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jjsantos01/operaciones_aeropuertos.ipynb

Created August 13, 2024 18:24
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This notebooks create visualizations of the arrivals and departures times for several airports in Mexico and the USA.
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operaciones_aeropuertos.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import locale\n",
"import pandas as pd\n",
"import dateutil\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import matplotlib.dates as mdates\n",
"\n",
"%matplotlib inline\n",
"locale.setlocale(locale.LC_ALL, locale='es_MX')\n",
"tz = dateutil.tz.gettz(name=\"America/Mexico_City\")\n",
"dir_datos = 'archivos'"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"# Grafica Salidas y llegadas\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"ahora = pd.datetime.now().isoformat()[0:13]\n",
"def data_vuelos_aeropuertos(aeropuertos: dict) -> pd.DataFrame:\n",
" url_salidas = 'https://www.flightstats.com/go/weblet?guid=d56928966b03ae86:-3be13f33:1197c2fe4bc:38ea&weblet=status&action=AirportFlightStatus&airportCode={aero}&language=Spanish&startAction=AirportFlightStatus&imageColor=orange&airportQueryTimePeriod={time}&airportQueryType=0'\n",
" url_llegadas = 'https://www.flightstats.com/go/weblet?guid=d56928966b03ae86:-3be13f33:1197c2fe4bc:38ea&weblet=status&action=AirportFlightStatus&airportCode={aero}&language=Spanish&startAction=AirportFlightStatus&imageColor=orange&airportQueryTimePeriod={time}&airportQueryType=1'\n",
" programacion_vuelos_salidas = [pd.read_html(url_salidas.format(time=i, aero=aero), header=0, attrs={'class': \"tableListingTable\"})[0].assign(aero=aero) for i in range(1, 9) for aero in aeropuertos]\n",
" programacion_vuelos_llegadas = [pd.read_html(url_llegadas.format(time=i, aero=aero), header=0, attrs={'class': \"tableListingTable\"})[0].assign(aero=aero) for i in range(1, 9) for aero in aeropuertos]\n",
"\n",
"\n",
" df_status_salidas = pd.concat(programacion_vuelos_salidas)\\\n",
" .assign(operacion='Salidas')\\\n",
" .rename(columns={'Partida': 'hora'})\n",
"\n",
" df_status_llegadas = pd.concat(programacion_vuelos_llegadas)\\\n",
" .assign(operacion='Llegadas')\\\n",
" .rename(columns={'llegada': 'hora'})\n",
"\n",
" df_status = pd.concat([df_status_llegadas, df_status_salidas])\\\n",
" .pipe(lambda x: x.loc[~x['Vuelo'].str.endswith('^')])\\\n",
" .assign(hora=lambda x: pd.to_datetime(x['hora']),\n",
" retrasado=lambda x: x['Estado'].str.contains('Delayed').astype(int))\n",
"\n",
" return df_status#.to_csv(f'datos/status_salidas_llegadas_{ahora}.csv', index=False)\n",
"\n",
"def plot_vuelos_aeropuertos(aeropuertos: dict, df_sl: pd.DataFrame) -> None:\n",
" for aero in aeropuertos:\n",
" fig, ax = plt.subplots(figsize=(15, 6))\n",
" data = df_sl.loc[aero]\n",
" ax.xaxis.grid(ls='--')\n",
" ax.plot(data.query('retrasado==0')['operacion'], marker='|', lw=0, ms=40, mew=0.7, label='A tiempo', alpha=0.7)\n",
" ax.plot(data.query('retrasado>0')['operacion'], marker='|', lw=0, ms=40, mew=0.7, color='red', label='Retrasado', alpha=0.7)\n",
" lgnd = ax.legend()\n",
" for leg in lgnd.legendHandles:\n",
" leg._legmarker.set_markersize(10)\n",
" fecha = ahora[:10]\n",
" ax.xaxis.set_major_formatter(mdates.DateFormatter('%H:%M'))\n",
" ax.set(ylim=(-1, 3), xlim=(pd.to_datetime(f'{fecha} 00:00'), pd.to_datetime(f'{fecha} 23:59')), xlabel='Hora')\n",
" ax.set_title(f'Salidas y llegadas de vuelos en el aeropuerto de {aeropuertos[aero]} ({fecha}), por minuto', fontsize=14)\n",
" for s in ax.spines.values():\n",
" s.set_visible(False)\n",
" N_retr = data['retrasado'].sum()\n",
" N_sal = data.query(\"operacion=='Salidas'\")['Vuelo'].count()\n",
" N_lleg = data.query(\"operacion=='Llegadas'\")['Vuelo'].count()\n",
" ax.text(s=f'Total operaciones: {N_lleg + N_sal} ({N_sal} salidas, {N_lleg} llegadas)', x=pd.to_datetime(fecha), y=-1.4)\n",
" ax.text(s=f'Total retrasados: {N_retr}', x=pd.to_datetime(fecha), y=-1.5)\n",
" ax.text(s='Elaborado por @jjsantoso con datos de https://www.aeropuertos.net/', x=pd.to_datetime(fecha), y=-1.6, color='gray')\n",
" fig.savefig(f'graficas/salidas_llegadas_x_minuto_{aero}.pdf')\n",
" fig.savefig(f'graficas/salidas_llegadas_x_minuto_{aero}.png', dpi=300, bbox_inches='tight')\n",
"\n",
"\n",
"def plot_vuelos_aeropuertos_en(aeropuertos: dict, df_sl: pd.DataFrame) -> None:\n",
" for aero in aeropuertos:\n",
" fig, ax = plt.subplots(figsize=(15, 6))\n",
" data = df_sl.loc[aero]\n",
" ax.xaxis.grid(ls='--')\n",
" ax.plot(data.query('retrasado==0')['operacion'], marker='|', lw=0, ms=40, mew=0.7, label='On time', alpha=0.7)\n",
" ax.plot(data.query('retrasado>0')['operacion'], marker='|', lw=0, ms=40, mew=0.7, color='red', label='Delayed', alpha=0.7)\n",
" lgnd = ax.legend()\n",
" for leg in lgnd.legendHandles:\n",
" leg._legmarker.set_markersize(10)\n",
" fecha = ahora[:10]\n",
" ax.xaxis.set_major_formatter(mdates.DateFormatter('%H:%M'))\n",
" ax.set(ylim=(-1, 3), xlim=(pd.to_datetime(f'{fecha} 00:00'), pd.to_datetime(f'{fecha} 23:59')), xlabel='Hour')\n",
" ax.set_title(f'Departures and arrivals in {aeropuertos[aero]}, {fecha}, for minute', fontsize=14)\n",
" for s in ax.spines.values():\n",
" s.set_visible(False)\n",
" N_retr = data['retrasado'].sum()\n",
" N_sal = data.query(\"operacion=='Departures'\")['Vuelo'].count()\n",
" N_lleg = data.query(\"operacion=='Arrivals'\")['Vuelo'].count()\n",
" ax.text(s=f'Total operations: {N_lleg + N_sal} ({N_sal} departures, {N_lleg} arrivals)', x=pd.to_datetime(fecha), y=-1.4)\n",
" ax.text(s=f'Total delayed: {N_retr}', x=pd.to_datetime(fecha), y=-1.5)\n",
" ax.text(s='By @jjsantoso with data from https://www.aeropuertos.net/', x=pd.to_datetime(fecha), y=-1.6, color='gray')\n",
" fig.savefig(f'graficas/salidas_llegadas_x_minuto_{aero}.pdf')\n",
" fig.savefig(f'graficas/salidas_llegadas_x_minuto_{aero}.png', dpi=300, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"## México"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"### Obtención y guardado de datos"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"hidden": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:16: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
"of pandas will change to not sort by default.\n",
"\n",
"To accept the future behavior, pass 'sort=False'.\n",
"\n",
"To retain the current behavior and silence the warning, pass 'sort=True'.\n",
"\n",
" app.launch_new_instance()\n"
]
}
],
"source": [
"ahora = pd.datetime.now().isoformat()[0:13]\n",
"aeropuertos = {'MEX': 'Ciudad de México', 'GDL': 'Guadalajara', 'MTY': 'Monterrey', 'CUN': 'Cancún'}\n",
"df_sl = data_vuelos_aeropuertos(aeropuertos)\n",
"ahora = pd.datetime.now().isoformat()[0:13]\n",
"df_sl.to_csv(f'datos/status_salidas_llegadas_MEX_{ahora}.csv', index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"### Lee datos"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>Destino</th>\n",
" <th>Estado</th>\n",
" <th>Origen</th>\n",
" <th>Transporte</th>\n",
" <th>Vuelo</th>\n",
" <th>operacion</th>\n",
" <th>retrasado</th>\n",
" </tr>\n",
" <tr>\n",
" <th>aero</th>\n",
" <th>hora</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>MEX</th>\n",
" <th>2020-04-20 00:20:00</th>\n",
" <td>NaN</td>\n",
" <td>Unknown</td>\n",
" <td>(HMO) Hermosillo</td>\n",
" <td>Volaris</td>\n",
" <td>Y4 763</td>\n",
" <td>Llegadas</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"4\" valign=\"top\">MTY</th>\n",
" <th>2020-04-20 16:26:00</th>\n",
" <td>NaN</td>\n",
" <td>Cancelado</td>\n",
" <td>(DFW) Dallas</td>\n",
" <td>American Airlines</td>\n",
" <td>AA 3600</td>\n",
" <td>Llegadas</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-20 16:15:00</th>\n",
" <td>NaN</td>\n",
" <td>Aterrizo</td>\n",
" <td>(CUN) Cancun</td>\n",
" <td>VivaAerobus</td>\n",
" <td>VB 2168</td>\n",
" <td>Llegadas</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-20 15:57:00</th>\n",
" <td>NaN</td>\n",
" <td>Programado</td>\n",
" <td>(TIJ) Tijuana</td>\n",
" <td>Volaris</td>\n",
" <td>Y4 512</td>\n",
" <td>Llegadas</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-04-20 15:45:00</th>\n",
" <td>NaN</td>\n",
" <td>Aterrizo</td>\n",
" <td>(CUL) Culiacan</td>\n",
" <td>VivaAerobus</td>\n",
" <td>VB 4273</td>\n",
" <td>Llegadas</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Destino Estado Origen \\\n",
"aero hora \n",
"MEX 2020-04-20 00:20:00 NaN Unknown (HMO) Hermosillo \n",
"MTY 2020-04-20 16:26:00 NaN Cancelado (DFW) Dallas \n",
" 2020-04-20 16:15:00 NaN Aterrizo (CUN) Cancun \n",
" 2020-04-20 15:57:00 NaN Programado (TIJ) Tijuana \n",
" 2020-04-20 15:45:00 NaN Aterrizo (CUL) Culiacan \n",
"\n",
" Transporte Vuelo operacion retrasado \n",
"aero hora \n",
"MEX 2020-04-20 00:20:00 Volaris Y4 763 Llegadas 0 \n",
"MTY 2020-04-20 16:26:00 American Airlines AA 3600 Llegadas 0 \n",
" 2020-04-20 16:15:00 VivaAerobus VB 2168 Llegadas 0 \n",
" 2020-04-20 15:57:00 Volaris Y4 512 Llegadas 0 \n",
" 2020-04-20 15:45:00 VivaAerobus VB 4273 Llegadas 0 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aeropuertos = {'MEX': 'Ciudad de México', 'GDL': 'Guadalajara', 'MTY': 'Monterrey', 'CUN': 'Cancún'}\n",
"df_sl = pd.read_csv(f'datos/status_salidas_llegadas_MEX_{ahora}.csv', parse_dates=['hora'], index_col=['aero', 'hora'])\\\n",
" .sort_values('operacion')\\\n",
" .pipe(lambda x: x.append(x.assign(operacion='Total'), sort=True))\n",
"df_sl.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"### Gráficas"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"hidden": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\plotting\\_converter.py:129: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
"\n",
"To register the converters:\n",
"\t>>> from pandas.plotting import register_matplotlib_converters\n",
"\t>>> register_matplotlib_converters()\n",
" warnings.warn(msg, FutureWarning)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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+7rX+NOq7due0ViX/DlN8N0YXZvYfitevU0LXL6x5Kvl3d8XPpXUYqTiRqN3G7oqfjZyv+Ep87XXpKUnH1Z3sroqvgK9UnGBMqDluTc169RPy2tM+RfHJuyftxe9fGijpG2b2mRDCKMWGlylFD8dca7jiq3C9Ke/tNO/tPm3/m3bYwG5sZ0Dd71m300Z6uj9FyTA5xEvBAsXr8hDFz2LtKuniEMJSSTKzd3Rje6ebmdXcKR1Tt8zxim+Z+e/kNEzxrVFdPiMXQrhf0v2Kd4q/U/zgeerkMISwxcymKj7b+pykX4SefYveXMXPQqxqsp2Fip+t+a+aw46qW+Z4xS9M+K3U+YzuHjXHL5C0p5ntFV78HMhR6nrHdJziq4v/X8cBNa/MdQohLFd829DVZvY5xQdaU1KWe87MnlTscmeyPUtOt+NB1gLFiew+IYQ7G5z/Rq5TfMVwvuKrJD+vOe4ZSTua2c4hhHXJYRPq1p8r6ZAQwqM5T6/jw/7HS1oidX4r32TFb92TJIX4DXU3Kn4z4FTFt+a9WvHBfL1Wx5BXb2z3eEmzQwidf87BzDpfxQohrDSzFZL2CyH8pMVtP5Rsv/YzdccrXh9qHVO3zDHJutKLDyhrr+dpjbNuX428oO0f7C2Q9E4zG1Az2T8+WXZxg+3k2Vd1p9f1ip9x/ZTil2E084yk3erGUH9ZHS/pJ8k7P2TxM+P76cXr7UOK+4sjlTwZYGZ7K75LpMMkxQnav3S8gmZmb84YW679dAczG6H4SsknQgh3JYdNVL7HSi2dVmKx4hMjB6vu+mlmlytODE8OISysW2+p4iTpdYpfvtZxmZ6gmieyLH5e+S7FL8d5V9j+G7lnKr5bY1Sy71WyzU2S7kuWT7vezEyWq/3W2tfpxSdyrlJ8e2St2xSvV/8pSSGEpxWfvO2ip2Ou2c5+evFzoK1Ku1/pOD/duZ168Ixq9mcp9+NSnGDW75fy7k/xUlL0+1r54Sfvj+K3wd2p+LamQxXf0nWm4p3k7ckyr1R8i863JO0r6U2KdzJB8U5Wyv7M4d6KdzSXSxqr+DXZj6vr53i+pfiNYMcrvjXzSsUJ3bTk+DGKb4E7VvGzM6coPgv9hYzzuK/i51s2Kz5bnHWZdPmMQO3vil/u8rDitxSelIzpxGTs+yfLnK341psPKE6s/1XxwczSmm3ep/hK4cGKD97uUnxWfEpy/IDkMr5L8UHhZMW3h21W8plDxVfvtihOuPZVfGvnM0q+2yJZ5nLFVxf2TbZzl2o+g5Zy3j+XjPWMpNPlig+0ptUs8xXFVxg+oDiJmqD4atSHMy7XfRRfEZkn6Wd1xw1Pzv+VyTZPV3yw1vlZJ8Xr598l/UDxSwterfiFAz+s2c5Udf2WxO8oPlP/j4oPUK9OTmeP5PjPKk5GDkq2d3lynWv0ebQ8Y5im7T/71mVc3dxu1jY+pfj25Dcm17v/l5yXZTXLnKd43fyXpO84xc81fb7R9T857O3Jde8TybY/lfz+lrr1Vil++cL+it/Yu03SkTXLzFR8O9UhevHbPlu9fU1R+rcQX614uxqt+GTWAMVvPn0+uVwPUtx3PSXpW00uxzz7qsxeDbb9DcV90eWKk459FB8k/yjZ/l7Jch1vCb1EccL3QSXfflyzrZ8rvu1touIXB92U9J5as8zvFF9xm6x4O71TXfczhyane35yWb9L8R0Btef1ZHW9HTbdT9dfV5MOzyg+IfPqpGv9vmy00j+PmnlaDS7nn0v6Tt1hVyruy16j+Apdx89Odfu/dYpvXR2n+M6MJyQNTY5/lZLPYCu+Rbt2Ox2fXRyYXOZ3JteN1yreT12RMeZjFffnn0/O6+eTy6jh5/+V4zOHvTlmJd8Q3Oz0Uk6/o+3j6nq/slEvfmdB5u1UKfvVBqc3Rdt/Xvd79deZpO1NjbafdtmmLHO94v5qUnK5/U5xv1D7mcNFivum3SUNy7s/5eel91P4APjhJ++P4reR/bviM6Vrkx3bI4rPbA+vWe4sxWfwNiresb9BLUwOk8PelOxINyo+QDxHXR+EDFP8vEvHn8v4puKzpdOS43dLjl+h+ODtb8kyO+Q4n3cm48/84hFl/ymL3RRfFXw6GcdSxWcAa//kwsXJ8R1/yuLrit8G13H8YYqfuWhPxvUebf8V8wcoPkjelDR5q7b/UxZfU3zgtSG5bD6mrpPDK5J1NybL3aCaP0GSct4HKb5V7tnk5wql/ymLT+nFVxGfUXw78utyXLZ3J5fndneCit8utyi5TG5TfMKi80FpsswkSbcqPoB7XvEBzZdrjp+qxn/KYpO2/1MWH1J8Fnx9ss3pko7NOA9ZY5imFieH3TlvKeu/TPHztGuTdtcovs1sWd1y70rO88Zk2Rmq+fMmSpkcJod/VPEVj81q/qcsbk0a/k3S++qW6fiszd+T83dC/ekp4/alxpPDAxQnn39X+p+y2KQXvyJ/cEaLpvuqPL2abPt0xf3R2uSyXK54u6z/kqePKP75ieeT4/9ZXSeH+yi+1f/5ZBsXKH4B19S6y/LXSY/HFZ8cqN/PfFpxn9qu+ITVO9V8cth0P93gdvia5HQ3Jv++QTX7MjWeHGaeVoPL+A2K73YYWHf9TPupvSwsuX49mYx1umr+VJLi5KjRdmqvG3snLf6u+ETaFcq4ziXrnaH4zpMXFF9dekfG8suUPTnstTEr7pcvqjtsWrMeNW3PUXwVtONPM72xbrmmt1P5nBy+SnFCuEHxfvz0+vUUn8R9RPG2vqzm8Kb7U35eej+WhAfghJktkHRdCOGrBZ3+zZIGhRD4qmq8JJlZkHRmCKH+rW+oGDO7XvGJuLTPjvbXGGZKuiokb0lFz5jZOMUnDw4INV/2YmaPKX47d+qfh0k+071U8R0EWX9eBHjJ4jOHgBNmNlLxlZLRin/Mtj9Oc0fFV/BuVXyb0OmKr4qd3h+nDwBFsPh3+A5QfBvrjwoezkcU3+qH3vEqxT+1UTsxPETxlb5vFTYqoCSYHAJ+rFT8HNRHQgirshbuJUHxc18XK37l9yOK3w53cz+dPgAUYZziWwfvUvyMX2FCCH/V9n+KAN0UQvh9ymEPKj4ZACADbysFAAAAAOT/I7YAAAAAgJcuJocAAAAAgMp95pD30AIAAACoMmt0RKVeOXzggQeKHgIy0Mg3+vhHI/9o5Bt9/KORfzQqr0pNDlevXl30EJCBRr7Rxz8a+Ucj3+jjH438o1F5VWpyCAAAAABIV6k/ZbF27dowbNiwooeBJtauXSsa+UUf/2jkH418o49/NPKPRu41/Mxhpb6QZv369VxRnaORb/Txj0b+0cg3+vhHI/+602jz5s1avny5Nm7c2Eejqp4hQ4Zo1KhR2mGHHXKvU6nJ4ZIlS7T33nsXPQw0QSPf6OMfjfyjkW/08Y9G/nWn0fLlyzV06FCNHj1aZg1f2EJOIQStXr1ay5cv15gxY3Kvx2cOAQAAABRq48aNGjFiBBPDXmJmGjFiRMuvxFZqcjh69Oiih4AMNPKNPv7RyD8a+UYf/2jkX3cbdWdiOGsJ34zaSHcuz0pNDocPH170EJCBRr7Rxz8a+Ucj3+jjH438689Gs5es6dXt3XzzzTIzLVy4MPX4Z599VldddVXn70888YTOOOOMXh1DkSo1OZw7d27RQ0AGGvlGH/9o5B+NfKOPfzTyr8yNrr/+eh1//PG64YYbUo+vnxy+6lWv0k033dRfw+tzlZocAgAAAECaDRs26I9//KOuueaahpPDiy66SIsXL9aECRN04YUXatmyZRo3bpwkaevWrbrwwgt15JFH6tBDD9UPf/hDSdK0adN00kkn6Z3vfKcOOOAAXXTRRbruuut01FFHafz48Vq8eLEk6dxzz9VHP/pRnXDCCTrggAP0m9/8RlL8POb73/9+jR8/XocffrjuuuuuPrsMKvVtpXztsX808o0+/tHIPxr5Rh//aORfWRv98pe/1KmnnqoDDjhAw4cP19y5czVx4sQuy3z961/X/PnzNW/ePEnSsmXLOo+75pprtMsuu+jee+/Vpk2bdNxxx+n1r3+9JOn+++/XQw89pOHDh2vffffVeeedpz//+c+6/PLLdcUVV+g73/lO5/amT5+uxYsX65RTTtGjjz6qK6+8UpL0wAMPaOHChXr961+vRYsWaciQIb1+GVTqlcPDDjus6CEgA418o49/NPKPRr7Rxz8a+VfWRtdff73OPvtsSdLZZ5+t66+/vqX1f//73+snP/mJJkyYoKOPPlqrV6/WI488Ikk68sgjtccee2jw4MHab7/9OieN48eP7zLBfOc736kBAwZo//3317777quFCxdqxowZes973iNJOvDAA7XPPvto0aJFvXCOt1epyeH06dOLHgIy0Mg3+vhHI/9o5Bt9/KORf2VstHr1at15550677zzNHr0aF166aX62c9+phBC7m2EEHTFFVdo3rx5mjdvnpYuXdo5CRw8eHDncgMGDOj8fcCAAdqyZUvncfXfMGpmLY2hpyo1OezPCxbdQyPf6OMfjfyjkW/08Y9G/pWx0U033aT3vve9euyxx7Rs2TI9/vjjGjNmjGbMmNFluaFDh2r9+vWp23jDG96g73//+9q8ebMkadGiRXr++edbGseNN96obdu2afHixVqyZInGjh2rE088Udddd13nNv/2t79p7Nix3TiX2So1OeSPavpHI9/o4x+N/KORb/Txj0b+lbHR9ddfr9NOO63LYaeffrp++tOfdjlsxIgROu644zRu3DhdeOGFXY4777zzdPDBB2vixIkaN26cPvKRj3R5VTCPsWPH6qSTTtIb3/hG/eAHP9CQIUP08Y9/XFu3btX48eN11llnaerUqV1eiexNVsaZfQ9U6swCAAAAZfDQQw/poIMOanm9y//wiP75tfv3wYj637nnnqs3v/nNvfp3Extcrg1n75V65fD+++8vegjIQCPf6OMfjfyjkW/08Y9G/vVno6P3Hd5vp1UFlfpTFmvXri16CMhAI9/o4x+N/KORb/Txj0b+9WejY/Yd0W+n1demTp1a9BCq9cohAAAAACBdpT5zuG7durDzzjsXPQw0sW7dOtHIL/r4RyP/aOQbffyjkX/dadTdzxyiOT5z2MSaNWuKHgIy0Mg3+vhHI/9o5Bt9/KORfzQqr0pNDpctW1b0EJCBRr7Rxz8a+Ucj3+jjH43869dG06f332lVQKUmhwAAAABeQnpxcjhw4EBNmDBB48aN01ve8hY9++yzTZf/5S9/qQULFvTa6ecxZcoUXXbZZX22/UpNDvfdd9+ih4AMNPKNPv7RyD8a+UYf/2jkX1kbtbW1ad68eZo/f76GDx+uK6+8sunyzSaHW7Zs6Ysh9rlKTQ6HDh1a9BCQgUa+0cc/GvlHI9/o4x+N/HspNJo8ebJWrFghSVq8eLFOPfVUHXHEETrhhBO0cOFC/elPf9Kvf/1rXXjhhZowYYIWL16sk08+WRdffLFOOukkXX755brlllt09NFH6/DDD9drX/tarVy5UpI0ffp0TZgwQRMmTNDhhx+u9evXa8OGDfqHf/gHTZw4UePHj9evfvWrzrF89atf1dixY/Xa175WDz/8cOfh8+bN0zHHHKNDDz1Up512Wq/8CZFKTQ75o6n+0cg3+vhHI/9o5Bt9/KORf2VvtHXrVt1xxx1661vfKkn68Ic/rCuuuEL33XefLrvsMn384x/Xscceq7e+9a269NJLNW/ePO23336SpGeffVbTp0/X+eefr+OPP16zZs3SX/7yF5199tn65je/KUm67LLLdOWVV2revHm655571NbWpiFDhujmm2/W3Llzddddd+n8889XCEH33XefbrjhBv3lL3/RL37xC917772d43zve9+rb3zjG/rrX/+q8ePH60tf+lKPz/ugHm8BAAAAAEquvb1dEyZM0LJly3TEEUfoda97nTZs2KA//elPOvPMMzuX27RpU8NtnHXWWZ3/X758uc466yw9+eSTeuGFFzRmzBhJ0nHHHafPfvazOuecc/SOd7xDo0aN0ubNm3XxxRfr7rvv1oABA7RixQqtXLlS99xzj0477TTtuOOOktQ5YX3uuef07LPP6qSTTpIkve997+syxu6q1BPDjb8AACAASURBVCuHI0aMKHoIyEAj3+jjH438o5Fv9PGPRv6VtVHHZw4fe+wxvfDCC7ryyiu1bds2veIVr9C8efM6fx566KGG23j5y1/e+f9PfepT+uQnP6kHHnhAP/zhD7Vx40ZJ0kUXXaQf/ehHam9v1zHHHKOFCxfquuuu0zPPPKP77rtP8+bN02677da5vFnDP0vY6yo1OTzkkEOKHgIy0Mg3+vhHI/9o5Bt9/KORf2VvtMsuu+i73/2uLrvsMrW1tWnMmDG68cYbJUkhhM63zQ4dOlTr169vuJ3nnntOe+65pyTp2muv7Tx88eLFGj9+vD73uc9p0qRJWrhwoZ577jmNHDlSO+ywg+666y499thjkqQTTzxRN998s9rb27V+/XrdcsstnWMcNmyY7rnnHknSf//3f3e+itgTlZoc3n333UUPARlo5Bt9/KORfzTyjT7+0ci/l0Kjww8/XIcddphuuOEGXXfddbrmmmt02GGH6ZBDDun8spizzz5bl156qQ4//HAtXrx4u21MmTJFZ555pk444QTtuuuunYd/5zvf0bhx43TYYYepra1Nb3zjG3XOOedozpw5mjRpkq677jodeOCBkqSJEyfqrLPO0oQJE3T66afrhBNO6NzOtddeqwsvvFCHHnqo5s2bpy9+8Ys9Pt985hAAAABA5W3YsKHL7x2v0knSrbfeut3yxx13XJc/ZTFt2rQux7/tbW/T2972tu3Wu+KKK7Y7bPDgwZo5c2bquC655BJdcskl2x0+YcIEzZo1K3Wd7qrUK4eDBjEX9o5GvtHHPxr5RyPf6OMfjfzr10a98FZKvMhCCEWPoT9V6swCAAAAZfDQQw/poIMOKnoYLzkNLteG33BTqVcO586dW/QQkIFGvtHHPxr5RyPf6OMfjfyjUXlVanK4bt26ooeADDTyjT7+0cg/GvlGH/9o5F93G1XsHY19rjuXZ6UmhwAAAAD8GTJkiFavXs0EsZeEELR69WoNGTKkpfUq9ZnDDRs2hJ122qnoYaCJDRs2iEZ+0cc/GvlHI9/o4x+N/OtOo82bN2v58uWdf/gdPTdkyBCNGjVKO+ywQ/1RDT9zWKmve1q5ciU7E+do5Bt9/KORfzTyjT7+0ci/7jTaYYcdNGbMmD4aEfKq1NtKH3/88aKHgAw08o0+/tHIPxr5Rh//aOQfjcqrUpNDAAAAAEC6Sk0O999//6KHgAw08o0+/tHIPxr5Rh//aOQfjcqrUpPDwYMHFz0EZKCRb/Txj0b+0cg3+vhHI/9oVF6VmhzOnz+/6CEgA418o49/NPKPRr7Rxz8a+Uej8qrU5BAAAAAAkK5Sk8ORI0cWPQRkoJFv9PGPRv7RyDf6+Ecj/2hUXhZCKHoM/WbLli1h0KBK/WnH0tmyZYto5Bd9/KORfzTyjT7+0cg/GrlnjY6o1CuHM2bMKHoIyEAj3+jjH438o5Fv9PGPRv7RqLwqNTkEAAAAAKSr1OSQr9X1j0a+0cc/GvlHI9/o4x+N/KNReVXqM4eSKnVmAQAAAKAOnzmUpDlz5hQ9BGSgkW/08Y9G/tHIN/r4RyP/aFRelZocbtiwoeghIAONfKOPfzTyj0a+0cc/GvlHo/Kq1OQQAAAAAJCuUp85bG9vD21tbUUPA020t7eLRn7Rxz8a+Ucj3+jjH438o5F7fOZQkpYvX170EJCBRr7Rxz8a+Ucj3+jjH438o1F5VWpyuGLFiqKHgAw08o0+/tHIPxr5Rh//aOQfjcqrUpNDAAAAAEC6Sk0Ox44dW/QQkIFGvtHHPxr5RyPf6OMfjfyjUXlVanI4cODAooeADDTyjT7+0cg/GvlGH/9o5B+NyqtSk8MFCxZ0+X3WktVNl5+1ZPV2y2Stg56pb+RJb7av3Vaj/7c6lkbrdhxe+2/H/x+8/te5bgcdOvrU3zbSbifdOS+N1ss7xjyX5Y9nLG26Tsfv9ctlbT9r+UaH1f7esY08Gp2/PPu5WUtWp55WWtesyyntNFLHNn167vPQ6jKtrlN73ptdd9POY7PbU7PTTbsdpR2XdxvN5OmR9/4v7Xrdk7FIja/nWaeR97LOO75G+5us+6Hu7LPzjKUny2ddV5vtxx68/tdNt5P2+xd/NT+7Y3Kbz7r+Zd13paltlPe6nPe6k3cM9fcVzdZrdYxZ26u9XeY9rWbnv7v792b32bWN8t7m04774q/md2u9VsfcyvbyrNMXp9HqdrurUpPDerOXrMk8vn6ZrHXw0tWb7Wu31ej/rY6l0bodh9f+2/H/dbfeket2kHZYs3Gn3XbybL/RennHmOeyvH3ByqbrdPxev1zW9rOWb3RY7e8d28ijp9eVtNNK65p1OaWdRurYUiaHec5Dd253WevUnvdm192089js9tTsdPMe191tNFuuu7ep2utJd+8L05ZrdD3POo28l3Xe8bWyn2q07d66X2h1O80uq2bX0bRl1916R9PtpP1+58Knszsmt/ms61/WfVeWvNflvNedvNuuv69otl6rY8zaXu3tMu9pNTv/3d2/573PznubTzvuzoVPd2u9Roe1ervv7j6iL06ju/usVlVqcrj77rsXPQRkoJFv9PGPRv7RyDf6+Ecj/2hUXpWaHI4ZM6boISADjXyjj3808o9GvtHHPxr5R6PyqtTkcObMmUUPARlo5Bt9/KORfzTyjT7+0cg/GpVXpSaHAAAAAIB0lZoctrW1FT0EZKCRb/Txj0b+0cg3+vhHI/9oVF6VmhweffTRRQ8BGWjkG338o5F/NPKNPv7RyD8alVelJoezZ88uegjIQCPf6OMfjfyjkW/08Y9G/tGovCo1OWxvby96CMhAI9/o4x+N/KORb/Txj0b+0ai8KjU5BAAAAACkq9TkcPLkyUUPARlo5Bt9/KORfzTyjT7+0cg/GpVXpSaHS5cuLXoIyEAj3+jjH438o5Fv9PGPRv7RqLwqNTl86qmnih4CMtDIN/r4RyP/aOQbffyjkX80Kq9KTQ4BAAAAAOkqNTk8+OCDix4CMtDIN/r4RyP/aOQbffyjkX80Kq9KTQ63bt1a9BCQgUa+0cc/GvlHI9/o4x+N/KNReRUyOTSzEWY2L/l5ysxW1Pz+srplP2NmO+bY5jQzm9RsmYcffrinQ0cfo5Fv9PGPRv7RyDf6+Ecj/2hUXoOKONEQwmpJEyTJzKZI2hBCuKzB4p+R9D+S/t4/owMAAACA6nHztlIz+wcz+4uZPWBmPzazwWb2aUmvknSXmd2VLPd9M5tjZg+a2ZdaOY0999yzL4aOXkQj3+jjH438o5Fv9PGPRv7RqLy8TA6HSJoq6awQwnjFVzQ/FkL4rqQnJJ0SQjglWfaSEMIkSYdKOsnMDm22YTP7cDKZnHPbbbf13TlArxg1alTRQ0AT9PGPRv7RyDf6+Ecj/2hUXl4mhwMlLQ0hLEp+v1bSiQ2WfaeZzZX0F0mHSGr6dUghhKtDCJNCCJPGjRvXawNG35g9e3bRQ0AT9PGPRv7RyDf6+Ecj/2hUXoV85jDF83kWMrMxki6QdGQIYa2ZTVV81REAAAAA0ANeXjkcImm0mb06+f09kqYn/18vaWjy/50VJ5LPmdlukt7YyonstNNOvTBU9CUa+UYf/2jkH418o49/NPKPRuXl5ZXDjZLeL+lGMxsk6V5JP0iOu1rS78zsyRDCKWb2F0kPSloi6Y+tnMikSU3/0gUcoJFv9PGPRv7RyDf6+Ecj/2hUXoW/chhCmBJCuCyEcEcI4fAQwvgQwgdCCJuS468IIRzY8YU0IYRzQwgHhRDeFEJ4RwhhanL4ySGEOc1Oa+bMmX1+ftAzNPKNPv7RyD8a+UYf/2jkH43Kq/DJYX/atGlT0UNABhr5Rh//aOQfjXyjj3808o9G5VWpySEAAAAAIF2lJofHH3980UNABhr5Rh//aOQfjXyjj3808o9G5VWpyeGiRYuyF0KhaOQbffyjkX808o0+/tHIPxqVV6Umh08//XTRQ0AGGvlGH/9o5B+NfKOPfzTyj0blVanJIQAAAAAgXaUmh+PGjSt6CMhAI9/o4x+N/KORb/Txj0b+0ai8KjU55Gt1/aORb/Txj0b+0cg3+vhHI/9oVF6Vmhw+8sgjRQ8BGWjkG338o5F/NPKNPv7RyD8alVelJocAAAAAgHSVmhzutddeRQ8BGWjkG338o5F/NPKNPv7RyD8alVelJoe77bZb0UNABhr5Rh//aOQfjXyjj3808o9G5VWpyeGcOXOKHgIy0Mg3+vhHI/9o5Bt9/KORfzQqr0pNDgEAAAAA6QZOmTKl6DH0mzVr1kzZY489uhw2atiOTdcZNaxtu2Wy1kH3rVmzRvWNPOnN9rXbavT/VsfSaN2Ow1/8N16v123crFeOH5vjdhCPr+1Tf9vY/nay/W0nz3lptF7eMWZdluvaN+vwvYc1WSe5bFKWa/b/PMs3Oqzj99pt5JG27bTbUNpyOw/ZIfW0tu/a1vRyanQaqb1Gj851HrqzTCvr1F/Oza67aeex0e0p63TTbkdpY8izjSx5euS5/6u9nnT3vrB+uWbX86zTyHtZ5x1f2v4mz/1Qd/bZ2WNpbTvNLqtm19H6ZXduG6SR48c23U7978tWP68j9hmW3TG5zWdd/7Luu+rVN8r3WC7/dSfPGDqOa3R9bvX2Uj/GZtvren+T/3Fqs/Pf3f17ozHvGDZ2NmrlNl9/3LLVz+uUA0e2vF6zw1p5fJJ1Wo3X6ZvTaHW7TXyp0REWQuiNEyiLSp1ZAAAAAKhjjY6o1NtKZ8yYUfQQkIFGvtHHPxr5RyPf6OMfjfyjUXlVanK4ZcuWooeADDTyjT7+0cg/GvlGH/9o5B+NyqtSk0MAAAAAQLpKfeZw27ZtYcAA5sOebdu2TTTyiz7+0cg/GvlGH/9o5B+N3OMzh5L04IMPFj0EZKCRb/Txj0b+0cg3+vhHI/9oVF6VmhyuXr266CEgA418o49/NPKPRr7Rxz8a+Uej8qrU5BAAAAAAkK5Snzlcu3ZtGDYs/x+YRv9bu3ataOQXffyjkX808o0+/tHIPxq5x2cOJWn9+vVFDwEZaOQbffyjkX808o0+/tHIPxqVV6Umh0uWLCl6CMhAI9/o4x+N/KORb/Txj0b+0ai8KjU5BAAAAACkq9TkcPTo0UUPARlo5Bt9/KORfzTyjT7+0cg/GpVXpSaHw4cPL3oIyEAj3+jjH438o5Fv9PGPRv7RqLwqNTmcO3du0UNABhr5Rh//aOQfjXyjj3808o9G5VWpySEAAAAAIF2lJof8vRX/aOQbffyjkX808o0+/tHIPxqVl4UQih5Df6rUmQUAAACAOtboiEq9cjh9+vSih4AMNPKNPv7RyD8a+UYf/2jkH43Kq1KTw4q9SlpKNPKNPv7RyD8a+UYf/2jkH43Kq1KTQ7OGr6DCCRr5Rh//aOQfjXyjj3808o9G5cVnDgEAAACgOvjMoSTdf//9RQ8BGWjkG338o5F/NPKNPv7RyD8alVelJodr164tegjIQCPf6OMfjfyjkW/08Y9G/tGovCo1OQQAAAAApKvUZw7XrVsXdt5556KHgSbWrVsnGvlFH/9o5B+NfKOPfzTyj0bu8ZlDSVqzZk3RQ0AGGvlGH/9o5B+NfKOPfzTyj0blVanJ4bJly4oeAjLQyDf6+Ecj/2jkG338o5F/NCqvSk0OAQAAAADpKjU53HfffYseAjLQyDf6+Ecj/2jkG338o5F/NCqvSk0Ohw4dWvQQkIFGvtHHPxr5RyPf6OMfjfyjUXlVanLIH+T0j0a+0cc/GvlHI9/o4x+N/KNReVVqcggAAAAASFepyeGIESOKHgIy0Mg3+vhHI/9o5Bt9/KORfzQqLwshFD2GfrNt27YwYECl5sOls23bNtHIL/r4RyP/aOQbffyjkX80cs8aHVGpanfffXfRQ0AGGvlGH/9o5B+NfKOPfzTyj0blVanJIQAAAAAgXaUmh4MGDSp6CMhAI9/o4x+N/KORb/Txj0b+0ai8KvWZQ0mVOrMAAAAAUIfPHErS3Llzix4CMtDIN/r4RyP/aOQbffyjkX80Kq9KTQ7XrVtX9BCQgUa+0cc/GvlHI9/o4x+N/KNReVVqcghU2awlq7f7/6wlq7scnrVe1vbyrNfqdvJsK+9ppa1Tf/r1hzcaX/1p/njG0h6PK20bjXTnPLe6ftrlkbZ+s+M6TZ/e7TH0p7zXwTzX2+6cZm+c31w9cm6nL65nja7necbdm9eHvrisverO9brZsrmWS7nN51m/lWXyLNcb1+Nmp9sb56U37ofzjqHVy6s37n97cvm3uh/Is3x3LrdW9OV+oT/2OZWaHE6aNKnoISADjfrO7CVrtvv/7CVruhyetV5tn7TtNVqv1XG1uq28p5W2Tv3p1x/eaHz1p3n7gpU9HlfaNhpptO28t6E8Y0u7PNLWb3Zcp5QHinnH0J/yXgfzXG8bqW/Uk22lydUj53Z6Op609Rtdz/OMuzevDz29DTXbhjfduV43WzbXck0mhz297Te6L2q0nb7o1Gjf2GzZ3j6+lfOVd7z1l1d3x9ZKo1a3n/d62uiw7lxurejL/UJ/7HMqNTlcuTL/Ay8Ug0a+0cc/GvlHI9/o4x+N/KNReVVqcvj4448XPQRkoJFv9PGPRv7RyDf6+Ecj/2hUXpWaHAIAAAAA0lVqcrj//vsXPQRkoJFv9PGPRv7RyDf6+Ecj/2hUXpWaHA4ePLjoISADjXyjj3808o9GvtHHPxr5R6PyqtTkcP78+UUPARlo5Bt9/KORfzTyjT7+0cg/GpVXpSaHAAAAAIB0lZocjhw5sughIAONfKOPfzTyj0a+0cc/GvlHo/Kq1OTwgAMOKHoIyEAj3+jjH438o5Fv9PGPRv7RqLwqNTmcMWNG0UNABhr5Rh//aOQfjXyjj3808o9G5VWpySEAAAAAIF2lJod8ra5/NPKNPv7RyD8a+UYf/2jkH43Kq1KTw8mTJxc9BGSgkW/08Y9G/tHIN/r4RyP/aFRelZoczpkzp+ghIAONfKOPfzTyj0a+0cc/GvlHo/LqtcmhmV1iZg+a2V/NbJ6ZHd1k2almdkby/x+Z2cEpy5xrZt/rrfFJ0oYNG3pzc+gDNPKNPv7RyD8a+UYf/2jkH43Ka1BvbMTMJkt6s6SJIYRNZrarpJflWTeEcF5vjAEAAAAA0H299crhHpJWhRA2SVIIYVUI4Qkz+6KZ3Wtm883sajOz+hXNbJqZTUr+/34zW2Rm0yUdV7PMW8xstpn9xcz+YGa7JYeflLxKOS85bmizQR59dMMXM+EEjXyjj3808o9GvtHHPxr5R6Py6q3J4e8l7ZVM7K4ys5OSw78XQjgyhDBOUpviq4upzGwPSV9SnBS+TlLtW01nSDomhHC4pBsk/Wty+AWSPhFCmCDpBEntzQa5fPny1s8Z+hWNfKOPfzTyj0a+0cc/GvlHo/LqlclhCGGDpCMkfVjSM5J+ZmbnSjolecXvAUmvkXRIk80cLWlaCOGZEMILkn5Wc9woSbcl27mwZjt/lPRtM/u0pFeEELbUb9TMPmxmc8xszg9+8IOenVH0uRUrVhQ9BDRBH/9o5B+NfKOPfzTyj0bl1SufOZSkEMJWSdMkTUsmcR+RdKikSSGEx81siqQhWZtpcPgVkr4dQvi1mZ0saUpyml83s99K+kdJs8zstSGEhXXjulrS1ZI0bdq0RtsHAAAAgErrlVcOzWysme1fc9AESQ8n/19lZjtJOiNjM7MlnWxmI8xsB0ln1hy3i6SOpyDeV3O6+4UQHgghfEPSHEkHNjuBsWPHZp8ZFIpGvtHHPxr5RyPf6OMfjfyjUXn11iuHO0m6wsxeIWmLpEcV32L6rKQHJC2TdG+zDYQQnkxeXZwp6UlJcyUNTI6eIulGM1shaZakMcnhnzGzUyRtlbRA0u+ancbAgQObHQ0HaOQbffyjkX808o0+/tHIPxqVV69MDkMI90k6NuWoLyQ/9cufW/P/k2v+/1+S/itl+V9J+lXK4Z9qZZwLFizQyJEjW1kF/YxGvtHHPxr5RyPf6OMfjfyjUXn11reVAgAAAABKrFKTw913373oISADjXyjj3808o9GvtHHPxr5R6PyqtTkcMyYMdkLoVA08o0+/tHIPxr5Rh//aOQfjcqrUpPDmTNnFj0EZKCRb/Txj0b+0cg3+vhHI/9oVF6VmhwCAAAAANJVanLY1tZW9BCQgUa+0cc/GvlHI9/o4x+N/KNReVVqcnj00UcXPQRkoJFv9PGPRv7RyDf6+Ecj/2hUXpWaHM6ePbvoISADjXyjj3808o9GvtHHPxr5R6PyqtTksL29veghIAONfKOPfzTyj0a+0cc/GvlHo/Kq1OQQAAAAAJCuUpPDyZMnFz0EZKCRb/Txj0b+0cg3+vhHI/9oVF6VmhwuXbq06CEgA418o49/NPKPRr7Rxz8a+Uej8qrU5PCpp54qegjIQCPf6OMfjfyjkW/08Y9G/tGovCo1OQQAAAAApKvU5PDggw8uegjIQCPf6OMfjfyjkW/08Y9G/tGovAZOmTKl6DH0m3Xr1k0ZOnRo0cNAE+vWrRON+s6oYTtu9/9Rw9q6HN5svfo+adtrdHqtjqvVbeU9rbR1up5+23aHNxpf7f/XtW/W4XsP69G4Gm2jkbRtt3IbyjO2tMsjbf1mx3UaPbqbY2i9bU/kvQ7mud6mSWvU3W01kqtHru1k7x9aHUuz63mecffm9aGnt6HeHk9f6s71utmyuZZLuc3nWT9rmWb3Renb6fn1OH276fvGZsv29vGtnK+8462/vLoztlYbtbr9vNfTRod153JrRV/uF3pp219qdISFEHrjBEph2rRp4eSTTy56GGhi2rRpopFf9PGPRv7RyDf6+Ecj/2jknjU6olJvKwUAAAAApKvU5HDPPfcsegjIQCPf6OMfjfyjkW/08Y9G/tGovCr1ttL29vbQ1tZW9DDQRHt7u2jkF338o5F/NPKNPv7RyD8aucfbSiVp9uzZRQ8BGWjkG338o5F/NPKNPv7RyD8alVelJocAAAAAgHSVmhzutNNORQ8BGWjkG338o5F/NPKNPv7RyD8alVelPnMoqVJnFgAAAADq8JlDSZo5c2bRQ0AGGvlGH/9o5B+NfKOPfzTyj0blVanJ4aZNm4oeAjLQyDf6+Ecj/2jkG338o5F/NCqvSk0OAQAAAADpKvWZwy1btoRBgwYVPQw0sWXLFtHIL/r4RyP/aOQbffyjkX80co/PHErSokWLih4CMtDIN/r4RyP/aOQbffyjkX80Kq9KTQ6ffvrpooeADDTyjT7+0cg/GvlGH/9o5B+NyqtSk0MAAAAAQLpKfeZw1apVYddddy16GGhi1apVopFf9PGPRv7RyDf6+Ecj/2jkHp85lPha3TKgkW/08Y9G/tHIN/r4RyP/aFRelZocPvLII0UPARlo5Bt9/KORfzTyjT7+0cg/GpVXpSaHAAAAAIB0lZoc7rXXXkUPARlo5Bt9/KORfzTyjT7+0cg/GpVXpSaHu+22W9FDQAYa+UYf/2jkH418o49/NPKPRuVVqcnhnDlzih4CMtDIN/r4RyP/aOQbffyjkX80Kq9KTQ4BAAAAAOkqNTnceeedix4CMtDIN/r4RyP/aOQbffyjkX80Ki8LIRQ9hv5UqTMLAAAAAHWs0RGVeuVwxowZRQ8BGWjkG338o5F/NPKNPv7RyD8alVelJodbtmwpegjIQCPf6OMfjfyjkW/08Y9G/tGovCo1OQQAAAAApKvUZw63bdsWBgxgPuzZtm3bRCO/6OMfjfyjkW/08Y9G/tHIPT5zKEkPPvhg0UNABhr5Rh//aOQfjXyjj3808o9G5VWpyeHq1auLHgIy0Mg3+vhHI/9o5Bt9/KORfzQqr0pNDgEAAAAA6Sr1mcO1a9eGYcOGFT0MNLF27VrRyC/6+Ecj/2jkG338o5F/NHKPzxxK0vr164seAjLQyDf6+Ecj/2jkG338o5F/NCqvSk0OlyxZUvQQkIFGvtHHPxr5RyPf6OMfjfyjUXlVanIIAAAAAEhXqcnh6NGjix4CMtDIN/r4RyP/aOQbffyjkX80Kq9KTQ6HDx9e9BCQgUa+0cc/GvlHI9/o4x+N/KNReVVqcjh37tyih4AMNPKNPv7RyD8a+UYf/2jkH43Kq1KTQwAAAABAukpNDuv/3sqsJaubLj9ryertlslaBz3j+W/i9Gb72m01+n+rY2m0btPr8PTpuU6vQ0efPLed7uqtdRtt58czlvbpOFq9bHp7n5JnP5e2b2t2eNpynmWNr/Y60Oy2lOd2lvf2W3tcd/dzfbUPanZ8o8uiiOtAK/vKnuxLs/r0xXlvdZt5rod52z14/a9bHtOPZyzttX1pdy7P7tyGmt2us9ZpdZnunKe8+1+p+T6su6fdnWWbPe6obZT38UnacXmvZ3n1176rt69nrW6zJyo1OTzssMO6/D57yZqmy89esma7ZbLWQc/UN/KkN9vXbqvR/1sdS6N1m16HW5wcdvTJc9vprt5at9F2bl+wsk/H0epl09v7lDz7ubR9W7PD05bzLGt8tdeBZrelPLezvLff2uO6u5/rq31Qs+MbXRZFXAda2Vf2ZF+a1acvznur28xzPczbbt2td7Q8ptsXrOy1fWl3Ls/u3Iaa3a6z1ml1me6cp7z7X6n5Pqy7p92dZZs97qhtlPfxSdpxea9nefXXvqu3r2etbrMnKjU5nN7iA2H0Pxr5Rh//aOQfjXyjj3808o9G5VWpyWEIoeghIAONfKOPfzTyj0a+0cc/GvlHo/Kq1OTQzIoeAjLQyDf6+Ecj/2jkG338o5F/NCqvSk0OTzrppKKHgAw08o0+/tHIPxr5Rh//aOQfjcqrUpPD+++/v+ghIAONfKOPfzTyj0a+0cc/GvlHo/Kq1ORw7dq1RQ8BGWjkG338o5F/NPKNPv7RyD8alVelJocAAAAAgHSVtf5zpAAAIABJREFUmhxOnDix6CEgA418o49/NPKPRr7Rxz8a+Uej8qrU5HDNGt9/uBk08o4+/tHIPxr5Rh//aOQfjcqrUpPDZcuWFT0EZKCRb/Txj0b+0cg3+vhHI/9oVF6VmhwCAAAAANJVanK47777Fj0EZKCRb/Txj0b+0cg3+vhHI/9oVF6VmhwOHTq06CEgA418o49/NPKPRr7Rxz8a+Uej8qrU5JA/yOkfjXyjj3808o9GvtHHPxr5R6PyqtTkEAAAAACQLnNyaGYbUg6bYmYX9M2Q+u40RowY0ZubQx+gkW/08Y9G/tHIN/r4RyP/aFRelXrl8JBDDil6CMhAI9/o4x+N/KORb/Txj0b+0ai8ejw5NLP9zOxWM7vPzO4xswNrDp9lZvea2Zc7XoE0s53M7A4zm2tmD5jZ22q2dYmZPWxmf5A0tubwDyXbud/Mfm5mOyaHn2lm85PD784a6913Zy6CgtHIN/r4RyP/aOQbffyjkX80Kq/eeOXwakmfCiEcIekCSVclh18u6fIQwpGSnqhZfqOk00IIEyWdIulbFh0h6WxJh0t6h6Qja9b5RQjhyBDCYZIekvTB5PAvSnpDcvhb0wZnZh82szlmNueWW27phbMLAAAAAC89g3qyspntJOlYSTeaWcfBg5N/J0t6e/L/n0q6rGM1Sf9uZidK2iZpT0m7STpB0s0hhL8n2/51zUmNM7OvSHqFpJ0k3ZYc/kdJU83sfyX9Im2MIYSrFSewmjFjRuj2mUW/GDSoR1dJ9DH6+Ecj/2jkG338o5F/NCqvnpYbIOnZEMKEFtY5R9IrJR0RQthsZsskDUmOazR5myrp7SGE+83sXEknS1II4aNmdrSkN0maZ2YTQgirG53w8ccf38IwUQQa+UYf/2jkH418o49/NPKPRuXVo7eVhhDWSVpqZmdKUvL20MOSo2dJOj35/9k1q+0i6elkYniKpH2Sw++WdJqZtZnZUElvqVlnqKQnzWwHxcmlktPbL4QwO4TwRUmrJO3VbLxz587t1vlE/6GRb/Txj0b+0cg3+vhHI/9oVF55Xjnc0cyW1/z+7brjz5H0fTP7gqQdJN0g6X5Jn5H0P2Z2vqTfSnouWf46SbeY2RxJ8yQtlKQQwlwz+1ly2GOS7qk5jf8naXZy+AOKk0VJutTM9ld8q+odyek2tG7duhxnF0WikW/08Y9G/tHIN/r4RyP/aFRemZPDEELTVxdDCEslnZpy1ApJx4QQgpmdLWlOsvwqxc8jpm3rq5K+mnL49yV9P+Xwd2SNHwAAAACQrS8/LXqEpO9Z/KaaZyV9oA9PK5dJkyYVPQRkoJFv9PGPRv7RyDf6+Ecj/2hUXr3xpyxShRDuCSEcFkI4NIRwYgjh0b46rbxWrlxZ9BCQgUa+0cc/GvlHI9/o4x+N/KNRefXZ5NCjxx9/vOghIAONfKOPfzTyj0a+0cc/GvlHo/Kq1OQQAAAAAJCuUpPD/fffv+ghIAONfKOPfzTyj0a+0cc/GvlHo/Kq1ORw8ODBRQ8BGWjkG338o5F/NPKNPv7RyD8alVelJofz588vegjIQCPf6OMfjfyjkW/08Y9G/tGovCo1OQQAAAAApKvU5HDkyJFFDwEZaOQbffyjkX808o0+/tHIPxqVV6UmhwcccEDRQ0AGGvlGH/9o5B+NfKOPfzTyj0blVanJ4YwZM4oeAjLQyDf6+Ecj/2jkG338o5F/NCqvSk0OAQAAAADpKjU55Gt1/aORb/Txj0b+0cg3+vhHI/9oVF6VmhxOnjy56CEgA418o49/NPKPRr7Rxz8a+Uej8ho4ZcqUosfQb+bMmTPlVa96VZfDRg3bsek6o4a1bbdM1jrovjlz5qi+kSe92b52W43+3+pYGq3b9Do8enSu05O69sm+7XT/suqtddO2s659sw7fe1ifjqPVy6Y3r1dpt6H068r2+7Zmh2+/nO/9YLPx1V8Hmt2W8tzO8t5+O47ryX6ur/ZBzY5vdFkUcR1oZV/Z3X1pnj59cd5b3Wae62Gedus2btbI8WNbGtO69s3a75U79dq+tNXz3t3bULPbddY6rS7TnetI3v1v1j6se6fdvcuk0XpPLV7QpVHexyf1x7Vyn51Xf+27evt61uo2M3yp0REWQuitE3Fv2rRp4eSTTy56GGhi2rRpopFf9PGPRv7RyDf6+Ecj/2jknjU6olJvKwUAAAAApKvUK4ft7e2hra2t6GGgifb2dtHIL/r4RyP/aOQbffyjkX80co9XDiVp+fLlRQ8BGWjkG338o5F/NPKNPv7RyD8alVelJocrVqwoegjIQCPf6OMfjfyjkW/08Y9G/tGovCo1OQQAAAAApKvU5HDs2PSvaoYfNPKNPv7RyD8a+UYf/2jkH43Kq1KTw4EDBxY9BGSgkW/08Y9G/tHIN/r4RyP/aFRelZocLliwoOghIAONfKOPfzTyj0a+0cc/GvlHo/Kq1OQQAAAAAJCuUpPD3XffveghIAONfKOPfzTyj0a+0cc/GvlHo/KyEELRY+g3mzZtCoMHDy56GGhi06ZNopFf9PGPRv7RyDf6+Ecj/2jknjU6olKvHM6cObPoISADjXyjj3808o9GvtHHPxr5R6PyqtTkEAAAAACQrlKTw7a2tqKHgAw08o0+/tHIPxr5Rh//aOQfjcqrUp85lFSpMwsAAAAAdfjMoSTNnj276CEgA418o49/NPKPRr7Rxz8a+Uej8qrU5LC9vb3oISADjXyjj3808o9GvtHHPxr5R6PyqtTkEAAAAACQrlKfOeTvHPrH38XxjT7+0cg/GvlGH/9o5B+N3OMzh5K0dOnSooeADDTyjT7+0cg/GvlGH/9o5B+NyqtSk8Onnnqq6CEgA418o49/NPKPRr7Rxz8a+Uej8qrU5BAAAAAAkK5Sk8ODDz646CEgA418o49/NPKPRr7Rxz8a+Uej8qrU5HDr1q1FDwEZaOQbffyjkX808o0+/tHIPxqVV6Umhw8//HDRQ0AGGvlGH/9o5B+NfKOPfzTyj0blVanJIQAAAAAgXaUmh3vuuWfRQ0AGGvlGH/9o5B+NfKOPfzTyj0blZSGEosfQb9rb20NbW1vRw0AT7e3topFf9PGPRv7RyDf6+Ecj/2jknjU6olKvHM6ePbvoISADjXyjj3808o9GvtHHPxr5R6PyqtTkEAAAAACQrlKTw5122qnoISADjXyjj3808o9GvtHHPxr5R6PyqtRnDiVV6swCAAAAQB0+cyhJM2fOLHoIyEAj3+jjH438o5Fv9PGPRv7RqLwqNTnctGlT0UNABhr5Rh//aOQfjXyjj3808o9G5VWpySEAAAAAIF2lPnO4ZcuWMGjQoKKHgSa2bNkiGvlFH/9o5B+NfKOPfzTyj0bu8ZlDSVq0aFHRQ0AGGvlGH/9o5B+NfKOPfzTyj0blVanJ4dNPP130EJCBRr7Rxz8a+Ucj3+jjH438o1F5VWpyCAAAAABIV6nPHK5atSrsuuuuRQ8DTaxatUo08os+/tHIPxr5Rh//aOQfjdzjM4cSX6tbBjTyjT7+0cg/GvlGH/9o5B+NyqtSk8NHHnmk6CEgA418o49/NPKPRr7Rxz8a+Uej8qrU5BAAAAAAkK5Sk8O99tqr6CEgA418o49/NPKPRr7Rxz8a+Uej8qrU5HC33XYregjIQCPf6OMfjfyjkW/08Y9G/tGovCo1OZwzZ07RQ0AGGvlGH/9o5B+NfKOPfzTyj0blVanJIQAAAAAgXaUmhzvvvHPRQ0AGGvlGH/9o5B+NfKOPfzTyj0blZSGEosfQnyp1ZgEAAACgjjU6olKvHM6YMaPoISADjXyjj3808o9GvtHHPxr5R6PyqtTkcMuWLUUPARlo5Bt9/KORfzTyjT7+0cg/GpVXpSaHAAAAAIB0lfrM4bZt28KAAcyHPdu2bZto5Bd9/KORfzTyjT7+0cg/GrnHZw4l6cEHHyx6CMhAI9/o4x+N/KORb/Txj0b+0ai8KjU5XL16ddFDQAYa+UYf/2jkH418o49/NPKPRuVVqckhAAAAACBdpT5zuHbt2jBs2LCih4Em1q5dKxr5RR//aOQfjXyjj3808o9G7vGZQ0lav3590UNABhr5Rh//aOQfjXyjj3808o9G5VWpyeGSJUuKHgIy0Mg3+vhHI/9o5Bt9/KORfzQqr0pNDgEAAAAA6Sr1mUMz+3AI4eqix4HGaOQbffyjkX808o0+/tHIPxqVV9VeOfxw0QNAJhr5Rh//aOQfjXyjj3808o9GJVW1ySEAAAAAIAWTQwAAAABA5SaHvPfZPxr5Rh//aOQfjXyjj3808o9GJVWpL6QBAAAAAKSr2iuHAAAAAIAUpZ0cmtmpZvawmT1qZhclh40xs9lm9oiZ/czMXtZg3c8n6z1sZm9otk10X4NG15jZ/Wb2VzO7ycx2arAujfpBg0ZmZl81s0Vm9pCZfbrBuu9LbmuPmNn7ag4/wsweSLb5XTOz/jo/LzUN+rzGzOaa2Xwzu9bMBjVYlz79wMx+bGZPm9n8msMuNbOFyX7uZjN7RYN1U/dnee/LkK1BnylmtsLM5iU//9hgXfr0gwaNJpjZrKTPHDM7qsG67Of6mJntZWZ3JY8HHjSzf04OPzP5fZuZTWqyPrejsgkhlO5H0kBJiyXtK+llku6XdLCk/5V0drLMDyR9LGXdg5PlB0sak2xnYKNtFn1ey/rTpNHONct8W9JFNHLX6P2SfiJpQLLcyJR1h0takvw7LPn/sOS4P0uaLMkk/U7SG4s+r2X8adLncUkHJMt8WdIH6VNopxMlTZQ0v+aw10salPz/G5K+kbdvclzmfRk/PeozRdIFGevRp9hGv+/YN0n6R0nTUtZjP9c/ffaQNDH5/1BJi5L7ooMkjZU0TdKkButyOyrhT1lfOTxK0qMhhCUhhBck3SDpbZJeI+mmZJlrJb09Zd23SbohhLAphLBU0qPJ9hptE92TenmGENZJ8dUpSW2S0j70SqP+0ejy/JikL4cQtklSCOHplHXfIOn2EMKaEMJaSbdLOtXM9lB8AmBmiHv8nyj9dohsaX1Ol7QphLAoWeb25LB69OknIYS7Ja2pO+z3IYQtya+zJI1KWTX19pfsG/PclyGHtD450aefNGgUJO2c/H8XSU+krMp+rh+EEJ4MIcxN/r9e0kOS9gwhPBRCeDhjdW5HJVTWyeGeis+ed1ieHPZszR1yx2Eys7ea2Zcz1m10OLqn4eVpZv8l6SlJB0q6IjmMRv3v/2/vzOPsqIrF/y22JIAkIC7si4I8QNawySKRRfAJwgMMi8r2U0EgDwQVHppDgQuCPlYBWQIEERBZjAQF1EBYQyCEJKwCIiDI8kCQVQn1+6PqZjo3fe9MksnMhKnv53M/t+/pPudUn9M909VVp6rVeH4MGB6uPL8TkdUARGSoiJzfSd3lYru5PJl96sb4o8DCFRee3YEVIOenD3MAbrlARJYVkeujvNUcfZAW/8uSbuXQcPsdJSJLQs5PH+Nw4GQReRr4CXAM5N+53kZEVgbWBya0OSbvo/mc+VU5rPMdX7CmzADMbIyZjWxT19qUJ3NGy/E0s/2BZfG3T8OjLOeo52k1ngOAt81sKHAeMArAzO4xs//XSd2co+6jbizfA/YEThGRu4F/Au9Czk9fRESOxefnUgAze9bMGuvbco56j7Pxl2DrAc8BP4Wcnz7GwcARZrYCcARwAeTfud5EPEbEVcDhDS+wOvI+mv+ZX5XDZ4i35cHywFPAkEpwhuWpd0Ooq/tsm/Jkzmg7nmY2HbiCepe4nKOeod04XxVl1wDrzGbd5WvKk9mndozDVWpLM9sYGA/8uat1yfnpMSI4xueBfcK1rZlWc/QSXftflswhZva8mU0P1/nzcNe3ZnJ+epd9gatj+0pmb47y71w3IyIL488Fl5rZ1Z0dXyHvo/mQ+VU5nAisFpGOFsHfpI8BxuFuVuB/WH5TU3cMsKeIDBCRVYDV8IXLrdpM5oza8RSRj8OMNYc7AQ/X1M056hlajee1+FoAgE/ji8+buQHYXkSWDJes7YEbzOw54J8ismnM8Veovw+Tzml1D30YQEQGAN/BF/I3k/PTi4jIDvjc7Gxmb7Y4rHZ+Q5Hsyv+yZA6JNWkNdgWm1RyW89O7PIv//wH/f1T3Eiz/zvUAMYYXAA+Z2f/OZvW8j+ZHejsizpx+8OhVj+JRkI6NslVxJeIx/E3TgCjfGQ+w0ah7bNR7hEoEq7o289N9c4S/jLgdmIr/M76UiF6ac9Q35ijKhgBjY57uBNaN8qHA+ZW6B8S99hiwf6V8aMzv48CZgPT2ec6vnxbzczLukv0I7t5THfecn56fo8tw18R/42/JD4wxfxqYHJ9z4thlgevbzW+U1/4vy0+3zc8l8fdtCv5CbJmcnz43R1sA9+LRLScAG8ax+Xeu5+dnC9zlc0rlb9rn8BcrzwDvAM/jinneR++Dj8QEJUmSJEmSJEmSJP2Y+dWtNEmSJEmSJEmSJOlGUjlMkiRJkiRJkiRJUjlMkiRJkiRJkiRJUjlMkiRJkiRJkiRJSOUwSZIkSZIkSZIkIZXDJEmSJJlrROT1pt/7iciZvSVPkiRJkswJqRwmSZIkSS8jIgv1tgxJkiRJkv+MkiRJkmQeIiIrAaOADwEv4sm6nxKRi4CXgfWBSSJyBXAqMAh4K457pHekTpIkSfojqRwmSZIkydwzSEQmV34vBYyJ7TOB0WZ2sYgcAJwO7BL7Vge2NbPpIrIEsJWZvSsi2wI/BHbrIfmTJEmSpH+5lYrIB0Vkcnz+LiJ/q/xepOnYw0Vk0S60ebOIDJ13Us8dInJ8PGT0pgx7iMgDIvJedaxEZJ/K+E+O/evFvuEiMiXqndSm7V1EZGRsrygi40Tkvqj7uc76mYtzmrGeSEQOEpGv1ByzsohMm5t+atpcV0TuFJGpIvLbeJhERLYTkXuj/F4R+UyL+jOuVxF5UkSW7k75avqboz5E5CetziFJ+ihvmdl6jQ8wsrJvM+CXsX0JsEVl35VmNj22BwNXxt+NU4C15rXQSZIkSVKlXymHZvZ/lX/c5wCnVP6Z/6vp8MOBTpXDnmRO1qSY2Ugz+8O8kGc2mAb8FzC+Wmhml1bm48vAk2Y2WUQ+CJwMbGNmawEfEZFtWrT9beCs2P4u8CszWx/Ys1Heqp/uOjkzO8fMRndXe51wPnC0mX0SuAb4VpS/BOwU5fviD6DzM2cAR/e2EEkyj7DK9huV7ROAcWa2NrATMLBHpUqSJEn6Pf1KOaxDRLYJS9NUERklIgNEZASwLDBORMbFcWeLyD1hydI5aTfKnxSRH4vI3fH5eJR/SESuEpGJ8dk8yo8TkXNF5EZgdFijbhWRSfH5VKXPb0d/94vIiVF2kYjs3gWZNNqbKiJrRPlicdzEqPeFKF8rZJ8cFrrV2o2FmT3UhXUzewGXxfaqwKNm9mL8/gM1rlUisjrwjpm91OgKWCK2BwPPdtJPc3snisiDcU4/ibKdRGRCnP8fROQjNfWOE5GjYnvDGP87gUMqx9TOm4gsIyLjYyyniciWbcYI4BN0KNk3NcbFzO4zs8b5PgAMbMxvVxCRL1Xm9OcismCUHygij4bF8byKtbR2XMSt8zdG+c8BqfRxbVg1HxCRr0XZgnGNTotr74g4n78CHxSRj3b1HJKkD3MH/sIKYB/gthbHDQb+Ftv7zWOZkiRJkmQW+rtyOBC4CBgeFpeFgIPN7HRcsRhmZsPi2GPNbCiwDvBpEVmnVaMiUttu5ZDXzGxjfB3KqVF2Gm7J3Ah/4D+/cvyGwBfMbG/gBWA7M9sAGI6vXUFEdsTXsGxiZusCM7lidkGml6LNs4GjGucM/ClkGgacLCKLAQcBp4UlbijwTPRxvYgs22pcOmE4HUrbY8AaoVAtFOe1Qk2dzYFJld/HAV8SkWeA64HDOulnBiKyFLArsJaZrQN8P3bdBmwa1sjLcUtlOy4ERpjZZk3ltfMG7A3cEGO5LtCZRXMasHNs70H9uOwG3Gdm73TSFgAi8h8h0+Yhx3Rgn5jL7wGbAtsBa1SqtRqXAtwW5WOAFSt1DjCzDfFrZoS4hXg9YDkzWzuuywsrx0/C5zhJ5ndGAPuLyBTce+G/Wxx3EvAjEbkdWLCnhEuSJEmSBv09IM2CwF/M7NH4fTFu7Tm15tgvhrVjIWAZYE1gSot2P9FJu5dVvk+J7W2BNUVmGFqWEJEPxPYYM3srthcGzhRfMzcdD2bQqH+hmb0JYGYvz6ZMV8f3vbgLKMD2wM4NqxiuTK8I3AkcKyLLA1eb2Z+jz8+1GI+2iMgmwJtmNi3aeUVEDgauAN7D37qvWlN1GTzyX4O9gIvM7KcishlwiYisbWbv1fXTxGvA28D5IjIWuC7KlweuEJFlgEWAv7Q5j8HAEDO7JYouAXaM7VbzNhEYJSILA9d2wd31AOB08XWWY4CZ3KFFZC3gx/jcdZVt8BcQE+P6G4QrsxsDtzSuJRG5siJ3q3HZirh+zGysiLxS6WeEiOwa2ysAqwGPAKuKyBnAWODGyvEv4Bb8JOnzmNniTb8vwl/IYWZPArOsoTWz/Zp+30nHPQb+ciZJkiRJeoz+bjl8o/NDQERWwa1p24RVaSzt14JIm30w83qTxvYCwGaVNZDLmdk/a+Q8AngetzINxR/MG31W251dmRpWpul0vDQQYLeKTCuGi+gvcevVW8ANMveBQ/akyZpnZr81s03CAvcI8Oeaem8x8zwcCPwq6t8Z+6rBUGbpp9Lfu7gydBVuqfx97DoDODOsWl+n83lvNQe182Zm43GF6m+4MjtLYJsmOR82s+3DAncZ8PiMzl1Zvwb4ipk93qqNFnJfXJnnT5jZcbS/ZtqNyyxjICJb4y8wNgvL9n3AQDN7BR+Tm/GXFVWL+UB8jpMkSZIkSZIeoL8rhwOBlSXW/eHuPg2rzz+BhuVuCVxBezXWVu1Iex5u0y64C1/j+87YvhE4tHGAtI6mORh4LqxhX6bD9ehG4ACJCKvhJjk7MtVxA3CYhDlJRNaP71WBJ8L9dgzuajtHiMgCuHvk5U3lH47vJYFvMLPS0OAh4OOV30/hVrCGq+RAwrLYqp9Kf4sDg83sejwYUWP8q2uA9m13Lmb2D/waaUQi3Keyu3bexPOfvWBm5wEXABtE+WgR2bhGzsa4LIAH4Dknfg/BX1ocY2a3t5Ozhj8Cu1faXirkuht3oV4y3Hur6z5bjcv4xnmHq/OSleNfMbM3xde0bhrHLA0sYGZX4VaSDSptrY670SZJkiRJkiQ9QH9XDt8G9sdDh0/FXRjPiX3nAr8TkXFmdj9u6XgAT2Tc9uHbzNq1CzBARCbg606OiLIRwFDxYCgP4uv66jgL2FdE7sIfnt+IPn+PK2r3iOfaOqpaqQsy1XEC7g45RTy0+glRPhyYFv2sAYyG1msORWTXWAe4GTBWRG6o7N4KeMbMnmiqdlqMw+3AiRV32CrjgfUbyitwJPBVEbkft6rtZ2YNK1arfhp8ALgu1gTdQse8HIeP2a14RNDO2B/4mXhAmqrVq3begK2BySJyH658nRbl6wDP1bS/l4g8iiv7z9KxRu9QXFH+nnSk7PhwF+TFzB7EFc0b4/xvApYxs7/hedYm4EGBHgRejWrHUT8uCmwlIpNw19anovz3wELR/gnAXVG+HHBzXEsXAccAhJvtx4F7unIOSZIkSZIkydwjHc/O738iAMYf4+dHcRfKxpq1javpLETkcODcxhq+Nm3eDBxlZl16iBWRJ4GhjQibXe2nO5ldmbvQ3sK4ZW8D3CV1tJn9qDva7kLfpwG/td5P19FtiOcuvMDM9ugDsixuZq+H5fAaYJSZXdMD/e4KbGBmueYqSZIkSZKkh+hXlkPrpTyHEmkBWtCyn07q9SX2AAbE+rMNga+LyMo91PcP6WP5KOcWM3utLyiGwXFh1ZuGB525tof6XQj4aQ/1lSRJkiRJktDPlMM6ZN7lOXxSREaKyG3AHiKyfbgavgycLSKLt+jndRE5PtxON4s2JorngTu3sv5vhHTk5Ls8yjYWkTvifO4QkU9E+SARuTyOvQKPRtmQc68492ki8uMoq8091wYDFgvr0iA8guZrXZ2DucHMnjezMT3RV3/EzI6KlydrmNkI6yFXAzO7MtZwJkmSJEmSJD1Ef09l0cj9t42ZPSoio/E8h6eKyDfxPIeN9VTHmtnLYc37o4isY2atUlk0eNvMtoigG1cD25rZGyLyHeCbZnZ8TT+LAdPMbCSAiDxoZsfH9iXA54HfAkcDq5jZOxGMBHwd2lZm9q6IbItb1XbD8xm+aWbriOdnnBTtLYunPdgQeAVfc7YL8DSRey6OGxLfBwGYWfNaxV8DX8DXyC0KHFGTSiNJkiRJkiRJkj5Mf7cc1uU53KrFsV+MIBv3AWvheQ4744r43jSOvz1c9PYFVmpRZzqeTqHBMBGZEEFkPhN9g+dYvFREvgS8G2WD8SAh0/D8iY1jtwJ+ARAKbUOp3Qi42cxejFQOl8axTxC550RkB8IKaGbn1CiG4CkgpuNW0FWAI8UjmiZJkiRJkiRJMp/Q35XDeZXnsLl9AW6qrG9c08wObFHnbTObHv0OxKNc7h7r+c6r9PufwM9wq9+94dJ5AjAuLH470UnuOVrksesk91wdewO/N7N/m9kLeITRoZ3USZIkSZIkSZKkD9HflcN5leewmbuAzRv9iMiiIrJ6TT918gG8JJ6Hb/eovwCwgpmNA74NDAEWZ+bcc/tV2qnmnlubjryEE/A8dkuHu+xewC3SPvdcHU8BnxFnMdxS+nAndZIkSZIkSZIk6UP09zWH1dx/CwETmTXP4XNmNizy0D2Au1zOVpJxM3tRRPYDLhORAVH8XeDR5n6a6v1DRM4DpgJPhnzg7rC/EJHBuPXvlDj2JODiWMf4p0pTZwMXRo65yXhyc8zsORE5BhgX7VytU6QaAAAMP0lEQVRvZr8RkXXj+MbLg0buuVZrDn+G59ubFu1c2IX1mEmSJEmSJEmS9CH6VZ5DAFWdjitbDS4vpZyoqjcDR5VSWub+U9UngaGllK4kQ58bGTuVZV6jquvjQW/WxJXoscCPSylvxf6hwFdKKSNUdWdgzVLKid3Y/+HAuaWUHsv/2N2o6uullMXb7B8C7F1KOaub+90av34+P7fHN8+Dqv5PKeWH3SjrvcBmpZR/qeoxwFOllEu7q/33I715b9TNv6r+HBhdSpmtl2ZJkiRJkvQ9+qNb6VullPUqn25TaNqhqn3SSlsnVyh7ZwKn4i6omwPPAmNVdQBAKeWeUsqI2B4zD8ax2/JM9mGGAN/obSE6oXke/qe7GlbVlYG/lVIaOUa3B27srvbnNb1xT6vqgvTuvVE3/5vgrvNJkiRJkszn9EmFpbdR1bPxSJ6DgF+XUkpl97dUteH+uXcp5TFVXQkYBXwIeBHYv5TylKpehOc1XB+YpKpX4ArXIOCtOO4RVR2Eu2WuCTxEJQ+hqu6FP5AJMLaU8p0aeZ/EI6POkVzAkZW2hgAjga1LKa9H8b+Ac8PqOgI4uWptUtX9cIvqoaq6B1Dw6KWvllK2CiXgEjxNB8ChpZQ7oo3jgJeAtYF7gS8BhxH5H1X1pVLKsLpxiAflC/DgNwaMKqWcoqrr4e7BiwKPAweUUl5pGrOPxDGNqKoHh0zfBA6IsvNLKaeG/L8DbgM+ha/r/ELDilppcxXgl/h99ftK+eLAb4AlgYWB75ZSfgOcCHxMVScDN+HrR0/C17Qa8P1SyhWqugw+v0tE2weXUm5t6nsH/Np6iUhVEuWLAWcAn4y6x0XfzSyuqr9uNw/4GtVBIe8DwLFxnhPwa+lR3Jr8pqqeCOyMR9K9sZRyVE2fOzbGSVWXABYBXlbVJ4CP4WtoX8avxfGqeivuBn4NsCXwapzvEaWU0ap6CR5x+JvA0aWUKap6H3BNKeV4VT0B+GspZUaAJVUdiQdvGgTcAXy9lGKq+jHcXfpDwJvAV0spD9fc05dQc62F9X8yHsl3iSi/W1WPA14vpfwk+p8GfL6U8qSqfgm/vxaJMf1GKWW6qr4O/C/wWdyCP8f3RnXwQ5YV8XtgReDUUsrpsW8WWYAfVOe/lLKPqv4H8GgpZXrN/CZJkiRJMp/RHy2Hg1R1cuUzvOaYY0spQ3Gr2adVdZ3KvtdKKRvTYVkjtkeXUtbB00GcXjl+dWDbUsqRRB7CUsr6uALWcM86GHgz6v8Aj0CKqjbyEH4GWA/YSFV3aXFecyNXlS8CPy+lvK6q31PVSap6sqpegD94dxaMZyTw2VLKurhyAPACsF0pZQNgeJMc6+OWkDXxh9TN4wH1WWBYPPy2Gof1gOVKKWuXUj6JK9gAo4HvxHlPxZXVZk4Hbgk5NwAeUNUNceVjEzyozlfDvRZgNeBnpZS1gH/g+SObOQ04u5SyEfD3SvnbwK5x/sOAn6qq4G67j4cF+1vAf8U5rQtsiyvhy+DRYG8opTT2Ta52qqoD8Ui2O+FK00cru48F/hQyDYs2F2NWOp2HUsrRdFje94l6n8BdHNfBU558Q1WXAnYF1ory74ecO6vq8ZU+d6BDid4W+GMoGY+GHFvgiuqWYbFevpTyGL7md3M8VcsTcc7gc3YXHoBpy1A4341jifZmUqqBM0spG5VS1sYVxIZr7bnAYaWUDfFIxVXX3+q90+5aW6yU8ilcsRpVM+YzCCVrOD7u6+EvVxpjvBgwrZSySSnleObu3mhmDVzp3BgoqrpwK1lazP8MBT9JkiRJkvmf/mg5fCseeNrxRVX9Gj4+y+APqo0AK5dVvhtv4jfDH+zBLWQnVdq6svJWfTBwsaquhr/NXzjKtyIUprB2zJSHsJTyIoCqNvIQXlsj89zIVWVd4BxVXRd/wBwK7AKMKKW8q6o1VWbiduAiVf0VcHWULQycGRa96fjDdYO7SynPxPlNBlbGLXRVWo3DCcCqqnoGblG5UVUHA0NKKY2osxcDV9bI+RngKwAxDq+q6ha4lemN6OdqXPEYA/yllNJQyu4NOZvZnA6l8RL8oR3covNDVd0KeA9YDvhITf0tgMtCnudV9ZY494nAKFVdGLi2IkeDNUK+P4fcvwC+Fvu2B3ZW1YblbiBuJXqoqY2uzEMdT1fWmv0CtzadiivE56vqWOA6cPdjfCxR1UVwZe+JqLsDHQrMrfj8rgL8CPgqHkV4YtP+v+LBlr6mqssBL8dLjVtDjr/g18V2qroosHIp5ZEm+Yep6rdxy99S+EuCcbiF+MrK9T6gUufKsOh1dq1dFuc9XlWXCKt8K7bBXwpNjD4H4S9VYNbcp1W6fG+0qD+2lPIO8I6qvoBfl+1kaeaz+AuVJEmSJEneB/RH5bAt4Rp4FLBRuIddROt8ga2i+VTLq7kUTwDGlVJ2DVfFmztpqzYPYRf6nF25mvucjivEN5VS3lPV3+EP251SSjlIVTfB8zBODoXwMOB5XPFcAFccGrxT2Z5O/TVZOw4xP+viD6iH4FbPI7oiZwvajXeznINaHFc39vvg7okbllL+HW7AdXkyW53n+FAs/xO4RFVPLqWM7kK/jTZ3q1GKmunKPNTR3K/FS4SNcSVjT+BQXBmvsiUzK58b4xZ0cOXvINx9ciTwLWBr3CJIfB+CK7nH4lbK3emwCk7EX2o8gbvrLo0rmPdWBQiL61m4S/TT4WY5EL9G/9HmJVKX8qNSMza4JbPqsdG4DgS4uJRyTE07b7dx25yde+OAmkPr5r2dLDMIhXtIKeXZdsclSZIkSTL/0B/dSjtjRk7DWJfW7EY5vPJ9Z2zfgT8EgysCrSwuneYhVNVZ8hCq6tKxhmgvOvIwNjM3clWZilscHwG2UdUF8AdMVHVfOknjoaofK6VMKKWMxNeDrYCf93OllPfwXJILdkGOav7H2nFQ1aWBBUopM/IxllJeBV5R1YarYTV3ZZU/EsqIqi4YLojjgV1UddFwvdyVWd0Q23E7M493g8HAC6EYDgNWqjlHov/hIc+HcAvQ3eprR18opZyHryNrzjv5MLBKrJMDH58GNwCHhRtrIwrt7NAs47/DgtlgRVXdrNLvbeprLAeXUq7HXVXrlKwd8HWcqOpawMMVBWgCbrl7r5TyNu5G+3ViLkopT+MK32phebwNf6HT2P8v4GlcIborymfsrzAjj2jIvHvUfw34i/r6WVRVQtGaiS5ca8Oj/hb4+ttX8ZQ0G0T5Brh1FPx63F1VPxz7lop5r2OO7o0WbdXRTpbq/A/D0+AkSZIkSfI+oT8qh81rDmeKsllKuR9o5DQcxazK0ABVnQD8Nx1WqhHA/uEO+uXYV8dJwI9U9XZmVpDOxgOCTMGDktwdsjyH5xgcB9wPTCr1wUTmVq4qv8ID1DyGj8E9uLuk4OvuTqgcW2etPFlVp6oH2hgfcp8F7Kuqd+EupV2xvJwL/E5Vx7UZh+WAm8MN8qI4BmDfkGMKrpgc39w4PhbDVHUqblFaq5QyKdq5G3/oPr+Ucl8XZK22eYiqTsQVwgaXAkNV9R5caXwYoJTyf8DtqjpNVU/GA61MiXP8E/DtUsrfcavZZPXgKrvhaxtnEArU1/Bosrfh7pYNTsDdeqfEnFTnryvMmIfK7ynhvgjunrpvjPVS+LX8AeC6KLuFuB515jWHW9OhSM20bi3cHJ+mIwLmrdFmNQXNBHxtYmP/csz88uNW4Pni6R5uBZaPb1T1elVdtpTyD3yt5lTcVXtipf4+wIGqej9+H3yhxfi0u9ZeUdU78IA1B0bZVcBScc0e3DiHUsqDeO7TG6Otm3CX9jrm+N5Q1YNU9aAW7dIFWarzn+sNkyRJkuR9Rr/Lc/h+RLs5/6J6kJ6vA4eUUh4KS8EOeKTHKXHMbsDOpZR9VfVIYIlSZorqmrzPCdfo6yKYy+zUWx44r5SyY/y+CY9y+ly3C9lLaB/IVTqvUdVJwCallH/3tixJkiRJknQPueYwmYXi6RP+ils5VwJepxLUQj0P4g+AA8IKsR8dgW+SpC0R+GbHyu/telGcZA6J6LtJkiRJkryPSMthkiRJkiRJkiRJ0i/XHCZJkiRJkiRJkiRNpHKYJEmSJEmSJEmSpHKYJEmSJEmSJEmSpHKYJEmSJEmSJEmSkMphkiRJkiRJkiRJQiqHSZIkSZIkSZIkCfD/Ab/VpXxnMFstAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_vuelos_aeropuertos(aeropuertos, df_sl)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"## USA"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"### Obtiene y guarda datos"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"hidden": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:16: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
"of pandas will change to not sort by default.\n",
"\n",
"To accept the future behavior, pass 'sort=False'.\n",
"\n",
"To retain the current behavior and silence the warning, pass 'sort=True'.\n",
"\n",
" app.launch_new_instance()\n"
]
}
],
"source": [
"aero_usa = {'JFK': 'New York (JFK)', 'ATL': 'Atlanta (ATL)', 'LAX': 'Los Angeles (LAX)'}\n",
"df_aero_usa = data_vuelos_aeropuertos(aero_usa)\n",
"ahora = pd.datetime.now().isoformat()[0:13]\n",
"df_aero_usa.to_csv(f'datos/status_salidas_llegadas_USA_{ahora}.csv', index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"### Lee datos"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>Destino</th>\n",
" <th>Estado</th>\n",
" <th>Origen</th>\n",
" <th>Transporte</th>\n",
" <th>Vuelo</th>\n",
" <th>operacion</th>\n",
" <th>retrasado</th>\n",
" </tr>\n",
" <tr>\n",
" <th>aero</th>\n",
" <th>hora</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>JFK</th>\n",
" <th>2020-03-02 00:04:00</th>\n",
" <td>NaN</td>\n",
" <td>Aterrizo</td>\n",
" <td>(RSW) Fort Myers</td>\n",
" <td>JetBlue Airways</td>\n",
" <td>B6 2930</td>\n",
" <td>Arrivals</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"4\" valign=\"top\">LAX</th>\n",
" <th>2020-03-02 17:32:00</th>\n",
" <td>NaN</td>\n",
" <td>Programado</td>\n",
" <td>(SBA) Santa Barbara</td>\n",
" <td>United Airlines</td>\n",
" <td>UA 5610</td>\n",
" <td>Arrivals</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-02 17:34:00</th>\n",
" <td>NaN</td>\n",
" <td>En Ruta</td>\n",
" <td>(PHX) Phoenix</td>\n",
" <td>Delta Air Lines</td>\n",
" <td>DL 4127</td>\n",
" <td>Arrivals</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-02 17:35:00</th>\n",
" <td>NaN</td>\n",
" <td>En Ruta</td>\n",
" <td>(BOG) Bogota</td>\n",
" <td>SA AVIANCA</td>\n",
" <td>AV 86</td>\n",
" <td>Arrivals</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-03-02 17:35:00</th>\n",
" <td>NaN</td>\n",
" <td>En Ruta</td>\n",
" <td>(RNO) Reno</td>\n",
" <td>United Airlines</td>\n",
" <td>UA 5608</td>\n",
" <td>Arrivals</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Destino Estado Origen \\\n",
"aero hora \n",
"JFK 2020-03-02 00:04:00 NaN Aterrizo (RSW) Fort Myers \n",
"LAX 2020-03-02 17:32:00 NaN Programado (SBA) Santa Barbara \n",
" 2020-03-02 17:34:00 NaN En Ruta (PHX) Phoenix \n",
" 2020-03-02 17:35:00 NaN En Ruta (BOG) Bogota \n",
" 2020-03-02 17:35:00 NaN En Ruta (RNO) Reno \n",
"\n",
" Transporte Vuelo operacion retrasado \n",
"aero hora \n",
"JFK 2020-03-02 00:04:00 JetBlue Airways B6 2930 Arrivals 0 \n",
"LAX 2020-03-02 17:32:00 United Airlines UA 5610 Arrivals 0 \n",
" 2020-03-02 17:34:00 Delta Air Lines DL 4127 Arrivals 0 \n",
" 2020-03-02 17:35:00 SA AVIANCA AV 86 Arrivals 0 \n",
" 2020-03-02 17:35:00 United Airlines UA 5608 Arrivals 0 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_aero_usa = pd.read_csv(f'datos/status_salidas_llegadas_USA_{ahora}.csv', parse_dates=['hora'], index_col=['aero', 'hora'])\\\n",
" .sort_values('operacion')\\\n",
" .replace({'operacion': {'Llegadas': 'Arrivals', 'Salidas': 'Departures'}})\\\n",
" .pipe(lambda x: x.append(x.assign(operacion='Total'), sort=True))\n",
"df_aero_usa.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"### Grafica"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_vuelos_aeropuertos_en(aero_usa, df_aero_usa)"
]
}
],
"metadata": {
"hide_input": false,
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.6"
},
"nteract": {
"version": "0.21.0"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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