtN8YLZR1xcRIXcCGvGBVvlKR4WPhwUaLWprimD/ACyHk6rNty45VC1OaBG8vf9XVD+3QIV9thKDrzlTlKfHzRS5dCpHLyc43fJ6ZTHL1ZD1oaqG2Wq0L36UBlctvZCSSDD0Srp5WTVSLbK4XTP6e1x6ce8i/l79Y7u/hB4PfhSuGu269Z2SjIjaAFIlVYQgtwoqdd5aGsOtK75wktMdg2Jh59hkZbpbNQhx9TPC57xmp7rmqWk5C1BlWkVBgoL6itk6EroV5ywpyGgLy/tl28Jy6ypDI6VCOuKhYlsZv+DMoQ9W2pZewZdUVsfFGR+U2nV1JV6d9VPVrevyx+u/0c6bbuXVL08UG3/BPwrIDQ1FPAj0vMHg0ykAXhikNraQwbduWz5BXX33a9yYK359w6EtSu8OGhmFEKrwDcqGg1aqCVKnI50f3AckHDDwjI5/T9HpGaqG4icDoTwTDYTUzEBmSlm7MN73WOr9VLuQZmXYsHVGQk57TbVcinU7i93CiBPGhrcD69XW5jxHK6SqEiFTUJl0ESN+3jCrupSf42QzQ2QUqlevHc/98Etq/aCEolwfp8LrxoMX3JM8tXX24laqw1Spo1ZPNq4K7oQlx+LP4vp54XBb88RdymuSz02QzwbMaLkoSZ1vCtP0CNi32E9obKFSkoSHNqi+7blARWqcI0cSKaQQ541xVONEFli6VeZw3bIi+0/ECBK1UBfbzTKpr3NEJDA2BMpkgLYIxyUUjgCBNQjbqGSk6O6O5pDMqbF0/E7r6tOvCX+WJRxIB8l3WC3vtLlbFFxIbkSBG1ntAhtLmJBXd1GI2UbKgrIvX6HcqJ0NyGxax8Z8rs34he6wgx4isWoTRnriWXd+vmBlQOV04IytBHAmj04voZ17n6GvVc3vePNDWLfCefAL09NPNxzRt14TJRHOKyhQc8fM0WyscpediY8XgOLYl/60L6iXZXZ4n57DrnpeOBmnzC+gFn8AzksLFOeOekYAUNuNpA+JhuGHSUlbo/lHbqvqZTRxrVCqwYlF63+bzModmYbTBQpQsnCNTRQxG72Vs8S5oqxl4lk8Gjh19XFRatroCL8KYPKEuXMU+l/PTcSVuFx+LgfFFBsXHQn2eLEb6sBg5q4iKkQQEoRXhgcG2o/nWXEf+Vg/4StAAALr9j+03Q3mhCRWm7eeM1AVsQp6RvidEyPOENigxsq9P/u15UU/Azi4p+JkmaGvMMzIt9DTsoTQOcYB0eIT2jNQC3267BxspgZGKxSBnYHw/+rOeHj9ssq7Nm1X1ae1ZpwmJkWmrPUF+y3rPyECMPER+/vCDQSetQ9EtSx5X718bsuueT/RurDtu2CMmmwP65tS1PUJPt+9JqvHulF6R4siXRkLvxHwpRvoTVtMIjJXYJLBejIxdr1AIFumVwtCKpS9gW6HKekIVYHDc+rDN0ZHkCaMnjQJ/gh5awSXXhTswAJHJtFQggVwX3gP3B0J4Euo8E8VIfQ0WLZYeFJ5X51lcR6PVV9uS74XOyeiHoUQNUSqVAiNucHPUS7VWBUByzNb3M/5+JiXjFgJ+hd0ktKemKav71k0Gt2wBbdjQ+Nw1paKavGTTDRUv1H+GSPN8mjJcV/b1zQwsbSzO9DBtveIdRy9yNfPa0ZP2XC7wikvDceT3/raT5E0wGYQmrHWeyuOEbAu0dq3MKRdbCKByqW4S7U/u/dAtdd8y6n2s1uRkT/d/nZ2ggYHkBZKEZ1JksrKAjUqpoX9HrltXnZscRxYjiu87LdE/0JZXKfVvBPr76xe94tvpxZZQ7qy6/mF0BBjcDBrYFBTaaDXHmxny6PFzlDXwxGk7/19MsGrnN7rIVDOaharqcdk06xekrFj+OjMkBNRC1abnzZfevZHxj6ITeF1gqNHEPXYNRC4HWrgoSNuj2zCZedoAP52AjsxIRYeDhhd0XE+O13rsSnrutWek2r4tnNY8IyGM5HB2beP5VW9FEMobH3MNQz7TKkohUVAeHZX5bHWkRkdHU0FLL9QJw4xU9Cbblv1YNle/gF2r1AuLaiEmVQRUXqREBO/ef8F78P+i10TbW773pZqTxMPzUxDZLMSixXLuYdWap2pIWnCIL2QkCaitpoHQ9yW8CKXvrUr9QeEiKH67vOiCWCNvUyDqGakrdAMRMdIvhqYL2ISEZX38RDtdyL6wTvDyPbxDzjBEyeHRWtCs1aT42NEhnVkqlfSFKF2MpjAqoxXC1yCtbw7XP5gM4vvVhc78nJtajMTk2Zlh7/hsTvaNSc+ins+HUxwIozXv/ThegvjLOmQEFiNnE5HOUA3eQv07bFg4TnSFWoe+eTJRf7hTo0cfBvX3t9eOUjRMW2gvwGIxGEy1sKXEmYjnkj7e3HlBiEnYe7CrSwp+phkUsFmiqjWniJGRCdm4qmWpEEBHrnbSOhkWJnbbI9hGD2zaM9Ky6lYHSXtL5vJ+fiyKGUGR8NnwpCosTKr9eP/8B9z/960gTCEcYqOTlusQtj2UGLn//nJyMzQUeKHqBMq2DV3dGADEHnvK6sGuC6xZk359MqH8Srrjz2X93HlpISHCMKVni865VCqB/vF32aRX/Ud0Y+UZiZGRYEKncxnF9x+/pjEx0jcq/Jw09StkBATvScgzgEwTtHWLb1D670y8GqNpqmT6gZcGhat+b+qHs6E/uTpzuB1E8P76F7ifOEuGpXzz68nbOXbw7g5urhO5Sb9DfX0yvxjQQqi2SF3hplpNDt668Iw2HOMJ8AsFf3WX4uHzqlIsDBHK+xcbxZPuTxPPSDh2kLsmUy9G+sV3ks4rnjZhbEwt7DQwVEKe23VMtxipPd8boY3FceQEmyqIKJp7MIR/3Zt6RiqvC53HqdH2OleVToS+PVXUJjUZB+TfLVUOtxrntqvW5Bikq7GGr50ObdOYZrDwEn4XgWCiVy5Hvcp6e2U/nuBd2DDvXDi3HyBzBm9YF4iTtiVDcx+4D/TQg9GxQAsdaWKJEE29SKgwCmxYDzKM+hzWcXzv8cAzLX7NaetW2fZNm2R6iKTcX2mEPXpcJaYneRKPd1KqJ9hqsa4lb2Hy5GCa4BlJlUoQ6eAfw02fxwnpDSTH40ywCKSxrehvtY3guZFq0yKbleP4+nV+SLz/LOhDha4RVSrB+BnGrfd0Eh0d9WGtetFzsrCsusiMRExThVwHKXGksFMLnhO/ynuoz1CFHhKFoaZta1GMzJjJuXm1t74vRir7IilMW4Q8Yf1CS4GgTLYN2rghErouDAPU3Q1a93x6mghVwAdAtL9RlbSRyymPydDcqlarXzjLZOTzliZOO8qL9N9Pwfv2JfC+cTHc/34/vN/erM5d+N64AEIpmdqI8lLtQKN2aJLeRZXiwX/3k0JdtejdDPX+UFiMVGO0Lzgn9cFEgBVyYGkWpq0XFj0PQkfEZLMQYaFPezJXK0EKA1+MTPAQ9c9VOdjE3+9wSgtPeiNSozBtz5WL8/mOIB1ZrZZe5V0JvrRlS1AAUjOBYdrtRIRQrRYdb/S983NuhhbhJluMNE35Xtbq02PJ7dTcLz6vaOW5VfjXxnMR8ajRugsrkj4tiZGvf/3r8fjjjwMAbr75ZgzHVpWZ7YB4RxkO0wbqPSOtuBipOtvCiPwsnw886P7xt9abEfaM0yKkFun8nJFeYIBXVCcR7iz0xL63F+hV3pEhQ1CYpiyU0tPjG/9iv/3k8VPFlZAHgudGw4JbQQgp9qj8Ur532u6BZ6QIn2dWFTCJhyVpYyeflyuUQL3YO7DJ/yeNjMi/dWiJRnmKer/5Nehf94AeuF9+rg0lleeFKhVAhX1r4VTk8hAHLJP7fUiFausB07bkOWpBuacXYm9ZKdz7xc/SB30jbKCpe5nNQeiJa4PwNTF3nu8BSQ/cJ5/NXXcDXrRvdMM5fUFuuNGRYIXWMGQFdiDw5IyT4LFCQDBRdtx6g8rMBOJh2DNg7lyZCF8LnpWynKjHjYZsVt4nPxwo5z/HVBgFrVkDo6+neWXDZ5+Bd+VK/z5icLMMUak7x1hOSNWnB9/LY4veXv/Za1bEpqFXR1iA0CGXRNIoV7k2SVcnjFfS1hOIakVO0jo6QmJkfBXcjRoyQGiSmSZGhlY9TdNPIeBTqySHhJVLoKeeDIQMzwO2bpXhdzFDhQqFYBElVcBr4Fk6FejcVs0mkNpYbCHv4rQRDr9JopW2K7Eiktg+Df185bIqFcF2JEa6HnxD2KgXvOIQEWj16sZe1zpVRSw/J+nIi7B3TiYTjHU6lDAmRlK5FM0DmclI8z2pT9IRCUn4C3Dq/mj7Rr93tiwMQBCyqEh4LFDiWloyfwqnd0n5ntavlxPn+fOBYjFd0ABA2pvbCAk/YS/ySlkuQC5YKIt7lYqte0UCqjCbG5p8p3hGhorytUVkgk0tTSjJdaUZahj179DQVtDza2Ihhm668KxT9PgF+qKLJ3qBLNjeDMb3eLXpOXOBkdEg6iZtwcayQKufCyJ2wjQSTjVxsXyCIdeNLHI2pKsLmL8g5EGpnQOC0G1fhNUCXvj9pdbuud82PZ4nCeJx0nLz6gru+pnQFdL9lAFh4VdGMPmL1Trvq27zyIh8/+PFrnr7ZH+0MSVaQgtjiC1kl8vSIzWbDaJfdJqEWi25oJDdQAS0pNcqheYAqFbh3fJb+W8dARAO0/a8umKFzRCZbL1TShLawzRMyHOWdD2CeKirabRWxV57FIY1B52CwbaDheF4P+V5UU/ARp6RnZ2gjRuDfj8pRBuI5owEpPCu39mERQcf7WATtwH1cxtOE5YSph1+psLPEnleYvEaAEEu2sHN9bZwSh/qe/u3mgfZcUBPrWo5pRFqtXpxT3tGRqqyJxewoVpt2xdt1LsqDCPoyxI9I7XTTqy9bXix03PPgjb1wy/05MNh2nFaEiPXrl2LrSrc9dOf/jTWrUsYdJmZTzxnpIwPhV+ZTOPEvIIcN3iPRpX33dy5EAceJHeVZISlETaKdB48nUuxVpMiil6JBQLviaQV0Z5eP1Sbwl6BAERHp+xYtRj5ov3lFyp5ex3hCVl4otYqhunnHCLPA1SIZ1KYNnSYdrgAikZ16iKfh6EKszi/uckv/kLValS40yuGsfNHqSQH6q3ye/17HV7sr5LryeW8eRA67B2hUO1HHlLnZwS5mCgkRvb2wjjpZDmgP/E43K9+JdHw9Sf3jh2E5+Vywf1TCcK9v/0V7iVfTTWeacN6ub8DltV5gwjDDMKfhobUCr5aSVbXTBe78dHVWeNh2oBatdOekQkGczYTTFRCK34il5MFe55fKz1XNm4EeQkV7zJZeZ46HCiXl5UXN6yX+XqsGozQPUmD+jfKf+y5V/A+jyWcT1yMfOKx5O97emWoNlrwjEwJtyEiNbnLSDHYsqSRLYwgfARQq7tWINRqz0iVMgCVKrDLLnLRIU0g0qFycaOhkWdbOKwqkwlCMjS1WvLk0LZlm6qhRZJqNRBLw4nw+zcGKS3iHjp+O0VUBJ1qlDBBzUS6cCL5GeoZ2SwkrRWvHSqXo79v5hnpKM/IcI7l7YGwZ6SZaR4yNzoqF8HS0n8AyntWGvmRa51UBEZHBuhrGO4fwwVu4jm4enplCoW4F1qjUM+wAKe3DYuRWgDs6pJiQHh8berl1cSrtFaTE+k5c5Q3S62+UNjQ1iBsXKXE8ce2eMjj6Ki0iTo65D63bGk9XyQQKrYXSpvRyBOn3YWHyAS7xb5CT4xVaHckD/bQEFAsRdP02DbqBJBwu6tVuU9dJC4sIsY9dMNVmquVIJckpPgdTe2QMDkWAjS8FejfGCych2nkMaUxDRmePwn9B20ZBD38ELB2TZCjvQHCMCJ2IEBBep66Qg6h9ztsH7Xj0dQgDUIdZijfaRi/MnbonfHz3MfCtLUnlgo7F9peclVuvU39INOsyxcvhJAphfr7ZVqZGBTzyCcImet8/TpQRAgUfnix/4yGaeCR6OfGNgx/0Vrnd0dxTIXSxzwj9QLwOCAl+DXEo/pXUfe3urhMXNABfBGqqVedji5K8Iz0z0t780Z+50bnjI3EyL45oOIYaGRECnxpYqTOGan3RQiuD3nplzlkt1K1GnjH6+dTi/ja6Sdt4QuIOsnMmSvHwzR0MSPfKzJooP+spNFqKLIuMpdgP3jr19XPH2q1urBn3zMyfO4CiYIorX5Ops/YFmLe8ZSWakr1x1Ev9vY8I1EuycjDNCcd1iJ9Wlou2WeffXDeeefhRS96EYgIn//859GTUt1VCIEf/ehHE9pIZoKo6y3VQFKXMzI6GJITyr+iJ9dz5wFLlsjvN4VW6ZqhxZvOzmDy0dUViCjlimyT7tyq1aD6VZzeXgirJt/nhJyD5Nj+52Jf6RmJQgFUrUB0dEY3NkNJl70GK+9paCPYI2BwUHZkHR3AwkXBNkp0pVIJhs4BEh/s9Xnm8zBf+zrgof+D8/jjcL9+EcwvXFQvOirPSP/8VcEXuK4UDPVqX6joTzjMVHu66HyRGnHQcvn9U6vkhFEPmHoSpyZUoqcXYu99YH76f+B+9SsyfOSXN8A89bS6S0RCQLhuNGdkXoU+qAmg97ubZf7Jxx6FOOLIun34Xpw7Lan/DpDeJ0NbQUNDELvuqgqf5P0wbbHnCwIvUQBi191Bg4PJOTYNE1StQviTtnoxETVLiquOGxUx5s6Tq9dPPC5zaep8lmG6ugBvPkQ+5Bk5Mgxa9SSoowMi/Ow0QoWxid13B23dIg3V0RE/BN4nXgjpicfgV7gFQPpZ6emBmDtPvldNPSPNZIPVseWfTBYwHflcG2rCqSqtkuuqAjWBEEFrVstz2f8A0No1KiRGfZfmGem6dUZcU882taouAGU8qz6voyNYzU/qAlxPCahVubhQqcrV5+zc+lXTWi04fqMQnka5VicbvWKe4AFFpZL0qujtleehQ6KmIGekzj8o9tyrda8OHZLWyDOyWdurgVhBAEQzz8jwc7cdiZG+Nxog38kG1cDJ82R11VIJIpcHuQkLK0DwjACIFBXQ18kMeZ1lMkEKhth1E+EF0ti9FF1doGJBFjDbb//Aa9xO94yU3h6BGEm6SJF+FsIenR2dwOgIyHHkc6cS/adaA6ZcaEn93rJUP9gbeEYVi5G+nbZskX3/ogWoqzwbXrhR25IuiNfVLW2jFkSmOmwH2vsksVCfDh3eMijfqb45rYWChyfYrtPaZMtRi1SGmpgqcYq0cFuryoUtvXgdDhmua7fqg72wGBny0NULZAo/93Ol7Pf/dWhBNclriQgYGZVjifKuj/RXKZ5O0TaHPSPb82BrBq1bJxd6Fyxs2ztOIoKQ/tBzIm05Le7r1AIZ6Oq4LVvPKSlwEtGLy44TLOAC8L1x/cUVI2hz/PoLIxD0wv2F40obdGhrkGYiTmentL8tK3As0IyN1Xko01hBimhhWzVjyvy5m/rls7gwuh+hU2clCR76fDJZf/EeS3cGnnhcPrsjw7LtFLKRbLtx/9UIQvNFKp1iIYzf37qAUF5vuWz9Nv5zlVaABUH6jbBnpG6TFpqTvNUcR84lNQ3ESCEEaMFCYKuKZEqqpA0EofuhlFdUq8lr63rpF9lQNhN5Mh/plkGI+Qv8OXUgiGvvwJQd5Tsiz5jo7EzeTqNSoVAuBxFflGmweEcIvdvN0A4qSWLe2BhodB3Q1QXR0yPHKseudxrQgnX4XU0rYKMipcTSnVtrXwJ1haOSCiABco4CEb2tSd77jXBcuaDW1R3rh5I9P2czLXlGfv3rX8eRRx4JESrJTkSJf7yZnNx+NqM9IcP/B+C7Q4c9ehLDtNX2alAQc+dB6DyMm/rrk/OmoT3edPEaKINQ/1/liUItdPx4CLKmtzcIp0jK1zM8ItudyQA77RQY7YMJ3pGG6Yck6AGQiOB+46twLvyMFDYbofKkgDzfew+77hYJ7xJ6FUsNdhQWXaFWPvWqXC4PkcthzoUXQCxdCmzZAu+XPwsqaevf6OrI2jhZvDgYZHQ7II3S0K+CnEA63CPeuS9dKg0+xwE2bw4GTOXiHl89FPu8EMbHzpL7/POddTkY5RcUeLwAELkshBbMdE5HbRDo84nvQq+KLV6c+L3QeSOHh3wjhexQaoA994z+YLfd5N9Jz0/GVIKSmxyql80qT7lKneekMAwZStfZCbFkaTT3jN5GiGgBnkwGtHARaKclEPPmp4YGxvFXWucv9A1pSsqrpsXGPfaU78TQEBBeSNCr7b0hz8hmYqSetMbffz3hz2SCXE+WCtUM5y3ViwmA9EpTz414wd7ys5ARGYSQxD0j3MCoi9PIM1ITLuqgv1PJxOtW7kktjIQ8I6VNrCfTSvAgUonQXf93iTm7THN6w3vdUIGmOENbg/5BX/d2quRuC5WqXExpR6hV3iapYUtoQUi1najQ0dAz0vGfOwLaWzGfbsI5Fg35DKaO4cND0hth/nwV4pxyT1wn+oyH8yUleUbqBQDHrpvP+tczmyCgLFgkC9msez5ocytFMLS3R62CSM67kEcnOjtkf+6H5jbxEGlWCdmxo2GSHR2ymnKkqEqQh5viURkhDyKqlKVgEhJCRE9vy+OERl5bxz9v/3PHhvu9q+B++xL5/64uGWb26CPBuJy0P9sKwvT0onXcQ6sRrhvKCRwKJyyVgEpFtjcsJthOeg68cK5g7dmoxUR/gSzhmapW5bOYVOBFpxtIWpgwTbmQOX9+orDeUrEDNR5OdM5IslUutJ6ecQqRkNMDXbQwfM0jiw3aIz06BrZEUoqVNPSiYXysiodjR6J4Qh6TgArT9iJpHUidA/VvlGGvuWRxLOxFGTm8pa5z2MYzDTnPmDcv+n5mMvK5Xv0cqLcv+b4QJT83bmgMVk4Joq8vyCk+PCzPzxdn0dwDrhFaOG1AZFFLE7bvtMgUj1bQzhhN06aofj1SwMYKcvzrxe342Os40ZRRTXJGilwO1N0t56HaBo05XIlYmDYyZvDvJFFWE0pbQpWKdLAhCvolBbnBOOT86pdy3hlqt5g3r65NDclmpM3f11fvoe008kZOEeeS0DUAkp5XIun1v2a1SuWgPGXDCw96cVtrDGHPyCSveteTBXmSnJNapVKOjQEpnpE6r2wYPR63oHf4KVzyHXKhIPQe+nMVFiR9WhqhXvjCF+Kyyy4DAOy33374/Oc/j4MPPnhSG8ZMMHU5I9XfQsh/hztzJ0GMVNW0yfeMnAss3kn+vlqVYlK4QmBaM3SIQ3w1v6dHDtLlEtCRj+YqKRUDA0cLQJCGuHbPj4dpAwgqIWphZ/FiYM1q0OBgNHwa8ItYkDZiDAPo3wh68AH5/caNQehoEoYJnQA5MURbnyMQCI6GIb009fcjI4EI1yENG6OvD5nTTof9lS+BHnoIYpfdovvUg3QhME6ou1uuSoXESGwekF5+HR3AgkWBAaHEhrinoTAMKVCuXQPauF4KoqSSRntesHoYFtMOfrG8Rs+vBd15O8QbT4pdI1UNMewZqQvYFApyoNZidZKnK5Hvot/QMxJSoBNmRuXxDJ6dyIpaVxfE/AXyVUjyjDTVRDNtQqHzfpZLiQZXmlHbiPH8xk9FsGAB0NenPIUTxFxtZM1fAOrsBFY9Cfr3KnlvgUCQ7ekNVSYfrt9PmPDKZniA1wVgMqpatW0FxmMoSTaFPQr0s9zVFfQlSUZHXCBIuT+NPNt09XMg5okFBPnUtHgVNto8KchTuSztpVIpmOxorwvAvybkOPJVS5uUt5mDZsLRIXYJ15BqteBd9WLhl5NNIyM3jWbXURW3SJua+aJs5H439oz0vU6EkCvutgV67jmIPfaUfe1MJRwaGQ5jTsg/SCMj0nzo6gLKW+R96eyq2y7iGRn2kErKTWiGxMik/FVCvRfZ+v5QmCZo/jy52LZwoQyf1N51KRAAoW2cWg2R8NtQdWaRycp2l0pyv83ENJXnl2wLIqGtsKyoZ1Jnp+yHK5VAVKzV/j977x13yVGdCT/V3Te+eXLUCAUQIgiEAhgEmGDLGGNwBK/Bu84RmwV2YR1wwGFtr8HgwOI1rDMYY0S2ARmbJEAoICFpRnFGmjzvvOHme7u76vvj1Kmqru6+974zI+P9mPP7jTRzb9/u6u4Kp57znOfY+08T9+gsg2gwJCB4QkGzyUZFx0QUmrYpmUL+yR9BffELdMiJE7QuzC9QAHRtrZypv7wM1WpR9gnPDYHIAoHjjPuix3xXnTat+dUa1Po6xB7t+8RjgGfBjHgnm4ODJ1y4wMuKUQqmgq4PDimlIHi9KcqY2bIVhnGddvLsyilActqY6vWnMn3K/UQbjqg9RWN1WgsCK1ni3pcQULGeS1mXMNAFbDYSlHGYsBMtjGC0ed1XyO/XrfadjiwYmUnTdtZoA1IKqFaLskAm7GHIp/DWpEGfxuZmByiam4dK4nwGVqVKwYiZGVu4s+AapeCI1P2afbW5eSrceOoU1NoqhAjsPgQortg9rVUqk6tQFxQOs/5UTM+YgWrXuNL9JNArJpkl5TEjldLvIYyK9SfjJEv0mHQfsGSRSWnaxicNIx2M1uBxqWak807abRhZED+oy/tsAMknPwGsrkId2G8kszZqolqD2rvPguHuXDxuXhIBrQ/TXCRNrG/vm5TELj1xAmppifYU/jwSCOt7uIQPIXJAtdGX7fUo4+9M/avBwJPqKPELi1jtZfudIuN3PDtLoH7Na68rNXDeNl5Ne//+/QaIfOCBB3D77bfj0KFD57xh5+3RMJX/u9B/d9k5cZytkMtp2oBJCxZLS5QipavuwkvVVuvrlJ7qm1dJ2xhT4ns9mHRgNnch2rbd/n1uHqKggI1pA4ORumgJV6cuTD2t1cjp6vdN1FTdeYc91yTtPEcImzU0/dRnc88MfFUqBnxTSkGdOG6fuxNlDS57vEnhlbfcTB/u3k2/89O05+dt5WkXjAQALb4tKhUjUG5S7AvAPaGvweCqciNIDnBljhcCwYteDACQ//yxPJs0ZIYcV9OuQsw7zEiHfVEILnc6FqwsY0ZuoneN1RViSO3YZVm2C4vZdOmlpTxAnGmv3jCPhoUFjQxTj/vMNCLsj4Kp08yM3GRTjIoKAhkHdtaymp2Is03TnrPnWVsdHwXUOl85p1Lr+oggcBgNGrDltLQ4oflAAyCmaurSJgvkFEW0fSdlOCgOSo/TCBwMMto1CrABEMO+KGD2sKZZW2+U222rd8nFtwwjIHWqLZY4HmXM0n8no+BCSSR8NMpKV7Bzdg6yH9TKCgl7lxmDkRthC7kVTYtsEvBrWDq6X+gNd6m5bQtD2vidPk1jalJ629fb0tTbvBeMYbbhEKhENN+lXtaCa+5Yc591AfvJMANirSHsb4y4wE2Jwy/qDTr/QAcQJ7GrtP6vKRzhsoFlmmV0hhGUZuqPrdIN0Jre7VAWRpHFccbtEtWaZkLqdZ/bwQW0/HcQ6meeaBZ5GQN8IxbpvupcS/7Fuy0QCWSDc80msaRLGG+q1zP3Y9IMuW9Nw6JmkM/VVlOKxlGtRn86Hap0zKl+ZWm9BtCUNk2b51aXrZ+9Awq0FjXVne+kzAHeQgha45gNVpQuOg3Q5lQEViunrV93NjYa2oDgmRqvoT6jKQgtQzrxxv1GdEb5/UwBmNnCOT4zUq/TRnYitGuvP16YOZg6wYtAGDkoUVaZ2DU/QNYfAGmSYeSLet1mQrnWbEItLtnCjUX3KUoKijnau4r9/bl5CAZQV5l95bDufOBlIxZGJEM0julaAiQbQDXhrKICzchkzJoDaCb4Gu19XGYka4GzTniR/mSSZPef0xZwAqxkU1maNs917Ncy4zoomZeDALTHHtksKo+pqAA9zwS0Jqxp/519+zO0DCvXZ0aWBe+icPqMlHF+ms5KVDNNChz2ejpI5Gn28pyeWdcK0ph1qrkaDvOa0VOa4vb6bSi4X8WEBNc4GD+NX8rBOCEgtm6zWYDnrdDOaPf8kY98BNdddx1e/OIX4xWveAWuv/56XHfddbjhhhvOcfPO27kzbzPMqTR6sGWAIx6w7r+lLnpimJEE6jCo4epGqqNHkL76pyD/5O35Zmjavx8VFDMWFPKdcuOYhSGxv9gyadpFzEhawAzLi9v6wP25Q0W1atOldNRI3fFVe8A0VYV5kTmsi6w4lbQBWM1IBr7CyGpitlvZ4jqOUySqVYjHX07/2H8PffZYrYHpp2nPL1jQ83AWjPQroWaZhtvhm9i1h447yudR9r9cedlPZXjGM4m5sboK9cWbsifkaog88VcqVtew1bKgGlAMpnHK6NJSYdozfaffNb/7et2ea2GBNrHaqRCLmwyYWphWzulTg4G5d98UNIOsyOH69zLTzzdbpimnvTuWARs1uyaz6eHv5+aAJfoecTzekTOp057DGjupl5wGbZiRDOL2qC8wG5QZnps2O45fFoxUKAAY19ezGlLm4DFpgsOs4DxEYAsrmRQjmf89O5FDnUY8HFj2lsvsYX0nduTLGEIcaf166Q3yWCyKbI+GlELr6K4xu/Csrd8b71AmOh14YgERx1SB8+japBTCRL9z7hcFYuVqZQXy/vvoHy6jj+fyY8doA/gftcgPW5LYzVPZJp9tODTPRAmUVlhVo5HdmAYuS1gWzo8UAIgz5zcWRTQex1SKNr+fJtUz0EUOTEEyhxmZZjeGaNSB9RYB9UlC/syfvSO7PmkTQQAVRVAnTxQGFFSvmxXsh57DGLTiuUazRDPPELCpy7wOnS0QCVjGv9anVO021Cf/Wd+7LtLgzvnNpmajlBQv6rRtmj/PjwziTZWmrUE+A0YmNIY6XWpPvUZBqX7fPq9xmpHcBgaeeCzqrI5cWju3tejRumuITEunl4yMjWvTgpFKQOnxok6cKJWp2ZANKYh6VuA1y3L4adqulmnqBIFEfs4ca+MkVsrMn6dYD4/BFa4EXzSfuSw1N6379HK5VmTm9yKfpt3vk571FCaEgHAkqgotLAGDOMAZBJlMKCwRGKlWVzJa2UrKPPCyEeMstHEVtd2glm/JmDXFmdfKTB09CtXtQlWrlsTCxgBYFBb6oDmpsY2k9Zo0bQ9M1ixXkyIcRfYe0/KgleD5pd/XLELd1ox0D/9fQa6umjlLLZfLY2zY3MDQOC3bIJyu0jlAmohJkiUvGdO8+9k5qFYb6tSp/Dot9PziF1oSyPt+rLvZaBIb38UIiiSVimwwyO45gHKppDTJA8w8t0zjl7qyCkXGgYPzBuAMwMh/+Zd/wetf/3pccskl+K3f+i28853vxJvf/GZcdNFFeOMb34h//dd/fRSaed7O2vw+76RTGUo9G6dYshWlaTNYYcBIy3JRX72dHOtbb8lH+MrStGf0At3v5VklfM16PeMwiLk5SlMACje2yknTBoDgyqvo8698uZC1qYSgqFisNZqcasO+dp669wBtUBjA0ewS1etZUNFL0zbAncuMTGISNT5xwmx+AOQitFxQxvz7cbo6+KpmrjkaMuzs+FXO1eHsv7G2ZlPEthakYDH7UjMjua9ktC3nsgu2qFQgnvdC+p1TKAaAqYboMiMNGNnvk6g3WwG4bPQiy1K0AZum7UZStWNvIlMMWLoaLEUbrSg0rJVSh4udqq+TqTi2G5dNmy3TtCDN3QLIczYy74KRugK3mJsjsJedZh5/RWbSFjy24qBvF2FmjehUdrNx6/XI6WEwj9/Zpk02la7f9zb5KnMtFY9oPPkpEGxFFfmkpH7oOumVyM5NiU4dVQVOh1R2M7++RulZVQ+MZCckTe28WsZ8DHWk9eultTzUVVJ9rTOl2fIMIvMzF8HG2Ipl5gK1BUYpz/HG0rTLAAW2AjAyoz3kbvb4eN/JjmOgTUAVpfo7gN5IFxHwxeL9e+t0JmpxPermbp6Mxlf+fZBsiVNJNwzLU95ccXpX6L1MDF/LlBRumOdmgW3bx4MU/HsDLoxxZ8NAF8yJLRPZVPv2NpL1Bq1HJ44TG/HfPg316Rsh3/VOc0jmGczN03svAteL2J0CjiREnAMjM2AZS1rIlOanIk3DjRoznmLN5mHfZmkJuPAx9HeHGSnCkFgiBVImKo6JGcap0dBB60CAK6SarI+yeUOzTzOawN0ObRprdcriSBILRo4reMLsdACmCIJJ0x4Vb/2Y5Vf0bF1mJIOmJaaAAu26aTX7FJT2O5kFerZ2TsBrodcnHzB0C9dl9GeDjc3ZjkTCNFb4jLmCu24DF6wqfIYMAEhl54vZWahmczpWZBDkz9tuFQdDz9TcYpqu6XlUCOFkucxBLDnMSDqAnklZxe5pbUxlb2NJAWCj28ASSYVZRRlZirypVosq1C8sQrD/WanYfsa+idEgl9l+N+xn292fnhmJ0jRt7WMazciI5o21tfGgE0DPo6/XOmZ1Sunsy5X5vzzt7F1WziEYqceZYlCvjMnpFU0be0qW7SoCz7U/JoKACDLtVn4eYdaon9UiAg05eABqKulcvW52PTp1iqpWT7I+9YuMHFZZxkyRfIxhRk7hr0u9hxjXL86naRvbMBj5p3/6p7j++uvx7ne/Gy972ctw3XXX4bu/+7vxF3/xF7j++uvxv//3/3402nneztZ8fQK/kpc7kSdeNMwdqE4BGwCZIjbm1Pfdq8+TAA8+kG0Gb8L86GDDgpH+Yq9cMNLVS5qbswVAxjIjNZvy0seSxs9gAHXbrfnjazW6P5kCDz2YFab3wEj5/vdBffpGy/5jUEanQhPQ5UXWmLHIi12FUtHUXXdCHTpE98aTugeuiCc9Ofvvxz6W/pKm5Jg4aRsG6OW0V2Y9+mAkMw23bDFp25lr7CZmJI4eoUWBNwuDge1LBako4jEXAYAtfsHGTENe6CoVeu+cpvuQ7SuqCExjFmdJijYAW8BmZcUuZMwS1ACccd6WlmwqRqdgI+kWNilbUCoVAq9LW/QoG7/jSoWcJ78gkGttB0BmZiSnIyplF3d2wvQYV+PASNbl8jea3Y4BGU203kllV9CbJafgSCbdnJmRUmbnIj/1uq/1mor0Y4o2DoB10l2mR0T6SEq3UzEbxAeVZGr6hWq3AJlanbEMM1I7mxqQUWUbWQPmfr2YkSO6dz+yzNF+jvwrSZuKQOTf9RmYETQvs6F+Fxt4LtT+6ZmRKk2pQAdv7Pi9MeuqiEmpNMOBNxbch6KQ1q4wzPdRv50nT5x1+tVZm7N5MhWFy3TK3NSqSqV4rgQIjHWBXAYNyhz3KKKARDzKMd1EEE6uFsoyJ9MwI8PIat8liQ406bRYj40oogiqWoE8sJ/0rnSQQt12K+SdX4X88AeR/ugPQX74g3R8rQY1HEGdXiagmXWs05TAfn9tDRxAN9Eb01SDkUmSmZcMQBfHGUmLszKudN3v0RzJEjRbt0Gw7+Cz4es1qOVTefbncEjvj9+BmUMc0GfQJ8ZwQb/JbYwFzS/q1CkoEdiCmVwoZjAY/655DoYDeBgwsWBzyb/RUgR5c5jgXGinzFgT27WxhSKcq4SauTsa0fM8F8WwOp18FeONmgaVc/6N1jJVUpKv5q6BaTq97IhMC8GqUhMiv6YrWDaua0kCKWWWqOBWNmbN6HpjbNp0xoIsUKh4XJZl6pyBCQ5s+ZYSyK6SxBbYmps3WWqZoLHWtoY3n2y4HTIdD0yVMQK5sNc45iNQujaoo0dIt7DZtCDrpk12/ktjm2njF74C7FzPtgFmZFmattH/1NJBIgihGk3a7w4HYwMVzJo2WSameJg/TgSk6xucI2akAgzb0oCgpQQLWh+mKqg10s+1qL+6Y3JujrLf/GN4vvevJWCCIMYY3KtW6XiXLTsaFmfT+U3qdfOFJEVQLJVUxPplGYppmZHj1qrzQGTGNgxG3nvvvXjZy15W+N3LXvYy7N+//6wbdd4eJXM1KvzF22dC+pqRUlIaCQNprFOyg1hq6oQDRj5wn/37Aa8/sJPra0ZyepCuNpYxZm/V6pb5BRAQNqaatmHHaYBKBAHENz2TvvvC5+j/x45ZZ7NWJwc9lVD33K3vc5GO8zQj1fGj9H8GKXXqKaeriz1ZViS1Vy9u/T6J5EcVqLl5qJlZiF27aLFjANSPtO7Za595FJFmIgOBa6sWvHPTtLUxqzJbUduChaXFYHbsoIm03yfQi1Pv+B3W66Qb6pnQfQInjmcneC6UYHQxq7RhmNfs1gcftMcWpClxJXGxbTIz0uh/ArayNAN1Wghf7N5DDByANLu86J4B6r1K2RmLNLt1Iw71uTRTSXuzfpY6TbuoABAD9rOzDjNSO3r9nnUcdb8SpkrjWunlM8+Ir5MkxJZx+obSxWAyqZpKUdon26oTPHDBxb4zH/hpwr0elHQAzQfuR/qX74b88hcL02wBGHZUhjHALGXjwAsUVYMlUFEYRzqzkeKNjlQ2TZs1JotSPgAnxejfnxlp2hVF+XtljU8GJLnKr9beO2vTAGepaaB6Q8DnFGBBxulkXTHD8NEpg9xHi8BITrcych762GqVwPWFxSwbq8jiUbEm2L+TGVag62gzE9Y3Zu4Z0LVSriPmBm3cfuJrMrJFVACgsNrqNBZVNNtxGjBSA3CDId1rENmKtQUFUcTiEsTOXVBLmzK+kHz7H0L+3V/T3HXvAfuD2VmqkHvbLRRc5AyAIo3CKLTrPAP9DLL4adpsnOJ3tuASX5/X4SAwgVaxZavNUPHTIhtNCmb5DKPRUKdM6rlCKvKV+n2bLs3awP45gVyKrVKKAmSnTtr1GqBA8bFjUHd9jXzEqARg4eCO29845bFM/zPUYGQRM5LPZ86jwdEiLeMwysiKWKB1im1WGNBYGGpN7XFatVOYSlN6V2cLXjMz0jdm7PZ6RATgwMFG0vMBu66AnleRvEz2uiFy1etlnrnJ841633uR/uSPQH7wA3rPw2nnarr3krt+kA2OFqV9nq2FJWAQB+Z4ryMEMDvjpGmTL2fkEor8nA2aAsYzI8uCrFGoferR+DW5iI3PslWsfe/u4/g5x4nNbnEKIgL6/oejLGi8Ac3IcmZkXjpILCxAVWsEGo7RjFc8LsLIsshLwCjJPj0A5ejon50Jez2Wrih7LSyjNI3vxZk1Rf6M0tcF7b3V/EJeh5MDoTl/QtggA5srryBEpl+qOCaS0aQ2F0k6udXfXSvwJ5l1PZW/rpz2lh5zHpBk2/BsvLS0hLUSceXV1VVUz+WkfN7OqSl3g6QUzGzkbzC9SmS0SQOwrsGMKDITtWVGHteO5DpwymofqgOkcSg/fSPk5z9rHFLhpWkbHZVeL+/IFDEjo4j+rYEs9Hr5gil60RYL8+aj4JueRe267Vakf/I2pK99NeS7/w99yUVslIS6i1K0xXOfR9+dOmk2sSqObcRKLxaZ1FMg60izuRMxP4eZmWx6yLCEGSkEBFew37qNJkV2QtbWshoyPhj5RP27ldO2mjksuFeW9iyiimFVqqOHabFNErshKRLo1u2DELRou6BYGMFUXwNsei4DY27BnXY7pwFimJYF+pamzSx4r88BwLAEGYALvvflCP77/4B45nW0yWKntGCzREV7pNVM6/UyzxAVzbj5ehWvcStpAzYVXd+zvOtOAuYAx8myzEgD9DNrslazKQwMfo9jRgLIMatHw+k2zp64vilgs2kTsbX4PbobPy+lQnU6xEhpt5G86ReR/vIbof7pY5B/+9flKWOJBtjcDS3rIxkHOgKKCtiwUDmzstx7dJmRLM7O6dpany1nJrX765Dqz4BpFCFX+ZZTQ5nRKnX7xTmSJTAVy/NmtK6AjYF20zAj3WftskeA/AahqLiQ0gLqvS6xAfS4F1EFYs9eiErFEaMvsVRmN0r9XrZa6KNtBgByNu9AMQvVHyslOmKKNxQukCulZYIUOd2cBnimxb+iiMbjJLYcYDccAy374IrWjymIIiqVLADnsPuUm8o8Nwe1bRvU3BxteLpd3bfiPCDkVGE1WllCaI3WPAtfCUGbaVfSosQKiwbmnkVkpRfCEIplZbZts7rWfko2+0Z+0Jc3gHqDppZPQf7P30T6e7+dTRcdDmxQ0DXpBDnYer18MZG5OahKBNVoADt3leszcwDBVJB107TzoDP9JizXJw2cTa/enMoPfxDpj/wQ5O23ZY+NsmCkW3BkomlNUzXQ4O4YAEgNh+OLfwEaJJ7cX0qv4QJJRXMZF7NaX6N7ZtYYpzFOu0Y4zDr5V/8X6U/9WAbkz7GVKhWSNXJlLnSRiML7OPIIoBTke/8W8k//SJ9Pjf3NWAu8FNbBAEiSwqD8GRvLpng+gWqt60raTlA5CJ00be0/QY+7Mo3UjZgQUCUFywzoWTKmSvWA7cmL+5Zhr2vfkLPxlhxmZBKbYl6GPc6+nk4Pz4whj+CiZFqoAQzA0YycDEYCtOdSW7eV74cAHZQZWSDM6JHzHjwwc2EmTfv06em0ECea48saibaSfsH7vGmyUnjeLALPPdkcMTNjMxn5M1fj1x2PvJ/O+F4O05A1oNl47RzjL6rRiBjFvhxDWVEaLqxWZBtgRo6tJXAeizS24VnqGc94Bt7+9rfj6NGjmc+PHDmCP/7jP8Yzn/nMc9a483auzQMjhfP3TAEbTzOSReLZEV1cslHIrVtpwA6HxNBjcX896ap7D0Dtvwfyz94B+cdvs8VjfM1IJ03bF3jmIhvCBSNn56gNzRm72PnOLi/aXHEboArXey+gTebnPkvn11oTIggIUO12Af1Z8M3Ppx8OBvb+T500k2RmQRMCaqgXvYIUMxGG9vMC/SUAtohGLe9Eiquvpf9ffDH9f9FxQvhe5xfyQO/uPQCnqruA3yRmJGCK2ODIEevo82LsL9b8m2rVVDCHm6rNC4+m9LMDJxhQ9vVBfHDQFNsZw4x026U3jpYZuUi/bzYRXPFUiDCkPsTHlxXUkCktfjJF+qZfRPq6n7fMCGbnfJ2L1xhGqFNNWyUJ5P/6Xcg//AMCLVkz0knTxnBI92KK2zjv1IDd44ESAmwdx2WoN1Mu06QSZdddrqzuBq98WYUi509YtppSisDUWp30Xe+71zoPGqQsZkYSG8l1EkSkU/LjkWbJRMUMD948Vao0hp32ZzTPmBHJDlQJa8+kyH49dEcZaKrwvbpR6MSCc+xocsXbc8HiLKoc7H/HwNe0JicwIxkccdOVuBqm/n2GwVcEFLPjvLam2a5FLtT4NO2cDMraWk7f91G1Ii0jUZJ+r4FoM1aYQexvUBlwd9O09bMrZaQZMDI9M2ZkRWsQDwea0ToZjDQaoaGdRzLp5UWmA4zihd9KwRrWb/Z0hkUQQlRrNO67XZ2+LDNVdgE4VVhpw0caiyEVa5AqD8wyaOkwwIss/bu/RvojPwT10IOlxwDaD+G5TTjMyDFp2kIIqFqVikq4waB+n/qEZlmr48fo7wyW8fhJU0rT88czt8N9/utruWIiIghJ67heL3zPan0N6uBD5MO5oDhfAygHI+t1SrMtYpC57GjNipc3fZ6CEvffmz02ov5o7tEwkKZhRmomGcsUFaUN8r0+8jDU4UcMO1kpBbWykgUDhqNiIHwKU2mK9L/9V6RvfB25ZEmSH5+R1mVcX9cZn/64n26NUM47YXkntZ+ykuSttyD9sf8CefOX7A/m5qHaLdpXcJDABy34MyAb9PncZ6Buubm4z01rGoQ1zPDh4JzjCSIMcxIlajCgNWdmxma4sN/M+4BuVwcjFD3/OC5MgZc3fR7Jq3/KymmNs6hiU8JzJ5LloC4zSP1Cga4FBSn3AI1Th41vmZFL1t/iOgaZ9qT2OzcDC8gxuuV7/w7pz/0k5FezAYWMXJHP4mPAPY5zwJuoVsevP0Lo4ECF5nuu/s2PLtA+QxBkwcgkKZYgOxPjx8UgcpmrpOsfTNJ+NYVmq9XigPqkgoJsRpfXAyPdqvAATKE5EeR1LVljfFyxpYGWdPL15cuK0ozTCJ5WM/JcFJz7BrENz8b/9b/+VwyHQ1x//fV41atehde+9rV41atehW/7tm9Dv9/Ha1/72kejneftXJgP9rgDxdXS8gd1HNPg40nR0W0UUYWYcACxI3WKtrjmWopA9HpI/+wd9lwMTjnsPTXoQ3G0ot+3gB4bL0a1GsQljwUuezyCF34rXScIbHscdolKU6fIyjxcC657Dv2FFzaXvVepECiiFKURb91mF3vttGe0EB0avVKKJjugEIyk+9YLXFHKElDKjASA4GlXI/yVX0fwqv9CH+giQurIYfu7AmYklpaM/qNiTUv3PsYwDW0Rm8OWKcSbMy/K5RoDhu6zylWcrHrMSN+c96JGQwu8bRvTXsBWyGZw0RSwmS8+3ryTooramokXBsC99xKYu75O4CwIxFJJUqI39eibKdK0aQv9n++R9Vq1vqd6+OFM+omoN2yEcG3NPisXuJ+WGekzCEdDilq7ztnSJjtPANSXBn3D3MgU4mHdT6PR48wHLsA40JIO9boFki++hP7f75HTV5TuFhdv9JRS5OAMB5YJVuSgBAFpqPV6xYVzWHtQwDo5/nybvfBEx+9RsUQzmkyattMGDUQqBqmYbVRQTRRAscbrOEuJEVa44eb0smp1g2Ckw/YvMjeNHgC0cLpxov13YFg+tm9zmj4GOg21MAgxKU3bzzxIgK7VSlaaffmoGafku8BtEBRf03smhsngMxC44JMPSrDeYdFGjcFIVQDYTWMh/V65GsZlxqnJo6FmVtBmWTGTeRwzU693wfUvQvhn/xfBK/4TfV5WXbpSoQBOHBcDFSFXYdX9XMGy6lxAl40Lx42/Q6jbbyPA9Y6vTjhSm9TMSM5k2bLV+g5F/snCIvlibupgu0XriAagjBYm9yVJgW4FaHkDL11S6fHIfbFSybMip7D0934H6f/4b5TtoZQBFpVbsTQp7oeiWoXYXlIsiaVpAGL69gfAoYP0b//9u0xfYGPMyDCgvri+btMkCxhRanWVdMm5mjBA7NQHH8j4dhgOz5wV11qnwO+xY1oTNM6PDwYsut2sr+tqMk5jriyB9vNZ6kjd/CWg1yUAUZsIAmDbdgJf79fEBlmwjjATmvvhzp32GmcDRrKOon43qtU6Nzqu/jV8MKjdpnmo0XSK12hfbWbGtmFtLctILujS6rP/Biwv24yZcca69kXzq3mOY+Rn/MBA5hib8q7abXsNP73czWziPUOtBmy2RTeVG0yLNavPZYn7zEhmNXvSVRlWclkBGyDHjpzKmBmplGVG8pwjKANLiACpz9g8VxW13SCsW33et2nTtDk1vlK1mUB8KaVo2p0GjONggh8cBbJ4s26/ECIv1zAa5dmwvvX7GUknY6w56gOMJXqoalKw2fxeTvZLzqdpG9vwbLx161Z84AMfwCtf+UoMBgN87Wtfw2AwwCtf+Up84AMfwG4NXpy3/4DmOjfK27i5adpJkqFAK9Y14orNnBagjTUC1fFjgGZGisdeRsAhQFXR/EGtnV4Vx8CpU1aonAtSuMYb3VodolZD9Cu/juBl322/1+BFpoIyO4ou843be/23IfiF1yL8xTfRB27kqdG0G2tmaOqCKUYf8rgDRq6sQJmJSRCQAVixY990W1TZRkZPsKKAGQkA4rLH28I4XGDkk/9M/969h4AZF4ys14lpyoCty/7bADNSHXWYkRwpHZeWUABGAnptMWna2oHyU9qZGee+F94wNRq5Ct65NnO7mO3H8gLzC8U/GPdOWA8lCDIR+kx19V27c4D3v5v5adrVmtVfvcupBn//vXb8m/6zSP9fW3MqbTtjxU/lLjMRQDmgX1EVTxEEWScgDOg4di7dion8frVuZKZybRBYgNHoqFWtJAMD1Qx6K5lPcykrDhDoNsVO2qYPKqUJIAJ6zvsuLE7PSqVmfOj0ZwYkS5w/NaHgyaNmXGQn4pR0517jxDqJrCEcCPrjFbtRgwHUw4c2ViGaNSOLUpBiB4zcSJp2CftU3XuAtJeMXhg75RR5NyCcBkiNMQs0w4xMqV8Oh5rRV7TREqWbcZPa5rBrqHDF0DrX62tQ9917jtKzCqxoM+IVZjCW5AG1zBxuzqmdebf4DwPcJWCkYRKfoUMuWLt1CsDaaD0xC5PlHpgBXAJMKCntRrbZJAa1E7wq3KTXG7R2lQUcWb8y1n5WGFggS7PwM8ab9jHsUSWlWc/VI4fGPgtAv0NmAus0bbF1q81YKWi7CEOoWh3q8GGoWFfjHgxtKrBOgwcADIeQDFBrYEGpgmwHqdNmuZjI5i0UAN6AqXbbFEpUJ08Au3bZNUQ54z0uYzKPMSGARLPcoYCHHrD91S/I41cf5t9MmaaNRINn9TqK0gZVkhArcjgyTFQAdFy/Bxx8yGjMqeFgY4VhXHPf0XCAoiIoJijR62aLUZpiWFPOXRqsUmlq/AxOQWdw1ddrF0FAPkyvR89Epkj/5O1If/PX7XjURTgMg5sD3qOR6RNnBNQ6+oSKZZkeNTDS8alWTkMFuqATSzJpn1MIYQO4TMiQOjBQAAQqzo5ywesyiyo09xTNsewflGlGcnGuskCTLtSj1teIxML9zk8vZ5Z2s+nMNV7Awi3AliT5gNlwaNiMajQ0GWLKD47wHiAMc0URRVSx77pIM5ab8vAhpO/4o6z0ShDQOsIVwXnd4WcndL8SwmpG8p74XOlGGs1IPS+VAIWGNDIpTZufc7VqA/CZa023rtNa5IHaAnnfwJ1T3AJaeqwYzeWy63C2lG8mo8kZbwYgLXpGKjc3F19QFmtlZ445D0aynRGdZ/PmzXj9619/rtty3h5t85mRrmU0I4vStKUFBRezYCR27ATu+CrUPXdBaadQXHIppVffdSf9+5ueBbTWoe68g/7NDszaGsSmTVAMSvR62YiW2+6iirkAxNImmtDcyZ+BrJmZXCRERBWIa55utf8GA6jRiCLkzSYUg2M6dVxs3UY6NicLmJFSUoGPzZuBes1u0kqYkWJmltpaBkaWVNMee996Ext89/fSBs1N02bg2ABubft/vv8xTEPBwYUjR2iB5uqBzjkLf7d9B7Xt+HHvC0eDSb9zMb9gl625OXqWK6ehWutWSYD1LbeVMBhcc4oaZSoPloCRYnau/J2EVPFViQDqKzZCD8dBFlEENRpCHT4MPOaise1TSkF9/KPABfsQPPFJ4+9jCstUoGabnwf6fcg7HYYMF5JyNSEXFqla7PqaBaldgJnB7kl6dq7+GkD9o6gYgGvNJtxK2qa68NIm+/x4DPmakVJX69QReyEEJI/3zZsdOYAhpd95YIMajYod6DCi55CmQETpNMIHlRILeBW9ZwUBIXW6dyWyQOS44ipqSufmXBuDb8xycdeEVFeIZ6DZMCMdxhs/U5lmGUETTLGTKQvS6wCroxdFJkV8KuacH2ADbbzSX/tl4MLHIHzTbwBu6g/fhwablFsdGyhkRrIIvUoT6htFjDoBqCQthgL4OXOfiLTm7Ghk29Hr0ZwVx3l9o3NhRSBJFObXXehgod/Pw4gAILdoBPdzlxnJQPwYdozSVZfPPJlJmPNMdQ5m3LhVqksZrqCAB/dRlpLhome8+fHfUaMOLC+T7mJBvxUsAZEk9O6D0OhfqiAAKgUstMFgvAbv6qrVWX3k4UlPgSxNgVGH2iAEsHkLMKM36WWBhYV54MRJqGPHSMMtHgGNBZoruUAQW0ybVcX3CNCavnOXPYYZOGeRzpZJl+73CDRwTSrLgN0oAOXqiUkFdd999js/TT8MNfjqaEyOAbozFoZQqdZ5rNfzQRCAAnanl4GtW4hBycw5DWyoMATuu4/6bLt95tka7n2NhlBRpXz8Jkn2eYuSlMcy40BFa92OM60/b8CyUyfzv+MiUGlKvv4D99N6tb5GfksYaHBCB/fn5+n7UYycPt1GzNUnTLQm7FkUiCkywWxeLsgyHBKjk/VcTbFKJwC+tAScPAG1ugqxtEQAzaCfa5saDExgXx2ZAoys6jTtYUGRHj0mygGeFJCifN7SASF19Ghm/kJC0hXG9+dgdLNp2+CDTi4zkv0QvxBqv097locftmu6f4yTol3ox9fr1GfHMCPl3/wV1J1fhWzOIOQstjCESmLanwUB+RoyzaZpsyYtp2nv3gMcfsT6xmdjQkClki6nMHEMKABiUrZOqn0+R6YjexI1VZY2HeszlYVtJ5v2+wWgdVV1MFHBsJXVaFR4SaUUzZkF+2oTWEk9P29ckatp/PUxRYoA/Ywnn+Ubxs4gNHTe/v9hdqLIsQsSL8LggZHCAyPF4y+n83zus7qoQxXYewHE4y4zxwTf+TKI7/wu+6OZGZqclSRn3qRp9/LV8thKwEijbcdpvHAW7HGMtWbTbhZcFp7DhABg0ksNG85j+5kiNotLdpEra6tJgxrPjJyqOp+TLo8L9kFc83RqhxOpFlxJ3LAF9XUZ3FtcJC3OMtulwcjWOtRokAX3xjEUTZX1AmYkOwumgI0DEm7eYiumu6mfhsU5IUXbaZdqty3IFgT59HU2ozFZ8E4qOg376JGMU6w8B1n+1V8g/aU3QN36lbFNU3fcDvnXfwH5zj+dfB/+b9dWkb7vPdlCAL7OImBZAI4mkNFydQBk4TAfjS6k4+Da7yeAkY7+mtFLm8AWENUaxOYttn3ManZAVVGWpq03apkUKaOHOW/H7SihzbLvcA6cNGzXKpFlgvD3RRUtx2mAcWr2KLaFYVJ2dEpcjzK9vkfbdPVoZjvmCtgIobV5BjZlxdddBDTgFE+fas7pi74mkGmXBkJ547ehYgjZj9Tdd9G9nTyRT9NWGhTltc5lxAIwBZDcd8NV0R3GdM7c1E7f+Nlx0Q+ANvyjkZEnUa2WTY98NMzoBbpp2hRoyrExHSDJ2NwscOyoZdgAMMWQ+HkYUEJaILvIAnFm6ZJskd6UTMHCMKl8YegELOJsu31jVk6lYoM4tbr1G3x2HIiFqVJJYFzZPMiM49GQ7oHlPooAs9Bh1ZTdm1vQ5OjRfDE/3ziwyCycpU0QlQrEBBkZEYRQC/ME/hw5bMFdZsO5gaORrlzO822jbrSMbcPlGAbKdJapau5XzeX5ioMAG2ZGOuxoJTPAZ1EmhXJlaPjepgG+Qh1kG43Id3RSgY0NSf4EFU+jjTe9mzZDpSnkvQcoG2mKgHaRZYoXDYaFzEgAUEGYD7oHATBJpoJ/zwBGEFgJHoD8jVMnbR9cWcn3Zw6gpUl2fWfghplo/AzZp+SAy5kyktwUVmbwn2MwkszxCdotAr/4WRdp4bv68SLQcjPDfNtcNuSpkxMLXomoAi5AlTNeywo1I50AZxmjW8s+4cQJmhNiC0ZmzGFGCt4z+Mx8IWw2ny5uk5Md0XNTRlPXAxVVWSVtNvZJS8BI1e9D3XMX/f22WyxTd3EJ2KYz0Li4j6tJqLNjVJwYySRxyaV0Hi4wdjbG8yBQvP4X2TTMSKUouOYH1DlNe1q4zW9PUQEbdz4MHeYts0y1LFyhDYf0/ksyDgF4GTDj+3ah1mnRPY0zV0LkvJ0HI7+hzNO+UocPU3Vgnw4dJ9nJnunQrOnmgmAAxDVPR/DDP2YXy4supuIgj78c4tnPRfDyH6BKo4+/HOL6F0E8+7mkT7S2RtH45gwxmACa5MvAyBKWCANuWHMcGl/kueh3QtgF3QV4NHWfQT2h07QNM5LZfqxL5Gh6mChewwKCGeNFbhIYOQ0z0gGFg+/+PpvW4IJufIwHuE2qpG2u0WjYTVBvQIuxvkcxJk3bpH77wK3bz3hz5zAWxebN9p25mpG8adpidWJKzS1gw312bq48LcdjjWbuozkD7NkD3HoLfcBOuZc6xGwUtf+esU1TfJ7lUxurFAxAfvADUB94P+S7/4zOlSRGTwcOGGkKAmUE7XW/csF5DVqq9TWKFgNGWxSA7Tv9/ngNO5cZySyvacB01wyo6jA8WaPHT9PmSpGdtp03jI7SnJmHRKKLCfjvdTgo3kCw453qVE7PGTKVgSdtnDk1lfvKJM1IjpT/exsXzxD51DpiMwVam2ekGaFBHtADYFIxpwVUGfhUJZvWWLNXXIdzqvMiBxSzhjF6PXqVfpo2QOsbFy9y54giZiRrRjaaUHFcXCmxRFfT/J43s5z+qe9XdbrUjvX1bLrnuTZV0I+d9MOMDYc54F7UG1AzswRI8Tqi9ZHM83AZZSVafQBo3nIDKRu1SsXINkwcQwwARpHeLMtcsYSccRqfs55nip6VZThUq/Tbko04BYBHFgDnCrqyoBAP63mOq4zsgpFpSnp/4yyMCABn8GarXlc5kDNGckE0Z6Dm5gmQzrBjk7yOl5QW0K7XaS53N4zMjp6myEuZuYU4/M0op2mfqU4gg2ucBugCGWXv3lTfllOnAwuuTq2UrnaeZ0aqThuIonwapQ4qCSEglpYgduwEdu3OVwMeY6rVsiCxC0THMVUvb+b9WbFtW56YwMUopgkgLS/TM6zVMkQCAFC33er8Q+V180wasJOKDdiU1iDM3gf7RLp/TkyfLLHMszdg5DlO02bT655aXyemIPcjlstyyQBuscFAWE1Rb17LBJCUmjxPAJnsq4wVaQ9rM88pScv1eIOACgAJUJ9nZvdgkB2nvN9ojGFGcnAFsGx+H0DtMxj5QO4zY0WFHF1jCSQ/wK1N3XmHBVNPnKCgAJCVKWLZDTdbhtO0ec9TrVKxVSCr0Xum5ga8laSXOqnY3yR/joPZgH3XbCaFf4pxJkReNqaogE0GjAycjJzUgpFljFX2wcsY3r5U0rj2lxXG9M85DeP/fJq2sfNg5DeSuQP7/vsgf/e3IP/sHflJJ4lNxWMA1mEvqaIshEDwgm9B+HtvgfjOlyF85X+mz6MI4U/+DIKXvMwcF77qvyD8yZ+hfycJxI6dxDjgRabft4uIB3aV6jD6eimAo6syhr0HGCdFuczInrcBcZiRKkmMxhIu1ZqY7mJhwMgSMHGMPqFiEAMYH8Fh27cP2L4d4qlXQlx1tf28KE3bL9JycgNMQ/1b0evS8SZNe8yz5dTvTicL8rkLClfTdpmRmzYbwMyA34DRE/Kd3yJjLR102sUpLf7xfB8M7PnfRxXIr3yZ/v5Nz6K2+alDDGbrKuxFppSCut1xsk9tLOLJlejVzV8mxunqKkw6q9vPywoCAZkNii1Qswb18EH6bN+F9uBmMyuMXmZBaIvCjIZax3FjDrotxOMAE4YZ6YGRqbSpQ3qcZArw6HGr+qTnlGFMs5ZQEfjA1Zt50+o7ZJOEvwEAukJkokEGBkDUGBAzCB894Gmc6XszYIK7PoxGFiQZDmHSaHzdRcABdaZL0zbpXSVp2hYIdQCtqc5bwIzkIgdK6Q1VQZo263ONsoUazHPxC/sIQeNo7wXF7RBBOYDKQCBf10T16zRf9Xp0/xtIewdoEz51EaEiAIgBEL/dw2FxqvHsLFQUUVVfpegZOe/SPDtmgJQAMiKKiFlxphZGQDyCvPGTSH/4leODQfpYRMyMTC1gNokZ6YMxk7SfGw36rozNKAQFLjVgIFhrr2iKqDfoz5jnlGFGgoJj6uQJpO/8k1x2AgBTSEFokEcwGOkwI8uqOQMUqFVLS5bJHoYEBrubwXhk+3EYEsvKLSoCEBtIyg1XjFXHj0GdOAGVpmZdBGCK69mGBrQpNJvRjTIjhQYGE9KldFm+JRrTBqjYcDVV/f6LCmcpBbQ7xk9WgMOMTDbEr1Gnl5H+7m9B3q0ZXKdOIf3Zn4D8wz+gA1wQr98bnzlTZlJCdTrUD4vm+MEA6tBBqGqV/H8v+0Lddkv2356/ldGAHRYwI8PQ9sVKhYAsgCqWM1B2psbAy8jTNjzHZtig7VY2uFvg0wp3D8TM/ALWZgaMBKZL1Y6iwkD9JH9IAYBMiwN2AFCt0nhdXAKi0EpDDLwK3O4cXAZGuj4Ur1lFadoA1EMP2c987Uc9pkVZFlWRdJBjuX7rgupsYaAlLFKYCV/7mrznEUubiKgD2IDR2ZipWA1YPccxc1NZQTvXHD1pmo9cxru+xlTTn8hnBBQVsMmAkVHWd5OSiAmjUTFrcQxwbtpb6OuXgJFFhTF9KyvcZ645+RTfSHYejPxGMpfM4laG9jc9RZqRwEQ9Q7FpM8Lv/wGIx1w0uS0ctavrlCee5NPUAgseA3NimnaRZuSEwiKigIXnb0AMM3L5FAFIaUoODtPoXTBSL1IucKqGQ6gTpIMzNg3KXWCnYUbWGwj/4O0IXveGrL6Js5AaJ8XbPCkGl/j7ccbFhnSbjWMyN1v2C3JgGexi9gz9mv4XBHYT6oBnYvMWC06674Tb6/eJImNwsW2ZkaKseA0AXPgYatntt2VTyLjFnY6poBl867fRh8unsimN+jpqDBiJI4czAKQ6eaL8WL8NaWqBTqUgP/aRbIqdu+i54O7SUlYTNKMJuUinO/yIBfIdgEUIYd/huFRtN3VJi+uXOqBlxsxItz9yFLqIGdnVmnrMFnLZAjyX9PsETLbW7QbRZT76Zqr7araPENn+ME1BgiDQWlaSdKuEMIynUhDTqSr572nKTTN2Cz0ANNeHgZMOp1OKCiPWTsraVBeW2T++cXpZUMLWKzqlqd5on7HqdTNpaaLf81idyjqhrOHk91u/GINTYbFUG5bbXWTMfuL7YuZnswEMBpBra1TlOQw31CfU8vL0gI60TCpjYWCBUT7nuLEC0BrF7L40zfvWThGps0rFHmeVCjAYUuqdlJA3fb782CikDRYXsEmlecZl71KVgZF+cM8z0WwCW7aWV4WOIgqojCvwwOeqViG2bh2vlczZGhr8VI88DPm3fwX1r5+G/MiH8uecmQH2XmBBni3ax5nR9+mDhoXtqlEhL8CCAW7a5yimOSa1shcKyB4jJdS/fArpT/4o5C3jJU7Y1GiE9JffiPQNr4W65SvZdvoFKViLjRnJrnbwsWMT01Rdhq/SDExx2ePpu17XFMUwxlXRATvWp7UwhGg0ioMgw6HWQHZAKaMZ6YAaU5j854+Tr/PxjwAAMcWSBOpBHex0gad+MQNsrGkAV62u0Lj0WI1KKQpitNatLjX7MnyMBkqNeZkoxpIkw1IzKa1hYP14VwaKpQPOQq2NQTbEo0cNTxBaBkSxzIzz3s3+yNeMBMiPM6zEghRyBiM5q+toFpwstEoVaFOxLpWmUA89SPMo+0Nl89IEIF5UKpQxV9GFYXp63Axs5gppgzvkEA7u+GtjQKnpSikCp8PIzgt6flX9Ps1Hhx8xP1M+k473ZSVgpNnX9fJgpJLSgI/iaVfRZx44adrKaz+DYzrjRDEhYmkJYouWMTrXzEgNzI0F0bnA2zhLrC+UZ1LyyJhinPEcnUnTBvwCNsoJBGUYyqx9Xq1YHVffJhIJvPazb1pYKX46ZqSRoCi14mD8N6p93cFIKSXe9ra34brrrsMVV1yBH/7hH8ahQ2M29I59+MMfxuMe9zgcPjzFhHresh2fga9+P7+JTJIsMJbEJKarJ6dSB3sjJiUtEmFAA7Zas5ORBkaEz/AqTdPWC7HLgCpasIusKCW4721ANumiGEkCtf9u+mz7Dlv1McOM1I6Rq6XT69Hk2e+NT+9yneopK/QJIXKbFFGt2t/rZyP8604D0rH5OpdtHT0cx4wECnUjRajb5d7f3Kx995stM9LdXJtFegzrL3M+aKd6Cu1Q8eQrCJhrtYojmQzEzcwA+y40fYH7qRoO7QZkfd221bPcuTUYmf79e5D+zV+Ov6cjh2lMcoW9f/s00r/9K/puczbN0X2nYu8FtggRUMygZGbJtu2Ulu+aA/TLf/wHyE99It82ZhnpojFnsrwazUjnXkxbCjQjVa+XTRE0Wj9zNqWs16cAxmBg02/GpGUKIcjhNh8E2bmRRa7HOdkMRnKkV28KlJJQy8vFFZI5Uv7vbcx+ZNMgHemeJeTQR5qBwoBSUZq2dm7H6eioeGSBXQYGnGtmrN8HwshWW56qcqEGSJ1Xox54IHtMt4ucdpJhuQwLmVO59J2JzFjQMyoDZnXVacXXZZ3AegMqHhEYyUD4aAqHl40ZftNY0XGmMIPT7kQ7+mVpdtWK1SYrSEkiID42wPyjYpUoowubAzFcqzeogJcQBmRSXF23zDSgITzZldx6WmBFqa3GTFq2MxcJccZ7E2ZGiic+mf59z91GEqQsQCbcStoccK3V7RgYk6qdM71BU24Bm0SDky6g7bOspDJsrUz65DhbX6exPBxCvuOPst/5YCSPX48ZqQ4+hPS1r4b847dPuC893yUp1MGDdMqnPs1+7weVw4gKIur5aCOlmcIdO+za7ac9Dgd5+RMucDIabUhzk8eIkRfi/7da1G73nsZUDS49v9JtO71M6/Shg1mW1XBIvs/Cgl2/ORjKPj7PQ/rfuUwUOGws99yOZqTx4+t1K+dijj0bEECz2MoK4Z0LC7UfMSiQvTGBV8enZVB3bQWuXq8POCm9VxZcPHGqIjZVmmNHIyoKubxM86KcLEMw9VOOKqSJOuDq7Xq+4HRmgPZUzAz218ZGncgHK6fpmXFGB2D93EEfeOThrD/ha0YaMLIsTbtuz+Xbgw/QvqrRQPDyH6TzHdifLwZmtLAdX1KnabMevNhkmZFYW5tOo3CcuWzgogCwb0FQ7sNoU67/KES2jQqYOk2bg7e5AjYeWBfH2WAzz5EcCGUyQZFcy4QK4gh84kFB9ohpWmAzwcZZnEy+//NgpLENz6T9fh9vectb8JKXvAQvfOEL8fznPz/z5wUveMGGzvcnf/IneM973oM3v/nNeO973wshBH7sx34Mown6P0eOHMGv/dqvbbT539jmD2yAnBx/IxzHFJFz/i0qFUfP8ByBkUIzb4KQfClmQjH4M4EZqUYjSgNhJliva52eVsGCXWScElyQpm00I8OQwFgA8h/eS59t32GAE1cz0ixSLqgzGpGz0O3ainhFjArn+Z516ocGEA3TzGdyMEjnsuhKLMfmNLoqc5RuUwIWGN1It6I29ytH/0oEoQGFxeYtNnW+ME17cXJ7HWakOceY+xRhCPGsZ9M1P/Pp3Pc21XuB+gI7Cewge+Bj2eZPcoq2TqNXJ6mStbrh/VAf/XCOHZA5J2tVPe4yYnKORqSVVashcAtDAdl73XuBLUIEFBew0fOC2Lcvd10+Rn3m05D/8F7Id/1ZJi0OgGZVSdqMtttnJuiu7z3DjDRi4c4Gk5kqIyvOrtzqhhlmZA8iIHaiKfqTsM5TCRuJgQq+1rTRUr99Rp+GgCn1pS9CvvF1UAUsJY6Ul42jR83ikQGJMqCbC0KZStvKS9N2AbqU2j6GZaQOHrTjhYEB/uMe56R1GkuncJ6lzDEjwXqRfO5eDxkGKN+TTHWhhgKQ2k/fmUYHaJxmpNTpS0FomYhpSpusVEINBiTSH0V5YGWcsabdNFYAAJs0YTfiP4EZadJuGcgt8KsJ7CMQSK2chvzC54sB+TM0EYR0Pl47jxwuDQaJRgNCs8StplkyHjDijWRJmvY4MHKshZF997rPiaUlhJunyFTwTElpAlvi6mvpw3sP2M0kp9IX/ZaZ+jpNWwjhBB83AEaGAaWtjpzA0XBEfc0N/lSqQMdJAVfS+mzTPksXzORAFQeVC9K0TQExh7HP6fzKYUkVWqDnuzSx4NaWLXaN8dNXKxWrJ8hFus7AckGQwTCbccBp8UCplELheXs94KBOU9VBdJPZk6b0zjNp2hsHIyE0qNPpANu2kY/jFk7hOd4F2HQwUjz2suypGDQrZEbqtdUBhjKakYYZWXdArBH1wTMs7kPn1sBLr/coFa+BZRrrgnpcsZzS9R1JGm2igBnpz2tqNLTzhC52ORUzslqlsTwckD+9vkb+Z1mBD7bmTHk2m28VDST1etQP+bnyOxRCg8rFBWxEtQYVCNJuTxOoQNg1gf3cfh+K+z5LWfmgYtl8z1YkHaRN6uKV4oqnEAFg124Cyu64I3sgs/Jdhq4Q5EPxPmdpE/myTNrwNFU3bBnNSB10lmn5nmMKMJLS6bW/FYZZ/4/n92liJJw95PrVQmhA081K8QFLWM1IwAavi4K4k9igru49kAeL/WOnCZJPZEaeN9c2/KR+8zd/E+985zuxtLSEK6+8Etdcc03mz9VXXz35JNpGoxHe9a534ed+7ufwnOc8B5dddhne8pa34MSJE/jkJz9Z+jspJV7/+tfjCU94wkab/41tRWDkYABIb9JxnXvADu4NFFeZaFKzJfgPYB28spRc/7o8eVSqFiBlIHMKrUAAxZWbfc1IAMEPvor+whHcHTtsNWAdjVVuqmJG31IB9RpEmtpFbhwzslYjfcpxOn0lpmQKdeQwxLd8G8RTrwQuuYS+4M3TUFduZXBmQ8zILjk07ATPzQKnTpRrLWowMqNnxb/1CpwEL/1uiKc/A7jk0lzqvEqcIiRTMSPdNO0sKK36/cJU7ODZz6Xvb7s1v5n1AE1mkSh2kN3iR4ApBuOa6naBA/vp99/8PPrw5EnrHAH5Yj/u7/Vx4jEXIXj5fyLA+mlXIfy9tyC44imZY7PMyH0Qu/faf7tsVv9Z7s2DkSbifvtt5qP0b/4yu7nVgI46epTuYQPC+YDeTPO4cjUjDahoN7iGSTEcWbYD940goPHF49YwIxrAymkLdLmFNnzbvNnqoPkMN3YgJ6W3cPGBMNQR4xE9GwDqQIGmnat/8yibSlPI+++DvOduYo5mmJHa8UsSrfPHhTVSu/EoqpbKDMOSAKJxsvlZctS5SDOSgVAGmjEG2MtcpIAZeX8WjDSBGKeatilkMNK6mDkGnzDPRZk0/Qketgb2CkE3w9DSm4OEitdwv1b9PlCv0f07WmjjovCKQcRpUod0G4oKOCiFbGoWg6VjgA6l37spGuCf0PSlAPIv3gX5R2+F+vKXis81GCD9q/8LpefJqW3X7sxGQt1z98Z+P87YF5jxwUiaRwuDitNYpMFI592LavXM9PlOnzYFs8RTn5r/vt+3OteOKaVMgEBwmjZgN+obASM59dCZA1Q8MuC/2QRWq/Su+DjX1yzSpSuwwkJzT76C/uKDkTzOvIIqRjtv0j0KHVxyGTfVmpU78f24KNLp6qOsJtxGzS8oNuhnx6yrkRd7DPdxp733gJ3nOx0C8tzMnnYrc08M9Kk0nV6TlueR4ZDSWmfnyNfh+Z813pw2s8SSePzlmVOJJz+Fvi9gRiLUhd8KmJEiCGw/rtetBvtwCLF5swXvzsQYeOn3Hz0wMgxpPu/3s3A2g3VANsuFgclej4731kIAVKxGKWB2FuLxTzCfTQqCilBnR/T7wPKy3gMMi9dv93dzc0aXXCUx0j9/J+QtNxcfHEX6fnv0f15zzF6sQe+UwbkiX2NpE3B6RbPl7Ngx77rfh3qQ2Nfi8VpqwZch0POBKGVGFkgHselMDGaniydplvp9B7LHhWE+sK3nKWXAyCVaF7awbuRZpmpnMkLoncm/+gukP/uTxTrLOitoLPsvjm2gMgiyIKBhNZ4hM9LIATnXLwAsVRLT/pD9J6BY3mYScB6GWVIWF1gs8vUiJ5A8zpJ0Mhh5nhhpbMMz6Sc+8Qm85jWvwY//+I+f9cX379+PbreLpz/96eaz+fl5XH755bj55pvx7d/+7YW/e8c73oE4jvGzP/uz+OIXv3jW7fj/s6mHHkT6f/43xJOugMgMbAdg5EFYrdpJ3nXqkpgmJY5C1889MxJCEJBw+rQBFMXCYmasCv+6qaSUZCkJNOGiHtt3QHUmp+cCcNK0HUCpCIx80hVQL3ox1MdIZ0ds32EWCnTalF7gLpB6U6GkhABFutTaml1kxzEjqzVamPxqcNNYTJNk8MJvhXipw5hrNm1Ep9tx0rQnPB/A0YzsQOgUbdL5bEJEFaiyFNO9BIKpO79KlWcrFfuMKhWKyi0uQQQBaTFqPUbFbWq3aUPPYF8YTgS61HBoNwpxbDdhzBZcPkX3o0EvpXVPxJ69wMWXAA/cD/nxjyL4vlfYDRSnTjDIx+n5rLvqgZFFzEj11dvp2e/aDfHEJxET8uQJCJ36BQDq+HHrJPq/18xI8ZiLETz5Cog//8vyKJ/DjBQXXJAFGDJp2tl3X8yMXHLSlgU5jfvvgbrlK7ZoEkckjxyGajbLC02V2fqadUbcAASPIT8KzcVIGCRnpsDsLD0T32FsNol52W4bB6vMLRFuZUzeYLOZNO0JYKRhRgbWSYt1FU8NSmYsDIC+BuGwwSrkG7V2m5hSoWZtcl9xU2J48x6FtBFREkjp3my1VAdo438Pi8FIDAbEqhiN6LlzsROhspFvwLJmXObqtGnagHk3SilbvGZ2joCObo+qkrpp2oCtFqr7oFpbhbrtVipWpXVDhbnPCWA0tyHNpoUa4+emBeJFtUptAiCiCLLdAWYXgTglkE+z59T99wEXXVwMVjHgN23V8XHMRD9NWxVUd/buVQ0GemPiHedU1hVBaNhRav/dwNOfkTuV+sQ/QX38o0gPPoTol6fPehFusQoA6q6vAU//pom/UwD5RGP2KKqgmjYAKuAD2LlnoxaGQD8x7/5szAT7tm0naZvFRQL/w5BkNpaXoR5+2MrKsK2v6dQ3AbiMTF7ve73p2xZo8MSdA+KRAfzNeapVembDAQWQpXLAyCmBXX7ml1xKfbS1DnHFU6E+99l8ARsujuCxqw0jstvJyn34vzaVwlPru9Rq5IecOgnV6WSfEYORcWx8izMynxnZbmelbUKHyTMqGHslpu7xZAxOn84WyFhfzwLselzJt/4vqFtuBvbtQ/BN10G86MW2OnBR20cjqKhCz6ZSsXJQDDr5LCXWjHbByGYTgotEFoGRgU7FdcHI9TWoJNbruM74qNVs4HKSRug0FgR0P3FMjL5Hw8IAGMYUGHcBTwaE63Xa+7C5e6NkBIgwB1AbAH73HmDrFluw7+RJYOfOsc1RQhB7tdMGanWoXpfYiJgOble33gp14yfJb7zyqry0lPYhVbdrJbwApyAo+XR8zSIwUoQh1EyT9oDs5wphCRf9vvHNxWWXk96sn33AzMhJBWwKwEjjp+o9p1jaRG3193pBQGt1BdY/iCrkE2gihNhEvxVLm6COHTPM4TM2LsQFWL9HPwu1/26rg+u2kQPkBYC7kjKTWYMgzL4To+E9Re8QgZ4rPTCSz8HmFg/ja/LexqSLa7/Kv4anP5kzXyNzXJq2K2lTkiWqtN8zmRl5Ho1k2/BMmiQJnvzkJ5+Tix/X6Zs7vYlw27ZtOHbsWNFPcMcdd+Bd73oX/uEf/gEnMoUxzs6i6D8WnTbUgzw8S62l0T+8F+rjH0WgJMKnXIFQ32fKm2ylEAz6kABNtEVgZBwjkglSPZijZh0iPDsXWgkFRCGCagTUIqRRCNFo0tDUoGe4uADXhQybDQTOdRVSqEYNAhJy0yaoE8cRrK0gDAWSFjms0eICglCnaVYiiGZ2kUn5Gu02In3uVC9Q4WwToXO98Af+E0Z33wV18CFEj3ssgrlZpI0G0O8jXFsBKhFSAKjVUKlqZk+SQDVqCJcWIbtbIU4cp+t1uggDZBblNB4hBYGuYRgg0N8FYYAIYzaQ7nOFhKpXIYTy3pFAOjMLtFsIOy2k2vGPlhYnvks1N0tYRK+LsNehe5ydRRQAqhJRHyo4h7rySgw3bQJWVhB86QsIn/NcpGlC91ipIOx3IWYauXeiFhfoGlIiGvSgWuv078VFVCpjWDrtNlVO3rUTaUjppbwBDhfmEYYCslYBZGraK5dPAxAItm8Hnv98JA/cD/WhGyBv+QqiH/4RhE98EuI2gY3B4gL1ke3bkQDA8klEoUDSWqO3w87dI4dMX2Ib3UxBk/CaaxDu2IERQE7gwQftGzp5IvO7QI99AWUK6EQXX0RtH8dW2roZaaUKRCGivXuAJAZva8L5OdunwyrSuTmzuYsuvJDGit68iUoFyaYl0/OCq66G2LMH6Qf+Eerv/hrh1U8jJzIMISEhmjMZcFstn0LyTx9HdP2LILZsgRoNkdxwA8Krr0bgFLmSp05Qn9iyxYwbAEhnmpAAxGCQeS4yDAAZQzRI/y3tUp8Uc/N03MwMEgDBoE//DiuQASBaqxC1OkQY0H2urkLeewDB1dcUAi4qIhYgz5kqBNIAEFEAUcKOUxXtVAdAEAX07wCQI1158NRJhCrJgJ6qEkFBIVQSwlmHztUa4FrabUEJINi2NfO5DAUCoajNQiJVEqISQQQCMhCkefnRDyJ48lOAuVmau3RbpQDNN5AIIHPVkVU8QBoPIWSCMAqgAiANBCCAMBCZe1ZI6drVCoQQkKGAUKl5B2WmUgEpANVtIfmTt9EGtbUOhBGCyy+H/PKXEPS7CEJBGHEUUJ8IBCDo3qVQCCoR4vf/PeSNn0KkUgRXPNVcXylABgAiMXbOVFEAqJSy2r12S0H9V1QiQCYQSkIEAkEoIObnIFSMsFoBalSYJVApMOxDdtsIBj2I2Xz6mEoBKSh1ftJzAgAZCHPNzHmqEZCMzDmkkpAFx2V+U68C/S453ZUw81xkFEIIBRUKIlow6PHg/bn5EQCGuviMWDld+H1pG5RC4jJc7rlrqt/LMIAQivyCkuNVv4cUQDgzkzlnMjdHc1O3s6G2mvPWIqg2MWP4+fJ8v5H1HgCSk+RTBDt3IgoF5AUXQK6tIXjKU4FGA/Jzn0Vw5GFE12SzlmRbr6vzC6jULLAhZ2cgAYT9bsb/GXs/lRBIRpBOhdUwiREGAsrtQ2EEKRTCNIaIAkihEI8sGDnNs0y6HbrfzZtRefUvUMDgwH6MAAie87ldUQBAQghFc1xIusAJ68ynKaJ4mNdKdp9TIBBAItaMm6hRM+8/7HW8ZyQgwwCBTKBUmhsTZea/exkFEHo8qzSFGPaBRs2cS1UiIE1ovoUc24ddSz3WcLCyjNRhXQXdNmSva8tP6OeZMLvr0CHIQ4dQ2XcBwqdeWXgNVQmhBl2IuRmIUFBf70uEoPVNQtEz4nsZDpFoECi68ALjk4hduxDt3E59tNVCGA+yhSGrESAJ+DWjRSmE66sItm1HMhrQGG00EDVq1D9G8RmN1+z9RQAUlEq1P3G24QRrph9wanQ8yrx32WuTrzM/n+3n9RpSzeKNkgQIFUStkmlbrFOywz17UalEkLt2Qx06iOD4EYR7do2/51qVSCkyhZidAYZ9iID2GOPWB7bk1Al6R2urCB8+iOCii3LHyDBAoFIab7xPHfTpfps0/ya1Kr3TpOQ9Li1Czc1CLS+Tj12tIZhp0jmGfeAYBYOjx15K36cpQpkQUQJAqpmR4dxs8dzXbCABIIaD3PXTwQAKQDjToD3orPZf+96cFIRQQhHOxb5EWAEecyGGmhkZbNkMEQrIuTko0N7rbPqtigLyt6IAMqQ5Suj24sTx3LlVhYC+IMz7MACgRgmkkpShFQqoaghAaiWfACoUSENATPCV+FoKCiIzV5LfGYbWP0whdYBczxvVUAPvAqiGeq6pAKNBzg+SASDDsLSvqigkny2kGgzko8L0w8yxeu0OkRY+GwBQiYQUoGyFkmvSHBhkrvFo+Pz/r9iGwchnPetZ+MxnPpNhM56p9XV0oeqlbNZqNaz7qY8Aer0eXve61+F1r3sdLrzwwnMGRgaBwNJSSSTk62zz8xtkGXm2VouQAIhkgrnZOmr6PleFAsONdTlCB0DQaEDyc3cjRkphJkjBMcW5rUvlUdEpTaYDiEYDtU2zkJHEcL6J9uwM3ESzxqZ5JI2GYTjNbFlE5DyPtF9FMNOEGo3Q2bYFw3uAar+DxlwdA60BObtrK8L5BtL2Cjkq3vOMd2zFGgDRaWNOfxcPB0gBNLcsoZo5vgH1lt9HevIkogsuoGO3bUN66BAa/TaC+iI5PM2GOZdsxRD1eVR3bIKsAsPjj2AVANIEsxUgaNrzDyOFGEDYaGBmpgYB2mjNzEzPRJUigRJzENUKAv9e5+eQtluor5/GSIsLz+3eZt6l0kLtopotntPbvIQugGg0QF2OMAIQzs9jbrYGOWxCJUnmvWR++53fge67/wLy4x/FwouvxygCYgBBvYrZbZtpgcz9toHlmRmobhdNOUQ66mEEINq0yTzXIktaqwh2bYNoVrEyPw+5umrSdpo7t6IyU4VcnAWS1FwzbVehIBDNN6C+88Xo9Trof+AGqCOHIf/qL7D4p3+Mdr+LFEBt2xbMzDcw2LcHbQDh6WXMzTfQHXSRAKg88YmIb7sN6vBhzDYrBpRRgwGWdZrz3POfi+iCC7AsBLHF7vqaaX+4fLLw/uqrp9AfDoF6HfOPu2jy2JtvIP7t3wQqFVS2UFT49LatkCdPYfaCXZl3FW/ahLTdhmg0MH/JPoggQHpqGarfR3TBXox2bwfPxHPf812ILr4YK5/6JNSxo6jdfSdq36QZTvMX55rRec8/I/3wh1CtVTD7Iz+Mwb9+GcP3vw/BoQcx9xu/bo4btFbo/e7elbn/0eYFrAMIRgM0R13Et92O2nOeA6nHQ7hAwMwwHSAGEC0tYG6+gf7SPDoAonhox6HYAvTbCBoR0vkGwvkG1v/wfyH+wk2Yf9Mvo1awnknEEEKgutgk0FMOMJqpIlwsXytkpNNWRZ3mnaSJoFlFSyXk/EqJZncd0d69iO/Zj3DPboilWchBB9W5GsKCdehs1wA2laYY9dtQWxdzc0PabSCaqaKyNIM07WPYrCLS95l2ahjd+TV03vseBHd9DXOv+XlU5+umrfHpCuKFGQTNCmpztRx7L147iVFFIKqFqC3NIO3XMZqrAwqoLjQy95yOOhjO1hDpd5v2ZxDWQ1QnrM+yH2A0U8PgKzdh5FTljR53KaJtWzAAUE2GqDdrqMzVES3NIGnVMZqtQYQRgpkq5Bz1i1W9Yal2WqgvNBHOVFFdmoEaRhjOkCSIO2/nnnNVQPX6qM3XcyBH0qsjnqVnJGohgmYFyVxdz0d07AwAVQ0gV1PUZquQaR+jdIBKJFEpeA6yC4yaFYhGZNb3cZas1xDP1nLzbhrPIKjAnCNpVzCaqZXO7QAgxTyxC6sB1Hwz06/SYRPBbA2yX4cIJYZcZObgQczWo8w6kzz8MAY64KJWVzE7Vx9fPdoxNRph6DCY1dGjaCZ9hCy3UGJpt46gWYFMmgVrEFkrHtLcv2kBTeeYwdZNtAYM+mPXpHGWdNYhwiBz7XRlBfFb3grVIu3d5ku/E7XrnjX2PJ2VU0gA1Pbtxex8A4Nv+1Z0jx3D/H96BeI770T3c59FePRIrp0jFeu1fC7zXWthHkMAtXSExpT3puoRJBK0UwsMVYVEs1mBTBuZe0w6NVRrAaKlGcQrNQxHVJVY9DpTPctuPEACoLp5CXObiAGVbF0i36uffR9SjiAqEcK5GkYzdUTzDciVFQwdttKMSErfP0DzX9SsYhgT0DqzaR69pQUMQXNK0/tt0qmh2owg4wrS+fK+VWTs66WDJsIGzXuy28WoKiDm5k3xSBlQwLDajGjs1/NzjW+y18NAp6mGF16I9OBB1FaXETtyQLVRH4mTuh4lI8zO1THQwetw1y6kR4+iNuiW9o102IDq9RFu30TAhKpDDrqozlQQLs3QvDJr55X06CrtLWo1zG3fjHTXLiQHDqC6bx/md2zB8uwsVKeDZq+FaJsd07w+D5DA5Z41em1U5y9ED5L8srkZNDct0Pobj854vJrrigRCAVKNECzNnfVeqMhm5hqQyRAiFBALC+bdDpMBjdmlxdx9LNdrUP0+ZqoCCAMEi7OZ+Xj98CNIAdQvvhDN+QbUhRdgeOggqssncn3YN4l58ms2z9P6nkpE9QjxTH2q/t1ePQ2eoaO778DMU/IZQGmvgWCmBjlj16YhEtoTzc2Sb7cwQ76dTMfvBdYJjBSNOmqL8+gBCE+fQtrrAUJg/kmPB0PwGbri5QABAABJREFUs5EyzynWwafm1k3e3o+sv7RA10/y/Wg0JHBvZvMCKvMNDDYv0hoxGuSOTTo1BM28L8FgZHPndkTzDbQ3LZLvEg8wcxb9VqoRREj+V9KrI56pY13vc4NTJ3LtU1UB1e2hNlc8rxifY34WolqFDBUQj8j/q1Yhq8BopgYx38wyeAtM1QKkiBEuzmTJOe2a8Q9VmmLUrEKJKoI57dOnMxC1gIJRCzMI5huQSROinveD0n4DowKfx9xPkAKpIp8tipAmPQz1elFkabeF6myxvw5QgGXYrIz1FZNODdV58kV9O1c+//9LtmEw8kUvehHe9KY3YWVlBVdccQUaBR31pS996VTnqutNy2g0Mn8HgOFwWHjeN7/5zbjwwgvx8pe/fKPNHmtSKrRaGxCL/3ewMAwwP99Aq9VHOo2Af4mNNCUq7g/RbvXQWyVHY9i1TIL+yhoAitgYdpenq9c5pqfuSgWd7vjiQtOYWu8BqKC32oXqDZD2RsTmcqyfBlD1uqHEd0cKYqVtQB653oWI6sB6F8kcgS6DYyeQnDht2t8NqhCtPmSXoNRgJkuvl5F27tbW0W7Rd8wa7CPEsFWgDbK4FdCfq6VNwKFD6D58BEGi48m1ujmXOt0CNm1G2BpAjRRSUaW00V4P7YOHEeyxen7pKjHU0koF3e4AQbWK2SRBdyQhp+wDar1L9PJ+DBFmQQGpGYi9+7VO4exc5l2qtVWodgdixw4TKQSANKT3Eq+tQ56gfiBnZtFe60L1SBtJrHYKnTL1rOcCf/sepA89hPWbbjaVuGUQoRsrqE4bQa1gQp+bA7pddI+ehDxGQQc5N2+ea+46oyHUKIUIUmDYhpqZtTqEAPpRHYPVDlSPIumBPg/1C2H+je94GSpPuQqj170G6fHjaK33EC9TisSo3oRs9SHnFul5HDuOdquP+KR+JhdeBOzfD/T7aB14EIFOU0+/9EXSKtq6Df2tuyAGCaWJn16GclLT4sNHMvcXhAFmZmrofo00XcSFF04/9vY+BgAw0OeLfvrnIB9+GL1N2yGcayiWMdi7F50OjRG53gHSFGK9B2zbDdTrCC65BIN9F0OkAsHzX4D0hg+g8/4PYPTEp5Q2YfTQQQDA8NgJqFYfyWFiuycnT2XuMz5IKXNy89bM51LqiGi3h7U//CPIr9yMQaIQPP5yShnWxyYnCHBOGzNot/pIA+q7cattx6EMKC0+AdBPIFp9xAdJ27N7136MLr8i137VpQrFwXILIoqgVjpIOwPbVxyTBx+COnYMwZVPI92m4RBBq0/niIG4Z+fbzr0PQhw9idGv/gqCq65C9fVvgOwMEJ5uQQgbeDhXa4C5n/U1pMeXIZYWM30AAI2LlTbC1S7kcguyO8yMkfQUPeNkbR2dzhDBahdBldaSdLkFNUyB9R56p1sQzWy6cPrIcajuCOL0OrorHai1DmRnCEAhXOlABHaekqdbkM4zVv0RsNxCuDpe2031ekjbfaR6fgqe+EQET7kSwdOuQvyZfwMADFfWkXR122e7kGs9yM6AnOXVDlR7gGCmj+TYcX38GtLu0DwXNRhAtvpAAxDJGLbgaAjV6aG30oFoZt+bXG1DdkYQMgRGLSDWc3Wrb8d7d4g0SaHWOuifWoc8cQxqtQ3x8DGEi9vy12u3kbb6ECOF7kpnIoiXnm5D9Ua5fqz6CRCvmXOky+uFx2V+M0wpi6JW04UWnLmlOwJED6ozAFYcvbkkQetr9yC45FLzUfyJG+33oxHax5YpFVrLyWTkE/w2OIFrse9CqEMH0f7SLQifOR7EU70YQBsYjXLjwbRrndbkYVBB6hzDa2Kyvl66Jk0y2e4TiKR/H4QBgpu+iPgrt5hj2r0+Rlc8rewUAIDRIZo/4016/rzyWlSvvBYDAOlJGrejBx/MtTM9SeuabDQz3yVV8r0HK2tIprw3laZQ7R4SZ54btntIVzvAKM6uOYMEvaMnEc5vQbqqJW4ASGe+Hme8Hse1hjleKvI9ZLeLdqsPee8BpP9yI8KXfCfE/AJEsw3ZpXklvSerJds5voygPocyk50BgtW2KbTTjYG0TsGSwfJKpl8AgOzF6B0/TX5rdwhRm3xP7tiXqSS/iuedlRWkq22ISpPYXQDUYETM6ROrSNd7EGkAMUEyNr39dkqP3rYNuPRxwMGD6N2ZTdsenDiV8UmSVgftE6dtaufuPcDRoxgsr5b2DYUKEEqIjk2Jlp0BwuV1CFFDemodqmvnFfmwrgS/aRM67QHUrt3AgQNId+6i97t1G9DpoPPQIwg3bbfX6Y2AJEW6nk2D7T1yFMMLL0GyRmM30b4mPbfBGY/XzHXjGKrfQ9B0/OeV00j+6Z8Qfcu3QGzZOuYM3vniGPKLN0HFMaovfCH1g0GCdF3rF4ZViFj7Ose1r9mczd0H75U6Ky2IqAJRm4GA7i+tFka33AoAiC95HPlJe0iWp/+VW5Fe/+LxbRxJqKMnIXbuAgYpVLuNoNI0Y2qSjZiJDKB/0xchX/zS/DUGKXB6HcrxPZLTa3S/1Rrarb5RIkl6/bHvUZ7Wa0KthlFA+8XRAT3ut2xBJ6bvMByifXIVgaD53Oz9RFS490tB80zS7uSuL/U+tScDmmcErVlJq+DY7hAiFUBsfQklpSHeDIIIqtVHXNOg7OlV8j3O0JTe53RPt6FWO5DdAdIuYR6Jt+8AKMCn2j30Vto5HwbQvuQa7b/FIIUajqB6XfSWWxCNBlS3g7Q9gBBViMoU8jFzm4B2VpZMdgfGP1RxDNnuA2EAoTTJox+TvBEAKAUR9qE6QyAVBucw51rrjO2rqk/as73lFkStBrXaQer0Q99kd4hguYUgLAYNVb9P76spSn1F2R2iv9ZDMG/beq59/q+3zc83pmZ5bhiM/IVf+AUAwA033IAbbrgh970QYmowktOzT548iQs004z/fdlll+WOf//7349qtYqnapHuVGtJvfjFL8ZLXvIS/Pqv/3ruN9NakvzHfPFpKs+qbZKrsCUJbXD0uaSjnSL1pKSiyGre+O1Y15uJWg1JevY6BypJIUQIlUgoKUgewitQIyvVTDW2ZDCCeOQwxAW0iKpUQiCAihOohSX6zcoKkjXb1jSsQg1jCJAGhvTarma0E9rvIR6MCITTKepprZk7PncfuvpvemoZUrdB1RvmGanBiNLPEwmlKNUPmzYDvR6SE6cQ7Nxj71enmqlKDVIJ0tmKY8hUTP3MVZyQrsqoD+H/RuugpId1ZcP5+cx5VX8IsXkL1PJpU3UUAGSDfic7XaBl9fmSOIVQAhAR3WeRnlljFuLZz4X65D8j+fjHIK6iap8qipBK0gRJ4yRXUETNzQPHjyNZWwcYLF9YLH0OanUdYtNmchIHfShPWzKdmQPiBAICkAppQnooAqTv5r5ntVk7koMBklYHUkcr5ewCklTZ71dOIx6OzPdqfoGqV997AMlDDyHYRe82vekmOv6aa7VsiwK2bbPC8ZxSfvwY4kQaMIFT9dK7dWrVhRed+dh77OOBxz7eXp/vlTUa9+6zfTYmLVY1GELMLSD8k3cCYWR/+/xvAT70Qci770L80EEzHn2TWmpDra0jSRVSDQ6rVitzH1KDP2rr9mx/rOr+1O1C3nkHPYtTy1BPp3EGfazUc5OanUOSKkg9j8he3zmfgEII0elBiQBIpBEFl4ePFD5XJQGRpJBxoueZFCpV+TlESqS/81vA6iqC3/49BHNz5jilBEScZHSt0iNHoXRamjx6jPqUVDSGCub6s10D2OTKGs2FIjLPztyDAsQwpnlqOIJM7VyppB77oM1cmiqoOIE0a0kMFUT0+0EMUZWklRsEVLxnvQ1Vb0CMEshhDIwSyFSRLFCcZu5ZDUZU44WvDZ1ONOH+6d1IyDW9Cbn8icCLvgMSgNJ6f7LbAVJp2i5HMRTl0lDbU4l0MDL6TLLTQaIExEg/lziBSlJ6VmPGoZICIkmhRglE1dOqGyU6sBRAjBKg06N+mSoz3mUqaaylEqrbg1pdh6rPQLTakL1BjmmgRjHp9oYp5DDOpcn7xved68cigBiOIPU6KLs0VsatgSoIIQZDQISkDeiOX1DfVymgTmYF+JN770PwGCquppRC+vnPZ79fPk1rw2t/Hti5C+Ev/1opyKq6XKiqDlz+BODQQST33AP19GeOfQ5KCYjhKNdu16RmiclGMzs36TVRdTpnPCerzVspqKJ/H0FaTbidO6m4xPraxPNLrQUnt+/MHat08TJ19Kj1b/h3rP88M5Odj3WRvbTdyc0TpfeiBMQosZWxAcjBEOlwBOXcIwCosAKx1oaMU8j+MCMNFI+SiUwzqX0Q1Zy1a5betGM0QjyMIT94A9RXbobctQfhc54L9AZQivq8fDhbQTtpdRCM6+Op9he0X5xGFRPYle38+1dBRNraqaQxkCrSXFcy5+ewuWM/SZWe94Y073R7kImCcNZupQKIOIHs9Wn8Ixg7JwFAeo8uVHHZ5VC6+KL0ikWlJ05mNHplv49EA/KoVqF0QZK0k+0b6ugRyL/6vwhe9j0Qj30cEFWz36d2ffPnFcnyDUub6Fl+1/ci2Lkb6rkvoH9v3Qo89CDS4yegMvNLCDEcQA6yOpDpyVP0zljvslan9gDAcJjxsc7EFAKIAl8g/ehHoT7yIcjRCOEr//NU55KfvhHyfe8xRTuDPXuBq64gSZBUr6MqyPs6c3P5eUHrYso4BbbtBCo10yfkZz5DmtSPuQhyzz7yTa6+Fvibv4L82p2IT6+YYjOFFlahdu+lPYmUep0Ykm8wxRwhnSxG9cADiFdWSd/WMRVEEN0eVBDavsF7Uz3/Sv0e1XA4dl6UPQ3CVmuQPDdof0/s2EW/rdeB4RBpt6d9NWV0a9N68d6Pz5X1LbXp/pZW63Q+fazqdfNzRCqpD1WtL8FBGQCQlRr5WXp/Klvts9p3qxQQSlLfSDS5hTUuWy3E7U5GLov9VjXM+zAA7RVVnAC6byrw/B9DVGpQsYRKJVSqIIIzbLfUOEEioUYJ+V+B7dNKBRA6WKmiSM+zgIhlzl9UI9rjlfVV8lVSyFEMEVb08Xm8wBwvFfnJJX6p8RVlua+oEnpGRec4Vz7//0u24cT0G2+8ceyfT33qU1Of67LLLsPs7Cy+9KUvmc9arRbuvvtuXHXVVbnjP/GJT+AjH/mIAULf/OY3AwDe+c534ud//uc3eivfEGY2LknqYhDZylGclhFFWZFsx0wFwxLB1g2blPZaoS704INZtVq2KnUlIkq2K8DPQrsaFFQrK9ahZ9ZXmlqBYL+ScnPGisy2WqSX5xa+mGQM5rTW7eTusHqFklbnJghI/JYL3/ii3KaATRWAsCzVjVia0u+Kij5ogI51FIVT6AQAPcfZOWKBOZqhwlTT7tiKl7NzMBXRK9HYSq7BM2hTqA4dspXOogqJAzcatjCSY8YxOn3aVrcuqaStZAqRJASg1uuUau4WLgpDes+ppOpvUaQLZcT0rHwx7VrNCmCvnM4X+1lYpHekFHBq2VY9X1iEuJAYiZx+rUYjqNuI6RJca4s2uGCveOKTqA3DYa4yeXzX3Ug//Wk67inFGk1nY+Kqa4ClJYhnuBt3Re9HzxGi3shsYsXmLRBXE6gs//njhedVSQKcouJB5v0xg6ndzlTpU1xFXFdfN8bjRlfmBEAC5/61uE/yO+Nx64uTz81SW8KIvuNzHjtSeA9WxJuFv4urEOPBBywLd30tW/UvCACpqOont/fYUapqCtiiDQrTFWo5Q1NSAsvLQKOkWq8Qlg2fptkxwQUIAD1WFTJFULgwgdTFVpSCuudueq99Kl6DRtN8T/epwJV2M+0cDrPFGAKqcji2qiNgzlU4V5j5q0cC5/yc05Tekw4GQIhs1eFul+YoXiu5Cve4AkaA7TcFhWJUKuk6YUDPIykvPqFAwD0GAyo0NBjkqwXzfaQpTOGkCabiGPKv3o30j95K6x1bGJGfwAXruj2aB8YYFx6gyqAFBWxSSRUOVk5nvlIPOOy0hx4Ejh+jOVUXWVGrq6STu74O7L8HKCgKZoz7Zr0BcTGxLblq6lgLtWj9OJF5ft6+L8DBrmmLrhSYqFRywBuz0gRr6rZa2blSKaTv/j9I3/HHxKTpdQG90Rf7LsxfZNNmaruUwFFvnutYMDLTLv53UV8ruxeeL1x/RRdyMRVX2SpV8gOGQ5qH3bE9TXVyLmDjrvGun9jrkR8I0JiRigqX6PdsitdMfU1B98HtrNYguEheUQGjKKJ700UZVJIgfcNrkf7ifzdM34mmq9kCGqTw1x2es5zCWxNN37d4zEXWB13OBgnUMa/A2qBv+8nsLMBVhr11WH7us1BfvR3yX29EoQnY9WU0zGpe89qpfT6xeQuCF78Egscczwm+v8xzqFfMxFQeZn+65lTTVso+14361u5104LiRI9QpgV0LYRJppSC/Mt3GyASAKQzzym3kAt/1vb2Nq6Zgn8DiNlZMyaVUpD/+i8AgOC5zzOHi23bqQiUUlBfvGliexlIF0FAz3FShWJuc5rafra0RNfTskUZq0Q0Xt179udfnT038d0xQF2vZ/ZjAGyxHi5KxuvHaGR9sJJq2oL9J6+AjUqcbEIm1XCbC+dRAUBlnx/rHgeB3gM67TiLdYbOKay/JSWtKW7hJ7/P8juWJT5pHCNTBpL9ALfg44TicBPNLWBTVDwyDG3ldBPkEcU+kF8o0bdAzyXs6yuJiY33sQTXUjl5XuYiPecNwBmAkbt37zZ/Nm3ahGq1im3btmU+n9aq1Sp+8Ad/EL//+7+PG2+8Efv378drXvMa7NixAy984QuRpilOnTqFgQYr9u3bl/mzfTtt6Hft2oXNmzdv9Fa+McyAkYnp+MpZkAFYx6JSKd988GRYK9nMbtSktNcKwlIw0uhVRBGEEASu6rYLQcUHIATEkgavVldpAwfYStlJQhNXpZIDzUQQWBCj3bILAjAVGGkqLK+vmwWKwUclU7ouV7qLIqKZM3DqbnwBsziIapUWj0pl4w5TKuk6RZMcL2zscHqVtAVAz3H3niwoNmsdUNV2gB+uFlutZsFt3/jdtNaN4yiqBA5jZrYQjMReYkqrQw8ZZ024lZYBYkAePwZx8iQ5skuLGoxMslW35+boPacpOZIGjNQgig9wA4BmDqjlZQtua/BWCGEcGnXksK22vbgIcQ1pD6ovf5GAyNtvo/vbtBm4yOoqumAkLr4U4LQexylQvR5av//7xKi47jkInnxF8fM9CwuueTqiP34ngsutho8AgGrFAsdFv+PK55/7jGH5ZezUSesUcF9ipztNs5uZk3ozvd15JkAxcFZ0Ld0nGYAWjWInUNQb1BebTaMlCoAYSEUOTCAs0AKgrCKfvP1W+w+uGspOCFfXdsaxeuRh4H4NxuhqrhDizDdH01i/T5vusjmNnTGAUoVcBs/Cor2foR6r7nNw7zdJDKiuHnyAwL00pTkiTYE0oc1JEGhg13ue/maEx+04xw+w74YBb3eu4OrA3Q69UxeMFBqMjEfUplN2TlbdrgEWlePIT9yAmUqQBX0qiakNgQYTMo60f56A5ss4hqjXqY/6ADtA51CKQJdpAO3VVaiv3Az1hc9nN6E8L8YJXXc0tP7DGFPQoKPPaONq9EFgAQI975lK57CBG3HFUyB4o7i6AnXCgg/yS18sb4BTcVVcTGxLHDpogB9VtqEKNOBT9vwB87xFwwcjtc8wGkGdiwq92iTPZTu1H52m2Xd+5DDUJ/8Z6jP/CjzyMNRDD9HnW7ZCsB/jmBDCrqUMlmgzgR1/480MmWmAQfd8QHbNGA01GOk9X12cQ+2/Jw+Qtidf0wafbLtFFNlAeb9v15x4RC0bjSwYyVWFeRxP2ugLkfVRqlXHJyr4bUVnFzFAf/QI8MgjwKFDULffnr0XpTKMKGNBQMzKNKX2eTreZl5if2oaUIjve9duCO3fZO4JAI56YGS/b9O2Z2azgWnX1jT42y0BsIMQajCgeXSUBagVBypKNF5NyrMHnCKM6Blwn+P3z+fTz1XU67aaNgAMh5BfvQ3pD78S8sZPFrd3nAV6XvYLtR2hvqyWCyp/F1m3Y33+572AfuuOh3rdjkU27YuKIjCS73/ozUcPPkBAaaUC8U1Z6YrgmdcBAOQXPjddm7UpgNYbHdyTH/wAkl/9Jar87NvKaXBVZvGcb6bf33Zr/rioQmPBea6K5z7eB3I/LaimnTF+rrVaDowUO3WxHgZvef3gPl20F2XjoMcgC0Zm5od6HozMBVPZD3ELITr91YxnPceZOe+MjX0tRQFRr4+o49n3JvxAvG9JksHqzPEcsFU62HxWaCSsnykltd8F98IQOo3GrjEB3WfOn58UpDX3mzjHjwEKgzBDMMiZTKntTntVEkPe9TXndwJKjrnGN5idUcmer3zlK/j+7/9+PO1pT8Ozn/1sPPnJT8b3f//344tfHOMwltirX/1qfM/3fA9+6Zd+Ca94xSsQhiH+/M//HNVqFceOHcOznvUsfOxjHzuTZp43wESSkCZ2QCqVAeUMmBBF5Ei5xgscg1DnihmpFESkI22hBiN9oLPmRLXqdZroKhUgSWiy0eCkUMo6MmurBCrCWbCThH5XKQHNNKCoWi0LYFQqGTZYqWkGjlpfczZF+j5GI1o89X0JIQiA3aSB81NZMNKkONVqDsi3QYCCHeAC0MRsVvg6DKRCM9nCkKL+W7eRbgZvsowD2rXPdnaOJtwgoI3ZuIg/X2c4tIsqA7ObNhU6FoZhePCgZTs5AIOSElhdhbhgH8RTngpx+RMgKlUCcpW0ALN7fUkOUWbTXanYhci9Pjvrx47a9+owScWFxFxRDz1gmJNYWIC47PHAZkrDV7fdAvmhD9Dxz3xWtmLztm3OuR4DsUODmw4Ymbz37yCPnwC2bkXwQ/8l/1wfLRNCj5Ux7/Rxl9H7iONCJkDGuWm3qaq8C3DrfqS6XbsZ3OaBkZVqPrJYwIyEYQvod85zhhe9BqjfiiCwGyCA+p8LTpqDOTrMDlFJuoXrWA8GBCoa54g2lZlN+gP322fLYEMYWKDv0TANaqFSAi6JwDqevW5mHRBBYJ9lHNPYc0GvVDOAhKC/DwYE0gyHUKdP0+fM5ElSagdHuH0ncTjMMqmY/TKR8aedX93HMilnvKHT4vUm2p8BI2MCpVz2Tbejj5cWlJYem6HAxjryDNzy80gTICoBwyJinBs2bhjZQJtrMqV3MiUzEn07huT7/94wRQU794lmIo9GpZkSGXPA3IwZsC8w40tcfQ19d/yYWQuUDkZg916T4YDVFfs5APWlm0rZscoBI7Ftm16PEuDhh6HuPYD0v7wS8oMfyP9Qy6CcETOy0bC/m4K1oqQsB0Xd49jPWly0m9p1+87VV262f99/D7FK4TApC0wwGOmzS7sWZMqYO142YkJk1nI1HJFf4fVvEYZQgYBqt6ECz9+cBgDV/cawE9lMEKprA1+joR2/QUB9iJmRLC9StKa4Fgg7N4chAZ+cZVLGjEy0vx0IqIMHzVfqs/9K/1cK8uYvIf1vr0H6Ez8M6bM13SBWv5cbh4IDHqNRMVvfMxXHlkG7Z49lRrIxq5b9M75e3zIjxdxcKTPSsBuLgiUA9YHBgOaWNMmywbUsBgfpc8Y+NvtZ2gTPzSO9lrIPxaAlA0S1Gr0zXpNHQ6gD+4nFf9edxdcE+eNFAUIRhBTocN6JGgwsq/7UqclMfsD20ZkZM34Z0AToeQhPbsj4Oh6RAICVSfLAbWZFiquvtWAy/+bpz6Bxe/99NkNlGgsJcFerK0h/7Zch3/u3wL0HoApATTOPb92G4AqSWDOZIW5boojmbxeA1XMQs2RN0bOJYCS/+3qmAjsA00+Mn8jAopnrZ8rBfQNGer4ak1gqtnClmY/SNB/Y57XRBet0m92CMcIwI88SjDTMSM129ANoxwtAZKCUGan6vXyQCbD7TmY1bkAOQd1/H+SXboLS40e55+PsD/d8xodKnfmEZLj8/a/yf+uZCEL6TepgJOMsDApJNKqvgeeU1hx3z6c+9UnI3/w1qI99xP3F+Ot8A9mGwchbb70V//k//2e0Wi389E//NN70pjfhp37qp7C2toYf/dEfxW23FdCvx1gYhnj961+Pm266Cbfddhve+c53Ys8e0lrbs2cPDhw4gO/6ru8q/O21116LAwcOmOPPW4FVrGak6fhKwSgBA+OZkcwqOddp2kB2ExBFuWiU6vfsBFKvk3NW0QwbBsLqdXIyOS1vOLSLKoMTSUILT6NRyPYy6betlnWmfCZEiZlU51bLSdPWvx2NKCLrPrMogtiktSV9ZiQvEBVKYRaNJjDF3tJrkf5fwcTrbTqEA0YijjVwWqONV61uJ1t2YJSyzKHZWc1ujWjxHMfIqddtRJMZMlGVHJoGVSr2N2riwgvpL0cOG4AgozGzvk7C9HsvgNi02Tpiuv+6GxXhpuvX6qbYAjEjGYz02q+ddaU3e4iiTJ9gsBQH9mfAShEEEBxt/pu/pKh0tYrgRd+RvT83TfvCC4EdlKKsTmidRZki/Tw5dpUf+bGMnsvZmuI0zKLvmPlVica+UyGEs0koAEh8gLK1nmXb8m94rM4v5Kv2ra9l0++Aws2qYW7wO3fAyNJNAafx8Tl8hg5ggUR+DjLv0KjVVQMI8DXRbNp286ZynPPc6dBYGG0w8LARG40oAFTmkOk0bZUkwHCUXwdcYCKODYClzEZfO7tpSlXipQS2bKXN+syME3lObfqKC/RCr1EcFGErSv8pMqmj4QXMyAybxwVd2UGNdJQ7DLKpgMyMJGEs7aBmwUjVWi9mxglRwozU4Jybyl3GzItCYhoxq6deB1rrNs3cnFPfh0mBn2A9B6Q/dgzq85/Nfs8ap2k6UX8SAFDVjJaxYKTW69p3oZFjUA/oVGoNHoitWw2LXq2uGsY0tfOoTYP0zbAXG5Q9cfHF+vz3Q37qn4E4hvyq9UvVaGRTIAvAMnOcTO0a6IGRQoipU7VVkkD+z99C+tM/Tvc1xoyO4+ysDaK17fwqb3HAyAP7zfo0Foy85LF0/Gf+NVOchP0+H6CwTOIJIJ1vCtkAVhLTGlEQABFbtkJs3gzhjZFCcM83f75n0+9IMRsboDlVKpvFsbam5RcEhC6gNJF1FAQZYAtw/IuC9UhEFQeMDCi7g+/v1lug1tcg/+D3IN/y+8CRIzSfPvhg9iS89vT7dA8Fz9DMnNMAX8ePUXsaDcoiWVzKjNdc/+Fg7HBo+9/MbGnfUGvUr1VBABAAjTVOXU/SLDOSx0QJGGl97PXcdy4b17CqObDIQXf2DdkHHY6Mz+YWv8qct9dD+tqfR/orbyzOmti1O5sq7foPg8F0AQonPV3sIia0C0YW/sZIUOVZ0IbM4QU11X7SCvVZkQD51OKJT6bjbvp87vtS05kz8gP/YLM8AKiDD+aPPan9923bbQZQa73wuYrmTDZo3/f2VDwOJqZp62dQkKYtdhEzUvhB6xLZCpUQ6AoAaFowMtN+3vu5e9h63foKfmCHgbQSZqQxfs9nm6btgnRS0hhwzGdGAnpslTEjPQYrXcL1edhXmq51qtdD+htvgvzDP0D68z+N9E2/aHR26QCd/eHOWRyQkY4Wr8lK8ebENMVEeR32X4HJQd0wyrNLpYR64H7yQQt8P5bAUMc1+1xMcZ1vINswGPnWt74VV111FT7ykY/gZ3/2Z/Hyl78cr371q/Hxj38cV199Nd7+9rc/Gu08b2dqvACnqfVePGZkqWZkFNmNEEdHz1WaNpDddEYVotRnTNn21+o0cKva0WP9P80iFFFoGY6c0sUgY6rByJmZYmYkOxXtVjkToszYUVpfs44YLyZxTFFPFwCoVgBd6AYladqo1ijyUq9BbTByIvRmWbg6U5J03OBHWV3NyHhEC321Ss7A0pJdHKs12y8YPGLNyEoVqFTHrjlCCLux4qh1RbNhZ2a0kLQH1mzeQu1N05ymkEpiiNGQWJF+n6lE1BbXWVtwwMhqlYCiJAHShCKuRcxIzV5VD+kN8/xC5j2aSDYLwFcqxmEKnvXszL2KF35rXp9z9x7qkzt3Apu3QLBeIj/fBx4A2m2ImRkET3oyzqkdO5bTpjSmQX5Rb0z0IwyYXbRJ8J2blZWMvhY71SZq7qVoq34fotu1Egf8eRFbxzChGYzUY1epUrah8pmQzmZCyRTq3gOaFWEdIgKBPDDSTdEGgH6fmMUNB4xM0/HOc6ejmZHTp3uqNC3eJJVZPBo/kwTakRwMNIPSByOdzWfsaCulKTm5QUDsyDimdyQCAuZ37CA2KjuJaZLV1HRbpcdkxsnl5zepsqBSxB5gMN3dKLpMr0DYlG8ldTt1VDyqmI0TAJKlYIdRKgNq8GZJdTpIf/5nkP76m4rbU8SkTWKan/l5JGk5MzKMCOzg9aRWo/fjb/g5TaksNTzTLJXXe3v/+0wwSHEbR8PpV57mDK1zRWnaOg2ax5vYvNmmUh8kkMakNW7ZatlRqysWGNZzvPxySeYNbzx5zGk5DHXgHqhbvkKf6eCDarWQ/syPQ77192mM7txVXqnbBW2L/AHDEhu/UZR/99dQd36V9B8nbPiVq8+n/RczV66cJlY1H3vgHhssGwdGftMzgd27gVYL8v1/b78oSdMWbibERizIMiMxHEIsLY1PIfbZJROepUpi2//nPH+G35GrezgcAqxxGwQ2VXn7DtvXnI2+6veRvudvaUywD+WCkewPTwCiKY1VA6CHDtKHOmCQ/savQt1yM82xHPT0A3phSGO537Pa1oUXmszUBmDve/ceAuzDMJMW7YORwmFOmqD57CzEbEma9uoa/b8UjNRs0cFQMyOduYJlbnwfic2VQioyJhgw463Xher3oYYOIAXYvUQ8sn5+GRh52y2UXnzokH1/jomokunXuWCmr29ZZBrAFYtLND5Bz7owbZ/Nz/pyrYQZaTTPfTasNvF00jKXX719cpvZogq9S57XX/wSALCyEY4pLl6zbZvdk0lZLLnjW88jh2wwTRt+mnalQplLgA0YMzBt5kMvOLO+DtHvkz/Iv/E1Fw346bAag8Be2/dbA61d7QBkvH8UrjwRBz16vamY9aXGwWIOrHoBVFWmc1pwTSV1mndRoNJlRgKYGo1cX9MZM/r4+++j/YJhRuaZhoCeZ935j6V/fD8oTbLAb4EpJ2vGfzc5C0MrOWSuoYOXvW6xv8r9iwOO5zUjM7ZhMPLOO+/Eq171KoSe4xkEAX7wB38Qd9xxxzlr3Hk7B8a09iQFwFX9VGEBGxFVshNMpWLT9c4xM1IAWUZIJcqeOwg02OhsxADr1HCqR61uhPeDF34rHaOBEOEsfKJaJeCqaLPGTv/6ugU7pgUj2VHq962jwAtQkuTPU62RtiEArK1ldSd4catUAAgChKIwz4SBjsIUOS1C5B3Xw4epbT4Y6aZ6eMCpmJvLsmx4w8L6jawZWYnIQQiC8eCIdjQNs5IZiZWKmdiztyEg9j2m8BxYbxFYuXVr/jpRRP3KZRKy4yYV9QOXyVlvWPaVa+y4sQaOnxZzwT7LRgKoeA0/uz17bdpTtYpAO2qZ+2s2Ef7B2xH+xu/Q75gtpJ0CqVN/q1c+dSp2kup1oQ4/kqlmWnicHguFOp2A1bBrNAlEGMe0chnFvnlgpK9XZtgWnDrm60V22jS2ePwzE7Vos+rqmALUH3l9Kks1XGGGLj1bV7hffeELSH/1l6D+8X3IpG4keYfGgJH6ejn9TGYAMuvR1cXi33Q6RkMwV2CrxNShg1nm2KTje71i59Ftp9TgbcHmN8OEieOsto4G9UyqeWu9UGuQIu2pZctxmh1bkmhtKU8z0o1Yl96gBFq2H2TGDG8uhkPqz+xgJw4zYe8FELOzWWYkg8ic2uQL9h8/RnP2gw/kxh2BEQVtTqXVrtPHlFXYRaMBxUxugN5fgX6mYj28cRpPbFJCMYtj+3Y696mTZhxCBMQc7HbzhUdKTFQqRtZCSQl52y2Qd34VXDBOCWF13DZtgdhNmSzq2BHyRzhos2WrLUTnMCONnlpZqjaPcb0RFBcR2Km+eJMFR1ZXKPXroQcIZN5PQSRRr9PnRZtbHsvVajFgyam6Y1gr8os3QX38o/bfZYCqNmYGiplZCzhoMMEAq/supLljddX6OuPAyChC8EM/Quf4xD+ZdG1l0rSLmZFTgQVu24Fs35wiuJLzYSYxI92NnJctwLqeytU9jEeZNG1TxGXPnowWNkCBxfQNr4P60AcItGXGl3DStLkQCoME/X7JnE1zmxKC5moA4rrn0FcauAp++ucgnnY1XbvtraEchOn3Czfhpl1pOl7zlE0z7njsAbDsRxT0n8VFu4a62TAFadoqTe16XrbeMhNsQPeTASN9jXff2O/r9fJp00KYtVXMzVt/e2Uly44DLJA8HDpg5FrhJdXNX7J/v/Orxe1yj2ewl//tEw2KjNO0lxbJR52dBZRC6ut2usbjo+hZ6XVCOQFYJVMLmJc8X/H4y+kvD9w/XgfPtUqki1BpwsITnkSfr5zOs015Ht+2naSveH+0XuA3emY0I5seGDlGzxxwnoEPRm7fYddbk6atj+3lmeJKKYhRTO+GZbe47zq+qCpiRrrt9sdFtUYEHNefMGnazp7RyUor1WOdyhik0/4skz/4XkrTtAv8iVgX6/H9A7fgjMEipwQjeT7ZvNn6O6OhA26W+DVCZIOmhhnpHZfKyW1xM0YLfP2MGdkhd+5XlF3UbqGw2CWvM+4e5jwYaWzDYOTMzAySkg1THJen/523r48JVzMScCINzjtkp7NSyW5CNesNcBzu+rkBIwFkdWOiShaMrNWIWcNpMUx5N1VbpS0OoycG8e0vzhYu4IIWzvmLphcDWjrMyJxgfZnNzFhAg6NLDjNLeIuTqFSAetPeK6ctA9lq2oEA6jXaBBWxqlrrwInj2UqbkqI5QrNFSadK0jWHI6s/Yu7bZUYm2U1Jo0lVtZlB629YOE27UiXAm/XN9DV9M9fiTWlEIKQIApt67xunagNUnICfZZqYlOicVSoEZjSdCKWJuCuH/atTVht1XR3RY0Z6Au/Cq+Qt6nVAp3sAyLJMAQTfcj0d9+3fkfut2y6jhcNRff1OGeSqXn114W9zNhxCbNkCsboyPrKudTOLUuMBWDCo2ZxYxMaA+P5GCrDMSO3wKZ9dwGwfZoJu22F/m6YQUtI40FHs4NnPpS89h0zFsXUmebwLMVY3EgBwmphS4rGPo3+7zMjDGjg9cTzLNtORUB5zSkqor5HmlLjiKYXXM7pWnErGIHWlAjBDrNOmZ87VpieYUoqKkGyEudTtjtf/EwEApavPFmx+XS2w0ciOFwbAWAex36c/tTwYCUBXP0z09QSJqZvvNBjpOLlWGH0SGKmg2noT5I83Zy5Af5BtOwcQ2HH0dHzR68NoRfqVv13gxAeGfaAVmlEgvYj7OB2jMITYutW8i9JnkTi6h5Oek5R2vMwv2NRI3hhHkU0znKJ4TebUt92K9I2vh/y934H83d+GGmogaNC3a9imTbb417FjtLnmdW/LFluI7vgxw1oKrv926rtHjgD33Zu7bkYzEjBp2pnnH8d0LWbmdzs0fpVC+ktvQPojr0L6278B+dl/s7+ZEJgUk9hxSkH+xZ/TsQxE3Xdvaaq2UsoUsMHsrGX081ypU7SDZzwzUwwNW7ZYH6bEgic+CeLaZwBKQf7jP9CHZWnaDpN4Q2wc3/efhuntFYJQkzQjO/b55OYoTtN2NtZqSPIUhhnJ2oy79zha2B1KE/zd38ow2kxfCAIors7LgNaM0yeK5uFI69CurNL3YYjg+15uNv/iu74XwbXPcADnAjBSKdItLJsjgkAXCJq8jVNHNAjrgJEZH2fb9iy4OzNr124NrInZuYx+uPE919fsuy/VjIysnrAjF6KSxO4/ith+AF2TQZMiBikDaNWq9cNaaxbc8QgNajS07ex2cxXO1XAI5bAE1R2TwchcISZ/HSkwTm3HomYP61Tt5JHDxcePRjlfJ2PsH7vjrtOx78aXNWDbvoOeW5KQrNA0FunimlwoZmnJzusHs+xIm/2ifbwC+YlS88FI3s9OAk1dINplK3IqP2D7t9MX6FqeZuWM3q/FI53lVTBmWTPSlxriAIk3LkSjAeEX++VMNIcZKaLInvNsdCNdzcjUYUbyfNDp5OUqhCgOtDAYOYkZOU4WyP+ZK4+WKbqrDygDE/3PhL12xqZJ0xbCzgUFkkwZczW/2TgNvtXKFAxmM2ub8RvPMyNd2zAYeeWVV+Id73gHut4C3Ol08M53vhNXXXXVOWvceTsHVnXASDNIVTbCyBvgSiXLAKhW7Qb2HFbTVqz94ER0RaWS3fwwWMcLiXtdBZosWOMy0mBkvYHge19uj5ubN5VqTQGbsIDt5TqEZvHzFpUSy6QgM7Ci2RaCC4G4FgQQgQC2UgETt3prRjNSF/QRBRXAARC42GhmJ0NO+dNMRaPRVqvROXLMSAdAUzKb8txo0LNnJ9zfsMzN0WITRXSPUYUW5BPHgaJqgm6qNECRVXYwa7VCECYTrXcBBs1wLDQuUOOCyS4oHRIYKZQyBXsQVfIRQL/a5ELe+eMiNkA+xUg893kI3/JHCL7n+4vb6du2bdRP+30CuLRDV716yvk0Seg+911IgGQZSzXRTIpGI1s5no21WBsNeq9jdAzLNlIqji3b6bGX0Wde8QQDYBZV0u60yXGuVhH8wCsR/vKv2sIXXH3aPRagNrugwQQwkgvYiCdSRD/DpuFNAqdp6nRb1e5AvumXIH/nzfT5qVN0/koF4rLLS6+nXC0/ZnhefImtDt9uw1ZXnoIZORzSRmvKareKK1yXpaMCmmVDQFWhe+SCwKPY09ZRFoxMUrqWW73UtSS2GpMC3vxF3+UcWG7bOJPKMCOFG5ACiAnhitUzoCxlxkFVg4GVHDAFHHp2HvWF0V3ZAT/NqShN2wVuzWFn4Iz6zyKmtEdV9J1vSmW1qfSzMmyWKKQN2Gg4XfEaPm27Dfn7v2N1HdMUotOm+Yh9xYUFYlFyNdNjx6xUyeISrXXMHHZS5sTWrRDPeCYAQH7in/IX97SaxeKSTcVzbXXFVvVWisZqr0ear2kKdecdkH/6R1a3bZJ+NG/uy5iRrRYBqkIg+JEfBy65lACmr3y5+HguMgXQWj1ngz1q0LdVx6+6mgqlaTP6xRNMPPd5dD5mgfP84fsFLtDWKwnmFFmuGNWYoBjbGGakWl9D+tbfh3SK9lgwsgBY4fnfncuZXeOlaYs9e7PM1qNHqD/MzyP4hdfR5zd9ntYyEdg+xsFxN/uiCCSIIgKPeDzs2QOxaTOCn/15BP/pVQi+63vocxPQy57DyDjEcTmjPQgpyFVUSMIz06ddAISzP2ZnaS5wAe2ZWet7M0A7azUjWRsYgJXRAYh9XgRga31WNRxAuZQA7oNCALMz+d8BWQDIZzKGoeM3V52CkusFzEirGZmRe/EYeuqOr9Iapt+vOrDfMt9KzDxfloiYJk171UnTBoxuZPrII8XHcx8Jw8IAiQFd3THFvllzpjTDRggB8TiaT4zs0AQTQQDs2ZPR5TT+sKORCsDRjNRFG438REnavWuGHKL7oiM7NjZrx1TTrus9il7LeO0BbGEb9tl6ds0x1u3QXmB+wQKgbsFTtiK9R6CcGVlk5hze3nNKbeLxpoOjOrjOhAWxsGDXXN+HMUV2PCsBIxWQBSMnmDr8iM0kcgN/hv0aWyKATIv90s1bsns1EWh8YONp2ghC25/TrG+YM/Z13efDPt9wqIkCPjOyk/0/A6fnDcAZgJGvfe1rcejQIbzgBS/AG9/4RvzBH/wB3vjGN+KFL3whDh48iNe85jWPRjvP25kaT8KJqxmJYgaOX03bBSfPZZo2M1LcyHYYAjVnEq7VIJSCuPRS0pK6+loCkIQgXcQkpcrPQmTALPGc59KGPwioimSq9bQY7KwUsL04hdjVjJyWGQk4jpJeXBsNO1n7oFkYEYjHjqCTzsERRNFsAGFEuj6NRrHOpZJWP5ONgaRqzRZl0QUhMoL75r61U8BMKAdAEJUK3RdHl/2KmzOUUoIgpGNrNaC1DrFtG4RC3iGdX8w/B2ZAVYuZkZk0bbcghasl6ltUofO6CzqDrrpYBYHSkWUCM9vWtaXFbP90gVtuh7sJ9JmTQkBs3z51ZFBUKlShGoD83d+izy6+BIEHrJRamlK0dedOW6CnyFhfbna2mMWgtVhFFGmN1TFah27xJtdOnqC+Ua8DF1xAn01gRhrNTIDG4I4dNAfMzEI8/gneJsiJ/Lft5jTzrEsi0sYMGPlk+vfaqt2gaJaYGvQzOjI4dgRot6DuvIPS4nmjudtJ+Su4nhv4Cb7leojnvQDhD7zSbqi7nWLnpsx0tWoMBuMdcrbRUKdej0vTFuSkFlRJVErlNSO5nQzUCWEB1aSk8EkYEovN0Zj007RVAXe9NOU520jLtChiIs+470ezA5TM+os8FzebdqPe61l2rJJZh9gFIXKVSEW+zS5wC9Bm19+8TLDCZ8EVoV3No7U1yLvvgrztVsh7D1jQ02VG1uuWsc6b/FAzmIbDzByrTp9G+kd/mJdbYFtdoec0M2Pnym6XGNisz8qbBh7rnbbVPGTJjfmFLCNBF/piprn60k1QPiBhtLYcBoxO1cbikqmarFZWLDMSoM2dWz2Yj9O6jBMlWxjMKgsKMCNo0yaIahXB1dfS8U4KaMZ4sxmGFIh0tfKOHaM+O78AsWu3CfIAgHjMxQUny5vgTefqKgWrSjTShJulsoFU7VyAcCpmZLlmpHz/+6C+/CXIf3yf+Uz5khyuFTGIhhaMVEI4adp7rU/T7VrwaMdOiKuuog16twt12600thjccO9xzoIEufThmVnqyw8fpN9pRnxw7TMQfPt3WFanvo/CInBKaS3vkqBAyMzI8WCkSlOjo1nIjGTg3gEjxcwMZY0Azho7q2WROE1Vpx1y8I6tIMhp1mY/QMP3PTNbLlcBlBfLC0P77KuV7JgxRYc8qafRMBs09OYTHp/iOc8l0kCaQt1zd2nTVBJbuQTOkNggMxJwwchiZqRZ3+bmi/1Kw4x0nv+4tG7HOLjBxW6mMmdcEBhJ/rCrG6l6XTseNRhptcanYEb6c7A7/jptpO/6M0gdpMmYV3DKBKp2ONlMXpq2rxmp0pT2oJs3UwaT7ruFWukladpiAhipHnzAMkcHBZqRgPETxxXaUkmM9G/+EvLzny0OcAaCnAclyc9kAL/eMFlZOZ33ICgmwmjWX2HQ2C1gMwZok7fcjPS/vxbyT/+YPnCrprtFily/peB8IgyzvqbQ9+hDl9OkaYeBBZwnpGmLUGcyuYWAucjOYEC/L0nTRschVEzQ+P5Gsg2Dkfv27cN73/teXHvttfjMZz6Dd73rXfjMZz6Da6+9Fn//93+Pyy67bPJJztu/n2UK2Cj7pwhkiKIse6ZasZqTrGW0wc1TobFmTKZqamCdH4AcCCEgdu9B+Id/jOC530zXZ9Zfkth7q1YNw0YEIcJf+TWE/+ttxLZibQsGBiuVHLjHxUpw8oSN1EyrGQnk03DrDetE+umKYUD7X8OMJCdYPfIwpaFFEXDJ40zUSczMQHngqZIpObNRlAUvWO8vw4xMzLNW1ZqdIF32IGvEeW0V8wu2n2RSuBu0AAhhU4Tm5qigzCWX0ibbS6fNiZNHEYT+rajVihk9O3dYJgI7o6yRVOKgC0Hp7ajZexXz87ZKNAPTzKBkQNIvYBOEWYH3AjASZczNM7Tw1a+hyK0GmMKnXrmxEzBTmFMIiiwhMFJs2lwMfMnUjquZmWJnhI2ZO16E2zg1O3aaqL9x/p10KxXHtqq1ZkaqOCZdz8WlLGO1VrcgjrNBNgxLf3M6xglUvZ5tz549FlTlane8ORn0LasGyPbpQ4cM60Xs2WtTBIuYmG5K0fwCwh/9CRonDGa02+TcsKPotzdNSdie54HhgFg3ozgnRF5oI45k58eM/PSNSN/8q/RMlKK2+mNrOMyOD11pmU6g1xVmRqbJmLRCHXlmjcnAA+yc/qiUyjrVU2hGmr5QBOAz26s/sKlKUmWZkQxIbN1mwcseMyPZGbb35soTKB+MFF4KOmDP48xLZnxsxJxnoZTSjm+Q7audNtQRzTw4cdxuZGXqsLwcZiRvjKPQpMu7Tr782IehvvA5yI98qLBJmWfPQS4GlriStgY9RL0OcIEwrccmdJVVEYbZwJMGI8VFFxOzME2h/uXG7MUNg9EBIzUoIK57trkuVleyWm7djt2sLyxAXP4EahNXhHU3SAVmwKwSnUOzyeR70OxudfddhVWjlZuC7LLB2i1bBELPk+Jxj7M/HKMXmTFOge+0s8UB/KwHwM5nx47lvyszH3zcSJo2zzlaE1KtrkL926fps6NHLNOf/dACMLLwPY2cNO1Wy1TSxs5d2QJEpyx7SwQhxDOvo3Z89t/oeB/cAMzv5Y2fQPojr4L86IdtWyoViKUlqxfp61/zca5EkGdKCF1MrCTwGugU5UmakSdPWn+ZqxkDEJc/kXy5p16VbQtAa5MXkDeFyPwCRyzxwFYGvAA6GOrMudOCZSY11mPThZElF1QqlliwvuYAZdqHdDUjnaChq3Gokhjq1lsAAME1T4d48hX0+bhU7ePHwZXKTSaIlx1EhWk834D111lDntO0WUrAs7GVtIHCAjZmXp70fHUgXN27f3pphoEzvusNMw9lKmpzQbj5Bcv4K3uXninpBJ5NNW3rm6gvfB7qU5+A/If35n/sV1LXz1hwcNz9zqRp09yTKeA1O2e0ywXXXPDkMwAUFrChdpdn6KjWOtI3/SLS3/4N+rdJ086eQ3DQul0S9AKgbv4y1Ec/DPnHb4P8/d+x1b/tWWAAQi5AA9CeW7NFc4HGICgmwowrhugyI0v8QDUaQv7luwGlrCSSAZ1nvDRtB4ycxtifc4IeRVkwhRZGdr87KU2bzWdGQlG/TdN8BgzPl1JSnxMih5l+I9uGwUgAuOSSS/DWt74Vn//85/G1r30Nn//85/HWt74Vl1xyyblu33k7W6s4AxuwYGQREFGoGan/zRugc1FNmycGl3kWhAQ08gRQrdrNnzsR1WoEIsUjm1Zca2Q2aKLesGmfzFCsVAjAqzfyAMuevXTdtTVLVd8AGOnrBQpmM1ZrVrOTjdmAHJXWTA2pq2yKK55KmzUN2oRLi7SGZArdjOg5VDxmJLNAqxVblIU12KpViDS1jqRbHXqkHV4/tbLZhAgCmlzdDYteHCnVWYOm+y6EeOzjKHV88+Y8Q8wHIyuVLDDqmDr8CAE0QWjYKmaDat7nGD2zWp00B7dtpz62bbtljTIjMiL2pOAiOkVgh0v/L6j0aPT/UAC2noGJxSWEv/Qm0t4JAgS6yuFUv2UpAgZZy9J9ZUqg8+wcRBjm9JKo4jiN+Xx1e++aZQVs9BgSO3bkQVouXtFuWQZlrWbZVPx+azWIKDTOSOEmCMgXr+G2jUvTZt3S5gw5yHoTYFKtMpVB7fyjeo5g+cGHjPMm9l6Qq5qo1teoeEWSWMeoWs1WZHeZkQCKCrXIbhfy3v2UoqkZZqrX00W74nwV+iIbjUqLIMiPfQTq7ruA/fcQUBYXgJYeO0qNRgT+MbjG5w4DcsqredATgNZmTSwzEtn0azUYACHNN+mv/A8CSVmMfJIzqpQFKgoCAwwcqX6PwNA0AeA5zE46mfALNShpmY1sbtpULsVJ5NcZLoJTpHW7EXOfBUsAMMiv+48aDGj9WdpERWQYzNJpRACIzcLzKm/Iw8imsTumtFZjjj3Bxhul2blckQtlitfY1GlO1VZf06wWtxgZ61gChk0DWHakvPETWS2rAr0u8dznIfy130Twfa+wRXFWTmc0mlWn41SvnjNphkbzzN0gFdmsA2YVGRfnYjByx07yNaQ0DCR18gTS9/wNgcFGw1Gf162mfZIZ5Ppcs3MQz34OsG8fxLQEgJlZ48+ZghuVigVpHGMwV77rndNr044cUAiYqiCX0TfWIBkD2PJjH7Ybw9HIspad95WzomwWZolJaYvRbd9BvqZhs/dtv9ZB4kBrfKrbb6X5ls/jZo8wq/FznyVW9x235+/v4EE61tW/dm3Oece5H5cEh9iYFVjCjFSDgV6ntETKrt2ZNUDs3o3wz96N8Pu0tJEbcJ2ZzRMP+Hk5WpsA8hqoZdkIQmjGkdPesmCib2UVtZtNOyVXq3buXz6VDWQCNtg+GmUBUxeM/MQ/03q3uARc+tipwEhTSXvnLpuKfOqU1Za+716kr/k5yD/8g+wPfWakTqFPDx8pBgS5QCbPC2maTTevOWArm+5XhdW3Xdu3T0v39IGyNHHfeExoH9r08RMnzJxhAzJ2Hs/Ma+PMlYjQslmGhAFY/VdeXxyzBWzo3Yc/8TNUMMrV2uXsGZ6DONjM82+a0Bqp/VFUqzQnmTRtp98YqZASzcgigH5lhdbrkyfJlyoBIyeuM0CGuatuuxXp296S+V5wIUDWvu5b8FRccin97t4D2ZOWMCPVaFQO7HmakYWHfOTDljnM/cQlATlp2hyEUsmU4KBAnkVpiixOwYyMR9avnQBeKiCvGSkl9bnhIMusHA6yvn27Q409n6ZtbEzelrUbbrgBz3nOc7C0tIQbbrhh4vEvfelLz7JZ5+2cmasZCWeiKAIr3OrZ0CxEf2N6rtK0wyDrRIWBLjzRJGdAMyMREsNPBfr7qgYjnYp8olIp195KU7ugADSxu6la0EyN7TuA48egDtAmwVRmTFPSE2IHtsh8IKqhmZGbClgvYUDOmE4DVKdOEguIwchnPJMmTl1RNti6FWLnDuCRIwAXORkNCVRtNm0FWYA2u/WaToEOaEJNUmC+DpPyMzNLDr1fSXtuNp9a2WhQ/xmO7AINWMfRYUYKx2EWi4vAIw/b9G8gl+YsKpGd7KMKuCaakiml9nHBj8seD3XfvSaFhZgClXIHHaA+KlOEb/hFYH2dGArDoX4uROtX1aoteFCtFhfd2bzZQg9FadozM8RUOXGimI11BiaWNiH87d8D1lsIdmyb/ANQHxUioOcYBFCVSnnhljQlIHdmhvpPrw/MO88ylXbDVa0S4Fxm7OB6rA6XGZkD6vfsJf3IVstuiHfvsSBdmlhANQiQAX+aMwQ4uZtj1l3yI//jItLMxtxMIIXYsRPqnruhTh7PVgbt9+n6XJTJST9TDz1oI8l7L7AFr/T15N/9NdRn/g3Bq19DzEkgD/Z7EW8FAeE4fypNEd+1H+roMcrmOH2aAI12i6L6w0GOfaR0hb8MkKwj2b4rppQyqaTkLGvGvM+U8h3pJLF/3DSTKKJNQNnGJwg1w5BlOkTWQRsMaE4/vQLoVFmOIKskLSw+ZkxKu7kpGotN5/1w1UTWruTnwYDHlq12g8obgFTmHccJzMjcGquB24naRePMfxacbh5UTPVqAdhnCdD7OHECats2qOVluzGq1WywgNnAUUR9ygn2qDg2Gram6rZvvFGem6PgGWCBI8OMdII7O3cCd91pK5i6jK2lJVuMc5vVkhXXPgP4m78EVlagPn0jxAu/ldrH4IdbqCAIgEsfS3/fpOfx06ctE5vbxxkVs7MQj9HstUMH9XifkKbNm9IjR6xGtGOqQA9XbN9Bm2gNRMiPfhjqk/8MGUUI+Pp68+lW0zZgslPoK/zJny1uV4kJIQj4OHXSpCvDk19RUgLraxA/8Eqou+4CTp2E/D//m+axSZs5o6k2bwInpFU7ZpvBG/AtW0nLstOGarWgPvUJ+r5SoU3pkcMQ27Zn2KM5K3pPbrDGraQNZLQxDWiowUixZy9lRqysAKdPWRaYmz3iPzsvNVd1u1Zv8YILC24edq7sdvOSG7padpnWn8mAKZHfkH/5Lqh//bT1k9mHci/hAoNumvbsLFROu06vVxzY6XRprsmlaZf4HszkjJxrtpx5Y5wx49Fj0wlnnhWVKhQf585TXHST199uJxvEb63Rb5ZPQb7vPdTU7/1+mkOe8ER6fseOQj34QBbMYnMrlfMcp4uAqdlZpO/5GwLmD+w384Qa9C2bjtnxW7fSWBmNoJaXgc2e/2eYkfo9ddoQ3S6t7c2mAd5UkWbkhOcrghDi0sdC3fFVqP33ZALtpcbvud7QMlBzdA+nTkEdOkhMc/bP3EDU/ALNx5M0I3n+deTCVKdjSBhG+3ZtLT//ekxmceFj8tq6nImn78Mw+XkekdIGVms1raE+Km4/PwufrGP8jgIwkj9TinysMt1JJ4OmzDi4Jb7zZVAf/ABw/306g84Za0rpTBQFjBwwkiU/HnwAKomtNJso0Yzs97Nj2D0/L9wl2wZ1+jTkhz5gP+h2ac1x5dE4YBbHNqCQJlMGcUUeCJWSgMJowu+DkMBXLqTo9Cc1GkF+6AMInvBEko3ia2Vk0rSPWG/Q/bjzth/Q67Rp3J8HI41NFaJ/wxvegEd0tOQNb3jD2D9vfOMbH9UGn7cNmtGM5EFDVOIi+rWoeOBjpZJnuZwzzcg8MxKALRxTq9IxIgDrdUEE9HkY6QiZbts4ZzdJMjoeYnYOQuUrPgtm4BnBZ7t5FbxBK7FcCm+9TrppRYyKMAKi0C7Oy8skoH/iBLHBrnwaTVDMOAwCBHv3QTQa1hEfDiktutnMbuY1kGSeDadp1+tW/483Oi5IlMTF7I9ajSbW0TBTcVPMzlrwtyhFaH7BRlnNM/IAikrVbsrDkDbZzNh1NCSDl30Pgjf+MsQ3P0/fI31f6qBDg+hKQWzfYaslpzo9iBfRZtNGIIOwOGrmbJ7LmI/Bd38fxJVPg3jSk0vbs1ET1RqEyxSaZIYtqp9JrV6uPcjgfBjS5sNP81XSAstRBARhedoOv9PBIMPcNUUCdu3OFxPhNJl2y0TgDVjH98Is5tB7L6zl4yzshpXgagEBliVT5ASyXqQeg7wBxalT5GBy3x6Q2L5i58Tpz+r++6xOlMuM1Nczm6HTp+0m3Zds8DXnBLLjOY6huj16hvPzwPoaAW69HlCrkr/nv7/Tp6G8ipiq3y9mz6ytGfaR6PdpvijSlvTBSNaMdKtqQ29sd+7OV+dlMxUIU6tx6IKZHDBwU4y6PZ0uNIEBqmBZskWpzzy/9Xs2TVshG/02zMjtmb6muJ1O9W3A2xycXs7qxgVBXnqCz3E2zEifrSBTrfMaZL8bDKzUR7NJFWIfeohARU4TrzesFhunDAodFnIlUw4dtPNJa71YisBlrHkMZqsZmWdGGitlRjpAXqWC4Lu+l277/e+z7eCNZ1nROS23oR58IDu+Ou1su3ftJp+n38+we0qraT/xSbrK9+HiKt9emjaAvM4us3qOHzcsTVOl2z2WgU33XGdiOlXbsIr8sbq6AhHHECJA+HO/QOy7L900VUVhswY0m3a+mVTEhhlFrNHa6UB97jM0F1z4GIinUQoxDuvAlQt6+1YIRg5Mfzf3rNcbKkKjf8OBpa0OAMTPpt+3TCs3oMRt4PG8fCrrV3JwY2GhfE7kd60UlJ+GGQRjC1yJSoW0Lwt8MKUU6V0CVk99AsCU8WNnZvLjiX1HP0PBY0YWzg+AAdoya5HJbJiUps3MyLX8lzzvVio2aMxjr1q1z4eraXtp5Wp9nSrZ/98/p373uMsgnqNloZozEE//JgCA/NANhW3jfiV27ybfk9efUyehvnYHwKy1wcAGsDj7olYzfqgIQssY5ywN9zo+izRNyUddWyMgm0FXZ68ybZo2AFvE5p67Jh5r7gfI7q8Y8NNawIUar2UZNb5xP3LHdadt933s+8VxHuxhjdcxsmL5AjY+MzI1QTkRRdSOeOSwdJ32s7a+n2LNfkehXJAzTrrdcmYkP7sSZqRqtUygJbj+262f5TOWuRCgVCa4IhoN0mefm6PnqIMydDLKCsoFSRzfoqA1JZ/rb796G80BPBcxENu3kiiG9MPFDvnv0zAjXW1Mc1GNeUxK045CClJz4Rw3UP2RD0L94z8g/du/tseHAZFc7FFgrXzV72f9PK/4kOp0cL6ATdam8opvvPFGowV54403jv3zqU996lFt8HnbmAlXMxKwc0URM9KtOgZojUVvA32u0rQZbGAL9eaUhYarNZoM9IRoGCVhpAHJ0AJLUVgetffASMzP06LiOUw5R40XwOGQFqdx6UZ+WmCjSZNZEZMyDGlS5A3X6grk+/+e2vDUp9HiKWVmshezs8CevRDtNgFDUpJDWKlk6U6u3h+zRyVVyRazdA9mo+M6nmlqmV3uM2HdqpHPjJwvBpT5d9Uq3Z+7ePrPiCuGc1tZ4zJOqI/pRUjU6wie9GQbrYvjyZXOo0qeRcWpjAzy7t5j0wbD4mkww+QpceaCZz0b4eveUAw8/3sZg5H8jDQYzqZ6vUwBCwM21uoFWp3Cjssosgt0kbmbTu30KqUyRQJyrOG9GoyMYwL0+Di2NLXAXhBmmJkmfbGXByOFWyWU2wYUp8cwOMLvf5uj3+puVJQiJ4j1dt2N9XFdUKLZJLDDCV4opWyBnn7PgpHefGDGIjvsQmTlGOKYHMEoonfaHxDTZjSic0WRTW9hGw60Hqdznl63uJK2U/FTsYaNlLnNbS5Nk6spaqfN1YgsZY8DmuXuaEwKC9gpZlqGYVbvqNspr+qYaaS0LJtCzUhnU6CkTZl2wUW+7qZNWT05nT6f04B0BeWVsvpYgL63AmakmsIpHmdBmNV7TqWVoAgCIEkJFGWtZLbFRaiV01BbtlrAMpOmvWabvmu3lRAAzDg1xht9xzIbZQPk6vlfM6eECzJ6YGSWGWmP88E38c3PJ8Z1a91q9PFGxmdysfH5fC22TiezWRahlQVRBx90KrmWgJGzs7bK942fzB9QBCC6mnaA0atTy6ccYFT3PQZo0tSkjrssyzMxfrZFYKTq9Wi+nZmleeCSS+l5AyZzwze1uor0934HkjeZAPmMRSmjReYwI/nf6qu3AwCCZ15n1gbDonflAHwr0YyUSlFQiYNkThGXDPAA2DRbwAa0BgMb9HGC8eLJTwGaMwh++MfsHOWwBKfRQxRcTA6A9FOQl5ayUjEbsdPLxO4OQwQ/9wsIvuf7IV74LeN/k6mmPZPVv6vVrN/gp2n7zMiyysFhaANO2pRTlGWsGQZ3AYA1smCkCRrzs3TJE7w2+RqX6+vAffeSVmQYIvyRH8+kswcveSm19eYv2eCnY+phnQa/VxMadGBFnToJ+d6/yx7Ma4SXos3GQWhVkHpsZEjYd08lzeHbtwOnl8dW056Ypg0YaQZ1y1fyqfcFZhiYbuCKi6Fw+zvlYOTkNG2HLeca90P3934fNGnaY8gzpoCN3gv6mpFKZTK+MDtLcxxrImeYkXlgFsD4atruHrTbcQrYeIDmJG1iroC+Zy/1f54z/CJKzIxU0gZX6nUqtqlJG5lq6rwnc8gIioPQYREY6aQdl4FselyKiy6276bbcVLkPc1Iw4ycNojraGOyMX4wCcwMSPMccZzRE1fra5Af/iAd4/a5MMzqwbMcUxRRH3f6bc6H7rR1MP48GMk2lVe8e/duVHUHufnmm9FsNrF79+7cn2q1io997GOPaoPP2wbNZUa6BWyKNnecHun+1k+HPVfMyCjKAohBSJMNO0CcghIEWotBb2ADQce4BXB0MZWiVFsomdFEErUaTdb+5MDMSDZeROIR/X0sGJkFXFS9nqtObSwM6M/sLD1LJ4LNGxso7aQ6JnbsoE3V6qou0tIg58s9SAOPAGyFaNYSrNZIR9HTowI0nlkCIoiZGVoIMpqRs/odhijTKxKLi3Q9trnZzGJABXD09FOJTPELA6yNTbufBEZGlmnJJlOTxgwQs8Is+mFUnI5cAkYqtxrafwRLNZtQj1VihmqQZzQi0IkZgkJYxlSlko0gApQuz47GhGI4mSIL7Pyvr9GmWghgly4S4PQRsW276WssiQCfGVnj9xJ4zEg9Jt2xa8BIZ4MJjNWMZEfZFNTgjfCpk/mN1WhonaIixseevVpeQl9PSnJQeJPV69noaS5NW49Fdth5s8YWx6ZaqhACKgoJ4EkSAucrVaDTzfRF1euSI66dY5Wm9PcCWQPlgkq6gE1hr/bZpYMBTBG0aap5s7GOLcs3CFjALkl0in6Yieirbre8qqN7LyOnKEGhZqQLRuo0bV9k3WhyLeTZPyxtkjlevzfWsHJTtQORB/H1WJuY7jrOfGA2TWxwj59T4syj2kSDqmaKSiXLaDGb/PXi9RN5MFIVpWrrPixm5/J6m+zAO+uk2Lkz+3sHjDSFVoIgw6YEaN0Ivv8V1I6PfogAHx6XPqOEf8OFyHwdzG4np1lnKsIefGhymjaA4PkvpOO/+IVMtVM1GtqUcJfd6WvfMTCyfCrHjBTVqt3c8rM8R8xIEzDilFuZUlsu2Gd9BwDBM4gVpr5yc15fGPq+b7sF6p8+ZgG7ahaMlF/+IuTnPlvcHu6LmzZZBuPdpCMqLn+C1RjWQKIqAje0FYLGWndRKZkNkrG56d5BkNU1dYuScbq34/8GT70S4Z+9G8HzXmD7qQsAtKcEgvS9yFYL8t57kf7Om6EeeRgiqowP7owxdb+Wudh7AYJnPBPBd31POVjP5mlGZsaT+5y4z5gCNnq+5nFWphkZhVoux9l2jilIlLEiAIgtdoJ9uWKSblFMZkZ6a/z6utHEFVc+Lds/AIi9FxBDVykLSmhTo5GtVL6P9hAMKMq/+UvgwQfoutyPWRaF28Djka/F/2bmpGs8j7LPJVOg0SR2LATJ8wBeNe0NMCMvuhh43GVAmkJ+4uMTj89VK4fT17mtzrpgjpmymrYJJDvzrwCKfRkfYGZZhXEFV30f0dcIVirruzKDdQPVtA0gVQhG2s9Ur+cUsPHOwWOjpJq22k/MW66ILlgCbPlU/mAOqBogWZN/LtVg5H2ObqQpgur4BQW+hTHWawRKfUlTHHJ+3vF/O04RuqZTTduRAUri6YK4DPC5F1eaDTpJHicMrf/u6InL97/P+uXuHsD313WhHCEExOJSdu72Wa0cePyPtI/8OtuGQ/RvfOMbTcq2b/fccw/e9ra3nXWjzts5NIcZaTYbCtMXsPEYNZOKWkxlHvMPgE0z44m46qRpsxaD/rdoNLJMsDGgSdHiJZaWcqna7EiYfzeaVoekpCCISmLS5XDByEgDW5VKCTOSWIBCSQQ/8EqIJ18B8azrELziB21KkkBu4hWVKjkdcUygRr2umZGBpdG7i2e1ShOjUppZVaPvLn0sIISt+sfVqf0UUrZ6g+Zk1yGYmxvLjARAC30QmraJIMxGvysVJ01bg+BJaip7ly4bSk3ug5WKBTfZ0nSMEHwJM5JZEvPzVrOm36c00rLo/9fDkiQbJHDHVhzrgko6HdeRAMilQZvfOyC//xx94yg3MyN5bdi+g9LNhchuEBYWM+ndACD2Os6/UhAsDaEZegZs8wtjdDp2U++nfU6Rpm02npyat7KS05PFaESb7DTNajFpE8z0ZI1bgBwNdjb6/UJWDQDrZPZ6BAaEYSYdWSUxIBzwamaGjuUDKhU63mXK9frUZnaSRiOrs+qbB0YqtxCKawUpUAqga/ti4eMs1Cxbvh8R6CC2sjo9YeQxIzUYOZoARjLwE0XF1YFdVi3LV/jRcrPZW8j1Naq+LW203CmYA05Nc8HIMmbk2VoOjKTnLziYF+vIfpqUBooym0iuDJqm+feszYCRvM75+piAZazNzWeYU2o0sg68C3Zs2WrbNz+fndN5XG7eUijHIa55Omk8D4fUNgNGloCGDsCUMWec8mZZcEXYA/uhdKphoT4h2yWXEoAXx1Cf/Yz9nEGpRiMLnHFa/Poa9SHenK2uGoBCuFkI7jOrVs9am9iwTnl+4nc1HEHMzpAmLWdVAAROLCwAvS4V0fKMddtUq2VYIqJWM4EX1elA/tEfQv7p2/MgEFx2VTPLUmzOUHEeDjIdOUzPqwDcMOa+f/edxTGBMm4lbX4e7lyxeXM2CKxBCdHv2/XTCyjx3MxSHxndSJ4fitrqGhexWV9H8ol/grrjq5Cf/9z430ww9YDOOtDFKaYxI6WjWZAZ8DIDRjrjW6aW7cTPtSxNu94ANm3KPsNpqz2XFbABsoxcPxPDTSEuYUaq1pphN5alsgcveRkd+7nPZAHRo0dorMzOWgb2Fu1PLC9TIcIf/CGIiy+hzziQw7IY/njWTMl8NWTk07SVIu31WpV8Nl7jz6CatrnPF72YfnfjJwv9nYwVMfn86vBFTGbnmLIAGADLeGf9fp05UejL+M9rmAdKc8b9O451MFP3W+7fQmTX0FqdeHf8/FstW6TIzGMe4G8CGlMwIznV2w8aGI3WkjRt1ou87HL6gAN7HhipAOv3eKxWw4y894AjwZVnRhrfojBNW0CZKtZeoJdNjx2xsGhlijqdLPDM/j8zFAHya6ZgRhpf2e1Xcro0bcFAJmtVBgLq2DGof3GyfftOlpn21y2uMoZ9mWNGdgBmcZ43AFMWsPmJn/gJ3K8jbUop/MzP/IxhSrp2+vRpXMCaYOftP4bxe+JKrWOZkSQUrJzfimolO1zGRZqmtSIwUm+mRL1O1zNp2oFh01Cadki/rVazzEgGTfyFSoi82O78gi2Uw4vk5i3kfLpVveIRAWONRvGUceIELT6uA1TXwE9UDEaKIIAKSTsneOG3AlqEP2MKxQDZli3EjBiN9HvQQGPibDw5DblSsYt3FNHzrFQRPOebgWc/1zoQpiBMGRipNxbuvczO5TUYc79r0G+HQwtkLszbaKJfTTsMadHjqFvJpG6qRo8zZvgmqQWs05K0eYCuHQTZgjsAsGcvgu97uam2DADodSEWFnQabBb0UOvrNGZKGDqPmiVJ1glyWcfxSINY/Sy4zse5rDpTFZneKRXDqdqob4GJuXkt5q2dT79IAEAb6JXTFiiam7egX6ORZaMA9p0FwgYjwtBJvdZjlFOmNm3OP/MpmJHmuouLtlCCp7cICAIpF5etA+cEPhiMNOzIXi8L8jlp2sIfY7z5VkprI4bAcGTfUxxnfZV6g9LEeNNdrdB8NRwC1Sr1yeGA/t/v2UImRTqQ8JmRXZrHiuYBH3gfDGi8sHbQtEy/IMg6tq4WowEjs8xIk6Yt0/z4dI1T7xcXi5mHbtq+uxbqgEgGNFuYz6YaBzrgk6Y2gNLv2z5wyaVQ998HdfwYFSTpdRF827ebwkemzTKFHA6Br94O8YQnWOmJjZgGI00f4bR3QI+V1IDEZbq6ymFGiqhCm4JOh4Axj6GkWus23fjaZ0B94p+y/YaPMxvlWdvXul27KXXGLwACfXbsoOIPLisSgHj85RDPfg6lwRaYEIIKYZ04Tlp/fP8+o4St2aRAAAP08wu0DnU6NlDgMSPBlUUXlyCueCr1j0DYoFSrBSgJsbCI4PkvhHz3/4G88ZMQ17+IWMyOXqTbH4WrA9nv2UCCUlCHdLqnC/zMz9v5xDvXGZmbKg/YjTf7CtUqzSsskxKEEFdfC/WpT0B96Sbgiqdmf8/Fytpt+3yrVatfd/SI8TXVoYMQvp6ry9KdnbVg4+MfDxGEUDt2ULsGA1pDDOg9IU1702Y992k/l5lmfiFC51kLVy/SOZ/qdR095pJA6NZtAO4Clh2phiK9vALjNVS2WrYoRwkLalpTugDYRsBI7NkL8azrIHbr4KBbnd5lts3M0rLU7dI9clBnx07grq8VAy8gf8IvBKim1Iw0PrYGsHhOVTK1JIRKhWSO3LHuglEMgjIozsetr+dTrf22X/pY8r+Xl8nv5+JVDGJesM8C05deSs/ngn0If/ynIC66mN4tipiR2fHIzEi1tpoPyOdS2nk/VNE+tO6jo5F9RhtI0wZAhIht24GTJ6A++2+mSFihFWhG+tXhM+uCOcaCqblimq4ZgEr3wyShey3y/x2AWbG0DjAhTdtp92kHzNRzovCYkahVs3ulOCY/oNl0mJG+ZmQ5MzIzTjKakdl1zLCGC8BI1euZ4nJCS+mJrduor/lp2oIlz5Tz7nR7L7qI7nVtjTKptm139t6OE8pB2SI/TMAyGX12IreXgwnzC9l5hCVRmk3acwBGM9KV8JneziBNG4ASuoikTtNWX/ky/faSS4H776P7j0canwhtJoquU1AamPfASNVpU3POMyONTcWM/Imf+Alcc801uOaaawAAl19+ufk3/3n605+OV7ziFXjrW9/6aLb3vG3U3Ik7plRtxRNK7lhPM7IIpDpXzEh/QWFmJC/OC/M0efAEylEHJ+3YgCphaCu1OqZ4AvJTnqtVcizabRPVEEIALjuy2SSqf61OzA0v7VcpRYt9nNDiyhNdo0ETlKux45vj7BeZKGBGAuTMiQsfQwxJIawToh1uAnIcUNLVEqzV6LrMlGOLY/q87L3W6lo71NVOcZmRJWnanGLmFNjICKRrViffF6KKBQi4oI1XOEWlKf2mDDhl0+BiBviQaXHaPGAlAvyiRkIgeOl3I/j/2HvvcNuyqkp8zB1Puufml6vqVQ5UgCIJFKBFFAMgCBZixBYahYafgJaKoo20NCKKgRa7MWAbWukWEdBGjGi3jaRCykIoqPxyuveee9Lee/3+mGuutXY64b73EOXN76uv3r33hB3WXmuuMccc4zFfZX851mY/FQZQuc33lzKyLC/UrYFelaVWgzNNrHFIAbi2epJ5XU0APC7qNCMBu7mQ5NOYBNiilNmALy4ykOAmn46TtjkOGWuer3UG9TPq6vgBjgZYXi9SZZk9twmakaZNm8gAIqpoRJEmUEQMYErCqdlTgMOMBOzm1W1j7fdrDWwoCOyGb2vLgpyyeR/nRbvJ83jTq9kUJM+MsClHOjGKG2YjrMzmrfycKlfjcHubW2ylle3USaTv/nWuDAv4a1ovB9boIym0Lk8Ic58NM5I46ZMWaNlA5cDInjWDmdASbkxSKlq0AdjWKwEjXbY9kAfNmi1Qx2nTJs9Wy+XYZRMdx8b8TP31XyL7778J9b/eA3XylJYXcSv0GdSf/xmyN/8U1Iedavs8YVqn9LVIU5t2y3UaDicnubJRlznDYesVw7R77t8POqjHfRUzUhiGC918G6fZfHRLQBpp0ykqgpFhCP9l3w/v8bfUn8OePfwd996j30S1LBgiym36hf2keluOO7Pe8B24yJkfffivfDVvBk+eAB0/ziyO06d4wyKbxyc8kZ+Nhx4EdMucMKBKGo9G0+50maElhl4uQOaACGerFwmg3BYq563Z9bm1WF7z2Mfx8f3DR3lj6B7zYT0WNjccbdzYOvuK1iMACNjqhusg6573ddfz/4PQ3uv77rPtblPctGlxyaz31Gha3VK3SAbktbB3VYOR2K7X/TXfZ3QCLQAwsx6itGmfOQN1SIO7NSyoqlDJmN2Z5ec0NQYihpE3Q5DnwX/5K+E9m1mAuQKne51cCQuZq7tdh30+R9fIJEMiNyRnSNOcZnSOMS/3xlkDyJ0TZP2Se6n1DbG5ySZUQKlDKhf6WXEZahbEtHmA98hHw//5X4L/U2+27tuiSy2FBXGZLmpGChg5oU1b8ieC4hxJivmSNxlpAlV24J4S5PlcSAOQ/cWHJ7+4XwbgzH2Use+uC/KaILTr8aR82W3dBcx+pmpflWNdC/DjyudUBDnApjqhi+Ni7ijvd/MmIcyEgV07hVzRd+YxN2bWjOzZzygecyef97qhPvdZvt+7d1tTVDEDK7ZpSxEWCkWzHIpik9eqf9Y5cBUzUhc/K4vCRI43hUJle5tcr8Vu/rxcElDkgL2mUJ1AZRnUPV+cLpGlCnnXrG3a+r3KadMWhrn3qEfb3E/upeRb8l1Z/XGpujbtSczgr7CYiRl588034+abbwYAbG9v4zWveQ0uclvrLsSXb7jATZIAUHnRVTeqNCOL7Ipz1qZdWFBkon/Gs0CXXg487Hp+2AOty2A0Iz12Ql5YyG0aKo02qsAVHbRnL4ORRw5Dra+zPs/Fl0CJ812rxWLZe/ZwUivMS9dIJY6B0ci2IG+c0WBkMnERZKfrCQCPGDxUBHU61tUwDFknZuSwqUwLrudcG3YfV81WWeg5GXOVqu77PA+qu5DfOC10LFttEnV+cSkPLLgM0jDKvzeOga0t7lBvNqF8DS67yYBhcU5hFImeqAtOF8Wo3Qhc8LJ+SlSjoQVZCy2YSimQ7zltCl/icJ8nlxmqWyq4aMltsIblYa5TqqUI9PXOVYPjyWO12KZdpcslmwP5v5uYumCetH8Ezhgmz1ZbzSaIkwEjJr8vD0bi5AkLgheYkarft8mEy8jctYtZKUWB+u0+b+BPnLAOjddeZ1tX3fPUz7w6asEa1e+D6jQjAX6W+31mwqyuMNCnpQrQ75cYjUWJAqVgP19astsdbqEbj/m469jsDhhZBG3Vn38Y6oPvR+Y6ca+sAIcOcZHGD+zxzeEOrVzRbtJtKooTTgVdXHdarlRvC+R7eWfFqtDvqTSvAfIakE5ngAHIBDTTgLly27Q9z7iAq0xxjm1ArA5oN4MlOf2gQR/AYgmMlA1ClRHCTOF5ttUKyAO0ohk5GplrWRmyEdFjiRYXGTQq6m4Btt3z8itZtxio1oyUTWWnY69pb8uaFBQYUQC4+PexjwJF86kZgnbtZvaHZoWg2ZzIGqSVFShh8R08CHz6U7whkFZDYUZGEXD5FcA/f5ZlVLQOFwBg3z7Q8eM8J+3ZCxJWVKsFevwtUH/xYWQf/hD8ax9W7aQN2Dmw3y8zV2RNcYG2RQdEOFu9SFiww4Q8F2liQAWKotyGj669luf5jQ2oOz8DuvEmAJpNLJv44dACu1EEimMGyZ1xboAbNxytNep0DLBO1z3Mfv/+A1APPsiFIjmuitZnktxgPOaCTSPWzPGBNeQoGsI4IBut5cFIarX4eLa3S5qRajjUwIRed+W9R8vMyFmBtvS++yyQUiOZUAylFNLbXwv0tuG/6c0Mbt1/n+1IKcqXzBMuy8s9B2GNb/fsdV1atterrk274thLOog1YQCsbV3gkPvvSpTIvVhctGxid+0rGsjt2s1jUtaDZrPE0s69fmGBz89lrd5rmZG51xZYtsbESo7LGNgs5V9X06atstQCGHIvdNcXd7CE+fVnOOS8TdaHGdu0AYAefjPwG+9iaYQsrSxk8ndUMCNNC7a+Rs46mYvFLt/LjTNGT7MYxm1aAL000SSUqjbtU+V/Ly6WtPdL0WjwGJJOHRnbWaoJH877hfSSZbyeDdgsEHv2VrNEgclyQc5zotw27Towst+HSsb5jor77uP3uEUHkYyo0IxUUoStckKXDo8v3g3c8kS+7yXNSKcToxRObldrYKMB9cUlm2NtbjosWEczMhmb3BBJAvWe30H2V38B7wd/xJgt1Yb79TO2afOBUb5NWzqlLr9Sm0j2+b+lZe3cndn9yaT8VJ7dlVXen4iu/gVipInZdxE6PvnJT+JjH/vY+TiWC3EeggJnsygC5O4C7m4kCxR4KrbnArbivXGm7OQ6cyhQob2XNLBFrRa8Jz2ZkzxhwUkrn9YopFYbdPkVti2CiI+zyJxJ9XsqFiTqdLgdbN9+sxAZvRjf5+9NU65CCjPQZQXoVmyz/ZFNQ4Ubdim0nmNtENXqGJZCwM8i683zbcutHEscl3XLRuPJmlgAqNNlQEAMUjoLfE+KJkTF97Va+fMsMiPdSlUc8/j0PF7Aq7QKhek5RdTdsDvc765q15cQAG5alaq3zZvtpeXyRl+3LjDWMnmFUcJO3kGora2cUQKgQQcXtBLGbJpacyLR3QsccF6MgwRsrGi9pziezOKV5HPjTMFJ20kwNQhNshF3zZNy5jUCllYzI0suvRXuqGo0BGXKsjGLSaBoCzab+aSvbhMy6LN0RRAykAmALroE3gtfBO/bvjO/0ZTE0wVrtrfrNSMBh22xyfdtPLbi68NBbautCY8sU2M05HugiyQ4eZKrzhUGHGo0yussFa6TOqFBswcfMBtjqbyr4cDq6A6Gc4GRubHk6eQ1U/lCUpVmpLhG14UAaVWgF+C4afO5FJ+/Emjm6qIROBm+7x5kr30V0v/xO/n2QmHYuDEY5KvmADMjZYM1zUm0Loos0TSFgR3131S/PznxLm4iZUNcAUZaxtBBQJh5x4/lzExUktiNVWfBXrutLYfNU74v3rO+Ht7Lvg/e131D/bHWhQDAAjBOM+cQcw0AdMml9vgqWmn9V7wK3o/8GOiZz7LvIQKtrYOuux503cNAGtSSud4Y2fy/v+fWdsOM3JM/jlbLrsdV4BzyzMhc4eYcgJG1bdppaudDz89tJsnzQY98NABAffLj9r1Hj+Q3ncJOdgxs1IPTwEhHa00Aps5CjmlmzD8++Mf888JC/bwoc/DSUp4JJ2tGO5/r5K51iRlp5ww1KhSUTp7IFXYNMzLXpj0bK01YY+M77zS/KzFp6mJri6UOTp9C9lu/ye+VFu3LLq+XtZglapmRTqFGGKdLyxOlUSpjOLR7kWmALWCL2a5mo3QF+L4BnnIa7hUGNiZEMkbioosnXy85b73eKqWg7ruHv7NogFkMeXZPnoQaj63hSg0zsmQottXLAfGlrq+4wW3Fco6DQZ69Pw+JZH2N5ygXpKsI1beFBBOS241GnJfI810sHhTauSvDMCOlTVsXzd1cV4PtLjPSALlFSYiqkPlCiiryzBuyRQGM9PX6K0V4KWJKUaVGMxLjMReHq84PyMlclDQjW23Lyiu2+4p50l5b0CPDjDxe1uSUrsiK4zUdCkUn9QIzUtXt+ch5bVWLdpJYcNoxsFEnT9g8qdWyMhrjMV9rvb8VFr4xvpwU7rrkGMtMDd/XhpWKx+bx4wARa0kXWa7k2fxVn3TttZEcWgq6W5uYUC7+ioy5V6o0TbFcrK5eiC/vkMQtGfPDM3YqaK6Adxjmq06T3LS3t4GNs9C1qVr0gwA5zQlhPEo1R7vKVkZUweBKU35/DQhFjQZo1y4Lakr75eIioDKQR9rdS4M7bmvueMTtzbp9m7pL/BnNZnUbuvu9VcAp5LSFNTQnGCksUGM+otl+YWSrg2EFCKqy6YlKs8HX6BGP5A3pvv1TzxGAaXkwJjZuC6UYFOkg0e+R1tWKtntuf4+mVzuBnCMogLL+ixueZuBNM5gYDHjBbsQ5cx4A2jAi4GtcxzyGBkGOHAYOHZos3l0XW5ugXs+0y1ld0AIzUsxQPI83XGHEIIQLTotxkJx3FZM4CCZX71z3xJMneSPi++ykrYMuu0L/n1uWcm3aLmgpDE05PrkvBTBSkgHZ6ObatE+eBNZWa10MS3qRcoxFvTABaCThXlmxx9FswHv2c007k/kMYUa6baz9bd32gWoNWcdRkDyPn//RkMfJcDS5qAHweZ46yeNgNAJAVv/y1Amo4bBkugCAGXpuwlZsI5KE9KEHbQuNABnSpq3nnezX34X0rW+ezWFej011+hQUyLQyS0u6GvTL7UueZsdOeD5VnZulhNOmrVzNSIlCC5wL0pg2oc9/nhlgf/9/HSONDmh5Gd4LboP3/BdaM5vhQB9ziuzee6COHeNz1BsQtyVabWzMXpyQa6HHonLb5D0PpvOhrvAClFkRk9q0pQ13z17e3Ik20jFnkyobDCKg07ab9n7fAjYVzBxqteE96atBrXbpb9PCtCwbvcgpYGSuTVsDB5sbFgxxNfFW1+A97IZ8rqG4JZJWVhgwcFky0HPbZZczaP2Xf+EwIwsMKaKS3lwp3HZlF8QtApsVoU6dtCBBRVCzmX9GjG4tHC1h344peZ9moqg7PmW/S1qK5WfZ0EeRbZl3OzEeetDOhdBsLyNhYdu06drrcqCQ0TAcDoEwhPdt31l5bmpry+jLuW3aajiwm8GiudUMmpH5ghLP4STyQRIajGQAgJ9lNaNmpKyh2VGHyTRrm7Y7j/zdR5B96hNQ//hp/sUcLdpVQTnNSOc6OYUaU8BYXp7MAqsKuT5hONloREKDjMo1sZHn111b3TzTzW2L62CrlevWmQoo6vtogOIzp/kciPIdElXR7fJzpxRr8gmIW9xLLy7CtLvK9QEssN1uMxAvun0CljUaDNbJdRwO5m7RliDPN3NN8RnPhZFYcObeuGH3BcKKJioVRHPauXUhBjayPri6tvI5V17F/6hgRlKx8FIVWp9Riq923S8TWZjcwdeeHGBcpYV5rOLzAQD33oPkFS+zjuzuPC1FcqCsGel59rjcMQFYtv8eZ21YWbUMv5z7PNlcS/IN995Vgf1APu/ShnmVQV4OmCvtGzbdPKFjZZdkrfQ8KwsGGFk51k5XNg8VKaiaUIDFEeTfs2otG3KGMlIX2LePiTVipCT3zWhwzsCMlDlD1vALbdqlmBuM/A//4T/gjW98I97znvfgjjvuwEMPPVT670J8mYUsDknCT6rorGh9LAkqVp2K4KTvm4o0AaxZstOoAoZcNpvKNJAY8kQkP9dFHJcBvkzYghM29H7Am+AsA11yEN53/zt4L305Ly66JZc8TzP3XDBSt2xLC59M5M0moNRkwMwrJ/smZOKckRlJcczvOX2GkyWhuAvbz0nGKAzykzR0bWYaGKkTDP/l3w//rW+3bLkKU4xcNPTGxxgHOElRFOWvgTEjCvk9gV++n9Pa392IrO6VdT+rOd4gyDPwKkIlY76nCwva0CfMOR9z1dbnzUoNGKlGI+DIEdDqGi9uxUrpDEEAgwKSfFWIepOnWaz9Af+ts8D3asA/m42etNkLAzXN8n/X12bicy4V4o0NqAe4ZQR79uRaSbxHPwb+L7wD9E3P51+4bB9HW9JoArlasK5mZMtugtRoaDVx9mnmzHaPCwz79jN46Hnc2uK2qxT0Ik0UWTHCdpM2TqKy1l4xZGzmwMh+3tihGAKCSHJCxAYjujVlKjOy2eRW8u0eM9UD3+rbDoa1BQN1TDN42gWQTv4u46vXs4CUsMsGGtQej6G2+1D/8P+gPvYP1cy6YqytQ913H9KXfy/UH79Xz0cMwLJ5TeEzxMBmGjNy0jUG7D1LU6g0KSfUkoAbR9mGnZP623w/JAk9ctg6suux7D3nm+B90/ONYL0aDgClmLlw9+fZiXhz036G3lCrf/4s0pe9BNnv/279ubnhtIwD4DlE1gr5mzDIK6IEAAFWt6zgVKuUMmOZ9uzhZ0AzfNThQ8g+9g8MQDnOzOT5uQKn2SzN0SY4U7hu3MDUdcHoabXblgXtumJOMOZTkke4+YcUOZ01StiR2e/+d8sorWIzCqgiYGTh2uTdtF1mZGGOqgjq96frFjsAiABLRMgx0qnwfNDDbuBr8NCDdj49XAAqpMMkjqtziizLy2C4br2NBmszX3Qx6Ol50wy69jped6+6Gv6b3gLvlieVPlolY34mBQxYXHQ0bkd2I1sEI92fi9dXNp9OmzZFMT8XrtwEwHOjSJ7IHDZrm3bV3ycwIyvnaR3Zm9/ERkMA6IqrJn/vtMi5aZfbtNHrWbmJlRUrUzKrZqTjDj0La8kUitx5yjhpO+uc+zy5bahFzeZWK8eirHPSNuG2lQKsYQqwZMOUHDo3d95zj50zi23aQWCPye0QKBr9FOYkinQHmZzvYOCw/eefe0mKyYcm7OerWn2JLOtRsICFhTLj1C1i14XcZ5nbdTeWKz1mwEi36FHTAl8ZMsZl7pJ7nOn9ZnEfF+o9qnv8Q2ceK6xD5Pnmd9lffBg4cQKZfj7dopE6eVzeMFueKKHnYHLkGCgIbK7mSoHII1aYd01UFCW5YFwgXUxiRubatOtzLPJ8y4yUY2y1cgalajzi707GfBxSyH3gAUyOwtwsZKZZwvN5L5dlUKK7q8kUJWakp9usc6Y91d+jpBhmwMjN/PW6EPODkW94wxtw//3340d+5Efwwhe+EE95ylNK/12IL7OQjYmAH7KAB0F+MhKzE4micYl+rZKqXBiWqeczBAHVxidhYJP7LNOAWmCrD3XaJQC3dZco6RXgSjGM2Qm/13vq0+HdcFNZP6/Vtm3uAJAmnMgHmiEkCYQsbpO+cxKomulEd1ZmZBiB0hQUR6BLL8sDOUT5TYHnwaWGG1bdNEOYKDQahOZapmm1dosTFMd5ExtheYT6nrht2kGowfCQ72UVezRJprfjmWN22ovFpbcGIDZmQJOqVKMxMyJFYDkM80xZ+Y5mq54ZubnJm/prrs2BlioZQ91379RnSaUpbxSXl0EqY0BO2IQlBnODk6Qo5GSo2WLAxgWnhQXpMiNLxlKBYf9WhWHubG4AD0jbdJklQKtrdsMhiVy7nU8Y0zzYTHXMyF4PeOghXsg7HZtsD4c8xha6zOoQY5G77rLfUceMLJpoaDAyxzISTZ+6MSiFHbeVZjCwyV9lm7ZOyIRdFoT8/iTRz+dkMJKCgMGSzS2WEZBn2Q844aljnWltM+Me7Fb3gfxGSNyUly0YSZ5uUXHPdQYHWCIC7v0in7Ns5jLF9873gdMnc69XYiAzhRkpc0ztptD9/ZCfs/QP/yeSn/wxqNGIW2sBM0cRkR1vfQYWDeMny6DEbbkocWFaFXWb9pEjUO0OVHeBAWBJZPX3iUax+ru/5Y/e2sLw9h9E+u5frz4Pue7yTIxGdq2Rv6VJPQtcJAAAhxmpn+EimHz6FN8XzzPML2EkZu96J7K3vhnZf/mlUqszOXmFaSNzWyfPQZDvW6F+oKyzVQx57fqucl6zUDbXyUWRhQTw81UwSaPHPQG40gGAlpbKGoVwroUGckqOx22HRSRzG5HRAqsLlYwtc3VC5BhD7bZt+ZRrUiVr026zoygsO1IVwUiZW8OoPNdJ27YYDgF2XtTmG3TNtQje/FZ4D7uhcLzL8N/xqwje8MaSWZn7WdRs8j247HLQ9TfauWA4MJvBIhhpGH9hWDK/Mk64/YLUhjxfOXMx397rY0d5vXTAtklBVWBRv58zC1Kbm0hefzuS7/lOpN/2LUh/9b/wHwQ4uOxy25a6uAj6+m+crqs2LVyGljvPCWCTJFAf/wcAYCaxuV4zakbOavAjIWBJrk1b50xuMda9jznNyMKYbLbyZjeuNEBFUNFIxHHSniWkmJC95/f4F/v3l2QDAMBb0bqRrkN0EVhMs3wXiyvFBLCm6azmQFUh+c+cYKR7jOqQBqor9F0NO7zIwtOhDh0yDF+ZHwl6fXfvtcy3w6HJ1QxAPwMz0nSziPaw2xFRJfEVhjznu8fft/NYpS69FDU+9Qn+WdZLl0EsEhfShVYMkydaMFJtb9s122VGAtaQMacbqZl88nzGcY40Y9alXFFS5fIu5eYbxXDZ4koBhTZk10nbPSdDKpD82W3TVrDPuORORw7nGPblKICC8+j4+3pNJwLuZr1I0eM0OYbcN9KdKPL5FedsQtYf6ejY3tb+AhfASIkptItyvPGNbzwfx3EhzmfkmJEqv4AXXXhzbtoRgxkSUnWWds4oti1780YV888FkJTSLCmfEzv9c20EAUoTQRW4UnqftFulyD0OWab18zQTtNHItdKRAi9c2s2arrse6kN/ykBThYN3LiqYByaknXhWrZ8w5OTz4kvyLV0+6ybmNud+geUmRhnTmJF+QVsQ4FaFKdqNADjR1EwBs9iJHqgLuIq2qSS0cVxi6gCoN6GpeJ0xk5HxOonJWWjrLkWq9QyDkJlnRTOgNAHiFidiwjorxngEWlxkcX/3/YMBH++wnsnG79f3a/duTigefIDXspWVMoOu0dDgrW6Vl4W/pAEbW/2YNC3/XVq+BfQshtGM3IC6n8GlqUn95Vdwtfyxj8snXtrRNRdhYDeCAqwNBua7sG+//Ywk5fPWwDNddTW77/3TZ4BbnggAtW3aOVZMs1lu03b/XdsKXNZmBGBbgCsr3nkdKoQajBwK0OwDSMrvcyMMmaE2Gtox3mywdlKNbpJpI73oYuDOz+g2mG0gjhkU36wAFqXarlmICsgxeNTm5kwqOAYYGPRtoWk0YukDaVfS8yp6Pb6/Ss3GjKwprJAxdUqAEW8e1P/7v7yh+uIXqrUN223+fb/PWoyOQYABuIsbaUlYhwMuFhCsQ+refTaR7fW4CCHj8fgxqOPHMbr7syya/uADUC/+jrIDdfFaDIdmQ2paR/VzX32d9MZJ2NNAfZu2MGLX1i3TWZh+evOkvnC3BRWK7KnBwDJr5mwVnCVo1x5rpjONGXnjw0Ff+3WgRzxSA80dO/8uTNZMtoVRZ72SNm1no0aNBoKf+CneJD5wP7C2Vs1sFgBE5EuuuArq4x/jf3c0uzRV+hz19d67b/raN04Y1MsyYzwhWoc5qQZ3Tmh3LJNW7rHvAZ7H3SJOHuLdeBOyf/4s1B2fBG59qmWAFxzeVRSV1gq6/kaoj30035puijQ1G3D3/RMK0eazWm14tzwR9I3P0Z/raEZqZmRJEmDfAd6UX3lVuWjtGqYJ+yWKjHYdFZzFaX0d6ugRqGNHucgzqx5i3d97Pcui/fQdgNaCBAD1f/4W6ntealtS9+6D9+rX8sb+iitnk7KZECpL7TwN5LU1Gw17z/t9zgGuvtqYacysGTkrc1SOobvIa04lM9Jt03bYjlVu2hLNfJs2Lp6ct5j5bVNrRs4JRpq5U7c+e8/6hspx76+sIv3CF/P5pQEWhRmZGdNPAFa/3WFG7rRNGwBo736+1hPByGqdRGP0I6zZCk166nb5NTXMyOx9/4s7zB5xMxuLikGn62NAxHJAzaaVBGk2rZndLHJyUlje4g4MetJX6wPQz3gNM5IWnbFYB8pKtFpcqJHcRoq2LoNY/l3zGcbcy12jTdfBYmleo/V1qM/elWdGegQ4Ttql75JnYWsLSrpyqMCMHI8n7E0pzxKsYUaafaAA8bKvbhXByASAghoMWItR5hWleGxJIb10GJQHIFUGRZTLTdWJ48CJE6Crrs6/1w+A8Yidux3tXQAl6SeTb+UA2JrQebJhRkq+HZ7bIu2/5pgbjHzuc597Po7jQpzPCApgpGFGhqC4YaeMIMwDNlGhTVsW84QZWmg0eIKpqnzVhFlUKpJLCkPLwMqUBajcn+uiCLQBPMnFUwAzP9DtVgXWTZYCkePQ6SQ7KkvZ0KXZ5MVpOIT3yEeB3vWbvGk7fGgii3MiUJllAGh2MLLTYfdxhyUCgL9fGI3me708xX401oDzdEMYFYR5er98x5SgTsdoKOHiS5i1cPBSxo29wubOlQ2I4pI7OgFTmWL22HTVCtAM2WDye6MpzMg0AZqOU2ynkwcdU9broUazthJHgE1+Fhbs+4dDvSmcwjIej/k44wazYBcXWZeqIoGhKILyPLPgUxxDBUGZOSabK3MOhb/LdasDIyXR7feh/g+zu3DZZRNPQ5gupQ1mloGK5+IyVt32z8/oqrnrxJiloDjm8er5oMuv4C6KuxzB67o27YUun/twCCwtgRpNHj064VY5B8Jq4IOazco6pxFXr9BupI5O3AX8iyJOurZ7nIzPMg80m/x6hzlMnQWoVrv+/cJ23L2HgfHtHidHy8u17dam1XU0sq2rbtvQDMxIABbAHAz4WUlTyzYSVsO+/cw8cdsVJzEjxe120lzWaPDxDrXRj4Cqhw+V27QBR/twG4DKb7IF3ChupJsOO2jXrvwmeTjIs73PbOS0orK7/gmjT39Sv3bI96FqQ6WYraDGY5aKKBZZpHBSFcKMjGOrlSzAewGMFO1T14SF9ulNaqhlMPp9w3bLXYt2h5+1SW7aZxu7dwNaHm8aY57CEL6rNdhxwMhp+UuqC5PuNZX1qkLrk1otoLjJcaPIEr34EqPzSoVjob374L3mh2Zq0eaxENocr9G048s1WXLHVLtdZte7rE9Xu/HGhwN/8D+g/vHTUGlqmZGXHLT6WgB/v+vsSwR6+COgPvbRvGnPtE38PJEknOu5bCOZbwdWM7LEjFxchP+Lv1J9DK4Goqz7ItdT9XyJbuSxY/PpIda10W5t2bGijXHoEY+E+sTHzDmZAsLSEq9pxXVtpzEc8RiS4oerGSmscQETb34UA9/zakbOC5ZVaNqpcXner2dGFtaGVpNdfQFg9+76jgcJYafpNckU9GZ0LKddu21+sLQEqpAbACwz0tVBNK2shhlZ6PYR4MiwgYe2SLSTNu2905mRyikm5MK0aWvmdxXYPIEZqY4dg/qbvwYAeM/+Jv6lFEziiHNbAFhe5v3W0pIFI/fuyzEjlVLcgr28XF0YcoBU79+9DN51D+MfajTxKYqYlOIYN9aa10gUi9T9vtaPLoP2pfxX4uClwCc/gexDfwr6mlv5eZNi4d4KA71aZqRyDOyKrt0LtsiwccZoT6oksUBeMq7f9xGslrVIWbhRYEZSAaQ2WrQGjBzx8Q4GnB+68hQP3G+7eopRBEIr2rTTn/lp4L774P/H/2TBRoDX+X7C6+bWJj9fIt9QZdBFDgCbZZXESOV2EHW7Fjzf7gGLXYuJfIXH3G3aAHDy5Em89a1vxQte8AI885nPxG233Ya3vvWtOCFU4wvx5RVGg4GFYJUY2BTbtMMgp/WGMMpX42Wh0wshLS1N1L2rbO2UlqCqTbLv20nDuJl5lv49CcQrtM3wcWbTW5CNbl5RbzLLgy9haLXYDIgXWwYaYK/dNM1HbS6jqpg+KjPMhFmCggC0vl6ezKT92r1/OoE29yUZs6vwLBNhGBbcraeco0S7w0DYaAiKIgRv/Gl4L/o23fbmfG8Y8AZZM3GNBk7uZGm6TqWEu1lIE62vM4kZGVZuLO1npDkwqZQ0CCtPM/NUgTWhknHueSNxXQf4GWq18m3fVZGMgUYT5HlGG9G7+hp4VVpHQQiKIptgxzF/Z/EZco2flKoAA7WeZtHZXKLdtp85HoNuuBF00yMmnwcmMF2K9ygMrGako+2m/q/WxXK/y2VPhwG3rhEBhx4ym7ZaAxu3DbLKGVQc64EJmpE1zEgB9ya0aRvQTWuRMitlxhaOhk5uhDmrYxKQmTPYaBU2kW6LthuOI7GY6yhXn66KTVkVLjNSDFf0miJOmMaNvddj11JHu0gdPVo26ZjkWC4h92085u/U86A6crjspg2bHKvtbV5LisUYoMxqcsYNRXF+bi04YWLjjB2PALI778To45+wfz9cvRFUwlYYj7hV8pOfQPLaV0Hdew+PGNmoVkXRSRtwNvkbuTWpShyfnnAL6DnPg//6nzCbIAP2V+nKyfvOcZs2kAdJ0WyyeUvxGteFC65MY2ZlGbP4XWBO1qJJbN2aKDqL09KS2Tx6Fcfi3fxI0DSDDIDXj2aL54PhiDeRnlfaH5k27ZDXCGMMYSRevJw5j4nLLuPrtr0NdednDNBZYpfotdzE8ooxB1T33mvyDwNmNM8OjGQWaMUxO8CMBSMrWFrtdjWTUOZF0WEFeL2U58vzc88LrfH6oY4fnU8P0TX9CCMLarqscwGjLr3UAiEnjufdrM9lZBm8KAJufhSD5cU2UOc60qMfw/8wrPAhVDJG9kd/CPW5fy59dPob70L6Cz9ngdRZwTINtKoHHc040b9381x3rpnGjNTFTLr62qlfT8UuBmOUMuO1lxZNAN4zn1XLdPb0OptziJbiqzxrWcr7NRlbgSYeSI46HFg25U70egVgPXEi1xGQizoQTr5PWOuVbdr1mpHZH78XSFPQw26w5ytgpMuMFGkdPfYNCOnelyRh0Kdq7QZA1z6MTbG+9dvhPflr7B/q9o6i92/A1A3HPK++SF2K06eq5ZxqckvvWV/PnUH33Qv1kY/wL3V+QHvKYKQx4zp2jNfFEycMM9Lcz5K+pWfviwCHnpff448mMCNdA5uqNm0BnuX5LEnc6PlWrrsY14yG+eIWGIzM/XzqpIM3UH4dKJBD1NEjwL33Akoh+9hH88fgcYExk86rSw7a51T0wN1ii+OmzZ2TFXN9v+8QKjr2vEXH+IJuJIAdgJGHDx/Gc5/7XPz6r/864jjGddddhyAI8Gu/9mt4znOegyMyAV2IL5+Qh0nADvl/WAQjC23aUZivJjomAAhYgNYAdIVQGxvAA/eXHYPPnOakoGoh9gP7KKuMK1nS0iw/10XgA+TlXUlVNrW1yejmVTlxuy3qUaSZEIlubw74d81mDqgx12ISa1C0KKuYeJPA2nlCzGvcBdXzcvqYGCdlQfe6iKJ8SxrUTMxItNs8+eY2ibJQORN3EOSd1ArgstG1mrX9KPDtp8+gHUrTtLYEbJSIYpBS9n4r3bbeaLC2ZDHRGI4seA0wu9HnzQxrVs6wsR2NK1teKiMMODkSZrB8d0HnkzSTRmUZH0exyi3MyKT62FzBcrTb8F768tnYfHWfVaVZ6T4nMl5HIwZYHV2sHHM21ECsbhk3gMnJGmYkuLUF0MyKIhjpgl/zgpGShFUltzpRF+dVkg2165I8JcSFe9YKqxqPAXEi37ffJlniUi6boOJ82120xzQY8N9dZuSMYKRt09ZajOLu6Ht2IyHgSyYgoGYDZhlvRt2NWpZNdCw3YZxGR3n2jsOMzG3cjGZknwsjw+lgJMkYGPTLry0AZerMmRzwm/7t31hQFLDMh2KIG/h4DCQJC+I/+CC3+urCXe0zWMVG63YtA8rdHB4W8xq72aFGE/4LvgV0xZVWG/bzn+P/O9ei5Fp8Htq0c+7Sook7zbxFR84kZhozUgqhVYWcSWzduigCs0tLRrN2R/puEmnCm51ulzdw/T4/29qgz4SAJ7KWaHkMa2wmBaj8uZHng65nPcfs1/4r/7LdzpknAACFUZ5ltrbGbsOex2wTYWvWMavmjcGQ5Uiaha4E0c/b3LCFpHbNHF0VjUZ5Do4jvs5BxTUSEPHo0dmdtKHXPT3v0N49llnmssJ1FwWt7TLalOr4cVvomsWsY57QxXj/pS+H/5/eAgrCfJ4vz3ejweZGgHEyBwD1d3+L7Hf/O9KffqM1SwMD0OpPP8ht5n/1l3xOs7ZpX3WNLi4eskWcCs3I3POV298UDGyaTdAjbob/hjfC+47vnn4ABozc5Gsha9CMYCTtP8DH32yCnvL02td5q7pYoD9fbW0BX9D6dTfcyH/LsnynhZbTMVIwU9q01alTdoxWHWu3a8+3qA0rYdy0889vrpUcqHwGzDp7+pQF8+TY/vEOfs0zn2V/aZiRsSkki+GQAeJPneLigIDcy8u8Flb5Cejwbnki/P/2G/C+7hvyf8iy6lxCDINcN/BpDO+KvFAdrZZyqmPnUmcB3rO5KzX7/d9hnWtjXlPFjNRzxD99Bukr/j3S170aajQuMCMrjrfoWO95phCjskxLXtWBkbDXuYoleKbYpl3IEXQeasbweAxA8d6juJ9ywMjsk59A+n0vRfY/fscehztXKd1tKD9++g777099Mv+5si+X+daRbqBCm7Y9AOecvYr8W/K+QGMGbaeocQGINDH3rvEtb3kLgiDABz7wAbz73e/Gz/7sz+Ld7343PvjBD6LRaOBtb3vb+TjOC3E2IZvKhDUY3Dbt3ITkB7kNKIV57R9ymZFxbNuUqyo82z2edERUWCnW0gkC1uepqhYFLgBFBfbcFIAukHZrFzSZEbwqAG0ANE3fWYwEqE0SniSbLZAs/rkqjLAoJoACPgOnlRuZTJVYGDsJ8jy+zu7mWtzh5BqpLK8lNSlcBh0wnf1pXkZcpXMrW5ni65NzbQ55PMliHAR5XU3TljJrmzaPJSWGDtP0LevAYQmV8fMgISYIwpjQgCJFEW+uxoVnYjRktzhJmuNIm5VsM0NFu7BPDJVNdW00EQR8PeW8BSgtmifJz2PN9i06ThLpDZhmpVVUmIXF5r3ke20r75yhRDC8qDVWTCRdRsbDb85fDwF1Aavtcw0zHtRd/8THLomBy/KTEE2nlRUzDg0DTxK4KKrX42oV5jRhQMnYr5CMMBsxp8VZ2G1TddLcWFqaXS7ji1/gcbuwwOdcdAkUhoFrxtFs5pipGAyAMMptmNW8bdrbfR7zyZgTTj+wQOjuPXbultdnKV/L7e18e5crPVIB+KpejzVGZayMR/zcyd8PH3baiSvatLd7Diiaj2JbrQGxt6vAyK38z6dO5vXPCp9fMgix38rHMx7z/8XdtbcFKDCLtCaqWuvI8+15u6YJR/T3u6CfGwIYa0Cg1KbtxuJ50Ix0mEakGf7kFQqSddGZB4xMrSabG1G0I2Zk0SgF3UUDZHmzFpuqQilQI2YgWLfQo9XW65RltxhpC7mvacEYroplKH96zvN4vjCs2b1lsKHQcUNra7wuavBAWF4C2Ne2Js4aQ9aL5GevDEYawN/35wI+iajcYhlqJmkYGhaNef0+NtdRDzxgW5g7s417eXZo7z4LlLtmFQLora+DRJLn+DFrcnKewEjoIqVSCnjgPjPHGxf2mx5hwAMKLJlB3fmP/Dn9PtJf/gXLIHWlIGQOn7FQQe02IAzbz+jPH4vLuTPvN1sWnIxjnkePHM5JYgAw7r101dXTDbAAh9G0zUUPAUJnZKXS2jq8H/wR+K//iXKxxglPM5eF6afu/Ede4/bvt/lVWmgjFm1vuQ7DyW7aNOhPdGwH4JjY1KxD/RpQq/B9pTUS4ByLCOj1kL7q+5H9+Z/xdyllGdf7HLMq0RP3PNDNj4L36tfCe+GL+G+iyXz6FEufSItwt2slKCbM01RlxJml1QadniY5yDlublgNwXm0xKUzpcYktvI4n/FMBmJPnID60J/a+1LFjNQsbYxGVtu1twlmRupnpmLMU3eJ/yHPqefZrpM05f9m0IxUp04i+9hH86zaooFNXOjUKmlGjuz3lpiRlh2tpBgq/0e++MZ7C+e9n/6U/eGLX8jlkkaTW/IkV4uzwqBLuW3adcxIec40eUvmetXb5uXqAiAJYAdg5Ec+8hG88pWvxEUX5dtGLrroInzf930f/vqv//qcHdyFOEchk53oLsgiWmrTLjIjIyjXfdOAkRrcaTSNa68ajcwmQA0GnBx0Fuzmf3OT9dyuvQ5U4TAJwLDheCJRNikmsj/XRYXJCkHNBl5FYXmxUirPqgxDTnLOnOEJXiamIMxPP6bNegKQ4JopFEPJeZ8lMxIoM0lF8No910nO3u5niRYVYPVAZgUGFxaYBSjjTpUBVyICXX2NbYUpujgLGDmJHeuGAL5ZxonbNBBvcQnUak0GVNzvjnUSIcmw2yK8sGA17CRGo7xuWtzgz9ja5GPT7Vx1rtWAAIMzgpHiaCqbryji9rxildbXydVoxMdTBU5rB1G1sQE6ddJWTXV43/8q+P/pLfC+6vGzHVtVpAmPxRIzsjA+ncSOHvtV5t9KkiS5B4GAkdfx3++607q9NptlIwMA3tOeAXrSk+Hd+lQLKknVfpp5jf7cXDhgCYDqayvAxOnT9t4HAW+wZx3r4Ip6UYOnLqR1jq68ip+7Qpu2bILo4kssUCPjxrAL2b02Nx5nBiNtm7ZSiucF0aeTjcjyigW0ej2WtRiNODEej7il2BRVHDCy6vnY2GDQWphSoxHQd1iKDz5g3180sAF4s5GpSiC+BMQIqFOhB6W2CszIe74IIy3gsMtMi3odGEkElTAzUoFskr+1WS7yFKOOxeGyraDneMOMrAYjzXFKuKCCOxalQHOuY5fzfMmz12qVmQtVMW+bdsWzSFGEidIeNZFrWV9Y4AKtBur8fRUsl1k/VymTlxERKEuZAR6EOQkQuvgS+D/2k/Bf8Sr+RZrmN9J10jXy3h/+MbNJo717y2BSscitx5ZIaqhPaikC06Y9AxBUCJWMoR64nwGI4YDBuKLDtTzvAkJp8GmucIEE0VnNMp4zfS8P2ArIu3EG6iG9WZ7ZnEUzI/ftL5maqSxj3TuAtUNFD+6EZUae+zbtVOuPWtYPxQ0LsmqWIt361Pz7xDlYDL4A4LN3Qf3Re/nfFaaE87Cm6WHX8+cLGFlRhCIi46RM7Tb34Fx5Feiii6rBj1nDLbBIq3i7PZuRow7vxpvqte7kNVIoFWakZnLRDTfZF2Vp/pxFlkkfixoMyqY3OpQ2dJz2JNA+vSZV6Eay5nLNWlK8n1XMyM4CvFf9ABdENjaQ/ddf0c7U2xZ4chmnoofteaAw4H2kMOlk7J8+bQsPS0u2yyQI52ewKwWqkoTyPV6z5RyVsiYxs2hG6nXeyOQ0m3mG4CQwMorhPe+bAQDZ+99n7ktVmzZ27wY9+rGgRzzSyWWHfLx1mpGAZRXLcxoEWiM84/VAjJMqD5CBPKUUst/+Lah3/wbSN/2kYeAa0E80I4nyeYJcJ9kDjHSbdprYYza6vEct0KnvuRKZQEJ+7UpTsy6oLIX6Rz13NBp8vA5TEtAAo3y2e42KbtoAH58rLVdBQlJFvWJT5N6yn3Eh5gcj0zTFcg0tfWVlBVtu29aF+LIIcg1sAGcBD/Nuc2GQqwYp8vLVM3ltmgExa9dhcRG0tQXa3AAdPWKdWFdWQXv2gBQ7O6K3xc63RVaAG65wurQqi+mKgHS172UNn1I76Sxgm+gAuSGu1jrI87g1bXEJGA5tVakInggzcgJrkMTBugqM1C1h50XQVjYZosHnMsmmhctaLWpMTYvOAv9nNDK45brSKdZ8X5DfEKWpbW+f9XiFKZul00162m3eTGxuctvnqVPGwMEcmzOWKNRMw6FeqD1rcEArKyConG4kZVmuEkmex4l7v8/XptGsB6gB/izPm66BKp/fbHLFX2/IiAh0ycFyNTQI+b6ORobtW4q4yddxu8fP8KCfA2ao2zWb6R2HcXQtAuge3GqjYY2EIejhj7CvEwMUnUBS4DOT9FqtBXXffVBislDFigRvBP2XfT9o3357nQRUmmJeA8C2cQAMeBYZAlVjUBgtSWKZMFHEgMocYOS0UFnGuqVwwUitxyRJoCRNpwUQXGa3SsC2N7rMSMAaogDza0ZKO7qrSSSbieUVk7wpDUYiGfP3jcf8/cZdMatmyICZrRTHtsULYEDTBazk+0VXVYcBrE2btqO1LFHDjFRVJg7FNm0Zj8srhsELAP7Tn8l/rwMj9bVQoxE/GpLkb21xe9baBHZyXWudaEzJJunMaT5fV0u1ECUdQxfgczdY3cXzsp5RHFu9sDjmY221ZjLQyLVpzwJGRmH597MW44rhgpE6H6KvuRXhD/8oWi98wY4+0mgSy7okhailJZ1r5LW96ZprrXakQl5rVvQwi5rN8vfLLof/oz8OevwT2BG4yLwKglzRS1rQPT1fqzs+xYUEh6WrtrZK7ZoTYzTidcfzQeTxeBNJHwnJVwWMrNCLLMkIFcMFElwXX83SyhW/Gw3zrKh/upN/OSsYefmVAMAGGmbe0+vBmTPWxXZl1RbzDz1kc6pJefVOIsvyEikakKdmE2q7B3rON8H/lXfBk7ZhCbleYpD2pCfz2z/0J3xOBZMsALlrpE6dNHIhVSEt4eozn2ZAzLRpB1BHjhgGpvdt3wH6hmdDHbyUr1tnge9fkUE5R5DvW0mT+3Wb6LkGgeG2aXOBUt3BTC5yr3UVWBbHdv+2tWnM+lAkf4xGfB2CwBIEKoL2aODs0IPlP4q0ClDKiUrFnZoiqffox8J/y9vsNTx61D6rrVZ+jUpTzsk8j/dX7nNuwMhTOfMaANaIZm4Ge01Rz/UxEIabtAzXFNxMsXfXbgbE5VwBHoPOWjmNJU5PfBKzI0+fsjlMRbGQPA/+q18D/7U/ZIHT0TDP+pvYpn1an29gJWEyASMntGkLOCf34XP/jPQnXs/3peimDeRzBsm3igY2aWr2G7R7D7NSlbIFAckZTxzXRJnC+JCuKwD4whd4zmy1TSFFni8TKjNs0Nz9MJqRhXUqc8DIqjxH5nFZf+T56PXyYOZXeMwNRl599dV473vfW/m3P/zDP8RVV11V+bcL8S8YkmgmY048NRhJLjPS87iS5C5woosoIZs5lZmFkPbuA934cNDDb2YH1OPHuCK/vosntmYLOHqUK5Q1mxoTAiimGcMPpBceIpCAfDVB0qYgJgcGIJoOXrmsP/vLcos3dToM8Ozdl2snzhmWSHVkWotlo1HtnqyymdmKc4dxAM2sBuMcTEMzzYpm0hQ9TgnyPN4kG/BATb8vQUHLU3RKZz1ezwFelapuxSge5+49bC7w0APMVvE8qCThBLfqWi0u8YJZZG0uLvEmUFemlbjbFoX6Fxb4una7tl2jLjkcjzXDaEZmJGrAr2LImBgOatsVKQyBwYANOS66mHUYT52cqR1SpelsbZNJwizjItjq+cxwltCgGD38EXl9nSTNg5m+aPssAZdfASiF7AN/zL+bpZW8AEaqabpA7nsA65rnRsW9ozC0yYkkVWHECc+swPuUUEmC9LWvRvojPwQ1HkN9XpsKSBu2sFmKbdpLK7ZVShJFYRsJMOcAP5M0qOyxjPMtNwNu1Vbgli0z/peXbJLe29JC6gnUcADlB1w1l+N11rRS0WHzDIPPvm8lKUajckIJlBkdpn29l0/ihdkiRaXce+qZkaW2OHEWXllhIX0A3t698EQH9fBhBpHvu9cCl4AVldfMUgE51dYWgzOT1p46Not2azbtoKJXubZWr7u8Z0++YOdePxf4mcNAQW1t5TTmpoUYo9DaOucJnQXW8p0GMs3Tpp3WtOztdJ3udMymRYqzFITwb3r4zluWR8760GjwxnhhgQsk7fZEo0GCKq/lUwzd6OCl8L//VczyqmjTzp2HtBVfcYU2wOkBn/tnyzpvNHitrDCzqI1UF22vvwG49HJ+dkuannouEOmHAhNObZyxG9q6cAErKewpxf/2g7KupgD0d3+e/z8j6y944bdg9Xd+G/6NN5aYkaJfhpVVBsRED06+Iwxn1/6eNZw2bQB2Q7+0zF1OnlfNxC+sed43ss4dTp/mHFnayq+9zrxWwGoAoH4/V9RSJ09YxhMAuvoavs8nTnDrtYxryWH0HO098tHwb3ux3kcIscHJWd2W5nlCz2sCQM1sXjNHePKZScLj6NhRHuvXXue8qkKCKo5N0UTdfTffu06nXHwVMDKq0DZ3Y5+AkbYolr3vvUh/6zfymsiNwho4S5u2/C0I7Npz4rgxsDNgogllpTI8L18okTbto0esoZNcQ6XH8ZwMdiJUF5uc7jK6gvMn9SnN9K5jRmo5DLrhRqsHm2NGOs+RGDQqxczvAjBPQZjXt1xdnS61JfuO4VBrRlYb2AB2PcoxI5NE/5eWzPFUkjit2ATTdiwt1kTAQw8i+5+/X27TBvLnXmrTHhuwjuQ6tNpmjpVWbQNACxGKkAef09QwFg2wf/31zBoFoO74ZD5fWFyGknndvUaVmpGFNu1KMJLzMyoyI3tbwKwmlV8BMXdp9+Uvfzle8pKX4PTp0/iGb/gGrK2t4fjx43jf+96Hv/u7v8Pb3/7283GcF+JsQgDGpKJNu8jwc5PuIADFFWCkvBe6CibJ6GWXc0VhNAaWFkFhBLW2Bnz+FHDZFdN1WXyHzaYUswvdStQ0jcI4thNtNofGYMWmn5SqBBSp0wGuv8EyyMLQVo8keZulzbrVqmdGzqMVN0eQ50EFDCxZAG02QDHnxD0vMxJ6nEgbcqam30vRAE1SIAIfb2tG52/AYYGm9vOmHWMcs3Nkswnatw/qs3fxsyLnWjR/abE2l0rz14N8n3VcPvMZXuSGQ07YihXkRoOTxUaDx9EEZiTGY/7+nSTQk0KbRHHluWYjHAScNK6v8/i/5BKgt8WbhF1TCgwnjgMgm3BubABbm3k9IIDbCAsuswAsM1oHPe4WqLvvhvcNz8m/rqgp6jxD3uNvQXb351krESg5aVeG3KvBgMfsLGCku9ld6JaYF0op1tIttogvrzAj99Qpbo2OY05YzlZLTeLYMdPSk733fzH7wPNAl12eP+5CmzaWl0H7D7DdlGNYAMCCWm5iNktXRJEdOBzpIoeybfTtNgPf7Q6nar0e39tkzN8Rhgxqbvf4vVlmXVWd50ONRsya2rOHgVJZy0aj6lZeZxOl5JmFA9Lqc6Yrr2KdogqnXMOOrWrTlnNvNvnvUhRcWQV91ePgH3oAncc9FoP1dT7f8Rh44H6kb/hRIMvgv/2XuVgiLNGkoKU0TQPMOYcii4N27eZrrRkbqsK8phgUhDzPCaDjghMu28O9rsePcRtxBZChlAI2N+YywPJe+nLgwQegLrucz7+7yNd30M/rPRVjzjbtSkB2hlbHqjAanWfO7EjrT4nRULdrx1+i14cwZLmPlRUDCFKrlWPp5z5LzI6KeUBRC3tSFMGGMMiD1NKm7fmgG29ic5NPfcICBE3uspkKILuRJkDc4gKxvpfK57zLnJOMcekEKTIj+wNQEEw0/qJ2224Xo9g6d4sZQVG64aKLgE98zKzjM5uzEMFbXAQ2+nbekzZtRy8SsNfTAHuLS+eeeVwEIzOWH6Jdu1ircjSsBEGo2bTXa3WV5wfRKT99yki80L798L7126FOnDDaryrTJpWuDudoxG2T8nMccxHtrn/iVm1H/54aDWaLu8+9Yz5FvtNZ0pwjl3RjYYFbRIUNdx6YkaZAubmJ7EN/yr+88qpc8bXKQJJcY1ABSy++pHyeoxEXzJOE2Wo1QLbJ0e67l4GxQw8h+53fAgCo67hdno2vCvuVGdq0c9+zugaFz7IUgX6WqQCgMgipv8f3gJEFcejSy/geHztmGclyX/S4rQo1HPK4qNsbVBWbAktyoJsfCfWJj02V8KHHPg7+8gpw8CCyP/pD/qUwh7XUjTkb2SOnbGyphoNSEYW+5inA/3oP59F78uZhlWFy2SEAC0ZSFTO42KYtz65gBgVmZPoffxw4chj+236RAb8kAxxDQbr1qVAf/hDU3/6N3ds4+tHU6dhzL7ZpZxnvrQBb9G61eO288zOWseuYAOLkCR5/bpHIAQmzTwvL+CbQ1VfzPTtzBrj3HqNHS80maDzi43K1tQt5Mv+SCRcEmI6/UkheLDq7HSevBXABkOSYmxn5hCc8AW9+85vx2c9+Fj/0Qz+E7/me78EP/dAP4bOf/Sze9KY34WlPe9r5OM4LcTYhiaZUGlwHOnnYZBPvgh1hQUNOv5aAag2lOGbm4BVXGoYTraww42zXeun1pSi0ERsjGM2OnMSM5GMPrbN1ms3e1uu6eBePpyJyraxF/ccZGZns3lzxB1d78HyEiDkLgDYr+8q9N2k62cij8ntD595WA73578szXZGlc7ECXRZoscV6UtDu3axLtLyitbbGZeajRFO3Vg9HJfMnrKxyYnXqJCd8caPMVIwbvJGTxLjRrGbLAnwc7fa533TodnaKCs+6G2HArZZao43CCHTpZaAwnMqGI3HgkxgN846nEklSXVkujBPvpocjeMvbQFdcmX9dyqYC1hHWM9eKHvf4fJJQ4aRdCjkW0diZxWzBbcOvYkYOhyywXghTxRetRs8Dra7u2JW8GOq442b6h+/hf1x8iQNWONqIgEnuaHkZ9PgngG5+JOjpX8u/k2dwUAFGzuJkXNBNxKBv5kzjMClagIYZ2eO5P0n438JIPHWKgRm3Eu8+Y6dOctvk0jJvSELLjKxyu861D504DqQqf46SxN/4cGbhiZu0G1W6QhICFhbch7GyAgoChN/yIkQ3XM/zqgbvs/f+L77Wo5HVOvI8nnOKoOoMYHAtw1faS/Umaap5jQ5jhgLkN6GFNm3z+iSpHye9HoPeNKMJDfg5o2uv4+IhebxZWVyarhvpAmizGD9VFTWLusbzhDBQdmI80t/mNcUdY+Mkp4lIlxy0xgZhVA+aijxGEWwNZ9dZozDMz3VBkC+8ucy3h98MAKwbWTJTmmNtS7NyW2RRE7toGFZ00tbGRBNZU+6GPYocBn5Y2f5Zki7YiYu8AOUyX2hNOhK9tLVCLr1DQHsi+CvdK6mTf3ke50Xdbs4ALBdue/7FB3kNE5bbyZPWGGNxEXTZ5fAe/Rj7Xp1nURAw40pLD5A+XgnPbdWWeV/WhCLTz8gm6bEh68OcLdrmnATQvv8+/v95YEYCMDqI6m/+CgAzPfMvqMhpXSkSuV4XX1L+8CTRJJLuZGbk/gOsUzkeI/35n0X2rl+1f7v3Hv5/VWtyp53Pt6YB8sL0PXHcdmUUmZFCTgF0x5QDRrZazJgFoD769/y7ZQeMFDJLMY4dzRsqma9Smk1bsWfwnH2FnsvMcdQ5YXsey2I0mrZ7QPLmZisHnhvZNMmHKxjt1GjA+4Zn8w+uyWBNyHGp0ZCvx0Q37SV+7cZpc+wspzM2e2tZY1SSMMN9Y0MXJAmaGmlzpYffzPmXow+cK2JUaUa6OZyWijEF4VbL7ENw7CjPEQ6jXp04jpyrN6Bl3zx+rTa5oetvAAWhkccwsgvyOeZ4nWtkzAldMJIcKbFqMNJqRupzdbXLgQtYpI4d7Xae/exn42/+5m/w/ve/H7/927+N97///fibv/kbPPe5zz3Xx3chzkUIM1IMZmQB9502bWm7jiLQc74J9A3PBjU1gKI3xRTHJX28YlCzlW9dWF5hgHISS0HeK8ymNLHsQs9nQFKSiUkRxTaBTlNevGYBoQqvUZJ4zeIWLaY/aR6MnAokRFG+/VQiO89gZBRaU5cigDYpjBO3puzPa0jgvj+b3qZt2Boy0SdpPVg28f0J5mpHBy+2RGTb2wrMRxNN3Q63vV2qsFIUAXv3MsNr1+78pl2i3WZWgCQx7XbOaCAX49Fkps9OQ0DfMCq320g0m8zKcMAa6i6CDl4K6m0ZLcJiKK3zmVueU5Z4KG2E6pzCNTNyKmumuDn1fJOQ09Iyt/PJsc/CjBQNOoAr36b6Xc/uVqOxfU+3ayupElEIcgSueUOY2g2NtBNOCXXiBLI//eDsGmva/ACAZQm5Sazjpq1GQ1uxXV4BLa/Af80PwbvxJqjhEErmNZ1sqm0HXNzetq6pxWOW+1dk7w2HFuzXGq3GJdnVTpOkWFrMGg0GYwYDHn9SDNJzhNrY4Ar3xZfwXBBFFpwYDqvbqDVoppTi98jzsN1DJi1KAOjyK+C/5W3wXv0D5c8wYvGDMkgl7ToFVnDVeBRGovq/f2d+Z1wgpU1NwFmJra3pwFiFmzYAZjwBzHpSyorjTwEj4YIvOc3Icpu2bPIojvMumxKbGwysBL5dT2cNYcD4HrNH6xjmcnzuJmhhivFTXVdGsXg6RwjwTVVs8Gmxvc1ghQskJOM8G9WzxRhEUT1oKs9eAYyslK6ZFC7oFkZc8FleBi67PDcP0o038fW89x7jgmqKIvPsysRE0Y2gcD+KOYozJlWagkzBc8L9KxjY5K5XWG5lL4ORszEjcyFMT5Ff0MxIWtfzYreb1/jcCSB27KjVh4Vut8y1yRc21bpjh8SRvO6audfrEg2EaZabcsDISu14ybPihp6jB7ZrZOyMda2vq+6+O9/l5fvlQqczL4DIXrdW/To+MQxQrOfy88CMBPL3lJ72DNAzvtb8bCSWijl0EJRkbujig+XPBrg43mxysbjuGIjgvfz7eU5+8IGc+ZC694v8j4puGvL8Akt+8vxq2vSPH7Nt2lW63rLn9P18mzZskcPKvOj3a2NDKsxlSnT/qwoRwqSr2qM4xpi0ugq4WumzdLIU54M6A5sk4Xm05v7Q138j/De8Ed5zZsBccm3amV17K9u0C8xIgCV0xmPOsd3r6BQV1cmTNvdVsPeh0QA94Rb7nqJkizM2DFPTHcODAefy8ry12qZYrY4etexwiRMn+Djc65boNu0HHuB727afgeUlfb6Fz6kq2srcNhjYfJY8p2BTw4yUz5b7LOuWGPRcCAA7BCMB4K//+q/x3ve+F+9973vx/ve/Hx/72MfO5XFdiHMZOQObAjPSgJE2ufFfcBv8217MCzuRfX+jYdufZwR3iCgvZj8tokgfp9YGMe6gNBWMZLahtJXM2abtAh5TANdSuGY0szIbwxDw/DIDpMa585yFAHw68attUah6n64IctVuzsqy+35xHJ8WcWwNiVQ2l2shf2dg26x3YjbQbuuKYMrskqKGaBjxawb9aj3AAxeBHvkoeNffYDf7ufeHbJbigP3FJEsNBsgOHwY1GqDOuQcjDWhb56QNThK8yy4vA+y7d3PSWeUyDFiHbneBrtHwIaDanMfzTXKhsrQebEmTfOKgN6YCjtHjnYRoBjCSiPK6kUNb2a0KNRyCzpy2x1DRpi3sYNMyubEBPPSgNeFw200mRPZ7v43sN94F9Vd/OdPrTZufC5aLeQ2Qb9M+dZr/HUVlt9HtbZCw06uYkUqVmY/QOlMv+Xaou/7JVoklBgPNuvGtjtIuDYAV3LSRZbwpjUIeqwIqus71UQSVjEHbPQYiZVMURnYdG40sGOmCQZIoa5atATN6PXv/AU6w9+2vZkLIPXddKyVqwMiyPhYsq80Z7+rTd/D49zw9D4+tyQXAz1TdsyhRY2CDtTV+zoZDdgP+ot5sTjGmMuBLq52fH91NhlxjAXI6CyV2pBqw0RDt2qM7DebT+DIMKM8HGvF0BrlsCn1/apGnTrLFFthmO9acodnNj+JilHYHnivGY2b5FVhNlcUcgOfgOj3iukKb52Euyoa7yYwiUBzDe/1PwP+Jn8ofY3fRFobu4TFmzIfmYf1nqny+wlqSgksxX3Dns+GAiw1u90VVuEBqFFu97CDQ+WbhGu3bnzuPWdu03TBAvjCdj2u3XmnTJsqbksxpXqO2tri7wf1lb4t1oOXamXuvX+WaOIVhPRjpdgdoIMy03J46CeW0lpciSTlPa7V4nhoMeB2NotxYN8WqkyesTEUYAuRpr0vnnrjzwjlgRpbMWKrm7nMQ3mMeC3S78F7yvfC/63vyebqRgiqCkWEJEKOLL879rERiKY4ZpPKDiSx0WlyC9/JXmueTbryJP0eYkXUAnMwHzeb0PYYey+r4cWNgQ851LZFDxNHaPU7XzBDIt2lLDunG9jbn7lXj2LT21xSg3DnmEQ478hyAkWZdFpZwzccQEZN8ZiFoOJJDENko9/duCBi5uWnHBYGNjtKEgUkJB7CEy0hUykrQhCG8JzzR+fyl/HlUaEaSWzQY9Hmdddq0zV7KNTzSwcxIyu+jNLis7rmHP/+SgzY/MEzQM7nPsZ1QFW7armyTx8xIlh/LUCziqI0NU1Cmy67gX7oGPfJ5F2J+MPL06dP45m/+Zrz0pS/Fu971Lnz4wx/GO9/5Tnzbt30bvvd7vxejSbTvC/EvE/rBVmmS3yQFATO2Gg3QpZeX3yetGsKsjBu6yjCfXuBcEYUMdgkIKUmENx2MFFARgGH+zdTqWGwJNi3eMz4ezWa+TXsWHcZQbxBKDA41X/vznGES6HQHbc9aWxBKgarcRae937fvn0kXU8BAoL5SOSmikKtPOxyvDA5OuVbdLq8/VWCk580O9gKaLWtDKYX0+AkGNW98eE7o/ZxGFNU7aU8IEvfWuna+0Yj/7gL90v7iJMCGbV2py+bZ5O/QoXIlVCIrgNWugREAevRjzOdPNdKSaFgwUk3RBcLWJleVRZS/u1gGLoVNI2N6OGB2jiRoszIjNaNISavYtJA2v6c9Q2/aiPVyJMQlsNdz3KyXy4BOllqBdVlDiu3IhbZ9dc8Xkf3ebwPDIbI7PlmhGVnPjKSigY2WiGCTFk9refbzgGgUcSv82nq+xTgM7WZ6OLTujAcPmpcY0Gw05tc7LEeTfIbh5Gc6csD3AvvSAId78zqMRX0sAHmtxiuu5OM5eYLBa2FGpimoCO5Oa9WuadOmIDTyBeruu41phhjE1AVddRVfE+c6Aqhu0xam9PIyKEnybOfNLd6ULi/zejyF2VgKV6s5buScYtXWVs4EAwBodQ30jc+B96Jvm54j1Ml8FPOGmlBZCnXsGOjoEcM+857xtfDf+WtWt9V9/enTUA8+AFVxL9VoxPOcw05TmTb8q5XZ0EB8FYM95XyldA3mLN6RA+562vGWfL9yTfFe8SpmeonJ2NISRIZn1vZ8+a78B3uaqaLHVXGMuxvf4ZDnd/f1VeflAtWxLpSLHIjvlzaSFEX5eeds2rSNZmShTRuwupGYj52n0hS0ucHPulOsw3jMQIj8TAR4ZEHJ1Mlrg3J7ugkXjJRCxrIwI08YAIOqWstF/mdlRTvppvy6ZisPpC+vwLRHClAbsGRCiUXpzgtkwchS18KsUQAjK8/jHETwtKfDf8d/hfeUCtkzAecq2rRzuvxEeeY6kDdCbDQZkK9iqTvhXX8DvB9+Pbwf+XHQVz2ef3lEFw7rOkVk3M8ggUFicOUa2LhrYhF8LbRpAwD2H8jLQbhsYS31levaGA7qj92AnxVSZNJlJa7t2gQFQL2Bjfv+4nzQbOXnJfkMkc+YV0u3Klydb7dNu0ojfqGrwTxlC4a+b4FMJ5TDJlQnTwBVBjZRxAVN3RlGRWZkjc60EBNUf8D3wWnTNjr1G2egDltzJQCWGanndJbx4YKEYfOKASGcubO4r6jqhAoju+bI32Ueku/x8jlz9v4/4ufr4KUWuC4yIy+AkQB2AEa+6U1vwn333Ydf/MVfxKc//Wl85CMfwR133IGf//mfx6c+9Sm87W1vOx/HeSHOJmSTLy2gA734BAFocRH+L78T3n/4/8rvEzBSNl8Np03lfAFmoU74XACSPPvzpPADS8fP0pndnl0Xb36vtHbMyP6M47zQ96zMSGHuuaEwHXQ9m5D21WQ+MJJkHGRarHdW4xv3/WL0M0ObNsBVKWkjoZ1oaUYxL4oCaM0bkWbYJEnttaIWm23MBezWfl/EDDFJmvrb8DpteAcPVjtXnquI49l006rClSgohrTUOuwhkjnFTQwl8aoCuD3dFtPrcaJdp6lZBKu1mYEBI1tteP/hB+B9x3eD9u+v/oxi6MRQDfoTDWyUUqDRmP9mmJEL+eRUWMhhZM1Wsow3X7oabYxjJoTa7gGSgBUTsbr36A0bXXkV/NtfD+81P5gDZMlxCVQCiFZtcNM0D9Dp9/CH6Ll5y4KRKk2RvvMddm48caK6TVuzNZRscGQzX8GMVK5uMHmsuzN0gELP4/HYzjP1KI5NEqiGQ3v8F19ij10SZW0WZQydlGKNPmAq+4EZtXI9C63gwozsdvNJeFVLmgNGel/zFKuJ9ek7DDNSoaKiP83ERl8rFUVQRw7njU1EN/Lv/485hmldDbSyCv/tvwzvdT+c/0MOjBTGacob6LV1vrcukJomrP9IxKDPnO6nwrg27w8dNlVvC1RRJPe/5Vvhfe3XTf5YySeqimfFvKHysDLgyBHQYpfHmgPe17E31WgE2rOXzTtOHM//sb8NtDsM6MrxjYaa6VSjWSZ6elXMyLo8ydHcnSkEjBQwfkL7OnUW4H/Hd8P/mZ+D9+rXADfchJx54QxBUOUcJAh43pfvLTIj3TE5HGkt2Snf6YJWkc5/jc56dU5BFzkA0DQJgKpwNCOVC7itOUW0dYcZOQ8gduoksLbOJIQgtHsCkcFJnO4D9/rqtQoAKAxqN9BmLYlj7pwArAzFyZN2HnX1eSXSxIxjApiF327z2HKZkb5vHZTF6TkI+d4XWJS5ecHzrBHVTjUji3nSOWRGKrf9E/XzgzjJl/Ynvp8HT/btK7ODRyO+z1HEf2s0eP6YEt7DboB33cMsK1WOsc60RUA3hwmoBn3b/eCGAOubm4AYpy0XwUiHHFLVpk0Euunh9hfm/cQdTL4tOqgk4Tyhbp8l31f3d5cZfPnlDgt0hjFVYEZSq7pNW4kMRRDU57yzhowJ3aYtQFqVgQ35vj1GY2ITAIM+1DjJE/+KzEiPLLg2smAkEcG79an880V5pm4uDyrq8wJ8r5tNRzOyzQUikfD57F32dXBAUXc/rjs8hc1LbreHzENFMLIi38/ldrKO65Z9ZoTqn3WoM2eg/vefAAC8570gL5sC8N70Ag5pYm7U46/+6q/wmte8Bk996lPNxfU8D09/+tPx6le/Gu973/vO+UFeiLMMAXE0gm9YPsIUajSr2QHCYJOkRDRzgvPHjCRp09atFaYSJa0Wk0IfkzJsthnbegO90Bkh2nTyYlT1vTLRzAhGUhDoTVeZGXlewchA2l7nZEYCPInKNZoV6HUjjjUINSP7U9pIEq37OC9bQ3Sv5tHGLB5vGAKjYX0LXLPJrQM7uR7FCHXyoTcIaqsHb3W1/rvPUdCevaDdM7IFi9Fo1G/G04RBVL3hMy2mvp9vw6wzUQCs3tPmBjOs6ja4RbC60LIHAN7Nj4TnaC9NDdOmPXDaWys2/Nvb3DYZBEaLhg5clGdfxLFuRefkUind8OL7NpmdoU1bWk0AQGkm4dQQZs3aOuiaa/PVfKDQps1gZKUOmVJWYH045I2TrCXSauWCkX/yAdOKCYAT1iKTbzgAkgQKymy6TRuO0YzUYORwaFn6AF/v7W1rRiNt/pkqb8J83+ppjYa2DaezYBkVwuBLmBlJwl4HjAvsJM1QE6JHVmSNClDY7tgkmKgS+KUDBwxbmB79WDYSAFg3UpiRgN3c65hmKGWE2X2fN/vOmBOAWv3D/+OfK1h7VUGLS6XrTXoTAThsCJFOaTa5LdxhtOaYfY3mzjQj9fNPon87HvFzps0PZKOvxuMyyDfpc+s2rn4hb6iK0Yjzq6uu5ucPmM7+UxloaYnfMx7n2077fWa1NVu8Ho/HPD+1WpOB8la1GUJtnuTXA06VIeCDdBMQTd1o0e498B79WL73YjIyKwhd0SlBIilUqxnptENCMdAeBpi1TdvIxsi6UNdGKcZWcTxbG2UxpAgj2q1SnHeKFrTqdEnMo1uYJAwoNZuFzhxlr79ubc7lNFlq9wEim1QVcr0uutjuKUQz8tBDloVXBUZK0bfV4rmg0WDmWNW4FoBTgNow5ONrtfNgpJuPe2TXiHPEjDSac2cZKhmzhucMJmS1YJnn5dhuVXqRGI2AhQULjCx0p0t7uFHUEK5bD/Wcn5Mp6PdBaWrXIDnOdtsxB9H5QZEZ6dv9H1UwkgFY3UgHUCOCKfKbuaXf55y9jrWc6u+r2zNEViuWPB/et3836JYngrSW6cQotWm38pImMtYzPT+5BYMdBrkF5Cyz624dwUGK45LziEnneJTfg7u6kidPAmJgozJHCk4XMJ75LPg/9pPwvrGgcSnnLrIXElL46HR4HnKZkYDVjfxnDUYKwFjUjMxYFkxBGdMlcpiRRcMeQFrS9VgpskcdfXUAuk07scxIZ1rMPvjHPN9ddjnoZptzmzz0Qpt2LnaEeqwJrboQe/fuxfY0F8ML8SUPk1QkCSeITpv2xBBtP70w0Pou20pxrl19JaTV2m3LDvzZ27Q93xq0zJoIlpybMwuazBJh6DAyZ2zTBqrd0miG8zyb8H0+VqXmB9CikJOZYIfgnrhRzsr+jBu8URr0dVvKnN8p9zAKdzZepTKpUP/djQYvUHMyRWu/r9ViRoQG1P1ZnJ/PMqjTqaySzvTeKKrczCmltAlQxyaCYkzlewVmJDPRKq8h6Za/RoPHX8XCbdq83fcXW/ZqQo3HlW0waji0FUxtlAKgesPf22JAq9mCd9uL4f/0zzCQU6z0KmWTS2mXCgK7kT99enpLzhe/YP994gQbzkw6v2RsASenzS8Xsknf3taVZVQzPpSy5z8Y8HMpJkHCmNBgmEpTZO/nwiTd8iT+3YkTeY1DgJPcJOHENk35esh6Ixqpuk1bjYb5OT3UYGRfTFkkma1gUYtOFsBAqiPi7n3zC9k1/Nrr+HdjzUrwPKsnKCDqDK1YhlHrtGkrpexntDvWwGFxsbLtm5ZX4P3A6+Df/np+PkWr687P8BgZjXjdKrqz97agjhxG8hOvR/K6/w/JD70G2V/9hf27gOqaFUOAuRbGpVKYEzOCkXVBX/v13Jokjq5palqCqdUygKrRBBNmtBQ954liEVCcYscj+5zJZ25vA72eAQVVlkEdPVJtxCWdIBVt2kTEnz0JzDKs75g3ou32dKdvBQvaBoEBZlWWMgNoYUEXyjQLbDgEllYmrnHUateYNdTkSXrzX2dIVfp8mcO0LAejADNuslywYYb7rtKU5/aqNdlpoSyBrPpZVuOx1Ut3TQ+rosTWUXYzWWfiKK2xO2nRhsNkBaBkvl9dyxdwc23aSzN9rkpTBghFxy+KbGFMpAgEjPS1bIq0civFjEiASQI195ZuvAm44kp4z3yW/Z2sJSIrEsfVRb1Mm9g1mnxvFhf1tdDzlMsalD2oYXH6FoRyc2pX65I8OybOhWakdMWci+j1uENiFhZcmlbvTzwvBw5SlZN2muTY7rS2BoobBfOiCbG0nC8a1xVABHRzmaRJwu8vFiQB46gNgM/DbedNM1uskL9XDD+64UbQI24GPfNZeXJNFOVzzn6fwew4qobUNfBeO58WjGW8xz8B/stfORtpIG7kr1+zle8+cK9no6ELIGfLjNRsy8GA507JS2oAeeou8T+kDVuMR/v93L7NbdOGaDUCUJnjSyGgIhE7iheukQGrix0YUgQWwG5bDGy0rqR09jz4IP98udZjPHlCF++UbtHW/504wccfhsDeffb7q5iRLlheLGiZ3M7pCHKNfVxm5Of+GQDgPe0Z+bFk2rRH+n0XwEhgB2Dkc5/7XLzjHe9ArzChJEmC3/qt35rbUTvLMrz97W/HE5/4RNx000347u/+btx77721r//c5z6H7/3e78VjH/tYPO5xj8MrX/lKPPTQQ/OexldWuAY2ydi2CU4DUDTt2Pu274L/U29m4X1ppThfofXAGITQD7Af5H+ui0BafRJmF8wItlnnZammpEAYzA5gudoeSoFmcfBG9QahViz/XIUWc2ZW1g7anodDft9ZMiPdSbv++yJOrvp9zW6c87qIZugOE0aTCE8wbKIgAO3dt7N2rOJn+T7oootB4zGwcQbUbMKrYhB8OUVQw6CRTXi7bRkXRou1YGCTsPlM5fMmjrXdRWZgVb2mylSr2LJXF8eOAseOlo1xzpy2ya8Ab0Ap+VZpClIKtLIK0q1PZhPgAlcyBqXFSPQ0g5BZlaI94zALq0K5YCTAIt6T4sRJvj9hmDdrcUM2ZlkG9alPAkDZZAXgYxSH6cHAgipBYMFLASM/8XHWwOx24T33efy3k06bttzHkW7TNiYNu9iNE8i1aZPncRLpbga1Dp7R1pPEF6hsYSMHjDQMnbgB75Ynwf/+V9nKvMoY/PZ9m7DLfZlFpF6up+t2PhzYMd9u283WBDMl7xGPtGyLiy5mMGU4BA4fYkAlCGybtozVrS2ov/0I8Nm7gAfuB+67F9m7ftWyaOW8o5ifjz17LVhdMNk6WzDSf/4L4L/2dgu26kImAJ5XxeF5NOZnQT8jrjGIGgyg7r9vOpswy/IOw60Wt2cNtCOv71sWWJLwWJDPHI1AoLzrvPu5k7oyJmnmAsb1mYKA15PVtTJjthgEu8YGjn7mYKgNDzp8TVstYDxilt80c7N2m693SRamJk/yg1xr49TItWl7+W6RaZE5YMMs4Kfpzqm4J24LZdExXja8wwGPtWZTg8kTNCPdTbKw22U81wC2dP31wPo66DGPrf1claXcxlfHStNzn3EcLxaSXPBm1jbt4dCwDQFYtqys1UZGR6/TUpARl1iXHFATtGs3gp98EzzXME4KqvK81Rnu6C4oNuhZtSCrGDC5oIxr4APdaeR7zEIuGtjIPocI3qMfC9x4EzzX4XeOyLVpnyNWJACW9FhY4FbYaVG3P/H9vEt4AYw0oLPberq4BLrsMlB/2xboJgR5nnUiBmrXQ+9RjwH27wc97gnOcWf8zFV8j6uBiqVlmwPI+1ypJfJQBeBQFMF/7e3wv/XbzfkCsFp/ItmTpawPPalNewLxgcKwrFk5YxBRnh1Z56YNnbPVMdrnCclDhwPeS8l8V+dyXnTUljVIyAQSbpv2qVNQKstrUgLT94kHD4Ke9NXwvumb8793ATugzIwsygVcdrmTQ29x/iDt05myhZCLLs4Xf2WO2dy0kjWSt0Vl01LbRSSakU6bdpZnRhr99GKO52pGXgAiTcwNRjYaDdxzzz249dZbcfvtt+Ntb3sbfuzHfgxPf/rT8bd/+7c4c+YMbr/9dtx+++344R/+4amf98u//Mv43d/9XbzxjW/E7/3e74GI8O/+3b+rNMI5deoUvuu7vgvtdhu/9Vu/hV/91V/FqVOn8D3f8z0YzjCRfsWGy4xMEkMPngrWaUFWWuhYIfs0A+IZ2CE7Dalwek4bTlD4ufa9odMCOsPr3QgdUe4sq3b2nfS9wryYh9lYuP65iv35CmnTVirf8jhDkFyjHTIjKXCYbTPsU8zC3e/vTBpAOyqXtKPmCQHTJgD3tHvPjpmFpVhbY9Dl1ClgdSUvSP7lGH5QfSsFbItjqwGXJnxPGo0yGFmjTcc6LQ3Q7j3197HCVIukrX/CRlONRuxS3myVNWOyzLbM9LftprF4P4YaIOh0yoBFDoxkxhAJq3w84haQRgOkyLJopuhGGjBSqtCimVX3+uMarFxbry+uxLGdsx64n4/zkY8qvYyUcvSHBvkEUSfY0qat/vxD/J4nfw0zMomA8RhKa0KZNiyp1ksruZtkGgObHm+kooJLsiTJPZ30uUWH4obZDxxmpCPGXmjDUVnGG65WS7e96fPVjNE6jSw3zDPrGthI8VYYmnpDTjNqjpHn2cS51+Pja7Vsm7ZoTG5tGV0u+pqngK57GDAeMyDpukBGIRf+9h8ARTG7WbubTKKc0Ps5iTSz96ARW7OJ8ZiPR/4WhHZOGfQZEJrWvpgVNATjBj8i/QGD8C6ol4zz7EttzEStVlmD02yEa9b0WZiR7uZ/aQmk1GQGtFI8fg0YmdrjDkI7Dy4s8HURRv2kWFpm9nbJJKsmTxLDiFnNE2Qct1qcMwY160JVCLO9ghGrRqMygGrYqhVrsgtGFgFRYTkPh9yqKtIgk+6fs65TFNt7A9QCttRdhP9zvwT/xd9hzyNJoA49BHX8GEspHDnC12hrE+rY0TIDVRdd1Ef+mn++6pr8dwgYSVRfZCqGXquk6GKK4ZJ3hpqFm6Y5ZiSyLF8k1wXtUgGvLoqSHzXgqSu1QpcctHNa3Cg7ahc3+H5g53jXmCdzwHaPQAcvhf+6HwYVtetmDacYRkvluVttbs7OMpT3jMdMYAhtEWZiZNVsZvI83puZa1hgRg4Hug2+kGvt3sPFrhlkYgCA9jit2nWakZddjuAtPwfPaU8FeG2kZpN1uN1wwciihrIGlM3aP807wH2fFEb8gHWWRYKrEZtW99I4TtNq/XIJz5tp/1IbDmOaNSPdNu0mH6Oe36jVzksa7SQcN23TmeL79fm0adM+zT8HupAn84KEy4zMMs6hlcqDzVP2XuT58F/2ffCe9oz8H4yu4pg7FuTZLzIjJdbW7Txz6iTnA9I6rTKo+5jgltOLBJi5K7mvGPZMMKs0uZ2rla4yXkMKmpHyeVRszb/gpl0Zc4ORf/RHf4ROp4N2u42///u/x/ve9z585CMfAQDs2bMHH//4x/H3f//35r9JMRqN8K53vQuveMUr8OQnPxnXXHMN3va2t+HIkSP40Ic+VHr9n/3Zn6Hf7+Onf/qnceWVV+L666/HW97yFtx99934+Mc/Pu+pfOWEaCkmuj1QkrupbdoKpVlXZbZd43yEtEyTZ6n2mhk51fUyDLmqduYMKEvnY/65eohpNh/zLwgslR2YHQQtuCcbFsdO9WxmCdHSm8D2qw1pg5/mKFsX8p45AFvDTKgS7J4WGqA6G81F1pUKz5tGaun7iJgduXtPOeH+coywhgEzGgKtJm8EIs2I1cLr3KKZZy9Maneig5dxJdQPqjdBJnkr3CN3Y1oVgwGDFpdeytpsLnhEZJI41e/bammxbWM84s+QViA3ii1+5PHz7Xmc8Cx0NTCbWEH+CWCk6veNaQ1d9zD+pWNiox58AMlLvh3Ze37fvukYs71KzBoniCg/51x9TbVDq3tNXGZkq20Trs1NqBPHDcPS++qncBFCqu06KTQ6jaMh31MRtnc1qeTZT9N8tV0iDDlZFaAvimzLb3EO9n3HVXJo18BiwpmIk3aL5w9pyxE35lk0IyeBke0OP+PCPD1wYPrnSTguu7S2zvOa3vjK56neFpQ4YV/7MHgveSkQhlCfvoMZkwaMjHiT0W5rc5PEGNjIcc0CvM4VaWLZpy7AMB5xu5phXjnP+XDEwO1U+Z9CR4IDdtLiom530+uz6AjLep/w/EEXXwLq9/Pt2jKeapiRNIVZhyTJP1sLXR5bNeejDEswYFZG6OhK68+STbm5P43m1HFJngfatx+kkJN2INR0Ysyih+l+/vU3gJ7zPHjf/C1WUmXWTZY2GXHBSLW1CRw6xM7PwpqWmGCiSKHVc8PJk/kuHplPxmOjY5orkFZFUTMSsNfLGBiVr1Gp8LO9zQZNq2vMpL/sctBNDwfdcBOz7QoAljGs03OI99Vfk/+83XtAT3ka6LnPnz0XGw3zrESXpOAHvDF3NCNdMBKAA8J6lhHkhDp10sw9uXMJwlzbLVV0exipFdGx96yBEuvPFhy1C8xIk4Mb+QL9WjHM4w+1hfidhssmq2JG9ras7uGs0dvizo9ZtT9dhnkhKI5A3/Hd8F72feX8sT/gZ6DoMu953NkxK8DsFK3mKZYTwONgaalUXMo5xRcLdEWmojdDl5y8TxiVUnQYjxhojGL7OcX5uwbsNVGjWemGytLaglMOnGrqQm4ca6BYMyGDgHNrLQ1xViEF10Hfrjs6D6k8PpkjNPORpCglz6gO5TIjAZ5vFWyuXKHrO2uYAsJolF8rJad2C6cAa5zLeD91EoAGIzUoqTQzkgoFVtJdVwAsIcFIMlWM7SIz0iP+jiSFqxmplLJjvCjXIc9ukuhuypqL8BUWc++w//zP//ycffldd92FXq+Hr/qqrzK/63a7uO666/DRj34UX/d1eafDxz3ucfilX/olxBXgwpnig3EhbMiDnSZcZZ4VjMxU9eJ9PoEZacsstlzOYgpDBFx5FVSzBRw5PN9E6GoHOc6BM4UkQkkyX5t1oDV5koQTysEA2LN7NnOXnYYGehHQDpiGIR/bTjepgW8XwFnatAEL9GitsblCNnNncz1D3Sr+JQIjAQ2AXn0NaGFK692XQ2iNV5Wl+daa0ShvaiDMyLhldTh1EDAR/JeNmZK5QbQFJdLEsqLdCCYzIzEcAPv2c2Jz5gzw0IPWdEMpu/ns960uYRiy6/P6Oo/H4dCCOJ6faxGjMDSAGbe86RapMAQGA07kU05aaXmZ3f4q2AkqS6H6QxbgVoqZA1ddDXzmH3MmNuqj/w/o95H99V/Cex63vRhmZLGSXIxmyyRP3qPL7YWiV2fatIdDx+GwZbWhtjah/vIvWK7iuoeB9mp2y8oqJ3uiWbi6xkMgSYH9B3i+BvLsvLhhW/x7vVJySLI2iWt1FFmn0ZLTru+0Tw+sLmIx4RzrsdRsMkDVbPJxntT3ZZa5Tz7Tbcc15jX8TNPX3Apv127jkj1LULvDx6I/Sw0GloWwT+sgbW6y9AAA2rULtHcvvOc+D9n/+F1kv/2bjtlPaNgmKo6AzS3eJOrxSpddMfNxFUMlCbMmlgvtdoBl7fg+VKvNTL1xgRkdhra4pzLN5gqhRsPJGm3u+qDBTkpTvu+NptlscBu/Z8HJLOUN2+49wKFDQG/bgufCyqlbQ6ZtTBVywvwURVCdTp5V4kaxsNJoWImAcZJnW8cNBqSXl2dbG5eXuRX/6NF8S35V263kCbNqRgYB/Bd8C4/Jfn++9VLAhsiCkej1gEsu4bn/rn+yjGVAm+7E1ffELVj2+7x+y+ay3batqsaEJg9sqNEob6TggJEqDKzmsbx3FikQwKw13pVX5b8jiqAWOsCxAoDlsqWuvyE/L4LnPv8l3zv9e933ZIqZVhK6GK6SMdDpgMKIN9FZZgGcXJu2wwgNfPs6idEEd9jlFQu4VrVpT2K7AgzYOKA0FX0LtFQSosiYxAENAE7hW4yoVAZghzmhK4dQAM2MJieRzelnicGAGVsNYXVOGU9pVl9gD0J4j7i5upA9HAAXXVQNQjUbVoN2SvGedu+xt7lYnK0Jkz+EId+7w4ftswhMYUYW8j3y8q34dWEkNjxrOmMkQSKrvVkcx5mafO/qjKvcOHqUn604Zu1Tdx10wSnNVPZvfz2fWhDyOApCqCAEwsiAxDv1aTA5zmBogfL2BMKLFA4cMzxFBCr6IQjm0tRSWqdO8r0biBTMWXhLuG3akmc2GmbOLzEjl1c4p/z852xB323VrnLSllhaAk6fgjpzhu/ZJH14nUMqU3DQ2sjaHNjsa/vbdi0rSni560tFB/BXaux4h72xsYFPfvKT2NzcxMrKCm644QZ06tyZauKwbtnaKxsWHbt27cKhivazAwcO4ECBSfArv/IriOMYj370o+c8g3wEwdwk0fMavk54/Lr2oDkiiyNkAChNESBDmjIY6UUhAr9+slAegNCH8j14+nWZ78GPQ9B5ul4qDpFGASgM4OvvyOIIKg7NzxMjiIArLoPatcY6STNev6wRIfMBzydkHuDFEbxZzzHwkDYioD+A8gl+FMx0fVSrgawRAyoF+SEylcJbXjLfey7HgPnOOEQWMWvBi6O57qOKQ6RhAOq0Z7sXxfc3IqSabeFH/mzXqNNC2mqAWo25v1M1QmSNCF5jvvPMfUa7iazTOqvP2FEsdc/L/T/XoRoRjwkokDOXZAR4Cx14gYesESMjzcJpNeE1IqQ+wfM5yVK+B78VT72+Zm6gLPddSmVAqwE/zG8w0kYEhczMXcXIoOAtLcILfWTdBWSH+PlXWQYV+FDtFlIANBxAaWaeH3qgLAElI1CziYwUvMUFeIHHx6fPSyLRJlVeFMELfPjtFrJGDDUewW+3oIZDnqNWVpAC8M6cMnOy53tQ/T7GP/HjyD73OaNF6V12Gfx9+zAGQEcOm9eP7v0if+mxo/B7G6DuIrLjx9gPY3194lyftltQYkz6VY/NXV++xgpKP/sZAGxvwx9sIwPgtVrwuwv8+40NZH/JBcvgKU+FL+vG+jqyL9xtPs9bX0cKAIM+wsDDUDMj/b174PusbacefADpwgJw+jT83ia8XWV2Z+Z7wHjIxxHHCMCGBV5hjVJxhLTT5u/MMgPw+K1m7n6pbAx02vCbMdJmhKylwUgNHnmt5sTrCMCOm0HfvDbtb/PvOh3+nR8BNz8i9z5PP+ee7/F5FM91gcFIr7eFwCdkvQ0+nzCCv2sXEgC0cQbqBAOnwZ7dIJ+gnv1sjP7qLxhE1xE0YpBeU9N2mzVqAw/Zrt1QDz4A/4orSuepej1mMRfbjtzXJAk7VUchaDzKOcpngZdbV9PlRaiTxwBPweu0zO9VI0IWMyNQBT783buQDfvAmTOgorulfLZP8KLQrtmBh3ShA3gEr9uB2mohQwaijMexBizIJz1/NOHHIdKVJagH7jdjQpECGnHt2pPFEcjJj8rHBfjN/NyWthrA6az0jHl6bfTCAKTHb7rQhjp62OYl7aa9Tu0msu4CaGlx5lxF7duDVH+eylKoMKjO5wIP6eoK1AP3gboLM28qJWf0ZF0gNRUoVVBAIwI1I2Qe6XMleEuLoO4C0igEqdRsRBVSnu8rzjmLApBPoCyBajWQxhGwCaDRQBgF3PYdR/A7LZDM2fo71aAPdfoUAGIWY7sN1YyR+ty+7McRvDCAH/H1Ul6ELAwAZIBKNcO/uoidqYzXmsADgvwYTtst0FEGV+TZVwsdCAwc3PoUM4/uNFQyhmpE8Bfa5l6rRow0DIDxkO9xg8cykQKaEbxYn1+WQoW+GScqCpAFPkCFNd+Tdat8rNnqKjINCPhLS+W5ZcytsXV5VtZu8fiX53J9DS5M7kUhAj3vSy5OPuXmBRX5SAOf/ZV2ej39gOfLXg/+8nLuPNRgaPWfxwNQXD9PmvckCVQUwl9aBMIAKuJiUN0aAOi5rlG9P0njsHRfAGaeKp/gL3Yrr69qt5C1GkAyArUmA4zp3r3myPx2a6axqdKUn7sGg8VpIwKB9z0AkO1ah8Ay/upK7rpmUKCmnYNV5COdMOea7yQFRAG8OETWbEKRAqkEWOjCjwKoNEAa+jxHud/nE7w4rJ1TVRRO/H6V8rzqXXop1MkTUKdPwnPAM9Xt2me70+LvvpaLkp7vAeMRj9lGBKQNnv+cazVvZDofwaAPT2WMBbQ7tXlMKrlcb9O8JvN0/h76vGZmKRINVnqXXobszs+ATp+E5xFoPEQCAGE0NVeqPeY45lwnGcMbcO6EVst8ntqzjlSK0c0mwk4L4zWeE7zTJ+GTnisoQzIcmEJkcPCS0rORLS1y/rhxGoFPSEcDvkbNcq4nuZ03GCDwCSr0gBTwSCH1CBR4PO/0tviY4wbCohRQMzb330sTBD6ZZ/Jfw57vfMWOwMh3vvOd+OVf/mUMHPHlMAzxspe9DN/3fd838+f0NTshKizgcRzPxHT8zd/8Tfz2b/82br/9dqyeheus5xGWl788WUjd7tlrxm1229gA4KsUC90mUiiMATQWWmhO+Py0H8PrNpH2YwT6delmjGhlAf55ul6qFWDYbcFb6iDS35H02si8xPw8U8x5fMn2AsbtBvxuE+lmA+FKB8EcnzFaW0Z6/BgQNBGtdGa6PiprYrR7BdnmJrx2hGyxhWjveum952IMmO9MGxh22yACovXFuViYGY0xXF5AuL4417Ux7w8yDBfbUMMh4uUZr9FiE6OVLmh1ab77D0A1PIxWuwhWuzser2qpBbV7Gd6/oHbjubz/5zpUw8NwqQNqhqZlR43HyJYXEO9bg7fYRrLdxbgTA76PYH0J3moXo04Mv9uEGo2hlhcQrS/Bm2LCoFoBhottIIrgOULtaT+Av3u1ND7Ga0tITh6FX3H9VJIgW2zzMS61kQ66GD1ojylbbGO42EUPQDAeYqTXuvZSF/7qKhQUvE6MrNNAtHsF/nIbqRphtNCEt2DNeEbtNrKNDQTtJha6TURrXSS7V5CFQLR7GWp7G8N2jOGeXdgGEGxtYkEfrxqNceYN/xHZXXfxz1ovsnHN1YguvwSnAeDIYfP6E3qzBwDxQ/chPvAYnD51EhmA5iX70Zg013cXMAYQXHUVupeV9bTUgKBUC6p1CU4CwMkTiAY9fs/iApp71nAGYMMFDVgtPvWrzeZ8a+9uuCpRzYv2YQuANxqis9DAUANlncsvQdBtIttKkS22kS52kZ4+jWY6QlRx/Gm/hSGlSAAE7SY67QiIfcRr3ZwmskpiDHatwPBOde7RWV/KjY+0vwl/zxqi5TZGK4vYXOhgABj2W7y4gPaU57G31MU2gDAZm3szSEcYAwgXu+Z3ddFuVzNTtlaW0AcQjgfodJsYPzTACIC3vIjWrlVsANwGr5jZv3DxXj0Omxh813di86ffbL9jeQHhahfhchvJnhWMzxyD323C/7pnYvC//wzdW59Uem6S3mkQqcrnCeBNWHboJPyrDkL1eryZWLCvTTZjxKs2d0gHKxgdigAQol3L5vcqiTFc7ECNBqDVRcR7V5HGHsZ3fCr3bLmRbsWldXe8fzfUdg/R+iKS0RbGh2J4jQBquQPqdpBRwuv9dohgfYmvxf7dGJ88Ys4xHfXgryzUrj2pWsao24TXLovdqzRF1m0hXluE57w/2bWM8eljldcx622j3W3x+I0iJL0ljA/zvJRsxYjXl+x1WmxivLUfwUV74M0o7ZLRGMPFFrw2s4izbgvxahdeBQs/u+lajJIBkA7gFdlKdZ/vpUAjQLi2yHNhJ57KEEv7EfyVLvwurwteJ0a2wPOq12ljuNwBwhBeu2lfv1adD6TDDkadBigiYG0Jp2Pe+HkLC1joNpFtjEFri4j2sjt1mtm1KMtGoAN74a2vIX3wQahNbvMetVtQGxtodjuIuk1Eqwvmeg+XOlCjIbLeJvsOrVW0II/HyJY6iPevw1ssH3PSW8T4EM9V8uzLs04LC1h8ypNrQc5pkTx0iI3xWk1gdQnx3lUzL6qGh+HyArIzZxDtXgbFMYZtXaRYXkC0uoDhYhvZ9jYoDvi8O22odojhYgsII3NPAH6+AZi9ghube3ZBdouNvbtK+46MElAjrM1J03EXw3bDfLbqxBg6OrCtbhvN5TaC5TZG6ytIj/HzlWzGiPW8kDU8jBaaoHY8swSFGo9L2vqjhQVkvR6a+/fk1tR02IO/ZxfgeUiPHKmdJ3OfPxhAqQ7i3ctAEPC8lyRo12hoA3quq8lpx6tdJFunSt+dbW8Da8uI96/XtlaPDuxGeujQ1ONOr7jErKPN5S7iGc4z6ykgJMTrS0CalnLG9NKL7GcWr+tWhGB1EaGsGwnnTFXjLPedXgo0QsSrC5zfHYtAIAT71hEut81eE3Ehn9yKES3X73EzGmNYM+cDQLa5CayvIL7+aqRHj2J8xz/mrmlvfQXSM7GwaxVU0KdMT2yhs7qMaKXDz9pyB4iD3DHOE+loia/tYIBmt41NAMFSfR4y3r2G0wCo1zOvSfttJrAsdUBRiOz0aQwVM6bjq69E/87PINo8g2YrAoXAEEzomZbr1MVGq4khgNhTCJBiBMDXczhHEyfW1pAdOwZ/dRUL3Sa29+9BD4C/eQaddoxosQkVZOhnI5wBgChCd3d5HdtYX+PvGvTQ6jYxQMp57UK7dPzby3pPkAyx0G1CRQTlK4SdCKN2BG+xBfJ9jB8acm5Wk+8d03NXKyS0Fpvwuudvz/+vJeYGI9/znvfgZ3/2Z/H85z8f3/iN34i1tTUcO3YM733ve/GLv/iL2Ldv38yO2g29IIxGI/NvABgOh2hO2PwrpfDzP//zeMc73oGXvvSl+M7v/M55TyMXWaawsTFNk+hLG77vodttYmOjj3RWR8OaGCW8kUqHY2xu9JEMuAY1TBSSjX7t+7LNbVDchuoN4G30ubq2PYK/OQB5c+qizBgqTZFtj4FoDP8Uf4caAUoF8E6dn+8EANUbIt0awtvoI9sewNsazfV96RhQpzYB34e/MQDRbO/NOivI7n0QNMqAjNAfA6S/91yOgdyx9keA58HfqHFyrAnVGyIbK9B2sqN7ofpDZP0x1GCEwZk+KJjtM1KEoGE293eqJEE2SOH1xmc/Xgfnb+zVxfm6/+cyVJIg64+BYQoSmabNTYAI/RGPZXm2AAVvkIG2Rkj7Y9CpLa3fl/A9Gk++xmZu2B6BEqeSfWYb3l6UxkfWGyHb4rmr9FlbW4CCPcbtBKl+rRr0gUGCVJtYje9/0LTDbo8zUEpQp8+AMh9qrOAPMv6MzQHS7THodM+yeHQbU0I+tnojeGf6yFIfGCl4/RTo8bXImpyMjI4exaY+3vE734H0E58AGg0EL3ox0v/9p1APPYjk2uuRLnBSlR0/jo3jp4FxgkzMYQD07rgTo2tuwFj/bthZwnjCXJ8u6E30ox9rvj93vfp9bnESs56tLfQ//Rl+b9RA39ObZd1i5t3yJGwNUtMWnCws5T5v2FnU96iHzQeP8OcTYbu1CNroQ53Zghopc122jxzHsOq4BimSk9z+l3gBtk5tAb6P7c0hiGwLjFIK2SCxbfNynRICOZ+bnenB2+PBO9VDOkyRePkUaUQBMuf1Sgu2u5vbxOPNxejMhrmWyXFuHUriRuX1BZgV0W7H6PWGyCqe9yTS+dLJ09jc6CM9xFRW1ema65/pdnJaW8fWpp3f1U2PBF1+BdTdnwfCEL2tIbw+z+PZ9hjZZh9euw885ZkIn/JM3iwVjjPbHABQlc8ToJmTFMLbfRGyO/+R2UlK61Xr3GHQG5l5Xw0zpH126PT7qVn3ACAdJVBHToLW17HdTwGKkCEEHjhSqTmXbQ3gbw5Bkf0M1VgAorZ+vsdItwYg2uIx2vagTvfgxR1kG9vw+im8Uz2oUYa0NwKd3gJ5PtSZbaCVmFykdM4JkCUEHD2Vd14GoEZDqEGK/vYYBPt+vt4Dvt5OeL6HZppge5Dw+PXGfNy9Iej0FtT2GIPtce46YdcBYKiA4Wzrk9oeIx2koFObLMPTH6O/OQQlNczP9b3IPvNpUObXAmJq4wzU9ja8PXuhtrYBELytEdLtEcjvTQXSsjPboLUxPH/I9+jEBtQog99PAIyQDTNgawOUapbOmS3Qelp5T9TWiD9jpIB2G5luK1TNJjY3+lDHzwDr6yb3UZtDPWdvAac2gdVV+Kt7oZqLUKdPQX3xi1CNBrCxgX6qMNoew9sYgIaSU6dQh4+z1ttoBDqzXQLL1dZmbq0pnX9vBAxGWADMs5/u54KQ9/Rn5ObReUJlKVRvCOp0oO55AHTxQfS3RoDmoKksQzZIoIYJBv0ESAhpfwz0x6DWIvxTPaSDMdTpLVAU8XmPya7DGJt7orIMqj8GlKq8BknHtqYO41Zp36HO9JiBXJOTqp4eT6d7hmlLq6uG7d1PFEabA563x4A6swUvbiPrDTHYHILCHtRwiKw3BFLw+Jh47TKo48eAcQJaW8u3RV9+BXDsOIZ7L8qtqdmpTXi79gMeITu1Ba8xAzNSs823t0agIIMaZ2iprHYNAICsN4S/NcrNdeZv/YTzoWbh+p48BSx00R9ktblspgJkp3vwGpPHmmosmPbmvvIwmpBXmPds8N5oe2sE6HGHwabNGYOm+cxBYyF/XbcG8Hp2P6Y2Bkh7w9p1yHzn5jbgedjeGEBtDZFtDRlQGyqe68djHseDNJ9Pbg3h94aVzyoAqC09Z5zpsR5qIbKjJ0D7DqC/NUK2NUTWy+egso4jCLA1SICBdVD3fA+NJEEvIfRO9XTekgK9zdwxzhNK3pem6B/mnCGNOA9RJ08a8zZz/D6P9ezMGZOrqH4Ctb0NijugQYLsAZ1rdhYwXmSt0+GhI0h7A6Cn59YgqM11pkWi252HGz2MdO6UFXIntb4OHDsGtbTE+VCLn7fx8RPY3OzDP7kF9LYwPnGa39BuVx5Pot83OHIc6UYfyWnOJ1M/LL0+0XnW+MwmX7/RCGqzD+/UFrLNASgegDwP6WHWaledTvU1CCMgSbB9ahOj09uglPcL/xr2fPNEt9ucmeU5Nxj567/+67jtttvw4z/+4+Z3l112GR772Mei0WjgN3/zN2cGI6U9++jRo7j4YsvGOHr0KK65plpLaTwe4/bbb8cf//Ef43Wvex1e8pKXzHsKlZEkX543Pk2zsz62jPTGOBkjGSfs1gUg9QKotH5RVokCZQAyIE0yIE1ZAD0j0Hm7XoQMHgAPSr5jYRFYWER2Hu+RogBKKaTDMSjJWG5iju9TQYhsOGI3NDX79VGLy1DtLtTRo6ADF0F5AVB477kYA25kHpvBqDk/UykPyg9B5O3oXih4UCBAm5zNfI127wU8fwff6UFdcimyRvM8jtfzH+f6/p/LUIqgQFCjBNTguUT1+qA9u6HgAUkGBR8qzfh1IHDDhwc1SoDBENRoIiN/hnvEc4MajUDuvJVmUH5YGh8sGaOQVcxxarsPWluHIp+PkXwoeEiHY2CYgOBBXfMwIAiM+DXAQJOnWLRa9fpa2yfiOQPOtYg8FvTXmxgVhEj18SCMoNodvnbkQ5GHTG/WspOnkKQKKk2R/uVfAQDCV/1/UDc+At6tT2NNSK19hhYbYSQPHWYA2Ins85/DeJQA2nglXVmrvA7myj7/hfAuuwLqaU9HUnW9Rgm7fgcha+ttfR7ZP3+Wv6vRBFoFiZaveUruc7LlfOdCpp1I1XYfyUM6sV1eQeqHQKqgRmOQFxgtwfT0mcq1SpFvjIdUECIZJ6x9liqgIGCWedrgwAEjkzAujyUvQJboMVXQKMziRu68VK/HGo0HDpiNSeYYH8lr002t89hqV15fAKYtL0uzytdk+hpnm5tIUoXs1Gn+Q7eLrOiQur5e+AyC96IXI/2PbwBW15CmGZQiPk/yodLq58ScZ5aBtFtkOhxXst3UaGyehyyIoUZb5tqqJAGRB6U885wrP4LyWetN+UHu+c+CGGo4ArU6fC/DGOrAxVD/dCdU1MgBXEpxnlJad2XTJ+eoCKo/BLVaoDBGlqTIUgWVAgr6WoQNqDCC2h6yXug4BU1aKylA1mxDnToFauTZiWo45nOm/LnJfCjXmw1lCGGTNRMzz2NZu0zPnZmC6o/4s7zgrNYynm98qCE/AwRChvp8RS2vQq2sQ506CSqahshren2QPh81zkCBz/O0IqgkA/lTgJ80gwcPGXw2P90egPyQc41UIQsiqK2eHUupgkd+5T1RivgzBkPQwiKUsAD1c6cGQ3jtBfNeyUnUKAWGI1Dc4r9FDWDXXmT3Pwg6cDHUiRPI1ncDiliKTr8/8wP+rr37gRPHoQajEviqen3Qrl1mPSwdM3xQxucmz756zOPgv/VSYM+e2vliWqj+EBRGoIsP8rPRWShdsyyMAAo474TP12IwBOnrm1HAz2EUO+OE2BciSe09GfFYR5byWlGYH7IlO/9nnW5pLlfDMajTrX3OFAVQxDmDYSqurgEajEy9AMig5+0A2ThFOk54v6L4fqlMscHuOAOFE+a6NGXNv5UVXv9PnswbrPz7V8D/jpcg63TsM5xloExBRWxQp0D8/VP049VozOuVHhvUaEL1N5B5cfU6nKagjPOnqmdWKULmzC3m9/0BaP9FE3N+FcZQaYY0ySbLMpAP7N0HPPgAsu7SxD1k7jy7Lf1a4udmexvUlPd6wGWXA/feg2zfgdxnyn2T/E5lfE+nHacaJ9qdWvHeJZV1R6/ving8OOMYAOcAE/a4/D6eM4gqIJRRasaygpeb6wEga2uQutks3eMAGRcJoticbxbGUP0z+WOcI1Roc5hUGxqa+XCrB4wSUGzJX0pyie1tjEcJ6zv7AZvJKeI5+eRpfs3iosntshMnkGUwmosqCHc8d2WaCJCORqAtDQo3W/nPW9sF4E6opWXOhxqi59hHlmZQSQoMx8jk/e1O9TOlDWyyU5x7Z1qDXDXK9yfT10ltb/P1UwAlKdRwDJWkvK9VCtkZrY/bWai+BnEE9LeRDYZIxmlprH057/nOV8zdmH7vvffiqU99auXfnvKUp+ALX/jCzJ91zTXXoNPp5Fy3NzY2cOedd+JRj3pU5Xte97rX4U/+5E/w1re+9ZwBkf/WwyzeScr/ibDqNFdsTcO29vWZdVk8nxFHX1LDEADM9ml3WDidaH7nZjHlcAXOZwgKQ9D+/aAoYkewL0WE0c5MaMKQN/OTTAQmRRAYR2R4s1f5aHFpok7ZxPc2W5MTqwtxVkFEeSd6AMhSkDjUAcb5lFLt2umL+3zKYtfd7uz3KIrgmiqoJOHPqhqTBUOZXIzH+WMMAgbaksQY5NDiIuiRzjrkmms1GsDmBtBZsJponpg+6CRie5ufNTlu8vi/tXXQJdrVT4x3RDT8tBbfPnpEG/7E8G56OADteikGKETAHi7mqcOHgXu0XqQW9ld3f56dtsUcoso0wAnavQfe135dZaUfAIwzZRiB9PdCC4VTq20NbADgyqtABy7Kf74ro9JqWWOIQd86abumGmnK64BO3NXmRvVxhYEVHBcDm7r5KYrz4uG+X2rBAznGXn6Qd0QH8gYiAJuWNZt5IfKmBSNNGAOb+XS1c+G4aQOwhhDdRfs3iQrDIrr2YfBf/wb4P/A6/oWMW21UMdE4YTzmsRqG2hyiIpLEriuF5xRJys+H29Yma0kYlY0rYpZ1IPd67drNY/7E8bzrq2tUUBdByPd1MOBjDAKI9SVBme+nOOb7Z9zbp5gZQDt5VgnRJwk/L8Uxpt3CTZw8aYyrVJrmx2+oj3s41OewM90wc6xiqpUk1uxpQq7DTrsreSfjYmiXVaV0lVHmd48wk7kLoPMmPT6GA3ZXl7HSalmzIYgBUc0xi0lJwoxbAQZJzGs8L5/7iFN6mgIKoLjA4gwD0He+BP4v/QqDseLOa/4egZaWQPv3WwOQYiRJfq0pRhAAnm9IAjK2ae/es8tdRkM2blpdA11/AxeRitFq83gII8eI0WlNDgNzLXPGjEGQf75dh/Oqe+62+S8tlf+u17rakGNL7TiAY9JCQWDNI+R5FfdfGSvkAagw5CzGxhnQygro2utAu/eA0iQ3N5LnWbdzieGQx5WsbY2GNU6aFEnhvJtNNqqqizRh86C6vVvNHEhAibldigabfmE83VTD/75Xwnv5K4CLLmat1QpH+Vwkaf65azZzzzQA+D/8Y/B/7pdKzHdSKv+8e1zQ5orNhHBduANtNBaGZn4lGdPOvVWZNrWpMvWSCHz+r+Kc1XDIeYuMD22spNxnRXK9GmkNUiq//42jyu+aNcjz7Bg7flx/t84jfR8lkzJ3zd1y8pYDB+x8JE7bi4u2SHXiOF9jNx/baUje7BrYFEx3xPyPLr+S/y/jaziAcdJOM97TA+UcSULnxkrrgpu8rWqP3BLAUx8Tefp7+Bqa6yPkgKKTdvH8xmMUi+ZfqTE3qrR792488MADlX+7//775zKxiaIIL37xi/EzP/Mz+PCHP4y77roLr371q7Fnzx487WlPQ5qmOHbsmNGm/J//83/iAx/4AF796lfjMY95DI4dO2b+G8wy8X+lhixcstGWRWAWwM/TYGSmbNI/qxPyTiOc4F55noKCgDfDW5t8fvMCrkHAn1FM2maJtTX+7hl1n846oqjejW9CkO+DrryqnIjN+n4idrUDnf8xdCG+dBHHJqERBlTeHTewG5UgMJsv3gBm05NkN8QVUUKcqqvGc01CqRTzM3PAkmz6k4QT/maTwcwnPtk5zwYnip0Og2/JOA+SO+6qsvElcZ8OQp5LNQBmdJtkkyUJ+KlTUMMh1EMP8p8PHKg1gKA9enN56CEoDUbSLU/mz9zaQvZr/5V/d+3D5neiL0aWGgdm7M47u6LV4k2/Tt68WyuKla77abttHaeTBOpBPldyN8tpyt8lCagAb8UIQpv8yjism9uiKA/0FJJNlaY8LzkbmJK+VtF9O00YsKwAI1EBRs411ouhNwlK3LQ3tK724mIeDEaF26T8/tqHgfZrE0AZE4Ez9utiPNagRVi/WU7thpPimDcCElnKz4aTcxARu9N22iXQhRoNvvaO+Dt5HuiSSxjYOXrEboAFKJ+UMxhQb8DrrM+mWybc9y4u2fup1GSQEwBabZBH+Q0nUHa/ltDAiRw/yfcAfM3iCjBy0GcH6SKwuZMQICDjZ2zq3NBugzyPCz8VweCgns8zZZ2N3cLMtJC1wfP5eXbGM8WN/OcQ1YMxgW/n2NgpPrTbDLKEYf6eBLq4nqWMDxc30GHE9fjuoga3/Nz1okYD2Lef/95slEBb47A86bkPtTu1vPfYMd7Yn20MbaGPasYONZt6XozywLTksIFebz0/n5NHcf6eJIm97xUO7OSCkVWFsWyCQzRg84bE+Wy3wBWGFuAPAp5PDBgpxUKP1+BpINZwCNq1m+/t8pIlKUyKQZ/XwYZmbbc7s4GRaR6k42swAZxIUlvUr4qKvYcp2IZTwKG4wXPPcDoYSQcvhXfLk/g6nzwJHDuaLxAVI03zOp2NMhhJjUY9IcPdj5G+j9kUECfLeFwAfL08TxMqnOsQ5MFIU6CZtIfz68c5+tt872UvZwrvDph91TWgxz8B3rOfV/nxSiH/rEaN/Fq6k5AC6UmeV3J5SOEyku8bsBK6CExE+UK1Bu6wuGgLDadPM2ivJY1wFmuV0dEcjaxzdaEwTF99K/xfeAfo6c/kX8g17/f5nirFTG2dh9XmXpJ7i0/JBDdtKuZ2RABUCSw2xfM6Eo1eZ9QMwP9XSsy9Q7n11lvx9re/HZ/85Cdzv//EJz6BX/iFX8Ctt9461+e98pWvxPOf/3z86I/+KG677Tb4vo//9t/+G6IowqFDh3DLLbfgAx/4AADgj//4jwEA//k//2fccsstuf/kNReiImQSkY22PDgVVXZV1KaRiVfpfodpSf+5CKnWfomDlpc5kQgmswUqQ0AFSXjm+d4wAl19LbA8m0j82QatrQNLO2NhnvVmKIr5+pwtOHIhvnwiiu0mQZhHbuLgOwBkoDc1QcDsRM+r3rBP+i43MRuPOMmuqsLWJZSp3jg57yH5WebHOGbg89LLgIu0hEizAShmStHKCqjR5ATe/T5JUlOtTyhV49UVgLwy6OJ5/L2tNjPclALuvw/QAJ1/0YHaS0GXXg4AyD78Iai7P8e/u+JK4CCzLtWdrOnoffMLaz9j5sgy3pgHvmVGSugk0Pv6Z4Me/VjQ4x5ffv/iol032p38PdfGO+SCnES81kiVvtCGbl4WBAY4oijCJEdbw+yWKI47YZ0IiO37ZaOD4s9pavTizDEJYNnn6rkaDqHuuIN/t29f9bHNEFTDjKTuIo8hd27eVQ1Gms8iss+HAF6T2BfjMY//RrOeGZll9noFAXK7nDSz84B7HMuroKWKdS/QrNTC9aZWG3Tdw3gNO3oEajyejRkZhiaXIQFeiPXvZF7KfUea6tZ0NT0XaLV4LA2G+d8nNWCkgE9pwht4IhAR/ztN83NZqJnTMq+eixAwMk1ny7Nabb4XFeCKHL8pLkn3jIBAGviZxJwyY9F59nKu6WEImTVVprt16nJQmYOjiO+LXMtWm0GWOM7P2QIWjMcarCjMHS7rP81KICjt2w+65CD/sNAtMyOHA8uYq4sgYCkAAaezdHJhYNZQanrxI2QWF/k+z6UCKMp9EJCvYLLBzEgXxEksiFMFQO/ew6zmq6+pBh2JJo5FEjDNYUbmZAPC0ObdcswFRicZgHxCi/ZwyPODBigojLj4Jsz2uhgOczk1rawAgyHLeEyKNMutMRSGk4mbWWqB+6rwPJR2H2nK43xKJxz5PhcBRsOJryu9z/OYwS4AVV0493duQyY3lxP28zSGaw6MlHkh5nsqEYT58SpryYQ9LgnbtgogHAyA1VWb50kR3pn/KAzhf/+r4H3115TerrIU5Hu5e0VhMP1cp4XkJMKMbLd5LvW8fFFOQkC0repxbwuhS5y3+pp5euaM7SrYATPSrBOVzMj8XEZEoNU1e63lORoMOPVQivODvry/mkRDwtTWjtuyzlGx8Owewxbno6R1TpWAnxI6X6U6ZqRcm/H47O/tv5GYuxf2Fa94Bf7u7/4Ot912G/bt24f19XUcO3YMDz30EC6//HL8wA/8wFyf5/s+Xvva1+K1r31t6W8HDhzAZz/7WfPzu971rnkP90IAdkKWjbZe0IvAktreBo4ehjpwsWlNIt+Hctu0pyX95yDowEW2yvmljM4CT6zb2/Ofo2zodsKMxA4W57MIqmqT+VJFFGnWxIXW6X8rQVEEJWyD4YDbkN25xd3gSBIdRVxRX+iUW2Fn/S6AF/PFpep2Np+fRZWlee0mYXEUNz+NBicZmqWhhkNQpuA99enMMux0mAbkeXzM3cU8q8H3oTxucxMGA936VHiP+Sqo3bvrW3/iBmhzE3TJQahPfwrq3nsMM9K/6CLU1cTpKU8FPvA+1iyU3x08yEYln9fg5KMezQBlTSilgEMPAd3FyYznNDPtvFXMSADwvun5tW8nz+diy/FjoHabNz4RtzUqcQHfZZmRJIw0cZDcqgYjAdi2sjDSBbPq60xBmE+Q4yKwmNl2fUC3aecT0hI4KQxOd0NTqJ6rv/0bPv71dZBuud9RFMFISZ4XtMxBu2Pa/OuYkbkQtolpz5zEjBzZZH4Sa8tpcc89kRm33ZfA+OJYkhAGW/EeQTMcrrmWWbXbPS5QTCmSEhFUHNmiQ6AlFcbj/LwE8PcGAXDkMLeCdms2FPLZccw6Wxtn8qCTykBVkgEuy4sSOw/pjQkFgdkekudBaZD9XHVOUBTz5inNZtowUhhCLXaBI0fLrW4CQmlwFSrjgpPnQZEHpGPeED54P9SeffUuxr5ngEEqMpijiIHjLLPtwHXt6r7OT4OQW71XVqGgWdfDAbBrV47hR54HFYTAVo8ZU4XrweuNvhtZVvm9Mqap0Sizw8ZjoNHMAyDFEKmOJIFSwro6uw2qylI+rqoNtRsrK3l2fxTZ9lVAS49Q+bzDMA/GpCmPz3SzEqShMIT/lrfV5n2l1tSqiOM8OCJgpO/zubpt2rrYaYArCWeeU/0+M/bcMd3b4nXdAT5oZQW4717Wqq55XghcxDCxaxdoPAYefBCq3wOtTZiP3fPWBT8GZSr2IGnK46luf1LV0SX5zgwSD9TtQh16aOrrJCS3orU1vkbDYSXYzFIY7nmGZdB0wufnzmuONm2Th8r6UGj1LTMjU8OunhhRVGkqRQDIzWfdLqBZIs1AxaKd72OmizUpZN4VcLzd1vt5Mm3kuRx5YQE4wlrklV+tgWdaXOSxuLLCZjKnTzkycPPtadVwyF0+e/flwToNRtK09U/muvEYKhmDVMZ5i7AYp7RpY7sHNRpNZEaaOWdz0451KXy4MSMzEuPRhS5tHXOjSp1OB3/wB3+A17/+9bjxxhvRarVw44034vWvfz3+4A/+AEv/kkDHhagOmdhMm3aa/71EkvCGTejnUoGW5CjLTKvh+QzyygyiL0WQ54F27bablXlCEkrP+5K3mP9rCp6852ePXogv49AsIwBlLUbo6mFYaAOLI60N1pwPiPd95DKzJKkH0XzNQEoKiWAdGNl0tMkEtMgy0FffCvrG58D7lm+1x9DpMJBSTJAiDUwlrI9JUcTaU+RoVxWj0eBjPHgQAKDu+aJt057EjGw04b3wW+0vuovA8orR0AERvBfcVvt+AMBwoNmFU9gQWcr30POYAeS2Bc8KkkhbnWz0JHk8ySY7AkwZ3SbPNxs8VdemDaeaHseT9eQCfzoz0nNALd8vG/MU36OTecNsAyy43u+zG+YH3w8A8J7xrKmGBhNDwMDhEGo8htLXDauaWeg+BxOYkeY4XcZQHE8GI7MM1GwyW6Cm9TYHKJRyi4IW4rToLoIOXlq7llIYcqI/Gs1eJG00YXQvZW4Yjcq6iZoBSssroKuuLrfqVx3PykqJFUdANdvL1cwdjy1QMB7zm4rjt9lkwGUH0iqVIUBANvs9ocWlvF6fhMylwhTKMnv8stEfDkGtTuXm3WVWkoCIYQQ0nOMSeYA0zWsTVoV08iws8DV7ytPgveYHQbc+ld9bVfiS9v0wLIOznm+ZKy7TqiriGASVByTHY1tQqQmWr4l5HtParPOmvyWJgNGIz2UKm5aCID++4zjf2izgbuG8KQzzjJ4kARqtcmHGfY/vV4JoVqdvChjZaOSZkWIq02zmQUfJxUfj/Hwu5yMg1saGBQ0khkPQ+np+/9FZYGZtvzx+AUAl+hnOMRwjeAcvBV19NRvbVLX0QqdN7nlHumBSNxcnE2RIAMMMzo1B6QSZRZar0civZdMi1RIZu3YD+w8Y7Vs3zP11x9AsOsWAleBw181Z27TdwqQG+KjIjtsBMxJAvY6jdHRIVDAjJ0aa5nVO9bHXap/PGsV5oNW216divNkujJoisLQ0d5fs5wHMENa5JBXZ1NNC9g5nTtt5eDQCatq0S+HOY8KOHCfmuS3de4l22z4bG2fsOlWx7lO7bfNdIQGwU2YOUzSGkjVgpNnzjCZoMX+FxdzMyJe97GX49m//drzoRS/Ci170ovNxTBfiXEfOwCap14yUth09OZvNhVDiswwI43/bhiAryzwZzSsUL+ySedu7v9LC97kF4YJm5L+dCDhZUuMxgwcLFYt+GHJiYZiRDU7cphirlKKg9UZK1W+oRTNsNMxvMpOE9Z0KGyOKQqsnKQBBljKrQ4DIw4d44xyGtn3bDUludbsluRvZOmAliqFUBrrkUu4uufce4MEH+HQvuqjyPea9tzwR+N8fBL5wN7MiiYCbbwauuRbe9TeWjGRK0esx86umDdqEUtwu5PnwAGQHDgB3/RMfQ9HJue5YV5mlZEC1ZoOTPwlhyYkulmhvAeVNo/u50MVlzaCqLSRp1pVhnVUxIxsNC4AF5bGsggDY3jZVetKtkErMK8QABeAK/Sc+zvey0QBVtGUBGpCZwOg00Wrx+SnFDCEBcVd0tV42EM3mZKOcKvCu0bRMy4oggK+vqiZpqCzTRQe9bga+MeUwIvlzFB0oCKYzEpstdsw0G9bJawo1m1CRBrs0iGw0Z122XBhxYaDdmV3js8W6lyphJ2GVZdbcq3gcnscuz/2+vu8aKBgNoHyAiuO30bTGM+cipI01y/iZniXa3MqrknFeOyxxgI7+Np+PAaQ1YJWMeWxWbWwddg4A7XY/qjbxGY+NuVgdsCJMUuoscJGg2QRuuEm3v9aYEUWhBtMqGGfuvZgKRooByNje9ySdbX5sxECvDyS6XXkOLTE1HjOLqdmyRmHDET/T8wLY2jjKZUaaYqIbnoccpUcpXj+LxjazhMz3U8Y3xXEevNp/APScb9KFF8cUUcbHVo+Lhu49dcFlKB7TmhWmBgNeEyqKqWp1VcuJVBgRDfV4bVRc684Cj4XhqARumDkiKIB0QQT0Bvz/YkzSRAb0faF8vpEkbLQ3y76t1eJ7LYY800LWkiBg+ZajR6D6/TzAXXV/XY3uSetCWgEOztqmDYc44/v8fBbGscwL9nx0R8tUZmRcYgArpfLyJ7CM/Lp251JkGRAHZUDzLIOazRxYRsKMBNmCvXtppL24Ji9UAkaK3qLc78HQPv/zdvtlGdCIQZsjZHLOo5EtHkxZi91uGwy0buR4bM1makgLRMTnceIE615OYkYCwPo6cO+9UMeO5fNr9/maZmDjgq0X2rQB7IAZ+dGPfhT+BebXv65w2rRVllnNp+LiLzpnUnEy2jxOm/asyeu/0qBmC97lV8wNuBrtt1mqj1/JIWYJFzQj/+2EOKRv6RanTkU1MI5zSR6FoTapmLP10Fl7TMW9JjmnIGBQpijIXqvlFtn24CBkUKAqUZi0/gWaISSi8fZg60EykcTQzEh84W4GKsiDv29//XeB5x3/e/89cM21oK/9Ov5dq43gx35yYts0oJPnkd60TjWaoBxjxpigADMzIyVxMy3Ebgthq80AAmDYTxTHNoHc3Kxna2jBdCUgS62elj/RwMasfxK+Zru493E8Bo4f4+8Tg4R2h5kSwoxzxlb233+Tz/mrb60HJU6f4lb5KZEzwjhy2ArFa2akYTPs2jV5/aowfKFms5a9kXOsj4TRUsM2lo11ILqI1mTmnDH7JBoxSBybvWrWVS7CUG9IZQ2yzMgiSEW798xn1La4CCwvW8ZIklhGX1XEmg0tZlntNreBVoxfMsd9jqRcjEZofYGkFOIS3C/oRgqY0GhYR1H5zDAwG0LEMahKY82YjOj3aP3cHBggTNYkAfo9doeelGctdPk5KZro1GlNypxQNY/5vgXf68BM8zmRZbiaULNtyoUdPx7zM+YYHJlPyjJuIyzGeATqdhlYOXZUm0gMjHnNPEEyNgyIo4Gm4tpVKLpzAS8sG8zNEnWdCsUoPhdE8F9wG7xbnsxApC5wm6LIeFTer/i+3d8olTds2daFuYpxQJ0FkDamK8VoBLRqWvHjWBucVXQeGMkBe4wUBGx6V6fLm07QRJbz8738el4wyZkYjSaf/3Aw/bWAli5g9h91u6wNWtSOrGoTd8HIaZ9flOCg2dq0CcoCg77P82zx3vqFHG9awUE+OwzL318srEiENSzKqsjScheNXqumOpZPiqJcQ7vNxy/yGMX7oNc+VcuMPA0Axvlc5DfUsG/H+rzrlQaCsbQM0gxoNR4Zwz7MVNTR5zkc8vkliaMZOeH9xlHbYUbWSFwYyQXJA2WOzabcXcoAAHEdSURBVGlGcvGc6tq05dokFzQjJeZGBJ7whCfg93//9y+4V/9rCmcRUMl4MjPSpa0rPZkLJd5twbkQ5YgbF8DIaSHJ179ldu1XWgi4vN0D7dpVDQoUHa8D3xo/zPVdvgVDxgnPV3F90kPdbpllonWXSiGaiDJG3fZzOOBTlS6ThOi7iRmKtCJNMsIItfvnnj3aEVoz03fvmqnVhS6+hMHHmx4x9bW5GAyYDRTHUxMigj5+2fC5FeEZAWV65tfBe/VrQM98ln6fcw9c7UDZvEQxqKMTyCyrdTSVDTpNY6cHfl6DsFkEIwubNt9n/Sb3OKOIN/0ieeLr1u92xxrpyO8ABhk7HXhf+/X2eEXwXGI0Yr25YcWGtRjiqH3/ffzzwoLVJdQbiKl6kUqYkc4cHAT12kWuY70ALsXNi1wL173UbU+bhfk5b8h6O6oAHaoiioF2y46TwOe54RyApOT7oL37QeMRz02nT3OLVt1nxzHPEeMxS1WI23OVU26owb5zpSutgQDyaOZ8joKANV9lYychhR0BI133cT+wLPE4BsKAWXxuFFi61GyWGLFExN8xHIJAoClGf97lV7Auti+5q9PpU3G+AsBVtuPr1zMINdlZncKQ5xQ9Dxim1Ayt8BRF2nBBG7K5QL7E5gZw+FAZlBgnXEi77joGzY4e4TllVlavG36gJVX0eXrOWph7nTVKMQBdoN87q4O6xKyahkFQDa7KmHPvjTiwFz/TbdMG+N4IeDIcsjFd1Xd02vzaqjl6PCqxKSWIiMdz0dwKsHqrxRb4TgdqUvvmpD1GlYt90cl6QhARF1VmWYv0Z+ee3917uPvAbWmvAF25lX5GMLLI4hfN+UzxWjrpM6R4SgS6+poyOFR8ntNsNhCtKBckx1olIRHHc4CRmZ6bneMSY6+zAiML99/VjAyDkgSHuU4VYKTKMmOeZzqbDAg4ghJwf971Ks1YP33vXpuPDofAoUN8TLv3THizDsPQHHBxx80bJ3SLkJzH6VOm4Fb7zGgJHOVotQPsuaEeepDXf2HCTtOMrCoufYXG3MhJHMf44Ac/iA996EM4cOAAVqUtQAcR4Td+4zfO2QFeiHMQ7mKXJLZyW1yoZcPgLmQi9C5OiRfAtvpw2AEXoibi2OoHXoh/G6Hd56nh1bYlUBRBuVVp32cQqwgITQtpaUy1OHUUTt7sNZvltlKFanaBywrR1WgqVs0LbTjFoCCwbbcCumcZF3NqQTJHtuCiiwExn3HZh+cjelssyL3QrdVHNxtq0UKSdliXsTkrM7LRAD36sfZnp3UoZ2SSJkDcYpBWwMB+n1tfqthqktAFId+bSXpy7ngrtmkX2XuysWi2OLn0fWYtRKFlrshY6XSAw4ehBn3WEmo0OJFuteHf/nqrbwZwRZ08bvcBeKx0Fvh+rC/VXj8A/D1HYE1/XEdZAWmmsGkrdbjCsNpVE8g71ouUyzhhnTsZH0VdMnmOhC0HzC99Mi3imI9lY2O2z15eNpssImJjmCQpOwXvNFZWGJQ4dAjU6YAuvbyWSee2nFKjoecwYifV0mY24mfgXLZpSwFpjnWYlpeB++/Lmx2IoYbv6/NxmEG6sE1gBo06fcpqM0oUmU979lbPRc0mb4x37Z7avm+iCpipKiT5vr4HFWuCPCfTXLwlOgvAKTaRskWVGTblQcAPSZoxGLW5UW53Ho9BS8v8N8e5GckYWFpivbUbbwROnmIJh6oOhWkRBpr9nGdGltY8MbYBbOt8GHKhZl7znTQB2u3pLE7NfC+ZbSgZd877BZQoPn9+YIAOIuJna3PDykzUsa8azF5Gf7uCUZ9O1JWlTqdaMzJJbT7jhNdp1wK6bAQzYR6oYkZOcSovfUe7U+0UXRUFAI66Xahdu4GHHrT3IEmAhXy7PBFBNQoyLTN8PgANPGuCzMYZXpvr5GgKLdOT/m6+b5bntSAXBKAEzJrvdU2wpkWaldcjKezNK3/gRnF8tlrAdt+aMZ4p3AeZOzYr2suPHrHP/GI3//mDvp0X5l2vMp1bLC5Z4PDQQ1b/dvcMpnz6ONRgwOMuS43m5MROB52LqaNHJhvYAKC1db7zx47lD/+//BJw6CH4P/kmC6bWzcF6jDGQfoEZCeyAGXn48GE84hGPwI033oiVlRUopXL/ZfNWxS7E+Y+cU2TLPijFtgfAbJ6NsLhMrkYz8hxvKP4NBS0s1NOyLwQAsJPu1ddMb6m7EP96QloyFxbqHet27Qa5GoudBdCePZNdRqtCDLXSlJOUZmuyvk+DN/EuI4egqucxAVNkg1BsTTOJ8YSx62hpUdxwijuKgYaqkO9KUtDBS+1xTgOVzjJoPGYXzBrARB0/Bhw7YhNpYUYSMWgax+ycHgRQNazFieGyU3e5YGRqTDuMYQ5QrxtpwEh9b+ra4T0vX+0uJugF9h4Ja0Be12za1r7ROLeZpEYTpDLQqdOgxSXQDTcCy8vwb/9R0KWX5b9HmLPyPQAwIzNSEmp13738s1MM9p7xLHjf+u3wnvX1le/NfX+xnWySocB4bMACCgLewCfaQEcbLUlbsszrJAzVNHWYU+e2AEVhyBsGV4t20uuJrLsqYBkwFY7dOz0e2r8f1GyBLr2MWdl1oVnXJMcRR7od2S+fy0IXdMWV58wYzxgWef5896TbZbBm22FHSmFHF14IyrKnA9/KVTRb/BwXO6qKzEjfrzxPErmEXbsmt0q74QAzltVecb5+YFm/VX/TRjwETCxEAZrZKc/QeKxNcWZgtwchLxsEvlaeX2G8lvIaq42x7O8TUxCiMALt3g3v2ut2lotKu7RcJ08z94rjJPANMChmbZZBOefmuk42perYgqB8XTKVa9MG+DpUGe/k2nKlYJhlPC61XEJVEBEXGwpztMq0Ju4k5mGzCfKDMqNVF3aK450LYuVrqGr2bYUD5evgsD+NBvas0WoBUVgtCVA6qMx2dsj3tTsFZmZS3YnSbM7AjExLjFhyz1E7nJclDVJdmJyyz/C8fPEjS2crbFXNI1JYKUka+LM/EmmaX6Pk/Z4/O0BcFe71bzYZzNdzL7VaZRKNnjtURc6l/ulO/scVV1r9YHl+h0P7jMzNjEx5LQlDq+ctY3D/gdnM/8xxDLhIk2Z2vZrAFKe9+/gfhw85bdp1mpHVzEgBabP/+3f8c6tVv1a5buEX2rQB7IAZ+e53v/t8HMeFOI9B0sKQZSC3alnV2uR7wEi3FZKuNprWhimaOV/hQWvr0190IS4Akf/WQm/maH137b2lQnWbGg1gz94dfJdOzLKUk546gWgJYR0NhwxKFo023HC05CgIoDT7w7C/ZEM7KSnS7EdmXcRm3s21LxZDdFTTFHTJQcsW3H/+wEg1HnPi1+7wtXTNRiSSxJhymI28/j+12/Df9J+BOGYQ7dgRKH8vuy3PGs4GNNeCkyRA3DTOoOh0WBh/cwPqjk9Bffwf4L3oxbY9WRJWYRDUbSYCP5eUF9twKtl7kWNI02gCAmQPBhAHVfJ9qEbMoNbaGrC1Be/F38GAe8U9N0U/gK+553Nb6emTUIMB1KAPtdkDrayW3msYA9KmrV+jNjaAIID3dd9Qfe5uVAEzzhgsjdNxkme/NlvA0aMMvDSbUKOhbsUtJO9xzEyisWY2nCPQLxfy/O+kSBpFgEflzd/ZxPou3qCtrU1+nTb9MqylkNv/Sdpic8QmOiet5LloNIFgYy7ZHQojNvK4/z7D+HALO4ZFblp8PX6W222WN+guQj1U0Eat0oSrijACLS3xczLr8RLxHJ6O9BznVZ+v79mOjdLfnM4g99zqotHk781SK28wC7jhFsKkEFPUDSQYN1e1vW0313VM/51EZwF04GL7TExiRkqhzWFG7qjjZdY2YneOcqOqTTsIWH+xSLjwfSbOZCnI81jH1/OgtnvA8spEXVtTCJIcAmC9yTiu1ZcDwH9rxAyQuMzLNAEa5fZuimPAD4wZlom6NmA3CsxIlaW6qDbHHCeyC4PBdEAprQDvwjAP8NXcX2o0pusg1nXj+VpiQwqX4xHgN/PvK7L/q6L4PItR37Rw5IIMSGYKK0XgfkLXQSFUVtYEpSCA8r3pwO2EyBnYmHlD1TO3hdFXYbyjxLjwmmvtLxsOCCjPxrxzEpHN4QpmUDTFyNG8rsHnqQack6hkbAtgk5iRei+iHnzQ5pN1mpHS0eK4aavh0MpzfOwf+PeTikEX2rRLMRcqcMcdd+CDH/wg7rzzzvN1PBfifIVM6IL6A3ktyTS1rReyeYauQElrg2hIXogLcSEuhA7yPGbxrVaAJ+c6hH3R2wbFcY4ZVnlsQcDJl1RrJ+hTGcaQbEj8QpvfLJqRvgcS5pkLRgITwEhpaU1Alxw0v/bOIxjJOnuRMRaq0iQigBP97Z7d5DhunbR3HwNmacLAYJGxMi1cNozLjFRK67g5YCQAbG4ie/evQ/3vP4H6679yzkXfW31fa9v9vAKDpdEsMwGLGx8XRJP3hrpNO0nsWGm1QZdcArrscma5pVklEGnWWc9jkFfG49ISqNtFeuwY1JkNNkuoMj2Qa6HHM0mbdm+r2q24KqoMXwRIKGx42F1e5cx3qKXZyBdfwgl7X7dEFbVDY+04OhjqDfu5ByOp1TLAw9zvjSK7+TlXxxMEoPX16S2ngdanFRBHWs6j8EtSrCMBvOY8d1pZYff6LLUGYmIwI+csxy8AkcwzzSbIo/wzp3XIp16vRoNbk6cVn4ohJjppVs+UEoOgujZtX4ORUyQ6APDz2ZRnYszsmFn0sbVJDMlYkGfHCQKYnbq+K/esE+Gc6YmS5+UBX08Xd4rXzV0b9RwmWqw7UgOfBSyTdbIIyggL0L3OoQZZSiCqPg8B9jRQju1t0MrK5O9vd7ThjTMvj0b1Y0cHRZE2hanQrq4APymOeRwU9VVTzUCdAJZRUZrAdbufMcj3+VmbxcQmq2gr1ixpw+RUqC/+zvL5lV0supPE93l+KWpsGhfuacxIvRYbdlqFAU1VGE3k4lzmlZndBe3xiZGl1YWFKDpLZqSz9goYKYBtWM6ZJmpGamYkXXudfb3LjJR7sRPDtcDXxbdCofjAxTVvKITI8IyGnF+5buAT5IRoryZGuEaCdfmKkI42N1mWh7y83IB0i0xYq+gCM7IUM2U9GxsbuO222/DCF74Qr371q/G85z0Pt912Gw5pYdEL8a8g9GKUExZ2J03HcIHByIxZkZIwZxqcnDa5X4gLcSG+4oJ275lZJP2svkdaZ7c2mYU0Syuaa2Izzbmz0bRJiB/k9Zdk8z1pQypsviDghMrz+H1VLotyTrKhT1Pg4os5aYpj0IHzqBlpHEBDvdnMg5EGaGg0uTourCIBY10TgCTVxj3zgZEui9LVjOTWVav/KPdYHTtqEj31iY/nzwWwDKe67/P9nGakiiPgvntZeFxAwmKLVRiCmhaMdFmNrG3J30dBALroYt2yGtZfC1dHbjy2rZxhBNq1C97CAryrr2Zgr8r0oFjdX1llwNAFvaeFUhVtl9ICWdjoi15T22VGNoGLLmYTo2W9aRUA2Y0o4ms0HLKz7/nQCY5jnnd2UiQNAmYh/Ut0e4hmox4L4pR+zhhu0yLUWrvz3hNxqt7q5edS1/BL7oWnN5aiB6jntZyzsLjxTgnqduFdc+38QK2Y6BjX34p7vdAFXXZ59fgU0CEZT5zDzXFGEbC0xK2BSTKzni7CwM4LUaRdqe2zaNjpQQhaWwcRFzOU6NSdK6f10nGFLDdQbKOWtTHNcvPgTgwuZ2XukefZOcWNTOVa/QHAmOkU9yukJacErGq1WOpFXK8nhbBnXZBwNJzNtby7VHbUTtNqJmasWfZF1lSS8hieNl8JAG/eMyHfqQlaWJhN/z6rMHwRI0CjF1wji1NkUNZ+fsV7PZ/XHXleqoDbYEKXhPkcW1w1xzrLGDat0841UjUsTu27MJsbNlV/Rjh/fpUL9/mVwqLSBk9BWD4+pwDsFo/UsWOsee37oCuvtq8XN+3BwI7bCcaSVUGuTE5xvpmRGWme4X6f740wO1vtyW3eIldk2P1+7TPD7HR9DY8fZ5xEDH3c103am+TctCed0FdOzLSy/9zP/RzuvPNOvOIVr8A73/lO/OAP/iC++MUv4vWvf/35Pr4Lca5CJjgBI4vVEFm0tKsfFKxrmd58Ei4wIy/EhbgQ/8IRxWwQMYu7HsAabvKD6FvVJRoLC1boWoDHAjNyIqgi7EGZSz1Hb4wmLLdxgyv9UQz/R98A//U/kWOjnfMYjWzlVhhSbjKqncqp29Wtu75lOhHlga80mbtyr7Y2oSQLCwLW4wKsVrEBNzzrIP3pO0yyqD7zaajRkF8vya9X03LkhuuoGEa8GRzoxLVio0dBaBJjajYBImauaA3lys2kGL1UhcvMHY85GY0jzajbheimm+DtPwAsLlYyU6jgCEmrq9aVdWb2RVbapJEI2Red5wd9TrydjTqtrYOuvIr1/Ra6oDSzALL7mfJzmoDmZbTNGnGDN0I7KZL6+j7sAEA56zDatKG9bq32/9/em4fZUZbp//db29l67yydzp4ACWGJLAH8DhAgLAKKyuJXCGGTNRhkBEFZhsiwzY8lEdFRFpVBMFEHUNkuh0UH+UII6wxIQBQikj3pTtLp7rPUqd8fb71Vddau093pk+5zf66LS9N9+pyq875V9bz3+zz3M/jl2KUwTblYrFCIFaYpM/N2dLn3CMPv/qwqa1QjEVV+rTJxIhEp/vQE5nWxjseDiZcZ6Yp2xfwohSjZgES4AiDSaXgd2PtANDV7Jdblyn5zMFzvQJVJaeVlRmbk/djbGFANsrzNjJ3zHQpNg5g8pdDbOfhsVKWygFcaW7RhSwBn2zZZLq3GJewciBRpEuk4fuKEQnl1FmRGunPTswcwZDllGb9IhbcRGjw325bZ2X0g4vFciyz5hkWvPyGE7N6dfy9WXan7ul+5jaMABPw8K5wfsRiEW4ZclmwR6y71fMtkfK/WYp/vboKW7YadzRa30dA0d6MsIhue5FsaqOulr/tbfsMftd7tCxUzBb+fUveyEpUnJSm2xg7RkdtJJaWPczGCG78FmZFFNiJVmbbj5HgEe36RU6fl+W+710Ay6c/b/myQqHPPu6ZCZ0aqY0om3WN3vczLlWgDUqgMriei0fIbDKrhzcYNMgu4mJ95qDLtdOnX1BihIrgXXngB3/zmN7Fw4UIcfvjhOOecc3DDDTfg5ZdfRnfQzJrsuuh5YmT+TTrrPugiUT8zEnA9I4M7BsyMJIRUEcuSC+LGQr+lokSjfhMbO1M20BDj2iGUl6VqiKKCwDANvLzsQVfwVIthtWAqRSTiZXyIKVNluW8ZnM4OOEX8fMLjeAtwoXwWc8RId5Hb3CIXW553mJZbeg7IjazA8Ydixw5fGBg9Jrc7rxJzVcCvBLi/fuj/fSoF5913cxdsRundbEVOubHlen2l06UXeobulQw50ahcrKjOxmoDL/8zLMutJCiC2+gFiYQrRvrNG4RhQHPntCcCQwq0zvbtUnjND6pbW6UoZJq5nd/Lkc0WL/VLJOR7BUkmZRfq/DIu9e9Ews+AKNK5Vii/1Uq8RCtBZRH1KzNSl8e+MzI2+/xs5Y3l34u01lboY0J0DB0MGptkJm9YATuAGNcuOzdv3uQv+NWCW5WJAvJ/LctbtAohZMf3gszInSgGe5mRdvESyjAYhrwuivnBFaOuHsKypF1HyExXeY1EvetbWFZe9nlaXrOmKYXB+nrphaZ+PlQZtQrlH+xaTXhZ7oGMSSdrS2/LPJxkEujskM8AL7s25ByIxgrtQBy3EUdwLnselnnrleBmmrvBJurrpU1GGOE4Es0RiQUQ7ruPyizkYPaZcEpkDMLddMoX6dxuw31mBxuBDVTbBqKRyq9zK+KK8H09053C+6ey/LDt8pUosZjb1blM8zunyPsDvl9pQ4OsXMh/9mXKx3kegbL2nEZ9feFZ6wQ3Ze0SfRiMQuGyDKLIhkfZmEKxvQsinZalw/l/H6gI8TMjHT8zMk+MFJblb4wFSrWdVYUl2gD8ipNk0mt85Hl65+EkkzJ+DYyZ13BInXswSzke9zert22V2Zcl8DaV3Nd4laB9bDQAgVJtoE9LGd83cqOcP8FycEW5DViWaRcQSlnauHEj9tprr5yfHXzwwbBtm6Xaw4V8z8j8AFB1dlMPDVX6oDwj1Y2wXHYPIYTsZETbOJmtETbAjsflTu/2bXIhE6ZzJ+BnAwYzI/vKMFCZkRHLzaSwAp6RpReyIhIJX2YLQPT0lg/i83CyWTgdW+T/qkzNoC9Pfvmbm7GHhgYZGLpejEItQoOBcdaW51mJp5HjQHN3osXuu/s/V4b4KnPfMPwS4WAJDQDnrTdyS9nCeAcGxTxLLpqE4/jZhUWyPFSnRTGuXZ57LO4uCkuUF5brKOuK4UgkXN9Ju3gGrNvx0rFtYEcXxPZtMhstePyqw6vKAgn6dJXD9enLR0SjuQIIAJHNQtSV2eGPxaRAUOy7UwuzSCT8NVchwnAzmyosCQPgl2KFFUIGEaEEvGATp8ZG6EPhu+t+vmhs6t/fRqMQU6dKAUot+JXVQ9BTt0hjGJFISM9JNU/DbPAMAGGa8r5RgTBYgOV6xOpaobhVjHhcbqCoUviQaI1N0NSiWdeBYBFrRmafKzFVNDVJUVeJLkMsqHv35s4OiFGjvEyhnIzJrVsherrhrF2bK5Ck0zJTuqenrIdz0c81zYJ7VFHBynB9QPPnltDc+71qaKQDo0ZDTNst3ImbvgWHn8Uf4tgt1xPWLSf2MwZL3HsiVmEJc8YON5/yMyP70zhMWQXkZ2fmI0TBdy+U+JjJ5DY3yv9T05TZaDvKxTGF7w/A26gUiTpZKSPyvGjDdmhX9yuV4ZvfCKnUURXLki0VH6qS7owtNxXXrSvzzmXE177C3XRabk4WKRnO2QzMyYw05Dio8Qri+Ub6m96eX+TMXDFSBBvYqDlT6n7btV0K6uvW+lmxdp6NRlA8nDDRj/W7umQcX4pghiYgG1MBfrVTOVRHbaDvzdNgR21N+GJksOt7mMzIDMVIRShlKZPJwMqbWI3uDn4yaOZLdl2KlGnnkLF9jzPHAeBm8ggBoWuBboQUIwkh1UPU1fmlJmFer+sQ7e0QqRSQSYf2tvSFtwoyI1WXUbWrrLp/9uU35pq+h8FR2TCVBDG9PRA9PTLwT6elQBDsWBjNzfiQHZQT8jtoack9b93IXRCqbqb5i8QyCABi+u7Q/r87oZ13of+LTJ4oaJoFYp2Ye6T82Dff8JsC6DpEmGYkwQBReeaZpgxedaOI+bwBse9saHfeDfHFk90mOBE3c6REYwDdKL1uUOKBl4XjFA/a43H5Ob29MtAdM0Y2WQiWaTc2yjLyTDqQqREiO7XUPLasHIHfSSblsZUzftc06RsZLDdWqMzWWHynNK9RaLvt3j9hzbL8DKBqEIuVLA/e5WkdBUyY4GfyKd8/tYENyGslEs0tPU8k5L1HrRucImWeg4mu+x6B/R1nKyKv25CZkULT5D1T+dmFxJw+DUI1R9CN3A68mUxuJ+ZYXH5OKrXzso77wjQhGhshpk7zvU6D1QSpFNA+Xjb26uz0S37Vhoyd8TLFQ3e0L5YBni30wBVCQOy2W2F2kqpOcP391AZbWK/WnE1DtYEVRgj2xD23LFOJdCXmpHCzvXN8/IIN08odoxLgAdkQpR/3GOFmbRfLjCzI7ix2TQTHt9hGlfr7llaISKRotpuTyciQqOiGnyHHLBqRG1GqqZwimw0X56nMSCfrNzUKYcUAwLVSyBUji80j1dgJWVsKcSWCA8ftxl3Ku7avygfhZOV9AZBVQEGKlWk7gSzMWKwwdnA3IVUJstPZAaxfJzWBGTNyX+tlJAYa2JS6pmxbVtyMbZP+k+pnARsNTTV/BCAmyhJtx3Hkd1Nu01t5VyqLG5WZnehbjPQqogLvU/K16j69caOM21X26PTApkaIzEiZRUoxEggpRpYj1E48qT75DWzyMyNUgOCVMTi+/4/KDuqreQMhhOyKtLTI4ECVyYbFNHMzI/ss03Z3wVXwp8p5hVa+TNvoO9j06E3KbADHCf/8TWekt9KOLrcDqJWTMSHyG9DYGc8LS4waJbNfAscazOL0ziqsmOplhegQY9pyA/hUUvqmqe/ZNArEMO3zJ8nvddNGOH9zS7ctK5Sncc4OuSoni0SkSFtsoafrfodkwPcZS8TdhUsxj6gyx6AWSVZECrLqOPKP07TkYmDbVulRWd8gO2wHg+oWN4sunZbHrhvhslNVUJ+PJRcAXrZCb68UEvtYzIr6BjlGBVmlbvlXmAYPVUDE4tL7cidm5pX9/FGj+vSy2lURQsimLxMDXl6RqGvr486taETaDeR1sEciEfBD3ck+5F73ZLvfmZHe/OjLLzj4Nw2N8nnT37mV/zmZPFEpFpPXfG9PKM/CnUJdvZwDDQG7FK+awJYWDQ2NEOPHy3uLEraC3bd7eyvLmnabIDnBUn+3TDsfYVqF951gmXZ/xkaJ24C81+olNqTyj0U1g1OCWTpdvrFMJFKYmehkw23CBo/RQf9tEBJ1BZmRTioF/OOT3EzXYtdENOqV8CMSKVlaLurq5MZGsWy3zg75u6bmwr9TWdeRqJt1mttRWwDhNh+CnpFhGhQGKeYNXepvIxG5mRiJyAqGYlUwyiqt2PfZh0DquH8rRo2WcUGwuzOQ07jPF+Yc/7qJxwsyI73Mvu0yM9JZvVr+e1x7YTWHuscHGtiUFPgdR3qoTprkV3+4NhreuWu+5Y6Y4DavcTNXhUDx7w/w7yXJpHzPisq0/cxI0dcGz5hAZqTQPMsksfse/jO93LM9WKZNAAyCGLkrBpmkCPll2vkPQbWro7lla47bPVsEPVaYGUkIGX4I0wLGjZNCUCXBebDMuphZez66DpiGt4AVqqxLE+UtLlw/xpJBVpBU0i1/LFJaU4q0FCCFpsvd4kRd7gIh2EkQSiSTAZNobMrdNTZ82w5PDK3Es9ArzTMKjz+VyvUCNfMy8xobgbFtELP2lp//5uvy55bllsz1sZAIehGZbkMIJVIXEyNVY46sneszpsowS2RGliqZ9hZJluV/ByWM3mUpZkouLtrGyUA7cH6i1RWIs+4iVdfCZUaWytLN70ya7JVean2VrTU1QYwbVyjquR3lQ5VIVYlqCZEAIMa29btUeldA5ItzkYgfL8IVg6ZOy3mN9I1s9jy9QjeM6C9KHBhIObgq562knL+5GWKPPfq/PjKM3Mw4gVwxNRp1syP1nddJuw+0KVNynwtQ1QS6FANUVrVp5ZQoI5Pxm8Z076hMjEwk5CI/WNpbylewGF437RL+fn0RzHq3M66XcsjPjsf97yCVlBnypQQby8oR2BzbdpuMhSw9dinZyToEIhortI7ZttV7Ljll1oQi6vYesDN9Zu6K0aMhbDsn49JJp6VFyPjxxTcANM1rXiYMQ4ptqgRelc+H7dCubAW88wk5nmaezzbK3MssU8ZddfWl/SPLle67VTolGwqlUnLOxGLyuZJO58aSwTHw4in/eEU8AZG/kansWVTW3z8+ka9V4mAQFVelkr4ncKnvX12vwfuCnc0VYnXNv68FxUjdKOxoD3l9OOl0QIzslUkASowMVaZdiWek6+3sZUa6YmR9A7TPnShLy2fMLDz1bVvhbO30G4LRM9Ij9N148eLFqAsMqAq0r7/+eiQCqrMQAg8++OAgHiIZFArKtPOGXnnABMsYVFakeriFNfAmhJBdDNE6Cs6WLRX5eMkyaxWkhci8EwJOJOrvygezysstupXnmvItKkc6LRdzyV6/0UxfZGyIxiY4GRtYt6YwODNMb5HlqKYjpRZKyjwe8MrNRDQKJ/i36r22dkpBKhjcKTEyv4M3AJF1IIKdm00zp8RGTJ0m33/6bsDbb8L5ywfyF1bEFdn6eD4l6qSgqTrAWhZEIgFH14ufr+425sjYgSY3biBdSthW5f2qFC8f1clYldOV+p7jcYjmZoixYyFiMThNzcC6gEe36y8oALkY0I3C5g6lKJoZaXmBvhONysVgiC7YwrKkWJqP4Wa17syu8GSXQViWvI76WMyLRB3gOHCUd1gl9+NK0TTPo7Lf5eC64XfVDonnF9xfDN3vwKvrBRnUQgg4zc0ye2yom9f0hWUCm7tlNYLrZ+lELL9k0nHk86K5Bdi0KXSJNOB+r6PHwtnynv/DbAVipFrT2Hb/xscM2Kl4mZEh/S5jMTgqlkilcrv35r9W0+QzWpWxJpOeAN0n7jPQydoVz9sc8nwrnawNkckADY3SOqRcJqG61my773Lphkb5nEgmfaGsswMYNVo2vCqGEEAi4V/TiTpgyxbvMz37lTAYOpDMFgpifSAMM6fAVgiUyYyUMZBoaYGzY4drG5H3GjsrN3g0DUDec9yLD7PFP0N1Fo9EgIZ6KdSmUr6o5mZkwnG8eErkZ0Zassmjt0HnxoiOK0Y6SowMZsMrgpmXymOy1HWtfEYtS15PmbTr6Rv1Nz41HdrcI+CsW+eXhNsZ31cymczdPO7YAqRTfkZjb25mpAhRpo2GRhkT9vTkno+Lk0oB3TsgmpoBVSnUtR1OOuWfc309tHnHQDv51OKf0dOTG/NRjPQItSU5Z84cJBIJ2dUxUBo2Z84cxOPxnJ9nKzDhJ0NIfjdt3ZDNDNyyAaF2KzTdvWnB3+VWnerCGngTQsguhojF5G5lJZlaVsAjKmQWj5gwAWhukv/wAts+MiNVEBwis02Vv0H5BeZRvHTbkQvDsWNleWp+tkIwu0MJnKWCyWATgUxGPlsi0VyR0j0O0dMD5HVO9P7GNHPO1/PCDGZ/aG4ZtQpSp06T38HkKfLfn34q/9cy/SC3DMI0oF95NfR/u8sXQqJROTeKLV5UB/GsneMzhvo66XdVqqSqSPaDE/DPEqbyKyxTqldfD9E+3itTEy0t0LJZv/t26yg/O8WypMCpOnB3d8uGRfllZEBJny8hhJ+9k5RWAKjvf1aj0HWIPWaUN3InIwe3K3KfmbSJuNwE6O6WmwrNhWWYg4auYti+7w0lUV3Ch7LRke5v1jiZjJsxlXufEPGE68FZvezeoqjMpYYG//4YT3hl2qoDtahvkBtPlYpl9fUQhuF17YWTrSwzEkIKP/0t01ZltnZGzvew2a+W5TuZZJ0+y+tFU1MgSz0ps97CCLe6FODR3SPFqP6W8buVct4zpKtLVhHU1fkCklYiM1Q1oHPQ9/wMeiq6CNuW2fal7iXNzbL8X70+FsjiLNfBuxi64WdG6iHuX95xF/N2LFGObppyE7R1lO+pmo/nWVlqg7Nw89YjlZIxiRC+T2/AykAI4QmTOfNOHa9n+xDw7lQbkW5zFueTv8t/T5hQ+PmmFbDEcMehVKd4V2vI8SV1O8UHj0s7+ljoV1wlfbEBudGqG3L+BW0a3N8JaLmZkbbtNbAJE/MLIfwmNsWaPm3fBmzfLuPaeML/rI6O8J+jwmBPjOyjQVQNEerp+tBDD+3s4yA7m2Jl2tu3Adu2wRnb5u+gCbhl2e6OrBBwVIdYZkYSQoYxIoQBfM7rDR2OG0HIICqEP1Sw9FJzgy51Dy2FYYTKbHMyabcsyfVeU5kT6vedHbKEbbwfMPqZjhG5K97cnNu8Rn2+pssyINUQxSoRTBqGXwKkshCiUV9MVQvDQHMCZ0eXX/ZjZ+SxW6bfhRDwvDBzSmQM9/tT/olTlBg5OfegVDOavsRize3A2dwsd92V+BmPFx1boWlwTEsG6YFSTxFPAJNKZPx5QkLexqzqeq2C7kQcSKVL+2mZFjApcJ71bsZDIiE3FVtb/YWXZcrFxFbXK6pru+yCvWEDnHhcLuC9CocyonoiIU3qe3qkEDnA5hjVLIMmQ4xblt8n0RjQ1AQ0NEKMn7BzrZ7ceFVkw927i6Ku56FsdOTej73mZ0aRzaG6hLyf96eT/M7Eta8IZlWLeByOnYGTldlfME0gZsp7WqX3iLo6KZR075DfScjnsjwQ1wffKZFh1hd6QDiz7co6VStxTzVm6etv6+rls1OVvjaOL/96hbrPd++Q/n797iIf8K3UYzKu2GOGfP478MWzUpmRQoOw+67cEJoGxzC9taksSS9vPyBi8dws0YjbUdtxKhcjTVeMFHZlc1FlLMONsYDScyqeANrHy1gj2BQxiG0DVokmfGqzulSZdiYjn/dwv8/6eiC/a/fYNuCTv+dm5KomMboOp7ERWLfea/In6utl5Lt9u4z3Pv2H/PmEwsxIKXa6tguKcvNOfU/xBNDRIa/LYLyp6YUZg1kbiMcgGhrgrF2TdwCQ7+E10pFiZCUNbABAtI2D87e/FrdDSMvml46a9y2t8jvp6PBtI/oQI1VTMoeZkQUwza1GUOnsqoGNcP26RGsrsGmTvyOjsiHVIhPwTZ+1PhbUhBAyktA0P1joj7+Zm0nhLYJKIJR/YKmdb0Uy5Qt2RUzH0dsrA6ZUYMc1kOko6uqkoFeXl60WLEdOZwDT8n1t8gk+A2w38I9ECgW4VEouKMaM9XaUAchjjsWASCxXfE0lZemVmRuUCseBmHsEMG06xN77yJ+PHpMbMJqmWwrfx6LUyPNe0nUZRMfLZBgp38+wPmOqdC1/LPMWSaKuvrIs3Vhcls5NnSYX+9N384Vj03S7/vqd38W4cRB77gmhaxDr18MJZqiWWDR5Yn1vD9DSSk9wEp6m5uIlfHkITYOYOQvapMk7f36pTXQ4/a/qcePeoRTWRVB8UBnjeZ8v4gmIGTNL36erhWnK0twcf1635Dd4D4zFIEaPDtVcIojQNFkm2eNncYmwY6vWME5hB+5QKPFN2XZUsrlpuT7P3Tvkc7FIKWgOiYR8Tnd3y2dgWLsL5WuczUKoJmf9wVKefhk4PT0Q0Zh8P9UsznYbBxVbE5qmazUQUhSMBDpTq3LcSjKRYzHXYzMl/96yQjebgmHKzNPe3grFyIA3tNsJu1SGrmhuhjZ+gp/048ZJjuP4zYCcLGCZxe+JRokNTvX+QM5cFPX1BVU2+revhX7r7RDNzb6vZiAOEPUNuTGLK0o6WzbLTe9kUh5HWwl7gXiegFfkvuRkbfmZ7rUnYjH5mXY29/Xu5n2OR6a63qJRX3gOnr9wN44BaTWTTHlipKgLd+2Iz/6TjHtmfwZOMunpJZ5na6B6Sbg2OU7nFk+MFPlxddEPEbnHmaUYCVTgGUmGOerBq258htvlNZ6QpXRKjFSeZXbWD96UQGlUUJJACCHDHdew3ssurDSbQnUIFGpRXIZIBOjpLv+aZC/Q2CQXxtFoTkCWY3Lf0+PvTHuZjm5DmqamwvcNlkpl0jJzqRQ5YqQtd52DmTwKVTo0rh3YsF52HKyv932khAbHyRMvg81rAC+4108/M+fHQghg8hRglesdZpp+J9dyaGqRn5ULKlWWNX230gtLy5LPSidbNlvDOzbDkNUE+UKxG0x7Pldjxno75WEQQsAxTYizz4N24ULpdbl1q1x4mbL5jONkZfaREPLZ3twMjB4tjdY//Auc3l6U7ezudmmHrocLrAlxEYYRWlzvt39jpXjZ0uG94AowXP+5/v59f4lE3HLDLJCIFxVXhux7rABhGHCisdzNItVgLNBFWmhabuZ3JZ9R3wDobsM3B+GTJDQBQPiNSyrFcOeT29CsoqxDy5LZX9u2AQ0NfWZGCk2DM2qUfMZFIuEb/WhuKXo8Lj+nnwhNgxOLS//Gnm6ZZZlIwLEzriCb9puw5RP8eZiM4mBn6oztV4qEJRZ3Kwa65ftUkNEvmptlJcmOrsoqAYLe0I6DnG7Q5TBNP87r6QY2boTTPt71mC5RjSIEHNPwM/0CeNUywfkUjXmCnVqzi4ZG6YsI+OJpMA6IJyA04XqN6hC7u16Nf/0Qzp/flf+/vURDIfczcyh2bShdQY2tFYFwAAfZgk1o329dVdq4mcgR16s7nZYxTybjC4XBz+ze4WdqhsyM1A44ENoBBwIAnPXrATsDJ9ouhepo1G1+5casqoHgli3+eJaJmTwP13zLEHbUBsDMyNpBPRhUWZxpSCPphgbpk6C6e6qur+qBA/imz7tg4EMIITuNWEwGj729fnZ4JSgPXi2EZ1k02ndmpOvFBUBmmwR3iHu6ZVDe0CgXscG/iUTLZ/YoMTGTkdmX5Xymgt9BxvaaFMgu2/liZIPc/W5rl8G+wpTlykFJTAA5zWsABHbICzMCPN9I9X56iGeU7orCKqDU/R36kl5RVsRdfDrhs6Msq3iZdqAEXZhm5VlNkajMklHZRJmMP1aG21whk/ab5MAt9x7XLhsCdHa4z/MSc1Flw0RjsgyUkOGMimfDZE2XQvnbDrUYaZlAbxIi2StLAocLug7UJXIbl6j7Sm+PFFwGWvIecdcrmbRfohkGJcD0t4t7sJEIREVrIqFp8r7a0wMk6kJ5E4r6BvnMcTtHh0J3M8+amiq2pSkgkQB6euVXrDoIqy7IyaRsfFc0k8/0BckwXa0jAW9u1Rinku9WCNkwKZn0Ky/C/m1LK7RZe0Hsf2Ch/Us5gt7Q2TJZovkEvJ2RzsiYJ6lsYMrEA1akeGak6qQdHOtY1M8ULYbXoDZwT4vH5RzrlX6MYvRoYNp0wHGQ/c1j8mfF/CIVwfmpacVFSyUuqu/JcuM21bNCoWyNgnGfk5WxTDQqvwt1bsr+RtchtEAX9R07fPG2yCaZ09tTNK7M+by6Ovk+vb1S0Aw0XRRKjFy7xh/PcptxXoMkIzcrOxir1zAUI2sFdWPv7JT/O2mKfIgbBsSEidK7Ry1Idc2/cAB4ps8UIwkhtUR9vRT/tm3zfXsqIZAZ2VdWuYiUCDZdnJ4eCCF8IUptIKkMvJ4euQBpboHIZn2RMp0uLKHJ/2wlJm7ZAtHY6AdaxdB0/1yygW6ZwewGQAZzyjS9oV4Kp9ms3xk28DxxVCl5/iJCDzSQyT/myVP9/+8ucPvM3NcN9/mW6bvDuXpv1fU6RDd1D9PKDaSBihdJRckXrDNpvxzSMGRWo7c4CQifQsjmRapMsdR5qy7fTY27XvknIZWi4ln1v/16D83frBlKIlHp19c+HmJ8GRFgV6OpGSI/41E9q3p6vDLLAWFartjiZhWFzoxU97/+ZcoK5d+Ztb3M+oqIxwFNhG/qVVcnBcF8+5JyaJr8jpsHLmCLaFQ+K5ub/WoJ1QU5lSq5JvQaqZRqyJJPcCzcTuehG8moz6yrk7FFtn/NiYSuVzYvg8J0NovQmZFBUVH5ZyeTbqlymeOORIo3OEyl5CZlMCtQNbFJSmHR6c0TvFTzoUBmpLAsaVcTEMe0gw6W/2e99J8s5hfp/X2+bU4xbNvdNHa/J8uScZtt515LwczIIIYudYpEwm9io6wflH2Cikc7O/xYKS8z0rFtWS2iPLZLUVcHdHcBqRRES4s8RvWeqkxbNfYxzfLivx0sURf+BkoyWfpvagiKkbVC8EIfPRra50+SCxfDgIhGZSkd4PtDZm3/RqVuWjSjJ4TUEEIImRGQSobf+Q6igqow/lRlgnYnmYTY2glMmeqXhyjhyO3IJzIZWYJdl5DBaNIP1kSYMpVIBKJ1lPQhK7fDG1zUO4HjDnZzVuVBShBL1EkhbscOvxmEappj2zIAjkQKsz+UkFAsM3LKFP8feeJmSVR5Xjrt71L3hRHw/QzrM2ZZhQKqk4WwBpapIkwzL1sAEKqBhRJukykgVqSss6lZ/lemRFGYFlBXB9G0EzscEzJUqHjWCHmtF8MwXOFhaJdLwrRkksC06eH973YBRDQqS0KDP1OetqnUwDdk4JanRyy5GeM4fVugeH8oy7TL3QP7JOJ684rKEzRELCYz4UKWAwvDAEaPgWhuCf8hpune65sqOraiKJ/pNr+ztdB1t1tzqvya0O3QHEpUNEy5HgXcctx+PCfjCfl5jhPKTmXAKEHbzhRm/JVBbm4GOn/Hom6pbvnKi5zs0SDpTIHvqtA0oKEeSCbhbNsKbNzge1MCQNa9ZvKvgcZGGT+o95lzSO7vJ0wsfWLREGKkynpV92KVZauyeRVq0yBwviJ4vdXX++XNdkbeC1SWqrs5m920Sf4+YFHk0dMtG02WyUoUQkDE4hAQMuMynsiN61QcrhoF9WVR4jYFVn6u3jHldwavUShG1gqBh6b2tYvkzV7t8gVRN4HgTgXLtAkhtUpDo8xG1EOKikGUr1Ao0css8BB0bBvOli0QnR3ApMkQgaYPQmWHpDOy42YkIj1rojHZqVk1KwPCeR22j4eYuae07ij7Qhk2OMp3UT1DrKi/4592Fypu124RicgOqNu3+R2lTdW0JyObETQ0FHqgeZmMRYLw8RP8TATTLNn9O/f93PFIp33/yBB/IxxHLnJCLmCFlZsZ6YuzA1wkqVJs9Tlw/MBf+X729hQNjIWuQ7S1ScG3zKJJTJkmS7oJGe6o671Mc4m+EEJAjBkT2nds0Bg7FmLmzP53Q97VcDsJi7Dlxn0RT8gyV6DCzEgROiu+KJYln29aP+aUyj6rQGwTkyYD48aFf71hQNtt94GXaAMylmhqBvLFUJWN35d4lm+7Ugq14QdI0aYfc17EYjL+qaST9gAQui7HMpXyMw1DxhNQBjVZx680Ub6TpSgj8IkiAr+oawBSSYieHpnVlw5kVapMzrzrRkQiCHrniHHjcnxdxcQyYmTwGAwTTiad24DG+1zDF7bVpkJ+V3Z133ZjKCebzRH/RTzhi9fptCt8u9Y4qjGUylgcPbow47Wn18s2doqUsjtZd7OhpRVobJLvH4/nNFpSDWy8Bpd9eWwHy7TtwBxnZiQAipG1g7u4EIfPhbbvbLkALFKqIFSzBXVzBbyMoF3RLJsQQnYqiYQMSIrtJPeFJ0aGzIwMeEA6tg177VogHoeYtRfE1GmFWQZ1CWnSvWWLXCzH465/UiuQ7PWDuBDBvWhpCVc+pr6PLZtzA0TT8Hf8i5UKNzfndlM1VAfvDJBOF8/+MAKCZf7xmibQPt5/XRjBVR1vOhNeXNYDAmDYxaeu+0EqID2HIpGBCxqG4a0VHJVloMZWlSpls0UXJwCAUaNktlW5RWRdHZ/1ZEQQtCUYSHahGNs2eCJa2M80jJFllZBISGF1kM5JxOP+c6FUQ658VKbsADxEheV68elGZR2fAZkdmoj33Uk7+HmaVnHJ8mAhEgmIPWcVCOJClZuXE/1GjfIr7vpCl2Kkk5WdlfsrpIqWFt+fdChoaHDFSDt8g1fdCGw6O/JZbZoQmUz5OVnq/YPVKUFirk/4uHY3mzcQQzkOvAzhIHk+3kCgVNuyAOUbWoz8Mu2NG4FNm3NfY2cLN43jiYIY2WswpTZ0bduvqAHkhqphwMmk/YZFKmvRzdB01nwq32vSlMJjzaQhRo2SGZZuJ+zc39teRqUYO1YmJEQibol9bpm2d8x9xc52Rt4v1HG615RDz0gA7KZdE4hIBGLOQdD22huYNk3+0M66RqolOqEBgQY27oM7bCkEIYSMEIQQwOjRsrtepT5GmgYn37C6FCqzLZORwdyOHdCbmqDtticcUcKbqb5BCoPxOMQofwdYNDTKbtvr18lAdKAZecHPtCxg8mTgnf/N9YQKZu2l0zKACwoAdXUy8LYs2XHVcT23enohosWFOqFpcCIRYHtXwe8AQEydKj17on006AlimrK8L3TGqlv+3FfmQpD89+3pll3QB1qi6AbjjuPkCruAt7nolUQWQZgWMLZtYMdAyHBCXb+kqohIBE40OnhCkeWW5AoRem0ihICjNhX7OycM2fwTRkg/xODnNzQA03cfViJzURHftKTlSJnnZ0EzunLkNAZC/6vwEnWyKmCIxEh1jk42G/6Yg6IbIAWxSBTo7S2/YWKanmArtOB7OMXPN54A2togJk+RMVJHp/+7EpmR8jO0nM8Qhx4OPPUExD6zy4viwc0aQ2U/OrLbtfpustmCakwRj8MxisTIhu6XMKvkKfU+qolNb9K1qonIMcjILFEHAP6+Wr5/nn+tk07LGLauXnqrb1lVeC6e+GkAY9sgVDKXaXrJAsKKyLFTTYH72mi2s/KYdY2ZkUWgGFkLuGbAYrfd/Z/ZKjOkhBgpBIRaeKlOsEPsmUMIIbsEraMgorH+Ge+bRjjRKx6Xpcxd24HmFjg93dBmTJMLl0zxxjaifTwwrr3guERTE7D3PsCnn0pfnAF6FRbQ0irLpDdvzhHDckpn6vPKveMJv2Mj3IVhNAJs2giMGVu6g3c0lhtIB9BO+jKy0RjEgXPCZy2abtOfQLlQWbyumdnwmbG6lpthkEpBDEZH3KBPleoiqYJ7FdDnd9YkpJZRQgepLqoT7qCJkZafgV6JsKjrMoO/v3NCefOG9RzOY8AbUrsC6hkzWGtC77lm51q/VEpjI4Q2ZeisDdysRiST4ee1IYVwJ5OWgp8VkRmWXdvLz0lVJZLJAJZ8nZPNyhimyGeLaBRi5izvOJ285oLQijQJUhUrgc8QY8ZC/8G9fWYBeyKgeh9Nk6XL27fLBkhA8RJ8062gyb+WjIA/dsa1jXO/H2GacBIJYGunJ8aKTAaOk/W9K9X5TsprutPT7VoZJfz3SiVz/bwD4qcIVpAG7QQA6RupxMgwnpFuwx4pTKrMyBIdz2sMqku1gCm7jDrBsjF1cRcTI3VdbtmoG5XqADXU3QQJIWQXQJimFPj6g2GGWrQIXYcYNw6it1d2l9Y0aCGM60sJpKKhUXpA7rnXoJfdCiGkf+WECX5wqQfKzLNZiLxSNGEY0nsquBiLRGRg3NpaUhjMKcfL/137eOjnfE2WeIcWIy25gA27YFHPybCNiNTfuN+Fk8nIRUddou+/6wvDFbbtrJdBqzJCpSdlxA3uKUYSAmDIPORIH0QifjnlYGCZfjZ+2DJtwGtm1O/SZ9XR1zCrVj5ddVT2/WCtCZXFiO169fXX31XTZGOSocLL0OsNnxmpvKqTbjdy05AlvmYfmyaeUBgQFfOrI8r9bfASUZmR+Rimb50TQEQiOdmYRQk2sHGPSbS0AL09vvZg24UVLKpyJ//cTcMXI1UZfPA7bmyUG+2aHvjuREGDrPzMSPT2Ai0t8tqtq5PZjd3dua9RHd3zjym44Y6AbyQg36ccWWk/4NkZqexolmkDoBhZG1iWv9uhyNpAxCq+kDXckmz1O1XOxsxIQgipDMvys8z7orlFlntsWA9R3wCtsY9mMn0ghBgcI/ti72253V7Vgkz5Y27fJjMTipRpiYmTcn2kIlGISLS8304IIUE4TugFjHDLnUI1vAFyfT9DZ0bqfiO4nh4gHhucBhiGaujjZkbmZ9lYlvSKoucjIRLTpBi5CyASCYjddh+8rDXTzTKqoEwbgC9e9BeVoVXLGz6WJQWkShv6lUJ1U06lhlWzVGEYMsMumw0/p1QckUq6pf6mFPLi8fJrbLWpHVzHKzGyr0xS08wR0aTNQJFsStOttMgU3/wtSzAWUSXOY8bKzWQl9glRuDHf0AAxZVqh8BfMjLQLMypFLA6h/DLd4xZwco8jFstpxuc4DkQ2K22M4G7gNjbldBAHULqju3u/8cTVQLWL6Cu+UzGq648qWKadA9WlWqCYGOkq/0VRu43Kf0y4uw2DXepHCCEjHNHQ6JWE9PnaSARoa5NB2OgxA2q6MOSYcpEmtm+Xnb+LdOUWkUiOOCpMU+4olwvkTKvAVL0oYYVC5RcW8nkmVDmeKOKxVAqvtNuWZUHNLYMjEKrMyIwtm/Dki5GRQRI9CRkhiMZG6a1Lqs5gNgESpikFA62C+zIwcLFLbTTVshhpmtJ2ZZDWhEI12Uul5PdbaWOgatLQUJi1Vw7DtTxLpfzS60RCbt6WEepl5YPllx8Dnt1MqMxITfO7W2fL2BREo/0TI6N5DWyiUYhEQoqBXQHP7zwBW2gaRJESZ2HmlWnn3zuiUV/bMC1P5Ms5jomTchOuUim/iZT6nHjcb7yosDPFr++AnQAAz0sSQN+ZkYC7kWFIYZhiZA7D6Ion/UbtdqTT/uKl2MXtIgwDjuo456IF/SYJIYSEQowp04Gw2OtbRwFj26D1tyy8WujuDv24ZullGYZoVAp15RapbnlSjhF6AGm2roXP3Dd0WRJfSXaM6oAY2qTezZ7Z3gXhOINWOiaEgBOxZEMfJ5vrcwRAtLE5DSFBchaMZGSRSAA7uior01ZiYn9xBaQh8yXcBRFCQOwxY3DfNBIB0inZabyfnc6rgYi5Pthh55SKDZJJQDUdjERk13Kjj/eIxoDOTv/fti271PflZZ7vN5kt0fQGkBrBpo3hziX/71yEYXiioGhokF6OcCtYKqkuUdvQWbuwwicalV6Tpik1C0OXG8aBWLJoiXY0mitYRqKyUWKwMVC2REd3ZVdnu7FgsEy7rrwYKYRwPSfdqlOKkTkwM7IG8DIbM2n/h0629GJMl4s1ds8mhJChRdTXQ+yxR9HMwl0a0wTGjoWYOi10loBoac1trFbqfQ0j9/kVJJsN3xkbyPMYCkkkIsuAwjYwckuxhACw2+65QetAiURkcA4ULChENDqo2UeEELKrIuJxNyOqwgY2AynTNnS3RHz4CGbDAiviZ0YOp+82FpPiVkiRTWiaXwpdaTOjSKQwMzJMhm6wMQ1QNjNSRKN+RmIF5MQdpimvTSBH7AMQPu7SNN/n0nEK5oQwTVnarr5DPdDAT72mmBjZ3Jzr9aoyLFOBUm0hSjf3NQKZkcEy7TINbBzH8UvUlSCp7kEpNrABmBlZOyQSwMbAbkepi039TqU8E0IIGVJEfBCanQwxQgiIqdP69XdlKWYzEsR2u1yHzYzU3UCwkuwLK1LRDrYwDDjt7RB19RCqk+RgYUXkdyEEvfAIIbWLacn/KliriKamgTVe0Q23kzeXz4OJsCw4mhh+jYGiUSmIVeKf6fpWV+rnLSwrtxGtbYfrzm4oL0i1oeuU3jA2zHC2OPkEPcIty7eBU2Jfb29lTQA13TsO4R5XAc3NvnCqmgwGbYDyxEiRtQtFw0hEZlgmU342ZxHxE4Cf1aqE1dZR/u/KddO2M77vuK75XqEAMyNdeDetEUQk4qVKA2UuNsAvY6ik9IEQQggZZISmwYlGZWlyMVRnyLCLQ5V5UUFDNmEa8hgqQJs4qaLXhz4Wy4KTSsmsAIqRhJBaxbLkfxWsVURQQOgHQtOkP1ylWW2kPMqbeZh5cQrDAMa1V+bV7HkdVvj8zhcKBcI1+BNCxi+dPfIHjlO6rNz0m7SErgQBZHm9wi2flv/fFfu6uytsAiiPz7PhKXKeOXZA7vwRkQg8uXbCRO/XTiYtsynzGisKIeDU1wNr17qfl/WzV/M/T9PgGCbQ636Pzc1yLNNpoJytktowV4Jp4HycFMVIgGJk7WBZgYxn9yZTavGm6ZWXPhBCCCE7g2gM6OiUWQHr1gJWBEKVPtu235QmDJrud6YMS3Nz2TKcIUVtIvZnMUMIISOFujrpydxXN+FBRkybPqSfVxMYhrQHG2ZiJFC5LzisiDzXisVII0coFE4Z78d88r0gy4mRqklLH+XyTiYDrFsDjBqT58MY8cqlhRBwGhqAzZtk06PQZdq6FE27e+R71xVWCwUzaIVhwNE1XxRuG+eXigO+X2Q8jnxEXR0c2628se3yVgGWJX1q3c/ULr8S6OmGKOcZadtuNqSrq+iG//75nbxrlKqrTdlsFnfffTcOO+wwzJ49G+eddx5Wr15d8vUdHR244oorMGfOHMyZMwfXX389ulXbeFKaYDetvi42TfgKPiGEEFJFRDzudqbugYjFIHQNTmeH/KXnGVnBjrtVmWekiCcGrQnNgFGLNoqRhJAaRpgmRNu4yjK4yK6JXjuNgYRp+D6OlaD+xs7ItXwFneELvCDLiZHlbHGC7NgB0dAIbN+e2zgmIEYCkF21s1m3k3gFcZqmATt2yM1gM8S8sCxg/ARoZ58H/eJLc3/X2wvUNxQvT49GIeB6O9qZ8vpInm+n9pn9oH32n8oflxorVeatB8aNmZEAdgEx8oc//CGWLVuGm266CcuXL4cQAhdccAFSJUw9L7vsMnzyySf42c9+hrvvvhsvvfQSvvvd7w7xUQ9DLMvtqJ3xM0lKipF6rnksIYQQUi1MU+6S7+iS3bd32wPCtuF0dclAzzTCL0hNt7RvGGZgAPB31SOR4eWtRQghhBTDMGqnMZDKAO1PZqSuS6Ewk6lsQzLwvQqgdLm08tMOI0Z2dwMNjRC262GtYqpgmTYgxT7LqmzTWJN9K0QmLX1ew2BaEE4W2nHHF3Z7z2QgGhuL/53ytUyngIydm7mYh7Cs3CZCZXC6tssybDsrj03TZJxqBeY5G9gAqLIYmUql8JOf/ASLFi3C3LlzMXPmTCxZsgTr16/Hf/3XfxW8/s0338Srr76KW2+9FXvttRc++9nP4sYbb8RvfvMbrF+/vgpnMIwwA00A7IyfMlwMTbg3Ai50CCGEVBlTeiUJ24ZoHSXLoqZMhdi+TT7TwuyauwjThDZz1vDNwFALkig9ywghhIwAVCfkIS65rwqqCVKl5+plLdryv0rESDeG8rpal/BZFbo7DnZ5MdJJpSBMA2L0GFn63N3t+zFGI7mbw0rs03T5/mHQXeEyFgPKlUAHiUaLCoWe72SssEQbgBRPIxFZMu2Wp5du8BNOLHd6eyG6u4HNm90YNTBOQdGdmZEAqixGrlq1Cjt27MAhhxzi/ayhoQGzZs3CypUrC17/2muvYfTo0Zg+3ffrOOiggyCEwOuvvz4kxzxcEW4mBTJpqdLrRukboeYKlcy6IIQQUm1MSwam8Tjg7m6LtjaguUWWCNVSubLhlrMV8T4ihBBChh1el/IBdDofLhgGYEUqzgKVPpOuUJjJlF/HF3yma02zYQPQ2go0NJR+bTTad2bkji4Zi7W2yq7SO3b4TWzyN0qV2GdVEKephKhEXVGfx2IIVUGTz+bNQH1DUd9JwP1e6+rlOWUy5atmdKPPolHHcYCOLdK3sqEB2L4tp2xdznNmRgapaj70unXrAADjxo3L+fmYMWOw1u1sFGT9+vUFr7UsC01NTUVfXwmGsWsJb7rbSUqvoONnX9j1CWDHdpmjHYtCN4vf9J2IgaxpQDM1iF3se6kldsYcIMMHjn9tw/H3cWIRZKMRYPRo6Ak30DWiyE6ZhOz2rRCxCPRh/qwKO95O1EI2HoOIRqAN83MmPrzeaxeOPQFqex44egROcxNEfWLErzud1mYgHoGwciWYMONvx6NAdxegZYFEXcl1fMFnxiLIRixACGi77QYR7H6d/xn1CTgb1kKIbOEvHQBOFk46CW3cbtAsA87oUbDXfIJsNAYHgB6L5moqhga7UYqfYeM0J2IgGzGBsaNDn2M2YkJoyD3uzk4gEYc2c0bZc3amTkE21Qtn7VqICe0lj9OJmLB1Ufy7UezoAhrqoU2bAmfrNmR3bIeIR733zMaicEwDNgCkUt53VcvXf1XFyJ4e2R7dyiuXikQi2Lp1a9HX579WvT6Z7H+qq6YJNDcXV8yrTUPD4JViZdpHI93VATgO9LGtsEqcsxPTkdpUB6u1ASLGUrBqM5hzgAw/OP61DccfcOwoUuPHwJgwAXrgueU0TkG6twtacyOMXfQZXil9jbfjOEiPaYY+pinnuyAjA17vtQvHngA1PA9a9qn2EQwhpUuPy41/etwoZLqlPmKMGwUzZAzg1EeQahsFfVwbjAntZV+b6W5GenM90NtV+EshAKFBGz8W5pTx0BIJOHUWUpvWYvukiUiu/hh1s2YgnndcmYltcFKp8MdrR5EaNxrGxLbQcY6dakC6tRFO4LhFUx3MPfeEPnp0+T9uTiDbUof0n9+DPqalZDyZFWmkxrTkfEYBlg5zxh4wxo+B09aKdGoHtFY/Rs10N6Jn5u7YJgQiUyYX6E+1eP1XVYyMut2XUqmU9/8BIJlMIlZEBItGo0Ub2ySTScQHULKUzTrYtm3X6sit6xoaGmLYtq0Htl1Gga8AJ9YA7L6X/Ec0CtGxo/RrR49Hd28W6C39GrJz2RlzgAwfOP61Dcc/F2fsREAvfG454yYCEGWfZ8OBSsbbGT0egDXsz5n48HqvXTj2BOA8qHXCjL9T1wLs4eojsVhFMYDTPjnU3zhWHbDbnsV/KYTXiEakAKTkezmTpkHcdBuiWzajd9JkJPPjtFgjEM1WdrxjKotzHD0GTJuZW6pt6BBGHAj7HpN3A4CSn+k4BjB59+Ll4Aoh0BOv897DGTdJNuNR/7YSwJHHIvrkwcCoUehwfz7Srv+GhljoLM+qipGq5HrDhg2YNGmS9/MNGzZg5syZBa9va2vDs88+m/OzVCqFzs5OjB07dkDHksnsmgNv29nBOzZhAInAbky59zUj5X9PhoxBnQNk2MHxr204/i5mBLAdyDqhAMINY0bIdxRqvA0LyALIjoxzJj683msXjj0BOA9qnbLjr1Wwjs/HihaPoQo/JPczShH8bCsm/6tvLHFcmvSArOR4S8V8JRFAvK78cfb5Fnrff1PsM/IJxmdafozqfr/ud5zN+6xavP6rWpg+c+ZM1NXVYcWKFd7Ptm3bhj//+c848MADC14/Z84crFu3DqtXr/Z+pv52//333/kHTAghhBBCCCGEEEII6TdVzYy0LAtnnnkm7rjjDrS0tGD8+PG4/fbb0dbWhmOOOQa2bWPLli2or69HNBrF7Nmzsf/+++Of//mfsXjxYnR3d+OGG27Al770pQFnRhJCCCGEEEIIIYQQQnYuVW/Zc9lll+HUU0/Fddddh9NPPx26ruOBBx6AZVlYu3YtDj30UDz11FMAACEE7rnnHkyYMAFnn302Lr/8chx++OFYvHhxdU+CEEIIIYQQQgghhBDSJ8Jxyrlw1ga2ncWWLbuWEbxhaGhuTqCjY0fNeQcQCedAbcPxr204/rUFx7u24fjXLhx7AnAe1Doc/9pmpI1/S0sidAObqmdGEkIIIYQQQgghhBBCagOKkYQQQgghhBBCCCGEkCGBYiQhhBBCCCGEEEIIIWRIoBhJCCGEEEIIIYQQQggZEtjABoDjOMhmd72vQdc12PbwNzEl/YdzoLbh+Nc2HP/aguNd23D8axeOPQE4D2odjn9tM5LGX9MEhBChXksxkhBCCCGEEEIIIYQQMiSwTJsQQgghhBBCCCGEEDIkUIwkhBBCCCGEEEIIIYQMCRQjCSGEEEIIIYQQQgghQwLFSEIIIYQQQgghhBBCyJBAMZIQQgghhBBCCCGEEDIkUIwkhBBCCCGEEEIIIYQMCRQjCSGEEEIIIYQQQgghQwLFSEIIIYQQQgghhBBCyJBAMZIQQgghhBBCCCGEEDIkUIwkhBBCCCGEEEIIIYQMCRQjCSGEEEIIIYQQQgghQwLFSEIIIYQQQgghhBBCyJBAMZIQQgghhBBCCCGEEDIkUIysAqlUqtqHQAghhBBChoBsNlvtQyBVgjE/IYQQUhyKkUPIa6+9hq997Wt49913q30ohJAq0dXVVe1DIFXEtu1qHwIZIhzHqfYhkCry3HPPYcmSJQAATWO4XWsw5ieEMOavbRjz941R7QOoFRYvXoxly5YBAC655JIqHw2pFj/96U/R2dmJ5uZmzJkzB3vttVe1D4kMAY7jQAiBK664Ak1NTfjmN7+JRCJR7cMiQ4Qa/1/84heor6/H5z73ORgGH78jmQceeAAbN27EuHHjcOihh2L69OnIZrMUpWqE7373u/jFL36Byy67rNqHQqoAY34CMOavVRjz1zaM+SuDUfFO5oMPPsAxxxyDN954A3fddRdmzJiBxsbGah8WGWLWr1+PU045BU888QQ2btyIZ555BmeccQaeffZZ9Pb2AmAWzUhGleh1dnbiN7/5DVasWMGyvRpCCAEA+NWvfoXly5fj/fffr/IRkZ3FmjVrcNJJJ+F3v/sd1q9fj0ceeQT/8i//gnQ6TSGyBvjb3/6GefPm4Y033sDjjz+OhQsXVvuQyBDCmJ8AjPlrHcb8tQ1j/spgZLwT+elPf4qTTjoJRx55JH7729/i6KOPxj/+8Q+sXr262odGhphnnnkGuq7jwQcfxC233IJly5bhmGOOwXXXXYcXX3wRgH/zIiODYKCp6zoAYPPmzbBtG7fffjv+/ve/V+vQyBDjOA4ymQy2bduGlStX4tFHH8XmzZurfVhkJ/DrX/8aEydOxC9/+UssWbIECxYswObNm7Ft27ZqHxrZyWzcuBHXXnstEokEfvOb32DmzJnVPiQyhDDmJwrG/LUHY36iYMxfGRQjdxJbtmzBRx99hJ/+9Ke45pprAACbNm1CPB6HaZoAaGheK9i2jSeeeALt7e2oq6tDOp0GAPzrv/4rbNvGsmXL8D//8z9VPkoy2KhAU/mF/Pa3v8XmzZvxs5/9DOl0Gvfccw+9ZGoEIQReeeUVCCFw7rnn4uGHH8bzzz/PxgYjjJ6eHjz11FPYbbfdYFkWAMAwDAgh8M477+Cdd96p8hGSnUlzczNmzpyJyZMn46OPPgIgY8GHHnoIjz/+OF555ZUqHyHZWTDmJwrG/LUJY36iYMxfGRQjdwKO46ClpQX/8i//gs9+9rNwHAeO46C9vR0tLS14+eWXAdDQvFbQdR0TJkxAR0cHHMeBaZpIp9Po7OxEU1MTVq1ahf/+7//mTWoEce+99+K2224D4F/nmzZtwty5czF79mx85zvfwRNPPIGnn36aC5QRjtohffvtt7H//vvj6quvxoknnogf/OAHFKdGGJZl4eijj0Z7ezsA4IUXXsDixYsRiURw7bXX4vTTT8eyZcvQ09NT5SMlOwPDMPD5z38eb775Jv7617/ihRdewBe/+EU8+eST+P73v49zzjkHd999N7Zs2VLtQyWDCGN+EoQxf+3BmJ8oGPNXDt00B4lsNoubbroJvb29iEQiuOCCCzB27FgAcmJqmoZUKoXJkyejs7MTqVQKpmkyTX+EEZwH0WgU559/Ptrb27HPPvvg0UcfxSOPPIL58+fDNE289NJLmDt3LqLRKH7+85/jnHPO8bJpyPDmrbfewiuvvILjjz8es2fPBgCcfPLJXhAyb948nHnmmbjzzjsxa9YsmpqPEIpd/2PHjoVhGJg8eTIOOOAAAMDtt9+OuXPn4v7778f111+PcePGVfnISaWUutefd955aGlpAQBMnjwZ11xzDU4++WQkk0nce++9uP3227Hvvvti1qxZVT4DMhDyx/9rX/saxowZgwMOOAAHHXQQbrnlFhx88MG4/PLLcdxxxyGRSOD+++/HT37yE+yzzz448sgjq30KZAAw5icAY34iYcxfmzDmHxy4TTcI/OMf/8Dxxx+P9957D/F4HH/84x9x6aWX4pFHHgEgd0ls24ZlWdhrr73w4osvwrIsCCFoYDyCyJ8Hf/jDH3DxxRfj0UcfxZlnnom9994bd911F84880yccsopWLx4MY444ghceeWV0HUdf/jDH6p9CmQQyGazWLduHSzLwo033ujtftfV1aGlpcUr4bjiiiswevRo3HXXXejo6KjmIZNBoNj1//Wvfx0///nPAQCf//znccghhyCTyUDTNNx11114/vnn8eSTTzJTbphRbKwXLlyIhx9+2BMik8kkpk2bhjPPPBN1dXVobW3Fd77zHdTX1+P555+v8hmQgVBs/BctWoSHH34YALBo0SKsWbMGH374IY444gjU1dVBCIELLrgAY8aMwZ/+9KcqnwEZCIz5CcCYn0gY89cmjPkHD4qRg8DLL7+MsWPH4uc//zmuu+46PPPMM5g5cyZ+8Ytf4KmnngLgG9seffTRMAwDjz32GAAaGI8kis2DvfbaCz/+8Y/x8ssv47bbbsNNN92E2bNnY//998dzzz2HQw89FOvXr4dhGJ6vEBnePPvss/jwww9xxhlnoLe3FzfffDMAWcIH+MbWsVgMN998M1577TX86le/8nyFyPCk2PU/Y8YMLF++3HsO2LYNwzCQzWYxZ84cnHPOObj33nvx5ptvVvnoSSUUG+s999wTDz/8sDfWKuNFPePT6TS6u7vR0tKCTCYDgN1UhyulrvVf/vKXePrppzF16lR885vfxHXXXYfW1lYA8BaoY8aMQTKZBMDxH64w5icAY34iYcxfmzDmHzwoRg4AFWysXr0ayWTSCzIsy8L555+PPffcE9/73vewZs0a76bU0NCAWbNm4Y033kBnZ2fO+5DhSV/zYK+99sItt9yCNWvW4Pjjj8e3vvUtXHXVVV5JT3d3N1pbWzFt2rSqnQMZPD755BPMmzcPl156KU488UQ899xzeOaZZwD4xtaKfffdFxdccAHuuusu/O1vf6vG4ZIBUslzQNf1HL+gb3/722hra8NNN93ETovDgErGWgiBNWvWeE1LTNNER0cH0uk05syZA4DCxHAjzPgvXboU69evx4UXXojZs2djw4YN3ms2bNiA9evX45/+6Z8AcPyHG4z5CcCYn+TCmL+2YMw/+FCMHADBQNJxHGzatMn79/Tp03HKKaegsbER3//+972fjx49GocccgheeOEFrFy5suB9yPCjr3lw6qmnoqGhwZsH//jHP7Bo0SIsXLgQP/vZz/C1r30N06ZNw+TJk4f82MngM2/ePJx//vnQdR0nnHACDjroICxZsgSbNm2CrusFwcmll16Ke+65BzNmzKjSEZOBUOlzQNM0aJrmZcfdeeedmDRpEsaMGTO0B04qptKxXrlyJS6//HLMnz8fd9xxBxYsWIAJEyZ4PkJkeBFm/BsaGrB06VIAwBtvvIFTTz0VCxYswJIlS/DVr34VY8eOxdy5c4f60MkgwJifAIz5SS6M+WsLxvyDD8XIAaDU7tNOOw3vvPOO5/+hfn7IIYdg7ty5+OCDD/Daa695f3f22WejubmZnfVGCGHmwRFHHIEPPvgA//M//4O2tjacdtppyGQy+NOf/oQzzjgDd9xxB42sRwhTpkzxzKmnTJmCL3/5y4jH47jxxhsByJKNYGaEEAJHH310VY6VDJz+PgcMw4Bt29h9993xox/9CNFodMiPnVRG2LF+//338d577+Hwww/HjTfeiPHjx2P9+vU455xz8O///u8c62FKJc/6d999F1OnTsXll1+O5uZmrF69Gueccw7uu+8+xOPxap0CGQCM+QnAmJ/kwpi/tmDMvxNwyICwbdtxHMe55ZZbnEMOOcT59NNPc37+0UcfOYcddpjz3HPPOY7jOMlkMud/ycggzDw49NBDvXmgftfb2zv0B0v6TbnxSqfTRf+dTqedBx980Dn88MOdhx9+2HEcf16QkUGlzwEyfAl7r3/22Wdz/i7//kCGJ/0df8Z8IwPG/MRxGPPXCmvWrMm5drPZrPf/GfPXLoz5Bxdu04VAmY0XQynh5513HsaOHYtrr70WXV1d3g7olClToOs6PvroIwC+qT13xIYfA50HhmF48wCQqduRSGTnHjQZMI7jIJPJ4P/+3/+L3/72t16qffD32WzW84hSu2SGYcBxHBiGgeOOOw5z587FLbfcgtWrVzNDYhiydu1arwkFkOv7VelzgOzaDHSsDcPAxx9/nPOe6v5Adn12xvgz5hs+DOa9njH/8GUw7gOM+YcnL7/8Mk477TQsXLgQZ5xxBh544AEAMqsxm80y5q8BlMevgjH/zoNXRwkqFSBWrVqFG2+8EW+99RbuvPNOLxB95513EIvFcNBBBw31KZBBgPOAqODik08+wSOPPIIPP/ww53dCCGiahtdffx1HHHEE/uu//gvd3d0AfG+RsWPH4sQTT8Rll12GSZMmVeU8SP+oJCjl9T+84VjXNhz/2objTwDOg1rn8ccfxze+8Q0ce+yxuOiii3DwwQfj9ttvx+9//3sAvgcgY/6Rycsvv4yvfvWruPjii/GNb3zDE5uFEFzz7yQoRpagEgFi7ty5+P3vf499990Xd9xxB1555RWceeaZWLhwIc4991zsu+++2Hvvvat4NqS/cB4QTdOwadMmaJqG999/H/fccw+2bt0KwA887rvvPpx11lk45ZRTcMMNN+R4gqndtIMPPhgXXnghzeuHEZUEpbz+hzcc69qG41/bcPwJwHlQ62QyGbz44os4++yzccEFF+Bzn/scvv71r+PQQw/FT37yE+91jPlHJr/61a/w9a9/HUcccQS+9KUvYePGjXjkkUewbds2AOCafychnGDeKclh06ZN+NKXvoQtW7bgqKOOws0334zGxkbv9/fddx+WLl2Kiy66CBdffLFXhvHXv/4Vb731FtauXYsZM2bgmGOOqdYpkEGA86C2sW0bd999N1566SV84xvfwMUXX4wrr7wSZ511FnRdx/bt2/Gf//mf2GeffdgldwSRyWRw9dVXY9q0abj00ksBAD09PVi0aBG6urqwbNkyALz+RwIc69qG41/bcPwJwHlApB3Xsccei1NOOQWXXXaZ9/MrrrgCa9eu9YSpRx99lDH/CCOdTuPyyy/HnDlzcM455wAAli5dipdeegm/+tWvvNfde++9+N73vsfrfxChiVEJbNvGQw89hLa2Ntx66624+OKL8eijj+YIEKZp4j/+4z+8m5HKlJs+fTqmT59e5TMggwHnQW2xY8cObNq0CZFIBG1tbQDkeG7cuBHHHXccDjvsMJx//vm4++67se+++2L//fdHfX09FixYAF3Xq3z0ZDCxbRuvvfYaJk+e7P0sFouhsbHRK8nZtm0br/8RAMe6tuH41zYcfwJwHtQiKua3LAvjxo1DOp3GnnvuicbGRs8v1LIs9PT0IBqNIp1Oo6GhAWeddRZ9IEcY27Ztw3vvvYf/83/+j/ezjz/+GL29vVi8eDGmT5+Or3zlK7Asi9f/IEMxEoMnQDAVe3jDeVDb/O53v8OSJUvQ1NSEjz76CAsXLsSJJ56I9vZ2nHXWWZg6dSoAYNGiRVixYgVuv/123H333RgzZgyFyBHAYAWlvP53fTjWtQ3Hv7bh+BOA86DWyY/5L7nkEsyfPx/f/e53oes6LMvySq7ff/99zJs3D6ZpIpvNUogcAeRf/4lEAmeffbYnMv7whz/EM888g3PPPRerVq3C8uXL0dHRkZMNCfD6Hwxqvky7nACxatUqTJ06FZFIBJlMBmeeeSYAeAIEGTlwHtQ2y5cvx49+9CMsWrQIM2fOxHPPPYfHHnsMp512Gi6++GLvYWPbNnRdx1/+8hd85Stfwfz583HZZZexU+Ywp1RQ2tXVBV3XMWrUKG/3c968eZg3bx6uueYaBqXDEI51bcPxr204/gTgPKh1isX8//mf/4kzzjgDF154Yc5r161bh2OOOQbf+973cNRRR3k/z2QyXiMTMrwodv2feuqpaGlp8V6zceNGpFIpjB8/HtlsFsuWLcONN96Ip556CtOmTfPuD2Tg1PRVVOxm9Itf/AKZTAYXX3wxZs6cCUAKEIZh4F//9V/xla98Bf/xH/9BAWIEwXlAVqxYgWOOOQYnn3wyAGDWrFlYuXIlXnvtNa+DoqZpXgbk7rvvjm9961v4t3/7NxxwwAE48sgjq3n4ZAAUu/4feeQRAMgJSoUQWLduHTZs2IBDDjkEALxFCYPS4QHHurbh+Nc2HH8CcB6Q0jH/ihUrcOGFF+aIzq+++ips28Yee+wBANiwYQMuuuginHjiiTj//POrdg6kf5Ra82ezWVx88cUAZFXkqFGjPLFR0zR84QtfwIMPPoj//u//xrRp0yhEDiI1vb0TvBnNmjULixYtwoQJE3IECAAFAsRDDz2El156qZqHTgYRzoPaxXEcdHZ24tVXX8XEiRMByCATAGbPno1PPvkEyWSy6E74GWecgQMPPBDXXXcdtmzZMqTHTQaPYtf/pEmTsGLFCgDwrn+geFD65S9/GT/72c+qceikQjjWtQ3Hv7bh+BOA86CWqSTmV4Wj7777Ltrb2zFhwgQ8/vjjOOGEE9DS0oJzzz23audB+k+x63/ixIlYuXIlAHn9K6FR2TUAQGdnJ7q6ujBhwoSqHPdIpibFSAoQBOA8qFU2bNiAP//5z9i+fTsymQyamppwwAEHeAblSnRes2YNWltbEYlEUMrN4rbbbsPNN9+ck9pPhgcMSmsHjnVtw/GvbTj+BOA8qFX6G/MrQaqzsxPNzc349re/jeuuuw5XX301HnjgAXrFDzMquf5t28brr7+ORx55BFu2bEEmk8H/+3//D6NHj/b6B5DBo2ZyzDds2IBNmzZh4sSJiEajFd+Mgtx222149913KUAMQzgPapsHHngA999/PxKJBGKxGObOnYsrr7wSt956K3p7ewHI0pze3l588MEH2HfffQHIB5Zpmt77qDkxevRoHHHEEdU4FdIPBnr9B4PSJ554AjfccANOO+20qp0PKQ3Hurbh+Nc2HH8CcB7UOgON+W3bxtatW/G///u/iMfjeOGFFzB69OhqnhKpgP5c/+rnb7/9Nn7605/iBz/4AfbYYw988MEHXldtMrjUhBhJAYIAnAe1ztNPP42HHnoIN998M1pbW/HKK6/gJz/5Cbq7u3H99dcjHo97r+3o6MC6detwzjnnAIA3/p988gkmTpxIr5BhCIPS2oFjXdtw/Gsbjj8BOA9qnYHG/NlsFslkEvPnz8eBBx5If8hhRn+v/2QyiUgkggULFuD444/HW2+9hZ6eHhx11FFobm6u5imNWEa8GEkBggCcBwRYuXIl9ttvP68b3t57742JEyfiiiuuwLRp0zB//nxvbN9++2309vZiv/32AwC8//77+Pa3v405c+bg6quvZnnGMINBae3Asa5tOP61DcefAJwHZOAx/9VXX405c+bg2muvxWGHHVa18yCVM5DrX2VHr1+/HhMnTkR7e3uVzqJ2GPFiJAUIAnAe1CpdXV0wDAPRaBS9vb3YtGmT9ztN03DCCSdg1apVWLp0KQ466CDPpPzdd9/1vEHuv/9+LF26FF/4whdwzTXXVOtUyABgUFo7cKxrG45/bcPxJwDnQa0y2DH/tddeW61TIQNgMNf8mqYxCWknMyIb2HR1dXkpuKVuRhdccAGWLl2Kv/zlL97v8m9Gp5xyCmbOnIlrrrmGAtQwhPOgdlmxYgVOPfVUXHLJJTj99NPx/PPPY9KkSUilUnjllVdyXrtw4UJMmDABS5cuBSA7qW3evBmmaWL+/Pn493//d/zwhz/ErbfeWoUzIf1lMK//Pffck0HpLgzHurbh+Nc2HH8CcB7UMoz5yc5a81OI3PmMKDGSNyMCcB7UOr/+9a9x+eWX44gjjsBXv/pVtLS04Ec/+hE2b96MTCaDP/7xj9i2bRuEEMhms4hGo1i0aBFeeuklvPnmm9A0DYlEAqtXr8a4ceOwYsUKHH744dU+LRISXv+1A8e6tuH41zYcfwJwHtQ6jPlrG17/w58RI0byZkQAzgMCPPfcc5g/fz6+/vWv48QTT8R9992Hjo4ONDQ04PDDD8fvf/97PPvsswDkbhkAzJgxAxMnTsSGDRsAAAceeCDuv/9+3HnnnTCMEe9mMWLg9V87cKxrG45/bcPxJwDnAWHMX8vw+h8ZjJgrLngzAoDjjz8exx13nHcz+u1vf4vdd98dJ598ctmb0dy5c3HooYdW7TzIwOA8qG0+/fRTvP322zjppJMAAOl0GqZpYp999sFrr72GBx98EG+//TYee+wxNDQ04OijjwYgDcs7OzsRi8UAAMcdd1zVzoH0H17/tQPHurbh+Nc2HH8CcB7UOoz5axte/yODEZEZqW5G06dPByBvRpqmeTejb3zjG5g8eTIee+wxb3cEKH4z4mQcvnAekPHjx6OhoQFbt24F4HdC37hxIyKRCADgqquuQiQSwZIlS7B8+XK8/fbbuO+++9Da2urNHTL84PVfO3CsaxuOf23D8ScA5wFhzF/L8PofOYyIzMhyNyM12a666irccccdWLJkCTZv3oyZM2fid7/7HW9GIwjOAwIA9913nzf2ANDd3Y1169Z5O6IzZ87ElVdeiSeffBJ33XUXWlpaYBgG7rzzTowfP75ah00GCK//2oFjXdtw/Gsbjj8BOA+IhDF/bcLrf+QgHMdxqn0Qg8Enn3wC0zTR1tYGQN6MvvjFL+Loo4/G1VdfDQBYtWoVnnzySfzyl7/MuRntscce1Tx0MohwHpB8Pv74Y3z5y1/GHXfcgXnz5nk/dxwHvb29WLNmDR9KIwRe/7UDx7q24fjXNhx/AnAekEIY89cOvP5HBiMiMxIAJk6cmPPvDRs2YNOmTTjwwAO9n82cORMzZszAwoULeTMaoXAeEIVt29B1HStWrIBt25g1axYAOSduuOEG7Lvvvrjkkks4/iMIXv+1A8e6tuH41zYcfwJwHhAfxvy1B6//kcGI8IwMYts2ABS9GV1yySX40Y9+hFgsxsk4wuE8ILquAwDeeecdTJ48GePGjcPjjz+Oz33uc0ilUrjwwgurfIRkZ8Hrv3bgWNc2HP/ahuNPAM4Dwpi/luH1P7wZcWIkb0YE4Dwgkkwmg46ODowaNQrf+ta3cN111+E73/kOHnjgAW+OkJEHr//agWNd23D8axuOPwE4D4iEMX9twut/eDNiyrSD5N+Mnn76adxwww047bTTqn1oZAjhPCCGYSCTyeDll1/GnDlz8Pzzz2PMmDHVPiwyBPD6rx041rUNx7+24fgTgPOAMOavZXj9D19GpBjJmxEBOA+I5LDDDsPRRx+NU089tdqHQoYQXv+1A8e6tuH41zYcfwJwHhAJY/7ahNf/8GXEdNPO5+GHH0YkEuHNqMbhPCDZbBaaNuIcKUgIeP3XDhzr2objX9tw/AnAeUAY89cyvP6HJyNWjOTNiACcB4TUMrz+aweOdW3D8a9tOP4E4DwgpJbh9T88GbFiJCGEEEIIIYQQQgghZNeC8jEhhBBCCCGEEEIIIWRIoBhJCCGEEEIIIYQQQggZEihGEkIIIYQQQgghhBBChgSKkYQQQgghhBBCCCGEkCGBYiQhhBBCCCGEEEIIIWRIoBhJCCGEEEKGJY7jVPsQCCGEEEJIhVCMJIQQQgghO50FCxZgxowZ3n8zZ87Efvvth5NPPhkPPfQQbNuu6P0+/PBDnH766TvpaAkhhBBCyM7CqPYBEEIIIYSQ2mDWrFm44YYbAAC2bWPr1q344x//iFtuuQWvv/46lixZAiFEqPd6+umn8eabb+7MwyWEEEIIITsBipGEEEIIIWRIqKurw2c+85mcnx111FGYOnUqbr31Vhx11FE46aSTqnNwhBBCCCFkSGCZNiGEEEIIqSoLFizAmDFjsGzZMgBAb28v7rzzThx77LHYe++9sf/+++Pcc8/Fe++9BwD4/ve/j3vuuQcAMGPGDHz/+98HAGSzWdx777045phjsPfee+O4447DQw89VJ2TIoQQQgghRWFmJCGEEEIIqSq6ruOzn/0snnrqKWQyGVx11VVYuXIlrrjiCkyaNAkff/wxvve97+Gf//mf8fTTT+O0007DunXr8Otf/xrLly9HW1sbAGDx4sV49NFHcdFFF2G//fbDypUrccstt2Dbtm249NJLq3yWhBBCCCEEoBhJCCGEEEJ2AUaNGoV0Oo3Ozk7s2LED119/PU444QQAwEEHHYQdO3bgtttuw8aNG9HW1uYJkKrs+6OPPsIvf/lLfPOb38SFF14IADj00EMhhMCPf/xjnHHGGWhubq7KuRFCCCGEEB+WaRNCCCGEkF0GIQQeeOABnHDCCdiwYQNWrlyJ5cuX44UXXgAApNPpon/3yiuvwHEcHHXUUchkMt5/Rx11FJLJJF5//fWhPA1CCCGEEFICZkYSQgghhJCqs379ekSjUTQ1NeHFF1/ELbfcgr/97W9IJBKYMWMGEokEAMBxnKJ/39nZCQA48cQTS74/IYQQQgipPhQjCSGEEEJIVbFtG6+++ir2339/fPrpp7j00ksxb948/PjHP8akSZMAAA8//DBefPHFku/R0NAAAHjwwQc94TJIe3v7zjl4QgghhBBSESzTJoQQQgghVWXZsmXYsGEDTj/9dLzzzjtIJpO46KKLPCESgCdEqsxITcsNY+fMmQMA6OjowD777OP919nZiaVLl3qZk4QQQgghpLowM5IQQgghhAwJXV1deOuttwAA2WwWHR0d+NOf/oTly5fjpJNOwrHHHovVq1fDMAzcfvvtOO+885BKpfDoo4/iD3/4AwCgu7sbgJ8J+cQTT2D27NnYY489cNJJJ+H666/Hp59+ir333hsfffQRlixZggkTJmDKlClVOGNCCCGEEJKPcEoZ7xBCCCGEEDJILFiwAK+++qr3b03T0NraiqlTp+K0007DF77wBQghAADPPPMM7rnnHvz9739HY2MjPvOZz+Css87CggULcP3112P+/PlYv349Lr30UqxatQqnnnoqFi9ejEwmgx//+Md47LHHsG7dOrS2tuLII4/E5ZdfjqampiqdOSGEEEIICUIxkhBCCCGEEEIIIYQQMiTQM5IQQgghhBBCCCGEEDIkUIwkhBBCCCGEEEIIIYQMCRQjCSGEEEIIIYQQQgghQwLFSEIIIYQQQgghhBBCyJBAMZIQQgghhBBCCCGEEDIkUIwkhBBCCCGEEEIIIYQMCRQjCSGEEEIIIYQQQgghQwLFSEIIIYQQQgghhBBCyJBAMZIQQgghhBBCCCGEEDIkUIwkhBBCCCGEEEIIIYQMCRQjCSGEEEIIIYQQQgghQ8L/DwOddSq6wAn4AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# How ebike mileage changes over time\n", + "plot_data = data.copy()\n", + "\n", + "t1 = plot_data.groupby(['user_id','date_time','Mode_confirm'], as_index=False).sum()[['user_id','date_time','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id','date_time'], as_index=False).sum()[['user_id','date_time','distance_miles']]\n", + "plot_data = t1.merge(t2, on=['user_id','date_time'])\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data[plot_data['distance_miles_y'].notnull()]\n", + "\n", + "plot_title = 'E-Bike Mileage Proportion Over Time'\n", + "ylab = 'Proportion of Daily Miles'\n", + "file_name = \"CanBikeCO_report_ts_mileage_proportion%s\"%file_suffix\n", + "fig, ax = plt.subplots(figsize=(16,4))\n", + "sns.lineplot(data=plot_data, x='date_time', y='proportion', estimator=np.mean).set(title=plot_title, xlabel='Date', ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "68b27afc", + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_palette('Set1', 9)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "afbe9612", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\emission\\lib\\site-packages\\ipykernel_launcher.py:19: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", + "\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# How ebike mileage changes over time by program\n", + "plot_data = data.copy()\n", + "\n", + "plot_data['month'] = plot_data.date_time.dt.month\n", + "plot_data['month'] = plot_data['month'].replace([6,7,8,9,10,11,12,1,2,3,4,5], ['Summer','Summer','Summer','Fall','Fall','Fall','Winter','Winter','Winter','Spring','Spring','Spring'])\n", + "t1 = plot_data.groupby(['program','month','Mode_confirm'], as_index=False).sum()[['program','month','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['program','month'], as_index=False).sum()[['program','month','distance_miles']]\n", + "plot_data = t1.merge(t2, on=['program','month'])\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data['Program'] = plot_data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Northridge)','Vail'])\n", + "\n", + "plot_title = 'E-Bike Mileage Proportion By Season And Program'\n", + "ylab = 'Proportion of Daily Miles'\n", + "file_name = \"CanBikeCO_report_ts_mileage_season%s\"%file_suffix\n", + "fig, ax = plt.subplots(figsize=(16,4))\n", + "sns.barplot(data=plot_data, x='month', y='proportion', hue='Program', estimator=np.mean, ci=None).set(title=plot_title, xlabel='Date', ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "8aa8b0d3", + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_palette('Set1', 9)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "e99cf664", + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '/plots/CanBikeCO_report_mode_share_distance_short_all.png'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp\\1\\ipykernel_33452\\1344917590.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mylab\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'Total Trips'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mfile_name\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"CanBikeCO_report_mode_share_distance_short%s\"\u001b[0m\u001b[1;33m%\u001b[0m\u001b[0mfile_suffix\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mproportion_hist_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mplot_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'distance_miles'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplot_title\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mylab\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfile_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\Documents\\GitHub\\ceo_analysis\\viz_scripts\\plots.py\u001b[0m in \u001b[0;36mproportion_hist_plot\u001b[1;34m(data, x_col, plot_title, ylab, file_name)\u001b[0m\n\u001b[0;32m 331\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhistplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mx_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhue\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Mode'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0melement\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'poly'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmultiple\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'stack'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mplot_title\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mylabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mylab\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mxlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Trip Distance (mi)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 332\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots_adjust\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbottom\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.25\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 333\u001b[1;33m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mSAVE_DIR\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mfile_name\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m\".png\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbbox_inches\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'tight'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 334\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 335\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0maccess_alt_text\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malt_text\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchart_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\matplotlib\\figure.py\u001b[0m in \u001b[0;36msavefig\u001b[1;34m(self, fname, transparent, **kwargs)\u001b[0m\n\u001b[0;32m 2960\u001b[0m \u001b[0mpatch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_edgecolor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'none'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2961\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2962\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2963\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2964\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mtransparent\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[1;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[0;32m 2259\u001b[0m \u001b[0morientation\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2260\u001b[0m \u001b[0mbbox_inches_restore\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2261\u001b[1;33m **kwargs)\n\u001b[0m\u001b[0;32m 2262\u001b[0m \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2263\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mbbox_inches\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mrestore_bbox\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 1667\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1668\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1669\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1670\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1671\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[1;34m(self, filename_or_obj, metadata, pil_kwargs, *args)\u001b[0m\n\u001b[0;32m 509\u001b[0m mpl.image.imsave(\n\u001b[0;32m 510\u001b[0m \u001b[0mfilename_or_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuffer_rgba\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"png\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"upper\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 511\u001b[1;33m dpi=self.figure.dpi, metadata=metadata, pil_kwargs=pil_kwargs)\n\u001b[0m\u001b[0;32m 512\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 513\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mprint_to_buffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\matplotlib\\image.py\u001b[0m in \u001b[0;36mimsave\u001b[1;34m(fname, arr, vmin, vmax, cmap, format, origin, dpi, metadata, pil_kwargs)\u001b[0m\n\u001b[0;32m 1614\u001b[0m \u001b[0mpil_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"format\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1615\u001b[0m \u001b[0mpil_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"dpi\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mdpi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1616\u001b[1;33m \u001b[0mimage\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mpil_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1617\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1618\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\PIL\\Image.py\u001b[0m in \u001b[0;36msave\u001b[1;34m(self, fp, format, **params)\u001b[0m\n\u001b[0;32m 2315\u001b[0m \u001b[0mfp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuiltins\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"r+b\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2316\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2317\u001b[1;33m \u001b[0mfp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuiltins\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"w+b\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2318\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2319\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/plots/CanBikeCO_report_mode_share_distance_short_all.png'" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distance and mode chosen relationship\n", + "plot_data = data.copy()\n", + "plot_data = plot_data[plot_data['distance_miles']<6]\n", + "\n", + "plot_title = 'Mode Share by Trip Distance'\n", + "ylab = 'Total Trips'\n", + "file_name = \"CanBikeCO_report_mode_share_distance_short%s\"%file_suffix\n", + "proportion_hist_plot(plot_data, 'distance_miles', plot_title, ylab, file_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "bd5060e9", + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '/plots/CanBikeCO_report_mode_share_distance_long_all.png'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp\\1\\ipykernel_33452\\4017750073.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mylab\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'Total Trips'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mfile_name\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"CanBikeCO_report_mode_share_distance_long%s\"\u001b[0m\u001b[1;33m%\u001b[0m\u001b[0mfile_suffix\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mproportion_hist_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mplot_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'distance_miles'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplot_title\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mylab\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfile_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;32m~\\Documents\\GitHub\\ceo_analysis\\viz_scripts\\plots.py\u001b[0m in \u001b[0;36mproportion_hist_plot\u001b[1;34m(data, x_col, plot_title, ylab, file_name)\u001b[0m\n\u001b[0;32m 331\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhistplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mx_col\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhue\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Mode'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0melement\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'poly'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmultiple\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'stack'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtitle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mplot_title\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mylabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mylab\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mxlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Trip Distance (mi)'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 332\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots_adjust\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbottom\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.25\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 333\u001b[1;33m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mSAVE_DIR\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mfile_name\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m\".png\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbbox_inches\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'tight'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 334\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 335\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0maccess_alt_text\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malt_text\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchart_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\matplotlib\\figure.py\u001b[0m in \u001b[0;36msavefig\u001b[1;34m(self, fname, transparent, **kwargs)\u001b[0m\n\u001b[0;32m 2960\u001b[0m \u001b[0mpatch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_edgecolor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'none'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2961\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2962\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2963\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2964\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mtransparent\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[1;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[0;32m 2259\u001b[0m \u001b[0morientation\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2260\u001b[0m \u001b[0mbbox_inches_restore\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2261\u001b[1;33m **kwargs)\n\u001b[0m\u001b[0;32m 2262\u001b[0m \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2263\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mbbox_inches\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mrestore_bbox\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 1667\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1668\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1669\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1670\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1671\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[1;34m(self, filename_or_obj, metadata, pil_kwargs, *args)\u001b[0m\n\u001b[0;32m 509\u001b[0m mpl.image.imsave(\n\u001b[0;32m 510\u001b[0m \u001b[0mfilename_or_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuffer_rgba\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"png\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"upper\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 511\u001b[1;33m dpi=self.figure.dpi, metadata=metadata, pil_kwargs=pil_kwargs)\n\u001b[0m\u001b[0;32m 512\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 513\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mprint_to_buffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\emission\\lib\\site-packages\\matplotlib\\image.py\u001b[0m in \u001b[0;36mimsave\u001b[1;34m(fname, arr, vmin, vmax, cmap, format, origin, dpi, metadata, pil_kwargs)\u001b[0m\n\u001b[0;32m 1614\u001b[0m \u001b[0mpil_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"format\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1615\u001b[0m \u001b[0mpil_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"dpi\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mdpi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1616\u001b[1;33m \u001b[0mimage\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mpil_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1617\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1618\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\PIL\\Image.py\u001b[0m in \u001b[0;36msave\u001b[1;34m(self, fp, format, **params)\u001b[0m\n\u001b[0;32m 2315\u001b[0m \u001b[0mfp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuiltins\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"r+b\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2316\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2317\u001b[1;33m \u001b[0mfp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuiltins\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"w+b\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2318\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2319\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/plots/CanBikeCO_report_mode_share_distance_long_all.png'" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Distance and mode chosen relationship\n", + "plot_data = data.copy()\n", + "plot_data = plot_data[plot_data['distance_miles']>5]\n", + "\n", + "plot_title = 'Mode Share by Trip Distance'\n", + "ylab = 'Total Trips'\n", + "file_name = \"CanBikeCO_report_mode_share_distance_long%s\"%file_suffix\n", + "proportion_hist_plot(plot_data, 'distance_miles', plot_title, ylab, file_name)" + ] + }, + { + "cell_type": "markdown", + "id": "1e61fdbb", + "metadata": {}, + "source": [ + "### What Does an E-Bike Replace" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "ed5646f6", + "metadata": {}, + "outputs": [], + "source": [ + "sns.set_palette('Dark2', 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "8e8989a2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Substitution rate of ebike trips\n", + "plot_data = data.copy()\n", + "t1 = plot_data.groupby(['user_id','Replaced_mode'], as_index=False).count()[['user_id','Replaced_mode','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).count()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "\n", + "data_order = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "labels = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "\n", + "plot_title='Stated Replacement for E-Bike Trips'\n", + "ylab='Proportion of Trips'\n", + "file_name='CanBikeCO_report_replacement%s'%file_suffix\n", + "fig, ax = plt.subplots(figsize=(10,4))\n", + "sns.barplot(data=plot_data, x='Replaced_mode', y='proportion', estimator=np.mean, order=data_order).set(title=plot_title,xlabel='',ylabel=ylab,ylim=(0,.5))\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.bar_label(ax.containers[0], fmt='%.2f', padding=30)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "b0cd8c29", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Substitution rate of ebike trips\n", + "plot_data = data.copy()\n", + "t1 = plot_data.groupby(['user_id','Replaced_mode'], as_index=False).sum()[['user_id','Replaced_mode','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['user_id'], as_index=False).sum()[['user_id','distance_miles']]\n", + "plot_data = t1.merge(t2, on='user_id')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "\n", + "data_order = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "labels = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "\n", + "plot_title='Stated Replacement for E-Bike Trips'\n", + "ylab='Proportion of Miles'\n", + "file_name='CanBikeCO_report_replacement_miles%s'%file_suffix\n", + "fig, ax = plt.subplots(figsize=(10,4))\n", + "sns.barplot(data=plot_data, x='Replaced_mode', y='proportion', estimator=np.mean, order=data_order).set(title=plot_title,xlabel='',ylabel=ylab,ylim=(0,.5))\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.bar_label(ax.containers[0], fmt='%.2f', padding=30)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "0b9baefb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
user_idReplaced_modedistance_miles
00154d714-3928-4c34-b865-e5a417cd48afCar179
10154d714-3928-4c34-b865-e5a417cd48afShared Car95
203a395b4-d861-4757-bb84-32b4984559b0Car237
303a395b4-d861-4757-bb84-32b4984559b0No Travel1
403a395b4-d861-4757-bb84-32b4984559b0Other2
............
603feb1d940-cd36-47d1-a101-580c2a3b3f8cPersonal Micromobility2
604feb1d940-cd36-47d1-a101-580c2a3b3f8cRidehail5
605feb1d940-cd36-47d1-a101-580c2a3b3f8cShared Car6
606feb1d940-cd36-47d1-a101-580c2a3b3f8cTransit1
607feb1d940-cd36-47d1-a101-580c2a3b3f8cWalk3
\n", + "

608 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " user_id Replaced_mode \\\n", + "0 0154d714-3928-4c34-b865-e5a417cd48af Car \n", + "1 0154d714-3928-4c34-b865-e5a417cd48af Shared Car \n", + "2 03a395b4-d861-4757-bb84-32b4984559b0 Car \n", + "3 03a395b4-d861-4757-bb84-32b4984559b0 No Travel \n", + "4 03a395b4-d861-4757-bb84-32b4984559b0 Other \n", + ".. ... ... \n", + "603 feb1d940-cd36-47d1-a101-580c2a3b3f8c Personal Micromobility \n", + "604 feb1d940-cd36-47d1-a101-580c2a3b3f8c Ridehail \n", + "605 feb1d940-cd36-47d1-a101-580c2a3b3f8c Shared Car \n", + "606 feb1d940-cd36-47d1-a101-580c2a3b3f8c Transit \n", + "607 feb1d940-cd36-47d1-a101-580c2a3b3f8c Walk \n", + "\n", + " distance_miles \n", + "0 179 \n", + "1 95 \n", + "2 237 \n", + "3 1 \n", + "4 2 \n", + ".. ... \n", + "603 2 \n", + "604 5 \n", + "605 6 \n", + "606 1 \n", + "607 3 \n", + "\n", + "[608 rows x 3 columns]" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t1" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "f1304040", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
user_idReplaced_modedistance_miles_xdistance_miles_yproportion
00154d714-3928-4c34-b865-e5a417cd48afCar1792740.653285
10154d714-3928-4c34-b865-e5a417cd48afShared Car952740.346715
203a395b4-d861-4757-bb84-32b4984559b0Car2372440.971311
303a395b4-d861-4757-bb84-32b4984559b0No Travel12440.004098
403a395b4-d861-4757-bb84-32b4984559b0Other22440.008197
..................
603feb1d940-cd36-47d1-a101-580c2a3b3f8cPersonal Micromobility21160.017241
604feb1d940-cd36-47d1-a101-580c2a3b3f8cRidehail51160.043103
605feb1d940-cd36-47d1-a101-580c2a3b3f8cShared Car61160.051724
606feb1d940-cd36-47d1-a101-580c2a3b3f8cTransit11160.008621
607feb1d940-cd36-47d1-a101-580c2a3b3f8cWalk31160.025862
\n", + "

608 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " user_id Replaced_mode \\\n", + "0 0154d714-3928-4c34-b865-e5a417cd48af Car \n", + "1 0154d714-3928-4c34-b865-e5a417cd48af Shared Car \n", + "2 03a395b4-d861-4757-bb84-32b4984559b0 Car \n", + "3 03a395b4-d861-4757-bb84-32b4984559b0 No Travel \n", + "4 03a395b4-d861-4757-bb84-32b4984559b0 Other \n", + ".. ... ... \n", + "603 feb1d940-cd36-47d1-a101-580c2a3b3f8c Personal Micromobility \n", + "604 feb1d940-cd36-47d1-a101-580c2a3b3f8c Ridehail \n", + "605 feb1d940-cd36-47d1-a101-580c2a3b3f8c Shared Car \n", + "606 feb1d940-cd36-47d1-a101-580c2a3b3f8c Transit \n", + "607 feb1d940-cd36-47d1-a101-580c2a3b3f8c Walk \n", + "\n", + " distance_miles_x distance_miles_y proportion \n", + "0 179 274 0.653285 \n", + "1 95 274 0.346715 \n", + "2 237 244 0.971311 \n", + "3 1 244 0.004098 \n", + "4 2 244 0.008197 \n", + ".. ... ... ... \n", + "603 2 116 0.017241 \n", + "604 5 116 0.043103 \n", + "605 6 116 0.051724 \n", + "606 1 116 0.008621 \n", + "607 3 116 0.025862 \n", + "\n", + "[608 rows x 5 columns]" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c2633383", + "metadata": {}, + "outputs": [], + "source": [ + "# Emissions analysis\n", + "z = data_eb.groupby('Replaced_mode', as_index=False).sum('distance')[['Replaced_mode','distance']]\n", + "\n", + "co2_combo_factors = [5170*157.2*.000001,\n", + " .022*1166*.001,\n", + " 0,\n", + " 0,\n", + " 0,\n", + " 7214*157.2*.000001,\n", + " 2585*157.2*.000001,\n", + " .027*1166*.001,\n", + " 4560*161.3*.000001,\n", + " 0]\n", + "co2_ebike_factor = .022*1166*.001\n", + "z['co2_impact_factor'] = [x-co2_ebike_factor for x in co2_combo_factors]\n", + "z['lb_co2'] = z['distance']*z['co2_impact_factor'] # Reduction=positive\n", + "metric_ton_co2_reduction = sum(z['lb_co2'])/2204\n", + "unique_users = len(pd.unique(data_eb['user_id']))\n", + "print(f\"Net reduction: {metric_ton_co2_reduction} metric tons over {unique_users} users.\")\n", + "print(f\"Net program costs: {2400*unique_users}\")\n", + "print(f\"Program $/mtCO2: {(2400*unique_users) / (metric_ton_co2_reduction)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "770d5308", + "metadata": {}, + "outputs": [], + "source": [ + "# Income analysis\n", + "mean_hhinc = np.mean(data.groupby('user_id', as_index=False).min('HHINC_NUM')[['user_id','HHINC_NUM']].HHINC_NUM.dropna())\n", + "mean_hourly_wage = mean_hhinc / 52 / 40\n", + "9.70 / 16" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "760e791f", + "metadata": {}, + "outputs": [], + "source": [ + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "431b420d", + "metadata": {}, + "outputs": [], + "source": [ + "# Demographic and trip summary table\n", + "print(data.drop_duplicates(['user_id'])[['user_id','AGE','HHINC_NUM','VEH_num']].agg(['mean','std','min','max']))\n", + "data['distance_mi'] = data['distance'] / 1609\n", + "print(data[['user_id','distance_mi','duration']].agg(['mean','std','min','max']))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3bb812ce", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "# Demographic and trip summary table\n", + "print(data.drop_duplicates('user_id')['HHINC'].value_counts())\n", + "print(data.drop_duplicates('user_id')['GENDER'].value_counts())\n", + "print(pd.cut(data.drop_duplicates('user_id')['AGE'], bins=[0,18,24,40,65,75]).value_counts())\n", + "print(pd.cut(data['duration'], bins=[0,15,30,60,90,120,9999]).value_counts())\n", + "print(data['Mode_confirm'].value_counts())\n", + "print(data.drop_duplicates('user_id')['STUDENT'].value_counts())\n", + "print(data.drop_duplicates('user_id')['What is the highest grade or degree that you have completed?'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "67b02350", + "metadata": {}, + "outputs": [], + "source": [ + "# Demographic and trip summary table\n", + "n_persons = len(data.drop_duplicates('user_id'))\n", + "n_trips = len(data)\n", + "\n", + "print(data.drop_duplicates('user_id')['HHINC'].value_counts() / n_persons)\n", + "print(data.drop_duplicates('user_id')['GENDER'].value_counts() / n_persons)\n", + "print(pd.cut(data.drop_duplicates('user_id')['AGE'], bins=[0,18,24,40,65,75]).value_counts() / n_persons)\n", + "print(pd.cut(data['duration'], bins=[0,15,30,60,90,120,9999]).value_counts() / n_trips)\n", + "print(data['Mode_confirm'].value_counts() / n_trips)\n", + "print(data.drop_duplicates('user_id')['STUDENT'].value_counts() / n_persons)\n", + "print(data.drop_duplicates('user_id')['What is the highest grade or degree that you have completed?'].value_counts() / n_persons)" + ] + }, + { + "cell_type": "markdown", + "id": "0a08e150", + "metadata": {}, + "source": [ + "# Additonal analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8d621449", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from collections import defaultdict\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from sklearn import linear_model\n", + "\n", + "#import emission.core.get_database as edb\n", + "from plots import *\n", + "#import scaffolding\n", + "\n", + "sns.set_style(\"whitegrid\")\n", + "sns.set()\n", + "%matplotlib inline\n", + "\n", + "import plots\n", + "import importlib\n", + "importlib.reload(plots)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2e96d4db", + "metadata": {}, + "outputs": [], + "source": [ + "data=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\filtered_merged_trips_2.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b63cc8d3", + "metadata": {}, + "outputs": [], + "source": [ + "data['Program'] = data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners (Durango)','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Northridge)','Vail'])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a3cc932a", + "metadata": {}, + "outputs": [], + "source": [ + "#separating programs\n", + "four_corners = data[data.Program == \"Four Corners (Durango)\"]\n", + "community_cycles = data[data.Program == \"Community Cycles (Boulder)\"]\n", + "fort_collins = data[data.Program == \"Fort Collins\"]\n", + "pueblo = data[data.Program == \"Pueblo County\"]\n", + "smart_commute = data[data.Program == \"Smart Commute (Northridge)\"]\n", + "vail = data[data.Program == \"Vail\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "id": "16169cb8", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data = smart_commute.copy()\n", + "plot_data.loc[plot_data['Mode_confirm']=='Personal Micromobility', 'Mode_confirm'] = 'Other'\n", + "plot_data.loc[plot_data['Mode_confirm']=='Shared Micromobility', 'Mode_confirm'] = 'Other'\n", + "\n", + "t1 = plot_data.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "t1['proportion'] = t1['distance_miles'] / np.sum(t1.distance_miles)\n", + "t1['distance_miles'] = 'All Trips'\n", + "\n", + "t2 = plot_data[plot_data['Trip_purpose']=='Work'].copy()\n", + "t2 = t2.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "t2['proportion'] = t2['distance_miles'] / np.sum(t2.distance_miles)\n", + "t2['distance_miles'] = 'Work Trips'\n", + "#t2.loc[len(t2.index)] = ['Ridehail', 'Work Trips', 0]\n", + "#t2.loc[len(t2.index)] = ['Transit', 'Work Trips', 0] \n", + "\n", + "plot_data = pd.concat([t1,t2])\n", + "plot_data['Dataset'] = 'smart_commute'\n", + "plot_data.columns = ['Mode','Trip Type','Proportion','Dataset']\n", + "plot_data = pd.concat([plot_data, minipilot_mode_data])" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "fa810460", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ModeTrip TypeProportionDataset
0CarAll Trips0.269225smart_commute
1E-bikeAll Trips0.118035smart_commute
2OtherAll Trips0.030698smart_commute
3RidehailAll Trips0.029317smart_commute
4Shared CarAll Trips0.300998smart_commute
5TransitAll Trips0.005679smart_commute
6WalkAll Trips0.246048smart_commute
0CarWork Trips0.139592smart_commute
1E-bikeWork Trips0.216800smart_commute
2OtherWork Trips0.025324smart_commute
3RidehailWork Trips0.035207smart_commute
4Shared CarWork Trips0.169240smart_commute
5TransitWork Trips0.004324smart_commute
6WalkWork Trips0.409512smart_commute
0CarAll Trips0.293000Minipilot
1Shared CarAll Trips0.209000Minipilot
2WalkAll Trips0.075000Minipilot
3TransitAll Trips0.054000Minipilot
4RidehailAll Trips0.029000Minipilot
5OtherAll Trips0.029000Minipilot
6E-bikeAll Trips0.313000Minipilot
0CarWork Trips0.270000Minipilot
1Shared CarWork Trips0.294000Minipilot
2WalkWork Trips0.050000Minipilot
3TransitWork Trips0.000000Minipilot
4RidehailWork Trips0.000000Minipilot
5OtherWork Trips0.062000Minipilot
6E-bikeWork Trips0.324000Minipilot
\n", + "
" + ], + "text/plain": [ + " Mode Trip Type Proportion Dataset\n", + "0 Car All Trips 0.269225 smart_commute\n", + "1 E-bike All Trips 0.118035 smart_commute\n", + "2 Other All Trips 0.030698 smart_commute\n", + "3 Ridehail All Trips 0.029317 smart_commute\n", + "4 Shared Car All Trips 0.300998 smart_commute\n", + "5 Transit All Trips 0.005679 smart_commute\n", + "6 Walk All Trips 0.246048 smart_commute\n", + "0 Car Work Trips 0.139592 smart_commute\n", + "1 E-bike Work Trips 0.216800 smart_commute\n", + "2 Other Work Trips 0.025324 smart_commute\n", + "3 Ridehail Work Trips 0.035207 smart_commute\n", + "4 Shared Car Work Trips 0.169240 smart_commute\n", + "5 Transit Work Trips 0.004324 smart_commute\n", + "6 Walk Work Trips 0.409512 smart_commute\n", + "0 Car All Trips 0.293000 Minipilot\n", + "1 Shared Car All Trips 0.209000 Minipilot\n", + "2 Walk All Trips 0.075000 Minipilot\n", + "3 Transit All Trips 0.054000 Minipilot\n", + "4 Ridehail All Trips 0.029000 Minipilot\n", + "5 Other All Trips 0.029000 Minipilot\n", + "6 E-bike All Trips 0.313000 Minipilot\n", + "0 Car Work Trips 0.270000 Minipilot\n", + "1 Shared Car Work Trips 0.294000 Minipilot\n", + "2 Walk Work Trips 0.050000 Minipilot\n", + "3 Transit Work Trips 0.000000 Minipilot\n", + "4 Ridehail Work Trips 0.000000 Minipilot\n", + "5 Other Work Trips 0.062000 Minipilot\n", + "6 E-bike Work Trips 0.324000 Minipilot" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "a4cc7568", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "width = 0.5\n", + "fig, ax = plt.subplots(1,1, figsize=(15,6))\n", + "running_total_mini = [0,0]\n", + "running_total_long = [0,0]\n", + "fig_data_mini = plot_data[plot_data['Dataset']=='smart_commute']\n", + "fig_data_long = plot_data[plot_data['Dataset']=='smart_commute']\n", + "\n", + "for mode in pd.unique(fig_data_mini.Mode):\n", + " mini = fig_data_mini[fig_data_mini['Mode']==mode]\n", + " long = fig_data_long[fig_data_long['Mode']==mode]\n", + "\n", + " #labels = mini['Trip Type']\n", + " #vals = mini['Proportion']*100\n", + " #vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " #bar = ax.barh(labels, vals, width, left=running_total_mini, label=mode)\n", + " #ax.bar_label(bar, label_type='center', labels=vals_str, rotation=90)\n", + " #running_total_mini[0] = running_total_mini[0]+vals.iloc[0]\n", + " #running_total_mini[1] = running_total_mini[1]+vals.iloc[1]\n", + "\n", + " labels = long['Trip Type']\n", + " vals = long['Proportion']*100\n", + " vals_str = [round(v,1) if v>1 else '' for v in vals]\n", + " bar = ax.barh(labels, vals, width, left=running_total_long, label=mode)\n", + " ax.bar_label(bar, label_type='center', labels=vals_str, rotation=90)\n", + " running_total_long[0] = running_total_long[0]+vals.iloc[0]\n", + " running_total_long[1] = running_total_long[1]+vals.iloc[1]\n", + "\n", + "file_name='CanBikeCO_report_mode_share%s'\n", + "ax.set_title('Minipilot')\n", + "ax.set_title('Mode Share')\n", + "ax.legend(bbox_to_anchor=(1,1), fancybox=True, shadow=True)\n", + "plt.subplots_adjust(bottom=0.25)\n", + "fig.tight_layout()\n", + "plt.show()\n", + "fig.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "e7bb337d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\emission\\lib\\site-packages\\ipykernel_launcher.py:18: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", + "\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# What purpose ebike is used for by program\n", + "plot_data = data.copy()\n", + "#plot_data['month'] = plot_data.date_time.dt.month\n", + "#plot_data['month'] = plot_data['month'].replace([6,7,8,9,10,11,12,1,2,3,4,5], ['Summer','Summer','Summer','Fall','Fall','Fall','Winter','Winter','Winter','Spring','Spring','Spring'])\n", + "t1 = plot_data.groupby(['Program','Trip_purpose','Mode_confirm'], as_index=False).sum()[['Program','Trip_purpose','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['Program','Trip_purpose'], as_index=False).sum()[['Program','Trip_purpose','distance_miles']]\n", + "plot_data = t1.merge(t2, on=['Program','Trip_purpose'])\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "#plot_data['Program'] = plot_data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Northridge)','Vail'])\n", + "\n", + "plot_title = 'E-Bike Mileage Proportion By Trip Purpose And Program'\n", + "ylab = 'Proportion of Daily Miles'\n", + "file_name = \"CanBikeCO_report_ts_mileage_season%s\"\n", + "fig, ax = plt.subplots(figsize=(20,10))\n", + "sns.barplot(data=plot_data, x='Trip_purpose', y='proportion', hue='Program', estimator=np.mean, ci=None).set(title=plot_title, xlabel='Date', ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "ba4c623f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\emission\\lib\\site-packages\\ipykernel_launcher.py:18: FutureWarning: \n", + "\n", + "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n", + "\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# What purpose ebike is used for by program\n", + "plot_data = data.copy()\n", + "#plot_data['month'] = plot_data.date_time.dt.month\n", + "#plot_data['month'] = plot_data['month'].replace([6,7,8,9,10,11,12,1,2,3,4,5], ['Summer','Summer','Summer','Fall','Fall','Fall','Winter','Winter','Winter','Spring','Spring','Spring'])\n", + "t1 = plot_data.groupby(['Program','Replaced_mode','Mode_confirm'], as_index=False).sum()[['Program','Replaced_mode','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['Program','Replaced_mode'], as_index=False).sum()[['Program','Replaced_mode','distance_miles']]\n", + "plot_data = t1.merge(t2, on=['Program','Replaced_mode'])\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "#plot_data['Program'] = plot_data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Northridge)','Vail'])\n", + "\n", + "plot_title = 'E-Bike Mileage Proportion By Replaced Mode And Program'\n", + "ylab = 'Proportion of Daily Miles'\n", + "file_name = \"CanBikeCO_report_ts_mileage_season%s\"\n", + "fig, ax = plt.subplots(figsize=(20,10))\n", + "sns.barplot(data=plot_data, x='Replaced_mode', y='proportion', hue='Program', estimator=np.mean, ci=None).set(title=plot_title, xlabel='Date', ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.figure.savefig(file_name+\".png\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "507e8bc2", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3457: DtypeWarning: Columns (65,72,75) have mixed types.Specify dtype option on import or set low_memory=False.\n", + " exec(code_obj, self.user_global_ns, self.user_ns)\n" + ] + } + ], + "source": [ + "data_2=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\filtered_merged_trips.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "285231e9", + "metadata": {}, + "outputs": [], + "source": [ + "data_2['Program'] = data_2['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners (Durango)','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Northridge)','Vail'])" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "915047a3", + "metadata": {}, + "outputs": [], + "source": [ + "data['Program'] = data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners (Durango)','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Northridge)','Vail'])" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "6598aedc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# E-bike Trip Distance by Program\n", + "plot_data = data.copy()\n", + "plot_data = plot_data[plot_data['distance_miles']<6]\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "\n", + "plot_title = 'E-bike Trip Distance by Program'\n", + "ylab = 'Total Trips'\n", + "file_name = \"CanBikeCO_report_mode_share_distance_short%s\"\n", + "fig, ax = plt.subplots(figsize=(12,6))\n", + "sns.histplot(ax=ax, data=plot_data, x='distance_miles', hue='Program', element='poly', multiple='stack').set(title=plot_title, ylabel=ylab, xlabel='Trip Distance (mi)')\n", + "plt.subplots_adjust(bottom=0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "960049b8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# E-bike Trip Distance by Program\n", + "plot_data = data.copy()\n", + "plot_data = plot_data[plot_data['distance_miles']>5]\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "\n", + "plot_title = 'E-bike Trip Distance by Program'\n", + "ylab = 'Total Trips'\n", + "file_name = \"CanBikeCO_report_mode_share_distance_short%s\"\n", + "fig, ax = plt.subplots(figsize=(12,8))\n", + "sns.histplot(ax=ax, data=plot_data, x='distance_miles', hue='Program', element='poly', multiple='stack').set(title=plot_title, ylabel=ylab, xlabel='Trip Distance (mi)')\n", + "plt.subplots_adjust(bottom=0.25)" + ] + }, + { + "cell_type": "markdown", + "id": "835fc3d0", + "metadata": {}, + "source": [ + "# descriptive stats by program" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "f3ed06a0", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "data_2=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\filtered_merged_trips.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "1b96d34c", + "metadata": {}, + "outputs": [], + "source": [ + "data_2['Program'] = data_2['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners (Durango)','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Northridge)','Vail'])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b4d2f873", + "metadata": {}, + "outputs": [], + "source": [ + "#separating programs\n", + "four_corners = data_2[data_2.Program == \"Four Corners (Durango)\"]\n", + "community_cycles = data_2[data_2.Program == \"Community Cycles (Boulder)\"]\n", + "fort_collins = data_2[data_2.Program == \"Fort Collins\"]\n", + "pueblo = data_2[data_2.Program == \"Pueblo County\"]\n", + "smart_commute = data_2[data_2.Program == \"Smart Commute (Northridge)\"]\n", + "vail = data_2[data_2.Program == \"Vail\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "ab0b80fd", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data_fourc = four_corners.copy()\n", + "plot_data_fourc = plot_data_fourc.groupby(['user_id']).nth(0)[['AGE','GENDER','VEH','HHINC']].dropna()\n", + "plot_data_fourc = plot_data_fourc[plot_data_fourc['GENDER'].isin(['Man','Woman'])]\n", + "plot_data_fourc = plot_data_fourc.groupby(['user_id'], as_index=False).nth(0)\n", + "\n", + "plot_data_cc = community_cycles.copy()\n", + "plot_data_cc = plot_data_cc.groupby(['user_id']).nth(0)[['AGE','GENDER','VEH','HHINC']].dropna()\n", + "plot_data_cc = plot_data_cc[plot_data_cc['GENDER'].isin(['Man','Woman'])]\n", + "plot_data_cc = plot_data_cc.groupby(['user_id'], as_index=False).nth(0)\n", + "\n", + "plot_data_fc = fort_collins.copy()\n", + "plot_data_fc = plot_data_fc.groupby(['user_id']).nth(0)[['AGE','GENDER','VEH','HHINC']].dropna()\n", + "plot_data_fc = plot_data_fc[plot_data_fc['GENDER'].isin(['Man','Woman'])]\n", + "plot_data_fc = plot_data_fc.groupby(['user_id'], as_index=False).nth(0)\n", + "\n", + "plot_data_pue = pueblo.copy()\n", + "plot_data_pue = plot_data_pue.groupby(['user_id']).nth(0)[['AGE','GENDER','VEH','HHINC']].dropna()\n", + "plot_data_pue = plot_data_pue[plot_data_pue['GENDER'].isin(['Man','Woman'])]\n", + "plot_data_pue = plot_data_pue.groupby(['user_id'], as_index=False).nth(0)\n", + "\n", + "plot_data_sc = smart_commute.copy()\n", + "plot_data_sc = plot_data_sc.groupby(['user_id']).nth(0)[['AGE','GENDER','VEH','HHINC']].dropna()\n", + "plot_data_sc = plot_data_sc[plot_data_sc['GENDER'].isin(['Man','Woman'])]\n", + "plot_data_sc = plot_data_sc.groupby(['user_id'], as_index=False).nth(0)\n", + "\n", + "plot_data_vail = vail.copy()\n", + "plot_data_vail = plot_data_vail.groupby(['user_id']).nth(0)[['AGE','GENDER','VEH','HHINC']].dropna()\n", + "plot_data_vail = plot_data_vail[plot_data_vail['GENDER'].isin(['Man','Woman'])]\n", + "plot_data_vail = plot_data_vail.groupby(['user_id'], as_index=False).nth(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "941f953e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2021-09-22 01:30:32.538993597+00:00\n", + "2022-12-31 06:33:27.147785187+00:00\n" + ] + } + ], + "source": [ + "print(min(vail['start_ts']))\n", + "print(max(vail['start_ts']))" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "e287ddd6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n", + "42\n", + "22\n", + "29\n", + "11\n", + "8\n" + ] + } + ], + "source": [ + "print(four_corners['user_id'].nunique())\n", + "print(community_cycles['user_id'].nunique())\n", + "print(fort_collins['user_id'].nunique())\n", + "print(pueblo['user_id'].nunique())\n", + "print(smart_commute['user_id'].nunique())\n", + "print(vail['user_id'].nunique())" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "cfb38268", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2240\n", + "25151\n", + "10656\n", + "12620\n", + "6515\n", + "4314\n" + ] + } + ], + "source": [ + "print(len(four_corners))\n", + "print(len(community_cycles))\n", + "print(len(fort_collins))\n", + "print(len(pueblo))\n", + "print(len(smart_commute))\n", + "print(len(vail))" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "8567551c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['E-bike', 'Shared Car', 'Walk', 'Personal Micromobility', 'Car',\n", + " 'Transit', 'Shared Micromobility', 'Other', 'Ridehail'],\n", + " dtype=object)" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "four_corners['Mode'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "4862c62e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "34\n", + "642\n", + "47\n", + "119\n", + "35\n", + "231\n" + ] + } + ], + "source": [ + "print(len(four_corners[four_corners['Mode']=='E-bike']))\n", + "print(len(community_cycles[community_cycles['Mode']=='E-bike']))\n", + "print(len(fort_collins[fort_collins['Mode']=='E-bike']))\n", + "print(len(pueblo[pueblo['Mode']=='E-bike']))\n", + "print(len(smart_commute[smart_commute['Mode']=='E-bike']))\n", + "print(len(vail[vail['Mode']=='E-bike']))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4a3288b3", + "metadata": {}, + "outputs": [], + "source": [ + "fcc=four_corners[four_corners['Mode']=='E-bike']\n", + "cc=community_cycles[community_cycles['Mode']=='E-bike']\n", + "fc=fort_collins[fort_collins['Mode']=='E-bike']\n", + "p=pueblo[pueblo['Mode']=='E-bike']\n", + "sc=smart_commute[smart_commute['Mode']=='E-bike']\n", + "v=vail[vail['Mode']=='E-bike']" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "53ad2925", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 773.000000\n", + "mean 2.615290\n", + "std 2.362854\n", + "min 0.069248\n", + "25% 1.083469\n", + "50% 1.547960\n", + "75% 4.464438\n", + "max 16.486467\n", + "Name: distance_miles, dtype: float64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "v['distance_miles'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "42c5db98", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "9328.028052437\n", + "106411.830248965\n", + "31232.653599689\n", + "52394.334092555\n", + "26689.292364292\n", + "15850.031447741001\n" + ] + } + ], + "source": [ + "#total miles for all modes\n", + "print(four_corners['distance_miles'].sum())\n", + "print(community_cycles['distance_miles'].sum())\n", + "print(fort_collins['distance_miles'].sum())\n", + "print(pueblo['distance_miles'].sum())\n", + "print(smart_commute['distance_miles'].sum())\n", + "print(vail['distance_miles'].sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "bbfa6246", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2781.0096325980003\n", + "24034.754274712002\n", + "6486.052473971\n", + "11970.998137818\n", + "2694.569267918\n", + "2021.619369049\n" + ] + } + ], + "source": [ + "#total miles for just ebike trips\n", + "fcctotal = fcc['distance_miles'].sum()\n", + "cctotal = cc['distance_miles'].sum()\n", + "fctotal = fc['distance_miles'].sum()\n", + "ptotal = p['distance_miles'].sum()\n", + "sctotal = sc['distance_miles'].sum()\n", + "vtotal = v['distance_miles'].sum()\n", + "print(fcctotal)\n", + "print(cctotal)\n", + "print(fctotal)\n", + "print(ptotal)\n", + "print(sctotal)\n", + "print(vtotal)" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "id": "805ed870", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sales or service 3491\n", + "Manufacturing, construction, maintenance, or farming 2745\n", + "Janitorial 1467\n", + "Maintenance 1096\n", + "Maintenance 1068\n", + "Education 816\n", + "Professional, managerial, or technical 482\n", + "Clerical or administrative support 319\n", + "Teacher 311\n", + "Medical 211\n", + "CNA 179\n", + "Restaurant manager 157\n", + "Co op laundry 126\n", + "Custodial 126\n", + "Cook 26\n", + "Name: Which best describes your primary job?, dtype: int64" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pueblo['Which best describes your primary job?'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "b7a853c9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sales or service 3956\n", + "Custodial 2435\n", + "Nurse 652\n", + "Dining Services 555\n", + "Professional, managerial, or technical 483\n", + "Custodial 379\n", + "Manufacturing, construction, maintenance, or farming 337\n", + "Security 272\n", + "Food service 260\n", + "Csu custodian 211\n", + "Residential Dining Services 124\n", + "Name: Which best describes your primary job?, dtype: int64" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fort_collins['Which best describes your primary job?'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "f9c96ac3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sales or service 2815\n", + "education/early childhood 1370\n", + "Education 878\n", + "Inbound cs 530\n", + "Custodial Maintanace 334\n", + "Amazon 329\n", + "Custodian 175\n", + "Manufacturing, construction, maintenance, or farming 84\n", + "Name: Which best describes your primary job?, dtype: int64" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "smart_commute['Which best describes your primary job?'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "b9c20376", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Professional, managerial, or technical 2355\n", + "Clerical or administrative support 984\n", + "Hockey rink 488\n", + "Sales or service 288\n", + "Manufacturing, construction, maintenance, or farming 199\n", + "Name: Which best describes your primary job?, dtype: int64" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vail['Which best describes your primary job?'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "c9c6c284", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Sales or service 1129\n", + "Food Service 735\n", + "Pastry chef and line cook 196\n", + "Cooking 180\n", + "Name: Which best describes your primary job?, dtype: int64" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "four_corners['Which best describes your primary job?'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "67346179", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Professional, managerial, or technical 9323\n", + "Sales or service 5516\n", + "Clerical or administrative support 4155\n", + "Manufacturing, construction, maintenance, or farming 2033\n", + "Medical 1142\n", + "Education 682\n", + "Education non-profit manager 505\n", + "Education 501\n", + "Healthcare 389\n", + "Chef 244\n", + "Accounting Technician 228\n", + "Caregiver/ Qmap 170\n", + "Caregiver 111\n", + "Health care 102\n", + "Medical field 50\n", + "Name: Which best describes your primary job?, dtype: int64" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "community_cycles['Which best describes your primary job?'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "aae70cc6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Home', 'Work', 'Other', 'Recreation/Exercise', 'Shopping',\n", + " 'Personal/Medical', 'Entertainment/Social', 'Meal', 'School',\n", + " 'Religious', 'Transit transfer'], dtype=object)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['Trip_purpose'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "c85e8dc8", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data_3 = data_2.copy()\n", + "plot_data_3['induced']=np.where(data_2['Replaced_mode']== 'No Travel', 'Induced', 'Non-induced')" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "3beb4afe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
user_idReplaced_modedistance_miles_xdistance_miles_yproportion
00154d714-3928-4c34-b865-e5a417cd48afCar578.2733081088.9484200.531038
10154d714-3928-4c34-b865-e5a417cd48afShared Car510.6751121088.9484200.468962
203a395b4-d861-4757-bb84-32b4984559b0Car335.993267355.1440530.946076
303a395b4-d861-4757-bb84-32b4984559b0No Travel3.709356355.1440530.010445
403a395b4-d861-4757-bb84-32b4984559b0Other1.763991355.1440530.004967
..................
603feb1d940-cd36-47d1-a101-580c2a3b3f8cPersonal Micromobility16.094687802.4448810.020057
604feb1d940-cd36-47d1-a101-580c2a3b3f8cRidehail47.112174802.4448810.058711
605feb1d940-cd36-47d1-a101-580c2a3b3f8cShared Car34.423862802.4448810.042899
606feb1d940-cd36-47d1-a101-580c2a3b3f8cTransit15.548157802.4448810.019376
607feb1d940-cd36-47d1-a101-580c2a3b3f8cWalk4.092277802.4448810.005100
\n", + "

608 rows × 5 columns

\n", + "
" + ], + "text/plain": [ + " user_id Replaced_mode \\\n", + "0 0154d714-3928-4c34-b865-e5a417cd48af Car \n", + "1 0154d714-3928-4c34-b865-e5a417cd48af Shared Car \n", + "2 03a395b4-d861-4757-bb84-32b4984559b0 Car \n", + "3 03a395b4-d861-4757-bb84-32b4984559b0 No Travel \n", + "4 03a395b4-d861-4757-bb84-32b4984559b0 Other \n", + ".. ... ... \n", + "603 feb1d940-cd36-47d1-a101-580c2a3b3f8c Personal Micromobility \n", + "604 feb1d940-cd36-47d1-a101-580c2a3b3f8c Ridehail \n", + "605 feb1d940-cd36-47d1-a101-580c2a3b3f8c Shared Car \n", + "606 feb1d940-cd36-47d1-a101-580c2a3b3f8c Transit \n", + "607 feb1d940-cd36-47d1-a101-580c2a3b3f8c Walk \n", + "\n", + " distance_miles_x distance_miles_y proportion \n", + "0 578.273308 1088.948420 0.531038 \n", + "1 510.675112 1088.948420 0.468962 \n", + "2 335.993267 355.144053 0.946076 \n", + "3 3.709356 355.144053 0.010445 \n", + "4 1.763991 355.144053 0.004967 \n", + ".. ... ... ... \n", + "603 16.094687 802.444881 0.020057 \n", + "604 47.112174 802.444881 0.058711 \n", + "605 34.423862 802.444881 0.042899 \n", + "606 15.548157 802.444881 0.019376 \n", + "607 4.092277 802.444881 0.005100 \n", + "\n", + "[608 rows x 5 columns]" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "id": "1be72087", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0, 30, '0.34'),\n", + " Text(0, 30, '0.22'),\n", + " Text(0, 30, '0.11'),\n", + " Text(0, 30, '0.10'),\n", + " Text(0, 30, '0.09'),\n", + " Text(0, 30, '0.08'),\n", + " Text(0, 30, '0.03'),\n", + " Text(0, 30, '0.02'),\n", + " Text(0, 30, '0.00'),\n", + " Text(0, 30, '0.00')]" + ] + }, + "execution_count": 224, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Substitution rate of ebike trips\n", + "plot_data = data_2.copy()\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "t1 = plot_data.groupby(['Mode_confirm','Replaced_mode'], as_index=False).count()[['Mode_confirm','Replaced_mode','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['Mode_confirm'], as_index=False).count()[['Mode_confirm','distance_miles']]\n", + "plot_data = t1.merge(t2, on='Mode_confirm')\n", + "plot_data['proportion'] = plot_data['distance_miles_x'] / plot_data['distance_miles_y']\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "\n", + "data_order = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "labels = plot_data.groupby(['Replaced_mode'], as_index=False).mean().sort_values('proportion', ascending=False).Replaced_mode\n", + "\n", + "plot_title='Stated Replacement for E-Bike Trips'\n", + "ylab='Proportion of Trips'\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,4))\n", + "sns.barplot(data=plot_data, x='Replaced_mode', y='proportion', estimator=np.mean, order=data_order).set(title=plot_title,xlabel='',ylabel=ylab,ylim=(0,.5))\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n", + "ax.bar_label(ax.containers[0], fmt='%.2f', padding=30)" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "id": "91d96473", + "metadata": {}, + "outputs": [], + "source": [ + "plot_data_3 = data_2.copy()\n", + "plot_data_3['induced']=np.where(plot_data_3['Replaced_mode']=='No Travel', 'Induced', 'Non-induced')\n", + "t1 = plot_data_3[plot_data_3['Mode_confirm']=='E-bike']\n", + "t2 = t1.groupby(['induced'], as_index=False).count()[['induced','distance_miles']]" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "id": "77662195", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
induceddistance_miles
0Induced1942
1Non-induced15406
\n", + "
" + ], + "text/plain": [ + " induced distance_miles\n", + "0 Induced 1942\n", + "1 Non-induced 15406" + ] + }, + "execution_count": 189, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t2" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "id": "702028c7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t1.induced.value_counts().plot(kind='pie',autopct='%1.1f%%', figsize=(5, 5), label='')" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "id": "d36b6c9c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# What purpose ebike is used for by program\n", + "plot_data = plot_data_3.copy()\n", + "t1 = plot_data.groupby(['induced','Trip_purpose','Mode_confirm'], as_index=False).count()[['induced','Trip_purpose','Mode_confirm','distance_miles']]\n", + "t1['distance_miles'].fillna(0, inplace=True)\n", + "t2 = plot_data.groupby(['induced','Trip_purpose'], as_index=False).count()[['induced','Trip_purpose','distance_miles']]\n", + "plot_data = t1.merge(t2, on=['induced','Trip_purpose'])\n", + "plot_data['proportion'] = (plot_data['distance_miles_x'] / plot_data['distance_miles_y'])*100\n", + "plot_data['proportion'].fillna(0, inplace=True)\n", + "plot_data = plot_data[plot_data['Mode_confirm']=='E-bike']\n", + "plot_data = plot_data[plot_data['induced']=='Induced']\n", + "#plot_data['Program'] = plot_data['program'].replace(['4c','cc','fc','pc','sc','vail'],['Four Corners','Community Cycles (Boulder)','Fort Collins','Pueblo County','Smart Commute (Northridge)','Vail'])\n", + "\n", + "plot_title = 'Induced E-Bike Trip Proportion By Trip Purpose'\n", + "ylab = 'Proportion of Induced Trips'\n", + "fig, ax = plt.subplots(figsize=(20,10))\n", + "sns.barplot(data=plot_data, x='Trip_purpose', y='proportion', hue='induced',estimator=np.mean, ci=None).set(title=plot_title, xlabel='Date', ylabel=ylab)\n", + "plt.xticks(rotation=35, ha='right')\n", + "plt.subplots_adjust(bottom=0.25)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "8e624915", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
inducedTrip_purposeMode_confirmdistance_miles_xdistance_miles_yproportion
1InducedEntertainment/SocialE-bike160.7874607468.8180522.152783
9InducedHomeE-bike1698.73758716830.47620810.093224
18InducedMealE-bike143.4132343238.6737074.428147
27InducedOtherE-bike328.78081116626.4768061.977453
35InducedPersonal/MedicalE-bike85.9520362842.1300183.024212
41InducedRecreation/ExerciseE-bike1053.8347717222.01325014.591981
50InducedReligiousE-bike10.978983247.3916824.437895
55InducedSchoolE-bike50.506401933.7066355.409237
61InducedShoppingE-bike515.9120776064.6493608.506874
69InducedTransit transferE-bike16.854401845.6739621.993014
75InducedWorkE-bike1296.8553907071.22736318.339891
\n", + "
" + ], + "text/plain": [ + " induced Trip_purpose Mode_confirm distance_miles_x \\\n", + "1 Induced Entertainment/Social E-bike 160.787460 \n", + "9 Induced Home E-bike 1698.737587 \n", + "18 Induced Meal E-bike 143.413234 \n", + "27 Induced Other E-bike 328.780811 \n", + "35 Induced Personal/Medical E-bike 85.952036 \n", + "41 Induced Recreation/Exercise E-bike 1053.834771 \n", + "50 Induced Religious E-bike 10.978983 \n", + "55 Induced School E-bike 50.506401 \n", + "61 Induced Shopping E-bike 515.912077 \n", + "69 Induced Transit transfer E-bike 16.854401 \n", + "75 Induced Work E-bike 1296.855390 \n", + "\n", + " distance_miles_y proportion \n", + "1 7468.818052 2.152783 \n", + "9 16830.476208 10.093224 \n", + "18 3238.673707 4.428147 \n", + "27 16626.476806 1.977453 \n", + "35 2842.130018 3.024212 \n", + "41 7222.013250 14.591981 \n", + "50 247.391682 4.437895 \n", + "55 933.706635 5.409237 \n", + "61 6064.649360 8.506874 \n", + "69 845.673962 1.993014 \n", + "75 7071.227363 18.339891 " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plot_data" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "c0e731a5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\emission\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3186: DtypeWarning: Columns (65,72,75) have mixed types.Specify dtype option on import or set low_memory=False.\n", + " interactivity=interactivity, compiler=compiler, result=result)\n" + ] + } + ], + "source": [ + "data=pd.read_csv(\"C:\\\\Users\\\\dakcicek\\\\Documents\\\\GitHub\\\\ceo_analysis\\\\viz_scripts\\\\filtered_merged_trips.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "ef2c34a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 61496.000000\n", + "mean 24.145146\n", + "std 30.691071\n", + "min 0.000068\n", + "25% 9.173613\n", + "50% 15.289998\n", + "75% 28.071609\n", + "max 479.495935\n", + "Name: duration, dtype: float64" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['duration'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "4b5ae7bb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 61496.000000\n", + "mean 3.933690\n", + "std 5.991457\n", + "min 0.062013\n", + "25% 0.721590\n", + "50% 1.983511\n", + "75% 4.342240\n", + "max 49.929320\n", + "Name: distance_miles, dtype: float64" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['distance_miles'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "11839375", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 2240.000000\n", + "mean 1.385714\n", + "std 0.597278\n", + "min 0.000000\n", + "25% 1.000000\n", + "50% 1.000000\n", + "75% 2.000000\n", + "max 3.000000\n", + "Name: VEH_num, dtype: float64" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "four_corners['VEH_num'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "71bc5eaf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 12620.000000\n", + "mean 1.873930\n", + "std 1.051507\n", + "min 0.000000\n", + "25% 1.000000\n", + "50% 2.000000\n", + "75% 2.000000\n", + "max 4.000000\n", + "Name: VEH_num, dtype: float64" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pueblo['VEH_num'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "23b7ee43", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 4314.000000\n", + "mean 1.604080\n", + "std 0.890448\n", + "min 0.000000\n", + "25% 1.000000\n", + "50% 1.000000\n", + "75% 2.000000\n", + "max 3.000000\n", + "Name: VEH_num, dtype: float64" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vail['VEH_num'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "f24f3072", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 6515.000000\n", + "mean 2.103454\n", + "std 0.963907\n", + "min 0.000000\n", + "25% 2.000000\n", + "50% 2.000000\n", + "75% 2.000000\n", + "max 4.000000\n", + "Name: VEH_num, dtype: float64" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "smart_commute['VEH_num'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "dac574bd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 10656.000000\n", + "mean 1.187312\n", + "std 0.623648\n", + "min 0.000000\n", + "25% 1.000000\n", + "50% 1.000000\n", + "75% 1.000000\n", + "max 4.000000\n", + "Name: VEH_num, dtype: float64" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fort_collins['VEH_num'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "ac9b1f2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 25151.000000\n", + "mean 1.626138\n", + "std 0.798099\n", + "min 0.000000\n", + "25% 1.000000\n", + "50% 2.000000\n", + "75% 2.000000\n", + "max 4.000000\n", + "Name: VEH_num, dtype: float64" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "community_cycles['VEH_num'].describe()" + ] + }, + { + "cell_type": "markdown", + "id": "39fe596d", + "metadata": {}, + "source": [ + "# Energy Impact" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "5c0f46ea", + "metadata": {}, + "outputs": [], + "source": [ + "mode_of_interest = \"E-bike\"" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "e7949c42", + "metadata": {}, + "outputs": [], + "source": [ + "data_eb = data_2.query(f\"Mode == '{mode_of_interest}'\") if \"Mode\" in data_2.columns else data_2" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "f4f9b2c1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sourceend_tsend_fmt_timeend_locraw_tripstart_tsstart_fmt_timestart_locdurationdistance...WORKERSis_ebikeHHINC_NUMPINCModePINC_NUMVEH_numDRIVERSDRIVERS_numveh_per_driver
0DwellSegmentationTimeFilter16298714572021-08-25T00:04:16.898000-06:00{'type': 'Point', 'coordinates': [-107.8611981...6125ee087a779613738ad16c2021-08-25 05:55:19.566900969+00:002021-08-24T23:55:19.566901-06:00{'type': 'Point', 'coordinates': [-107.8805606...8.9555182562.681518...2E-Bike Trips12500$0-9E-bike6250.011<bound method Series.replace of 7 1\\n8 ...1.0
1DwellSegmentationTimeFilter16299003222021-08-25T08:05:21.637000-06:00{'type': 'Point', 'coordinates': [-107.8810375...61265e8906e4c6c000ae237a2021-08-25 13:58:47+00:002021-08-25T07:58:47-06:00{'type': 'Point', 'coordinates': [-107.8664569...6.5772831743.571028...2E-Bike Trips12500$0-9E-bike6250.011<bound method Series.replace of 7 1\\n8 ...1.0
2DwellSegmentationTimeFilter16299289462021-08-25T16:02:26.349000-06:00{'type': 'Point', 'coordinates': [-107.8805793...6126cefe5e9a33350c3addfa2021-08-25 20:41:40.855815172+00:002021-08-25T14:41:40.855815-06:00{'type': 'Point', 'coordinates': [-107.8810375...80.758220488.472968...2E-Bike Trips12500$0-9E-bike6250.011<bound method Series.replace of 7 1\\n8 ...1.0
3DwellSegmentationTimeFilter16299325152021-08-25T17:01:55-06:00{'type': 'Point', 'coordinates': [-107.8812319...6126dd19626dbb8489f593a32021-08-25 22:04:20.041023493+00:002021-08-25T16:04:20.041024-06:00{'type': 'Point', 'coordinates': [-107.8805793...57.582650217.642664...2E-Bike Trips12500$0-9E-bike6250.011<bound method Series.replace of 7 1\\n8 ...1.0
4DwellSegmentationTimeFilter16299345362021-08-25T17:35:36.408000-06:00{'type': 'Point', 'coordinates': [-107.8611821...6126dd19626dbb8489f593a52021-08-25 23:27:29.197175264+00:002021-08-25T17:27:29.197175-06:00{'type': 'Point', 'coordinates': [-107.8812319...8.1201802406.394251...2E-Bike Trips12500$0-9E-bike6250.011<bound method Series.replace of 7 1\\n8 ...1.0
..................................................................
61490DwellSegmentationDistFilter16674143892022-11-02T12:39:48.999104-06:00{'type': 'Point', 'coordinates': [-106.3739525...6362c7005d867f05e387ccfa2022-11-02 18:14:03.438604593+00:002022-11-02T12:14:03.438605-06:00{'type': 'Point', 'coordinates': [-106.3841716...25.7593421255.506665...1E-Bike Trips37500$30-39E-bike37500.001<bound method Series.replace of 7 1\\n8 ...0.0
61491DwellSegmentationDistFilter16674165142022-11-02T13:15:13.623879-06:00{'type': 'Point', 'coordinates': [-106.3822104...6362c7005d867f05e387ccfc2022-11-02 18:56:53.295839310+00:002022-11-02T12:56:53.295839-06:00{'type': 'Point', 'coordinates': [-106.3739525...18.3388011406.704065...1E-Bike Trips37500$30-39E-bike37500.001<bound method Series.replace of 7 1\\n8 ...0.0
61493DwellSegmentationDistFilter16674481452022-11-02T22:02:25.142903-06:00{'type': 'Point', 'coordinates': [-106.3806151...63634568b80d9c8871fde7192022-11-03 03:55:09.275525808+00:002022-11-02T21:55:09.275526-06:00{'type': 'Point', 'coordinates': [-106.3828356...7.264456841.375442...1E-Bike Trips37500$30-39E-bike37500.001<bound method Series.replace of 7 1\\n8 ...0.0
61494DwellSegmentationDistFilter16675039572022-11-03T13:32:36.860492-06:00{'type': 'Point', 'coordinates': [-106.3824186...636418a14e0e9621344706c02022-11-03 19:10:35.899986744+00:002022-11-03T13:10:35.899987-06:00{'type': 'Point', 'coordinates': [-106.3806151...22.0160081069.953308...1E-Bike Trips37500$30-39E-bike37500.001<bound method Series.replace of 7 1\\n8 ...0.0
61495DwellSegmentationDistFilter16679358452022-11-08T12:30:44.712616-07:00{'type': 'Point', 'coordinates': [-106.3837965...636ab049d95c00d49d1c45562022-11-08 18:46:06.915710449+00:002022-11-08T11:46:06.915710-07:00{'type': 'Point', 'coordinates': [-106.3824186...44.6299481234.431869...1E-Bike Trips37500$30-39E-bike37500.001<bound method Series.replace of 7 1\\n8 ...0.0
\n", + "

17348 rows × 87 columns

\n", + "
" + ], + "text/plain": [ + " source end_ts \\\n", + "0 DwellSegmentationTimeFilter 1629871457 \n", + "1 DwellSegmentationTimeFilter 1629900322 \n", + "2 DwellSegmentationTimeFilter 1629928946 \n", + "3 DwellSegmentationTimeFilter 1629932515 \n", + "4 DwellSegmentationTimeFilter 1629934536 \n", + "... ... ... \n", + "61490 DwellSegmentationDistFilter 1667414389 \n", + "61491 DwellSegmentationDistFilter 1667416514 \n", + "61493 DwellSegmentationDistFilter 1667448145 \n", + "61494 DwellSegmentationDistFilter 1667503957 \n", + "61495 DwellSegmentationDistFilter 1667935845 \n", + "\n", + " end_fmt_time \\\n", + "0 2021-08-25T00:04:16.898000-06:00 \n", + "1 2021-08-25T08:05:21.637000-06:00 \n", + "2 2021-08-25T16:02:26.349000-06:00 \n", + "3 2021-08-25T17:01:55-06:00 \n", + "4 2021-08-25T17:35:36.408000-06:00 \n", + "... ... \n", + "61490 2022-11-02T12:39:48.999104-06:00 \n", + "61491 2022-11-02T13:15:13.623879-06:00 \n", + "61493 2022-11-02T22:02:25.142903-06:00 \n", + "61494 2022-11-03T13:32:36.860492-06:00 \n", + "61495 2022-11-08T12:30:44.712616-07:00 \n", + "\n", + " end_loc \\\n", + "0 {'type': 'Point', 'coordinates': [-107.8611981... \n", + "1 {'type': 'Point', 'coordinates': [-107.8810375... \n", + "2 {'type': 'Point', 'coordinates': [-107.8805793... \n", + "3 {'type': 'Point', 'coordinates': [-107.8812319... \n", + "4 {'type': 'Point', 'coordinates': [-107.8611821... \n", + "... ... \n", + "61490 {'type': 'Point', 'coordinates': [-106.3739525... \n", + "61491 {'type': 'Point', 'coordinates': [-106.3822104... \n", + "61493 {'type': 'Point', 'coordinates': [-106.3806151... \n", + "61494 {'type': 'Point', 'coordinates': [-106.3824186... \n", + "61495 {'type': 'Point', 'coordinates': [-106.3837965... \n", + "\n", + " raw_trip start_ts \\\n", + "0 6125ee087a779613738ad16c 2021-08-25 05:55:19.566900969+00:00 \n", + "1 61265e8906e4c6c000ae237a 2021-08-25 13:58:47+00:00 \n", + "2 6126cefe5e9a33350c3addfa 2021-08-25 20:41:40.855815172+00:00 \n", + "3 6126dd19626dbb8489f593a3 2021-08-25 22:04:20.041023493+00:00 \n", + "4 6126dd19626dbb8489f593a5 2021-08-25 23:27:29.197175264+00:00 \n", + "... ... ... \n", + "61490 6362c7005d867f05e387ccfa 2022-11-02 18:14:03.438604593+00:00 \n", + "61491 6362c7005d867f05e387ccfc 2022-11-02 18:56:53.295839310+00:00 \n", + "61493 63634568b80d9c8871fde719 2022-11-03 03:55:09.275525808+00:00 \n", + "61494 636418a14e0e9621344706c0 2022-11-03 19:10:35.899986744+00:00 \n", + "61495 636ab049d95c00d49d1c4556 2022-11-08 18:46:06.915710449+00:00 \n", + "\n", + " start_fmt_time \\\n", + "0 2021-08-24T23:55:19.566901-06:00 \n", + "1 2021-08-25T07:58:47-06:00 \n", + "2 2021-08-25T14:41:40.855815-06:00 \n", + "3 2021-08-25T16:04:20.041024-06:00 \n", + "4 2021-08-25T17:27:29.197175-06:00 \n", + "... ... \n", + "61490 2022-11-02T12:14:03.438605-06:00 \n", + "61491 2022-11-02T12:56:53.295839-06:00 \n", + "61493 2022-11-02T21:55:09.275526-06:00 \n", + "61494 2022-11-03T13:10:35.899987-06:00 \n", + "61495 2022-11-08T11:46:06.915710-07:00 \n", + "\n", + " start_loc duration \\\n", + "0 {'type': 'Point', 'coordinates': [-107.8805606... 8.955518 \n", + "1 {'type': 'Point', 'coordinates': [-107.8664569... 6.577283 \n", + "2 {'type': 'Point', 'coordinates': [-107.8810375... 80.758220 \n", + "3 {'type': 'Point', 'coordinates': [-107.8805793... 57.582650 \n", + "4 {'type': 'Point', 'coordinates': [-107.8812319... 8.120180 \n", + "... ... ... \n", + "61490 {'type': 'Point', 'coordinates': [-106.3841716... 25.759342 \n", + "61491 {'type': 'Point', 'coordinates': [-106.3739525... 18.338801 \n", + "61493 {'type': 'Point', 'coordinates': [-106.3828356... 7.264456 \n", + "61494 {'type': 'Point', 'coordinates': [-106.3806151... 22.016008 \n", + "61495 {'type': 'Point', 'coordinates': [-106.3824186... 44.629948 \n", + "\n", + " distance ... WORKERS is_ebike HHINC_NUM PINC Mode \\\n", + "0 2562.681518 ... 2 E-Bike Trips 12500 $0-9 E-bike \n", + "1 1743.571028 ... 2 E-Bike Trips 12500 $0-9 E-bike \n", + "2 488.472968 ... 2 E-Bike Trips 12500 $0-9 E-bike \n", + "3 217.642664 ... 2 E-Bike Trips 12500 $0-9 E-bike \n", + "4 2406.394251 ... 2 E-Bike Trips 12500 $0-9 E-bike \n", + "... ... ... ... ... ... ... ... \n", + "61490 1255.506665 ... 1 E-Bike Trips 37500 $30-39 E-bike \n", + "61491 1406.704065 ... 1 E-Bike Trips 37500 $30-39 E-bike \n", + "61493 841.375442 ... 1 E-Bike Trips 37500 $30-39 E-bike \n", + "61494 1069.953308 ... 1 E-Bike Trips 37500 $30-39 E-bike \n", + "61495 1234.431869 ... 1 E-Bike Trips 37500 $30-39 E-bike \n", + "\n", + " PINC_NUM VEH_num DRIVERS \\\n", + "0 6250.0 1 1 \n", + "1 6250.0 1 1 \n", + "2 6250.0 1 1 \n", + "3 6250.0 1 1 \n", + "4 6250.0 1 1 \n", + "... ... ... ... \n", + "61490 37500.0 0 1 \n", + "61491 37500.0 0 1 \n", + "61493 37500.0 0 1 \n", + "61494 37500.0 0 1 \n", + "61495 37500.0 0 1 \n", + "\n", + " DRIVERS_num veh_per_driver \n", + "0 \u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[0mplot_title\u001b[0m\u001b[1;33m=\u001b[0m \u001b[0mplot_title_no_quality\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34mf\"\\n Contribution by replaced mode towards a total of {net_CO2_emissions}(lb CO2 Emissions )\\n\"\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mquality_text\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 19\u001b[1;33m \u001b[0mCO2_impact\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcolor\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mplot_title\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mfile_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 20\u001b[0m \u001b[0malt_text\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstore_alt_text_bar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfile_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplot_title\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Documents\\GitHub\\ceo_analysis\\viz_scripts\\plots.py\u001b[0m in \u001b[0;36mCO2_impact\u001b[1;34m(x, y, color, plot_title, file_name)\u001b[0m\n\u001b[0;32m 318\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mobjects\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhandles\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpatches\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mloc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'upper right'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mborderaxespad\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfontsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m15\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mframeon\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 319\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mSAVE_DIR\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mfile_name\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m\".png\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbbox_inches\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'tight'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 320\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\pyplot.py\u001b[0m in \u001b[0;36msavefig\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 976\u001b[0m \u001b[0mfig\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgcf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 977\u001b[1;33m \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 978\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdraw_idle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# need this if 'transparent=True' to reset colors\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\figure.py\u001b[0m in \u001b[0;36msavefig\u001b[1;34m(self, fname, transparent, **kwargs)\u001b[0m\n\u001b[0;32m 3057\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3058\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3059\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[1;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[0m\n\u001b[0;32m 2324\u001b[0m \u001b[0mbbox_inches_restore\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2325\u001b[1;33m **kwargs)\n\u001b[0m\u001b[0;32m 2326\u001b[0m \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 1647\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1648\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1649\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\_api\\deprecation.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*inner_args, **inner_kwargs)\u001b[0m\n\u001b[0;32m 414\u001b[0m **kwargs)\n\u001b[1;32m--> 415\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minner_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0minner_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 416\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[1;34m(self, filename_or_obj, metadata, pil_kwargs, *args)\u001b[0m\n\u001b[0;32m 542\u001b[0m \u001b[0mfilename_or_obj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuffer_rgba\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"png\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"upper\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 543\u001b[1;33m dpi=self.figure.dpi, metadata=metadata, pil_kwargs=pil_kwargs)\n\u001b[0m\u001b[0;32m 544\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\matplotlib\\image.py\u001b[0m in \u001b[0;36mimsave\u001b[1;34m(fname, arr, vmin, vmax, cmap, format, origin, dpi, metadata, pil_kwargs)\u001b[0m\n\u001b[0;32m 1674\u001b[0m \u001b[0mpil_kwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"dpi\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mdpi\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdpi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1675\u001b[1;33m \u001b[0mimage\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mpil_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1676\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\PIL\\Image.py\u001b[0m in \u001b[0;36msave\u001b[1;34m(self, fp, format, **params)\u001b[0m\n\u001b[0;32m 2316\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2317\u001b[1;33m \u001b[0mfp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuiltins\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"w+b\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2318\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/plots/sketch_energy_impact_e-bike%s.png'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 21\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 22\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 23\u001b[1;33m \u001b[0mgenerate_missing_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mplot_title_no_quality\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdebug_df\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mfile_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 24\u001b[0m \u001b[0malt_text\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstore_alt_text_missing\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdebug_df\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfile_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplot_title_no_quality\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'debug_df' is not defined" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_title_no_quality=f\"Sketch of Total Pounds of CO2 Emissions of {mode_of_interest} trips\"\n", + "file_name =f'sketch_energy_impact_{mode_of_interest}%s'\n", + "quality_text=f\"Based on 17348 confirmed E-bike trips from 120 users of 61496 total confirmed trips from 122 users (28.21%)\"\n", + "\n", + "try:\n", + " ebco2=z.groupby('Replaced_mode').agg({'CO2_Impact(lb)': ['sum', 'mean']},)\n", + " ebco2.columns = ['total_lb_CO2_emissions', 'average_lb_CO2_emission']\n", + " ebco2 = ebco2.reset_index()\n", + " ebco2 = ebco2.sort_values(by=['total_lb_CO2_emissions'], ascending=False)\n", + " ebco2['boolean'] = ebco2['total_lb_CO2_emissions'] > 0\n", + " net_CO2_emissions = round(sum(ebco2['total_lb_CO2_emissions']), 2)\n", + "\n", + " x = ebco2['total_lb_CO2_emissions']\n", + " y = ebco2['Replaced_mode']\n", + " color = ebco2['boolean']\n", + "\n", + " fig_size=(15,10)\n", + " plot_title= plot_title_no_quality+f\"\\n Contribution by replaced mode towards a total of {net_CO2_emissions}(lb CO2 Emissions )\\n\"+quality_text\n", + " CO2_impact(x,y,color,plot_title,file_name)\n", + " alt_text = store_alt_text_bar(pd.DataFrame(x.values,y), file_name, plot_title)\n", + "except Exception as e:\n", + " print(e)\n", + " generate_missing_plot(plot_title_no_quality,debug_df,file_name)\n", + " alt_text = store_alt_text_missing(debug_df, file_name, plot_title_no_quality)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "323891d9", + "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": "3.9.18" + }, + "vscode": { + "interpreter": { + "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/viz_scripts/PaperVizualizations/Cemal/akciek_spatial.ipynb b/viz_scripts/PaperVizualizations/Cemal/akciek_spatial.ipynb new file mode 100644 index 00000000..f707367b --- /dev/null +++ b/viz_scripts/PaperVizualizations/Cemal/akciek_spatial.ipynb @@ -0,0 +1,4434 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "45b5f52d", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "import emission.core.get_database as edb\n", + "import emission.core.wrapper.entry as ecwe\n", + "import emission.storage.decorations.analysis_timeseries_queries as esda\n", + "import emission.storage.decorations.trip_queries as esdt\n", + "import emission.storage.decorations.timeline as esdl\n", + "import emission.storage.timeseries.abstract_timeseries as esta\n", + "import emission.storage.timeseries.timequery as estt\n", + "import scaffolding\n", + "from uuid import UUID\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "37971fe6", + "metadata": {}, + "outputs": [], + "source": [ + "year = None\n", + "month = None\n", + "program = \"default\"\n", + "study_type = \"program\"\n", + "mode_of_interest = \"e-bike\"\n", + "include_test_users = True" + ] + }, + { + "cell_type": "markdown", + "id": "f46a0ee4", + "metadata": {}, + "source": [ + "## Load the programs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9ca01e6a", + "metadata": {}, + "outputs": [], + "source": [ + "# Split UUIDs by program\n", + "program_uuid_map = {}\n", + "for ue in edb.get_uuid_db().find():\n", + " program = ue['user_email'].split(\"_\")[0]\n", + " if program in program_uuid_map.keys():\n", + " program_uuid_map[program].append(str(ue['uuid']))\n", + " else:\n", + " print(f\"Found new program {program}, creating new list\")\n", + " program_uuid_map[program] = []\n", + " program_uuid_map[program].append(str(ue['uuid']))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "186df380", + "metadata": {}, + "outputs": [], + "source": [ + "uuid_program_list = []\n", + "for ue in edb.get_uuid_db().find():\n", + " program = ue['user_email'].split(\"_\")[0]\n", + " uuid_program_list.append({\"program\": program, \"opcode\": ue[\"user_email\"], \"user_id_str\": str(ue['uuid'])})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bbc92a5", + "metadata": {}, + "outputs": [], + "source": [ + "uuid_program_df = pd.DataFrame.from_dict(uuid_program_list)\n", + "uuid_program_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7f71fe9", + "metadata": {}, + "outputs": [], + "source": [ + "from collections import defaultdict" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1f308bfb", + "metadata": {}, + "outputs": [], + "source": [ + "# Loading mapping dictionaries from mapping_dictionaries notebook\n", + "%store -r dic_re\n", + "%store -r dic_pur\n", + "\n", + "# convert a dictionary to a defaultdict\n", + "dic_re = defaultdict(lambda: 'Other',dic_re)\n", + "dic_pur = defaultdict(lambda: 'Other',dic_pur)" + ] + }, + { + "cell_type": "markdown", + "id": "f8465faf", + "metadata": {}, + "source": [ + "## Load the trip table" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dd86bac6", + "metadata": {}, + "outputs": [], + "source": [ + "expanded_ct, file_suffix, quality_text, debug_df = scaffolding.load_viz_notebook_data(year,\n", + " month,\n", + " program,\n", + " study_type,\n", + " dic_re,\n", + " dic_pur=dic_pur,\n", + " include_test_users=include_test_users)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "571423c3", + "metadata": {}, + "outputs": [], + "source": [ + "expanded_ct[\"user_id_str\"] = expanded_ct.user_id.apply(lambda u: str(u))\n", + "len(expanded_ct.user_id_str.unique())" + ] + }, + { + "cell_type": "markdown", + "id": "40b672c9", + "metadata": {}, + "source": [ + "## Combine program and trip tables" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ef984be8", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from uuid import UUID\n", + "import json\n", + "from shapely.geometry import MultiPoint\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "db155d8d", + "metadata": {}, + "outputs": [], + "source": [ + "trip_program_df = expanded_ct.merge(uuid_program_df, on=\"user_id_str\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8839526a", + "metadata": {}, + "outputs": [], + "source": [ + "trip_program_df = pd.read_csv(r\"C:\\Users\\dakcicek\\Documents\\GitHub\\ceo_analysis\\viz_scripts\\filtered_merged_trips_2.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7a654427", + "metadata": {}, + "outputs": [], + "source": [ + "trip_program_df[\"distance_km\"] = trip_program_df.distance / 1000" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0f1dfd95", + "metadata": {}, + "outputs": [], + "source": [ + "trip_program_df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5f9522a6", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "trip_program_df.sample(n=50, random_state=123)[[\"program\", \"user_id_str\", \"opcode\", \"_id\", \"start_fmt_time\", \"end_fmt_time\", \"distance_km\", \"mode_confirm\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dfed08f4", + "metadata": {}, + "outputs": [], + "source": [ + "%conda install geopandas" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b4485544", + "metadata": {}, + "outputs": [], + "source": [ + "import geopandas as gpd\n", + "import pandas as pd\n", + "import numpy as np\n", + "import json\n", + "from shapely.geometry import shape\n", + "\n", + "def parse_geom(geom_str):\n", + " try:\n", + " return shape(json.loads(geom_str.replace(\"'\", '\"')))\n", + " except (TypeError, AttributeError): # Handle NaN and empty strings\n", + " return None" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f3a233b1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " source end_ts end_fmt_time \\\n", + "0 DwellSegmentationTimeFilter 1629871457 2021-08-25T00:04:16.898000-06:00 \n", + "1 DwellSegmentationTimeFilter 1629900322 2021-08-25T08:05:21.637000-06:00 \n", + "2 DwellSegmentationTimeFilter 1629928946 2021-08-25T16:02:26.349000-06:00 \n", + "3 DwellSegmentationTimeFilter 1629932515 2021-08-25T17:01:55-06:00 \n", + "4 DwellSegmentationTimeFilter 1629934536 2021-08-25T17:35:36.408000-06:00 \n", + "\n", + " end_loc raw_trip \\\n", + "0 POINT (-107.8611981 37.2751867) 6125ee087a779613738ad16c \n", + "1 POINT (-107.8810375 37.2741646) 61265e8906e4c6c000ae237a \n", + "2 POINT (-107.8805793 37.2759903) 6126cefe5e9a33350c3addfa \n", + "3 POINT (-107.8812319 37.2741806) 6126dd19626dbb8489f593a3 \n", + "4 POINT (-107.8611821 37.2751648) 6126dd19626dbb8489f593a5 \n", + "\n", + " start_ts start_fmt_time \\\n", + "0 2021-08-25 05:55:19.566900969+00:00 2021-08-24T23:55:19.566901-06:00 \n", + "1 2021-08-25 13:58:47+00:00 2021-08-25T07:58:47-06:00 \n", + "2 2021-08-25 20:41:40.855815172+00:00 2021-08-25T14:41:40.855815-06:00 \n", + "3 2021-08-25 22:04:20.041023493+00:00 2021-08-25T16:04:20.041024-06:00 \n", + "4 2021-08-25 23:27:29.197175264+00:00 2021-08-25T17:27:29.197175-06:00 \n", + "\n", + " start_loc duration distance ... Unnamed: 76 \\\n", + "0 POINT (-107.8805606 37.276007) 8.955518 2562.681518 ... NaN \n", + "1 POINT (-107.8664569 37.2708361) 6.577283 1743.571028 ... NaN \n", + "2 POINT (-107.8810375 37.2741646) 80.758220 488.472968 ... NaN \n", + "3 POINT (-107.8805793 37.2759903) 57.582650 217.642664 ... NaN \n", + "4 POINT (-107.8812319 37.2741806) 8.120180 2406.394251 ... NaN \n", + "\n", + " Unnamed: 77 Unnamed: 78 Unnamed: 79 Unnamed: 80 Unnamed: 81 Unnamed: 82 \\\n", + "0 NaN NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN NaN \n", + "\n", + " Unnamed: 83 Unnamed: 84 Unnamed: 85 \n", + "0 NaN NaN NaN \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 NaN NaN NaN \n", + "4 NaN NaN NaN \n", + "\n", + "[5 rows x 86 columns]\n" + ] + } + ], + "source": [ + "trip_program_df[\"start_loc\"] = trip_program_df[\"start_loc\"].apply(parse_geom)\n", + "#trip_program_df_gdf = gpd.GeoDataFrame(trip_program_df, geometry=\"start_loc\")\n", + "trip_program_df[\"end_loc\"] = trip_program_df[\"end_loc\"].apply(parse_geom)\n", + "#trip_program_df_gdf = gpd.GeoDataFrame(trip_program_df, geometry=\"end_loc\")\n", + "print(trip_program_df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "de082cc5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\pandas\\core\\dtypes\\inference.py:383: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", + " iter(obj) # Can iterate over it.\n", + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\pandas\\core\\dtypes\\inference.py:384: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the number of parts of a multi-part geometry.\n", + " len(obj) # Has a length associated with it.\n", + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\pandas\\core\\dtypes\\cast.py:118: ShapelyDeprecationWarning: The array interface is deprecated and will no longer work in Shapely 2.0. Convert the '.coords' to a numpy array instead.\n", + " arr = construct_1d_object_array_from_listlike(values)\n" + ] + } + ], + "source": [ + "trip_program_df['start_end'] = trip_program_df.apply(lambda row: MultiPoint([row['start_loc'], row['end_loc']]), axis=1) #Create a multipoint column" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "23cd0240", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "trip_program_df" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c1aa8083", + "metadata": {}, + "outputs": [], + "source": [ + "trip_program_df_gdf = gpd.GeoDataFrame(trip_program_df, geometry=\"start_end\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6c6b1a5f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trip_program_df_gdf.crs is None" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f44151e2", + "metadata": {}, + "outputs": [], + "source": [ + "trip_program_df_gdf = trip_program_df_gdf.set_crs(4269, allow_override=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "b2b04639", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Name: NAD83\n", + "Axis Info [ellipsoidal]:\n", + "- Lat[north]: Geodetic latitude (degree)\n", + "- Lon[east]: Geodetic longitude (degree)\n", + "Area of Use:\n", + "- name: North America - onshore and offshore: Canada - Alberta; British Columbia; Manitoba; New Brunswick; Newfoundland and Labrador; Northwest Territories; Nova Scotia; Nunavut; Ontario; Prince Edward Island; Quebec; Saskatchewan; Yukon. Puerto Rico. United States (USA) - Alabama; Alaska; Arizona; Arkansas; California; Colorado; Connecticut; Delaware; Florida; Georgia; Hawaii; Idaho; Illinois; Indiana; Iowa; Kansas; Kentucky; Louisiana; Maine; Maryland; Massachusetts; Michigan; Minnesota; Mississippi; Missouri; Montana; Nebraska; Nevada; New Hampshire; New Jersey; New Mexico; New York; North Carolina; North Dakota; Ohio; Oklahoma; Oregon; Pennsylvania; Rhode Island; South Carolina; South Dakota; Tennessee; Texas; Utah; Vermont; Virginia; Washington; West Virginia; Wisconsin; Wyoming. US Virgin Islands. British Virgin Islands.\n", + "- bounds: (167.65071105957, 14.928194130078, -47.743430543984, 86.453745196084)\n", + "Datum: North American Datum 1983\n", + "- Ellipsoid: GRS 1980\n", + "- Prime Meridian: Greenwich" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trip_program_df_gdf.crs" + ] + }, + { + "cell_type": "markdown", + "id": "a1bd2948", + "metadata": {}, + "source": [ + "## Load shape files" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "748fac18", + "metadata": {}, + "outputs": [], + "source": [ + "import geopandas as gpd" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "3e5c29c6", + "metadata": {}, + "outputs": [], + "source": [ + "denver_boundary = gpd.read_file(\"geom/denver_uza.shp\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b2614a62", + "metadata": {}, + "outputs": [], + "source": [ + "# denver_boundary.to_json()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "ce13a917", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "denver_boundary.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8a67dadf", + "metadata": {}, + "outputs": [], + "source": [ + "denver_pixels = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\denver_pixels_ca.shp\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "851fb046", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idlefttoprightbottomgeometry
02733.0-1.168837e+074.837141e+06-1.168737e+074.836141e+06POLYGON ((-104.99843 39.80152, -104.98945 39.8...
12734.0-1.168837e+074.836141e+06-1.168737e+074.835141e+06POLYGON ((-104.99843 39.79461, -104.98945 39.7...
22735.0-1.168837e+074.835141e+06-1.168737e+074.834141e+06POLYGON ((-104.99843 39.78771, -104.98945 39.7...
32720.0-1.168837e+074.850141e+06-1.168737e+074.849141e+06POLYGON ((-104.99843 39.89118, -104.98945 39.8...
42721.0-1.168837e+074.849141e+06-1.168737e+074.848141e+06POLYGON ((-104.99843 39.88428, -104.98945 39.8...
.....................
34532728.0-1.168837e+074.842141e+06-1.168737e+074.841141e+06POLYGON ((-104.99843 39.83601, -104.98945 39.8...
34542729.0-1.168837e+074.841141e+06-1.168737e+074.840141e+06POLYGON ((-104.99843 39.82912, -104.98945 39.8...
34552730.0-1.168837e+074.840141e+06-1.168737e+074.839141e+06POLYGON ((-104.99843 39.82222, -104.98945 39.8...
34562731.0-1.168837e+074.839141e+06-1.168737e+074.838141e+06POLYGON ((-104.99843 39.81532, -104.98945 39.8...
34572732.0-1.168837e+074.838141e+06-1.168737e+074.837141e+06POLYGON ((-104.99843 39.80842, -104.98945 39.8...
\n", + "

3458 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " id left top right bottom \\\n", + "0 2733.0 -1.168837e+07 4.837141e+06 -1.168737e+07 4.836141e+06 \n", + "1 2734.0 -1.168837e+07 4.836141e+06 -1.168737e+07 4.835141e+06 \n", + "2 2735.0 -1.168837e+07 4.835141e+06 -1.168737e+07 4.834141e+06 \n", + "3 2720.0 -1.168837e+07 4.850141e+06 -1.168737e+07 4.849141e+06 \n", + "4 2721.0 -1.168837e+07 4.849141e+06 -1.168737e+07 4.848141e+06 \n", + "... ... ... ... ... ... \n", + "3453 2728.0 -1.168837e+07 4.842141e+06 -1.168737e+07 4.841141e+06 \n", + "3454 2729.0 -1.168837e+07 4.841141e+06 -1.168737e+07 4.840141e+06 \n", + "3455 2730.0 -1.168837e+07 4.840141e+06 -1.168737e+07 4.839141e+06 \n", + "3456 2731.0 -1.168837e+07 4.839141e+06 -1.168737e+07 4.838141e+06 \n", + "3457 2732.0 -1.168837e+07 4.838141e+06 -1.168737e+07 4.837141e+06 \n", + "\n", + " geometry \n", + "0 POLYGON ((-104.99843 39.80152, -104.98945 39.8... \n", + "1 POLYGON ((-104.99843 39.79461, -104.98945 39.7... \n", + "2 POLYGON ((-104.99843 39.78771, -104.98945 39.7... \n", + "3 POLYGON ((-104.99843 39.89118, -104.98945 39.8... \n", + "4 POLYGON ((-104.99843 39.88428, -104.98945 39.8... \n", + "... ... \n", + "3453 POLYGON ((-104.99843 39.83601, -104.98945 39.8... \n", + "3454 POLYGON ((-104.99843 39.82912, -104.98945 39.8... \n", + "3455 POLYGON ((-104.99843 39.82222, -104.98945 39.8... \n", + "3456 POLYGON ((-104.99843 39.81532, -104.98945 39.8... \n", + "3457 POLYGON ((-104.99843 39.80842, -104.98945 39.8... \n", + "\n", + "[3458 rows x 6 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "denver_pixels" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "849f2d66", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "denver_pixels.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "3fbecc09", + "metadata": {}, + "source": [ + "## Prepping dataframes for plotting" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "767957f4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 POINT (-107.8805606 37.276007)\n", + "1 POINT (-107.8664569 37.2708361)\n", + "2 POINT (-107.8810375 37.2741646)\n", + "3 POINT (-107.8805793 37.2759903)\n", + "4 POINT (-107.8812319 37.2741806)\n", + " ... \n", + "61491 POINT (-106.3822104003052 39.64329193202236)\n", + "61492 POINT (-106.3828356765339 39.64318045024082)\n", + "61493 POINT (-106.3806151333298 39.64595539021802)\n", + "61494 POINT (-106.3824186718631 39.64325160537167)\n", + "61495 POINT (-106.3837965676944 39.64332162452388)\n", + "Length: 122992, dtype: object" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_start_end_points = trip_program_df.start_loc.append(trip_program_df.end_loc)\n", + "all_start_end_points" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "ee64aad6", + "metadata": {}, + "outputs": [], + "source": [ + "import shapely as shp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a34e74c4", + "metadata": {}, + "outputs": [], + "source": [ + "# I wanted to use shapely's from_geojson but it doesn't seem to be supported in this version\n", + "all_geo_start_end_points = gpd.GeoSeries(all_start_end_points.apply(lambda p: shp.geometry.Point(p['coordinates'])), crs=\"EPSG:4269\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "43a05b74", + "metadata": {}, + "outputs": [ + { + "data": { + "image/svg+xml": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "denver_boundary.geometry.iloc[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38429efb", + "metadata": {}, + "outputs": [], + "source": [ + "all_start_or_end_within = all_geo_start_end_points[all_geo_start_end_points.within(denver_boundary.geometry.iloc[0])]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "697b6374", + "metadata": {}, + "outputs": [], + "source": [ + "all_start_or_end_within = trip_program_df_gdf[trip_program_df_gdf.within(denver_boundary.geometry.iloc[0])]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "421ef413", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "28c53632", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax_arr = plt.subplots(nrows=1, ncols=2)\n", + "denver_boundary.plot(color=\"#E66D0A\", ax=ax_arr[0])\n", + "denver_boundary.plot(color=\"#E66D0A\", ax=ax_arr[1])\n", + "all_start_or_end_within.plot(ax=ax_arr[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "6f7e3891", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots (figsize = (15,15))\n", + "denver_boundary.plot(ax = ax, alpha = 0.7, color = \"white\", edgecolor='black')\n", + "all_start_or_end_within.plot(ax = ax, markersize=5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "31e655f8", + "metadata": {}, + "outputs": [], + "source": [ + "e_bike_trips = trip_program_df[trip_program_df.mode_confirm == 'pilot_ebike']; len(e_bike_trips)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "3240e1be", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "17348" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "e_bike_trips = trip_program_df_gdf[trip_program_df_gdf.mode_confirm == 'pilot_ebike']; len(e_bike_trips)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "6c21aa2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['pilot_ebike', 'shared_ride', 'walk', 'skateboard', 'drove_alone',\n", + " 'bike', 'bus', 'free_shuttle', 'bikeshare', nan, 'taxi', 'train',\n", + " 'scootershare'], dtype=object)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "trip_program_df_gdf['mode_confirm'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8434120d", + "metadata": {}, + "outputs": [], + "source": [ + "car_like_trips = trip_program_df.query('mode_confirm == \"drove_alone\" | mode_confirm == \"shared_ride\" | mode_confirm == \"taxi\"'); len(car_like_trips)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "7dcb3fc9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "30767" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "car_like_trips = trip_program_df_gdf.query('mode_confirm == \"drove_alone\" | mode_confirm == \"shared_ride\" | mode_confirm == \"taxi\"'); len(car_like_trips)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "79d64e18", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "34696" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "e_bike_start_end_points = e_bike_trips.start_loc.append(e_bike_trips.end_loc); len(e_bike_start_end_points)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2379a1e4", + "metadata": {}, + "outputs": [], + "source": [ + "e_bike_geo_start_end_points = gpd.GeoSeries(e_bike_start_end_points.apply(lambda p: shp.geometry.Point(p['coordinates'])), crs=\"EPSG:4269\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "02a0d8e5", + "metadata": {}, + "outputs": [], + "source": [ + "e_bike_start_or_end_within = e_bike_geo_start_end_points[e_bike_geo_start_end_points.within(denver_boundary.geometry.iloc[0])]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "5ffcc18f", + "metadata": {}, + "outputs": [], + "source": [ + "e_bike_start_or_end_within = e_bike_trips[e_bike_trips.within(denver_boundary.geometry.iloc[0])]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "176684f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "61534" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "car_like_start_end_points = car_like_trips.start_loc.append(car_like_trips.end_loc); len(car_like_start_end_points)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0c2beaec", + "metadata": {}, + "outputs": [], + "source": [ + "car_like_geo_start_end_points = gpd.GeoSeries(car_like_start_end_points.apply(lambda p: shp.geometry.Point(p['coordinates'])), crs=\"EPSG:4269\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d2e3bfa0", + "metadata": {}, + "outputs": [], + "source": [ + "car_like_start_or_end_within = car_like_geo_start_end_points[car_like_geo_start_end_points.within(denver_boundary.geometry.iloc[0])]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "76af9d23", + "metadata": {}, + "outputs": [], + "source": [ + "car_like_start_or_end_within = car_like_trips[car_like_trips.within(denver_boundary.geometry.iloc[0])]" + ] + }, + { + "cell_type": "markdown", + "id": "35af778d", + "metadata": {}, + "source": [ + "### General plotting of start/end points" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "955c9a4b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, figsize=(12,6), sharex=True, sharey=True)\n", + "denver_boundary.boundary.plot(ax=ax_arr[0])\n", + "all_start_or_end_within.plot(ax=ax_arr[0])\n", + "denver_boundary.boundary.plot(ax=ax_arr[1])\n", + "e_bike_start_or_end_within.plot(color=\"#28a745\", ax=ax_arr[1])\n", + "denver_boundary.boundary.plot(ax=ax_arr[2])\n", + "car_like_start_or_end_within.plot(color=\"#dc3545\", ax=ax_arr[2])" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "2c96ad04", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots (figsize = (15,15))\n", + "denver_boundary.plot(ax = ax, alpha = 0.7, color = \"white\", edgecolor='black')\n", + "e_bike_start_or_end_within.plot(ax = ax, color=\"#28a745\",markersize=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "a6c60a42", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots (figsize = (15,15))\n", + "denver_boundary.plot(ax = ax, alpha = 0.7, color = \"white\", edgecolor='black')\n", + "car_like_start_or_end_within.plot(ax = ax, color=\"#dc3545\",markersize=5)" + ] + }, + { + "cell_type": "markdown", + "id": "c94c8e01", + "metadata": {}, + "source": [ + "### Heatmap using folium\n", + "\n", + "Example from: https://stackoverflow.com/a/65756840/4040267" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "8fc4b2f5", + "metadata": {}, + "outputs": [], + "source": [ + "import folium\n", + "import folium.plugins as fpl" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "9a8ba433", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\geopandas\\array.py:524: ShapelyDeprecationWarning: The array interface is deprecated and will no longer work in Shapely 2.0. Convert the '.coords' to a numpy array instead.\n", + " return GeometryArray(vectorized.representative_point(self.data), crs=self.crs)\n" + ] + }, + { + "data": { + "text/plain": [ + "0 POINT (-104.96168 39.67707)\n", + "dtype: geometry" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "denver_boundary.representative_point()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "202e7761", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a135ae14", + "metadata": {}, + "outputs": [], + "source": [ + "all_start_or_end_within.apply(lambda p: [p.y, p.x])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c9db524d", + "metadata": {}, + "outputs": [], + "source": [ + "all_start_or_end_within.apply(lambda p: [p.y, p.x])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "29fa104d", + "metadata": {}, + "outputs": [], + "source": [ + "np.array([all_start_or_end_within.x, all_start_or_end_within.y])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb27f764", + "metadata": {}, + "outputs": [], + "source": [ + "map = folium.Map(\n", + " location=(39.67707, -104.96168),\n", + " zoom_start=11\n", + ")\n", + "fpl.HeatMap(all_start_or_end_within.apply(lambda p: [p.y, p.x])).add_to(map)\n", + "map" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7860e7a5", + "metadata": {}, + "outputs": [], + "source": [ + "import branca.element as bre" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b6dc5685", + "metadata": {}, + "outputs": [], + "source": [ + "all_map = folium.Map(\n", + " location=(39.67707, -104.96168),\n", + " zoom_start=11\n", + ")\n", + "fpl.HeatMap(all_start_or_end_within.apply(lambda p: [p.y, p.x])).add_to(all_map)\n", + "\n", + "e_bike_map = folium.Map(\n", + " location=(39.67707, -104.96168),\n", + " zoom_start=11\n", + ")\n", + "fpl.HeatMap(e_bike_start_or_end_within.apply(lambda p: [p.y, p.x])).add_to(e_bike_map)\n", + "\n", + "car_like_map = folium.Map(\n", + " location=(39.67707, -104.96168),\n", + " zoom_start=11\n", + ")\n", + "fpl.HeatMap(car_like_start_or_end_within.apply(lambda p: [p.y, p.x])).add_to(car_like_map)\n", + "\n", + "\n", + "fig = bre.Figure()\n", + "fig.add_subplot(1,3,1).add_child(all_map)\n", + "fig.add_subplot(1,3,2).add_child(e_bike_map)\n", + "fig.add_subplot(1,3,3).add_child(car_like_map)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bf4260fd", + "metadata": {}, + "outputs": [], + "source": [ + "#Import the Lib\n", + "from folium.plugins import HeatMap\n", + "\n", + "#Make the list of Lat an Lng\n", + "lat = data.latitude.tolist()\n", + "lng = data.longitude.tolist()\n", + "\n", + "#Create the Map\n", + "map = folium.Map(\n", + " location=[39.67707, -104.96168],\n", + " tiles='cartodbdark_matter',\n", + " zoom_start=11\n", + ")\n", + "HeatMap(list(zip(lat, lng))).add_to(map)\n", + "map" + ] + }, + { + "cell_type": "markdown", + "id": "c65af58f", + "metadata": {}, + "source": [ + "### Heatmap using geopandas\n", + "\n", + "Example from: https://gist.github.com/perrygeo/c426355e40037c452434" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "32b9bdcd", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy import ndimage" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "99a166ca", + "metadata": {}, + "outputs": [], + "source": [ + "denver_bounds_extent = (denver_boundary.bounds)[[\"minx\", \"maxx\", \"maxy\", \"miny\"]].values.tolist()[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "a7ee1792", + "metadata": {}, + "outputs": [], + "source": [ + "def heatmap(d, bins=(100,100), smoothing=1.3, cmap='viridis', ax=None, bounds=None):\n", + " heatmap, xedges, yedges = np.histogram2d(d.y, d.x, bins=bins)\n", + " if bounds is None:\n", + " extent = [yedges[0], yedges[-1], xedges[-1], xedges[0]]\n", + " print(extent)\n", + " else:\n", + " extent = bounds\n", + " print(extent)\n", + "\n", + " logheatmap = np.log(heatmap)\n", + " logheatmap[np.isneginf(logheatmap)] = 0\n", + " logheatmap = ndimage.filters.gaussian_filter(logheatmap, smoothing, mode='nearest')\n", + " # heatmap = ndimage.filters.gaussian_filter(heatmap, smoothing, mode='nearest')\n", + " \n", + " if ax is None:\n", + " plt.imshow(logheatmap, cmap=cmap, extent=extent)\n", + " plt.colorbar()\n", + " plt.gca().invert_yaxis()\n", + " plt.show()\n", + " else:\n", + " ax.imshow(logheatmap, cmap=cmap, extent=extent)\n", + " ax.invert_yaxis()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47f18e63", + "metadata": {}, + "outputs": [], + "source": [ + "heatmap(all_start_or_end_within)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2cad7c6f", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, sharex=True, sharey=True, figsize=(12,6))\n", + "denver_boundary.boundary.plot(ax=ax_arr[0])\n", + "heatmap(all_start_or_end_within, ax=ax_arr[0], bounds=denver_bounds_extent)\n", + "denver_boundary.boundary.plot(ax=ax_arr[1])\n", + "heatmap(e_bike_start_or_end_within, ax=ax_arr[1], bounds=denver_bounds_extent)\n", + "denver_boundary.boundary.plot(ax=ax_arr[2])\n", + "heatmap(car_like_start_or_end_within, ax=ax_arr[2], bounds=denver_bounds_extent)" + ] + }, + { + "cell_type": "markdown", + "id": "46107935", + "metadata": {}, + "source": [ + "### Using seaborn\n", + "\n", + "https://www.geeksforgeeks.org/kde-plot-visualization-with-pandas-and-seaborn/" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e9a90302", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "25abcf03", + "metadata": {}, + "outputs": [], + "source": [ + "ax = sns.kdeplot(x=all_start_or_end_within.x, y=all_start_or_end_within.y, color='g', shade=True)\n", + "denver_boundary.boundary.plot(ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5f06b25e", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, sharex=True, sharey=True, figsize=(12,6))\n", + "denver_boundary.boundary.plot(ax=ax_arr[0])\n", + "sns.kdeplot(x=all_start_or_end_within.x, y=all_start_or_end_within.y, ax=ax_arr[0], color='g', shade=True)\n", + "denver_boundary.boundary.plot(ax=ax_arr[1])\n", + "sns.kdeplot(x=e_bike_start_or_end_within.x, y=e_bike_start_or_end_within.y, ax=ax_arr[1], color='g', shade=True)\n", + "denver_boundary.boundary.plot(ax=ax_arr[2])\n", + "sns.kdeplot(x=car_like_start_or_end_within.x, y=car_like_start_or_end_within.y, ax=ax_arr[2], color='g', shade=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a7120791", + "metadata": {}, + "outputs": [], + "source": [ + "all_geo_start_end_points.head()" + ] + }, + { + "cell_type": "markdown", + "id": "47157c73", + "metadata": {}, + "source": [ + "### Plot all e-bike trajectories (note that this will take several hours)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "822c87bd", + "metadata": {}, + "outputs": [], + "source": [ + "def get_points_for_trip(user_id, trip_id):\n", + " ts = esta.TimeSeries.get_time_series(user_id)\n", + " return ts.get_data_df(\"analysis/recreated_location\",\n", + " time_query=esda.get_time_query_for_trip_like(\"analysis/confirmed_trip\", trip_id))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1f27160f", + "metadata": {}, + "outputs": [], + "source": [ + "# e_bike_all_trip_points = e_bike_trips.iloc[0:5].apply(lambda t: get_points_for_trip(t.user_id, t._id), axis=1)\n", + "e_bike_all_trip_points = e_bike_trips.apply(lambda t: get_points_for_trip(t.user_id, t._id), axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a69f86c9", + "metadata": {}, + "outputs": [], + "source": [ + "import functools" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d123936c", + "metadata": {}, + "outputs": [], + "source": [ + "e_bike_all_points = functools.reduce(lambda x, y: x.append(y), e_bike_all_trip_points)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "04b1aea9", + "metadata": {}, + "outputs": [], + "source": [ + "e_bike_all_points[\"loc\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "62d7a98b", + "metadata": {}, + "outputs": [], + "source": [ + "e_bike_all_points_gs = gpd.GeoSeries(e_bike_all_points[\"loc\"].apply(lambda p: shp.geometry.Point(p['coordinates'])), crs=\"EPSG:4269\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6e60644f", + "metadata": {}, + "outputs": [], + "source": [ + "e_bike_all_points_within = e_bike_all_points_gs[e_bike_all_points_gs.within(denver_boundary.geometry.iloc[0])]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f9591399", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax_arr = plt.subplots(nrows=1, ncols=1, figsize=(24,12))\n", + "# durham_boundary.plot(color=\"#E66D0A\", ax=ax_arr[0])\n", + "denver_boundary.boundary.plot(ax=ax_arr)\n", + "e_bike_all_points_within.plot(ax=ax_arr, markersize=1)" + ] + }, + { + "cell_type": "markdown", + "id": "c41e816e", + "metadata": {}, + "source": [ + "### Final, most complicated version using pixels, and computing the ratio of e-bike to car_like trips" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c98119eb", + "metadata": {}, + "outputs": [], + "source": [ + "# First, let's just make a dataframe with the three different counts: total, e-bike, car-like, for each polygon\n", + "def get_counts(pixel_polygon):\n", + " all_trip_count = np.count_nonzero(all_geo_start_end_points.within(pixel_polygon))\n", + " e_bike_trip_count = np.count_nonzero(e_bike_geo_start_end_points.within(pixel_polygon))\n", + " car_like_trip_count = np.count_nonzero(car_like_geo_start_end_points.within(pixel_polygon))\n", + " return pd.Series([all_trip_count, e_bike_trip_count, car_like_trip_count])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "d7a718fb", + "metadata": {}, + "outputs": [], + "source": [ + "# First, let's just make a dataframe with the three different counts: total, e-bike, car-like, for each polygon\n", + "def get_counts(pixel_polygon):\n", + " all_trip_count = np.count_nonzero(all_start_or_end_within.within(pixel_polygon))\n", + " e_bike_trip_count = np.count_nonzero(e_bike_start_or_end_within.within(pixel_polygon))\n", + " car_like_trip_count = np.count_nonzero(car_like_start_or_end_within.within(pixel_polygon))\n", + " return pd.Series([all_trip_count, e_bike_trip_count, car_like_trip_count])" + ] + }, + { + "cell_type": "markdown", + "id": "92711796", + "metadata": {}, + "source": [ + "#### Test with a small dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3191d93b", + "metadata": {}, + "outputs": [], + "source": [ + "test_pixels = denver_pixels.head(n=50).copy()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b1af5275", + "metadata": {}, + "outputs": [], + "source": [ + "test_pixels" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f9245244", + "metadata": {}, + "outputs": [], + "source": [ + "test_pixels[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = test_pixels.geometry.apply(lambda pp: get_counts(pp))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b0b65751", + "metadata": {}, + "outputs": [], + "source": [ + "test_pixels.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "11c68030", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax_arr = plt.subplots(nrows=3, ncols=1, figsize=(12,6), sharex=True, sharey=True)\n", + "test_pixels.plot(column=\"all_trip_count\", legend=True, ax=ax_arr[0])\n", + "test_pixels.plot(column=\"e_bike_trip_count\", legend=True, ax=ax_arr[1])\n", + "test_pixels.plot(column=\"car_like_trip_count\", legend=True, ax=ax_arr[2])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e49b9e04", + "metadata": {}, + "outputs": [], + "source": [ + "test_pixels[\"e_bike_2_car_like\"] = test_pixels.e_bike_trip_count / test_pixels.car_like_trip_count" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "434466c1", + "metadata": {}, + "outputs": [], + "source": [ + "test_pixels.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e5aeb173", + "metadata": {}, + "outputs": [], + "source": [ + "test_pixels.e_bike_2_car_like.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0c572d23", + "metadata": {}, + "outputs": [], + "source": [ + "ax = denver_boundary.boundary.plot()\n", + "test_pixels.plot(column=\"e_bike_2_car_like\", ax=ax, legend=True)" + ] + }, + { + "cell_type": "markdown", + "id": "cf3b9e3e", + "metadata": {}, + "source": [ + "### And now for the final version" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "fd0d9494", + "metadata": {}, + "outputs": [], + "source": [ + "denver_pixels_all = denver_pixels.copy()\n", + "denver_pixels_all[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = denver_pixels_all.geometry.apply(lambda pp: get_counts(pp))" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "1c5840d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idlefttoprightbottomgeometryall_trip_counte_bike_trip_countcar_like_trip_count
02733.0-1.168837e+074.837141e+06-1.168737e+074.836141e+06POLYGON ((-104.99843 39.80152, -104.98945 39.8...000
12734.0-1.168837e+074.836141e+06-1.168737e+074.835141e+06POLYGON ((-104.99843 39.79461, -104.98945 39.7...000
22735.0-1.168837e+074.835141e+06-1.168737e+074.834141e+06POLYGON ((-104.99843 39.78771, -104.98945 39.7...000
32720.0-1.168837e+074.850141e+06-1.168737e+074.849141e+06POLYGON ((-104.99843 39.89118, -104.98945 39.8...17113
42721.0-1.168837e+074.849141e+06-1.168737e+074.848141e+06POLYGON ((-104.99843 39.88428, -104.98945 39.8...000
..............................
34532728.0-1.168837e+074.842141e+06-1.168737e+074.841141e+06POLYGON ((-104.99843 39.83601, -104.98945 39.8...000
34542729.0-1.168837e+074.841141e+06-1.168737e+074.840141e+06POLYGON ((-104.99843 39.82912, -104.98945 39.8...202
34552730.0-1.168837e+074.840141e+06-1.168737e+074.839141e+06POLYGON ((-104.99843 39.82222, -104.98945 39.8...000
34562731.0-1.168837e+074.839141e+06-1.168737e+074.838141e+06POLYGON ((-104.99843 39.81532, -104.98945 39.8...000
34572732.0-1.168837e+074.838141e+06-1.168737e+074.837141e+06POLYGON ((-104.99843 39.80842, -104.98945 39.8...000
\n", + "

3458 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " id left top right bottom \\\n", + "0 2733.0 -1.168837e+07 4.837141e+06 -1.168737e+07 4.836141e+06 \n", + "1 2734.0 -1.168837e+07 4.836141e+06 -1.168737e+07 4.835141e+06 \n", + "2 2735.0 -1.168837e+07 4.835141e+06 -1.168737e+07 4.834141e+06 \n", + "3 2720.0 -1.168837e+07 4.850141e+06 -1.168737e+07 4.849141e+06 \n", + "4 2721.0 -1.168837e+07 4.849141e+06 -1.168737e+07 4.848141e+06 \n", + "... ... ... ... ... ... \n", + "3453 2728.0 -1.168837e+07 4.842141e+06 -1.168737e+07 4.841141e+06 \n", + "3454 2729.0 -1.168837e+07 4.841141e+06 -1.168737e+07 4.840141e+06 \n", + "3455 2730.0 -1.168837e+07 4.840141e+06 -1.168737e+07 4.839141e+06 \n", + "3456 2731.0 -1.168837e+07 4.839141e+06 -1.168737e+07 4.838141e+06 \n", + "3457 2732.0 -1.168837e+07 4.838141e+06 -1.168737e+07 4.837141e+06 \n", + "\n", + " geometry all_trip_count \\\n", + "0 POLYGON ((-104.99843 39.80152, -104.98945 39.8... 0 \n", + "1 POLYGON ((-104.99843 39.79461, -104.98945 39.7... 0 \n", + "2 POLYGON ((-104.99843 39.78771, -104.98945 39.7... 0 \n", + "3 POLYGON ((-104.99843 39.89118, -104.98945 39.8... 17 \n", + "4 POLYGON ((-104.99843 39.88428, -104.98945 39.8... 0 \n", + "... ... ... \n", + "3453 POLYGON ((-104.99843 39.83601, -104.98945 39.8... 0 \n", + "3454 POLYGON ((-104.99843 39.82912, -104.98945 39.8... 2 \n", + "3455 POLYGON ((-104.99843 39.82222, -104.98945 39.8... 0 \n", + "3456 POLYGON ((-104.99843 39.81532, -104.98945 39.8... 0 \n", + "3457 POLYGON ((-104.99843 39.80842, -104.98945 39.8... 0 \n", + "\n", + " e_bike_trip_count car_like_trip_count \n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 11 3 \n", + "4 0 0 \n", + "... ... ... \n", + "3453 0 0 \n", + "3454 0 2 \n", + "3455 0 0 \n", + "3456 0 0 \n", + "3457 0 0 \n", + "\n", + "[3458 rows x 9 columns]" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "denver_pixels_all" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "031da00b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, figsize=(12,6), sharex=True, sharey=True)\n", + "denver_pixels_all.plot(column=\"all_trip_count\", ax=ax_arr[0], cmap=\"YlOrRd\")\n", + "denver_pixels_all.plot(column=\"e_bike_trip_count\", ax=ax_arr[1], cmap=\"YlOrRd\")\n", + "denver_pixels_all.plot(column=\"car_like_trip_count\", ax=ax_arr[2], cmap=\"YlOrRd\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "b7252e37", + "metadata": {}, + "outputs": [], + "source": [ + "denver_pixels_all[\"e_bike_2_car_like\"] = denver_pixels_all.e_bike_trip_count / denver_pixels_all.car_like_trip_count" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "ad07357b", + "metadata": {}, + "outputs": [], + "source": [ + "denver_pixels_all.replace(np.inf, denver_pixels_all.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "e7358dde", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idlefttoprightbottomgeometryall_trip_counte_bike_trip_countcar_like_trip_counte_bike_2_car_like
\n", + "
" + ], + "text/plain": [ + "Empty GeoDataFrame\n", + "Columns: [id, left, top, right, bottom, geometry, all_trip_count, e_bike_trip_count, car_like_trip_count, e_bike_2_car_like]\n", + "Index: []" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "denver_pixels_all[denver_pixels_all.e_bike_2_car_like > 5]" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "979f7018", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idlefttoprightbottomgeometryall_trip_counte_bike_trip_countcar_like_trip_counte_bike_2_car_like
02733.0-1.168837e+074.837141e+06-1.168737e+074.836141e+06POLYGON ((-104.99843 39.80152, -104.98945 39.8...000NaN
12734.0-1.168837e+074.836141e+06-1.168737e+074.835141e+06POLYGON ((-104.99843 39.79461, -104.98945 39.7...000NaN
22735.0-1.168837e+074.835141e+06-1.168737e+074.834141e+06POLYGON ((-104.99843 39.78771, -104.98945 39.7...000NaN
32720.0-1.168837e+074.850141e+06-1.168737e+074.849141e+06POLYGON ((-104.99843 39.89118, -104.98945 39.8...171133.666667
42721.0-1.168837e+074.849141e+06-1.168737e+074.848141e+06POLYGON ((-104.99843 39.88428, -104.98945 39.8...000NaN
.................................
34532728.0-1.168837e+074.842141e+06-1.168737e+074.841141e+06POLYGON ((-104.99843 39.83601, -104.98945 39.8...000NaN
34542729.0-1.168837e+074.841141e+06-1.168737e+074.840141e+06POLYGON ((-104.99843 39.82912, -104.98945 39.8...2020.000000
34552730.0-1.168837e+074.840141e+06-1.168737e+074.839141e+06POLYGON ((-104.99843 39.82222, -104.98945 39.8...000NaN
34562731.0-1.168837e+074.839141e+06-1.168737e+074.838141e+06POLYGON ((-104.99843 39.81532, -104.98945 39.8...000NaN
34572732.0-1.168837e+074.838141e+06-1.168737e+074.837141e+06POLYGON ((-104.99843 39.80842, -104.98945 39.8...000NaN
\n", + "

3458 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " id left top right bottom \\\n", + "0 2733.0 -1.168837e+07 4.837141e+06 -1.168737e+07 4.836141e+06 \n", + "1 2734.0 -1.168837e+07 4.836141e+06 -1.168737e+07 4.835141e+06 \n", + "2 2735.0 -1.168837e+07 4.835141e+06 -1.168737e+07 4.834141e+06 \n", + "3 2720.0 -1.168837e+07 4.850141e+06 -1.168737e+07 4.849141e+06 \n", + "4 2721.0 -1.168837e+07 4.849141e+06 -1.168737e+07 4.848141e+06 \n", + "... ... ... ... ... ... \n", + "3453 2728.0 -1.168837e+07 4.842141e+06 -1.168737e+07 4.841141e+06 \n", + "3454 2729.0 -1.168837e+07 4.841141e+06 -1.168737e+07 4.840141e+06 \n", + "3455 2730.0 -1.168837e+07 4.840141e+06 -1.168737e+07 4.839141e+06 \n", + "3456 2731.0 -1.168837e+07 4.839141e+06 -1.168737e+07 4.838141e+06 \n", + "3457 2732.0 -1.168837e+07 4.838141e+06 -1.168737e+07 4.837141e+06 \n", + "\n", + " geometry all_trip_count \\\n", + "0 POLYGON ((-104.99843 39.80152, -104.98945 39.8... 0 \n", + "1 POLYGON ((-104.99843 39.79461, -104.98945 39.7... 0 \n", + "2 POLYGON ((-104.99843 39.78771, -104.98945 39.7... 0 \n", + "3 POLYGON ((-104.99843 39.89118, -104.98945 39.8... 17 \n", + "4 POLYGON ((-104.99843 39.88428, -104.98945 39.8... 0 \n", + "... ... ... \n", + "3453 POLYGON ((-104.99843 39.83601, -104.98945 39.8... 0 \n", + "3454 POLYGON ((-104.99843 39.82912, -104.98945 39.8... 2 \n", + "3455 POLYGON ((-104.99843 39.82222, -104.98945 39.8... 0 \n", + "3456 POLYGON ((-104.99843 39.81532, -104.98945 39.8... 0 \n", + "3457 POLYGON ((-104.99843 39.80842, -104.98945 39.8... 0 \n", + "\n", + " e_bike_trip_count car_like_trip_count e_bike_2_car_like \n", + "0 0 0 NaN \n", + "1 0 0 NaN \n", + "2 0 0 NaN \n", + "3 11 3 3.666667 \n", + "4 0 0 NaN \n", + "... ... ... ... \n", + "3453 0 0 NaN \n", + "3454 0 2 0.000000 \n", + "3455 0 0 NaN \n", + "3456 0 0 NaN \n", + "3457 0 0 NaN \n", + "\n", + "[3458 rows x 10 columns]" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "denver_pixels_all" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "96a9b598", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = denver_boundary.boundary.plot()\n", + "denver_pixels_all.plot(column=\"e_bike_2_car_like\", ax=ax, cmap=\"YlGn\", legend=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "7442c485", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "denver_pixels_all.e_bike_2_car_like.dropna().plot(kind=\"hist\", bins=35)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "681cda62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(85, 21)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.count_nonzero(denver_pixels_all.e_bike_2_car_like < 0.5), np.count_nonzero(denver_pixels_all.e_bike_2_car_like >= 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "efed6fd5", + "metadata": {}, + "outputs": [], + "source": [ + "108 * 100 / 658" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "d234c787", + "metadata": {}, + "outputs": [], + "source": [ + "denver_pixels_all[\"e_bike_better\"] = pd.Categorical(denver_pixels_all.e_bike_2_car_like >= 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "34e87c2f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = denver_boundary.boundary.plot()\n", + "denver_pixels_all.dropna(axis='rows', how='any').plot(column = \"e_bike_better\", ax = ax, legend=True, legend_kwds={\"loc\": \"lower left\"}, categorical=True, cmap=\"Paired\", figsize=(12,6))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "a72ab0a8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "denver_pixels_all.dropna().groupby(\"e_bike_better\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bikes are used more often than driving\")" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "ba892372", + "metadata": {}, + "outputs": [], + "source": [ + "denver_pixels_all[\"e_bike_gt_50_pct\"] = pd.Categorical(denver_pixels_all.e_bike_2_car_like >= 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "568ebcac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "denver_pixels_all.dropna().groupby(\"e_bike_gt_50_pct\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bike trips are least 50% of driving trips\")" + ] + }, + { + "cell_type": "markdown", + "id": "47c9e769", + "metadata": {}, + "source": [ + "## Another complex check - does this differ across programs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c562827c", + "metadata": {}, + "outputs": [], + "source": [ + "def get_endpoints_within(trip_df):\n", + " start_end_points = trip_df.start_loc.append(trip_df.end_loc)\n", + " geo_start_end_points = gpd.GeoSeries(start_end_points.apply(lambda p: shp.geometry.Point(p['coordinates'])), crs=\"EPSG:4269\")\n", + " start_or_end_within = geo_start_end_points[geo_start_end_points.within(denver_boundary.geometry.iloc[0])]\n", + " return start_or_end_within" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d263f5a2", + "metadata": {}, + "outputs": [], + "source": [ + "def get_all_e_bike_car_like(trip_df):\n", + " return {\"all\": get_endpoints_within(trip_df),\n", + " \"e_bike\": get_endpoints_within(trip_df.query('mode_confirm == \"pilot_ebike\"')),\n", + " \"car_like\": get_endpoints_within(trip_df.query('mode_confirm == \"drove_alone\" | mode_confirm == \"shared_ride\" | mode_confirm == \"taxi\"'))\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "add35445", + "metadata": {}, + "outputs": [], + "source": [ + "sc_trips_split = get_all_e_bike_car_like(trip_program_df.query(\"program == 'sc'\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a3c6a8b0", + "metadata": {}, + "outputs": [], + "source": [ + "prepilot_trips_split = get_all_e_bike_car_like(trip_program_df.query(\"program == 'prepilot'\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7dfe9909", + "metadata": {}, + "outputs": [], + "source": [ + "def get_kde_plots(trips_split):\n", + " fig, ax_arr = plt.subplots(nrows=1, ncols=3, sharex=True, sharey=True, figsize=(12,6))\n", + " denver_boundary.boundary.plot(ax=ax_arr[0])\n", + " sns.kdeplot(x=trips_split[\"all\"].x, y=trips_split[\"all\"].y, ax=ax_arr[0], color='g', shade=True)\n", + " denver_boundary.boundary.plot(ax=ax_arr[1])\n", + " sns.kdeplot(x=trips_split[\"e_bike\"].x, y=trips_split[\"e_bike\"].y, ax=ax_arr[1], color='g', shade=True)\n", + " denver_boundary.boundary.plot(ax=ax_arr[2])\n", + " sns.kdeplot(x=trips_split[\"car_like\"].x, y=trips_split[\"car_like\"].y, ax=ax_arr[2], color='g', shade=True)\n", + " # return fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eae7713b", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "get_kde_plots(sc_trips_split)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d13244f5", + "metadata": {}, + "outputs": [], + "source": [ + "get_kde_plots(prepilot_trips_split)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c930a85b", + "metadata": {}, + "outputs": [], + "source": [ + "def get_scatter_plots(trips_split):\n", + " fig, ax_arr = plt.subplots(nrows=1, ncols=3, sharex=True, sharey=True, figsize=(12,6))\n", + " denver_boundary.boundary.plot(ax=ax_arr[0])\n", + " trips_split[\"all\"].plot(ax=ax_arr[0])\n", + " ax_arr[0].set_title(\"all trips\")\n", + " denver_boundary.boundary.plot(ax=ax_arr[1])\n", + " trips_split[\"e_bike\"].plot(color=\"#28a745\", ax=ax_arr[1])\n", + " ax_arr[1].set_title(\"e-bike trips\")\n", + " denver_boundary.boundary.plot(ax=ax_arr[2])\n", + " trips_split[\"car_like\"].plot(color=\"#dc3545\", ax=ax_arr[2])\n", + " ax_arr[2].set_title(\"car trips\")\n", + " # return fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47a45243", + "metadata": {}, + "outputs": [], + "source": [ + "get_scatter_plots(sc_trips_split)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f960a2c5", + "metadata": {}, + "outputs": [], + "source": [ + "get_scatter_plots(prepilot_trips_split)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "27ff266b", + "metadata": {}, + "outputs": [], + "source": [ + "# First, let's just make a dataframe with the three different counts: total, e-bike, car-like, for each polygon\n", + "def get_counts_trips_split(trips_split, pixel_polygon):\n", + " all_trip_count = np.count_nonzero(trips_split[\"all\"].within(pixel_polygon))\n", + " e_bike_trip_count = np.count_nonzero(trips_split[\"e_bike\"].within(pixel_polygon))\n", + " car_like_trip_count = np.count_nonzero(trips_split[\"car_like\"].within(pixel_polygon))\n", + " return pd.Series([all_trip_count, e_bike_trip_count, car_like_trip_count])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3acaaa28", + "metadata": {}, + "outputs": [], + "source": [ + "def get_pixel_stats(trips_split):\n", + " curr_pixel_stats = denver_pixels.copy()\n", + " curr_pixel_stats[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = curr_pixel_stats.geometry.apply(lambda pp: get_counts_trips_split(trips_split, pp))\n", + " curr_pixel_stats[\"e_bike_2_car_like\"] = curr_pixel_stats.e_bike_trip_count / curr_pixel_stats.car_like_trip_count\n", + " curr_pixel_stats[\"e_bike_better\"] = pd.Categorical(curr_pixel_stats.e_bike_2_car_like >= 1)\n", + " curr_pixel_stats[\"e_bike_gt_50_pct\"] = pd.Categorical(curr_pixel_stats.e_bike_2_car_like >= 0.5)\n", + " return curr_pixel_stats" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0c3fcf78", + "metadata": {}, + "outputs": [], + "source": [ + "sc_pixel_stats = get_pixel_stats(sc_trips_split)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "89e0e788", + "metadata": {}, + "outputs": [], + "source": [ + "def show_pixel_stats(pixel_stats):\n", + " fig, ax_arr = plt.subplots(nrows=1, ncols=2)\n", + " denver_boundary.boundary.plot(ax=ax_arr[0])\n", + " pixel_stats.dropna(axis='rows', how='any').plot(column = \"e_bike_better\", ax = ax_arr[0], legend=True, legend_kwds={\"loc\": \"lower left\"}, categorical=True, cmap=\"Paired\", figsize=(12,6))\n", + " denver_boundary.boundary.plot(ax=ax_arr[1])\n", + " pixel_stats.dropna(axis='rows', how='any').plot(column = \"e_bike_gt_50_pct\", ax = ax_arr[1], legend=True, legend_kwds={\"loc\": \"lower left\"}, categorical=True, cmap=\"Paired\", figsize=(12,6)) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8ad023d1", + "metadata": {}, + "outputs": [], + "source": [ + "show_pixel_stats(sc_pixel_stats)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ed37c19c", + "metadata": {}, + "outputs": [], + "source": [ + "def show_pixel_percents(pixel_stats):\n", + " fig, ax_arr = plt.subplots(nrows=1, ncols=2, sharex=True, sharey=True, figsize=(10,5))\n", + " pixel_stats.dropna().groupby(\"e_bike_better\").count().id.plot(kind=\"pie\", ax=ax_arr[0], autopct='%.1f', title=\"e-bikes are used more often than driving\")\n", + " pixel_stats.dropna().groupby(\"e_bike_gt_50_pct\").count().id.plot(kind=\"pie\", ax=ax_arr[1], autopct='%.1f', title=\"e-bike trips are least 50% of driving trips\")\n", + " ax_arr[0].set_ylabel(\"% of pixels\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1b0be9e8", + "metadata": {}, + "outputs": [], + "source": [ + "show_pixel_percents(sc_pixel_stats)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f2185bfa", + "metadata": {}, + "outputs": [], + "source": [ + "prepilot_pixel_stats = get_pixel_stats(prepilot_trips_split)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "75da5270", + "metadata": {}, + "outputs": [], + "source": [ + "show_pixel_stats(prepilot_pixel_stats)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5890896f", + "metadata": {}, + "outputs": [], + "source": [ + "show_pixel_percents(prepilot_pixel_stats)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ba349515", + "metadata": {}, + "outputs": [], + "source": [ + "other_programs_split = get_all_e_bike_car_like(trip_program_df.query('program != \"sc\" & program != \"prepilot\" & program != \"stage\"'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "db276ba6", + "metadata": {}, + "outputs": [], + "source": [ + "get_scatter_plots(other_programs_split)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "239c06ee", + "metadata": {}, + "outputs": [], + "source": [ + "other_programs_pixel_stats = get_pixel_stats(other_programs_split)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d4cfaa40", + "metadata": {}, + "outputs": [], + "source": [ + "show_pixel_stats(other_programs_pixel_stats)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a8bc2b76", + "metadata": {}, + "outputs": [], + "source": [ + "show_pixel_percents(other_programs_pixel_stats)" + ] + }, + { + "cell_type": "markdown", + "id": "4f7bed9b", + "metadata": {}, + "source": [ + "## Experimenting with whether we can associate other fields with the start_end_loc points" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2c592371", + "metadata": {}, + "outputs": [], + "source": [ + "start_loc_df = trip_program_df[[\"program\", \"mode_confirm\", \"start_loc\"]].copy()\n", + "start_loc_df[\"type\"] = [\"start\"] * len(start_loc_df)\n", + "start_loc_df.rename(columns = {\"start_loc\": \"location\"}, inplace=True)\n", + "start_loc_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f170fa3", + "metadata": {}, + "outputs": [], + "source": [ + "end_loc_df = trip_program_df[[\"program\", \"mode_confirm\", \"end_loc\"]].copy()\n", + "end_loc_df[\"type\"] = [\"end\"] * len(end_loc_df)\n", + "end_loc_df.rename(columns = {\"end_loc\": \"location\"}, inplace=True)\n", + "end_loc_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "032f2aa1", + "metadata": {}, + "outputs": [], + "source": [ + "loc_program_df = gpd.GeoDataFrame(start_loc_df.append(end_loc_df))\n", + "loc_program_geodf = loc_program_df.set_geometry(loc_program_df['location'].apply(lambda p: shp.geometry.Point(p['coordinates'])), crs=\"EPSG:4269\")\n", + "loc_program_geodf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2f2f4731", + "metadata": {}, + "outputs": [], + "source": [ + "program_endpoints_within = loc_program_geodf[loc_program_geodf.within(denver_boundary.geometry.iloc[0])]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5df9eeb1", + "metadata": {}, + "outputs": [], + "source": [ + "program_endpoints_within.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "57634730", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, sharex=True, sharey=True, figsize=(12,6))\n", + "denver_boundary.boundary.plot(ax=ax_arr[0])\n", + "program_endpoints_within.plot(column=\"program\", cmap=\"tab10\", ax=ax_arr[0])\n", + "denver_boundary.boundary.plot(ax=ax_arr[1])\n", + "program_endpoints_within.query('mode_confirm == \"pilot_ebike\"').plot(column=\"program\", cmap=\"tab10\", ax=ax_arr[1])\n", + "denver_boundary.boundary.plot(ax=ax_arr[2])\n", + "program_endpoints_within.query('mode_confirm == \"drove_alone\" | mode_confirm == \"shared_ride\" | mode_confirm == \"taxi\"').plot(column=\"program\", cmap=\"tab10\", ax=ax_arr[2])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c0699e03", + "metadata": {}, + "outputs": [], + "source": [ + "other_programs_endpoints_within_query = program_endpoints_within.query('program != \"sc\" & program != \"prepilot\" & program != \"stage\"')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3af682b7", + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax_arr = plt.subplots(nrows=1, ncols=5, sharex=True, sharey=True, figsize=(20,10))\n", + "denver_boundary.boundary.plot(ax=ax_arr[0])\n", + "other_programs_endpoints_within_query.plot(column=\"program\", cmap=\"tab10\", categories=other_programs_endpoints_within_query.program.unique(), ax=ax_arr[0], legend=True, legend_kwds={\"loc\": \"lower left\"})\n", + "ax_arr[0].set_title(\"all\")\n", + "denver_boundary.boundary.plot(ax=ax_arr[1])\n", + "other_programs_endpoints_within_query.query('mode_confirm == \"pilot_ebike\"').plot(column=\"program\", cmap=\"tab10\", categories=other_programs_endpoints_within_query.program.unique(), ax=ax_arr[1], legend=True, legend_kwds={\"loc\": \"lower left\"})\n", + "ax_arr[1].set_title(\"e-bike\")\n", + "denver_boundary.boundary.plot(ax=ax_arr[2])\n", + "other_programs_endpoints_within_query.query('mode_confirm == \"drove_alone\"').plot(column=\"program\", cmap=\"tab10\", categories=other_programs_endpoints_within_query.program.unique(), ax=ax_arr[2], legend=True, legend_kwds={\"loc\": \"lower left\"})\n", + "ax_arr[2].set_title(\"drove_alone\")\n", + "denver_boundary.boundary.plot(ax=ax_arr[3])\n", + "other_programs_endpoints_within_query.query('mode_confirm == \"shared_ride\"').plot(column=\"program\", cmap=\"tab10\", categories=other_programs_endpoints_within_query.program.unique(), ax=ax_arr[3], legend=True, legend_kwds={\"loc\": \"lower left\"})\n", + "ax_arr[3].set_title(\"shared_ride\")\n", + "denver_boundary.boundary.plot(ax=ax_arr[4])\n", + "other_programs_endpoints_within_query.query('mode_confirm == \"taxi\"').plot(column=\"program\", cmap=\"tab10\", categories=other_programs_endpoints_within_query.program.unique(), ax=ax_arr[4], legend=True, legend_kwds={\"loc\": \"lower left\"})\n", + "ax_arr[4].set_title(\"taxi\")\n", + "# ax_arr[0].legend([\"denver\"] + other_programs_endpoints_within_query.program.unique().tolist(), loc=\"lower left\", bbox_to_anchor=(0.5, 0.5))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "99227243", + "metadata": {}, + "outputs": [], + "source": [ + "program_endpoints_within.to_file(\"ceo_results/program_endpoints_within_denver\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0ceaa2ad", + "metadata": {}, + "outputs": [], + "source": [ + "program_endpoints_within.to_csv(\"ceo_results/program_endpoints_within_denver.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "60eadb3a", + "metadata": {}, + "outputs": [], + "source": [ + "sc_pixel_stats_to_export = sc_pixel_stats.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d2d96a1f", + "metadata": {}, + "outputs": [], + "source": [ + "sc_pixel_stats_to_export = sc_pixel_stats_to_export.astype({\"e_bike_better\": bool, \"e_bike_gt_50_pct\": bool})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "21f2d99c", + "metadata": {}, + "outputs": [], + "source": [ + "sc_pixel_stats_to_export.to_file(\"ceo_results/sc_pixel_stats\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f71e2691", + "metadata": {}, + "outputs": [], + "source": [ + "prepilot_pixel_stats_to_export = prepilot_pixel_stats.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fb659b2c", + "metadata": {}, + "outputs": [], + "source": [ + "prepilot_pixel_stats_to_export = prepilot_pixel_stats_to_export.astype({\"e_bike_better\": bool, \"e_bike_gt_50_pct\": bool})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fa51bf39", + "metadata": {}, + "outputs": [], + "source": [ + "prepilot_pixel_stats_to_export.to_file(\"ceo_results/prepilot_pixel_stats\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "612a31a7", + "metadata": {}, + "outputs": [], + "source": [ + "sc_pixel_stats.to_csv(\"ceo_results/sc_pixel_stats.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "815d2bb2", + "metadata": {}, + "outputs": [], + "source": [ + "prepilot_pixel_stats.to_csv(\"ceo_results/prepilot_pixel_stats.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3ff2b62", + "metadata": {}, + "outputs": [], + "source": [ + "other_programs_pixel_stats_to_export = other_programs_pixel_stats.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "90943b1c", + "metadata": {}, + "outputs": [], + "source": [ + "other_programs_pixel_stats_to_export = other_programs_pixel_stats_to_export.astype({\"e_bike_better\": bool, \"e_bike_gt_50_pct\": bool})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "64f1d3a0", + "metadata": {}, + "outputs": [], + "source": [ + "other_programs_pixel_stats_to_export.to_file(\"ceo_results/other_programs_pixel_stats\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f5683fbc", + "metadata": {}, + "outputs": [], + "source": [ + "other_programs_pixel_stats.to_csv(\"ceo_results/other_programs_pixel_stats.csv\")" + ] + }, + { + "cell_type": "markdown", + "id": "476001be", + "metadata": {}, + "source": [ + "# Cemal analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "b04b786b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "boulder_boundary = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\boulder.shp\")\n", + "boulder_boundary.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "7bbb92ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "durango_boundary = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\durango.shp\")\n", + "durango_boundary.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "d857440d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fort_collins_boundary = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\fort_collins.shp\")\n", + "fort_collins_boundary.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "1d1ad2a1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vail_boundary = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\vail.shp\")\n", + "vail_boundary.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "03e6896e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf4AAAGdCAYAAADzDxHRAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB0OUlEQVR4nO3deVxTV/o/8M+92QiEsMi+GHBBBcUNFyyKbd2oY50ujrWOYhf7s9TOVGfaqXac0lbFWuuonZG22rFSa+m3rbR0w61Cp6PUpdIirq0IiiwCskMSkvv7IxKJEEjCzQbP+/WKJPeenHtyTfLknHsWhuM4DoQQQgjpE1h7F4AQQgghtkOBnxBCCOlDKPATQgghfQgFfkIIIaQPocBPCCGE9CEU+AkhhJA+hAI/IYQQ0odQ4CeEEEL6EKG9C+BItFotrl+/Dnd3dzAMY+/iEEII6QU4jkN9fT2CgoLAsvavb1Pgb+f69esIDQ21dzEIIYT0QlevXkVISIi9i0GBvz13d3cAuv8cuVxu59IQQgjpDerq6hAaGqqPMfZGgb+dtuZ9uVxOgZ8QQgivHOUSsv0vNhBCCCHEZijwE0IIIX2IWYE/NTUV0dHR+qbw2NhYfPvtt/r9DQ0NWL58OUJCQiCVSjFs2DCkpqZ2mee+ffsQExMDT09PuLm5YdSoUfjggw8M0iQnJ4NhGINbQECAQRqO45CcnIygoCBIpVJMnToVBQUF5rw8QgghpNcz6xp/SEgINmzYgEGDBgEAdu/ejblz5+L06dOIiorCihUrcOTIEezZswdhYWE4cOAAkpKSEBQUhLlz53aap7e3N1566SUMHToUYrEYX331FR577DH4+flh5syZ+nRRUVE4dOiQ/rFAIDDIZ+PGjdi8eTPef/99REREYO3atZg+fTouXLjgMB0qCCGEELvjesjLy4vbuXMnx3EcFxUVxb366qsG+8eMGcP9/e9/NyvP0aNHGzzn5Zdf5kaOHGk0vVar5QICArgNGzbot7W0tHAeHh7c22+/bfJxa2trOQBcbW2tWeUlhBBCjHG02GLxNX6NRoP09HQ0NjYiNjYWABAXF4fMzEyUlJSA4zgcOXIEFy9eNKi5d/MjBIcPH8aFCxcwZcoUg32XLl1CUFAQwsPD8cgjj+Dy5cv6fYWFhSgrK8OMGTP02yQSCeLj43H06FGjx1MqlairqzO4EUIIIb2Z2cP58vPzERsbi5aWFshkMmRkZCAyMhIAsG3bNixduhQhISEQCoVgWRY7d+5EXFxcl3nW1tYiODgYSqUSAoEA27dvx/Tp0/X7J0yYgLS0NERERKC8vBxr167FpEmTUFBQgH79+qGsrAwA4O/vb5Cvv78/ioqKjB43JSUFr7zyirmngBBCCHFaZgf+IUOGIC8vDzU1Nfjss8+QmJiInJwcREZGYtu2bcjNzUVmZiYUCgW+//57JCUlITAwENOmTTOap7u7O/Ly8tDQ0IDDhw9j5cqVGDBgAKZOnQoASEhI0KcdMWIEYmNjMXDgQOzevRsrV67U77tzjCTHcV2Om1y1apXB89smWSCEEEJ6K7MDv1gs1nfui4mJwYkTJ7B161Zs2bIFq1evRkZGBmbPng0AiI6ORl5eHjZt2tRl4GdZVp/nqFGjcO7cOaSkpOgD/53c3NwwYsQIXLp0CQD0PfzLysoQGBioT1dRUdGhFaA9iUQCiURi+osnhBBCnFyPx/FzHAelUgm1Wg21Wt1hAQKBQACtVmtRnsYolUqcO3dOH+TDw8MREBCAgwcP6tOoVCrk5ORg0qRJZh2bEEII6c3MqvGvXr0aCQkJCA0NRX19PdLT05GdnY2srCzI5XLEx8fj+eefh1QqhUKhQE5ODtLS0rB582Z9HosXL0ZwcDBSUlIA6K6zx8TEYODAgVCpVPjmm2+QlpZmMP7/r3/9K+bMmYP+/fujoqICa9euRV1dHRITEwHomvife+45rF+/HoMHD8bgwYOxfv16uLq64tFHH+XjPBFCCCG9glmBv7y8HIsWLUJpaSk8PDwQHR2NrKwsfUe89PR0rFq1CgsXLkR1dTUUCgXWrVuHZcuW6fMoLi42aBVobGxEUlISrl27BqlUiqFDh2LPnj2YP3++Ps21a9ewYMECVFZWwtfXFxMnTkRubi4UCoU+zQsvvIDm5mYkJSXh5s2bmDBhAg4cOEBj+AkhhJB2GI7jOHsXwlHU1dXBw8MDtbW1tEgPIYQQXjhabKHV+QghvPjwxyJcr2kGAwYMo7sExwBgGIBtd1837TYQN8gH0SGedi41IX0PBX5C7CDrTBn+92slAIADh7Z2Nw4AywCvzR3uMEt4mirtaBEulNebnN799yIK/ITYAQV+Quzg6/xSfPnz9U73BchdsPb3zhX0AeBmk8qs9BIhLQ5KiD3QJ48QOyiubjK6b3y4tw1Lwg+O48wO/C4iQfeJCCG8o8BPiB1c7SLwTxzQz4Yl4UeDshVqjXn9hF2oxk+IXdAnjxAbq29Ro7rReO14VKin7QrDk5uNarOfI6EaPyF2Qdf4CbGxrpr5ASDYU2qjkvCnqtH4TJvGMABa1Bp9r3/dreOaG4QQflHgJ4QHWi0HlUaLVi0HdasWao0Waq1h03dbOMu/Vms0Hy9XEc6V1Tldc7+51/cBYPF/jne63dNVhLx/zOh0HyGk5yjwE9LOhz8W4YNjHZdy1mg5tGo5qG4FdX2A12qh1nDQaPmZB2tf0l0I93HjJS9bqragqd8Y6u1PiHVR4Cekncp6Fc6XmT4WnW/+cudcLfJmF30WzEW9/QmxLvppTYiDkEmEcBU752/xagua+o2hGj8h1kWfMELasWe/Mj8nre0DVOMnxJlQ4CekHXv2J/d3d7Hj0Xumq+GJ5qIaPyHW5ZztioRYiT1r/M50fb9tFINSrYWyVYPyevOH8xlDNX5CrIsCPyHt3DvMH35yXc27/W+Aj44X46fiGqse+6fiGjyVdhIaLQctx0EsZKHWcGAZYMfiGLuPb3/lywJ8euoalK1aqFq1VjuOREiBnxBrosBPSDvDAuUYFthxveyjv1VZPfAXVzd1OrnPID+Z3YM+AFQ2qFDf0mr140hE1NRPiDXRJ4wQBxfhL7N3EQDoZtmzBReq8RNiVRT4CTGBXTv9yR2j05/NAj/V+AmxKvqEEeLggjwcY+5+WwV+usZPiHVR4CfEFPbs7e/hKDV+63Xoa49q/IRYF3XuI8TBfXG6BKeuVKNtOQChgIFYwEIoYCBkWcyMCkBkUMcOiZb426e/4NcbDdByHLQcwHG6EQZaLfDrjQZejtEdqvETYl0U+AkxAWPHKv/h8xVd7g/1duUt8B8+X4HKBv7G5FuCavyEWBd9wghxcixPv0lUrVq7B32AJvAhxNoo8BNiAgcYRm8UX2Urr2sxum+ADZcKpil7CbEu+oQRYgIHjvtgeYr812uaje7zchPzcgxTUI2fEOuiwE+Ik+NrVr/SWuM1/lNFN3k5hinoGj8h1kWd+wgxgUM39fOUz/Va4zV+W8ovqYVGi1sjC26PKgj3dcOY/l72Lh4hTo8CPyFObnVGPlK+OQeJSACJkL11E0AsZMGBQ6uGg0bLoVWr+6vWaKHRGm5r1WpR12zdefiFLIMRIR443c2aB/8+8lun2x+/K5wCPyE8oMBPiAk4zt4lMK6+pdUmi+f0FMswGBXqiaKqJlQ3qsx+vpg6/RHCCwr8hJhA68CB31moNFpknC6BxsKTSYGfEH5Q4CfEBJwjV/mdSE2T2uLn0jA/QvhBgZ8QE7S02maBGntS9HPFsviBEDAMXvjsF3sXpwOxgAI/IXygTxIhJmhW9f7A7yOTYMH4/vit8vac/DEKL+x5YgJkEvvXEaipnxB+2P/TTIgTaLbRkrT29Mu1GsSsPYS6Zl1zvL9cgvcfHw8Bw2Cwv6zb3vjWJqIaPyG8MOuTlJqaiujoaMjlcsjlcsTGxuLbb7/V729oaMDy5csREhICqVSKYcOGITU1tcs89+3bh5iYGHh6esLNzQ2jRo3CBx98YJAmJSUF48aNg7u7O/z8/PD73/8eFy5cMEizZMkSMAxjcJs4caI5L48Qo5pttCStPak1HCoblFBpdK+1vE6JbYcv4YndJ+we9AGq8RPCF7Nq/CEhIdiwYQMGDRoEANi9ezfmzp2L06dPIyoqCitWrMCRI0ewZ88ehIWF4cCBA0hKSkJQUBDmzp3baZ7e3t546aWXMHToUIjFYnz11Vd47LHH4Ofnh5kzZwIAcnJy8Mwzz2DcuHFobW3FSy+9hBkzZuDs2bNwc7s9h/isWbOwa9cu/WOx2HbTjJLeraUPNPW3GR/mDZYFci9X493vL9u7OHoU+AnhB8P1sLuyt7c33njjDTzxxBMYPnw45s+fjzVr1uj3jx07Fvfddx9ee+01k/McM2YMZs+ebfQ5N27cgJ+fH3JycjBlyhQAuhp/TU0NPv/8c4tfS11dHTw8PFBbWwu5nJ9lTknvMGXjERRXN9m7GFY3Pswbux4bh2a1BnGvf4cWB2rpePuPYzFreIC9i0GI2Rwttlj8E1qj0SA9PR2NjY2IjY0FAMTFxSEzMxMlJSXgOA5HjhzBxYsX9TX37nAch8OHD+PChQv6gN6Z2tpaALofHe1lZ2fDz88PERERWLp0KSoqul7HXKlUoq6uzuBGSGf6wjV+AKhrUeNmkwpJH/7kUEEfoOF8hPDF7M59+fn5iI2NRUtLC2QyGTIyMhAZGQkA2LZtG5YuXYqQkBAIhUKwLIudO3ciLi6uyzxra2sRHBwMpVIJgUCA7du3Y/r06Z2m5TgOK1euRFxcHIYPH67fnpCQgHnz5kGhUKCwsBBr1qzBPffcg1OnTkEikXSaV0pKCl555RVzTwHpg/pKU//5snrcvSkbao3jzVtATf2E8MPswD9kyBDk5eWhpqYGn332GRITE5GTk4PIyEhs27YNubm5yMzMhEKhwPfff4+kpCQEBgZi2rRpRvN0d3dHXl4eGhoacPjwYaxcuRIDBgzA1KlTO6Rdvnw5fvnlF/zwww8G2+fPn6+/P3z4cMTExEChUODrr7/Ggw8+2OlxV61ahZUrV+of19XVITQ01MwzQno7jZZDvdLxp8TliyMGfcCxa/yltc34Jr9Mv2ASw+gWT9J1NL61kNKtlZ4Y/X6mXTrdY7R/Xtv2W5m2pb9vRCCNcCA9YnbgF4vF+s59MTExOHHiBLZu3YotW7Zg9erVyMjIwOzZswEA0dHRyMvLw6ZNm7oM/CzL6vMcNWoUzp07h5SUlA6B/9lnn0VmZia+//57hISEdFnOwMBAKBQKXLp0yWgaiURitDWA9D0lNc0or2tBq4ZDq0aLVhstXkNM4yIS2LsIRhVXNeG1r87a5FgzIgPgwKeCOIEej+PnOA5KpRJqtRpqtRosa/hLVCAQQKs171phW57tHz/77LPIyMhAdnY2wsPDu82jqqoKV69eRWBgoFnHJn3XRz8W419HfrV3MYgRjlzjjwr2wBfP3AUOuu8r3V/dvuTMAuSX1PJ2LNZxTwNxEmYF/tWrVyMhIQGhoaGor69Heno6srOzkZWVBblcjvj4eDz//POQSqVQKBTIyclBWloaNm/erM9j8eLFCA4ORkpKCgDddfaYmBgMHDgQKpUK33zzDdLS0gzG/z/zzDPYu3cvvvjiC7i7u6OsrAwA4OHhAalUioaGBiQnJ+Ohhx5CYGAgrly5gtWrV8PHxwcPPPAAH+eJ9AFebjT805FJhI5bzZVJhBgZ6tnpPk9XEa/HYtva/gmxkFmBv7y8HIsWLUJpaSk8PDwQHR2NrKwsfUe89PR0rFq1CgsXLkR1dTUUCgXWrVuHZcuW6fMoLi42aBVobGxEUlISrl27BqlUiqFDh2LPnj0G1+zbfgTc2fS/a9cuLFmyBAKBAPn5+UhLS0NNTQ0CAwNx99134+OPP4a7u7vZJ4X0TdR5zLG5iJzz/4fvQC1kKfCTnunxOP7exNHGWhLb+s8PhXjVRtdpifl+/scMePBce7aFx98/ge/Odz202FQMAxSmzOYlL2I7jhZbnPMnNCFWUNNs+ZKxxPokTlvj5y8vATXzEx445yeJECsoudls7yKQLjhy576u8NnUz1IzP+GBc36SCLGCXyvq7V0EYoRYyIJx0tqugMdgTTV+wgcK/IRAN0nP+TIK/I7KWWv7AL+1dKrwEz4476eJEB4VVjZC2epYc9OT2xx5KF93+KylU1M/4QMFfuJUCisb8WtFA+/5ni+jBZocmTPPUMtrUz8FfsIDJ/44kb7ov5du4MMfi3jP91wpBX5iHXx27qNr/IQPPZ6ylxBbqWtRI/vCDbRYYYncc6V0fd+RabuYbeS78+V4O/syOHDgOEDbbspc/RS6HPT7OQ4I9HDBX2cOgUbLoVXLQaPVolXDQaPloNJooWrVrdWgvnVfrdHdV2u0UGm0ULfq1nFou99+X6tBWg7nO/lROTLUE5v/MBIsw6BtKpW2l3h7ZhXO4DEHmrWP8IMCP3EKR3+rxOYDF3Gy6CZemDWE9/w7+3ImjqOqQYm417/TB2qtPmBzULZqzF5R8GxpHQ7zNKmOJVyELAb6yux2fNK3UeAnVvfaV2fBMsBTUwbC192y1RAnDfTBpKd9cKNeaZWpW13Eztt5rC/QcsC1XjTPAs2XSuyJAj+xuiZVKz46fhX/+d8VjO3vhfghvoiP8EVkoNzsXsqW/nDoDs1/TmxJQ5Gf2BEFfmJ1bd9xGi2H41eqcfxKNd7YfwE+MgmmRPhg8mAfjAvzRrCn1G6TtNC1U2JLWgr8xI4o8BOrM/YdV9mgxL6fSrDvpxIAug5XYxReGB7kgaggOSKD5PCRWaeG317KN+dQVNVk9eMQ0qarzoqEWBsFfmJ1HEz7liutbcHXv5Ti619K9duGBrgjfogv/jhBgVBvV6uU72J5PZqtMFKAEGNoUVRiTxT4idX15DvufFk9zpfVY2SIpz7w17WocbW6CcpWLa5W62rqQwPkGODrBpEFM73QpCi918rpEfByE6Ptf7jtis6FsnqkHeN/PghTUVM/sScK/MTq+PiKa23XNrp090n8WFjdIU1YP1d8/sxd+Kn4JhqUGmi0Wni5ijE0QA5/uaTT/gPHC6txsugmDyUkjuj3o4LRv1/HlqIj5yvsG/hpdmhiRxT4idX1tHLjJhZgRLAHAOBMSa2+ln+nK1VN2Lj/An4tb8DxK4Y/DDxdRRji746BfjK4iQWICvLAqFBP1DWrUdOk7lkBicMyepnJzo08VOMn9kSBn1idqdf4jfljrALhPm5Qtmqw4N1c1CtbjaZNP16MYC9ph+01TWr8WFjdoaVA7MSrvpHutY+vJ65U4/C5CnAcZ/fOnBT3iT1R4CfW18MvuftHBgEAjv5a1WXQB3S9pa9Wmz7Ri4pW5OvV2tesf75ag7dzfrNjaW6jGj+xJ6ruEKvr6VdcPzfdkL6sM2U9LwzpU9q/9+w1R0RnKPATe6IaP7G6ng5d8nQV4WajCt+cKe0+MSHtlNxsBgNdoK1sUNq7OHq2jPtVDUoUVzeBYRgw0I1sYMDoRzi0f2xwH22jIG4/lktFNplbg1gXBX5isfoWNQqu14FlGLBtXxq3vlxYhoGAZcAyDOpaum6e74qLiIWLSIDXs86jvgf5dJaviGW7vXRAnNvi/xy3dxE6Zcspew+eLceL+/J5yeuRcaHY8FA0L3kR+6HATyx2pbIJj7yba9VjeLmK0arRYk8uv0Ovnpk6CMpWLf515Fde8yXEFLas8fP5I6OVphzsFegaP7GYUGD9a6YhXlKU1raYvexqd4YEuOMcLcVL7MSW1/j5jNWtGuoM2xtQ4CcWE9kg8Id6uVplOdZwHzcUVjbyni8hprBljV/LY+RXU42/V6DATywmZK3/9vF1l6CivoX3fH1kElTUO05nL9K32LLGr+ExWGt4bnkj9kGBn1jMFnPcu7sIrfIDQyoWoElFHfuIfdi2qZ/Pa/zU1N8bUOAnFrNkQRxziYWsVWbX4zjHGtdN+hY+a+G2PFZZXQvUdJ3f6VHgJxazRec+LWedaXXrlWq4u9CgFmIfTSrbLQPN52+MMyV1eGL3STTQMFinRoGfWExkg2v8HAeIrdCyUFGnhJ87TURC7KNJpeG1011X+L6s8P3FG3jk3WNW6XtDbIMCP7GYwAY1fo1Wa5Ua/5WqRoT7uPGeLyGmarRRHxNrXFY4U1KHB7cfxW83GnjPm1gfBX5iMaENOvepNRwkVgj8Z6/XISrIg/d8CTFVo9I2zf3W6k9w7WYzHko9ilNFN62SP7EeCvzEYrbo3KfSWKfGf7LoJsaHe/OeLyGmstV18p6uldGVmiY1Ht2Ri/0FtICWM6HATyxmgwo/1K1aq1zjP118E0P83amDXx/gIRXZuwidalHbpsZv7a4EylYtnt5zCunHi617IMIbs75RU1NTER0dDblcDrlcjtjYWHz77bf6/Q0NDVi+fDlCQkIglUoxbNgwpKamdpnnvn37EBMTA09PT7i5uWHUqFH44IMPOqTbvn07wsPD4eLigrFjx+K///2vwX6O45CcnIygoCBIpVJMnToVBQUF5rw8YiaGYaw+e5/awhq/WMDCy1W3kliA3AXBnlIo+rligI8bBvvJMNBXhnOldZgy2NcKpSaOpLZZbe8idMpW897b4ge6lgNe3JeP934otP7BSI+ZVd0JCQnBhg0bMGjQIADA7t27MXfuXJw+fRpRUVFYsWIFjhw5gj179iAsLAwHDhxAUlISgoKCMHfu3E7z9Pb2xksvvYShQ4dCLBbjq6++wmOPPQY/Pz/MnDkTAPDxxx/jueeew/bt23HXXXfhnXfeQUJCAs6ePYv+/fsDADZu3IjNmzfj/fffR0REBNauXYvp06fjwoULcHd378k5InbCMsCK6RFotqBmtHBif7w8J6rbdGeu1+LrfFrul9iercby23K+ite+OotGZSuevWcQzZPhwMyqSs2ZMwf33XcfIiIiEBERgXXr1kEmkyE3V7dC27Fjx5CYmIipU6ciLCwMTz31FEaOHImTJ08azXPq1Kl44IEHMGzYMAwcOBB//vOfER0djR9++EGfZvPmzXjiiSfw5JNPYtiwYdiyZQtCQ0P1rQkcx2HLli146aWX8OCDD2L48OHYvXs3mpqasHfvXkvOCzGRNWstWg5wkwjRojZ/whBTJxl5eGyoVS4lENIdWwV+1sYBePPBi9jw7Xmr9i0gPWPxN55Go0F6ejoaGxsRGxsLAIiLi0NmZiZKSkrAcRyOHDmCixcv6mvu3eE4DocPH8aFCxcwZcoUAIBKpcKpU6cwY8YMg7QzZszA0aNHAQCFhYUoKyszSCORSBAfH69P0xmlUom6ujqDGzGdRstZfbGRFrUGzRZMdqJu7b5gGi2HB7f/DyqaiYzYga2mv7VFU/+d3vn+Mv7++RmbzVVAzGN2z6b8/HzExsaipaUFMpkMGRkZiIyMBABs27YNS5cuRUhICIRCIViWxc6dOxEXF9dlnrW1tQgODoZSqYRAIMD27dsxffp0AEBlZSU0Gg38/f0NnuPv74+yMl1P0ra/naUpKjK+jntKSgpeeeUV804A0bPF1J0tai183SV47ffDIWIZCAUshCwDoYCBkL19X3Rr+/XaZqz4+GeTyiZgGUT4u+NKVZPVXwchd7LVtPesPSI/gA9/LEazSoOND0dDSK1qDsXswD9kyBDk5eWhpqYGn332GRITE5GTk4PIyEhs27YNubm5yMzMhEKhwPfff4+kpCQEBgZi2rRpRvN0d3dHXl4eGhoacPjwYaxcuRIDBgzA1KlT9WnuvF7EcVyHbaakaW/VqlVYuXKl/nFdXR1CQ0NNOQ0EtmmqbFFrEOrtikUTFSal/7VCN6GIqbX4B8cE48DZcovLR5zX8GA5RgR7gmV0zeEMAzDQfY+wDAMBCwhYVveXYcCyDL7NL8OF8voOeTEMMNBXpk/X9hxlqxbnyzqmBwC1jSK/PS+17ztdgiaVBlsXjIJEKLBfQYgBswO/WCzWd+6LiYnBiRMnsHXrVmzZsgWrV69GRkYGZs+eDQCIjo5GXl4eNm3a1GXgZ1lWn+eoUaNw7tw5pKSkYOrUqfDx8YFAINDX6ttUVFToa/gBAQEAdDX/wMDATtN0RiKRQCKhaVst1WqDJTqVreY187eNMjC1NeLuoX7wchXhZpNj9vwm1jN9WAD+PG2wWc+5fKOx08DvJhbi0Mr4Dtsvlddj+j+/7zQvWzWD2/oa/52yCsrwVNopvP3HsZCKKfg7gh4PYuY4DkqlEmq1Gmq1Guwd87cLBAJozfxl25YnoPuhMXbsWBw8eBAPPPCAPs3Bgwf1IwXCw8MREBCAgwcPYvTo0QB0fQNycnLw+uuv9+TlkS7wfY0yxEuKeWN1LS5ttS+5mWOwvd3EeHlOJFStWvz1k5+hatXqbhqt/v7fEoZgrEI3eY9EKMDWR0bj+U9/RnmdktfXQxybJfHQ2FLUxlq/umpmt13nPpscpks5F28gcddxvJcYA3cXx5xXoS8xK/CvXr0aCQkJCA0NRX19PdLT05GdnY2srCzI5XLEx8fj+eefh1QqhUKhQE5ODtLS0rB582Z9HosXL0ZwcDBSUlIA6K6zx8TEYODAgVCpVPjmm2+QlpZmMP5/5cqVWLRoEWJiYhAbG4t3330XxcXFWLZsGQBd09xzzz2H9evXY/DgwRg8eDDWr18PV1dXPProo3ycJ9IJvnv0h3q5ml0Du5O7iwiP3RWOHy5VIuXb852mqW40rN1PifDFp8smYf035/DtGZqBrK8wFsS7Yqz2rDHSy1XQxa8LvhfPMcbeNf42xwur8cedP2L34+Ph6Sq2d3H6NLMCf3l5ORYtWoTS0lJ4eHggOjoaWVlZ+o546enpWLVqFRYuXIjq6mooFAqsW7dOH6ABoLi42KBVoLGxEUlJSbh27RqkUimGDh2KPXv2YP78+fo08+fPR1VVFV599VWUlpZi+PDh+Oabb6BQ3L7u+8ILL6C5uRlJSUm4efMmJkyYgAMHDtAYfiuy1QQklpCIjHcm6qymxXG6GcgI6YqxPmrGmu27+nFhq8+PI42n//laLea/k4sPnhwPP3cXexenzzIr8L/33ntd7g8ICMCuXbu6TJOdnW3weO3atVi7dm23x05KSkJSUpLR/QzDIDk5GcnJyd3mRfjRynOvfg78fRF2tbDPnTWt/QVlWLbnlNWHJhLnZ26Nn5r6O7pQXo/57+Riz5MTEOwptXdx+iQaY0EsxneNhc/A21UP4ju/cAf6uuGjpROx/O5B/BWAOASxkEU/t86blS1pAjcWyDmu88Vwumrq760T+JiisLIRf3j7GK5UNtq7KH0SrVBCLMZ3r34+czOlxn+goAwXy+uh0nBQa7Q4X0oTODmrMf09Eegp1Q3Lg66WyzAMPKQiPD9zCD45eRW/3WjUb2cYYGSI+csyzx4ReGvYnq4Zn2UZ/RC+zrBdVK1601z9liipaca8d45hzxMTMCSALsnaEgV+YjFbzTym1XKoalSBg26mQC3HQcvptrc95nDrL6fb1lUP/Qtl9fjfr5XIOlOGfadLbPIaiHU9NWUgZg0PMLp/yV3hvBznrkE+uGuQj8npu6pt22o4nyNd47/TjXol5r97DGmPj0d0iKe9i9NnUOAnFhsWIMfZV2dCo+Wg1equc2q0utsze3/CqaKbnT5v12PjcNdAH/1wqravJWNfUDXNaoxbd4i3cm/P/g3bs3/jLT9if45aq+2qqd92NX4HPTm31DSp8eiOH7HrsXEYF+Zt7+L0CXSNn1iMZRm4ioVwdxHBw1UEbzcxfN0lCPBw6XK5XiHLQCxkIRLobsJbN2M9oC1ZnY/0LY5aq+2qc5/thvPZ5DA90qBsxaL3fsR/L92wd1H6BAr8xCq6qsyY+32npmF2pBuOGtu6HM5ng5kvAcev8bdpUWvxxPsnsb+A5tKwNgr8xCq6WpLT3K87GmVHutNVJzp7coQJfJwk7gPQrbGR9OFP+CKP+t5YE13jJ1Zhq6FKhAAA46B1/q5+kOzJLULOxRsQtBsZwLaNFmAYg+1G97O3FxRimc63nylxrtEqGi2H5z7OQ2WDCjEKLwBo1x+IMXjcxth+3dTfd2y74zkwup9BWD9Xh72M1BMU+IlVdN3Ub96PAme4RknsS8txULVqDUZ+tB8Bgg6jPwB3FyFcRPwtGpN3tUZXhlvH5MB12Zx/paqJloQ2guOA1746a+9ioOCVmXCT9L4w2fteEXEIXQX3zLzr+OVarf5af9uXtf4Z3O05/B4Z399ha3PEcTyx+6TZz9n4UDT+MI6/ZbifSjuJinpa6Kk3aVFrKPATYipjU5gCMGvs/MyoAHiYuUIfIaa40cBvkLZk0R/i2Fp6acdiB+0SQ5wdX3P70PrdxFrUPK814Sy954npWnrpUGIK/MQq+OqxLBUJnKpXMnEefM+c56gjC4jlKPATYgY+Az/VpIg18D1zXldD94hzalFTUz8hJuPrO1Uqpho/sY6u+qFYgq7x9z7K1t5Z46fOfcQq+KjxM4xulT2q8RNrMNbUr2rV4o3953VD8rjb7+X2QwQ5QL8gVNt26tHfC/XS6Ugo8BOr4CNY675UqdMUsQ5jTf1ajsOO/xbauDTEEfXSuE+Bn1iHlKeJURqUrTSBD+kRL1cRWIbRf4m3zTEhEXb+HhWxDDY+HI3qRhWuVDbi14oGNChbUXKzGfXKVhuVmjgCG82qbHMU+IlV8BX465rVkPXCCTSI7Xz3l6nwchObnJ5lGbzw6S9wdxEirJ8bBvvLsHCCApGBcuzJLULu5SocL6ymHwF9ANdL6/z0jUqswoWn8fe1zWq4u9DblFjO3E58DMNAyDKob2lFfkkt8ktq8eXP1zEi2APjwr3h7SbG0ikDMDTAHcXVTThdXIPjV6pxg67x9zq9dckR+kYlViEV8TNgpK5FDYZx5SUv0jdZsmCUgGUM+gCoNRx+Kq7BT8U1BukG+Lgh1NsVf5zQH4p+bqhvUeNU0U3kXq5GWV1Ll8eYPNgHL8wcisuVDfhzep7ZZSTG3T8yCG4SAQQsAyHLQsgyEAgYiFhWv4iRUKD7gXfiyk0cPFuOKRG+mD0iAIK29CyDYYHu9n4pVkGBn1gFn039dI2f9MTfPvsFIgELjZbDqoShGOzf/Ze5kGVgSv39cmUjLlc2IufiDQCAWMhiVKgn5sWEIKyfK5pUGpwtrUddsxoHz5ZD1W62QHcXIUaEeDjkcNW2oYnOusrmP+ZEwkcmMSntzKhGHDxbjmvVTfhDTGivXI3vThT4iVXwNdVuXXNrn/ggEuvJvnBDf39Z/ECTniMUsADMH8OtatXieGE1jhdW6/JhGTwwOhhzRgbi3mF+aFFrkHe1BtduNmNmVAAAwEMqwvBgOYQsC7GAhUjIQCRgIRKwEAtvbRN0tk2XVtxhG3trm+45QlZ3X8je2i9gIBToarUiAQvhrZqwSHi7dsyyDLZn/4qNWRfMPgeOoKtVEe+k6OeGyYN98N9LlTh2uQqTBvpYsWSOgQI/sQpTlzsN9HCBj0wCsZBFi1qDygYlyutu17XqWqjGT/hj6vwSQp7edK1aDp+cuoZPTl3T5zsvJhSjQj0R6q27hBXq7Yqvnp3My/H4xNc5sIdWMxcLWRwbhpKbzcj9jQI/IRYz1tQf6OGCOSODMDXCFyNDPTtd8rK+RY3TxTX47nwFxDSBD+GRqfPzW2sWvlYth4+OFwMAzlyvQ9rj461yHD4IrLz4gESoa6mQCAX6+0JW1xohunX9XcjqWiSEAhaiW9fd21op6prV+OHXSqjvqN27uwjN+v/jOA77frqGAb5u+Km4Bg+nHoWyVQtVqxavzI3CxAH9+H7pdkeBn1jFnYF/sJ8Mf542GLOiAm41oxrn7iLClAhfTInwBdB7F8ogtmfq/Py2qO3yvUgQ33pyDl6dG4XoEE9IhKzuJhJALGAhEekeiwVsh0t4b+f8BpGAxWOTwsCaeOxzpXX4wzvHUN/SimnD/PDohP6IG+QLsdD0Hy0Mw2B/QVmnPfibVb3zu4cCP7GKtmv8YgGLv8yIwBNx4d0GfGOoxk/4YmoTsEBgnfecWMDCVSKAm1iIAA8XqxyDLz1p9RjgI8OoUE+zniMVCbC/oAwuIhYLJyhMes6wQDm2PjIK/b1dMcjP8h74QgELVWvvXJCnMxT4iVW4iAQI8nDBu4tjMDzYo0d5OfGlRuJgvvy5FAUldfByE+OPE40Hl4ThgbjZqNI3O7PMrSFgt4aBtR/ypd/OMnCTCCGTCOGmv+mCfNs2c2qi9mZqjf++EQGYOKAfpCIBXMVCuIoFiAySm328uaOCwIDD/JhQs553z1B/s491JyHLQNXjXJwHBX5iFUMD3PFZ0iQEekh7nBf16id8yThdAkB36amrwL/6vmG2KpLDMrWFLnZAPyyKDevx8TxdxVg8KbzH+Viir62sSIGfWEVMmDdvefWxzySxAWcdn25t/3fiKk4V3YRao0VhVaNJz1H2giZyY60bvXXKXudpdyJ9FtX4Cd9M7eTX18wcHoDH48KRd60Gp++YpdCY3hD4rT2CwdFQjZ84BYbpvStlEdujGn/nPKQieEhFWDZlIF747BeTnlPbrEZZbQuUrRqoWrVQ3rq5uwgRYcIsiY5AZKXOnI6KAj9xCizDmL3YCiHGUODvmqvE9Jk33/3+Mt79/nKH7XGDfLDnyQl8FstqjF3j761fOX2rfYM4rbB+rujvTYv1EH5QU3/X+Fhrg4/hcRV1Lbh8o0H/ODmzACeuVPc43zs58yyFljCrxp+amorU1FRcuXIFABAVFYV//OMfSEhIAAA0NDTgxRdfxOeff46qqiqEhYXhT3/6E55++mmjee7YsQNpaWk4c+YMAGDs2LFYv349xo+/PaNVWFgYioqKOjw3KSkJ//73vwEAS5Yswe7duw32T5gwAbm5uea8ROKgDv9lKppVGgz7R5a9i0J6AY2ZU7r2NXwE/nplK86V1qGstgVNKg2UrRrdZQC1BiqNFkp122UB3SWCO7dVN6rwy7VavLt4LAb4ygDoRmVknSnD0RfvMXmSH1NQr/4uhISEYMOGDRg0aBAAYPfu3Zg7dy5Onz6NqKgorFixAkeOHMGePXsQFhaGAwcOICkpCUFBQZg7d26neWZnZ2PBggWYNGkSXFxcsHHjRsyYMQMFBQUIDg4GAJw4cQIaze0ZlM6cOYPp06dj3rx5BnnNmjULu3bt0j8Wi8XmvDziIHIvV4EBMKHdVJkNylb834mr9isU6VXMWcSlL2nVaNFy6xp9T50rrUPC1v/qH7uIWLiKhZCKBJCKBXAVC26N/dc9lop0cx34ugvgcmv7A2NCIJOIcPlGA1xEAnzwxHj4ukt4DfoAIDIydLG3NvWbFfjnzJlj8HjdunVITU1Fbm4uoqKicOzYMSQmJmLq1KkAgKeeegrvvPMOTp48aTTwf/jhhwaPd+zYgU8//RSHDx/G4sWLAQC+vr4GaTZs2ICBAwciPj7eYLtEIkFAQIA5L4k4oM0HLiIiQGYQ+KsalHj1q7N2LBXpTZStWrRqtBbPJskHrZZDbbMarVoOWo7T/dXq/mratml0f9UaLTRazqDzXPuasqpVi1ZN23O1UGk4XQ1brUvXotaiWaVBS6vm1l8tWlQaNKt1t5Zbtzvnve/MtGF+WDhBgboWNW7UK+Em0U3a43Zr8h5dUO8Y4PkI1kGePZ8XpDOb5o1EcXUTSmtbUFbbjOu1LSi52WzyYmPOxuLOfRqNBp988gkaGxsRGxsLAIiLi0NmZiYef/xxBAUFITs7GxcvXsTWrVtNzrepqQlqtRre3p2PA1epVNizZw9WrlzZYZhXdnY2/Pz84Onpifj4eKxbtw5+fn5Gj6VUKqFUtlsJrq7O5HIS63lh1hCM6e9lsM2ULyRCTKXSaLHt8CWsnDHEbmWobFRi/LrDdju+pSYP9sXdQ41/rzqj4cEePZ5h1JmYHfjz8/MRGxuLlpYWyGQyZGRkIDIyEgCwbds2LF26FCEhIRAKhWBZFjt37kRcXJzJ+b/44osIDg7GtGnTOt3/+eefo6amBkuWLDHYnpCQgHnz5kGhUKCwsBBr1qzBPffcg1OnTkEikXSaV0pKCl555RWTy0Zso7PJf6gXNuHbtu9+hYbjsGJahM1q/spWDcprlahXqlHRbvlpZzBxgDeGB3lgWKD50/ESx8JwnHlXMVQqFYqLi1FTU4PPPvsMO3fuRE5ODiIjI7Fp0ybs2LEDmzZtgkKhwPfff49Vq1YhIyPDaCBvb+PGjdiwYQOys7MRHR3daZqZM2dCLBbjyy+/7DKv0tJSKBQKpKen48EHH+w0TWc1/tDQUNTW1kIupze3I/k2vxRPf/iTvYtBeqHZ0YH464whCOvnyutkUVUNSvxUXIOfr9bgfFk9appUqGrUzQjPtP3DARwALadr3tc16euWimVvzf/ffp0AwR3rA7AsAwGj++sqFkDuIoKAZcAw0G1ndPerG1VQa7RQa25dLtBooW7VggP0y+GW1bagpKa509cSO6Af3l08Fu4uIt7OT19SV1cHDw8Ph4ktZgf+O02bNg0DBw7Eli1b4OHhgYyMDMyePVu//8knn8S1a9eQldV1b+xNmzZh7dq1OHToEGJiYjpNU1RUhAEDBmDfvn1G+wy0N3jwYDz55JP429/+ZtJrcbT/HHJbdPJ+1LW02rsYpBcL9pRi1vAAhPm4YdowP7PWmeA4Dr9WNOBU0U38UlILpVoLmUSAqGAPRAXJEeHvbrQDmaPgOA5f55diY9YFFFc3AdANc1swvj9emj2s117vtgVHiy09nsCH4zgolUqo1Wqo1Wqwd0x9KBAIoO1m6Mwbb7yBtWvXYv/+/UaDPgDs2rULfn5+Bj8sjKmqqsLVq1cRGBho2gshDs2ZVjUjzodlgJKaZrz3QyEAoL/3+G4Df6tGi2/OlOHYb5XgOGCgrwxjFF54YEwwJELnC5IMw+B30UGYGRWAguu6/k7h/dzg4Uq1/N7GrMC/evVqJCQkIDQ0FPX19UhPT0d2djaysrIgl8sRHx+P559/HlKpFAqFAjk5OUhLS8PmzZv1eSxevBjBwcFISUkBoGveX7NmDfbu3YuwsDCUlZUBAGQyGWQymf55Wq0Wu3btQmJiIoRCw2I3NDQgOTkZDz30EAIDA3HlyhWsXr0aPj4+eOCBByw+OcRxrJgegZcyzti7GKQXErAM/jZrCJpUGqRm/6bv8W8Mx3H47nwFvv6lFAkjAvHa3OF2HR3AN5GAxahQT3sXg1iRWYG/vLwcixYtQmlpKTw8PBAdHY2srCxMnz4dAJCeno5Vq1Zh4cKFqK6uhkKhwLp167Bs2TJ9HsXFxQatAtu3b4dKpcLDDz9scKyXX34ZycnJ+seHDh1CcXExHn/88Q7lEggEyM/PR1paGmpqahAYGIi7774bH3/8MdzdnWOuaNK1vjazFuHPX6ZHYNIgH7hJBBCyDCRC3ThxiYiFVCQwaIK/f2QQNh+8iOOF1Rir8IKnq+FcIHlXa5B29AomDfLBG/NG9rmJX0jv0ONr/L2Jo12HIbd9euoa/vrJz/YuBnEyApbBl8vjEBlk3uf514oGfHDsClrUWrhJhFBrtGhWaxDhL8OiiWGQip2vKZ/Yj6PFFlqkhziFvrZ6FrltsJ8Mo/t7QiYRQSpm0arloFTrJq4pr23B4fMVRp+r0XL4wzvH8OGTEzDSjObrQX4yvDJ3OACgWaWBUMA4fOc8QkxFgZ84BWpS7bvuHeaPFxOGdrrvTEltl4Ef0E33vPL/8vDtn6dY1EmUavekt6HAT5wCXePv/R4aE4JZwwPgKhbgyPkK7PyhEKHeUiTdPdDoc+QmjCsfGuCOBeP70yRQhNxCgZ84BSFLzay93SA/GaZH+gMABvvLMGdkENxdhF0G9xAvKTxdRahpUhtsdxULcP/IIMwfF4pRoZ68TsxDiLOjwE+cgoCu8fd6zarbEzT5ubvAz92l2+ewLIMYhTcOnSsHAIwI9sCC8f1x/6ggyCT09UZIZ+iTQRzSj5er8NLnZ9Cs0kDAMjSBTy/22dOxCPSQwkNq2UQxs4YHwE8uwaPj+/ephVYIsRQFfuKQqhtV+LWiwd7FIDbg5+7So+VWHx4bgofHhvBYIkJ6N6pGEYek5YAh/jT5Ul+w4dvz2JNbZO9iENJnUI2fOKToEA/sTIwBwwDuEhFGvnrA3kUiPBrT3xMxYd7Qajns/KEQGi2HP05U2LtYhPQJFPiJQwr1dtXfr21Ww0cmRmWDyo4lInyaOsQPf7p3MNQaLX43Mgj93MTdP4kQwgtq6icOz0MqwhNxA+xdDMKjZrUGwO0FYdr/0COEWBcFfuIUaLbU3qVZpbF3EQjps+jrlDgFliZg6VVa1BT4CbEXCvzE4VU3qnCutN7exSA8osBPiP1Q4CcOz9tNjOgQmpilN2mmwE+I3VDgJw7vanUTiqqa7F0MwqMWtdbeRSCkz6LATxzeT8U3sb+gzN7FIDzScrRSHiH2QoGfOLy5o4LxjzmR9i4G4QnDAH+ICbV3MQjps2gCH+IUBNSrv1fwkYmx9ZHRuGuQj72LQkifRTV+YlVZZ/hpomfpner0xod74+s/TaagT4id0dcp4d3lGw1IziwAAPzryCWTnqPRGr/m+01+KY79VsVL2YjtMQzw9NSB2PvkBPjLXexdHEL6PGrqJ7zaeugSth6+aPa66OdK65Ca8xvWzI5EgIdhcHjlywKU1yn5LCaxAZGAwb1D/bH8nkFmvx8IIdZDgZ/w6sz1Wmg5oKy2BW8euICKOiWKq5rA4XaNnoHuej3D6G4ClkFtsxpf/1KKnAs38HhcOK5UNmJMf08wDIMn4wagRa3Bmwcv2utlESP+X/wAsAwDlgEG+cn0231kEowK9YS7i8joc69UNuKVLwug5W738tdoOWg5DhKhANsWjIaH1PjzCSGWocBPeCWT6N5SFfVKvPXdrwCAKW8cMfn5DcpWbDusuzyQ+fN1/gtIeDU1wg+xA/tZ9NzaZjWOXLjR6b6/zx5GQZ8QK6Fr/IRXNBVr31Jwvdbi52qMjOUfq/DCY3eFW5wvIaRrVOMnvFJraGKWvqSupdWs9BfL6/Hs3tPQcpzRaXvnjwuFgKXhm4RYCwV+wqsmlXmBgDi3BjMDf5NKgwvlXS+49PIXBVj/zTkIGAYMw2DyYB/8c/6oHpSSENIeBX7CqyZaZ71PaVR2H/gvldfjj+/9CI4DVJru5+h/asoARAXJoeU4aDnARcSirkUNeRcdBQkhpqPAT3j1/Mwh+HN6HiobaPhdX1BS04zjhdVoUKoxLsy70178ylatycMxxyq88MzdgyAWUvcjQqyFPl2ENx/kFuGLvBKoTajVkd7hp+Kb+MM7x/D4+ydx8srNTtPIXUSICpJ32O4uEWKgr5v+saerCHuemEBBnxAroxo/4U11gwr/d/KavYtBbCjC3x2rEoYiq6AM354pxW83GsDdGpc/JMAdwwLl+PKX63ARCTo8d3iwB/YunYBjv1UhNec3/C46EFJxx3SEEH5R4Ce8GdXf095FIDYiEjAY7OeOmVEBmDCgHyYM6IeYtQf1P/weGhOCOSODUFGnxBv7L3Sah4DVdd6bNMgHk2j+fkJshgI/4cX/fq3E85/8bO9iEBtY87tILI5VQCQwbJJXtuou8QzwccMLs4ZAwDKoV6qN5iOX0tcPIfZAnzzSYz9frYGnqwj3jQjEB7lFXS64Q5xf9oUKPBHXcYKd9xLHobi6CdduNmH1vnyU1DSj5Gaz0XzcJdRLnxB7MKsXTWpqKqKjoyGXyyGXyxEbG4tvv/1Wv7+hoQHLly9HSEgIpFIphg0bhtTU1C7z3LFjByZPngwvLy94eXlh2rRpOH78uEGa5ORkMLfG9LbdAgICDNJwHIfk5GQEBQVBKpVi6tSpKCgoMOflEQt99ct1zN72A/7v5FVMCPe2d3GIlf33UiV+vlrTYfv4cG88PDYEz02LwHtLxiHruSnIf2Umfn55Br7502SkPzUR2xaMxoYHR+DlOZG4f1SQ7QtPCDGvxh8SEoINGzZg0KBBAIDdu3dj7ty5OH36NKKiorBixQocOXIEe/bsQVhYGA4cOICkpCQEBQVh7ty5neaZnZ2NBQsWYNKkSXBxccHGjRsxY8YMFBQUIDg4WJ8uKioKhw4d0j8WCAw7AW3cuBGbN2/G+++/j4iICKxduxbTp0/HhQsX4O7ubs7LJGZquDWWu0mlMdqzm/Qu27N/xTuLYkxK6yEV0bz7hDgQs2r8c+bMwX333YeIiAhERERg3bp1kMlkyM3NBQAcO3YMiYmJmDp1KsLCwvDUU09h5MiROHnypNE8P/zwQyQlJWHUqFEYOnQoduzYAa1Wi8OHDxukEwqFCAgI0N98fX31+ziOw5YtW/DSSy/hwQcfxPDhw7F79240NTVh79695rxEYoH6drO3mTJBC3F+h85V4Gajyt7FIIRYwOIBsxqNBunp6WhsbERsbCwAIC4uDpmZmSgpKQHHcThy5AguXryImTNnmpxvU1MT1Go1vL0Nm4wvXbqEoKAghIeH45FHHsHly5f1+woLC1FWVoYZM2bot0kkEsTHx+Po0aNGj6VUKlFXV2dwI+aj2fr6Ho2Ww/Er1fYuBiHEAmYH/vz8fMhkMkgkEixbtgwZGRmIjIwEAGzbtg2RkZEICQmBWCzGrFmzsH37dsTFxZmc/4svvojg4GBMmzZNv23ChAlIS0vD/v37sWPHDpSVlWHSpEmoqqoCAJSVlQEA/P39DfLy9/fX7+tMSkoKPDw89LfQ0FCTy0luazBh2lbS+1y+0WjvIhBCLGB24B8yZAjy8vKQm5uLp59+GomJiTh79iwAXeDPzc1FZmYmTp06hTfffBNJSUkG1+a7snHjRnz00UfYt28fXFxc9NsTEhLw0EMPYcSIEZg2bRq+/vprALo+Bu0xjOGKXhzHddjW3qpVq1BbW6u/Xb161aRyEkOP0xKqfRItyESIczJ7OJ9YLNZ37ouJicGJEyewdetWbNmyBatXr0ZGRgZmz54NAIiOjkZeXh42bdpkUIPvzKZNm7B+/XocOnQI0dHRXaZ1c3PDiBEjcOnSJQDQ9/AvKytDYGCgPl1FRUWHVoD2JBIJJBJJ9y+adCnCX2bvIhA7kEloNDAhzqjHk2JzHAelUgm1Wg21Wg2WNcxSIBBAq+26w9cbb7yB1157DVlZWYiJ6b6nsFKpxLlz5/RBPjw8HAEBATh48KA+jUqlQk5ODiZNmmTBqyLmuNlEnbz6ooG+9IOPEGdk1k/21atXIyEhAaGhoaivr0d6ejqys7ORlZUFuVyO+Ph4PP/885BKpVAoFMjJyUFaWho2b96sz2Px4sUIDg5GSkoKAF3z/po1a7B3716EhYXpr8nLZDLIZLovlr/+9a+YM2cO+vfvj4qKCqxduxZ1dXVITEwEoGvif+6557B+/XoMHjwYgwcPxvr16+Hq6opHH32UlxNFjAv1csWmeSPBcRxcRAK0qDVQtmr1f5Vtf2/dPjt1jXr/OykXEQtVqxYsw2AczdlAiFMyK/CXl5dj0aJFKC0thYeHB6Kjo5GVlYXp06cDANLT07Fq1SosXLgQ1dXVUCgUWLduHZYtW6bPo7i42KBVYPv27VCpVHj44YcNjvXyyy8jOTkZAHDt2jUsWLAAlZWV8PX1xcSJE5GbmwuFQqFP/8ILL6C5uRlJSUm4efMmJkyYgAMHDtAYfhvwk7vg4bEhJqf/Iq8ENBDA+fRzE+M/S8YhrJ8brlQ10th8QpwUw3Ecza96S11dHTw8PFBbWwu5vOMyooQfh8+V44ndxud2II7nT/cOxrL4AXAV03V9QszlaLGFFr4mNkc/NZ2LTCLEjfoW/OeHQnsXhRDCA/r5TmyuqxXbiOMZ3d8Ts4YH0joMhPQSFPiJzbWf4pc4JiHL4P6RQXhy8gBEBtm/aZIQwh8K/MQk+wvKoNFyELAMRAIGQpaFkGUgFLD6bQJWt133l4FQwEAsYCESsBAJ2Vv3GQr8VjA7OlDf2Y4BwDAAAwYsA4iFrO7/iWHAsrptLKP7/2IY6LYzuvssw8DTVYS7BvnAX+7S9UEJIU6JAj8xyap9+ajmaVEW1vhkisRCa2ZHIsCDAjUhpHvUuY+YRN3K37h7LXXu452GekwSQkxEgZ+YRN3N7IvEvrT0a4oQYiIK/MQkag0FFkfWSoGfEGIiCvykW1otBw0FFodG/z+EEFNR4CfdomZ+x0eBnxBiKgr8pFvUzO/4KPATQkxFgZ90S0OB3+FpqVc/IcREFPhJtzhQUHF01LmPEGIqCvykW1SZdHzU1E8IMRUFftItakZ2fPR/RAgxFQV+0i0KKY6PavyEEFNR4Cfdosqk43MVC+xdBEKIk6BFeki3uurc9/hd4ZgZ5Q/m1upubevvMAzwUOox2xSQQCKkwE8IMQ0FftK9Lmr8A3zdMGFAv073sQwtyGMrdI2fEGIqauon3eoqpAi6WGO3q32EXxT4CSGmoho/6VZXMUXAGA/uLMPAkq6Bdw3qBx+ZBGW1LfixsNrs5/dlHMdh99EruHqzGU2qViyODcOwQLm9i0UIcSAU+EnPdFGpt7TG/+w9g9Gq4fDsRz9ZWKi+64PcIiR/eVb/eGZUAAV+QogBCvykRzoL7a9nnceZklq0qDUW5fn+/67gwNky6h9gBo4DThXdxGtfnTXcbqfyEEIcFwV+0i0XEYu5o4LAcbpAwt1q++cAhHq76tMdOV+B785X4NC5cpTWtlh8vKyCsh6WuO+5/18/0A8lQohJKPCTbnm6irH1kdFdpqlsUOLob5X4ILfIRqUi7VHQJ4SYigI/4UX8xiNoVFnWtE+siH4QEELuQMP5SI9sO3wJD27/H5pNuJ7v7SbGWIUXxEJ62/Ht3qF+9i4CIcRJ0Dcw6ZHfbjTgp+Iak5qa4wb54LOnJyHQw8X6Betj5owMsncRCCFOgpr6SY/4uUswyE8GAcOgqlGFygal0bTXa5pxtbrp1vh+wieRoONv+AE+bphoZFZFQkjfxXAcTfnVpq6uDh4eHqitrYVcTmOfzfWv7y5h04GLXaYZGuCOSxUNtJocD56aMgB/nTEEApZBWV0L7trwnX6fgGWw7+lJGBnqab8CEkIAOF5soRq/lbSoNVidkQ+WYSBgGLCsbiY73Q36RW3aPwZ0y6vqbxwHrZbD70cH26Tm9p8fCrHv9DUAHWfra3vM6R/r7k0I90arlkNlgxKXbzR2e4zzZfV8FbfPC/WS6vtL3DmD4vK7B1HQJ4R0igK/lXAcsO+nEl7yYlkGNU0qMAyDfm5ixIR585LvnSrqlThTUmfWcyiQ24+7i0h/n72jpf++EYE2Lg0hxFlQ4LcSPheo2ftjMfb+WAwAGB/ujf/7f7G85d2ekBbVcSrt32PCdpFfwDJwEVG/XUJI5yjwW4lIYJ0gas3YzPKU+YppEVg6JRwp35ynCX2sqH3gFzAM/Nwl+HH1vfrLRoQQ0hmzqgWpqamIjo6GXC6HXC5HbGwsvv32W/3+hoYGLF++HCEhIZBKpRg2bBhSU1O7zHPHjh2YPHkyvLy84OXlhWnTpuH48eMGaVJSUjBu3Di4u7vDz88Pv//973HhwgWDNEuWLLl13fz2beLEiea8PF4xDGOVZWmt2SO+q5X2zLHjv5ex+L3jFPStrP17gWUBlUZLQZ8Q0i2zAn9ISAg2bNiAkydP4uTJk7jnnnswd+5cFBQUAABWrFiBrKws7NmzB+fOncOKFSvw7LPP4osvvjCaZ3Z2NhYsWIAjR47g2LFj6N+/P2bMmIGSktvXx3NycvDMM88gNzcXBw8eRGtrK2bMmIHGRsPOZLNmzUJpaan+9s0335jz8nhnjaZza65xL+SplaJB2YqTRTd5yYsYZ1DjZxko1Vo7loYQ4izMauqfM2eOweN169YhNTUVubm5iIqKwrFjx5CYmIipU6cCAJ566im88847OHnyJObOndtpnh9++KHB4x07duDTTz/F4cOHsXjxYgBAVlaWQZpdu3bBz88Pp06dwpQpU/TbJRIJAgICzHlJViUSsFC28vtlbM0aHY2vdy7tf6gJWAYqDQV+Qkj3LO4BpNFokJ6ejsbGRsTG6jqbxcXFITMzEyUlJeA4DkeOHMHFixcxc+ZMk/NtamqCWq2Gt7fxnuu1tbUA0CFNdnY2/Pz8EBERgaVLl6KioqLLYymVStTV1Rnc+GSdpn7es9Sjzn3OxUUo0N8XsizmjwuFluZHIIR0w+zOffn5+YiNjUVLSwtkMhkyMjIQGRkJANi2bRuWLl2KkJAQCIVCsCyLnTt3Ii4uzuT8X3zxRQQHB2PatGmd7uc4DitXrkRcXByGDx+u356QkIB58+ZBoVCgsLAQa9aswT333INTp05BIpF0mldKSgpeeeUVM169eazRwc+atXK+OvcR23B3uf3xFbAM1j8wwo6lIYQ4C7MD/5AhQ5CXl4eamhp89tlnSExMRE5ODiIjI7Ft2zbk5uYiMzMTCoUC33//PZKSkhAYGGg0kLe3ceNGfPTRR8jOzoaLS+fzuS9fvhy//PILfvjhB4Pt8+fP198fPnw4YmJioFAo8PXXX+PBBx/sNK9Vq1Zh5cqV+sd1dXUIDQ015TSYRHjn4GoeWDM2W2kgArESNwkNyiGEmM/sbw6xWIxBgwYBAGJiYnDixAls3boVW7ZswerVq5GRkYHZs2cDAKKjo5GXl4dNmzZ1G/g3bdqE9evX49ChQ4iOju40zbPPPovMzEx8//33CAkJ6TK/wMBAKBQKXLp0yWgaiURitDWAD3x1lmvPmtf4BZ3M904cl5tE0H0iQgi5Q4+rDBzHQalUQq1WQ61Wg72jlisQCKDVdt3p6I033sDatWuxf/9+xMTEdHqMZ599FhkZGcjOzkZ4eHi35aqqqsLVq1cRGGi/Gcw6Wzilp/gacmfrvAn/ZFTjJ4RYwKxvjtWrVyMhIQGhoaGor69Heno6srOzkZWVBblcjvj4eDz//POQSqVQKBTIyclBWloaNm/erM9j8eLFCA4ORkpKCgBd8/6aNWuwd+9ehIWFoaysDAAgk8kgk8kAAM888wz27t2LL774Au7u7vo0Hh4ekEqlaGhoQHJyMh566CEEBgbiypUrWL16NXx8fPDAAw/wcqIsEewphfpWT+v6llbUNqt7nKcVrh7oUYXfObhLhJg0qB+kIqrxE0LMZ9bqfE888QQOHz6M0tJSeHh4IDo6Gn/7298wffp0AEBZWRlWrVqFAwcOoLq6GgqFAk899RRWrFihb6KeOnUqwsLC8P777wMAwsLCUFTUcaKXl19+GcnJybpCGqmJ7tq1C0uWLEFzczN+//vf4/Tp06ipqUFgYCDuvvtuvPbaa2Zds7fmCkrv/VCI17462+N8PF1FCPdxg/bWIj6tGg5aTreoj5a7vcjPI+NC8ey9g83K+/KNBhwvrAYH3VoDHDhwt/JMP3EV50r5HfVALPPGw9GYF8NfXxRCiHU52up8tCxvO9b8z0k7dgX/+KKA1zy78kRcONb8LrJHeXAch7RjRXjru19R2aDkqWSkJ2ZE+uOdRWNphj5CnIijBX66SGgj1ujh35WernfPcRyWf3QaX/9SylOJCB9emDWEgj4hpEfoqq6NWKOHf1d60pCj1XJ474dCVNYr8bdZQ6224BAxz71D/TDIz93exSCEODmq8duIrWfF01gY+Otb1Pj752cwJMAdHy2dCJZlUFjZgP87eY3nEhJzPTVlgL2LQAjpBajGbyNCG3eZt6Sl/+SVaixNO4mFExRImjpIP5PfU1MGglqX7WtkqCfGhxufxpoQQkxFNX4bEdm4xm/OnO1aLYfUnN9wurgG2xeOhbeb2GD/ID8Zpg/zx4Gz5XwXk5jo/00ZQNf2CSG8oMBvIz2p8c8dFYT7RwYBABgGYHArALT70xYUmFtp/OWdT3l8p8oGJV749BdMCPfGu4vGGp2vf9nUgRT47aS/tytmRjnOqpOEEOdGgd9GetK5b7CfDPcO8+exNDrHfqvC61nnseZ3wzBW0XUz8pj+Xhji744L5fW8l4N07cnJ4VZZ6ZEQ0jfRNX4bEfVgOB/fTbwaLYcthy5i1/8KsWvJuG6DfpsXE4byWg7SPS9XEeaNpcl6CCH8ocBvIz2psfG5FG9FfQsee/8EZBIh3lk0Fl53XM/vytQhvhgaQMPJbGlRbBikYpqalxDCHwr8NtKTsfB8tfL+cKkST6Wdwoppg/HkZPM7izEMg/8XT0PKbMVFxCIxVmHvYhBCehkK/DbSk859Pa3wt2q02LT/AvYeL8Lux8ZjdH8vi/P6XXQQgj2lPSsQMcm8saHoJ7PestGEkL6JOvfZSKiXFK/OjdItfmNkcp0L5Q0Y6OuG1lsL7ag1Wmi0HEaFWh6oy2pb8PynP2NmVAD+MiOix/0FRAIWL80ehgMFZdBywOXKBpwpocV7+MYywNLJ1LpCCOEfBX4b6SeTYHFsWJdpvjtfjnuG8td7/4dLlfjnoYt4dW4UooI8eMv3vhGBuG9EIADgg2NXcKbEdosP9RUJIwLRv5+rvYvRrQZlK2QS+hohxJnQJ7YX0mg5vPXdJVyqaMCux8ZB7iKy2rFoUhnrWDZloL2L0K3048U4dK4C/dzEqG1WQyhgIBawEAoYCAWs7j7bdl/3ty2Nm0SIBeP72/slENInUeDvZaoalHj+018QN8gH/1ow2uqBWWzjqYj7grsG9cOIEP5aaKzh2G9VKKpuws7EGFTUt2D8usNmPZ9lgN1Hr0AsbP/jQPfDQCRgIRIwELLs7fsCBv9vykCEejt+Kwghjo4CvwPpwYJ6AIATV6qR8s05/P13kRjTgw585rD1qoN9wVMOXtsvqmrEJ6eu4o2HR1qch5YDzpeZNxnUvcP8KfATwgMK/L0Ax3HY8d/LOF5YjfcSx5k1Nr+n+JxjgABDA9wxZbCPvYthVF2LGhuzLmDDQyNsPptgVYPKpscjpLeidlonV9ukxtN7foKqVYt3F8XYNOgDMDq3P7HMsviBDttvQqPlkJxZgL/NGgr3dv1G9GtHWFlVg9ImxyGkt6MavxPLv1aLlzPP4K8zh2DSQPvUEruK+y/PicRAXxk4AFqOAziAAwetFmh/VaP98Ma2e7XNarzw6S/WKLLDCvaUYnZ0oL2LYdQb+y/gkXH97TbaoKqRavyE8IECvxPiOA57fizGwbPlePuPY+Fn4kp81tBVU390iCfGKizva5B27EqfmiPg8bhwiBy0s+SHPxZhgK8bxod3XNfBVg0ULWqNbQ5ESC9Hgd/JNCpb8VJGPoI8pfhPYkyPZgTkQ9fX+HvWW3FOdBC0WuCB0cGob1Fj23e/9ig/RyZ3EeKRcY63GA/HcXjvh0JoOc7unQ61Pe39SggBQNf4ncrF8nok/uc47h8VhBdmDbV70Ae6burv6ff070YG4erNJjwyPhSPTujdc9Yvjg2DmwNNhMNxHLIvVODP6XkI6+fWZdC3VY8ELcV9QnjhON80pEv7frqGT09dw5ZHRiHEy3GGNHVV4+/p93SwpxRD/N3xyclrmBcT0sPcHJdYyCJxUpi9iwEAaFZpsO/0NZworMaUCF9smjcSYqH9f2ACxqe6JoSYhwK/g2tRa/DKlwWQCAV4/7HxDvMl3Ibtojh8fE/fPyoIqdm/4Q/jQiEVCdDcC6/zPjQmGL7u9l2Mp6y2BR/+WIQb9Uo8MDoYj47v73CjC7Rae5eAkN6BAr8Du1LZiBc++wWLYxW4b3igQw6d66rG36zWoEWtgYvI8vXkE4YHIjmzAHt/LNJNFqS2OCuHxNh5MZ5frtXg4xNX4SYRYuGE/lD0czM7D1v9QKBr/ITwgwK/A2l/DTPrTCne+6EQrz8UjQG+MnAcB47jkHWmDAEeLj1aWpdPXQX+xP8cx4xIf7y7OMbi/H3dJYgb7Isvfy6FWtP7qnwzIv0xwFdm02NqtBwOni3DgYJyRAbJ8beEoVZdz4EvdI2fEH5Q4HcgGi2HFrUGG7MuoL5FjbTHJ0Aq1tWW22pV7i4i/TZH0N3MfXzU0uZEB+L5Xjqmf1m87XrK17eo8fGJqyi4Xofpkf7Y+HA0Lx1Ebde5jyI/IXygwO9AJg/2weL/HMe8sSGYF9P50K44B5vOtburD3zU0mYOD8BLGWeg6mU1/gnh3jZpuSmuasKeH4vQoGzFH2JC8aQdLy0QQuyPAr8DcZMIkfb4+B5dE7e17q7v1jWrcaakFgyjax1gGMBNLDRrsRW5iwhTh/jiwNnynhbXoSybap3avkbL4ez1Ohz9rRKFlY3wc5fgsbvCEOghtcrxbNUHkHr1E8IPCvwOxpmCPtB9jf9k0U387q0fDLZNHuyDD56YYNZx5owM6lWBf2iAO6ZG+PKS16miavxwqQpHf6uEq1gAf7kLooLkuHeYPwb6ujlc73xCiH1R4Cc9YskKbZZcq713mB9cRCxa1L2juT/p7kE9CshFVY14O+cyHhwdhIXvHUdkoByTBvbD3FHBGBLgzmNJHQfV9wnhBwV+0iMDfWXYvnAMOE4X0DncbpLVb9Otz6NfqMdXbv6YdVexEJ5SMcrULfy+ADsI6+eK2SMsW4yH4zj8539X8Pq35zEy1AOBnlKc/Ps0u/bKt9XqfNTSTwg/KPCTHvFyE+M+C4OYuXpLi/Wy+IEWr2V/7HIV/nnwIl5/eAR+PyqYmvEJIWYzayxPamoqoqOjIZfLIZfLERsbi2+//Va/v6GhAcuXL0dISAikUimGDRuG1NTULvPcsWMHJk+eDC8vL3h5eWHatGk4fvx4h3Tbt29HeHg4XFxcMHbsWPz3v/812M9xHJKTkxEUFASpVIqpU6eioKDAnJdHHFx3Qwedgb9cggfGBFv03OpGFT46fhUnXpqGB0aHOE7Qt1XnPtschpBez6zAHxISgg0bNuDkyZM4efIk7rnnHsydO1cfYFesWIGsrCzs2bMH586dw4oVK/Dss8/iiy++MJpndnY2FixYgCNHjuDYsWPo378/ZsyYgZKSEn2ajz/+GM899xxeeuklnD59GpMnT0ZCQgKKi4v1aTZu3IjNmzfjX//6F06cOIGAgABMnz4d9fX15p4TQqxm6eQBkAgt68D51neX8LdZQxxqHgdCiPMxK/DPmTMH9913HyIiIhAREYF169ZBJpMhNzcXAHDs2DEkJiZi6tSpCAsLw1NPPYWRI0fi5MmTRvP88MMPkZSUhFGjRmHo0KHYsWMHtFotDh8+rE+zefNmPPHEE3jyyScxbNgwbNmyBaGhofrWBI7jsGXLFrz00kt48MEHMXz4cOzevRtNTU3Yu3evJeeFOCBHqeBaystVhAXj+1v03Bv1SggYxqEWaGpDw/kIcS4WT9ul0WiQnp6OxsZGxMbGAgDi4uKQmZmJkpIScByHI0eO4OLFi5g5c6bJ+TY1NUGtVsPb2xsAoFKpcOrUKcyYMcMg3YwZM3D06FEAQGFhIcrKygzSSCQSxMfH69MQYm9LJoVbvPTuZz9dMzqpU19BYZ8Qfpj9LZSfn4/Y2Fi0tLRAJpMhIyMDkZGRAIBt27Zh6dKlCAkJgVAoBMuy2LlzJ+Li4kzO/8UXX0RwcDCmTZsGAKisrIRGo4G/v79BOn9/f5SVlQGA/m9naYqKioweS6lUQqlU6h/X1dWZXE5ie85c4XMTC5A4SWHRczmOw8XyeptO72sOSyr8Q/zdcaGcLsMRYg9m1/iHDBmCvLw85Obm4umnn0ZiYiLOnj0LQBf4c3NzkZmZiVOnTuHNN99EUlISDh06ZFLeGzduxEcffYR9+/bBxcXFYN+dHZk4juuwzZQ07aWkpMDDw0N/Cw3t2zUqR+fMTb1/nKiAp6vYouf+WFiNCeHePJfIflzFArx431Dzn+i8//2EOBSza/xisRiDBg0CAMTExODEiRPYunUrtmzZgtWrVyMjIwOzZ88GAERHRyMvLw+bNm3S1+CN2bRpE9avX49Dhw4hOjpav93HxwcCgUBfq29TUVGhr+EHBAQA0NX8AwMDO03TmVWrVmHlypX6x3V1dRT8HZizrs4mFrJ4Ii7c4ud/9ct1rEoYxmOJ+CUVCbDrsXG6KZlxe2pmhtGN8W8/XTPLAOE+MoiFPV8ciBBimR6P4+c4DkqlEmq1Gmq1Gixr+IEWCATQaruebe2NN97A2rVrsX//fsTEGC7hKhaLMXbsWBw8eBAPPPCAfvvBgwcxd+5cAEB4eDgCAgJw8OBBjB49GoCub0BOTg5ef/11o8eVSCSQSMyfTIbYh8ZJa/x/iAmBn9yl+4SdqG1SQ8iyFvcNsAWhgMXdQ/zMek6DstXktPERvrh7iC8UPm7mFo0Q0gmzvk1Wr16NhIQEhIaGor6+Hunp6cjOzkZWVhbkcjni4+Px/PPPQyqVQqFQICcnB2lpadi8ebM+j8WLFyM4OBgpKSkAdM37a9aswd69exEWFqav2ctkMshkunXKV65ciUWLFiEmJgaxsbF49913UVxcjGXLlgHQNfE/99xzWL9+PQYPHozBgwdj/fr1cHV1xaOPPsrLiSL2p3XCKr+AZfD/plh+bf6Ln0swd1QQjyVyLiFeUmx7ZDQ8XO03MyEhvY1Zgb+8vByLFi1CaWkpPDw8EB0djaysLEyfPh0AkJ6ejlWrVmHhwoWorq6GQqHAunXr9AEaAIqLiw1aBbZv3w6VSoWHH37Y4Fgvv/wykpOTAQDz589HVVUVXn31VZSWlmL48OH45ptvoFDc7iz1wgsvoLm5GUlJSbh58yYmTJiAAwcOwN29d85b3hepnXBZ3kkD+5m1EmF7HMchr7gGiyZa1inQkZnSX0MkYPDvR8dQ0CeEZwznzD2meFZXVwcPDw/U1tZCLpfbuzjkDgNWfe101/nlLkJ8+WwcFP3Mb6b+5VoNThXdxGN3Wd4/wFHVtagRnXygyzTJcyKxpBe+dtL3OFpsoR42xClwHOd0QR8AVkyPwEELlxP+9NQ1/H6UZdP7OruE4QFInBRm72IQ0itR4CdOwRmDvperCPPHhWKMwgsnrlSb9dwzJbWQigXwcrNsCKCj66qdsb+3K15/ONpx1iIgpJehwE+cgtYJr0glTgqDq1iIMf29cPTXKtQ2q016XlltC7Ycuog/3TPYyiV0PGIBi+0Lx9h1mWFCejsK/MQpOFvgl4oESIwN0z9+aGwwFr/3I86VGp8dkuM45Fy8geTMAqx7YIRDD+HrMSP/nWt+NwzDgz1sWxZC+phe/M1CepNupoJwOPPHhRo004d4ucJP7oJHd+Ri0kAfyKW3a7Rut1bba9VyUGu0+NejoyEU9L3f5LOjA/HHXjiCgRBHQ4GfOAVnqvELWAZPTu7YG31cmBdeuT8KQZ5S/TatloNKo4VEyIJhGKQduwK2D1zb5u6o8of1c8WGB0fQdX1CbKDvVSuIU3KmWftmjwjsdPncWVGBCLhjBj+WZeAiEugD3tQIP1TUKzs8tzcTC1n8e+EYuNN1fUJsgmr8xCmIWBZLJoVBy3Fo1XLQaDhoOA4a7e1bq1YLjRbQaLVo1XK6tBru9nMM0nLQag23336OFloOt/LT7TNlVMGY/p6YMKAf+hnpid+/X/cT+ZiSpjdo/zvu5TmRiAqi6/qE2AoFfuIUpGIBku+PstvxtdrbPzS03O0fA1y7+y4iFi4iATJOl9itnM6iLe7PGRmER8f3t2tZCOlrKPATYgKWZcCCgUjQdbrKBiU8pNRkbYoBPm5Ioev6hNgcXeMnhEe1zWoK/CYQChj8e+EYyHrzkEVCHBR96gjhEQV+08hdRJAH0nkixB6oxk8IjyjwE0IcHQV+QnhUR4GfEOLgKPATwqMmlQau4m56ABJCiB1R4CeEZ9RLnRDiyCjwE0IIIX0IBX5CeKQxZYo/QgixIwr8hPDoTEktWtQaexeDEEKMosBPCI/Cfdyw87+XUdeitndRCCGkUxT4CeGRu4sIT04egIyfSnD0t0p7F4cQQjqgmfsI4ZmLSIDESWE4eaUa6ceL8YiVFqF588AFlNW2QMAyELAMhCwD9o6/AoaBWKhbPEgiZCERCiARtf+ru+/Stk3IQiK6nV4sYGmUAiG9DAV+QnjUPkbGhHlD1arF+bI6DA2Q836sL3++jitVTbzneyfJrR8Okwf74F+PjrH68Qgh1kVN/YTwRNmqgUhg+JGKCvbArxUNVjleg9I2nQiVrVrUNqtR20z9FgjpDSjwE8KT2mY1PO+Yrvfor5UYGeJpleM1KG0biFlq8iekV6DATwhPapvU8HDVBX6O4/DVL9chYBmEervyfiy1RosWtZb3fLvCUtwnpFega/yE8KRtZb6qBiX+7+Q1zIzyxwBfmVWO1dDSapV8u0Kd/AjpHSjwE8KT2mY1rt1sRqOqFUsnh0MosF6DWr0dAj/V+AnpHSjwE8KT2mY1BCyDhRMUVj+WfSYIoshPSG9A1/gJ4UmzWoPfRQfZ5FgNSqrxE0IsQ4GfEJ4IGN1EOrZgj6Z+usRPSO9AgZ8QnthyXb56OzT1M9TUT0ivQIGfECdkj6Z+W7VmEEKsiwI/ITzhbFjlt0dTP1X4CekdzOrVn5qaitTUVFy5cgUAEBUVhX/84x9ISEgAADQ0NODFF1/E559/jqqqKoSFheFPf/oTnn76aaN5FhQU4B//+AdOnTqFoqIi/POf/8Rzzz1nkCYsLAxFRUUdnpuUlIR///vfAIAlS5Zg9+7dBvsnTJiA3Nxcc14iIRY7XXwTlyrqwTIMWEY30x3DMGAYGDxuu88yaLef6ZCGAcCyHZ8jZFk7DeejyE9Ib2BW4A8JCcGGDRswaNAgAMDu3bsxd+5cnD59GlFRUVixYgWOHDmCPXv2ICwsDAcOHEBSUhKCgoIwd+7cTvNsamrCgAEDMG/ePKxYsaLTNCdOnIBGc3te8jNnzmD69OmYN2+eQbpZs2Zh165d+sdisdicl0dIjxRVNeH4lWqrH8fLVYT7RgRa/Th3orBPSO9gVuCfM2eOweN169YhNTUVubm5iIqKwrFjx5CYmIipU6cCAJ566im88847OHnypNHAP27cOIwbNw4A8OKLL3aaxtfX1+Dxhg0bMHDgQMTHxxtsl0gkCAgIMOclEcKbllbbLJrjJhHScD5CiMUsvsav0WiQnp6OxsZGxMbGAgDi4uKQmZmJkpIScByHI0eO4OLFi5g5cyZvBVapVNizZw8ef/zxDlOIZmdnw8/PDxEREVi6dCkqKip4Oy4hXeE4DkU2WCIXAGQSIRpttDJfezRlLyG9g9kz9+Xn5yM2NhYtLS2QyWTIyMhAZGQkAGDbtm1YunQpQkJCIBQKwbIsdu7cibi4ON4K/Pnnn6OmpgZLliwx2J6QkIB58+ZBoVCgsLAQa9aswT333INTp05BIpF0mpdSqYRSqdQ/rqur462cpG8pqWm22bK1bhIhGu1Q46e4T0jvYHbgHzJkCPLy8lBTU4PPPvsMiYmJyMnJQWRkJLZt24bc3FxkZmZCoVDg+++/R1JSEgIDAzFt2jReCvzee+8hISEBQUGGM6TNnz9ff3/48OGIiYmBQqHA119/jQcffLDTvFJSUvDKK6/wUi7St+VdrbHZsVzFAtRZ6UdGiJcUnq4ilNW2oLJBZbBPQJGfkF7B7MAvFov1nftiYmJw4sQJbN26FVu2bMHq1auRkZGB2bNnAwCio6ORl5eHTZs28RL4i4qKcOjQIezbt6/btIGBgVAoFLh06ZLRNKtWrcLKlSv1j+vq6hAaGtrjcpK+56eiGpsdSyYRorS2xSp5zx4RiFX3DQMAKFs1qKhToqyuBVUNStw1yMcqxySE2FaPF+nhOA5KpRJqtRpqtRosa9htQCAQQKvlZ93wXbt2wc/PT//DoitVVVW4evUqAgON936WSCRGLwMQYo4ffr1hs2O5iq3X1N+qvT0ZgUQoQKi3K0K9Xa1yLEKIfZgV+FevXo2EhASEhoaivr4e6enpyM7ORlZWFuRyOeLj4/H8889DKpVCoVAgJycHaWlp2Lx5sz6PxYsXIzg4GCkpKQB0nfXOnj2rv19SUoK8vDzIZDJ9ywIAaLVa7Nq1C4mJiRAKDYvd0NCA5ORkPPTQQwgMDMSVK1ewevVq+Pj44IEHHrD45BBiisLKRlwsb7DZ8WQSgdUCv0Zry4mHCSH2YFbgLy8vx6JFi1BaWgoPDw9ER0cjKysL06dPBwCkp6dj1apVWLhwIaqrq6FQKLBu3TosW7ZMn0dxcbFBq8D169cxevRo/eNNmzZh06ZNiI+PR3Z2tn77oUOHUFxcjMcff7xDuQQCAfLz85GWloaamhoEBgbi7rvvxscffwx3d3dzXiIhZsv46ZpNjycVC9Cksk6vfq0tpx8khNgFw3H0SW9TV1cHDw8P1NbWQi6X27s4xAmoWrWIe/07VNQru0/MkxXTBuOfh4z3XemJlAdHYMH4/lbJm5C+ytFiS4+v8RPSl2WcvmbToA9YZ7EcD6kIW+aPwt1D/XjPmxDiWCjwE2KhFrUG2w7/avPjCgX8rq01ItgD2xeOoU58hPQRFPgJsVB+SS2qGm1b2wf4XVLz0Qn98Y/fRcJFJOAxV0KII6PAT4iFxoV5w8tVbLUx9cbwMY+Oop8rViUMxazhtl/shxBiXxT4CemBVicc/nb/yCCsf3AEZBL6+BPSF9Enn5Ae0Noh8Ft6SImQRfL9UXhkXCgtuENIH0aBn5Ae0NhhNKwlk+wo+rni7T+OxbBA+w8lIoTYFwV+QnpAo3H8wB8ZKMeHT06Al5vYSiUihDgTfscFEdLH2KPGr9KYvvZFf29X7H58PAV9QogeBX5CesDWnfvEQhbKVtMCv6erCLseGwdfd1qIihByGwV+QnrA1p373CVC1Ld0v0CPi4jFe4njMNBXZoNSEUKcCQV+QnrA1jV+N0n3S/KyDPDWgjEYq/CyUakIIc6EAj8hFrLHUD43iRAN3QT+xbFhmB7pb6MSEUKcDQV+Qixkj8l7ZBJBl4FfJhFiyaQw2xWIEOJ0KPATYiF7rF3vJhGioYtr/G/+YSTCfNxsWCJCiLOhwE+IhexT4xeiUdUx8LuKBfhddCBmRgXYvEyEEOdCgZ8QC1kyg15PuYk7r/EPDXDHGw+PtHl5CCHOhwI/IRayS+DvpHPfQF83vJc4DlIxLa1LCOkeBX5CLGSPwC8VGU7g4y+X0Mx8hBCzUOAnxEK27tzHMECAh4v+cai3FGmPT0CIl6tNy0EIcW60SA8hFrJm5z6pSAAPqQj+Hi7wkIrgImTRTybB9MgArPmiAL+LDsSbfxgJiZCa9wkh5qHAT4iFupvARyJk4SEVdbjJ73js6dpxv4uo84D+240GTBrYj4I+IcRiFPgJsZDcRYR//C7ydtC+I4AbC9494SOT4N3FMRT0CSEWo8BPiIU8XEV4PC7ctseUimx6PEJI70Od+wghhJA+hAI/IYQQ0odQ4CeEEEL6EAr8hBBCSB9CgZ8QQgjpQyjwE0IIIX0IBX5CCCGkD6HATwghhPQhFPgJIYSQPoQCPyGEENKHmBX4U1NTER0dDblcDrlcjtjYWHz77bf6/Q0NDVi+fDlCQkIglUoxbNgwpKamdplnQUEBHnroIYSFhYFhGGzZsqVDmuTkZDAMY3ALCAgwSMNxHJKTkxEUFASpVIqpU6eioKDAnJdHCCGE9HpmBf6QkBBs2LABJ0+exMmTJ3HPPfdg7ty5+gC7YsUKZGVlYc+ePTh37hxWrFiBZ599Fl988YXRPJuamjBgwABs2LChQzBvLyoqCqWlpfpbfn6+wf6NGzdi8+bN+Ne//oUTJ04gICAA06dPR319vTkvkRBCCOnduB7y8vLidu7cyXEcx0VFRXGvvvqqwf4xY8Zwf//7303KS6FQcP/85z87bH/55Ze5kSNHGn2eVqvlAgICuA0bNui3tbS0cB4eHtzbb79t0rE5juNqa2s5AFxtba3JzyGEEEK64mixxeJr/BqNBunp6WhsbERsbCwAIC4uDpmZmSgpKQHHcThy5AguXryImTNn9vgHyqVLlxAUFITw8HA88sgjuHz5sn5fYWEhysrKMGPGDP02iUSC+Ph4HD161GieSqUSdXV1BjdCCCGkNzN7Wd78/HzExsaipaUFMpkMGRkZiIyMBABs27YNS5cuRUhICIRCIViWxc6dOxEXF9ejQk6YMAFpaWmIiIhAeXk51q5di0mTJqGgoAD9+vVDWVkZAMDf39/gef7+/igqKjKab0pKCl555ZUO2+kHACGEEL60xRSO4+xcklvMbSJQKpXcpUuXuBMnTnAvvvgi5+PjwxUUFHAcx3FvvPEGFxERwWVmZnI///wz99Zbb3EymYw7ePCgSXkba+q/U0NDA+fv78+9+eabHMdx3P/+9z8OAHf9+nWDdE8++SQ3c+ZMo/m0tLRwtbW1+tvZs2c5AHSjG93oRje68X67evWqSbHQ2syu8YvFYgwaNAgAEBMTgxMnTmDr1q3YsmULVq9ejYyMDMyePRsAEB0djby8PGzatAnTpk0z91BGubm5YcSIEbh06RIA6DsFlpWVITAwUJ+uoqKiQytAexKJBBKJRP9YJpPh6tWrcHd3B8MwvJXX1urq6hAaGoqrV69CLpfbuzgOg86LcXRuOkfnxTg6N53r7LxwHIf6+noEBQXZuXQ6Zgf+O3EcB6VSCbVaDbVaDZY17DYgEAig1Wp7ehgDSqUS586dw+TJkwEA4eHhCAgIwMGDBzF69GgAgEqlQk5ODl5//XWT82VZFiEhIbyW1Z7ahl0SQ3RejKNz0zk6L8bRuencnefFw8PDjqUxZFbgX716NRISEhAaGor6+nqkp6cjOzsbWVlZkMvliI+Px/PPPw+pVAqFQoGcnBykpaVh8+bN+jwWL16M4OBgpKSkANAF6LNnz+rvl5SUIC8vDzKZTN+y8Ne//hVz5sxB//79UVFRgbVr16Kurg6JiYkAAIZh8Nxzz2H9+vUYPHgwBg8ejPXr18PV1RWPPvooLyeKEEII6Q3MCvzl5eVYtGgRSktL4eHhgejoaGRlZWH69OkAgPT0dKxatQoLFy5EdXU1FAoF1q1bh2XLlunzKC4uNmgVuH79ur6WDgCbNm3Cpk2bEB8fj+zsbADAtWvXsGDBAlRWVsLX1xcTJ05Ebm4uFAqF/nkvvPACmpubkZSUhJs3b2LChAk4cOAA3N3dLToxhBBCSG9kVuB/7733utwfEBCAXbt2dZmmLZi3CQsL67anY3p6erdlYxgGycnJSE5O7jZtbyeRSPDyyy8b9F8gdF66Quemc3RejKNz0zlnOC8M113UJYQQQkivQYv0EEIIIX0IBX5CCCGkD6HATwghhPQhFPgJIYSQPoQCv4NZt24dJk2aBFdXV3h6enaapri4GHPmzIGbmxt8fHzwpz/9CSqVqtO0v/76K9zd3Y3m1SY7OxsMw3R6O3HihEXH5pO9zkubr7/+GhMmTIBUKoWPjw8efPBBg/2dnbe3337bnJdoMUc/N/Z6zwD2PTdhYWEd3hMvvviiQRp7vW8c/bz01fdMG6VSiVGjRoFhGOTl5Rns4+M90+OZ+wi/VCoV5s2bh9jY2E6HT2o0GsyePRu+vr744YcfUFVVhcTERHAch7feessgrVqtxoIFCzB58uQuVykEgEmTJqG0tNRg25o1a3Do0CHExMSYfWy+2eu8AMBnn32GpUuXYv369bjnnnvAcRzy8/M7pNu1axdmzZqlf2yrmboc+dzY8z0D2PfcAMCrr76KpUuX6h/LZLIOaezxvnHk89LX3zOAbl6aoKAg/Pzzz53u7/F7xvbLAxBT7Nq1i/Pw8Oiw/ZtvvuFYluVKSkr02z766CNOIpF0WOv5hRde4P74xz8azasrKpWK8/Pz41599VWLjm0ttj4varWaCw4O5nbu3NllOgBcRkaGqS/DKhzx3DjCe4bj7PN5MmXRMXu/bxzxvPTl90xb/kOHDuUKCgo4ANzp06cN9vPxnqGmfidz7NgxDB8+3GCxh5kzZ0KpVOLUqVP6bd999x0++eQT/Pvf/7boOJmZmaisrMSSJUvMPrY9WOu8/PTTTygpKQHLshg9ejQCAwORkJCAgoKCDmmXL18OHx8fjBs3Dm+//Tbva1RYyp7nxpHfM4D1P0+vv/46+vXrh1GjRmHdunWdNgc74vvGnuelL79nysvLsXTpUnzwwQdwdXU1mq6n7xlq6ncyZWVlHVYc9PLyglgsRllZGQCgqqoKS5YswZ49eyxePOO9997DzJkzERoaatax7cVa5+Xy5csAgOTkZGzevBlhYWF48803ER8fj4sXL8Lb2xsA8Nprr+Hee++FVCrF4cOH8Ze//AWVlZX4+9//zuOrtIw9z40jv2cA636e/vznP2PMmDHw8vLC8ePHsWrVKhQWFmLnzp36NI76vrHneemr7xmO47BkyRIsW7YMMTExuHLlSqfp+HjPUI3fBpKTk412nGu7nTx50uT8OlsymOM4/falS5fi0UcfxZQpUywq77Vr17B//3488cQTZh/bHM5wXtp+Sb/00kt46KGHMHbsWOzatQsMw+CTTz7Rp/v73/+O2NhYjBo1Cn/5y1/w6quv4o033jD5OHfqTeeGz/cM4BznBgBWrFiB+Ph4REdH48knn8Tbb7+N9957D1VVVfo0fL5vetN56Yvvmbfeegt1dXVYtWpVl+n4eM9Qjd8Gli9fjkceeaTLNGFhYSblFRAQgB9//NFg282bN6FWq/W/Qr/77jtkZmZi06ZNAHRvSK1WC6FQiHfffRePP/54l8fYtWsX+vXrh/vvv9/sY5vDGc5LYGAgACAyMlK/TSKRYMCAASguLjZanokTJ6Kurg7l5eV9+tzw/Z4BnOPcdGbixIkAdL28+/XrZzSNpe+b3nJe+up75rvvvkNubm6HOf5jYmKwcOFC7N69u9PyWPSe6VEPAWI13XUsuX79un5benq6QceSs2fPcvn5+frb2rVrOXd3dy4/P5+rrq7u8rharZYLDw/n/vKXv1h0bGuz9Xmpra3lJBKJQQe2to6P77zzjtFyvvXWW5yLiwvX0tJi4Ss1nyOeG0d4z3Cc/T5P7X355ZccAK6oqMhoGlu/bxzxvPTV90xRUZHBc/bv388B4D799FPu6tWrRstpyXuGAr+DKSoq4k6fPs298sornEwm406fPs2dPn2aq6+v5ziO41pbW7nhw4dz9957L/fTTz9xhw4d4kJCQrjly5cbzbOzN/CPP/7IDRkyhLt27ZrB9kOHDnEAuLNnz3bIx5Jj88We5+XPf/4zFxwczO3fv587f/4898QTT3B+fn76D3BmZib37rvvcvn5+dyvv/7K7dixg5PL5dyf/vQn/k9EJxz53NjzPcNx9js3R48e5TZv3sydPn2au3z5Mvfxxx9zQUFB3P33369/jj3fN458Xvrqe+ZOhYWFHXr18/WeocDvYBITEzkAHW5HjhzRpykqKuJmz57NSaVSztvbm1u+fHmXv/Y6e9MdOXKEA8AVFhYabF+wYAE3adIko3mZe2y+2PO8qFQq7i9/+Qvn5+fHubu7c9OmTePOnDmj3//tt99yo0aN4mQyGefq6soNHz6c27JlC6dWq/l6+V1y5HNjybH5ZK9zc+rUKW7ChAmch4cH5+Liwg0ZMoR7+eWXucbGRv1z7Pm+ceTzYsmx+WTv7+A2nQV+vt4ztCwvIYQQ0odQr35CCCGkD6HATwghhPQhFPgJIYSQPoQCPyGEENKHUOAnhBBC+hAK/IQQQkgfQoGfEEII6UMo8BNCCCF9CAV+QgghpA+hwE8IIYT0IRT4CSGEkD6EAj8hhBDSh/x/8DGRgV1GPGUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pueblo_boundary = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\pueblo.shp\")\n", + "pueblo_boundary.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "3413c9be", + "metadata": {}, + "outputs": [], + "source": [ + "all_within_boulder = trip_program_df_gdf[trip_program_df_gdf.within(boulder_boundary.geometry.iloc[0])]\n", + "all_within_durango = trip_program_df_gdf[trip_program_df_gdf.within(durango_boundary.geometry.iloc[0])]\n", + "all_within_fortcollins = trip_program_df_gdf[trip_program_df_gdf.within(fort_collins_boundary.geometry.iloc[0])]\n", + "all_within_vail = trip_program_df_gdf[trip_program_df_gdf.within(vail_boundary.geometry.iloc[0])]\n", + "all_within_pueblo = trip_program_df_gdf[trip_program_df_gdf.within(pueblo_boundary.geometry.iloc[0])]" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "6c0b55a9", + "metadata": {}, + "outputs": [], + "source": [ + "#denver\n", + "#e_bike_start_or_end_within\n", + "#car_like_start_or_end_within\n", + "\n", + "#boulder\n", + "car_like_start_or_end_within_boulder = car_like_trips[car_like_trips.within(boulder_boundary.geometry.iloc[0])]\n", + "e_bike_start_or_end_within_boulder = e_bike_trips[e_bike_trips.within(boulder_boundary.geometry.iloc[0])]\n", + "\n", + "#durango\n", + "car_like_start_or_end_within_durango = car_like_trips[car_like_trips.within(durango_boundary.geometry.iloc[0])]\n", + "e_bike_start_or_end_within_durango = e_bike_trips[e_bike_trips.within(durango_boundary.geometry.iloc[0])]\n", + "\n", + "#fort collins\n", + "car_like_start_or_end_within_fortcollins = car_like_trips[car_like_trips.within(fort_collins_boundary.geometry.iloc[0])]\n", + "e_bike_start_or_end_within_fortcollins = e_bike_trips[e_bike_trips.within(fort_collins_boundary.geometry.iloc[0])]\n", + "\n", + "#vail\n", + "car_like_start_or_end_within_vail = car_like_trips[car_like_trips.within(vail_boundary.geometry.iloc[0])]\n", + "e_bike_start_or_end_within_vail = e_bike_trips[e_bike_trips.within(vail_boundary.geometry.iloc[0])]\n", + "\n", + "#pueblo\n", + "car_like_start_or_end_within_pueblo = car_like_trips[car_like_trips.within(pueblo_boundary.geometry.iloc[0])]\n", + "e_bike_start_or_end_within_pueblo = e_bike_trips[e_bike_trips.within(pueblo_boundary.geometry.iloc[0])]" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "ed655eed", + "metadata": {}, + "outputs": [], + "source": [ + "e_bike_denver_lessthan5=e_bike_start_or_end_within[e_bike_start_or_end_within['distance_miles']<=5]" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "8291f2e5", + "metadata": {}, + "outputs": [], + "source": [ + "e_bike_boulder_lessthan5=e_bike_start_or_end_within_boulder[e_bike_start_or_end_within_boulder['distance_miles']<=5]\n", + "e_bike_durango_lessthan5=e_bike_start_or_end_within_durango[e_bike_start_or_end_within_durango['distance_miles']<=5]\n", + "e_bike_fortcollins_lessthan5=e_bike_start_or_end_within_fortcollins[e_bike_start_or_end_within_fortcollins['distance_miles']<=5]\n", + "e_bike_vail_lessthan5=e_bike_start_or_end_within_vail[e_bike_start_or_end_within_vail['distance_miles']<=5]\n", + "e_bike_pueblo_lessthan5=e_bike_start_or_end_within_pueblo[e_bike_start_or_end_within_pueblo['distance_miles']<=5]" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "d7da9a2a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#boulder\n", + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, figsize=(15,15), sharex=True, sharey=True)\n", + "boulder_boundary.boundary.plot(ax=ax_arr[0], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "all_within_boulder.plot(ax=ax_arr[0], markersize=1)\n", + "boulder_boundary.boundary.plot(ax=ax_arr[1], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "e_bike_start_or_end_within_boulder.plot(color=\"#28a745\", ax=ax_arr[1], markersize=1)\n", + "boulder_boundary.boundary.plot(ax=ax_arr[2], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "car_like_start_or_end_within_boulder.plot(color=\"#dc3545\", ax=ax_arr[2], markersize=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "82c8be03", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#durango\n", + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, figsize=(15,15), sharex=True, sharey=True)\n", + "durango_boundary.boundary.plot(ax=ax_arr[0], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "all_within_durango.plot(ax=ax_arr[0], markersize=1)\n", + "durango_boundary.boundary.plot(ax=ax_arr[1], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "e_bike_start_or_end_within_durango.plot(color=\"#28a745\", ax=ax_arr[1], markersize=1)\n", + "durango_boundary.boundary.plot(ax=ax_arr[2], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "car_like_start_or_end_within_durango.plot(color=\"#dc3545\", ax=ax_arr[2], markersize=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "4aa5dda2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#fort collins\n", + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, figsize=(15,15), sharex=True, sharey=True)\n", + "fort_collins_boundary.boundary.plot(ax=ax_arr[0], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "all_within_fortcollins.plot(ax=ax_arr[0], markersize=1)\n", + "fort_collins_boundary.boundary.plot(ax=ax_arr[1], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "e_bike_start_or_end_within_fortcollins.plot(color=\"#28a745\", ax=ax_arr[1], markersize=1)\n", + "fort_collins_boundary.boundary.plot(ax=ax_arr[2], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "car_like_start_or_end_within_fortcollins.plot(color=\"#dc3545\", ax=ax_arr[2], markersize=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "5fceba35", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#vail\n", + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, figsize=(15,15), sharex=True, sharey=True)\n", + "vail_boundary.boundary.plot(ax=ax_arr[0], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "all_within_vail.plot(ax=ax_arr[0], markersize=1)\n", + "vail_boundary.boundary.plot(ax=ax_arr[1], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "e_bike_start_or_end_within_vail.plot(color=\"#28a745\", ax=ax_arr[1], markersize=1)\n", + "vail_boundary.boundary.plot(ax=ax_arr[2], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "car_like_start_or_end_within_vail.plot(color=\"#dc3545\", ax=ax_arr[2], markersize=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "id": "54d32bed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#pueblo\n", + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, figsize=(15,15), sharex=True, sharey=True)\n", + "pueblo_boundary.boundary.plot(ax=ax_arr[0], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "all_within_pueblo.plot(ax=ax_arr[0], markersize=1)\n", + "pueblo_boundary.boundary.plot(ax=ax_arr[1], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "e_bike_start_or_end_within_pueblo.plot(color=\"#28a745\", ax=ax_arr[1], markersize=1)\n", + "pueblo_boundary.boundary.plot(ax=ax_arr[2], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "car_like_start_or_end_within_pueblo.plot(color=\"#dc3545\", ax=ax_arr[2], markersize=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "f66366ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax_arr = plt.subplots(nrows=1, ncols=3, figsize=(15,15), sharex=True, sharey=True)\n", + "denver_boundary.boundary.plot(ax=ax_arr[0], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "all_start_or_end_within.plot(ax=ax_arr[0], markersize=1)\n", + "denver_boundary.boundary.plot(ax=ax_arr[1], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "e_bike_start_or_end_within.plot(color=\"#28a745\", ax=ax_arr[1], markersize=1)\n", + "denver_boundary.boundary.plot(ax=ax_arr[2], alpha = 0.2, color = \"black\", edgecolor='black')\n", + "car_like_start_or_end_within.plot(color=\"#dc3545\", ax=ax_arr[2], markersize=1)" + ] + }, + { + "cell_type": "markdown", + "id": "dcb45f84", + "metadata": {}, + "source": [ + "# blocks analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "7416de62", + "metadata": {}, + "outputs": [], + "source": [ + "denver_blocks = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\denver_blocks.shp\")\n", + "boulder_blocks= gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\boulder_blocks.shp\")\n", + "fort_collins_blocks = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\fort_collins_blocks.shp\")\n", + "vail_blocks = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\vail_blocks.shp\")\n", + "durango_blocks = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\durango_blocks.shp\")\n", + "pueblo_blocks = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\pueblo_blocks.shp\")" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "ea24a949", + "metadata": {}, + "outputs": [], + "source": [ + "#denver_blocks = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\denver_blocks.shp\")\n", + "boulder_pixels= gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\boulder_pixels.shp\")\n", + "fort_collins_pixels = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\fortcollins_pixels.shp\")\n", + "vail_pixels= gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\vail_pixels.shp\")\n", + "durango_pixels = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\durango_pixels.shp\")\n", + "pueblo_pixels = gpd.read_file(r\"C:\\Users\\dakcicek\\Desktop\\ceo spatial analysis\\muni_boundaries\\pueblo_pixels.shp\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "af03b090", + "metadata": {}, + "outputs": [], + "source": [ + "#denver First, let's just make a dataframe with the three different counts: total, e-bike, car-like, for each polygon\n", + "def get_counts(pixel_polygon):\n", + " all_trip_count = np.count_nonzero(all_start_or_end_within.within(pixel_polygon))\n", + " e_bike_trip_count = np.count_nonzero(e_bike_start_or_end_within.within(pixel_polygon))\n", + " car_like_trip_count = np.count_nonzero(car_like_start_or_end_within.within(pixel_polygon))\n", + " return pd.Series([all_trip_count, e_bike_trip_count, car_like_trip_count])" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "a47c5624", + "metadata": {}, + "outputs": [], + "source": [ + "# boulder First, let's just make a dataframe with the three different counts: total, e-bike, car-like, for each polygon\n", + "def get_counts_boulder(pixel_polygon):\n", + " all_trip_count = np.count_nonzero(all_within_boulder.within(pixel_polygon))\n", + " e_bike_trip_count = np.count_nonzero(e_bike_start_or_end_within_boulder.within(pixel_polygon))\n", + " car_like_trip_count = np.count_nonzero(car_like_start_or_end_within_boulder.within(pixel_polygon))\n", + " return pd.Series([all_trip_count, e_bike_trip_count, car_like_trip_count])\n", + "\n", + "# fort collins First, let's just make a dataframe with the three different counts: total, e-bike, car-like, for each polygon\n", + "def get_counts_fortcollins(pixel_polygon):\n", + " all_trip_count = np.count_nonzero(all_within_fortcollins.within(pixel_polygon))\n", + " e_bike_trip_count = np.count_nonzero(e_bike_start_or_end_within_fortcollins.within(pixel_polygon))\n", + " car_like_trip_count = np.count_nonzero(car_like_start_or_end_within_fortcollins.within(pixel_polygon))\n", + " return pd.Series([all_trip_count, e_bike_trip_count, car_like_trip_count])\n", + "\n", + "# vail First, let's just make a dataframe with the three different counts: total, e-bike, car-like, for each polygon\n", + "def get_counts_vail(pixel_polygon):\n", + " all_trip_count = np.count_nonzero(all_within_vail.within(pixel_polygon))\n", + " e_bike_trip_count = np.count_nonzero(e_bike_start_or_end_within_vail.within(pixel_polygon))\n", + " car_like_trip_count = np.count_nonzero(car_like_start_or_end_within_vail.within(pixel_polygon))\n", + " return pd.Series([all_trip_count, e_bike_trip_count, car_like_trip_count])\n", + "\n", + "# Durango First, let's just make a dataframe with the three different counts: total, e-bike, car-like, for each polygon\n", + "def get_counts_durango(pixel_polygon):\n", + " all_trip_count = np.count_nonzero(all_within_durango.within(pixel_polygon))\n", + " e_bike_trip_count = np.count_nonzero(e_bike_start_or_end_within_durango.within(pixel_polygon))\n", + " car_like_trip_count = np.count_nonzero(car_like_start_or_end_within_durango.within(pixel_polygon))\n", + " return pd.Series([all_trip_count, e_bike_trip_count, car_like_trip_count])\n", + "\n", + "# pueblo First, let's just make a dataframe with the three different counts: total, e-bike, car-like, for each polygon\n", + "def get_counts_pueblo(pixel_polygon):\n", + " all_trip_count = np.count_nonzero(all_within_pueblo.within(pixel_polygon))\n", + " e_bike_trip_count = np.count_nonzero(e_bike_start_or_end_within_pueblo.within(pixel_polygon))\n", + " car_like_trip_count = np.count_nonzero(car_like_start_or_end_within_pueblo.within(pixel_polygon))\n", + " return pd.Series([all_trip_count, e_bike_trip_count, car_like_trip_count])" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "85118d0c", + "metadata": {}, + "outputs": [], + "source": [ + "#denver_blocks[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = denver_blocks.geometry.apply(lambda pp: get_counts(pp))\n", + "boulder_blocks[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = boulder_blocks.geometry.apply(lambda pp: get_counts_boulder(pp))\n", + "fort_collins_blocks[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = fort_collins_blocks.geometry.apply(lambda pp: get_counts_fortcollins(pp))\n", + "vail_blocks[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = vail_blocks.geometry.apply(lambda pp: get_counts_vail(pp))\n", + "durango_blocks[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = durango_blocks.geometry.apply(lambda pp: get_counts_durango(pp))\n", + "pueblo_blocks[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = pueblo_blocks.geometry.apply(lambda pp: get_counts_pueblo(pp))" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "edd87e26", + "metadata": {}, + "outputs": [], + "source": [ + "#denver_blocks[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = denver_blocks.geometry.apply(lambda pp: get_counts(pp))\n", + "boulder_pixels[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = boulder_pixels.geometry.apply(lambda pp: get_counts_boulder(pp))\n", + "fort_collins_pixels[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = fort_collins_pixels.geometry.apply(lambda pp: get_counts_fortcollins(pp))\n", + "vail_pixels[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = vail_pixels.geometry.apply(lambda pp: get_counts_vail(pp))\n", + "durango_pixels[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = durango_pixels.geometry.apply(lambda pp: get_counts_durango(pp))\n", + "pueblo_pixels[[\"all_trip_count\", \"e_bike_trip_count\", \"car_like_trip_count\"]] = pueblo_pixels.geometry.apply(lambda pp: get_counts_pueblo(pp))" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "c47e4b34", + "metadata": {}, + "outputs": [], + "source": [ + "denver_blocks[\"e_bike_2_car_like\"] = denver_blocks.e_bike_trip_count / denver_blocks.car_like_trip_count\n", + "boulder_blocks[\"e_bike_2_car_like\"] = boulder_blocks.e_bike_trip_count / boulder_blocks.car_like_trip_count\n", + "fort_collins_blocks[\"e_bike_2_car_like\"] = fort_collins_blocks.e_bike_trip_count / fort_collins_blocks.car_like_trip_count\n", + "vail_blocks[\"e_bike_2_car_like\"] = vail_blocks.e_bike_trip_count / vail_blocks.car_like_trip_count\n", + "durango_blocks[\"e_bike_2_car_like\"] = durango_blocks.e_bike_trip_count / durango_blocks.car_like_trip_count\n", + "pueblo_blocks[\"e_bike_2_car_like\"] = pueblo_blocks.e_bike_trip_count / pueblo_blocks.car_like_trip_count" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "20877336", + "metadata": {}, + "outputs": [], + "source": [ + "#denver_blocks[\"e_bike_2_car_like\"] = denver_blocks.e_bike_trip_count / denver_blocks.car_like_trip_count\n", + "boulder_pixels[\"e_bike_2_car_like\"] = boulder_pixels.e_bike_trip_count / boulder_pixels.car_like_trip_count\n", + "fort_collins_pixels[\"e_bike_2_car_like\"] = fort_collins_pixels.e_bike_trip_count / fort_collins_pixels.car_like_trip_count\n", + "vail_pixels[\"e_bike_2_car_like\"] = vail_pixels.e_bike_trip_count / vail_pixels.car_like_trip_count\n", + "durango_pixels[\"e_bike_2_car_like\"] = durango_pixels.e_bike_trip_count / durango_pixels.car_like_trip_count\n", + "pueblo_pixels[\"e_bike_2_car_like\"] = pueblo_pixels.e_bike_trip_count / pueblo_pixels.car_like_trip_count" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "3a37dac8", + "metadata": {}, + "outputs": [], + "source": [ + "denver_blocks.replace(np.inf, denver_blocks.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)\n", + "boulder_blocks.replace(np.inf, boulder_blocks.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)\n", + "fort_collins_blocks.replace(np.inf, fort_collins_blocks.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)\n", + "vail_blocks.replace(np.inf, vail_blocks.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)\n", + "durango_blocks.replace(np.inf, durango_blocks.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)\n", + "pueblo_blocks.replace(np.inf, pueblo_blocks.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "5d8400c0", + "metadata": {}, + "outputs": [], + "source": [ + "#denver_blocks.replace(np.inf, denver_blocks.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)\n", + "boulder_pixels.replace(np.inf, boulder_pixels.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)\n", + "fort_collins_pixels.replace(np.inf, fort_collins_pixels.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)\n", + "vail_pixels.replace(np.inf, vail_pixels.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)\n", + "durango_pixels.replace(np.inf, durango_pixels.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)\n", + "pueblo_pixels.replace(np.inf, pueblo_pixels.replace(np.inf, 0).e_bike_2_car_like.max(), inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "46793ec7", + "metadata": {}, + "outputs": [], + "source": [ + "denver_blocks[\"e_bike_better\"] = pd.Categorical(denver_blocks.e_bike_2_car_like >= 1)\n", + "boulder_blocks[\"e_bike_better\"] = pd.Categorical(boulder_blocks.e_bike_2_car_like >= 1)\n", + "fort_collins_blocks[\"e_bike_better\"] = pd.Categorical(fort_collins_blocks.e_bike_2_car_like >= 1)\n", + "vail_blocks[\"e_bike_better\"] = pd.Categorical(vail_blocks.e_bike_2_car_like >= 1)\n", + "durango_blocks[\"e_bike_better\"] = pd.Categorical(durango_blocks.e_bike_2_car_like >= 1)\n", + "pueblo_blocks[\"e_bike_better\"] = pd.Categorical(pueblo_blocks.e_bike_2_car_like >= 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "b7abc1a2", + "metadata": {}, + "outputs": [], + "source": [ + "#denver_blocks[\"e_bike_better\"] = pd.Categorical(denver_blocks.e_bike_2_car_like >= 1)\n", + "boulder_pixels[\"e_bike_better\"] = pd.Categorical(boulder_pixels.e_bike_2_car_like >= 1)\n", + "fort_collins_pixels[\"e_bike_better\"] = pd.Categorical(fort_collins_pixels.e_bike_2_car_like >= 1)\n", + "vail_pixels[\"e_bike_better\"] = pd.Categorical(vail_pixels.e_bike_2_car_like >= 1)\n", + "durango_pixels[\"e_bike_better\"] = pd.Categorical(durango_pixels.e_bike_2_car_like >= 1)\n", + "pueblo_pixels[\"e_bike_better\"] = pd.Categorical(pueblo_pixels.e_bike_2_car_like >= 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "id": "d02e4610", + "metadata": {}, + "outputs": [], + "source": [ + "denver_blocks_2 = denver_blocks[denver_blocks['e_bike_2_car_like'].notna()]\n", + "boulder_blocks_2 = boulder_blocks[boulder_blocks['e_bike_2_car_like'].notna()]\n", + "fort_collins_blocks_2 = fort_collins_blocks[fort_collins_blocks['e_bike_2_car_like'].notna()]\n", + "vail_blocks_2 = vail_blocks[vail_blocks['e_bike_2_car_like'].notna()]\n", + "durango_blocks_2 = durango_blocks[durango_blocks['e_bike_2_car_like'].notna()]\n", + "pueblo_blocks_2 = pueblo_blocks[pueblo_blocks['e_bike_2_car_like'].notna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "0076e8ff", + "metadata": {}, + "outputs": [], + "source": [ + "#denver_blocks_2 = denver_blocks[denver_blocks['e_bike_2_car_like'].notna()]\n", + "boulder_pixels_2 = boulder_pixels[boulder_pixels['e_bike_2_car_like'].notna()]\n", + "fort_collins_pixels_2 = fort_collins_pixels[fort_collins_pixels['e_bike_2_car_like'].notna()]\n", + "vail_pixels_2 = vail_pixels[vail_pixels['e_bike_2_car_like'].notna()]\n", + "durango_pixels_2 = durango_pixels[durango_pixels['e_bike_2_car_like'].notna()]\n", + "pueblo_pixels_2 = pueblo_pixels[pueblo_pixels['e_bike_2_car_like'].notna()]" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "id": "bf69c3a3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = denver_boundary.boundary.plot()\n", + "denver_blocks_2.plot(column = \"e_bike_better\", ax = ax, legend=True, legend_kwds={\"loc\": \"lower left\"}, categorical=True, cmap=\"Paired\", figsize=(12,6))" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "3ce6f335", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = boulder_boundary.boundary.plot()\n", + "boulder_pixels_2.plot(column = \"e_bike_better\", ax = ax, legend=True, legend_kwds={\"loc\": \"lower left\"}, categorical=True, cmap=\"Paired\", figsize=(12,6))" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "a5fe58eb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = fort_collins_boundary.boundary.plot()\n", + "fort_collins_pixels_2.plot(column = \"e_bike_better\", ax = ax, legend=True, legend_kwds={\"loc\": \"lower left\"}, categorical=True, cmap=\"Paired\", figsize=(12,6))" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "9a5f13a5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = vail_boundary.boundary.plot()\n", + "vail_pixels_2.plot(column = \"e_bike_better\", ax = ax, legend=True, legend_kwds={\"loc\": \"lower left\"}, categorical=True, cmap=\"Paired\", figsize=(12,6))" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "2216c5d6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = durango_boundary.boundary.plot()\n", + "durango_pixels_2.plot(column = \"e_bike_better\", ax = ax, legend=True, legend_kwds={\"loc\": \"lower left\"}, categorical=True, cmap=\"Paired\", figsize=(12,6))" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "bb7466c4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = pueblo_boundary.boundary.plot()\n", + "pueblo_pixels_2.plot(column = \"e_bike_better\", ax = ax, legend=True, legend_kwds={\"loc\": \"lower left\"}, categorical=True, cmap=\"Paired\", figsize=(12,6))" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "b59e9ab7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "denver_blocks_2.groupby(\"e_bike_better\").count().GEOID20.plot(kind=\"pie\", autopct='%.1f', title=\"Blocks where e-bikes are used more often than driving\")" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "ef67a262", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "boulder_pixels_2.groupby(\"e_bike_better\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bikes are used more often than driving\")" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "5fa15d34", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fort_collins_pixels_2.groupby(\"e_bike_better\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bikes are used more often than driving\")" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "1253b394", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vail_pixels_2.groupby(\"e_bike_better\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bikes are used more often than driving\")" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "a589c8b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "durango_pixels_2.groupby(\"e_bike_better\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bikes are used more often than driving\")" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "fc1491b5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pueblo_pixels_2.groupby(\"e_bike_better\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bikes are used more often than driving\")" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "6b4f91a5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dakcicek\\Anaconda3\\envs\\tsdc_ops\\lib\\site-packages\\geopandas\\geodataframe.py:1322: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " super(GeoDataFrame, self).__setitem__(key, value)\n" + ] + } + ], + "source": [ + "#denver_blocks_2[\"e_bike_gt_50_pct\"] = pd.Categorical(denver_blocks_2.e_bike_2_car_like >= 0.5)\n", + "boulder_pixels_2[\"e_bike_gt_50_pct\"] = pd.Categorical(boulder_pixels_2.e_bike_2_car_like >= 0.5)\n", + "fort_collins_pixels_2[\"e_bike_gt_50_pct\"] = pd.Categorical(fort_collins_pixels_2.e_bike_2_car_like >= 0.5)\n", + "vail_pixels_2[\"e_bike_gt_50_pct\"] = pd.Categorical(vail_pixels_2.e_bike_2_car_like >= 0.5)\n", + "durango_pixels_2[\"e_bike_gt_50_pct\"] = pd.Categorical(durango_pixels_2.e_bike_2_car_like >= 0.5)\n", + "pueblo_pixels_2[\"e_bike_gt_50_pct\"] = pd.Categorical(pueblo_pixels_2.e_bike_2_car_like >= 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0d2e17ef", + "metadata": {}, + "outputs": [], + "source": [ + "denver_blocks_2.groupby(\"e_bike_gt_50_pct\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Blocks where e-bike trips are least 50% of driving trips\")" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "8dc3390f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "boulder_pixels_2.groupby(\"e_bike_gt_50_pct\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bike trips are least 50% of driving trips\")" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "1df49221", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fort_collins_pixels_2.groupby(\"e_bike_gt_50_pct\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bike trips are least 50% of driving trips\")" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "d2a72dd3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "vail_pixels_2.groupby(\"e_bike_gt_50_pct\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bike trips are least 50% of driving trips\")" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "128d17dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdYAAAGZCAYAAAA0FBDjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAABKLUlEQVR4nO3dd3xT5eIG8CdpmzZNW7p3oWW17KWAIMuywQEiILMoiAg/Logi9woKV4aAIIiAgldQFARkCMgeVhCQIXvvPUpLJ915f3/ERkJ3SfJmPN/Ppx9ocnLypDnJk/PmDIUQQoCIiIiMQik7ABERkS1hsRIRERkRi5WIiMiIWKxERERGxGIlIiIyIhYrERGREbFYiYiIjIjFSkREZEQsViIiIiMqVbEuXrwYCoVC/+Po6IjQ0FAMGDAAt27d0k8XExOD8PBwY2fV++2336BQKPDbb7+Z7D6Ko1AoMGzYMGn3b07h4eHo3LlzsdNdvXoVCoUCixcv1l82fvx4KBQKPHjwwGT55s2bZ3CfJWEJy5AMpn5tltTSpUsxa9asEk8fExNj8N6T9xMVFVXg9HPmzEFUVBScnZ0RERGBCRMmIDs722CakydP4vnnn4e7uzsaNGiAP/74I998pk+fjqpVqyIjI6NUj68kli9fjho1akCtVkOhUODo0aOlun3e+/HVq1dLNH14eDhiYmJKnVPma+X06dMYP358iR9jnpYtW6Jly5YmyVQSjmW50aJFixAVFYX09HT8/vvvmDJlCmJjY3HixAloNBqMGzcO//rXv4ydlSxcUFAQ9u3bh0qVKpn1fufNmwdfX99SvWnUr18f+/btQ/Xq1U0XjAq1dOlSnDx5EiNGjCjxbdRqNXbu3JnvsidNmjQJ48aNw5gxY9C2bVscPHgQY8eOxa1bt7BgwQIAQE5ODrp27Yrq1atj9erV+Omnn/Dyyy/j4sWL8PT0BKD7oDhhwgSsW7cOLi4uZX6sBYmLi0Pfvn3Rvn17zJs3D87OzqhatapR7+NJa9asgYeHR6lvJ/O1cvr0aUyYMAEtW7Ys1QfCefPmmS5UCZSpWGvWrIlnnnkGANCqVSvk5ubik08+wdq1a9G7d2+zv7HaquzsbP3IgDVwdnZG48aNZccoUt7f1MPDw+KzPunRo0dwdXWVHUMapVJZ7HMWHx+PiRMnYtCgQZg8eTIA3dpLdnY2xo4dixEjRqB69eq4cOECLly4gNjYWAQFBaFly5ZYvnw59u/fj/bt2wMAhgwZgm7duuGFF14w+mM5f/48srOz0adPH7Ro0cLo839ceno61Go16tWrV6bbW9NrJe81IvsDs1G+Y837o1+7dg1A/uGmn376CQqFAl9++aXB7T7++GM4ODhg27Zt+ssOHTqEl156Cd7e3nBxcUG9evWwYsWKYjNcvnwZPXv2RHBwMJydnREQEIDo6Ogih1d+/fVXKBQKHDx4UH/ZqlWroFAo0KlTJ4Npa9eujVdffTXfPJYsWYJq1arB1dUVderUwYYNG/JNc+HCBfTq1Qv+/v5wdnZGtWrVMHfuXINp8oZblixZglGjRiEkJATOzs64ePEiAGD79u2Ijo6Gh4cHXF1d0bRpU+zYsaPYvwsAJCcn47333kNERARUKhVCQkIwYsQIpKWllej2edasWYPatWvDxcUFFStWxBdffGFwfUFDwQU5e/YsKlasiEaNGuH+/fsAgLt372Lw4MEIDQ2FSqXSD9/l5OQUOa/w8HCcOnUKsbGx+uHBvGWvqL9pQcNbMTExcHNzw6lTpxAdHQ2NRgM/Pz8MGzYMjx49MrjflStXolGjRihXrhxcXV1RsWJFvPHGG8X+DefOnYvmzZvD398fGo0GtWrVwrRp0/INU7Zs2RI1a9bE77//jiZNmsDV1VU/f2M9n3mEEJg3bx7q1q0LtVoNLy8vdOvWDZcvXzaYbtu2bXj55ZcRGhoKFxcXVK5cGYMHD843zB8XF4e33noLYWFhcHZ2hp+fH5o2bYrt27frH9uvv/6Ka9euGQzrGsPmzZuRkZGBAQMGGFw+YMAACCGwdu1aANAP7Wo0GgCAk5MTVCqV/vJly5bh0KFDmDFjRqkzrFu3Ds899xxcXV3h7u6ONm3aYN++ffrrY2Ji8PzzzwMAevToAYVCUeyw5f79+9G0aVO4uLggODgY//73v/MtM8A/X9usXr0a9erVg4uLCyZMmKC/Lm9UJy4uDiqVCuPGjcs3j7Nnz0KhUOhf30W9Vi5evIiOHTvCzc0NYWFhGDVqFDIzMw3md/PmTXTr1g3u7u7w9PRE7969cfDgwWLfKxYvXozXXnsNgG4FLm85ybtNUa+RJ4eC896bpk2bhkmTJqF8+fJwcXHBM888k+99tLjlt0REKSxatEgAEAcPHjS4fPbs2QKAWLBggRBCiP79+4sKFSoYTPP2228LlUqlv+2OHTuEUqkUY8eO1U+zc+dOoVKpRLNmzcTy5cvF5s2bRUxMjAAgFi1apJ9u165dAoDYtWuX/rLIyEhRuXJlsWTJEhEbGytWrVolRo0aZTDNk1JSUoSTk5OYPHmyQU61Wi00Go3IysoSQghx7949oVAoxLx58/TTARDh4eGiYcOGYsWKFWLjxo2iZcuWwtHRUVy6dEk/3alTp0S5cuVErVq1xPfffy+2bt0qRo0aJZRKpRg/fny+xxQSEiK6desm1q1bJzZs2CDi4+PFkiVLhEKhEK+88opYvXq1WL9+vejcubNwcHAQ27dvL/TxCSFEWlqaqFu3rvD19RUzZ84U27dvF7NnzxblypUTL7zwgtBqtUXeXgghKlSoIEJCQkT58uXFt99+KzZu3Ch69+4tAIjp06frp7ty5Uq+5+rjjz8WAERcXJwQQojffvtNeHl5iZdfflmkpaUJIYS4c+eOCAsLExUqVBBff/212L59u/jkk0+Es7OziImJKTLbX3/9JSpWrCjq1asn9u3bJ/bt2yf++uuvYv+mBS1D/fv3FyqVSpQvX15MmjRJbN26VYwfP144OjqKzp0766fbu3evUCgUomfPnmLjxo1i586dYtGiRaJv377F/i1Hjhwp5s+fLzZv3ix27twpPv/8c+Hr6ysGDBhgMF2LFi2Et7e3CAsLE3PmzBG7du0SsbGxT/18FvTaHDRokHBychKjRo0SmzdvFkuXLhVRUVEiICBA3L17Vz/d/PnzxZQpU8S6detEbGys+O6770SdOnVEZGSk/rUihBDt2rUTfn5+YsGCBeK3334Ta9euFR999JH46aefhBC610TTpk1FYGCg/jnbt29fsbmVSqUICAgQSqVShISEiKFDh4r4+HiD6caMGSMAiNTU1Hzz8PX1Fa+//roQQohHjx4Jb29v8Z///Ec8fPhQfPnll0KlUokbN26IhIQEERAQIL7//vsiMxXkxx9/FABE27Ztxdq1a8Xy5ctFgwYNhEqlErt37xZCCHHx4kUxd+5cAUBMnjxZ7Nu3T5w6darQeZ46dUq4urqK6tWri2XLlolffvlFtGvXTpQvX14AEFeuXNFPW6FCBREUFCQqVqwovv32W7Fr1y5x4MAB/XX9+/fXT9ulSxcRFhYmcnNzDe5v9OjRQqVSiQcPHgghCn6/zXutVKtWTXz22Wdi+/bt4qOPPhIKhUJMmDBBP11qaqqoXLmy8Pb2FnPnzhVbtmwRI0eOFBEREfneK550//59MXnyZAFAzJ07V7+c3L9/XwhR+Gsk77oWLVro55X33hQWFiaef/55sWrVKrFy5Urx7LPPCicnJ7F37179tMUtvyVRpmLdv3+/yM7OFikpKWLDhg3Cz89PuLu761+EBb14MzIyRL169URERIQ4ffq0CAgIEC1atBA5OTn6aaKiokS9evVEdna2wW07d+4sgoKC9AvAk0/0gwcPBAAxa9as0jwcIYQQzz//vHjhhRf0v1euXFm8//77QqlU6p+kvBfL+fPn9dMBEAEBASI5OVl/2d27d4VSqRRTpkzRX9auXTsRGhoqkpKSDO532LBhwsXFRSQkJBg8pubNmxtMl5aWJry9vcWLL75ocHlubq6oU6eOaNiwYZGPb8qUKUKpVOb7MPTzzz8LAGLjxo1F3l4I3QtSoVCIo0ePGlzepk0b4eHhoS/I4op1yZIlQqVSieHDhxu8mAcPHizc3NzEtWvXDOb/2WefCQBFvukIIUSNGjUMXkR5CvubPn7dk28WAMTs2bMNpp00aZIAIPbs2WOQKzExschcxcnNzRXZ2dni+++/Fw4ODvplQQjdGwMAsWPHDoPbPO3z+eRrc9++fQKAmDFjhsF0N27cEGq1WowePbrA+Wi1WpGdnS2uXbsmAIhffvlFf52bm5sYMWJEkTk6deqU7z2iKDNnzhQzZ84UW7duFVu3bhUffvihcHV1FVFRUSIlJUU/3aBBg4Szs3OB86hatapo27at/vc1a9YIDw8PAUA4OzuLr7/+WgghxJtvvilat25d4mx5cnNzRXBwsKhVq5bB8p2SkiL8/f1FkyZN9JflLX8rV64sdr49evQQarXa4ENOTk6OiIqKKrBYHRwcxLlz5/LN58liXbdunQAgtm7dajDf4OBg8eqrr+bLWtBrZcWKFQb30bFjRxEZGan/Pe8DxKZNmwymGzx4cLHFKoQQK1euzHffeQp7jeRdV1CxBgcHi/T0dP3lycnJwtvb2+D5LsnyW5wyDQU3btwYTk5OcHd3R+fOnREYGIhNmzYhICCg0Ns4OztjxYoViI+PR/369SGEwLJly+Dg4AAAuHjxIs6ePYvevXsD0G1ckPfTsWNH3LlzB+fOnStw3t7e3qhUqRKmT5+OmTNn4siRI9BqtSV6LNHR0fjjjz+Qnp6Oa9eu4eLFi+jZsyfq1q2rH6Levn07ypcvjypVqhjctlWrVnB3d9f/HhAQAH9/f/2QeEZGBnbs2IEuXbrA1dU132PKyMjA/v37Deb55HDz3r17kZCQgP79+xvcXqvVon379jh48GCRQ4AbNmxAzZo1UbduXYPbt2vXzmB4R6vVGlyfm5trMJ8aNWqgTp06Bpf16tULycnJ+Ouvv4r9O0+aNAkxMTH49NNPMXv2bCiV/yx6GzZsQKtWrRAcHGyQoUOHDgCA2NjYYudflIKG8IuStwzm6dWrFwBg165dAIBnn30WANC9e3esWLHCYIv44hw5cgQvvfQSfHx84ODgACcnJ/Tr1w+5ubk4f/68wbReXl75vt8r6fNZUhs2bIBCoUCfPn0M5hcYGIg6deoYzO/+/ft4++23ERYWBkdHRzg5OaFChQoAgDNnzuina9iwIRYvXoyJEydi//79BQ5ZltbIkSMxcuRItGnTBm3atMHEiRPx/fff4+zZs1i4cKHBtEUNKz9+3SuvvIL79+/jzJkziI+Px1tvvYXff/8dy5Ytw1dffYX09HQMGzYMQUFBKF++PMaPHw9RxOmrz507h9u3b6Nv374Gy7ebmxteffVV7N+/P99XCiWxa9cuREdHG7y/Ojg4oEePHgVOX7t27RJtCNWhQwcEBgZi0aJF+su2bNmC27dvl+hrDYVCgRdffDHffee9/wG61667u7v+e+s8r7/+erHzL4mCXiNF6dq1q8GGaO7u7njxxRfx+++/69/zjLH8lqlYv//+exw8eBBHjhzB7du3cfz4cTRt2rTY21WuXBnNmjVDRkYGevfujaCgIP119+7dAwC89957cHJyMvh55513AKDQXTYUCgV27NiBdu3aYdq0aahfvz78/PwwfPhwpKSkFJmpdevWyMzMxJ49e7Bt2zb4+vqiXr16aN26tX5MfceOHWjdunW+2/r4+OS7zNnZGenp6QB0G1Lk5ORgzpw5+R5Tx44dC3xMj/9NHv+7dOvWLd88pk6dCiEEEhISCn189+7dw/Hjx/Pd1t3dHUII/f2/8cYbBtdHR0cbzCcwMDDfvPMui4+PL/T+8/zwww8ICQlBz549C8y4fv36fBlr1KgBoPDnvaSe/JsWxdHRMd/z+uTjbN68OdauXYucnBz069cPoaGhqFmzJpYtW1bkvK9fv45mzZrh1q1bmD17Nnbv3o2DBw/qv2/PW26Kyl3S57Ok7t27ByEEAgIC8s1z//79+vlptVq0bdsWq1evxujRo7Fjxw4cOHBA/8Hw8ezLly9H//798c033+C5556Dt7c3+vXrh7t375YqW3G6dOkCjUZj8OHUx8cHGRkZBRZYQkICvL29DS5zdnZGVFQUNBoNsrKyMHjwYIwdOxaVKlXC5MmTsXfvXhw5cgQ7duzAN998U+R3gnnLR0HPW3BwMLRaLR4+fFjqxxkfH1/k6+9JJV3eHR0d0bdvX6xZswaJiYkAdN9rBgUFoV27dsXe3tXVNd/W0s7Ozga7JsXHxxe4wlXUSlhplOa1DRT+PpaVlYXU1FQAxll+y7S5abVq1fRbBZfGN998g19//RUNGzbEl19+iR49eqBRo0YAAF9fXwDAv//9b3Tt2rXA20dGRhY67woVKuB///sfAN0WdytWrMD48eORlZWFr776qtDbNWrUCG5ubti+fTuuXr2K6OhoKBQKREdHY8aMGTh48CCuX79eYLEWx8vLCw4ODujbty+GDh1a4DQREREGvz/5aTvv7zJnzpxCt8wraiH19fWFWq3Gt99+W+j1gG5/08f3y318TRxAgQtV3mUFfcB40ubNm9GjRw80a9YMO3bs0K/p5GWoXbs2Jk2aVOBtg4ODi51/UUqzYUxOTg7i4+MNHlNBj/Pll1/Gyy+/jMzMTOzfvx9TpkxBr169EB4ejueee67Aea9duxZpaWlYvXq1weMvbAO7gnKX9PksKV9fXygUCuzevRvOzs75rs+77OTJkzh27BgWL16M/v3766/P27juyXnOmjULs2bNwvXr17Fu3TqMGTMG9+/fx+bNm0uVrzhCCIO1w1q1agEATpw4oX9vAXTP4YMHD1CzZs1C5zV58mQ4OjrivffeAwBs2rQJAwYMQGBgIAIDA9G9e3ds3Lgx34ZRefKWjzt37uS77vbt21AqlfDy8ir1Y/Tx8Sny9fek0izvAwYMwPTp0/HTTz+hR48eWLduHUaMGKEfSXxaPj4+OHDgQL7LjfUhq7QbvRX2d1SpVHBzcwNgnOXXbPtxnDhxAsOHD0e/fv2wcOFCNGnSBD169MCRI0fg5eWFyMhIVKlSBceOHdNvJl9WVatWxdixY7Fq1apihymdnJzQvHlzbNu2DTdu3MCnn34KAGjWrBkcHR0xduxYfdGWlqurK1q1aoUjR46gdu3aUKlUpZ5H06ZN4enpidOnT5fpgBSdO3fG5MmT4ePjk6/EHxceHl7kfmKnTp3CsWPHDIaDly5dCnd3d9SvX7/YHBUqVMDu3bvRunVrfbnmDa137twZGzduRKVKlcr0xvP4KIEx/Pjjjxg+fLj+96VLlwJAgVtuOjs7o0WLFvD09MSWLVtw5MiRQos1703g8QITQuQbyixKSZ/P0szv008/xa1bt9C9e/dCpysoOwB8/fXXRc6/fPnyGDZsGHbs2GFwAAZjPGc///wzHj16ZPCBs3379nBxccHixYsNijXvYAqvvPJKgfM6d+4cpk2bhp07d8LJyQmA7rl5/GuW1NTUIoeCIyMjERISgqVLl+K9997T/83S0tKwatUq/ZbCpdWqVSusW7cO9+7d03+Izs3NxfLly0s9rydVq1YNjRo1wqJFi5Cbm4vMzMxCPziURYsWLbBixQps2rRJ/9UOoNtTpCTyljdjvb5Xr16N6dOn69e0U1JSsH79ejRr1qzADxOFLb/FMUuxpqWloXv37oiIiMC8efOgUqmwYsUK1K9fHwMGDNBvAv/111+jQ4cOaNeuHWJiYhASEoKEhAScOXMGf/31F1auXFng/I8fP45hw4bhtddeQ5UqVaBSqbBz504cP34cY8aMKTZfdHQ0Ro0aBQD6NVO1Wo0mTZpg69atqF27Nvz9/cv02GfPno3nn38ezZo1w5AhQxAeHo6UlBRcvHgR69evz7fD+5Pc3NwwZ84c9O/fHwkJCejWrRv8/f0RFxeHY8eOIS4uDvPnzy/09iNGjMCqVavQvHlzjBw5ErVr14ZWq8X169exdetWjBo1yuANqDDBwcF46aWXMH78eAQFBeGHH37Atm3bMHXq1BK/WQQFBSE2Nhbt2rXTf5ipWbMm/vvf/2Lbtm1o0qQJhg8fjsjISGRkZODq1avYuHEjvvrqK4SGhhY631q1auGnn37C8uXLUbFiRbi4uOjXXEpLpVJhxowZSE1NxbPPPou9e/di4sSJ6NChg34XiY8++gg3b95EdHQ0QkNDkZiYiNmzZ8PJyanIfRLbtGkDlUqF119/HaNHj0ZGRgbmz59fquFBYz2feZo2bYq33noLAwYMwKFDh9C8eXNoNBrcuXMHe/bsQa1atTBkyBBERUWhUqVKGDNmDIQQ8Pb2xvr16w12lQOApKQktGrVCr169UJUVBTc3d1x8OBBbN682WAkqlatWli9ejXmz5+PBg0aQKlUFjoKdu3aNfTq1Qs9e/ZE5cqVoVAoEBsbi1mzZqFGjRoYOHCgflpvb2+MHTsW48aNg7e3t/4AEePHj8fAgQML3L9RCKH/Gzxe0u3atcMXX3yBKlWqIDU1tdijRSmVSkybNg29e/dG586dMXjwYGRmZmL69OlITEzUf2gvrbFjx2LdunV44YUX8NFHH8HV1RVz584t8+5VT3rjjTcwePBg3L59G02aNClyZLC0+vfvj88//xx9+vTBxIkTUblyZWzatAlbtmwBAIPRhoLkjTAsWLAA7u7ucHFxQURERIlGyQri4OCANm3a4N1334VWq8XUqVORnJys3yWppMtvsUqzpVNhu9s86cktD/v06SNcXV3zbd2Zt8XX559/rr/s2LFjonv37sLf3184OTmJwMBA8cILL4ivvvpKP82TW6ndu3dPxMTEiKioKKHRaISbm5uoXbu2+Pzzzw22Oi7MsWPHBABRpUoVg8vztgZ99913890GgBg6dGi+y5/c8k4I3RZpb7zxhggJCRFOTk7Cz89PNGnSREycODHfYypsK8HY2FjRqVMn4e3tLZycnERISIjo1KlTibYqTE1NFWPHjhWRkZFCpVLpd/8ZOXKkwZaGhalQoYLo1KmT+Pnnn0WNGjWESqUS4eHhYubMmfkeJ4rZ3UYIIRITE0XTpk2Ft7e3flmKi4sTw4cPFxEREcLJyUl4e3uLBg0aiA8//LDAXSced/XqVdG2bVvh7u4uAOiXvaL+poVt6ajRaMTx48dFy5YthVqtFt7e3mLIkCEGGTZs2CA6dOggQkJChEqlEv7+/qJjx4763SmKsn79elGnTh3h4uIiQkJCxPvvvy82bdqUL0uLFi1EjRo1CpzH0zyfBW2xL4QQ3377rWjUqJHQaDRCrVaLSpUqiX79+olDhw7ppzl9+rRo06aNcHd3F15eXuK1114T169fFwDExx9/LITQbf3/9ttvi9q1awsPDw+hVqtFZGSk+Pjjj/VbjwshREJCgujWrZvw9PQUCoVCFPVWlJCQILp06SLCw8OFWq0WKpVKVKlSRYwePbrQLbNnz54tqlatqt996uOPPzbYJehx33zzjQgODs635X5qaqoYOHCg8PHxEQEBAWLMmDH5dk0pyNq1a0WjRo2Ei4uL0Gg0Ijo6Wvzxxx8G05Rmq2AhhPjjjz9E48aNhbOzswgMDBTvv/++WLBgQYFbBXfq1KnAeRT03iSEEElJSUKtVgsAYuHChfmuL+q18qS81/vjrl+/Lrp27Src3NyEu7u7ePXVV8XGjRvzbU1emFmzZomIiAjh4OBg8P5S1GuksK2Cp06dKiZMmCBCQ0OFSqUS9erVE1u2bNFPV9LltzgKIYoY2yCyIzExMfj555/1GzEQkWlMnjwZY8eOxfXr14scjTKWq1evIiIiAtOnT9d/h25K1nGsPCIiskp5R9yLiopCdnY2du7ciS+++AJ9+vQxS6nKwGIlIiKTcXV1xeeff46rV68iMzMT5cuXxwcffICxY8fKjmYyHAomIiIyIp7onIiIyIhYrEREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI2KxEhERGRGLlYiIyIhYrEREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI2KxEhERGRGLlYiIyIhYrEREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI2KxEhERGRGLlYiIyIhYrEREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI2KxEhERGRGLlYiIyIhYrEREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI2KxEhERGZGj7ABEdulRApD2AEhPANITgfSHQMbf/2alAUKUfF5KJaD2Alx9AY0foPEFXH10/7qUM9UjIKJCsFiJTCHxBhB3Frh/Bnh4FUi9B6Tc1f2beg/IzTJPDgfV34Xr8/e/voDGH/CpBPhXA/yiAFdv82QhshMKIUrz0ZiIDCTdBO6fBeLO/P3vWSDuHJCVIjtZyWn8Af8owK8a4BfJwiV6SixWopJ6cBG4+jtw67CuRB+cBzKTZacynbzC9a8OhD4LlH8OKBciOxWRxWOxEhUm4TJwdQ9wZbfu35TbshPJ51keKN8EqPCc7l+/qrITEVkcFitRnsTrf5fo30WadEN2IsvnHgxUbPnPj3uA5EBE8rFYyX7lZAGXdgBnN+gKNfGa7ETWz78GUKkVUP0VIOxZ2WmIpGCxkn3R5gKXfwNOrgbOrgcykmQnsl2eFYAaXYCarwJBtWWnITIbFivZPiGAa3/oyvT0L8CjB7IT2R/fqkCNrkCtboBvFdlpiEyKxUq26+Yh4OQq4NRabnhkSQJqATW76tZkvSrITkNkdCxWsi1Jt4DDi4DjK/idqTUIeQao1weo0xNwUstOQ2QULFayDVd2AwcWAOc2Atoc2WmotNReQIMYoOFbgEew7DRET4XFStYr6xFwbBlw8Bvg/mnZacgYlI66LYqfewcIaSA7DVGZsFjJ+qTGAQe+1hVq+kPZachUQhvqCrbaS4DSQXYaohJjsZL1eHAB2DsHOL4cyMmQnYbMpVwY0HAQUL8/oPaUnYaoWCxWsnz3zwA7JwJnfwXAxdVuOWl038M2G6U7Ww+RhWKxkuVKugXsmqz7HlXkyk5DlsLZA2g6HGg8FFC5yk5DlA+LlSxPeiKwZybw5wIgJ112GrJU7kFAyzFAvb78DpYsCouVLEdOJvDn17pS5UZJVFK+VYHoj4FqnWUnIQLAYiVLoNXqNkjaNYlnlKGyC2sEtPkvUL6x7CRk51isJNeFbcD28cC9k7KTkK2I7Ai0Hg/4RcpOQnaKxUpyJF4HNowELm6XnYRskcJBt4vOC+MAZzfZacjOsFjJvITQHdhh+3ggK1V2GrJ1HqFApxlAZHvZSciOsFjJfOIvAb8MA67vlZ2E7E31V4AO0wD3ANlJyA6wWMn0tLm6Iyb9NoVHTCJphKsPtrXejLb1q8qOQjZOKTsA2bh7p4FvWgPbP2apklRHfTvjrRUX0P/bA7iTxP2jyXS4xkqmkZsN7J6h+8nNkp2G7FyWZ0U0eDAeKTmOAAB3F0eM61Qd3Z8Nk5yMbBGLlYzv9hFg7VDg/inZSYggoMBH3tOw5HZIvuva1wjE1G61UU7tJCEZ2SoWKxnXgYXAlv9wLZUsxpmwnuhw4aVCrw/1UuPLXvVRN8zTfKHIprFYyTiyHgHr/wWcWCE7CZFejnsonkuahLisotdInRwU+KB9FAY2q2imZGTLWKz09OIvAcv7cuiXLM5UvymYf6NCiadvXc0fn71WB56uKhOmIlvHYqWnc/ZXYM0QIDNJdhIiA5dDu+CFi6+V+nYhnmp88Xo9NKjgZYJUZA9YrFQ22lxg5yfAnlngycfJ0uRqAtA87VPcynAu0+0dlQqM6cChYSob7sdKpZf2AFjSBdjzOViqZInmuw0tc6kCQI5WYOKvZzBm1XFk52qNmIzsAddYqXRuHgJW9AOSb8lOQlSgWyEd0PRSX6PNr0klH8zv04C75FCJsVip5I78CGwYwV1pyGJp1T5onTkNlx+pjTrfin4aLIp5FhV8NEadL9kmDgVTycROB355h6VKFu17z3eMXqoAcDkuDa/M/QMHriQYfd5ke7jGSkXTaoGN7wGH/ic7CVGR7gdHo+HlN016HyoHJaZ0rYVXG4Sa9H7IurFYqXDZGcCqN4GzG2QnISqScPZAZ+0MnEoxz1Dtv6KrYGQbniWHCsahYCpYRhKw5BWWKlmFVT5DzFaqADB7xwVM3HDabPdH1oVrrJRfWryuVO8el52EqFgPA5ui3tWhUu67T+Py+OTlmlAoFFLunywT11jJUPIdYFEHlipZBeGkwaCH/aTd/w/7r+P9n48jV8v1E/oHi5X+8fAq8G074ME52UmISmRTwFs4lOQuNcPPh2/iXz8dQQ4PJEF/41Aw6Ty4CHz3IpByW3YSohJJ8X8GtW+MhBCWMQzbuloA5vauB2dHB9lRSDKusRKQdEv3nSpLlayEcHTBsLQBFlOqALD9zD0M/O4QMrJzZUchyVis9u5Rgu64v0k3ZCchKrHYoDcQG295Z5/ZfeEBhi39i8PCdo7Fas8yU4Efu/E7VbIqj3xrYdClprJjFGr7mfsYveo4+C2b/WKx2qucLGB5H+DWYdlJiEpMKJ0wKnMQsrWWMwRckNV/3cLEX8/IjkGSsFjtkVYLrB4EXN4lOwlRqRwI6Y9Ncb6yY5TI//ZcwdxdF2XHIAlYrPbo13eB02tlpyAqlUyvSLxxuaXsGKUyfcs5LDtwXXYMMjMWq73Z8QlweJHsFESlIhQO+FC8jbRc63vL+nDNCWw6cUd2DDIj61tKqez2zQN2fyY7BVGpnQjthZ/vBsiOUSZaAfzrp6PYdyledhQyExarvTi+EtjyH9kpiEotu1wE+l5tIzvGU8nK1WLo0r9wI+GR7ChkBixWe3DnGLBuGABu/k/WRUCBSQ5DkJTtKDvKU0tIy8JbSw4jPYsHkLB1LFZbl/4QWN4XyMmQnYSo1M6HvYbFt23npOJn7iTjvZXHZMcgE2Ox2jIhgNWDgcRrspMQlVqOewj6Xu8kO4bR/XriDr7ceUF2DDIhFqst+306cGGL7BREZTLLZSjuZzrJjmESM7adx/bT92THIBNhsdqqi9uB36bITkFUJldDX8KXN8JlxzAZIYCRy4/i4v0U2VHIBFistijxOrBqICB4IHCyPrkaf/S52UV2DJNLyczBoO8PIyUjW3YUMjIWq63JyQRW9NNttERkhRa6vYObGc6yY5jFlQdp+OiXU7JjkJGxWG3NxveB20dkpyAqkzsh7fDptaqyY5jVmiO38MvRW7JjkBGxWG3JkR+Av76TnYKoTLRqb/S/2112DCnGrjnJg0fYEBarrYg7D/w6SnYKojJb6jUE59PUsmNIkZKZgxHLjyJXy4O42AIWqy3QaoFfhvIgEGS14oNaYOzlGrJjSHX42kPM4f6tNoHFagv+/Aq4eUB2CqIyEc7uGBDfW3YMizBn50UcvpYgOwY9JRartUu4Auz8RHYKojJb6zsYx5PdZMewCLlagX/9dNTidsFZvHgxPD09ZcewGixWa7d+OJDNjR7IOiUFNMa7l+vJjmFRbj5Mx+SNZ00y75iYGCgUinw/Fy9eNMn92SsWqzU7tAi48rvsFERlIpxc8VZSDIRQyI5icX46eN1kQ8Lt27fHnTt3DH4iIiJMcl/2isVqrZJuAds+kp2CqMy2BQzEn4kesmNYJCGA/6w+iexc4x89zdnZGYGBgQY/s2fPRq1ataDRaBAWFoZ33nkHqamphc7j2LFjaNWqFdzd3eHh4YEGDRrg0KFD+uv37t2L5s2bQ61WIywsDMOHD0daWprRH4ulYrFaqw0jgcxk2SmIyiTVrx6GXGooO4ZFO3cvBQt+v2yW+1Iqlfjiiy9w8uRJfPfdd9i5cydGjx5d6PS9e/dGaGgoDh48iMOHD2PMmDFwctKdMOHEiRNo164dunbtiuPHj2P58uXYs2cPhg0bZpbHYgkUQgjuOGVtji0H1rwlOwVRmQgHZ7zpMhM7471kR7F4Lk5KbB3RAuV9XI0yv5iYGPzwww9wcXHRX9ahQwesXLnSYLqVK1diyJAhePDgAQDdxksjRoxAYmIiAMDDwwNz5sxB//79891Hv379oFar8fXXX+sv27NnD1q0aIG0tDSD+7ZVjrIDUCmlxgGbx8hOQVRme4IHYOcFlmpJZGRrMfaXk/j+DeOt3bdq1Qrz58/X/67RaLBr1y5MnjwZp0+fRnJyMnJycpCRkYG0tDRoNJp883j33XcxcOBALFmyBK1bt8Zrr72GSpUqAQAOHz6Mixcv4scff9RPL4SAVqvFlStXUK1aNaM9FkvFoWBrs/kDIJ37uZF1SvepgYGXnpcdw6r8fj4O647dNtr8NBoNKleurP/JyspCx44dUbNmTaxatQqHDx/G3LlzAQDZ2QXv9jN+/HicOnUKnTp1ws6dO1G9enWsWbMGAKDVajF48GAcPXpU/3Ps2DFcuHBBX762jmus1uT6n8DJVbJTEJWJUDpidPZbyNTy83xpfbLhNFpU9UM5tfFP/H7o0CHk5ORgxowZUCp1z82KFSuKvV3VqlVRtWpVjBw5Eq+//joWLVqELl26oH79+jh16hQqV65s9KzWgku4Ndn6oewERGV2OLQf1t/3kx3DKsWlZGLuLtPsa1qpUiXk5ORgzpw5uHz5MpYsWYKvvvqq0OnT09MxbNgw/Pbbb7h27Rr++OMPHDx4UD/E+8EHH2Dfvn0YOnQojh49igsXLmDdunX4v//7P5Pkt0QsVmtxchVw86DsFERlkuVVBf0vt5Idw6ot3nvVJGfAqVu3LmbOnImpU6eiZs2a+PHHHzFlypRCp3dwcEB8fDz69euHqlWronv37ujQoQMmTJgAAKhduzZiY2Nx4cIFNGvWDPXq1cO4ceMQFBRk9OyWilsFW4OcTODLZ4DE67KTEJWaUCjxb8/p+OmO/byxmsqLdYIx53UeqcrScY3VGvz5FUuVrNap0J4sVSPZcPw2jt5IlB2DisFitXQZScDumbJTEJVJtkcF9L3aXnYMmyEEMHWTaY4jTMbDYrV0f3wBZCTKTkFUJlNV7+BhNnc+MKZ9l+Ox+0Kc7BhUBBarJUuN0w0DE1mhi2Gv4pubYbJj2KTpW86Bm8dYLharJds9A8gq/EDYRJYq1y0Yfa6/KDuGzTp+MwmbTt6VHYMKwWK1VEk3gUPfyk5BVCZzXN/B3UyV7Bg27YsdF2RHoEKwWC3V7plAbqbsFESldiO0M2Zdryg7hs07ezcFv527LzsGFYDFaokeJQDHlslOQVRqWldf9L3VVXYMu/FV7CXZEagALFZLdHgxkG38I6wQmdoij3dwNd32TwtmKfZfTsAx7tdqcVisliY3Bzj4jewURKV2N7gNPrkaJTuG3eFaq+VhsVqa02uB5FuyUxCVitbFEzH3e8iOYZe2nLqLKw/SZMegx7BYLc3+ebITEJXaCu8hOJvqKjuGXdIKYMHvl2XHoMewWC3JjQPArcOyUxCVSkJQM4y5XEt2DLu26q+biEvhXgSWgsVqSfbNlZ2AqFSEyg0DE/rKjmH3snK0WLL/muwY9DcWq6VIvAGcWS87BVGpbPAfjL+S3GTHIAA/H7oBrZaHObQELFZLcWABIHJlpyAqseSAhhh+qb7sGPS320kZiOXB+S0Ci9USZKUBf30nOwVRiQlHNd5JGQAhFLKj0GOWH7ghOwKBxWoZji/XnXeVyErsDBqIPQnlZMegJ+w4ew8PUrkRk2wsVktwfKXsBEQl9si3Dt6+1Fh2DCpAdq7AqsM3ZceweyxW2ZJvA9f3yU5BVCLCQYURGYOQreUQsKVafojDwbKxWGU7tQYAt+Qj67AvOAZbH3jLjkFFuByXhoNXE2THsGssVtlOrpKdgKhEMryr4c3LzWTHoBJYfpBrrTKxWGV6eJVHWiKrIBQO+E/uYKTnOsiOQiWw5dRdZOVoZcewWyxWmbi2SlbiaFgfrL7nLzsGlVBKRg7+uPRAdgy75Sg7gF07uVp2AqJiZXlWRL/L0bJjIOPGSST/uQpZ9y4hNzUBfl0+hGvV5/TXP/j1c6Sd3GFwG1VQJIL6zShyvskHf0HK0Y3ITY6DUu0B18im8GrRHwpHlUkeh7lsOXkXrSL5YUgGFqssceeBeydlpyAqkoACnyiHICVH/luFyMqAk39FuNVqg7i1kwucxiWiAXw7jvjnAoeic6ee2oWHsYvh2/FfcA6phuyEW4jfOAsA4B09yEjJ5dh2+h4mdxFQKrkFt7nJf7XYKw4DkxU4G9YDSy6EyI4BAFBXegbqSs8UOY3C0QkObl4lnmfW7bNwCa0GTfWWAADHcgFwrdYcWXfOP01UixCfloUDVxPQuKKP7Ch2h9+xynKKw8Bk2XLcQ9HvWgfZMUol4/oJ3JjTG7cWvIX4TV8gNy2xyOmdQ6oj8+4lZN4+BwDITryL9EuHoK70rBnSmt7mk3dlR7BLXGOV4e4J4IH1fyIm2zbDZSji4pxkxygxdcUGcI16Ho4efshJuofE3T/g3k//QVD/2VA4Fvw4NNVbIDc9GXd//ACAALS5cKvXEeUav2be8Cay9dRdjH+phuwYdofFKsO5zbITEBXpcmgXzL9YQXaMUtFUa67/v8ovHKrAKrg1/w2kXzoI18gmBd4m4/pxJO1bDu+2Q+AcHImch7eRsH0hEjXL4Nn0dXNFN5nbSRk4fjMRtUM9ZUexKxwKluHq77ITEBUqVxOAvjdfkh3jqTm6ecOxnB+yH94udJrE3T/ArcYLcK/TDiq/cLhWbQLPFv2QvP9nCGEb+4FuPXVPdgS7w2I1t5xM4MZB2SmICjXfbShuZTjLjvHUctOTkZP8oMiNmUR2JqAw3GpWoVACEICwjUONcn9W8+NQsLndPATkpMtOQVSgWyEd8NmlyrJjFEiblY6ch3f0v+ck3UPWvctQqt2gdHFH0p6lcI1sAgc3b913rLHfw0HtAdcqj+3rumEGHNx94NUiBgCgrtwQyQfXQuVfEargSOQ8vIPE3T9AXbkRFErbOMrUiZtJSMvMgcaZb/fmwr+0uV3dLTsBUYG0ah/0vdNNdoxCZd29gHvL/qP//eHObwAAmprR8G77DrLiriL11E5oM9Lg4OYFl/K14fvyB1A6u+pvk5McByj+Gagr16QnAAUSd/+A3NR4KNXloK7cEF7N+5rtcZlajlbg4NUEtOTBIsxGIYSNjHdYi0WdgGt7ZKcgymdx0DiMv1JNdgwygcEtKuLfHfjcmgu/YzWn7AzgJr9fJcsTF/wCS9WG7b8ULzuCXWGxmtONP4HcTNkpiAwIZw/ExFn/riVUuJO3k5GSkS07ht1gsZoTv18lC7TKZwhOpWhkxyATyv37e1YyDxarOV1hsZJleRjYFO9driM7BpnBPg4Hmw2L1Vyy0nhSc7IowkmDQQ/7yY5BZnLgCtdYzYXFai43/gS0/I6DLMfmgEE4lOQuOwaZydm7KcjVcicQc2CxmgvXVsmCpPg/g3cu2cYZXKhkMnO0uBSXKjuGXWCxmsu9U7ITEAEAhKMLhqUNgBA8Aba9OX07WXYEu8BiNRcWK1mI2KA3EBtf8pOBk+04dTtJdgS7wGI1h+x0IP6S7BREeORbC4MvFXwKNbJ9p+9wjdUcWKzmcP8MIHJlpyA7J5ROGJU5CJlavuztFYeCzYOvMHPgMDBZgAMh/bEpzld2DJLo4aNs3E7k2bVMjcVqDnFnZScgO5fpFYk3LreUHYMsANdaTY/Fag7xF2UnIDsmFA74ULyNtFy+3Ak4dy9FdgSbx1eaOTy4IDsB2bETob3w890A2THIQtxIeCQ7gs1jsZpabjaQeE12CrJT2eUi0PdqG9kxyILcfMjvWE2NxWpqCVcAbY7sFGSHBBSY5DAESdmOsqOQBbn5kGuspsZiNbV4DgOTHOfDumHx7VDZMcjC3E7MgBA8ZrApsVhNLemW7ARkh3LcQ9D3emfZMcgCZeVqcS85U3YMm8ZiNbVHD2QnIDs0y2Uo7mc6yY5BForDwabFYjW1NBYrmde10Jfw5Y1w2THIgnEDJtNisZoa11jJjHI1/uh9s4vsGGThuMZqWixWU+MaK5nRQrd3cDPDWXYMsnC3kzJkR7BpLFZTY7GSmdwJaYdPr1WVHYOsQNKjbNkRbBqL1dQ4FExmoHXxQv+73WXHICuRnMFiNSUWqylptUD6Q9kpyA4s8x6C82lq2THISiRn8KA1psRiNaVH8YDQyk5BNi4+qAU+vFxTdgyyIinpXGM1JRarKXEYmExMOLtjQHxv2THIynAo2LRYrKbEDZfIxH7xG4zjyW6yY5CV4VCwabFYTSktTnYCsmFJAY0x8lI92THICmXlaJGRnSs7hs1isZpSNnfCJtMQTq54KykGQihkRyErlczvWU2GxWpKPIMEmci2gIH4M9FDdgyyYhwONh0WK5GVSfWrhyGXGsqOQVYuR8s9FkyFxUpkRYSDM/716E3kCr506emwV02Hr04iK7IneAB2xHvLjkE2QMuvqkzG0Vx39MUXX5R42uHDh5swCZF1SvepgYGXnpcdg2wEi9V0FEKY568bERFh8HtcXBwePXoET09PAEBiYiJcXV3h7++Py5cvmyOS6f21BFg3THYKshG5bsHIcubaKhmHousCuITUkB3DJpltjfXKlSv6/y9duhTz5s3D//73P0RGRgIAzp07h0GDBmHw4MHmikRkVRxSb0Odelt2DLIVCu5uYypmW2N9XKVKlfDzzz+jXj3DndsPHz6Mbt26GZSwVeMaKxFZqrf/AAJ5jGlTkLLx0p07d5Cdnf/TUm5uLu7duychERGRnVGabcDS7kgp1ujoaAwaNAiHDh1C3grzoUOHMHjwYLRu3VpGJCIi+6J0kJ3AZkkp1m+//RYhISFo2LAhXFxc4OzsjIYNGyIoKAgLFy6UEYmIyL6wWE1GyliAn58fNm7ciAsXLuDMmTMQQqBatWqoWrWqjDim4+AkOwERUcEcnGUnsFlmK9Z3330Xn3zyCTQaDd59991818fGxur/P3PmTHPFMi1XH9kJiIgKpvGVncBmma1Yjxw5ot9g6ciRI4VOp1DY0Nk6uOASkSVSuQOOXGM1FSm729iNxBvALG7OTkQWxisc+Ncx2SlsFo8VbEpcYyUiS+TK9yZTYrGakpMacNLITkFEZEjjJzuBTWOxmhrXWonI0mi4YaUpsVhNjcVKRJaGQ8EmxWI1NS7ARGRp+IHfpFispsYFmIgsDT/wmxSL1dRYrERkabjxkkmxWE2NnwyJyNJw4yWTYrGamluA7ARERIY0/rIT2DQWq6n5VJKdgIjoHyp3oFyI7BQ2jcVqaj6VZScgIvqHn42dRcwCsVhNTe3JDQWIyHL4VZOdwOaxWM3Bp4rsBEREOv5RshPYPBarOfhyOJiILATXWE2OxWoOvvxOg4gsBNdYTY7Fag7+/IRIRBZA5Q6UC5WdwuaxWM0hoJbsBEREgF+k7AR2gcVqDu4B3DKYiOTjMLBZsFjNxb+67AREZO+44ZJZsFjNJZDDwUQkmR/XWM2BxWouLFYiki2AI2fmwGI1lwpNZCcgInvmFQ54BMtOYRdYrObiWR7wrCA7BRHZq/BmshPYDRarOUVwwSYiSSKay05gN1is5hTOBZuIJAl/XnYCu8FiNSeusRKRDN6V+P2qGbFYzckjWLeAExGZEz/UmxWL1dxsaAHP0QqM3ZmBiNkpUE9KRsXZKfhvbCa0QhQ4/eD16VBMSMas/ZlFznfh4Sw0W5QGr6nJ8JqajNbfp+HArVxTPAQi+8ANl8yKxWpuNrSAT92Tha8OZePLDi44M9QN09q4YPreTMz5MyvftGvPZuPPW7kIdlcUO9/fruXg9ZpO2NVfg31valC+nBJtl6ThVrLWFA+DyPbZ0PuONWCxmpsNLeD7bubi5UhHdKrqhHBPJbpVd0LbSo44dMewAG8lazFsYwZ+7KqGUwmWuB+7uuKdZ1WoG+iAKF8HLHzRBVoB7LiSY6JHQmTDfKvqjldOZsNiNTf3AJs5P+vz5R2w40oOzsfrhmmP3c3Fnuu56FjZUT+NVgj0XZOO95uoUMPfoUz38ygbyNYC3uri13aJ6Ak29GHeWjgWPwkZXXgz4MF52Sme2gdNVUjKEIj6Mg0OSiBXC0x6wRmv13LSTzN1TxYclcDwRqoy38+Y7RkIcVegdUUurkSlxt1szI7vVDJUegE49D/ZKZ7a8lM5+OFENpa+qkYNPyWO3s3FiC2ZCHZXoH9dFQ7fzsXsP7Pw12ANFIqyrW1O+yMTy05m47cYDVwcucZKVCoKByCihewUdofFKkPl1oDKHchKkZ3kqby/LQNjmjqjZ03dGmqtAAdcSxKYsicL/euqsPt6Du6nCZT/PFV/m1wBjNqaiVn7s3B1hHuR8/9sbyYm787E9n4a1A4o2zAykV2r0ATQ+MhOYXdYrDI4uQBRHYHjy2UneSqPsgHlEyuRDgpA+/feNn1rO+Ubvm33wyP0re2EAXWdUJTpf2Ri4u5MbOnjimeCWapEZVL9ZdkJ7BKLVZaar1p9sb5Y1RGTdmeifDkFavg74MidXMzcn4U3/i5NH1clfFwNb+OkBALdFIj0/acs+61JR4i7AlNauwDQDf+O25WJpV3VCPdU4m6qbitjN5UCbioOBxOViEIJVHtRdgq7xGKVpdILgIsnkJEoO0mZzenggnG7MvHOxgzcTxMIdldgcAMnfNTCuVTzuZ6khVLxzwbq8w5mISsX6LYy3WC6j1uoML6li1GyE9m8sEaAe6DsFHZJIUQhh8kh0/tlGHBkiewURGSL2n8KNB4iO4Vd4n6sMtV8VXYCIrJFCiVQ/RXZKewWi1WmiOaAxl92CiKyNeHNAI8g2SnsFotVJqUDt9ojIuOr3V12ArvGYpWNw8FEZEyOaqDaS7JT2DUWq2zlGwMeIbJTEJGtiGwPuHjITmHXWKyyKRRAjS6yUxCRrajdQ3YCu8ditQT1+wPggQ+I6Cl5hAKV28hOYfdYrJbArypQOVp2CiKydg0HAQ487o9sLFZLwR25iehpOGmABv1lpyCwWC1H5daAX5TsFERkreq+Dqi9ZKcgsFgtS6O3ZScgIqukABpx1MtSsFgtSZ2egNpbdgoisjZV2gC+lWWnoL+xWC2JkxpoECM7BRFZm8bvyE5Aj2GxWpqGbwHKok8CTkSk518dqNRKdgp6DIvV0ngEATVekZ2CiKwFt82wOCxWS8Rdb4ioJFx9eaQlC8RitUQhDYCwxrJTEJGle2YA4OQiOwU9gcVqqZq9KzsBEVkylRvQcLDsFFQAFqulqtoOCGskOwURWaom/we4+clOQQVgsVqy6I9kJyAiS6TxB54bJjsFFYLFasnCnwcqcjN6InpCi9GAs5vsFFQIFqul41orET3OuxLQYIDsFFQEFqulC6kPVHtJdgoishTR43hqOAvHYrUGrcfzaExEpNsVr0YX2SmoGCxWa+BTCXh2oOwURCRb6wmyE1AJ2HWxKhSKIn9iYmJkR/xHi9GAi6fsFEQkS+U2QEQz2SmoBOx6oP7OnTv6/y9fvhwfffQRzp07p79MrVYbTJ+dnQ0nJ0lDsq7eQPP3ga0fyrl/IpJHoQTacG3VWtj1GmtgYKD+p1y5clAoFPrfMzIy4OnpiRUrVqBly5ZwcXHBDz/8gPHjx6Nu3boG85k1axbCw8MNLlu0aBGqVasGFxcXREVFYd68eU8fuOFbgFfE08+HiKxL7R5AQA3ZKaiE7LpYS+KDDz7A8OHDcebMGbRr165Et1m4cCE+/PBDTJo0CWfOnMHkyZMxbtw4fPfdd08XxlEFdJrxdPMgIuui9gLa/Fd2CioFux4KLokRI0aga9eupbrNJ598ghkzZuhvFxERgdOnT+Prr79G//79ny5Q5Wigbh/g6A9PNx8isg7tpgBu/rJTUCmwWIvxzDPPlGr6uLg43LhxA2+++SYGDRqkvzwnJwflypUzTqh2k4CL24HUu8aZHxFZpsptgLqvy05BpcRiLYZGozH4XalUQghhcFl2drb+/1qtFoBuOLhRI8OD6Ds4OBgnlNoT6DwT+KmXceZHRJZH5Q68OEt2CioDFmsp+fn54e7duxBCQKFQAACOHj2qvz4gIAAhISG4fPkyevfubbogUZ2AGl2BU6tNdx9EJE+bCUC5UNkpqAxYrKXUsmVLxMXFYdq0aejWrRs2b96MTZs2wcPDQz/N+PHjMXz4cHh4eKBDhw7IzMzEoUOH8PDhQ7z7rhHPs9pxOnAlFngUb7x5EpF84c2AZ96QnYLKiFsFl1K1atUwb948zJ07F3Xq1MGBAwfw3nvvGUwzcOBAfPPNN1i8eDFq1aqFFi1aYPHixYiIMPKuMhpfoP1U486TiORycgVe+gL4e0SMrI9CPPmFIVmfpT2B85tkpyAiY2g7CWjCc61aM66x2oLOnwPORtrimIjkCX0WaPyO7BT0lFistsAjCGj7iewURPQ0HFTAS18CSr4tWzs+g7aiQX8gqrPsFERUVtEfA/5RslOQEbBYbckr8wDvSrJTEFFpRXXm96o2hMVqS1zKAT2W6LYqJCLr4FkBeHmu7BRkRCxWWxNQA3hxtuwURFQSDirgtcW6o6mRzWCx2qLa3YFnBxU/HRHJ1XYSEFJfdgoyMharrWo/BQhtKDsFERWmVneg0VuyU5AJsFhtlYMT0P07QOMnOwkRPSmwtu7oSmSTWKy2zCMY6PYtoDDSWXWI6Om5+gA9fwSc1LKTkImwWG1dRHMgepzsFEQEAEpH3cZKnuVlJyETYrHag+dHAtVelJ2CiNp8ovuwSzaNxWovui4EwhrLTkFkv54bBjzH4wDbAxarvXBSA72WA/41ZCchsj91egFtJ8pOQWbCYrUnak+g72rAK1x2EiL7UbUD8NIcnl/VjrBY7Y17INB3DeAWIDsJke2r0FS3sZKDo+wkZEYsVnvkXRHos4rncCUypcBawOvLACcX2UnIzFis9iqwFtDrJ8CR+9IRGZ13RaDPat2JMcjusFjtWYUmumEqJYepiIzGLe/rFn/ZSUgSFqu9i2z/9ymruGEF0VNz8eQGgsRiJQB1egLtJstOQWTdnDRArxW6UzeSXVMIIYTsEGQh/vwa2PQBAC4SRKWi9gJ6rQTCnpWdhCwAi5UMHfkRWPd/gMiVnYTIOrgH675T9Y+SnYQsBIuV8ju1Flg1ENBmy05CZNl8KutKlQfVp8ewWKlgF7YBy/sCOemykxBZpqA6ul1qNL6yk5CFYbFS4a7vB5b2ADISZSchsizhzXQHf3B2l52ELBCLlYoWdw744VUg6YbsJESWIaoz0O1bwNFZdhKyUCxWKl7ybeCHbsD9U7KTEMlVrw/w4heA0kF2ErJgLFYqmYwkYFkv4Noe2UmI5GgyHGj7iewUZAVYrFRyOVnAptHA4UWykxCZj4Mz0HEa0CBGdhKyEixWKr2jS4EN73KLYbJ95coD3b8DQurLTkJWhMVKZXP3BLC8D/DwquwkRKZRKRp49RvA1Vt2ErIyLFYqu/REYM1g4Pxm2UmIjEgBNH8faPlvQMnDqVPpsVjp6QgB/P4Z8NtkQGhlpyF6Oi6eQNeFQNW2spOQFWOxknFc3KE7DGJ6guwkRGUTWBvosYSnfKOnxmIl40m8AazoB9z+S3YSotKp2wfoNANwcpGdhGwAi5WMKycT2PIhcPAb8PRzZPGcNED7KUCD/rKTkA1hsZJpXN2jO/1cwmXZSYgKVqEp8PJcwDtCdhKyMSxWMp3sdGDnRGD/PG7YRJbDUQ1EfwQ0HgIoFLLTkA1isZLp3TwM/DIUiDsjOwnZu7BGwCvzAZ9KspOQDWOxknnkZAG/Twf2fM4TqJP5qdx0a6nPDuK+qWRyLFYyr7sndWuvd47KTkL2omoHoNNnQLlQ2UnITrBYyfy0ucDeL4DfPgVyMmSnIVvlFgB0mAbUeEV2ErIzLFaSJ/4SsO0j4OwG2UnIljg4Aw0H6Q5LqPaUnYbsEIuV5LtxQFew1/fJTkLWTKEEavcAWn0IeIbJTkN2jMVKluPsRmDHBCDurOwkZG0qtwFajwcCa8pOQsRiJQujzQWO/gjsmgKk3JadhixdcH2gzX+BiGaykxDpsVjJMmWnA/vnA3tmAZlJstOQpfGuqNt9pkYX2UmI8mGxkmV7lADsngEcWAjkZspOQ7Jp/IEWo4EGAwAHR9lpiArEYiXrkHxbtwZ7eDGQmSw7DZmbTxWg0WCgbi9ApZGdhqhILFayLhnJunL98ysg+ZbsNGRqFVsCjYcCVdrwuL5kNVisZJ1ys4GTq4B9c4G7x2WnIWNydAFqvQY0fgcIqC47DVGpsVjJ+l3/EziwADj9C49DbM3cAoFnBwLPvAFofGSnISozFivZjpR7umHiw4uAlDuy01BJBdXRrZ3W6Ao4qmSnIXpqLFayPdpc4MrvuqHiM+uBjETZiehJXuG6Iq35Kg/qQDaHxUq2LTcbuLhDV7LnNgJZqbIT2S+PEN1+pzW6AqENZKchMhkWK9mP7HTg/BZdyV7YBuSky05k+zR+QPWXdWum5Z/jlr1kF1isZJ8yU4Bzm3Qle2knkJslO5HtcPEEqnXWlWlEC0DpIDsRkVmxWImyHgE3/gSu7gau7AZu/wVoc2Snsh5KJyCsIVCxFVCpFRBcj2VKdo3FSvSkzFTg+n7g6u/A1T3A7aOAyJWdynIoHYHA2kCFJro10vCmPBoS0WNYrETFyUjWnSv2yt9Fe/eEfRWtkysQ0kD3HWmF54DQhoCzm+xURBaLxUpUWjmZwIMLuvPGxp0F7p8B4s4BCZetu3Ad1YBfVcAvSvfjXw3wiwQ8wwGlUnY6IqvBYiUylgIL9yzw8JplHRHKSQP4VmaBEpkIi5XI1ITQnf4u9S6QchdIvaf7N+0BkP5Q95OR+M//M1MBlOJlqXAAXL10u7a4+gIaX8DVR/e7xvefy/L+r3I11SMlIrBYiYiIjIrjPkREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI2KxEhERGRGLlYiIyIhYrEREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI2KxEhERGRGLlYiIyIhYrEREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI2KxEhERGRGLlYiIyIhYrEREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI2KxEhERGRGLlYiIyIhYrEREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI2KxEhERGRGLlYiIyIhYrEREREbEYiUiIjIiFisREZERsViJiIiMiMVKRERkRCxWIiIiI/p/89MLKFTuaWwAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "durango_pixels_2.groupby(\"e_bike_gt_50_pct\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bike trips are least 50% of driving trips\")" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "b8d7537a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pueblo_pixels_2.groupby(\"e_bike_gt_50_pct\").count().id.plot(kind=\"pie\", autopct='%.1f', title=\"Pixels where e-bike trips are least 50% of driving trips\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "27b1b947", + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}