{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ajuste del modelo logísitico a datos de COVID-19\n",
    "\n",
    "El propósito de este *notebook* es el de ajustar, utilizando un modelo logístico, los datos disponibles de casos confirmados y muertes del coronavirus COVID-19.\n",
    "\n",
    "**Actualización de gráficos, ajustes y registros: 31.08.2020**\n",
    "\n",
    "Este *notebook* puede ejecutarse dinámicamente con Binder:\n",
    "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/manuxch/logistic-covid19/master?filepath=Logistic_model_COVID-19.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Módulos necesarios\n",
    "import csv  # manejo de archivos csv\n",
    "import datetime\n",
    "from datetime import date, timedelta\n",
    "import matplotlib.pyplot as plt  # gráficos\n",
    "import matplotlib.cm as cm  # paletas de colores\n",
    "from matplotlib.lines import Line2D  # markers\n",
    "import math\n",
    "import requests  # accede a datos online\n",
    "import numpy as np  # numpy!\n",
    "from scipy.optimize import curve_fit  # ajuste de datos\n",
    "import warnings\n",
    "from scipy.optimize import OptimizeWarning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Acceso a datos\n",
    "\n",
    "Los datos a utilizar son los provistos por el *Center for Systems Science and Engineering* (CSSE) de *Johns Hopkins University* (JHU), disponibles en su repositorio de [GitHub](https://github.com/CSSEGISandData/COVID-19). \n",
    "\n",
    "Los datos a ajustar son los de la cantidad de casos confirmados y el número de muertes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "url_cases = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv'\n",
    "url_deadths = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv'\n",
    "\n",
    "r_cases = requests.get(url_cases)\n",
    "r_deadths = requests.get(url_deadths)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Selección y  extracción de datos por países\n",
    "\n",
    "Los diccionarios siguientes agrupan los países que serán analizados según si son \"cercanos\" o \"lejanos\". Los datos en los archivos originales tienen la región en la primer columna y el país en la segunda. Por eso el diccionario está compuesto por una lista con dos elementos: región y país. La clave del diccionario es como se identifica al país en los datos originales, el segundo elemento de la lista es su nombre en español.\n",
    "\n",
    "Los datos quedan agrupados en dos diccionarios, con las claves con el nombre del país, y los valores son array de datos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "paises_lat = {'Argentina': ['','Argentina'], 'Brazil': ['','Brasil'], 'Chile': ['','Chile'],\n",
    "                'Ecuador': ['','Ecuador'], 'Perú': ['','Perú'], 'Colombia': ['','Colombia']}\n",
    "paises_no_lat = {'Spain': ['','España'], 'Italy': ['','Italia'], 'United Kingdom': ['','Reino Unido'],\n",
    "                 'US': ['','Estados Unidos'], 'Germany': ['','Alemania'], \n",
    "                 'China':['Hubei','China-Hubei'], 'France': ['', 'Francia']}\n",
    "paises_escandinavos = {'Denmark': ['','Dinamarca'], 'Norway': ['', 'Noruega'], 'Sweden': ['', 'Suecia'],\n",
    "                       'Finland': ['', 'Finlandia'], 'Iceland': ['', 'Islandia']}\n",
    "cases_csv = csv.reader(r_cases.text.strip().split('\\n'))\n",
    "deadths_csv = csv.reader(r_deadths.text.strip().split('\\n'))\n",
    "cases_lat = {}\n",
    "cases_no_lat = {}\n",
    "cases_scand = {}\n",
    "fmt_date = '%m/%d/%y'\n",
    "for record in cases_csv:\n",
    "    if record[0] == 'Province/State':\n",
    "        fechas = [datetime.datetime.strptime(d, fmt_date) for d in record[4:]]\n",
    "    if record[1] in paises_lat.keys() and record[0] == paises_lat[record[1]][0]:\n",
    "        cases = np.array([int(c) for c in record[4:]])\n",
    "        cases_lat[paises_lat[record[1]][1]] = cases\n",
    "    if record[1] in paises_no_lat.keys() and record[0] == paises_no_lat[record[1]][0]:\n",
    "        cases = np.array([int(c) for c in record[4:]])\n",
    "        cases_no_lat[paises_no_lat[record[1]][1]] = cases\n",
    "    if record[1] in paises_escandinavos.keys() and record[0] == paises_escandinavos[record[1]][0]:\n",
    "        cases = np.array([int(c) for c in record[4:]])\n",
    "        cases_scand[paises_escandinavos[record[1]][1]] = cases        \n",
    "deadths_lat = {}\n",
    "deadths_no_lat = {}\n",
    "deadths_scand = {}\n",
    "for record in deadths_csv:\n",
    "    if record[1] in paises_lat.keys() and record[0] == paises_lat[record[1]][0]:\n",
    "        cases = np.array([int(c) for c in record[4:]])\n",
    "        deadths_lat[paises_lat[record[1]][1]] = cases\n",
    "    if record[1] in paises_no_lat.keys() and record[0] == paises_no_lat[record[1]][0]:\n",
    "        cases = np.array([int(c) for c in record[4:]])\n",
    "        deadths_no_lat[paises_no_lat[record[1]][1]] = cases\n",
    "    if record[1] in paises_escandinavos.keys() and record[0] == paises_escandinavos[record[1]][0]:\n",
    "        cases = np.array([int(c) for c in record[4:]])\n",
    "        deadths_scand[paises_escandinavos[record[1]][1]] = cases\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelo de ajuste\n",
    "\n",
    "El modelo de ajuste es el logístico. Este modelo representa la dinámica de una población que presenta un límite en el crecimiento, debido a disponibilidad limitada de recursos o, como en el caso de una población que sufre una epidemia, el aumento en la cantidad de personas contagiadas disminuye a medida que hay menos personas susceptibles de contraer el virus.\n",
    "\n",
    "Puede verse una descripción detallada del modelo en el trabajo de Gábor Vattay: [\"Predicting the ultimate outcome of the COVID-19 outbreak in Italy\"](https://arxiv.org/abs/2003.07912) del 17 de marzo de 2020.\n",
    "\n",
    "El modelo consiste en representar la dinámica de una población a través de la ecuación logística:\n",
    "\\begin{align}\n",
    "\\frac{dN(t)}{dt} = \\lambda_0 \\, N(t) \\, \\left(1 - \\frac{N(t)}{N_{\\infty}} \\right)\n",
    "\\end{align}\n",
    "donde $\\lambda_0$ es un coeficiente relacionado con la tasa de crecimiento que depende de la cantidad de individuos de la población (ver ecuaciones 2 y 3 del *paper* citado), $N$ es la cantidad de individuos, $t$ es el tiempo, y $N_{\\infty}$ en el valor límite que puede alcanzar la población.\n",
    "\n",
    "La solución de la ecuación logística es:\n",
    "\n",
    "\\begin{align}\n",
    "N(t) = \\frac{N_{\\infty}}{1 + \\left( \\frac{N_{\\infty}}{N_0} - 1 \\right) \\, e^{- \\lambda_0 \\, t}}\n",
    "\\end{align}\n",
    "donde $N_0$ es el número de individuos de la población cuando $t=0$. En este *notebook*, $N$ puede representar tanto el número de casos confirmados como el número de personas fallecidas.\n",
    "\n",
    "Con esta expresión, se puede definir el tiempo final $t_f$ de la epidemia cuando el número de casos alcanza la fracción $(1-p)$ de los casos totales:\n",
    "\\begin{align}\n",
    "(1-p) N_{\\infty} = \\frac{N_{\\infty}}{1 + \\left( \\frac{N_{\\infty}}{N_0} - 1 \\right) \\, e^{- \\lambda_0 \\, t_f}}\n",
    "\\end{align}\n",
    "Cuando $ p \\ll 1 $ es una fracción muy pequeña, la solución de la ecuación anterior es:\n",
    "\\begin{align}\n",
    "t_f = \\frac{1}{\\lambda_0} \\log \\left( \\frac{N_{\\infty}}{N_0} - 1 \\right) - \\frac{1}{\\lambda_0} \\log p\n",
    "\\end{align}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def logistic(t, Ninf, N0, lamb):\n",
    "    return Ninf / (1.0 + (Ninf/N0 - 1.0) * np.exp(-lamb * t))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Función de ajuste y visualización\n",
    "\n",
    "`plot_fit` es la función que visualiza los datos y realiza el ajuste del modelo logístico.\n",
    "\n",
    "Recibe como argumentos el diccionario con los datos a ajustar, el umbral de valores a partir del cual se realiza el ajuste, una string que será la etiqueta del eje vertical, un argumento lógico (`True` o `False`) para seleccionar el eje vertical en escala logarítmica, y el valor de $p_f$ para realizar la estimación de la fecha final de la epidemia.\n",
    "\n",
    "Esta función se aplicará a los casos confirmados y muertes, para el conjunto de países latinoamericanos y no LATAM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "markers = Line2D.filled_markers\n",
    "cmap = cm.get_cmap('brg')\n",
    "def plot_fit(data, umbral, ylabel, logscale=True, p_fin=0.01):\n",
    "    ''' Función que genera un gráfico de los datos recibidos en data, y ajusta el \n",
    "    modelo logístico a partir de un umbral de valores. ylabel es una string para \n",
    "    identificar el eje vertical. Si logscale es False, se usa una escala lineal \n",
    "    en el eje vertical. (1 - p_fin) es la proporción de casos totales utilzada para \n",
    "    estimar la finalización de la epidemia.\n",
    "    El ajuste se muestra como línea en la visualización, y se presentan los valores\n",
    "    obtenidos de N_inf y lambda, con la correspondiente desviación estándar.'''\n",
    "    markers = Line2D.filled_markers\n",
    "    colors = cmap(np.linspace(0, 1, len(data.keys())))\n",
    "    fig, ax = plt.subplots(1,1, figsize=(12,10))\n",
    "    iter = 0\n",
    "    thres = umbral  # Valor de casos a partir de los que hago el ajuste\n",
    "    for pais, valores in data.items():\n",
    "        print(80 * '-')\n",
    "        mask_t1 = (valores >= 1)  # para plotear solo desde que hay casos registrados\n",
    "        time_1 = np.arange(valores[mask_t1].size)\n",
    "        t1 = np.where(mask_t1 == True)[0][0]  # índice a partir de los cuales tengo datos >= 1\n",
    "        mask_fit = (valores >= thres)  # para seleccionar para el ajuste solo los valores >= thres\n",
    "        time_fit = np.arange(valores[mask_fit].size)  # índice a partir de los cuales tengo datos >= 1\n",
    "        tThres = np.where(mask_fit == True)[0][0]  # índice a partir de los cuales tengo datos >= thres\n",
    "        ax.plot(time_1, valores[mask_t1], marker=markers[iter], color=colors[iter], lw=0, label=pais, alpha=0.7)\n",
    "        popt, pcov = -1, -1\n",
    "        warnings.simplefilter(\"error\", OptimizeWarning)\n",
    "        try:\n",
    "            popt, pcov = curve_fit(logistic, time_fit, valores[mask_fit], method='lm')\n",
    "        except OptimizeWarning:\n",
    "            print(f'No se pueden calcular las varianzas para {pais}')\n",
    "            iter += 1\n",
    "            continue\n",
    "        except:\n",
    "            print(f'No hay convergencia para {pais}') \n",
    "            iter += 1\n",
    "            continue\n",
    "        stde = np.sqrt(np.diag(pcov))\n",
    "        print(pais)\n",
    "        print('N_inf:', int(popt[0]), '+/-', int(stde[0]), '(1 sigma)')\n",
    "        print('lambda_0: {:.3f} +/- {:.3f} (1 sigma)'.format(popt[2], stde[2]))\n",
    "        ax.plot(time_fit + tThres - t1, logistic(time_fit, *popt), '-', color=colors[iter], lw=2)\n",
    "        Ni, N0, l0 = popt\n",
    "        try:\n",
    "            t_fin = math.ceil(math.log(Ni/N0 - 1) / l0 - math.log(p_fin)/l0)\n",
    "        except:\n",
    "            print('Error en el cálculo de t_fin')\n",
    "        date_fin = (fechas[tThres] + timedelta(t_fin)).date()\n",
    "        print(f't_fin({p_fin}): {t_fin} días desde el primer caso de ajuste (día {tThres}) -> {date_fin}')\n",
    "        iter += 1\n",
    "    if logscale:\n",
    "        plt.semilogy()\n",
    "    plt.xlabel('Días desde el primer caso')\n",
    "    plt.ylabel(ylabel)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Número de casos confirmados\n",
    "\n",
    "El número de casos confirmados se obtiene a partir de los test que se le realizan a las personas. Cada país tiene políticas diferentes para aplicar estos tests. Tal vez el país que masivamente ha evaluado a su población sea Corea del Sur. Dado que no se evalúa a toda la población, este número está subestimado."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Países no latinoamericanos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      "China-Hubei\n",
      "N_inf: 68040 +/- 77 (1 sigma)\n",
      "lambda_0: 0.229 +/- 0.004 (1 sigma)\n",
      "t_fin(0.01): 29 días desde el primer caso de ajuste (día 10) -> 2020-03-01\n",
      "--------------------------------------------------------------------------------\n",
      "Francia\n",
      "N_inf: 210612 +/- 2433 (1 sigma)\n",
      "lambda_0: 0.070 +/- 0.005 (1 sigma)\n",
      "t_fin(0.01): 93 días desde el primer caso de ajuste (día 55) -> 2020-06-18\n",
      "--------------------------------------------------------------------------------\n",
      "Alemania\n",
      "N_inf: 205240 +/- 1628 (1 sigma)\n",
      "lambda_0: 0.064 +/- 0.003 (1 sigma)\n",
      "t_fin(0.01): 97 días desde el primer caso de ajuste (día 54) -> 2020-06-21\n",
      "--------------------------------------------------------------------------------\n",
      "Italia\n",
      "N_inf: 243946 +/- 852 (1 sigma)\n",
      "lambda_0: 0.075 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 91 días desde el primer caso de ajuste (día 46) -> 2020-06-07\n",
      "--------------------------------------------------------------------------------\n",
      "España\n",
      "N_inf: 421082 +/- 37320 (1 sigma)\n",
      "lambda_0: 0.017 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 348 días desde el primer caso de ajuste (día 53) -> 2021-02-26\n",
      "--------------------------------------------------------------------------------\n",
      "Estados Unidos\n",
      "N_inf: 10016168 +/- 496821 (1 sigma)\n",
      "lambda_0: 0.023 +/- 0.001 (1 sigma)\n",
      "t_fin(0.01): 349 días desde el primer caso de ajuste (día 56) -> 2021-03-02\n",
      "--------------------------------------------------------------------------------\n",
      "Reino Unido\n",
      "N_inf: 302791 +/- 1608 (1 sigma)\n",
      "lambda_0: 0.057 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 119 días desde el primer caso de ajuste (día 58) -> 2020-07-17\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-4-211a050ac965>:2: RuntimeWarning: overflow encountered in exp\n",
      "  return Ninf / (1.0 + (Ninf/N0 - 1.0) * np.exp(-lamb * t))\n",
      "<ipython-input-4-211a050ac965>:2: RuntimeWarning: overflow encountered in multiply\n",
      "  return Ninf / (1.0 + (Ninf/N0 - 1.0) * np.exp(-lamb * t))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fit(cases_no_lat, 7000, 'Casos confirmados', p_fin=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Países latinoamericanos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      "Argentina\n",
      "N_inf: 691042 +/- 10862 (1 sigma)\n",
      "lambda_0: 0.043 +/- 0.000 (1 sigma)\n",
      "t_fin(0.01): 217 días desde el primer caso de ajuste (día 104) -> 2020-12-08\n",
      "--------------------------------------------------------------------------------\n",
      "No hay convergencia para Brasil\n",
      "--------------------------------------------------------------------------------\n",
      "Chile\n",
      "N_inf: 389003 +/- 2121 (1 sigma)\n",
      "lambda_0: 0.059 +/- 0.001 (1 sigma)\n",
      "t_fin(0.01): 148 días desde el primer caso de ajuste (día 75) -> 2020-09-01\n",
      "--------------------------------------------------------------------------------\n",
      "Colombia\n",
      "N_inf: 996959 +/- 9528 (1 sigma)\n",
      "lambda_0: 0.045 +/- 0.000 (1 sigma)\n",
      "t_fin(0.01): 220 días desde el primer caso de ajuste (día 94) -> 2020-12-01\n",
      "--------------------------------------------------------------------------------\n",
      "Ecuador\n",
      "N_inf: 187367 +/- 11978 (1 sigma)\n",
      "lambda_0: 0.020 +/- 0.001 (1 sigma)\n",
      "t_fin(0.01): 352 días desde el primer caso de ajuste (día 79) -> 2021-03-28\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fit(cases_lat, 5000, 'Casos confirmados', logscale=True, p_fin=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Países escandinavos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      "Dinamarca\n",
      "N_inf: 14164 +/- 138 (1 sigma)\n",
      "lambda_0: 0.047 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 140 días desde el primer caso de ajuste (día 49) -> 2020-07-29\n",
      "--------------------------------------------------------------------------------\n",
      "Finlandia\n",
      "N_inf: 7448 +/- 24 (1 sigma)\n",
      "lambda_0: 0.066 +/- 0.001 (1 sigma)\n",
      "t_fin(0.01): 104 días desde el primer caso de ajuste (día 55) -> 2020-06-29\n",
      "--------------------------------------------------------------------------------\n",
      "Islandia\n",
      "N_inf: 1860 +/- 6 (1 sigma)\n",
      "lambda_0: 0.156 +/- 0.007 (1 sigma)\n",
      "t_fin(0.01): 39 días desde el primer caso de ajuste (día 57) -> 2020-04-27\n",
      "--------------------------------------------------------------------------------\n",
      "Noruega\n",
      "N_inf: 9098 +/- 56 (1 sigma)\n",
      "lambda_0: 0.074 +/- 0.003 (1 sigma)\n",
      "t_fin(0.01): 86 días desde el primer caso de ajuste (día 48) -> 2020-06-04\n",
      "--------------------------------------------------------------------------------\n",
      "Suecia\n",
      "N_inf: 85714 +/- 490 (1 sigma)\n",
      "lambda_0: 0.040 +/- 0.001 (1 sigma)\n",
      "t_fin(0.01): 200 días desde el primer caso de ajuste (día 47) -> 2020-09-25\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fit(cases_scand, 300, 'Casos confirmados', p_fin=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Número de muertes registradas\n",
    "\n",
    "El número de personas fallecidas por el COVID-19 se registra con mayor precisión, por lo que sus números son mas confiables que el de los casos confirmados. A continuación hacemos el ajuste del modelo logístico sobre estos datos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Países no latinoamericanos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      "China-Hubei\n",
      "N_inf: 4560 +/- 29 (1 sigma)\n",
      "lambda_0: 0.041 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 136 días desde el primer caso de ajuste (día 14) -> 2020-06-20\n",
      "--------------------------------------------------------------------------------\n",
      "Francia\n",
      "N_inf: 29618 +/- 84 (1 sigma)\n",
      "lambda_0: 0.107 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 68 días desde el primer caso de ajuste (día 59) -> 2020-05-28\n",
      "--------------------------------------------------------------------------------\n",
      "Alemania\n",
      "N_inf: 9023 +/- 23 (1 sigma)\n",
      "lambda_0: 0.089 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 74 días desde el primer caso de ajuste (día 67) -> 2020-06-11\n",
      "--------------------------------------------------------------------------------\n",
      "Italia\n",
      "N_inf: 34729 +/- 93 (1 sigma)\n",
      "lambda_0: 0.077 +/- 0.001 (1 sigma)\n",
      "t_fin(0.01): 91 días desde el primer caso de ajuste (día 48) -> 2020-06-09\n",
      "--------------------------------------------------------------------------------\n",
      "España\n",
      "N_inf: 28110 +/- 76 (1 sigma)\n",
      "lambda_0: 0.104 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 68 días desde el primer caso de ajuste (día 55) -> 2020-05-24\n",
      "--------------------------------------------------------------------------------\n",
      "Estados Unidos\n",
      "N_inf: 167578 +/- 2482 (1 sigma)\n",
      "lambda_0: 0.036 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 184 días desde el primer caso de ajuste (día 60) -> 2020-09-22\n",
      "--------------------------------------------------------------------------------\n",
      "Reino Unido\n",
      "N_inf: 40613 +/- 129 (1 sigma)\n",
      "lambda_0: 0.080 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 88 días desde el primer caso de ajuste (día 62) -> 2020-06-20\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fit(deadths_no_lat, 500, 'Muertes', logscale=True, p_fin=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Países latinoamericanos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      "Argentina\n",
      "N_inf: 86638 +/- 19799 (1 sigma)\n",
      "lambda_0: 0.032 +/- 0.000 (1 sigma)\n",
      "t_fin(0.01): 305 días desde el primer caso de ajuste (día 126) -> 2021-03-28\n",
      "--------------------------------------------------------------------------------\n",
      "Brasil\n",
      "N_inf: 129606 +/- 1647 (1 sigma)\n",
      "lambda_0: 0.038 +/- 0.001 (1 sigma)\n",
      "t_fin(0.01): 211 días desde el primer caso de ajuste (día 75) -> 2020-11-03\n",
      "--------------------------------------------------------------------------------\n",
      "Chile\n",
      "N_inf: 11119 +/- 90 (1 sigma)\n",
      "lambda_0: 0.061 +/- 0.001 (1 sigma)\n",
      "t_fin(0.01): 119 días desde el primer caso de ajuste (día 118) -> 2020-09-15\n",
      "--------------------------------------------------------------------------------\n",
      "Colombia\n",
      "N_inf: 28163 +/- 183 (1 sigma)\n",
      "lambda_0: 0.046 +/- 0.000 (1 sigma)\n",
      "t_fin(0.01): 193 días desde el primer caso de ajuste (día 112) -> 2020-11-22\n",
      "--------------------------------------------------------------------------------\n",
      "Ecuador\n",
      "N_inf: 6390 +/- 87 (1 sigma)\n",
      "lambda_0: 0.037 +/- 0.001 (1 sigma)\n",
      "t_fin(0.01): 167 días desde el primer caso de ajuste (día 89) -> 2020-10-04\n"
     ]
    },
    {
     "data": {
      "image/png": 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ff4Vj246hBTRjHNyJFotodRnQAicDs96m3GxxWbA4LPgb/CiKQuJFiQTqA3irvAybMYxAfYD4zATqD9ZFx9H56/zYYm2oFpXrfnsd6257haAniNlhJndBbrRPuW3bBXRNYBb9X0+E6VJgWIvH6UD7bQiFEEII0eu1rDBHtIhRYfaFjCqxpkd30TtTG4aiGn3NdrcdW6yNoCdIoCHA4CmDCfvDJIx201BST0xaDOXby1EUBXeGm4bSBkyqUZE2WUxcvfTqsw7Mp+tTlsAszlZPhOkC4CJFUTKBMuBWYEEPrEMIIYQQZ6FVS0ZEp67E6GE2mU0AhAPhdn3LkWCk3XksTgvhQBhrrI3YwUaPsq/GR/r0dAINARJGultXlV1+zA4zKHDNb66JhuSYQTHRNozOBGaZdiG6QnePxlsNzAaSFUUpBf5H1/U/K4pyP/BvjNF4z+q6vuscz3sDcMPo0aO7eslCCCHEgNRRD3PQEzR2ycOYetG2wtx2PBwKWBxGYI4dEovVZaX+cD2KqpB+STqKolC1vwqH20Hc0DgaShtQrcb5Vat6TlVloEsCsxCd1a1hWtf1+ac4/ibwZifO+zrwem5u7l3new4hhBBioHvtW//gyEdHCPvDeKu9xmg4vXUPc0cVZrPTjBbQiB0aiyPBga/Wh7fKy/DLhuOv8bfqW24eT2e2mWkqbyL33jz2vbq3S9swJDCLntRrdkDsb8rLy1m8eDEFBQXYbDYyMjK46aabeO2113jjjTfavf5b3/oW3//+95kwYQIZGRkUFhaSnJzcAysXQgjRl3W0WUnQEzR22tP0kxVmjCkZp9I8GcOV6sKeYCfQaLRkDJ85HH9t68CsmBRMqolIKNKub7llS0ZHkzGkDUP0dRKmAb2mBh55BB56CMXt7vz5dJ25c+dyxx138OKLLwJQVFTE66+/fsr3PPPMM53+XCGEEANTc4DWdZ2m8iZ8NT4URYkGYs2vnXqsnGL0MscMiiHkDeGr85F+STrBxmC7HmbVokZ38jvfloy2kzGkqiz6OgnTAKtXw7pXIDMT7ruv06d77733sFgs3HPPPdFjOTk51NXV8c477/DVr36VnTt3MnXqVF544QUURWH27NksW7aM3NzWs8BfeOEFHn/8cYLBINOmTeOpp57qcDdFIYQQ/VvLinNztRn9xDbWQNh7Ysxc5GS1ueWYOZPFZEzJaAqiqAqDsgZhcVmoPVjbqofZbDejKMo59zB3ZjKGEH1ZnwzTXXkDol5TAytXQkYGrFqJvmBBp6vTzUG5I9u2bWPXrl0MGTKESy+9lI0bNzJz5swOX7tnzx7WrFnDxo0bsVgsfOc732HlypXcfvvtnVqfEEKI3q/tyLmmo0346/2oVhVdO7mBScvADEZ7hslitFwkjk5Ej+gkjkvCc7Sp1Vg5V6qrS3uYpSVDDFR9Mkx36Q2Iq1dDOASuJGhshFWruqQ6fSr5+fmkp6cDRrW6pKTklGH6nXfeYcuWLeTl5QHg8/lITU3ttrUJIYS4sE7V36xaVFA4eUNgi2pzqwkaCrhSXFhjrQQaA7hSXCRkJNBY1oi/zk/M4BjC/jDX/+/1F6SHWYiBqE+G6a4SrUonJhoHEhO7pDo9ceJE1q5d2+FzNpst+rWqqoTD4VOvT9e54447+PWvf33eaxFCCNHz2rZohLwhwNjhT9d0FEVBMSlEwhEioUj7/mYFrDFWdF3HHm8nfng89YfrMakmBk0eRFN5ExffPZV9r+4l5A1JD7MQF9CADtPRqrTVajy2WiEU6nR1+sorr+QnP/kJf/rTn7jrLqN4XlBQwAcffHBO57nqqqv48pe/zPe+9z1SU1OpqamhsbGRESNGnPfahBBCdL+2FWfPcQ/eai+2eJvRghGOoGt6q4pzS7Z4Gw63g7A/jL/Ob4ycq/Uz/pYJ7Ht1L2a7mdjBseddYZYeZiG6zsAO0zu2g6ZBWVn7452gKArr1q1j8eLFLF26FLvdHh2Ndy4mTJjAL3/5S6699loikQgWi4Unn3xSwrQQQvQCHbVohLwhLE4Lqk3FV21M1FBUBUVR0PwaXr+39UkUMNvMRMIRksYlgQ5J45Oj22Y33xDYPEGjbWCG868wS3gWomsozbMm+5IWNyDedeDAgVbP7dmzh/Hjx/fMwvop+Z4KIYShZYD2HPfgq/GhWlSssVYUVaHxaCNmm5mwP9zhDGezw4wz2UmwKYjZZmbwxYNpPGr0NydkJhD2h5n7wldYd9srmO3GecbNHRdt18i/Lx9fjZf1j6znsodmga5Hv3a4HRf62yHEgKIoyhZd13PbHu+TlWnZAVEIIUR3OVV/s8VpwWw34632Yk+w40x04q30EggECDQEou8PhY3XmyzGjOfEixJRUJi0MItP3zyA2W4m2Bg0bjD0nbm/uW27hlSYhehd+mSYFkIIIbpKR/3NvhofzhQnMWkx1B+pRw/rKCaFsD+M5tfwlHvwlHui71FMirHxydBY9HAEd6Ybb5UXf52f2MGxhP1h8u/Lx+F2dNiicS4TNIQQvYuEaSGEEAPOqdo1bAk2ki5K4sjHRwg2BgnUBQg2BAGiFWowqs6uFBcoxti6pDFJaEEt2qIR0SLtKs5te5pb3gQoEzSE6LskTAshhOiXztSu0Vx9ThyVyNHao4R8IcKBMA2HG4DWm6GoVpW49DhQYOKtkyh592CHPc3SoiHEwCNhWgghRL9wpnaNhtIGdF3HkehAtao0VTTRdKwpGp6jFEjITEALaDiTnSgmBZPZhDXGStgfZsaSGcQOjpUWDSEEIGFaCCFEH3K6cXTN1ebmdo3Uiakc3ngYk0UFjDaNSDhCTUNN9P06OiazCbPDjEk1kZCZgGpVWfjWbRSvKpZNToQQZ9Qnw3SL0Xg9vZRTKi8vZ/HixRQUFGCz2cjIyOB3v/sdY8aMaffakpIS5syZw86dOzv9ubNnz2bZsmXk5rae3PLaa6+xe/dufvSjH3X6M4QQ4kI6XX9zTFoMtQdriRkcS9yQWMo2l6GFNHQdKndXogU06j6rbXU+1apicVoYdtlw6kvqcCQ50AJaq3aN0/U3gwRmIcRJfTJMd9doPK+vhuKdq6mo2M6Nc1ac93l0XWfu3LnccccdvPjiiwAUFRVRUVHRYZi+EG688UZuvPHGHvlsIYQ4F6dr10idmErZ5jIiWgRbnB1XipO6kjoUBaoPVBPyhdACGiHPyZsFFVXB7rZjcViwxdlwpjjRAhpzn5/bqvos/c1CiPPRJ8N0V2sO0TuKVxKJhIhEtDO/6TTee+89LBYL99xzT/RYTk4Ouq7zX//1X7z11lsoisJ///d/M2/evFbv9fv93HvvvRQWFmI2m/ntb3/LFVdcwXPPPcerr76Kpmns3LmTJUuWEAwG+dvf/obNZuPNN98kMTERgBdeeIEHH3yQhoYGnn32WfLz83nuuecoLCxk+fLlvP766/zyl78kGAySlJTEypUrGTRoUKeuWQghzsX5tGtYnFZUq4or1UXd4TpCniBlB2sJeUIcLz5+8uQK2BPsWGOtfPnZmzi+6zibfvfJObdrCCHE2RjQYbptiHbYE1FVKw2NZWd+82ns3LmTqVOntjv+yiuvUFRUxPbt26mqqiIvL49Zs2a1es2TTz4JQHFxMXv37uXaa69l//790fNu27YNv9/P6NGj+c1vfsO2bdv43ve+x1//+lcWL14MgMfj4aOPPuLDDz/kzjvvbNc+MnPmTD755BMUReGZZ57h0Ucf5bHHHuvUNQshxLkYlJ1G+bZyYtJiANCCWrt2jebqs67r2OJtBBsDlG4qxVvlBR3qDtYBRHueHUkOrC4rWQuz2PqnrUxfMoORV41k8JQ0Gg7XS7uGEKJbDOgw/eH6R9iz9xUSEjKwWpK6/fM2bNjA/PnzUVWVQYMGcfnll1NQUMDkyZNbveaBBx4AYNy4cYwYMSIapq+44gpiY2OJjY0lPj6eG264AYCsrCx27NgRPcf8+fMBmDVrFg0NDdTV1bVaR2lpKfPmzePYsWMEg0EyMzO79bqFEAPT6arPsUNiqf2slqp9VdjddhJHJVJ/qB5XihPVquJMcVJ/uB5/rY+a/dVowdY/MYwZHEPIGyJr4WSuefQaip4r4uPHPiL33jyy5k/CV+2Tdg0hxAUxoMP05Zc9hNudSXHxSpqCjdHKdGdNnDiRtWvXtjuu6/oZ33u619hstujXJpMp+thkMhEOh6PPKYrS6n1tHz/wwAN8//vf58Ybb+T999/n4YcfPuO6hBDibJztzYIJIxLQIzq1B2uxxdkJNAQYnDeEqr1VhH1h/HV+ABrLGgFwJjtJyEyg7mAdl3x/Ornfnsr6R9Zz2UOzjGq0tGsIIXqIqacX0JMcDjfT8u5j4fx/kpO9iGCwkSZPeafPe+WVVxIIBPjTn/4UPVZQUIDb7WbNmjVomkZlZSUffvgh+fn5rd47a9YsVq5cCcD+/fs5fPgwY8eOPafPX7NmDWBUuePj44mPj2/1fH19PUOHDgXg+eefP+frE0KIZq/f/Rp/vPgP0V8H3jxA1d4qvNVeUiemYraZjTaNODuuVBcmkwlXihMAW7wNXdNpOtZIeVE5h94roelYkxGkFXCPdGN325nxw0v5QcUPuO1ft5F9Rza59+RGq80OtwOg3WMhhLhQBnRlullzqJ48aQE7dq6iomJ7p86nKArr1q1j8eLFLF26FLvdHh2N19TURHZ2Noqi8Oijj5KWlkZJSUn0vd/5zne45557yMrKwmw289xzz7WqSJ8Nt9vNjBkzojcgtvXwww9zyy23MHToUC655BIOHjzYqesVQgwsp6s+t71ZMCYthvoj9cQNjcVb5WVI/hCq9lQR8oQINAQA8AV8ACSNSSImLYaqfVXM+P8uZcqiHNY/sp6ZP5yJYjJJf7MQoldSzqb1oLdpMWf6rgMHDrR6bs+ePYwfP75nFtZPyfdUiIHtdKPqUsalRG8WjB+RQNyQWKr2V+FwO4gbGkddSR1NFU0oJgVftY9IOBI9j2JSyLgiAxSjjzktOw1fjTfaviFVZiFEb6IoyhZd13PbHu+TlenumjMthBDC0Jnq87i549n78h5qP68lUB9odd6EjATih8dTta+KS380k+mLp7d6XqrPQoi+pk+GaSGEEF3vVAHaGmvFbDNHR9UBOFOcWBzGXyGqVcUaY+X4zuN4q7wc23Isek7FpJA+PR1FVbh66TWkX5KOv9bH+kfWk3NHzoW/SCGE6GISpoUQYgBpGZibR9UBrTZLabvToN3twBZri1affdU+shflsPOFYko3l+Kr9qFrJ1sGnSlOMq/MJOgJ8oUnvog7w91qDVJ9FkL0JxKmhRCiHztdv3NMWgwNpQ0A0c1STtW+4anw4HA7qP28Fs9xD+W/LG/V/5wyIQVrnJUrfnElI6/KRDEN6GFRQogBRMK0EEL0M2fb7xw3NC4apuOGxoLepn3DpmKPt1O9rxpPpYeQJxT9DMWkMOzSYagWlWt/ex2Dpwy+8BcqhBC9gIRpIYTo405XfW7ZrtG231m1qtjibCiKgmpRaSpv4uK7p1L8wg6OFR3DW+lFC5zcedDiMnYuvOR705n4tYk4k5wX/FqFEKK3kTDdDVRVJSsrK/r41ltv5Uc/+lG3fNb777/PsmXLeOONN7rl/EKI3m9Qdhrl28qJSYsBwJXiOmW7hq/aR+69eex7dS9BT5CYQTHouk7d4TqajjXxybKP8dX4oud2pbpwDXJx2UOzGPflsZjtlp66TCGE6JUGdJi+m7vJJpv5zCeRxC47r8PhoKioqMvO15XC4TBm84D+n12IfqFlNToSjlD7WS1V+6qwu+2kjEtp1a5htptxpbjQghomi4mpd01FtahsWLqehBEJVO6sJOwPR8/tHuXGkejgiv93JaOuGSn9z0IIcRp9MlW12LSlU+cppJBtbGMlK1nIwi4P1W0VFBTw3e9+F4/Hg81m45133uHll1+msLCQ5cuXAzBnzhx+8IMfMHv2bO69914KCgrw+Xx89atf5ec//zkA//rXv1i8eDHJyclcfPHF0fPX1NRw55138vnnn+N0OlmxYgWTJ0/m4Ycf5ujRo5SUlJCcnMyqVau67RqFEN3jdK0caZPT0PlyHLwAACAASURBVCM6tQdrscXZ8dW0rj6bHWZyF+RS8GQBmVdm8sa3X+fAmwcIeUJ4j3sBcCY7mfLNKUz+ejYpE1JQFKWnLlUIIfqUPhmmu3LTljTSCBLkOZ7rslDt8/nIyTk5P/XHP/4xc+fOZd68eaxZs4a8vDwaGhpwOE6/u9evfvUrEhMT0TSNq666ih07djBmzBjuuusu3n33XUaPHs28efOir/+f//kfpkyZwquvvsq7777L7bffHq2Qb9myhQ0bNpzxM4UQvcfZ3kgIRjtG/aF6HG47kXCEqXdNxeqysvHRDWRcnkHJuyU0lDZQ9JeTPzUbkjuE8TePZ/zNE0i6KKlHrlEIIfq6Phmmu5oVK2mk4cHDYzzGQQ6yjGXnfb6O2jyKi4sZPHgweXl5AMTFxZ3xPC+99BIrVqwgHA5z7Ngxdu/eTSQSITMzk4suugiA2267jRUrVgCwYcMGXn75ZQCuvPJKqqurqa+vB+DGG2+UIC1EL3e+NxICBBuDjPrCaI4VHiX33jz2vrqXvev20FjayI6/7TBOqMCwS4cx/uYJjP/KeBJGJFzwaxRCiP5GwjQQJEgNNViwsIQlLGBBl3+Grusd/tjUbDYTiZyc1er3+wE4ePAgy5Yto6CgALfbzaJFi6LPnerHr7qutzvW/FqXy9XpaxBCdL3z3ba77Y2EKJA+bSjHthzl3YfeIRIy/ruimBQyr8xk/M3jGTd3PLGDY3vycoUQot8Z8GG6nHIsWFjEIhawADfuM7/pPIwbN46jR49SUFBAXl4ejY2NOBwOMjIyeOqpp4hEIpSVlbF582YAGhoacLlcxMfHU1FRwVtvvcXs2bMZN24cBw8e5LPPPmPUqFGsXr06+hmzZs1i5cqV/PSnP+X9998nOTn5rCrgQogLpzPV57Y3EmbNz6JqTxW7X9qFFtQ4WmCcVzEpZF6VycR5kxh30zhcKfKPaSGE6C4DOkznkks22V0eotv2TF9//fUsXbqUNWvW8MADD+Dz+XA4HLz99ttceumlZGZmkpWVxaRJk6I3FGZnZzNlyhQmTpzIyJEjufTSSwGw2+2sWLGCL33pSyQnJzNz5kx27twJwMMPP8w3vvENJk+ejNPp5Pnnn++yaxJCdI3OjLEzO8xMuWUKm36/ibihcSwf+wRh34kpHAqMmDWCifMmMv7mCcQMiunBqxRCiIFD6ag1oK/Izc3VCwsLWx3bs2cP48eP76EV9U/yPRWiczoaY6eoSnSMXdX+KhxuR3RHQn+dn4TMBML+MAv+uZCi54vY+OsNxA2Lo2pvVaudCNOnpzNx3iQm3jKB2CHykyghhOguiqJs0XU9t+3xAV2ZFkKIC6FtNfqsxtg9VcCYG8byfz/4P/as3U2gIYDnuAeAIXlDogE6frjcRCiEED1JwrQQQnSxtn3RzdXoxmONDJ4y+JRj7D5atpGJX5tEXUkd3iovBU9sjp4jLSeNifMmMvFrE3GP7L55+EIIIc6NhGkhhOgCp5vKkTY5DX+dPzpdp+UYu+lLZuCr8dFY1kCgPsBHj26MntM90k3Wwiwmzc8iZXxKj1yXEEKI0+uXYfpUY+jEuevLPfVCdKdzmcqhBTXjhkAFgp4gJouJGT+YwTs/epuiv2zjrfvfjJ7HmeJk0q2TyFqQxdBp6fLfMiGE6OX6XZi22+1UV1eTlJQkfwl1kq7rVFdXY7fbe3opQvQKnZkJnb0oh7A/zMalG3CmOHl2xp/RNeMfqxaXhfFzx5O1MIuRV4/EZFZ78jKFEEKcgz4ZphVFuQG4YfTo0e2eS09Pp7S0lMrKygu/sH7IbreTnp7e08sQokd0xUzosD9MoDHAwXc+59N/fUrYF8Zb5cVkNnHRnIvIWpjF2BvHRrcFF0II0bf0yTCt6/rrwOu5ubl3tX3OYrGQmZnZA6sSQvQ35zsTOtAUQAtrxAyO4fD6w+gRnep91QAMnzmcrIVZTLhlIs4kZ09enhBCiC7QJ8O0EEJ0l45mQlftq4rOhD7djoQXfeEijmw4zKf/+jS6nTdA8vhksm/PZtL8LBJGyCg7IYToTyRMCyFEC+c6Ezrn5hw2/34zjiQHf8h+Gk7cs+tKdZF122Syb88mLTutB69ICCFEd5IwLYQY0M5nJrTFYWH9Ix+SMCKBjUs3EvKE8FZ5UW0q4748juw7shl17Si5kVAIIQYACdNCiAGtbSUaOOVM6Mm3TeajZR+x/fkiPOUePOXGjoTDZgwj+45sJn5tIvYER49chxBCiJ4hYVoIMeCcqS+65UxogEFZqRzZcJgP/9+H0XPEj4gn+/Zssm/PJnF0Uo9chxBCiJ4nYVoIMeCcqS866+uTqdpdyY6/7SAc1KLB2xpjZcJXJ5B9RzYjZo1AMZl68jKEEEL0AhKmhRD93tn2RZttKo1HG9nwyHo8FUYLBwqMvHok2XdkM27ueKwumQcthBDiJAnTQoh+6XS7FaZNTov2RUfCEeoO1qHaVY5tORZ9f9KYJHK+kcPk2yYTlx7fU5chhBCil5MwLYToN04VoK2xVsw2c3S3wnAgjMVpwVft47P/fBbd1ttkMTHxaxPJvTePYTOGRW9CFEIIIU5FwrQQot9o2QvtSnFFt/u2ux3YYm3UHapDC4Y5vP4wYX84+j73SDeXPXQZE26ZiC3W1oNXIIQQoq+RMC2E6LPO1AsdkxZD3eE6VLOJ2sP1hH1havbXAOAa5GLSvEkEGgNc+9h1ONwy0k4IIcS5kzAthOizTjcjOtAYwFvtRfNrlBeVA6CYFMx2M1lfn8yXln9RNlURQgjRaRKmhRB9yulmRCeNTkIxKXirvNQfro++x2QxMWbOGK565Cq2PrOVyx6aJUFaCCFEl5AwLYToUzqaEV3zWQ3BxiAl75egR4ybCVFg2PRhXP6zy/n0/z5l1n9fjsPt4Npl1/Xg6oUQQvQ3EqaFEH1K1vxJFK/cQcgbwlPpof5wPZpfQ/NrAAzNH8rkr0+m+kA1sx++AofbwajrRvfwqoUQoud4fTUU71xNRcV2bpyzot1j0Tl9MkwrinIDcMPo0fIXpBD9Xcu2Dl3XCXlDNJY2EvKGoq8xWUyYHWbyH5jGVb+8qqeWKoQQvYbXV8OWrc+wb98/0NHRtAB+fwPvf/hLDnz6JpFIiEhE6+ll9gt9Mkzruv468Hpubu5dPb0WIUT3GpSdxtGCo8bmKofqCDYGo8/Z4m24UlzMe+1Wiv68jRlLZvTgSoUQ4sJqWWG++qqlFO9cTWnpJ8TFDWfrtmfw+2vR9Qhms51QyNjVtXDLH0hNmYiqWmloLOvhK+gf+mSYFkL0b6/f/RplBWWEPCG8lV78df7ocyaLCWeyk6yFWex5eQ/TFl9C6vhU6YUWQvR7zeG5rGwTQ4dOY/uOFwgE6mhqqmDvvtfw++vQtEC79zUHaVCw2+JRVeuFXXg/J2FaCNGreKu9eGt8VO+tbrWximJSiBkaS0yKi5w7p5A1fxLokLUgqwdXK4QQXauj/uYtW59h795XCQTraWw8RjDYyO49LxMK+QC93TlMJjOqaiUS0dD1CINSJxMKe6mvP4TF6kTTghKou5CEaSFEj9N1nUMfHmLrii3sfnk3WsDo41OtKnHD4nCmOKncWYk7I4FIOELWgiyZzCGE6FeaQ/SO4pVoWpBAoJGX1t7KgU/fJBTyoOuRVq+PRIxig6KYUBQT8fEj0LQgXm8lKSkTcTqSADheuQuz2YpiUnC7R5GTvYji4pVokVC7NYjzI2FaCNFjvFUeip4r4sNffkig/uSPJq2xVkwWE4qikDI+habyJkZ9YTTHCo8yfckM2a1QCNGnte11/viT37Fl6x8JBBoxm+0EAvXoeoSamv2t3mc2O1BVC6GQj/j44SiY8PqqCIf9JLpHoapW6uoPMSXnG9HA7HKlsnD+P9mxcxUVFduZlncfkyctiD4WnSdhWghxQem6zpGPjvCPRa9S81lNq59QqlYVR7KDIRcPoaG0AX+dn6AniMli4uqlV1P4VIG0dQgh+qSW7RrBUBOBQD1+fz3bd/yNcPjkfSHhsO/EVwouZwo6EAp5iUTCjBh+WTQw5079NsXFK7HaXHg8lQSDjWiRECaTuV1gdjjcTMu7L/oZbR+LzpEwLYS4IAKNAXa8sIPCpws4Xnw8etyV6iJ2SCy1B2vRIzqORCdaUMPsMJO7IJfCpwuZvmQGiSMTpa1DCNFnNFefDx9ej9niYs+elwkGG9u1axgUTCYVXYfk5HFoWpDGxlLiE4bjsCcCRrvG6QLzNVf9plW1WQLzhSNhWgjRrcq3l1P4dAHbnt1GJGT8JWIym7C77QQbjapzXHocYX+Y+iP1xA2NxVftI3tRDlnzJ+Gp8Eg1WgjRK3V0s+BHH/+W3bv/js9fi99fR6SD3mSTyYyu65hMZtKHTsNqjSESCXO8chd2WyxaJITZ3Lq/uW27BrQPzBKee4aEaSFElwv7Q+z6+24Kny6g9OPS6HFrjJXEixKJSYvBpJoo316OoigAmO1mXCkutKCGyWKSmwyFEL1S281QgsEmfL5a/vinPMoriqI3BrZks8VjMpkJh/1EIhrD0qfj8R6nru4gobAXs9mOqlrP2N8s1ebeScK0EKLLVB+oZssfCyn6SxG+GqPvTzEpOJIc2BPsNJY1UvNpDd5qLynjUogZFAMKBD3Bdm0dcpOhEKI3aDnbOSVlEps2P4HXe5xIRENVLdF+58bGk4UDRVFxJ2SiRcJ4PBUkJV3Uql1D0/xYLI4Op2tIf3PfI2FaCNEpkbDGvtf2UfiHQj7/z+fR44MvHkzSuGSq9lQSNzQOMG4wrD1Yiy3Ojq/GaOUA+Pixj5i+ZIa0dQgheoWW1edgyENDQ+mJCRs6un5yC+5w2PhaUVQS3aPQImF8vho0LYDbPfLEzYKxp23XkOkafZ+EaSHEeWkoa2Drn7aw9U9baTzaCICiKtjj7TiTnUQiEY4XV1D7WS2e4x4GTxmMK9VF/aF6HG57dF40uk7dwVpp6xBC9JiW1efExDFs2rwcv7+aSESj7aYoxlxnFdAZNCiHUMhLfX0JNnvcWd8sKNXn/kXCtBDirOmRCJ+//TmFTxey7/V96Jrxl0zS2CRy781DC2rsfmkXMWkx0ff46/zRvuhgY7DDedESoIUQF1rbnQUbGso6nLahKCbMZgeaFiQxcRRxsekoisnYDEW1oCjOdu0aZ3OzoOg/JEwLIc7IV+uj6C/bKHy6kJpPawBjIsf4W8aTe28eGbMzUBQFX42Xvev2oAU1VKuKFtRa9UXLvGghRE9pWX2Oj8+koPAp/P46dL39DYNmsx1dB12PMGL4ZVgsjlaznc+mXUPC88Ch6Hr7Pd37itzcXL2wsLCnlyFEv1W+vZzNyzdTvHIHYZ/xF0788HguvnsqU+6cQuzgWF6/+zWOFh6Nvsdz3IOvxoczxUlMaky7vuj8+/J75FqEEANPy+qzP1BLQ8NRQqGmdtVnVbVhsTgIhbykpEzA5UwFjHaNhPjhaJEQkYjGvXdvxeerjQbmG+es6InLEj1EUZQtuq7ntj0ulWkhRCtaMMyeV/ZQ8GQBhzccjh4fec1I8u7LZ8ycMZhUU/T4oOw0yreVR1s7XCkuDm88jNluiY64a9kXLYQQ3aVl9TkhYRSbC57E76/toPqsYLE40fXIierzLMxmG3X1h7h4yrekXUOcEwnTQggAGo82UPjHLWxdsYWm8iYAbHE2shflkPedPJLHJgO0q0RHwhFqP6ul8Vgjg6cMBsCZ4kQLhMlaOFn6ooUQ3arl5I1AsIH6+iMd9j6bzXbM5pbV5xTAqD6HQk34A7VndbOgEG1JmBZiANN1ncPrD7F5+Wb2rttLJGz85ZMyMYX8+/OZfNtkrDG2Vu9pW4mG1jcZ+mp85N6bh/e4jLgTQnSP5gC9a/ffaWgoxeerPrFZSsvWVQWLxXFinF2E4cMua1F9/qZUn0WXkTAtxAAUbAqwY2UxBU9u5njxccAYazfhqxPIuy+PEZdnRMNxW1nzJ1G8csdpbzKcetdU2XRFCNFlWo+uG8umzY/j89W0a98wmcxYLC7CYV+73mepPovuImFaiAGken8VBU8VUPRcEYH6AACuQS6m3j2VqXdPJS49vsP3netNhhKkhRCd1bJ9IxT2Uld3+MTGKVqr15lM1hP/+NdP9D7bpfdZXFASpoXo5yJahANvHqBg+WY++7/PoseHzRhG3v35TLh5PKr19P8pkJsMhRDdrf223cvxeiuIRMId9j+D0ao2YvgsFEU5UX324A/USfVZXFASpoXop7zVXrb9eSuFTxdSV1IHgNluJmthFnn35UdvFuyI3GQohLhQmkN00fbnaGg4itdbCUAkEmrxKmP6hqYFSUkZT4wrDTjZvjGQq896TQ088gg89BCK293qMbp+yucUt7unl95vSJgWop85WlhGwZMF7HxxJ2G/0U/oHukm9zt5TPlGDo5E5xnPITcZCiG6W3Mbx+aCJ/D5aolEwmhaoMUrFEwmFVAYPuxSrNYY6uoPMfXiu0/ZvtHXwvPZBt/TPrd6Nax7BTIz4b77Wj+GUz93X9/5PvV2EqaF6Ae0YJjda3ez6fFNlG0qix4f/YXR5N+fz+jrR6OYTKc5Q+tqdHMlumpfFXa3nZRxKXKToRCi05qr0CUl71NRsYPqmgO0ncChKCbi44eTkJCBarJwvHIXmhagydPUa9s3zjcUn3XwPdVzqanw6quQkQGrVqJ/4QuwcqXx+PnnQFE6fm7VSvQFC6Q63UUkTAvRhzVVNLHlj4UUPl0YnQ1tT7CTc+cU8u7NJXF00lmfq201Wo/o1B6sxRZnx1fjk5sMhRDnpbkCvXv3Wjze4zQ1lbepQIOimEhJmUhszBAam45Gt+0ORhq7tX3jfFskzjsU6zq88jKkpaHfcAM8+6wRiJ9+ynhfQgI8/RS60wFPPAEOB/z2MeN9Vis8tgz9yGFYtRpUEzzyK7DZwOWCpia4+ipoaDCO1dUZ74uNBb8fLpkGPh+MHGk8v2qVVKe7SK/aTlxRFBfwIfA/uq6/cabXy3biYqA6WljGpsc3sWvNLrSgcWd76qRU8h8wZkNbnNZzPqevxsuqOauwxdpQrSpBT5CjBUdJm5JGJBxhwT8Xgq6z/pH1XPbQLAnTQogOtbyR0O2+iE2bHz+xC2HrKRwu1yBiYwbjcCRSVb2vU9t2n3coXrXKCKvfXwL33AP/+7/wxOOwaBEEgvC3v8JNc+HKK+Ef/4C33oTLZkEwCBs3QE4OpA+Df/0LFIzjzbkqHIaUFDh2zDgWiRi/etro0UagbmyEN/4p1elzcKrtxLs1TCuK8iwwBziu6/qkFsevB34PqMAzuq4vPXH8F4AH2CVhWojWtJDGnlf2sPnxTRz56IhxUIGxN45l2ncvIWP2qWdDd6TtTYZgjLzTAhrpl6TTVN5EfGYCxwqPMn3JDPLvy+/KyxFC9CMtx9iFNT91dYc7DNAORxJmsw2fr5bU1Ik47ImoqpWGxjIWff2dduH5rELyj39sVHifeBwWLITrrzdC8qvr4PLZRlV2w3qYNAmGD4cdO+DTTyExCWqqjYCraRcu6CqK8QvAYgGTCQInKvVxccbvjY3gdoOqQk2NcSwtzbjmigoYMgS8XqMKbTLBiBFQXw/V1UaAV5ST70sxdnqkvByGDjUq5A6H8fiORShSnT5rpwrT3d3m8RywHPhri4WowJPANUApUKAoymvAEGA3YO/mNQnRp3gqPWxZsYXCpwpoPNoIgC3exsXfupi8+/JxZ55fVaGjmwzRjRsNm/uir156NYVPFchNhkKIDp28ifApPJ6KExM49Faj7MxmJxBBD4YYkjwZ1e6irvpzcj6LY0dmnfGeY2XYvRHyR94KkVz0+fPhhhuMSvBbb0FxMXpmJmzeDHv3wN9fAo8X6mrhf397shr86G+MX81eXnvy640bjV/NjrUuJgBGMLVYjHCtKBATY3wdG2u0SMTEGCHVZILBg43WCr/f+FpV4cAB432TJhnhfNcuyM422iq2bjU+Y/p0OHQIjhyBmTOhtNT4BZCeblzLwYMnw7PfbzwXH288rqkx1hOJGCE8FDLWEQwaa2h+ffP3pKnp5LXV158M2QA7tp/T/96iY90apnVd/1BRlIw2h/OBT3Vd/xxAUZQXgS8DMYALmAD4FEV5U287WFKIAaS86BibHt9E8apitIBR3Uken8y0B6d1uM33uepoJ0Ozw0zuglwKny5k+pIZJI5MlHF3Qoh2qms+4+13fszBz98m7G8kpGi0vJFQVW3oeoTkQByxKWPg6FGO+w8T2LeDiNOGqbGe/D8cIitjEMVplZQ7G2FQauvq8JoXT379n/9rvYAjR1o/NpmMwApG/3AoZATf+nrjueZKblqaESYTEmDnTuP4yJFGEN2yBfLzjTC9aZNxrvx847mCAsjLa/1cRoYRiuvqjIpvaanxPIDHczLMNjYaFeTmanRZmfF8c9j2+YzPAKMlBIz3Nn99queGD4fkZONYbi7KH0/fCiO6T0/cgDgUaPn/glJgmq7r9wMoirIIqDpVkFYU5W7gboDhw4d370qFuMAiYY29r+5l0+ObOLz+sHFQgTFzxpD/4DRGXj3ynFo52jqbnQyz5k/CUyEj74QYqE7XWuH11bD1iW+wPq6IQKgJ0I1eYU58GYGh1XYcIZV6s4fcwmp2ZH1MRAWXCRY+X01xFpQPAjzg2PU5+buaPzliVFyDQSMYh0JGO0J8vFGBTUszgmtKCpSUGFXYsWONcDt8uNEL7PF0HHxHjGgdio8fN27oq601zlNdbYTUysqTIRiM4Nvc79zRc+cbipuDsITgfqEnwnRHSSD6p1PX9edO92Zd11cAK8Dome7SlQnRQ7zVXrY+s5WCJzfTcKQBAFucjZw7p5B/X945TeU4nbPZydDhdkg1Woh+6Jxuylv7d7BY0C+5BF54gcaN/+Lt2r+we0gNITvQvJ+KDg4vJNSCwweVqYDfj0cFUwTyCxWydisU56iUD1FxxMSQ35gM5R6YkmxUc1XVaIuoqYFRo4wWh8REoyUjNbXjkNzcynDsGJjNRh/xiBFGSD5V8G0ZihuM/87i958MwmdTDW77nIRiQc+E6VJgWIvH6UAHjUtC9H8VxRVGK8cLO6IbrCSNSSL/gXyy78jBFtu5Vo622rZ2QMc7GQoh+qazHt8WDsNLa8DrRZ840RjXtmkTrF5lBFJNw/v4Uj4qgL3joOZbEGlODDo4PRDXpKChk7cvlh2jPPhjFVy6hYWbhlB8sZVy03G4eiqOjz4iv3oYuEdDVptQ/PnnxjlV1ahAv/WW8VxZmXHsTCG5osL4/VxDsbRIiC7UE2G6ALhIUZRMoAy4FVjQA+sQokdEtAj7X9/Hpsc3UfJeSfT46C+MZtqD0xh17agzbrByts40sUN2MhSi9zuXsW+tAnMkcjIwDxsGj//eCJdLvn8yZP7h6Vaf5dW9bLoUtueAJwZCLaZsqmFQdNAVhcGNLtSQRoPbTL55Oln/+ITisUHKJyXjSB1B/rrmdoqjZxeKz7dy7HQavcsgoVj0mG4N04qirAZmA8mKopRizI/+s6Io9wP/xhiN96yu67tOc5qOznsDcMPo0aO7eslCdBtfrY9tf95KwZMF1JXUAWCNsZK9KIf8+/NJHpvc5Z95NhM7ZCdDIXreaQPzmbaLfnmt0ZKRmQlLf20Ezf/6gdFnrOvtAnOUw2G0SCQn41F8vD0zwM70WkIWWvVBm3QY2hiPvbqJiAmOp5kJmMNE9AAQA2VlOAIK+TtsUJsA+vHOt1NI5VgAH3wAy5cbnT8Oh9EJVFEBl18ODz5o/N4b9KpNW86VzJkWfUHl7uNsemIzO/66nZDXaDR0j3KT/8A0chblYI/vvmmQbTdi0YIagcYA4+aOi07skPnRQvQ8/ckno5uHKPfdd/Lxt+8xtot22I0g+vNfwP33QzBgTKrw+U7OKO6I3W4EZkUxxre5XMb4NpMJpk+nxF7BP9O3U5Wso7e8kVCHlHobkVCAerdCSoMNR2MINaLQ4DZzxxtJFA+qoHyYjRvfthuTMsCoFIPx2Ok0QnEzCcXiDFqGZ5fL+HeV3W6MxK6sPPm6SZOMe1Qfe+zCBuqemjMtxICkRyIceOtTNv3uEz5/+/Po8ZHXjGTag9MY/YWLMKld08rRlkzsEKJv0WtqYOVKo11h1Ur0L3wB/vpXY3zbo78xgnA4bFR5r7u2/QkUxZhMoaowaJCRQkpKooE5OtM4MxNKS2mMgf/M9LL/ov/gt0aiVWhzGKwBCKsQUSG2QUMNmTApkLPLxI7RESIqENJxxKWS70uFuFyUSgnI4vw1B+jt243APGyYsXdNQYHxA42WNV9VNf6NNniw8W/I5ct7R3VawrQQXSjoCbL9+SI2/X4T1furAbA4LWTfkU3+/fmkTEjt9jXIxA4h+pi//MXYia+5tzgn++RGG20pijHpIi7OKNepqhGYjxwxfo0Zc3JCBrQa31ZWvo3/XFLDoaFh9OZ/y+tg8xsBOqXRjjNkzEk+nqQRvDQbLRLCFNGY9sRWJrfY3ltZLgFanJ+21efy8pNTD30+oxuo5bhxVTV+uOJ0GvesBgJGVdpiMc7RG0iYFqIL1B+pZ/PyzWxdsQV/nTGyKX54PPkP5DPlmxdf0J5kmdghRO+lh0LGdtabNsHmTfDJJ7B/f/sXKoqRGDTNSBKTJhmbfxw+bJTldN2oRoPxs/BTzDsOVxylcKaD9WODeOzHW5xexWQykzHiclTVSl39IaZM/TbFxSvRIiFcEY2F8/8ZDc8ADoebaXmy9bQ4d22rz8OHG5s9fvKJ8Uf32DHjj3czRTF6pFXV+NrlMkJ0OHyyk6ip6eRtAz2tT4ZpuQFR9Balm0r55H8/Zvfa3eia8bOo9OnpXPK96YyfOw6TWb3ga3IkOvn/2Tvz+Kjqe/2/7GcCFwAAIABJREFUz5l9Mtl3Egi7C/sO1r30am9x6XJbAbW2VazibV3an/b21tt6W7V1qbVVxFqLVkR7Xautu4KKCSHsEHZCEsieyTb7cs7vj29mSUhCgEC273tevCRnJpOTkJhnnvN8ns+UpVPZtmorjhyHbOyQSPoRvb4evvhC/CkqjF27jkdRhNOcnCzUgtMptvK1tYlcdDAo1EZPw3ud+o6dTYfYUPw4m7c8SyAQWx/tcORiNFrxepsIh2NZa1U1Mm/OcqZOXhIV0FI8S/qCdevgrruEIG5rE68PDxwQF1Aim80jsX+zWYhoXYdzzxVLKi0W8e29q72qYuJEkXhyu8X4wEBgUIppXdffAt6aPXv2Tf19LpLhhxYKs/u13RT9vogjRUcAUAwKk6+ZzLzb55M/L/+Mnk9X9XdaSMNd68acaJaNHRLJGULXddGb/Omn8PnnsP7zrl3nCRNg3jzhNv/5z2C1gbl9DXVFhRDXtbUn3GgR1kLs3/9Piv62kLKyj4nsQzOZErBYEvH5WkhKysNmTQOgrn4XgUAbYS0YfQ4poCV9QXyUo6ZGJJPMZrFoMhQSYjkys2o0isjGpEliNlbXhftsNouLMCNGCBd65kzxo+FyCVf7ttsGRl4aBqmYlkj6A2+Tl83PbKb4jxuiWwqtqVZmLZvFnOVzSR6ZfMbOJV5ARwYMDSYDlhQLOVNzcNW4GHVRAdUlVSy46zwppCWS04Cu60Isf/IJfLpOiOiqTjvI7HZIS4dvfxsuuUSsv37qqdimQU2DH/4QZfnJC9jWtio2FP+Rkk1P4fM1R4+rqhGDwczogotRFIXmlnKmT7shFuVIyDomyiGRnCrxTnRCgqgWr6rqOEhoNIo/554rfoSsVrHsMhAQryeTksTb9903cARzT0gxLZEch8Z9DWx4fANbV20l6BYOTvrEdObdPp9p10/DnGA+zjP0PfFDhgmZCRwtPooW1rAkWQkHwqgmlYUPLqTkyY0y2iGR9CF6RQV89BG88y94511wdxoUTE8XrrPbA//93+La9B8egzFjUL72NVF59/prQim88UaswWPJErF0pbfnoevs3fcWH33y39TV7STiQoNCYmIuJmMCHm8DoZAPTQtiMJhllENyWom40e+/L6IcIKIYESJlM62tomjGbgeHI+Y+19aKCMfjjw8OAR2PFNMSSRfous7hT8oo+n0R+/65L/p7auzCscy/Yz7jLx/fZ1sKe0PnKIcW0mg62ERbdRu5M3Jx5DhoqWwhKS8Rb6OXaTdMJ21smmzskEhOEb21VTjPb/0DXnsdmps6PsDhELGNigrRCX3ffbBiheiI3rSpo2D+6ldjFXhPrYDUVMhIF0HSF18UC1l6wON1snnLs5SW/p3m5nLcnthAodFoR9PCGAxGcnNmAhAOj5FRDkmf0rmJIxK7sFrh4EGRfY7s6QEhoNPTxWMUBaZPF1npweg+94QU0xJJHCFfkB1rdrLhsSJqt9cCYLAYmHrtVObfPp+sydn9cl5dbTL0NftQFFEQa7QaSchMiLrS0o2WSE4c3emE3/wGrroK1q+Ht9+GDUUde7qsVrj4Yti9B7IyxX2qClOnwicfw+Hvdy+Yf3YPhIJgShSVBtb2hU1paT260x6vk8Ki31OyaSUeTwMxFxqMRhuqamBk/nm0th2lubkMl7sGmzUNg8EsoxySPiM+vmE0iteK4bB4PdnYGBfjeGoZ6s5p2N5cTGIwjdmzhXhubBzc7nNPDEoxLds8JH2Nq9ZFyYqNlKwowV0nrkslZCcwZ/lcZv9wNgmZCWf8nOLd6IgT3bC3AWuqlcyzM3FkO0AR3dZGm5HZS2ZHtxrKjLRE0jt0pxN++UuYM0eI3+Ji+P2jHR9UUCBUQ1aWmIq65FJoaBDXrLdtE5ZbdnbPgjkxEd55R3yco0djndIFBeI5g8Fj3GmXu573PvgJpaV/JxSKNYAoikpW5mTCWgiXqzp6X2rKGBRF7ZCLBulES06OZSzDvm8aZQ8s5uiONHbfvoyUb0yj4IvFbPruPYQ2TYM1i/E1pMFTy1B2TMPx9mJCF5UQmL0F33WrCb28lMa9izGZ0li9emgJ6HgGpZiWbR6SvqJmWw0bHitix4s7CAdEyCtneg7z75jPpO9Mxmjpvx+Rzm60ruk0lTVhSbLidYooB0DhI1+w4K7z5FZDiaQbdKcT7r9fDP3puvj7d78rBgaf+BPs2dPxHUwmuPrrsHUrZGeJ69KZmSLYeeQIrHhS2GuBQOyadjDYs2CuqxMudn197H18PpGpzswUb2/fhsfrZNPmZ9i162Xq60sJhWMiOikxH4PRgstVjcFoxmHNITkpv0OUo6tctGT4sYxlTGMai1lMGmkd3r6He7r8e+RxEQH97k9KCPu3YPnxavI/XYpnahGes7ZQdfFqyK+E6SVw7WoMLy2F84tgzhY8163GlF6Po3kSbo9OaOkq9ias5jplKVMmLgbS+vtLc1pQ9PjxykHG7Nmz9ZKSkv4+DckgQ9c09r29j6LHijj8yWFxUIGzrjyL+XcsoODCgmh8oj/xOj28uOhFLIkWDGYDAXeAqo1V5MzIQQtpLPnnUtB1Prv/My74+YXSjZZI2okXz0pqqhj6e+RhWLwYtm2HDz+IdTRHsFhE3GLCBDE1NXasCIampYnIx8iRMH68KMitrITzzxfC+oiox2TkSCHUy8rE+7a0xDqi09NFR7THI6auRo2Kfdz2yjuP18n6wofZvPnPeDyNRKIcqmpCVY3ous7oggujC1Zmxy1Y0bQwN1z3UVQ8X7lIbiccqnQnijsL5oUsxIABEyaWspSVrMSCBRMmKqkkk0ysWDv8fSlLedS1kppyCwbdhDu1EkonoWk6pDrh3FIoGwt1mTC/CAJWlNpsDAEb2oS96IfGYmjMRJtbhBKwYqrLY0paHo60AIc5zDf4Bg/zcH9/CU8JRVE26bo++5jjUkxLhgsBl58tf91K8eMbcB4QTfFmh5np35/BvB/NI21c/79i7jxoGKm9s2facWQ5SB6TEq27m7t8bj+eqUQysOjgPr/4ohgAvONOOPss+O4NYnDQ6429g6qKXi6XS+SbN26MCWa3W7w9Z45wlCsrhcs8dy6UloqIR7xAhthath4Ec1e43PW8/8FP2VX6cqcoh4Hc3Jkk2LPQtCB19btISR4VFc+3LNuMN269txTQA4/eCt8TuW8mM6MiubMQ7iyYJzEJHR0nTkopZSxjySSTIoqwYiWbbMopxxAUojjUZsM7ai+mI2NR6jMJzCgCvxWO5ok/X1oPhjBKTS5KVgOazwR2DxZnLsHUOnQ1jMWZSyCpAaNuggQ3qYZkxjKWpSxlCUtIpfeNNQMRKaYlw5bm8max6vvPm/C3iDVLyQXJzPvRPGb8YCbWZGs/n2GM4ieKo5sLAcKBMBXrK0jMS8KebuPrL3yDkic3SidaMuzp0n1+9BFYdjO88AK0toiIRbwDrapivdq558ZqByZOFJGMeMF85Ej3DnMkktGLJSo94fO3UrzxCdZ9el8HEZ2UNBKDwYLLVUVm5rnRQcLWtqPSfe5DehuDOFPCt6f7MsjAgoX/4D/4C38hjzz8+CmmGAsW0kjDjJlyyskll2SS2c1uTJhII40UUtjHPjQ0kkjChQsDBgIECOsa+M3oxiCKNwHd4gFFB58VrH7QFDCGIWQEYwjFb4WQEd3RBrqKEjaCDropgBEjBlXFj/g9q6BgxMgzPMP1XN/P/+J9gxTTkmHHkQ1HKHq0kNJXY6u+R35pJPPvWMDZV53VL6u+j0fnaEc4EKZhXwPocN5PvyTdaMmw4hjB3JX7fOddcM01cOkl0NwstkNESm5BCOS8PDE8uG+fGBacPx/Ky2NxjdLSE4pknApO50E+L3yIrVtXRdd59zbKccuyzaf0sYcKfSF8exuDWMxiVrJSCEUMHOUoKaRgwsRCFvIGb2DEiIpKPfU4cGDAwHSmU0ghSSQRIMARjmDAgBUrKipttGHDhhEjLbSgomJA/E4KEMCAAR0dDe04X42BzxrWcA3X9Pdp9AlDSkzHtXnctH///v4+HckAQgtr7H1zD4WPFlK5vhIA1agy6duTmHf7fPLm5PXzGR6feHfaVePinP84F0+dW7rRkmFBd4JZWb485j7f/EPR36xrwlX2+UT0IoLRKCIb4bA4fsEFx+abW1picY2I2wx9IpiP+Zx0nX0H/sVHH/8XtbXbo8cVxYDBYGbM6EtllIMTzwMbMVJBBWmkYcTIZVzG//F/GDBExW0CCRgwMI1pFFKIgpiHaaONJJIIE8aHDzduzJhRUPDijT5OZ+BoJAUlej4GDGhoKCiYMKEiHGErVixYaKEFNAUlYMVcNpFA3mH0oAGDbiRkdaG77BA0QWIbuB0QMGHeNhdt/heEfSYIGrFZVcyb5+P/x+WkKamEb/kjX8qawA9GXsZKVnI2Z7OIRaSTzi/5JZOYxDf4BhlkYMKEESMmTFiwRF8oDHaGlJiOIJ1pSYRIHnrDY0U0HRJLFawpVmbdPIu5t80lKf/Mrfo+ETpnpEHU4Llr3WROyiTkC7Hkn0uliJYMWbqNa0QEs80qxPLfXoBrrwWDCrt3i2ORvDKIBo7ERHHcbBZbCHvKN0cc59MgniO0uWp5973b2bvvLYLB2Co4qzUVqyUZn7+FUMhHwagLBnWUo7eRiSSS+D7fZxzjuJiLeYRHyCefOcwB4Bf8IvqczTRjwQIQzfZGnNogQRQUwoS7PJ/TRcQtVlDQ0LBgIUgQHR0bNgIEUFEJEcKBAw8edHQcOHDjxoSJZJKxYKGKKnLJJZVUSinFgoUMMrBh4xCHGM1oMslkIxuxYiWHHGzY2MteMsgghxyqqOoQD3map/G3mqmvNuFpU9DfvJpxn9xIQVIqH/7HMsKbp6G8tITwr++GbdNgzRL47d2Yd0/D9sYS7P5UjM+Kx+mrlzDClsqYMXDbbUO30u5EkWJaMiRpPdpK8R83sGnlJnzNIneYMiaF+XcsYMb3pmN2WPr5DHumc0YawFXjkoOGkiFNt3GNxYth0SIhoMvKxMKTvDwR3bBYhDhubY1thzAahTD2++HCC0XF3WnIN/cWj9fJjp1rqKj4DJ+/lYMH30fXheBTFBVQMRqFEw0QDge6dKP7i55E8U/5KROZyEIWoqBwL/cyghFMYxoP8AB6+20MY9jFrqjw9SH+v6y1304HERfZhIkQIQCsWKNxiYi49eJFQyOZZNy4MWLEj58EEvDiJZ98MshgG9uwYCGbbOzY2ce+Lof3IuK2p/t6Er5mzF1mpnu6r5hi5jKXJSzhbu4WNXb3L+HozlSO3ruM8JZpjC9eQtnmVFwu8aOgqsfO3tpsogLd6xWvQw0GCIXEhkK3Gx55RAroruhOTA/KnmmJpGZrNYWPFLLzpZ1oIfE/6JHnjWTBXQs466qzUQ1nbtX3qTBl8WR2rN5OOBCOZqRVk8rCBxdS8uRG2RktGZqsWQOvvyZyzHHrtvF4YgtP6tpXZTc1iXhGKBR7f6NRiOsFC2DvXuE+794txHNGhnjMGRLQEBPRJZtW0txcRiDgit4nohwmRuZ/CZe7pl82FEZE8TVcw13cxVjGcgEXECbMgzxIJpmMZzxv8iav8zq/4Bekk84RjrCKVfyIH/VaCFdTfdzHmDBhxowXLyoqNmyYMNFKKyntt0oqMWIkQIB00mmhBQ2NLLJoogkzZty4CRMmkcRei9v4+3R08snnFm7hBV7AjBkVlQwyuhS3Pnykk97r+zoL32lMizZabGNb9O0TuW85y1m3Dpb9CbZte5r6enGRJT8fyn/wNF4v1OeKOvP40QFVFaI5cgHH7xevSZOTRQ36gQPiMVlZ0ok+GaQzLRk06JrG/ncOUPjIF9F+aEVVOOeb57DgzgXkzx/ZvyfYS45XfzfthunSjZYMKY5ZmtKV+3zkiBggHDNGCOPIkpMIkS2DqkrUcusH9zmeyIKVog2P4fU2Eg7HmkNstjRMJgd+fyvhsD8a5eirwcKbuImzOZtLuIQQIe7l3qgofo3XsGMnmWRaaGELWwgTjrq2J0uknSHe0bVjp4GGaIQhnXQOchAdnQwyaKEFEyZ8+Mgll3rqCRMml9zo+3nwkEsuddQRJkwWWdRR16MQVlHJIgs/frLJPmHHV0Hhaq7mRm4kldToC46uBOzJ3nc6iF/pvW9fLLmUnw/794sfi3gsFuE6T54sLuxYrTBunNgVBOK42Szd6N4inWnJoCXoDbL9b9so+n0RDXvEkJHZYWbGjTOZ/+N5pIweXL2VnTcbJmQmULG+AqPVhGpSpRstGXpEnOgxY8Tbnddt6zo4nWKYsKKio4h2OIQaCASEUhg1Sohq6BcBHcHtaeC5579Mbd0OiA6pKVgsSYTDflJTx2Kziu763m4o9OHje3yPPPKYxjSe5mlSSCGPPNpoYx3ronndaqpPejhORcXUfvPiJYkkEkmkiirMmEknnWyy2cUuNDRyyaWRRsyYOwjfEKFoRMKESQy9IbLF8cJXQWE0o7Fho5ZaxjGOTDKpphoDBgoowIaNGmrIJJNssgkT7tYBnsGMqBA+Wce3s9h9mqe7/Pup3NdXrFsHf/qTeO1ZUyNeQyYlideUmibGBEpLY483GMSPSWOjeNtuFz9mubliiafLBTNnitenLpcQ4tKNPjWkMy0ZsLjrXBQ/sZGSJzfiaRAvv5Pyk5j343nMvHEm1pTBOZQn6+8kw4GoG33rrWJw0GaFtjbxGzw1VQjn8nJxLVpROg4TJiYKxZCcDHPn9ptg7oraulJef+N6amq3RvPQoKAoBkaNPA+LJYnmlnI++EYiCQeqmHEoGU0L88WS0RgbWkivD7NlShAHDlJJpZBCNDS8eGml9YTOJVLtpqLiwxcVxdVUY8ZMKqnYsVNJJaMZzUhGsoENXbrB8U6xGzfJJNNGW68jExGnOD4ycap54O4c4MG++ONEiHeiHQ7xdjgs4hptbbHHKYoQyk1NQjxH6tIrKkR0Y+pUKZj7AulMSwYN9aV1FD5ayPYXthP2i19WubNyWXDXeZz7rXMxmAZ3xY4tzc6UpVOjg4dep5fZt8zBU+eWrrRk0NK5lSPqRldWCCc6IV0EM0EogbKyY9s40tPh4otRXlzTP59EN3i8Too2PM7WrX+lte0Iuq6hA29dpZAVSGO8O5f6wBH+OmMTxjCYQwrlWWFCmUFeXHAYMR+3E3IQf7ohUulmx44ZM06cmDCRRFLUuc0nnyyy2MIWbNjIa7+tZz1+/KSRhh07Jkw4cWLBghEj5ZTjxUuQ4DFucLxTHBHW8aL4eFnheKc4lVT2s/+k88ARenKAhwMRN/rDD4XTnJkpfnzc7aUwPp9IPBkMsRz0uHFQXS1EdW2t2Ef0+ONSQJ8JBqWYjuuZ7u9TkfQRuq5T9tEhCh8p5MC77b9wFTjryrNYcNcCRl1QgKIo/XuSJ0lP9XfmRDOqSWXWTbNk/Z1kcBMX5dAXL4bVq0UW+p13xFrucFhYaS0tYllKhKQkUWP3z3+hGAfGr6TICub9vl38p+sG/HWVOMwhPBfDobGgqRA0Q8CsA428T2PXT9T+vywjRsKEsWPHgYNGGjFhIoUUGmmMOr4JJLCPfYxkJHnkUUghJky00YYDByZMVFGFjh4dljvAAeqpR0Pr0/jEiYjivopMDGfioxwJCSLOkZgoXm8Gg7HIBggBbTQKkVxTI9zn5GThQN93nxTP/cHA+D/XCaLr+lvAW7Nnz76pv89FcmqE/CF2vrSTokcLqd1eC4DRZmT6DdOZf/t80idm9PMZnjqdM9Ig6u9GXVQQrb+TQloyGOh2I+Gttwrx3LmVo61VtHBs3y4q7SLTUQ4H3Locli1DGTv2jH8eIUJcx3VkkcVEJvIsz2LGjBEjNdRQppcRVsJgRfzp7n9DOphDKsawgqKD36aQSSYZZLCPfVixkkceIxnJetYTJtwhY9xMMyDaLY5whFxyUVE5yEHaaOszF7m3rRInK4olJ0dEQG/bRrSVIysLCgtFZV386ICqivjGvHnisY2N4o90nwcGg1JMSwY/XqeHkqdKKP5TMa5qUSPlyHEw57a5zL55FvaMhH4+w75D1t9JBjMdmjjiBwmXL+86ytHUBE8+ISrqDh0S16N9omsYu11cr770UpQHH+zzc43kar/JN3Hh4sf8mBRSyCWXN3kTHR0/fqqo6rnqTQFFA0MIdAUSvAqGsI6mgNuhkO6x4nCpHB0Rxmq0kBa0k+xS2W9roZlmbNii8YpDHKKRxm6d43LK0dBOq4ss4xMDg67c55wc8TrT7xdDhDt2xGrUFUX8uLjdonEjHBavR00m8dpVCuiBgxxAlJxRGvc3UvRYEdtWbSXoES5V1pQsFty5gMmLp2C0DI3Xd7L+TjKY6XKpSncbCY0G2LpVRDmsVtiypWOtnaJAWhp87/sov/tdn51jG20c5CA/5ackkEAKKbzKqwTabz2hoGDAQCKJWLDQoDeghnWsrjDmADSnQGoTJHjgaL6CSTOQ6rGQ0BKifEQQTdFJ9pgIJFt7HNjrzVCeHMIbHnQeJCwuFiI5JUWI6ngpZrGIGIfBIHYRNTSIvHQoBAsXykHC/kQOIEr6DV3Xqfi8gsJHvmDvP/ZGW6TGXTaOBXedx9iFYwdtHro7ZP2dZFDT1VKVp1aIFo6MdJF9/tk9sShHOCyKa1tahMUGsQ0QGRnCSmtp7vFDdl5BPZWpXMZl1FPPz/k5Nmw4cLCOdXjw4MLV4/OZMRMiRBJJJJNMFVVYsJBFFokksl/fT6rXgs3poykjhKqBxw6qBioKLekKmtWAWTGAFqLW4cZmNmIwWcnzJpMQUDhAU7dRi946x9JFHtrEDxIajeJHqbFRNEFqWmwzYWQroarCpEmwc6dwozVN/LegQPZAD2SkMy05bYSDYUpfKaXo0cKoS2swG5hy7VQW3DGfrMnZ/XyGpw9ZfycZTBx3qUpmJqxfDyNHwvjxwlLbuFH81t+1S5TVRrDZxOMXLuTmZwzdrqe+h3uYxjS+ztdpookruCLqKrfQQrj91h0KCtlk48ZNBhlYsHCIQ1ixkk9+h5xyhwUhuodUv40G1YkG2N3gSQBjGBwuMIYUnBkKWW47djdU5oVRNIWUgI2vHBrHlnN9vVr8IZ3j4UlXUY6sLNi0STjL8UtVFEW8zpwwITaTa7eLHHSklcPlEqkq6UYPDKQzLTlj+Fp8bH5mMxv+UERrpehNtaXbmHPrHOYsn4sj23GcZxh8dNXY4a5zE/aHyZ+fL+vvJAOb4y1VOXpUXHOurRUWWXm5sNQ2bIg9R3IyXHc9N//BxzRFCOYSFrKFLbzACyxiER/yIe/xHr/m1zTRhI7ObdzW7WmpqFiwECBAKqlkkMEhDmHDRg452LGzl70kkEAeeVRRhQlT1zllvRotFMDR4kcLetHTRYwjwQ2qyUiy34ZJV5lcChtnBDGENEIGhMOsXs2N1htJPbdnwSyd4+FNfJQjOxu++EK87jx0SAjpCBaLGDasqhKvPQsKxI9XRYUot5GtHIMPKaYlfUbz4SY2PL6Bzc9sJtAmMovpE9OZf+cCpl03FZPd3M9neProqrEDHXzNPgLugKy/kwxYdKcz1sTx3KpYxjlOQN/8eICpm0MsflEjbe1abv6Dn6nbYPFL8LNHzUytSGXxx1mk+r18oRSylrU8xEPUUx/NFBdR1O05RCIZqaSSTTaHOYwFC1680cUibtwkkYQVK0aMVFDRZftFfOzieW0VYU8rR33VmC0BbK4wxhBM2QE1+SYKGhI4Z6uPz77qYExrBudXjiLsrCf1oimkH/EyY6+NJTnPdThXKZglnYmPcqiqEMROpxgsjGCziYs+VquIbuTmiuOyE3poIMW05JRx17t557Z/UfpKKbomYkOjLx7NgrsWMOHfJ6Coaj+f4emnq8YOo83I7CWzKVlRIuvvJAOOaLQjOzvaxHHz94uZusfM4oNz+Nl1h5m6JcTiNVAyJcSWszRWf1Nn6WooPE9hw6IMnngshWpTHa8R4me/KCPMAbx4u/x4JkyECaOgkEwyXryYMePHzwhGUEcdHjy4cUfXZEdWUHeuhOuuQzmPPK7mapZ4v8mRne/wZkI1qUfcnLM1wEdfhuxamFpqwOYzMLrxIoxGC832ch523cyOXasJa04AnjU+B6MRfySSTnSOclRXi1yzyyUcaKf4NkJRxHGjES6+WGSlI4OE0n0eWgxKMS2XtgwsrClWKtZXoKgKkxdPZsGdC8idOaK/T+uM0tVWw2k3TGfK4sm4a2W0QzJwiMQUrnnNzc9mPsXUPRYWj5pGWgBKpgbYcpaH1cbPOZITZOM0eP7bQY5kQUYjtOWo3PN7I25TAJR6oL7Lj2HHTjrp1FMfFczJJOPCdUzbRbxg7k0lXE8dyhavzqbNz7Cm+EI8nga+HPZHz+k7a7NIS52AOSeBuvpdBIMufP4mVNXIvDnLmTp5Cdt3vkht7bYz9C8hGYzERznsdjE64PN1bOMwmcT9EyeKujurVdwvBwmHLnIAUdInHF5bRtr4NJLyk/v7VM4YnXPSWkij6WATlhQLKQUpLPnnUulGS/qFrgb9IkOAM5mJIQjGPfs5kuElo1bDak5iybo8nlhUTmKrRlOagbJMFyigGbr/OFashAljwkSIEDnkRLPKWWRRR12v6uFOpBKu830er5MdO9dw9OgGGhr2UlVdgq7HOqQtliTC4QBZWZOxWdMwGMy0th3lhus+iornKxfJ6IakZyJu9Pvvi/IaiK32BpGIGjECmpuFmA6FYPp0OUg41OhuAFGKaYnkJCl+ojjqREeo2VZD0BPk4l9dIhs7JKeV4wpmDB1EqyVoZOlbiTx9ZQ35R8DZdpjNEz0oOhg08Fu6Ec66aM4wK2bChHHgwI+fsYwliyyKKIquw7ZhYy97ySCDHHIwYuy27aKzKD5RIiIJTwEJAAAgAElEQVR667ZVtLRU4vE0oOux9g9FMZCfNx+bLZXmlnJmz7qZHTtWE9aCaFqYW5ZtPoWvvmQo0jm+oShCBNvtYojQ7xedzxEMhlgnNMhO6OGAFNMSSR/TVf2d1+llxLw8Lv3fS6UrLTlh4gVyd1VyPQnmiMu7kpUUUECAAJ/yKSZM2N0QDLhpStbQFaCLandFA0UHh0fBa1exqQnkKrlUUHFSDvPpqIfzeJ1s2vwMJZtW4PU2EQ77CYXEhkVFUUlKGkly0iiamg+Rkjyqg3j2epukGy3pkvj4ht8vGh81LbZUJX61t9EoRHRiopjb3blTRDnmzhXi2+2WUY6hihTTEslpIN6ddtW45GZDyQkTL5gXsjAqkCOi2ILluIL5Mz7DipVMMgEoo4wEEghpQVyK+1jhrIMppKApOuYAZNRDcgscGq+SoaeRbR9DtVId/Xg99SmfqsN8Ini8Tl7++7eoqPwcXdfinGgVVVXJzJyEIyFbRjkkvSLeia6pgfR00bJRVCQEcXydnaoKoT1+vHCpDQYZ5RiOSDEtkZwiXXVJayENd62bzEmZhHwhmZMeRpyIi3wiDvMkJqGj48RJKaUdBvbi4xR72EMuuZhDBg5yEM2giCUnXQhnVQOHRyXJZ6be4SOzAXKroToHMhvAGlBYUnIWG5fPZa7SdW65P2l0HuSDD+/hUNkHaFqIYDAWVk1NGUta2njaXNUyyiHpNfFOdEICfPKJyEKHwzEXWlGEC52UJI5pGlxwgYxyDGekmJZITpGuMtKuGhfJY1KoLqliwV3nSVd6iHMqLvKJOMx57bfIBr8ccqhvb87w4sWIET/+Y09QB6tfIWhSSFISyTnspyUhTHZ1CKsxkSX/cLBxVA1zCjWWrIF7nkln6vhvsWTK/aQpaWf4q9kzkTjHnj1v0NC4B5+vGdor81TVREpyAYGgm9SU0TLKIek18Z3QiiKEdGNjbK03iNYNk0n812oVDRwyyiEBKaYlklOmq4y0v83P11/4BiVPbuSCn18oXekhwOlwkfey97j35ZFHIYWYMOHChQ0bbtxYseLDR5DgMedq1I0kt0DYoJPVaCClzch1H+excUITc0zns+TBw9zzw8NM/byNJS8ppNa3X7e22WDptbByJYrSRXi6H4hv5cjMnEzxxidxu2sIhwNERDRAYmIeGelnYTLZZZRDclw6DxVWVYmIxoEDsVYOEMIZhBM9ZYrITANMnizuk1EOCUgxLZH0CTIjPTToi8G+7lzkXHJpoAETJjx4ohv8uruvllpChEgggRZa0NCiS0viUVFx4CA5nMgVhRk0zhnH+UUGlty3n3t+2igE8z8cpI6eDkeOQFOTmJ7atSsW/rRYRCg0JQXmzEFZ2f/iM76Vw+WqxeNpwGAw4/e3EhHRBoOFtNRxoCjMmX2LjHJIekUkymG3ix+BzZvFcGE8ZjM4HLBgAVRWCpc6J6djm4cUz5II3YnpQbm0RSLpLyKbDiMrwuUylsFB53xzCSVsYQurWU0llZRQwmpWs5SlhAiRRx4BAjTSiBs32WTzF/7CQQ6io5NHHiZMqKgc4AD11KOh9bilL3JfFVXo6Dhw0EADbkT+Nz62YcLEDGbgxs1sZvMjfsQKVjCd6Sz+q4fUB1bAzfPgjTcgKYuVj2XBhg1AG+QFhSI4ehTKy8UT2mxi0+Htd6D86Ef98C9wLBERvX3HajQtiMtVh8tVi66HCIUi19wVVNXIqJHnYzLZaG07KhesSI5LfCd0KCQWpsTHOEwmyM8XPyZGo3hMW5s4vnq1FM2SE0eKaYnkBIhsOix85Au5InyAEy+g48XzyQjmcsrJJRcVlYMcpI02ggSjbnN8XVznLX1XcRVP8RQNNFBOOb72Wxtt0XNNIYWL22/zmMd0pmPF2uHz+TN/FivAn10k+rieWgGpqWBOF9ewQVy3/vzz2DYJVRXXptPTxd937TxDX/3j8+ln91O6+xUMqhmvz0ko5EPTAgAYDGZSU8eRlJhHfcNuQiEP/kBL9H1ttlTmzVneX6cuGWDERzlsNjh4UDjQra2xx0Qy0JFO6EmTYoOEqirWe0v3WXKySDEtkfRAdw0eZodZutIDkO4EdD310XzzKladkGDu7DBHVl7nkdehLm4/+5nKVM7jPO7kToIEaaCBe7jnmPMcwQgu53Iu5VLO53xGMQqlq+LndnSnE+6/X7jLoSAkpIvrz5H4xtGj4u1ICFRVxWMvuwzl2b+eji/1KeHxOrHbMwgE3Hi9FUTiHEajDZstjS+d91N27XoZn7+ZhIQsli7+p3SiJR2ICOht26C+HjIzIRgUF2M6r/a2WESUI74TWtPkem9J3zEoxbSiKFcAV4wfP76/T0UyxMmelkPNlppjGjym3TBdutL9RE955+4EdCONFFMczTf3VjCHCfe4kERH5xCHeI3X8OLlt/yWIxzpcL5WrMxjHl/iS5zP+SxgASmknNgnvWYNvPJ/QiRPnCiOzZwJTifMmCkUQjgsVMNt/wn33IOSnt5HX/G+Q1Tc3c2hsg8IhfyEwyLaoigGUlIKsFpT0HWdBfN+zPSp10cFtHSiJXCsgB4xQvRDu91ijXcEg0FknidMEM6zwQAejxDPubni/WprZRZa0nfIAUSJJI7OTrQW0mg62IQ11UrujNxog4fskz5zdM47n8yAYDnlmDHjxk0yybTRFl15XUVVt4K5c9eyjs5BDrI27naUox3ON510LuACzm+/zWAGZswn/fnrTicsWgSNDaKK4Pzzhag+dAj27xcWm6LAd78Lv/wVyqhRp/ol73M8Xifbtr/AJ2vvxe+PxTVMJjtpqRNAUfje9R/LVg5Jt8QPE+7cKTLO8UtVFEVEPOz2WFe07ISW9DVyAFEi6QVdOdG+Zl+0Pszr9EpX+gzQl3nnAxwgRAgNLZpv3snObgXzcmIO6EpWcoADvMIrrGUt61h3jHjOIIOLuCiaeT6Xc1FR++6LsWaNiHb4fEIlFBeLSEewvSpv5Eh4+58oUwZe7MjjdbJ9x2qKNjxOa2tl1IkGhZSUAtJSx2M0WmltOyrdZ8kxxGehjxwR8Y3WVvGjEEFRhIC22yEQEBsKZZRDcqaRYloiiSPS1hEOhKNd0o5sByjIBo8zSF/lnSMDgplk8i2+Fc03x/M0HV3QSir5iI/4kA/5hE+oomNm/rSLZ+Iy0rfeKuoF0tLE5FRzs6i8A5gxA373EMqXv9ynH7uv0LQwr75+HYcOvY+mCQvRZLKTljYBTQszZ/YP2bFjNT5/83GeSTIcWbcObr9dtHDU14tEUwSDQYhku13cbzSKgUO7XUY5JP2DFNOSYU/naIe7zo3X6cWeaceR5WDaDdMBZIPHaaRzlAMgh5yo+3wyeefOA4Ld0Uwza1nLh+23veztcH8GGVHhfDEXcw7n9Ll4PoY1a+D116CyAtpa4dBBqKsT95nNcM018OxfUdTTfB4ngaaF2VX6dz5e+z84nfvbj4qKu5H550WdaFlxJ+mKtWvhvvtg/Xpx8aXzMGFioshC79kj7k9KEk0cFRWxv993nxTPkjOLFNOSYU/naEdCZgIV6yswWk0xJ1rXaS5rkq70aaKrKAeAGXOXfc69HRDsCj9+CimMiueNbERDi96fSCIXczELWcilXMokJvXYtNHX6E6ncKNHjIC3344V5EYaOrKywGIZcEJa0zVKS1/ho09+jtN5ABAVd2mpE0hMzKW+YTfBoLuDEy2jHZJIlGPfPpGDPnpUxDUiGAwippGWJh4TCIimx4KCmICeOBEef1wKaEn/IcW0ZNjR3ZBhW3UbuTNyAbBn2gn7Q0xZOjXqRP/bw5f1y/kOFyJOdHyUI5PMY/qce5t3jqChsZ3tUfH8KZ/iJbbBwYiRL/ElFrbf5jAHE6Yz+akDcdGO9HQ4UimuUQeDIhR60zL41a9QsrPP+HkdD03X2LPndT765Bc0NOyOHjcYLIwd82UURYh+WXEn6cxHH8HNN4v0ktMZc6HjO6ENBvF6MidHCOnGRvGjIQW0ZCAhxbRk2NGbIcPZt8zBU+eWTvQZxoyZHHLYwx72sY9GGpnBjG7jGp3zzhHqqecDPuBd3uU93qOOug73T2FKVDxfyIU4cHT5PGeUF1+Evz0vMtGRmoL0dMjLgwceQEntPqrSH+i6zt59/+Cjj/+bunqxDEZRVNJSJ6CoKi0t5bg9ddisaRgMos1EOtESgOefh9/8RpTRRAS0ogjxbLGIKMfo0bC7/bWZ2y0GD+WGQslARYppybAg3o2OONENexuwplrJPDvzmCHDWTfNktnoPqCnTuj4+yIECODEiR07X+Wr/JbfMoYxx/04YcIUU8w7vMO7vEsJJejEwpb55LOQhXyFr3Apl5JDzmn5fE8WfUMR/OIX0NIegbDbxYq2rCxhw734IiwfGCJU13X27/8XH6+7l+rqzdHjBoMFg8FMevoEAFTVyPRpN7Bjx2rCWrC/TlcyQGhrg5dfhsceg127YsdVVbjQkyaJ5ke/XzjRGRlwzjlyQ6FkcCDFtGRY0NmN1jWdprImLEnWaN0dyCHDviY+C11JJSWURHPRRRR1aOwAseDkBm7oMfMcoZpq3m2/fcAHNNEUvc+MmYu4iMvbb+dwzhnNPXdHNMrx858LS+7ee0HXYOXKWF+00SjWhIdCQl0AbO//WISu6xw89AGfrL2XI0c3AMKJdjhyMZsScHvqCYV8hMMBDAYzqmqUQ4bDHF0X2+3vvx8++KDjgs68PLFIJfJtX1UlctCy1k4yGJFiWjIs6Fx5l5CVQEt5C7ZUK1pIk0OGp5H4Vo7OndBjGUsiifjw0UQTt3Iri1ncpZAOEuQLvoi6z9voKM7GM56v8lUu53Iu4iISSDhTn2LvibR0FBTAhiJ46SWhGgDy84UVpyjCxnv7nwMm2lFW9gkffvxfHDlaBNCeg1YwGq3k5swAICVlNHX1uwgE2jo40TLaMfw4ehR+9Svx7e5yxY6npsY2EebnC7G9e7fIRbvdstZOMniRYloyLLCl2ZmydCrbVm3FkeMg0BZg3FfHU11S1cGJlkOGp4f4Vo7OndAePMxnPm7crGAFtdTyMA8DIvv8Du/wNm/zHu/RSmv0Oe3YuZRLuZzLuYzLGM/4/vr0ekW0pSM1FX52j1AVIEKio0eLvq8IweCAiHZUVKzng4/voaLi8+gxVTWSn3ceXl8jzc1luNw10Vy0HDIcvnz4objQsmuXyDdHUFVxscVshrPPhsOHhXA+fBhmzTo2yiFr7SSDESmmJUOSzo0dILLS7lo35kQzqkll4YMLKXlyo3SiT5GectERAgS67IQexzgyyaSGGkyYuJM7mcEM7ud+3uZtiijqkH0+l3Oj7vMFXIAFS398yifHypWwf5+oIwBhx02dKvq93G5h58XTj9GOo1UlfPDRPZSVfRQ9pqpGzOZEdD2M1ZqE1ZqEoqjH5KKlEz18WLdODBJu3AgtLR07oQ0G8fqwqkq8XgyHhYAuKIDSUnHxRUY5JEMFKaYlQ5KuGjtcNS5GXVQQdaPTxqZJJ7oP6CkXHSIUFcrppHfohH6apzFjxoOHOcwhQICHeIgKKqLPbcbMJVzCFVzB1/gaoxndf5/oSaKHQvDQQ3DvL4SiUBShICwWYcVlZg6YWEdN7XY+WXsve/a+GT2mqmYMBjMpKQW0tVURDgdlLnqY09IC//u/sGJF7AILCHd55EhRc2c0isclJIihQqNRPDYjQ1yIiVTcySiHZCggxbRkSNLVWnDpRp8+ustF11LLRVzEg+23SCe0Fy8v8zLNNHOQg2xgQ4fn+hpfYxGLWMjCgVFbd5Lon34Kty0XU1UgxHNSktiPDMKNHj2632Md9Q17+GTt/7Cr9O/RYwkJWVjMSXi8jYRCPpIS80hKzJO56GGKrote59//XlxMibjQRqMQ0Xa7eJ0YCIDDIQS0xyNiHLt3i3lau11W3EmGJlJMS4YknTPSkcYO6UafPrrKRU9iEiWU8ARP8GN+zBu8wb/xb5RQ0uF9ZzGLRe23mcw8/eu6TzN6TQ38v5/CCy+IA4mJwoFOThZKJLLirbpaKAvol1iHs+kQa9f9iu07XkDXxSCkoqgYjVbyRswFIBwOdBDQMhc9vHjlFTFMuHeveM0XwWAQ37pTp0JlZUf3+ZxzYq0caWkdtxXKijvJUESKacmQobvNhq1VraQUpEg3+jTTORdtxUoddYxhDG/wBo/yaPSxNmx8ha+wiEX8O/9OHnn9eOZ9hx4KwZNPikhHa6uIctx9D9x9N4pt4NQttrQe4dPPfs3mLX9B08SCGKPRSk72DPyB1uMOFkonemgTCIhN9g89BEVFseORhNK550JNjYj6V1YKsRzvPndu5ZDbCiVDHSmmJUOG7jYbBj3BDmvBJX1PJBedRhoWLDhx4sGDCxe7EBsaMsnkCq7gaq5mIQuxMbT+PfSiIrj1Fti6VRz493+HPzyOMm5c/55YHC5XLZ+tf5CSkhWEwn4g4kTbUFUDdns6dnu6HCwcppSWChf6zTeF0wxCQGdni9eGdrsYGqyp6ThI2JX7LFs5JMOJQSmmFUW5Arhi/PiBXYUlObN0lZN2ZDsYMS9PutKnkclMRkHBiZONbCREKHrfWMbydb7O1VzNAhZgwNCPZ3p60J1O+NnP4Jk/iyBpQQE89ge48sroivr+xuttYv0XD1FU/AeCQTExZjBYSE0dAzq43LVy4cowpa1NCN9nnxWDgxEcDuFQm81iSPDw4Z4HCaX7LBnODEoxrev6W8Bbs2fPvqm/z0UycOguJz13+dz+PrUhRxVVvMZrvM7rrGMdYcLR+2Yxi6vbb5OYNCA2D54OdF2H55+Hn/4EGhpEgPSun8DPf46SMDAWxvj9bRRt+APrCx/C7xflvwaDBV0PYzCYSEsVhkRy8ig5WDiMWLtWONA7dkBTU2xvUGQBp9kMkydDeXmsE7pzlEMOEkokMQalmJZIuiPiTgfcAVSTKh3pPqSccl5tv33BF9HjBgx8mS9zNVdzJVcyilH9eJZnBr20VEQ6Pv1UHLj4YnjiSZRzzunX84oQDPnYWLKCzz6/H4+nARBxDlU1MTL/PNyeOrlwZZixbh08/DAUFnYU0CDaOMaOhbq6WCd0efnxoxxykFAiEUgxLRm0dLWYBcBoM9J8uLnDZkPJyXGAA7zKqzzMwzTQED1uxMhX+AqLWcwiFnW5/nsoonu98Otfw8MPiWqDzEx45FFYunRARDrC4SBbtq3ik7X34nLVAKCqJkDBYklE04KYzQmYzWNkLnqIs24d/OlPcOiQiGdENg9GUBQxJBhxmN3u43dCyyiHRNI1UkxLBi3dLWY566qz8dS5pSt9kpRSGnWgtxFzKFVUUklFRyeffJppppXWDhsKhzL6++8LN/rQIXHgpmXw4IP9vmgFQNM1Nm9+hg8//i+83vYNiygYjRZGjbyANleVXLgyDIgI6G3bxJCg1SrEcvwwocEgYhoGg4j4JybKTmiJ5FSRYloyaOluMcusm2ZJR/oE0NHZznZe5VVe4RV2szt6nwMHV3EVX/AFZ3M2YcJ8xmdUUhldzBLZdth5hfhQQa+thTvvgDVrxIHJk+GplSjnnXf893U64f77RY76NIhuXdfZvmM1733wU9zumvajCpkZ56Kj09JyGJ+/SS5cGaJExHNZmXCVq6pEZOPwYXHhpK1NPE5VRXwjMVGIaNkJLZH0LVJMSwYt3Q0cSiHdO3axi5d4iZd5mf3sjx5PIQUVlTTSSCedBSxgO9sxtN86L2ZJIYVHeIQyyniYh/vxM+pbdE2Dv/wF7v5/0NwMNhv8zy/hjjtQIotWjseaNfD6a6IOoY+3G27d9jfeee92fL5IBYOCyWRHUVTR0gGoqqFDlEPmoocO69bBXXcJB9ligeJi8Pk6PsZsFgLaZBLNHH7/se6z7ISWSE4dKaYlgxo5cNgzy1jGNKZFXeNv8208eDjIQfawJ/q4TDLR0Ehrvx3lKOMYh47OKlZxkIPo6GSS2WExiw0bPnzcxV0sYUk/fqZ9i757N/zwZvjsM3Hg8svFgOGYMb1/DqdTXB8fPRpeXI2+ZEmfuNMHDr7Pv979EY2Ne9uPKKSnT0RRVFyumuNW3EknenATcaPff18MCmoaeL2x+00mIZJVVfzd74cJE3p2n2UntERyakgxLRlUdDV06K5z42/18+UHFkpXuhMllFBEEb/jd2hoHOFI9D4FhTTSyCKLH/JDnuEZCiggQIDtbKeYYvLabyoq+9hHI42kk04mmVixspSlLGHJkBlA1P1+ePBBeOB+YeVlZYnO6O98p9cDhtFoR3Y2hIKQkC6ut7/44im50+UV63nr7WXUN5QCoChGbLY0AoE2LJZEbNY0kpNGyijHEObjj+Hmm8WFktbW2HGjUbjTxvbf6BH32eeT7rNEciaQYloyqOhq6BAd0s/KkK50HEc4wt/5O3vZiwdPh/tSSGEUo9jHPjS0Y9znPPKiUY4DHKCeeuzY+Spf5bf8lgd4gGlMG1IiGkD//HO4eZlQIQA/uBF+97sTd5PXrIFX/k9YgxMnimNpaSflTnu8TjYU/5Ft256nqflQ9LjBYGZ0wcUYDGaaW8pllGOI0TkL7fcLJ7muTrjREUwmIaIdDnEBRLrPEkn/IMW0ZFDR1dCh0Wbk2698e9i70jXU8Aqv8BIvsZ710eMGDGSTzQhGsJvd+PHjwoUZc4fss4rKQQ7SRhtBgoQJk0sut3ALN3JjVDg/zdP99SmeFvSWFrHB8KkV4sDEibDyaZReKo/4IUN0XUQ7LBYxDXbWWeJBZrOYCOulO+3xOtlY8hRFGx7D46lvP6pgtSSjoxMOB6KPlVGOoUUkC22zQUuL2E4fL6AVBfLzRW3doUNioNDjke6zRNKfSDEtGVTIocOONNDAq7zKy7zMOtahITYxWLHyNb7GJjZxDucQJowTJzo64xhHJplUU90h+1xDDZlkkk02eeRxNVd3ENFDEf3NN+G25XD0qLhGfvc9onnDau39k8QPGYKIdvh8Isy6a5fooo6wvWen2ON1UrThcYo2PIbf3xI9rqpGCkZdiMlkJxwOyCjHECPeia6sFN86LS3i9VcEq1VENoJBMTyYlydesx04IC6CSPdZIuk/pJiWDDqG+9ChGzf/4B+sZjXv8R4hQgCYMPE1vsY1XMMVXEEiicxkJvXUY8LEDdzA0zyNGTM+fMdkn4spZi5zh1x8oyv0mhr40X/CK6+IA/PmwdN/RplyYt9LHYYMn1slbMO0NMjJEZnrtjZ4+5+9ina0tB7hr6su6hDnSLBnYbYk4nJV4w+0oqpGua1wiBDfCV1XJ6IaLpcQ0RFUVQhoq1WI6IkTYxsJNU240QUF8MgjUkRLJP2JFNOSQUfEnS585Iths+UwRIgP+ZDVrOZ1XseNWGVmwMBlXMY1XMPVXE0KKSxjGU00sZjFzGZ2h3zzNrZF376buzvct5yh72rqug6rVsFP7hI7lRMS4Df3w/LlKAZD75+nqyHDAweEmM7OFg/qZbSjrn43r75+LbW1W9F1cWVBVY0oioGcnOkYDGZMJrvcVjgE6CygMzLERRGfLyaiFUVcJElOjrVxaJoQ1Z03Eo4ZI3ugJZKBgBTTkgFNdyvDsyZncc43zhnSrrSOTjHFrGY1L/MyddRF75vPfJaylG/zbbLI6vB+JZSwhS0dlql0lXceatnn46GXlYkBww8/FAcuu0wsXykoOPEn62rIUNOEQC+vAGOcMO8m2uH2NPDe+z9h+44X0HURirVYksnIOBurJblDlENuKxz8RLLQJhNUV4ucc7wLbTSK13YTJ8LevUJgjxsnkkIgjsuNhBLJwESKacmApruV4Xnz8pm7fG4/ntnpYx/7WN1+O8jB6PGzOCtaRTeOcT0+Rw45BAiwilVDfkPh8dDDYXjiCfivnwkFk5YGv38Mrr2213V3HZ4vEu3oPGQ4Y4bY4fzdG1B6cKLdnkbe/+AnbN+xGq3dZTYYzACkpY3HaknuNsoh3eiBT+cmDkURsYzDh0XWua1NzKmCuE9VRcTDYhEudHa2+G9jo3j8zJnicS6XGDyUTrREMvCQYloyoOluZfhQc6RrqOElXmI1qymhJHo8hxwWs5ilLGUmM1HovfgzYyaHHNy4h+SGwt6g794NN/4ACgvFge98B/7wOEpWVs/v2Pl54hs71qw54SFDj9fJjp1r2LfvLSqPFMUNFypkZ00hKSmfltZKZkz/noxyDGIi7nNCgnCaS0piQ4Txw4QWi3CYbTZwi8RWtBNaus8SyeBDimnJgKNztMNd58br9GLPtOPIcgyZ9o5WWnmd11nNaj7io2gTRyKJfJNvspSlXMIlGOh9ljeeAAGcODFhGnIbCo+HHgzCww/Dr34pBgFzc+HJFShXXXVyTxhp7MjKgjfe6PWQYUREbyx5kqamQ4RCYt+zohgwGMzouo7DkYOiqDLKMUiJd6JraiA1NfYaKxBrMMRgiGWhx44VdeZ+f6wHOr4TWrrPEsngQoppyYCjc7QjITOBivUVGK2mQe9KRwYJn+d5Xud1fAhxZcLEFVzBUpayiEXYOLUXCzXURBs8hkM7Rzz6tm3wg+/D5s3iwPd/AA8/jJKScnLPF9/Y8dQKoZbM6eLOboYMPV4nmzY/w4bix/F4GgiH/dH70tImkJoyFtBlxd0gJX6QsL4eRo0SQriuTgwUxmO1CiE9ebIQ0JGkUfxSFdkJLZEMbqSYlgw4Okc7AOyZdsL+EFOWTh2UrvQOdvAcz7Ga1dRQEz1+IReylKV8i2/1WZ65c4PHcEEPBOA3vxGrwEMhoVae/jPKV75ycs/XVWOHyyWeuzNx0Q6P18mal66i8khhdLAQFGy2VIJBL1ZrMqDLirtBROccdE2NuDDR0iLiGbt2dVysYjSKyIaqij8Wi0gCeb2xJg4poCWSoYMU05IBR1eLWWbfMgdPnXtQuadT2J8AACAASURBVNK11LKGNTzHc2xla/T4BCbwXb7LtVxLASfRJHEchltLB4BeUgLf/57Ypwyw/DZ44AEUh6Pnd+yJrho7Zs7sNtbR6DzIe+//hENl7xMK+aI1d4piYGT+AqzWlGNWf4N0ogcqXbnP+fmwYYNwl5uaxPEIiiIiGi6X+Ps558gmDolkuCDFtKTf6ar+TgtpuGvdmBPNqCaVWTfNGhSOtA8fb/EWz/Ec7/IuYYRdlUoq13AN13M985h3QoOEku7R/X741a/god8Ja3D8eHjmLygXXnjiz3WSa8E9Xidbtz3PJ2v/h0CgNfp8CQnZpKaOpaWlAl0P43LXyFz0AKY79zmyIKWsDJqbhYjWNOEyQ8yFBpgzR0Q3ZBOHRDK8kGJa0u90V3836qICqkuqBvxiFh2dQgp5jud4mZdpQTQ1GDFyJVdyPdeziEVYsPTzmQ4t9OJi4UaXlgrFcvsd8Otfo0SUzYlygmvBPV4nJZueprDoEbxeZ5wTrZKWNoGU5AIMBjOhkE9W3A1w4ls4srOhuFj806elCUc5FIrNmoL4djObhftcViZee8kmDolk+CLFtKTf6a7+buGDCyl5cuOAjXaUUcbf+BvP83yHPuhZzOJ6rucarjlmocrpYBnLmMa0YdMjrft88MtfwsMPCaE7cSI8+1eU8847+ec8wbXgbk8jzz13CbV1OwBRGmw2J5KRfjbBkJc5s38ooxyDgIgb/eGHwmGeMEGkevx+IaCLi8W32P9n787Doz7Pe/+/nxnNaBdoQRISBuRgvICMjWW8JClJQ5yc/ozr49ZpgDihTUzjpSe5Qs6vTmlOUqflalrTX5uYLGQ5ZBE0cWOndhx3sZtgp3YCMjYIG4jBYhOWkDUS2kaMNPP9/fEw0mg0kkZCs0mfVy4uoa9Gw6PaV6+b2/fzucOysuwilTNnbKxdVZX9upI4RGY3FdOSEvHE35VcXsJtj3wghaccbZBBvs/3+R7f43meH3peRRUf4SPcwz0sZ3lSzxRr4+FMLaqdvXvhjzfaWASXCzZ/Fh5+GJM7tf9yMdm14O3rPsiTT93LqdO/Glq4Ai5cLjcLqm8mKyubru5mjXKkqbFGOUIhWzy/+qrtLIc70GDTOMAW0gUF9l+LUMgW0rpIKCKQRsW0MeZq4FNAGfCc4zhfT/GRJIEyNf7OjZutbOU4x8kll7u4i4/yUd7H+6acBz0dZvrGw1Hd6CuvhP+7E3PzzZf2xnGsBe/zDLJ/8ds0nv0Cb39981DMncvlobTkCgoLq2h7+zADAz30X+gYemt1o9PDWBcJw6McOTm2kPb77biG32//LuV224L71ltt3F1k9/nhh1U8i8iwhBbTxpjvArcD5xzHWR7x/IPAPwFu4NuO4/yt4ziHgU8aY1zAtxJ5Lkm9TI2/Mxi+yBcZYIA/5A8ppDDVRxoyUzceOvv22W70669fcjc6rkuGF9eC991zN/tXwm/2fpWenjYcZxB7n9TgcrkpL19Gfl65Iu7SzEQXCU+etP/Ie3vtBM/Bg8Pf63bbzvTKlbbwrqqy2dHqPovIeBLdmd4JPAp8P/zAGOMGtgPvB84A+4wxTzqO87ox5g7goYvfIzNYJsfffYSPpPoIMc20jYfOhQvwpS/Bl//WJnUsXWq70bfcMvU3jeOSYXteP89dd5YTb/8fBp53MzDQN/Ttc+YsorTkCnp6W1l5/Sc0F50mJuo+l5baODuXy35saLB/lwpbtMh2nd96y3apq6rs37lUPItIPBJaTDuO87wxZnHU41XAMcdx3gQwxvwz8PvA647jPAk8aYx5GtiVyLNJcs2k+Lt0NNM2HjqvvAIbPwaNjfa/uX9mM3zpS5fWjb7//nEvGfb1+zj0Vx9iT8M/0NfXYxeuXByLdrk8GOOirPRK3G6vIu5SLJ7uc36+HXV3u238eF/fyMUqhYW2M11QAMuW2fg6rxe2bVMRLSKTk4qZ6WrgdMTnZ4CbjDHvAe4CsoGfj/XNxphNwCaAhQsXJu6UMq0yPf4unc2kjYfOwIAtfP/mr22LcMkSm9TxrndN/U3D3ejTp2JeMuxzB9h/2Sn2lRzHv+cgQTdDmwu93kLK5y0jO7tIq7/TxFgxdqWldt45O9v+q3PkiE3l6O8f/l5j7BhHURFcc43tRIcvEtbUKIlDRKYmFcV0rG0VjuM4vwR+OdE3O46zA+yKt7q6OmeCl0uayNT4u3QVGYc3UzYeOocO2W70/v32wYN/ZrcY5udP/T3DkXfV1fDMM3arBgxdMuw7+yY/vvkEp0r7CLkuflMQsrPnkJtbwq23bKaxsR5/v09z0Sk2VozdwIAtkE+csJ3l7m7bcY6MtPN4oLbWvvb0afsfJHSRUESmSyqK6TPAZRGfLwDOjvFamSFizUina/xdOorOkp5JcXhOMAiPPAJf+D+2Clq0yHaj3/veqb9ndORdd5etrtraID+f9puW8lzpK7xZ3UTQYxhuNhsqymspKrqM7p6zo0Y51IlOnvFi7IJBex/1mmts3nNPjy2iBweHv9/thssus93ohQvta668Er76VRXQIjK9UlFM7wOuMMbUAM3AhyHDb0pJXMLd6UBvIK3j79JFZAEdXTwPMkg11Rkfh+f89rc2qeOll+yDezfBI49gCi8xJSU68u7wYXC76Tt7nEPv8PGLpa34sy8O0A6A2+2leO7l9F/owuvNp7evdeitVEAn33ijHPn5dnwDbBJHeMEK2H/cRUW2A11VBStWaHRDRBIv0dF4u4H3AGXGmDPAFxzH+Y4x5kHg37HReN91HOe1Sb7vWmDtkiVLpvvIkkDh7vRL217UjHQcIgvoNtpYxjIcHHayk+Mcx8GhmuqMjMNzQiHYvh0e+nM76FpVBd/+DuaDH5za+00Qede38mr2l51ib+lxevPOEWT4JlphYRVlpVfh8eTR1d2sUY4UmmiU4803bTF97tzIy4Rer+1CFxTY71EBLSLJlOg0j3VjPP8541wyjON9nwKeqquru3eq7yGJN1aCh7fAq650nMLLWNppZy97qb74PxcujnOcbrqZx7yMisNzTp6Ej/8J/Nd/2Qcf+Qj801eGVnVPyRiRd33eIPtdL/LSVX30ZQdxhm5sGObOWUSWJ5dVNz5AY2M9FwJdgDrRyRTPKMfVV9vCuqfH7tIJC18mfNe74POfh/e8J2U/hojMcmmzAVFmnrESPFZsvE5d6Unw4sWDBxcujnGMNtoIEWIe86iggo/y0YxI8nAcB3buhE9/yg64zpsHX/8G5q67pvZ+MSLv+nZ9m0PVPs7cOEB5oIi9ZQ493h5C7uG7ysa4uWzBLeTkzNXq7xSIJxM6P9/+B4uBAZsJHTkLPXeuvTyYlwf/+I/qQItI6qmYloQZK8FDXenJCRBggAGCBJnPfO7jPg5xiFWsyogiGsBpbYU/3QRPPmkf3HknfOObmPLyqb9pRORdn/FzaHEXr+b+lp7cEH15DkeccwTcwaH8oLzcMkpKlnC+6zSOE6Snt2XordSNTpzJZEJnZcHRo3a0o7Nz+D2ysuwIx5IldopHMXYikk5UTEvCjJXgoa50/MLLWK7neu7kTj7BJzKieI7k/OQncN8n4e237e2wr3wV7rkHY2KlZI7zPjHmovsWlbO/7V9p+B1DICtEln+QnlwHx8Cg3VKPCYHBxfz5K3G7vQwGL2guOsHi6T6HM6GDQTh+3BbWvb2jI+08HvjAB+BTn1LxLCLpKSOLaV1AzBxK8Ji6TF/G4nR2wqf+F/zgB/bB+95nI+8uu2z8bxzLxU5036JyDl1o4Myyo3R7+zlVGsAdMjjGRSjPTSjLzgS43V5KS6+kIL+StrdfH7FwRZ3oxIlM4ojVfQ5nQocj7QIB+yvM5YLLL7dZ0MGgNhKKSPozjpO5e0/q6uqchoaGVB9DJrB3+96hBI9VD6xK9XEkCZxnn4U/+WM4c8ZWTV/+O7j/fozLNfE3x9B79jj7P/tejlR2EnKC9GQP4M8OUtrhot89SFcRhC52ol0hQ14oh3f+3lZef/3HBEMDhEJBNt7z3FA3+o7bZ8aim3QROcrR0mI7zwsXwgsv2KSNYNB2ocGu9e7vt0X2wPAyScrK7GuXLLEdao1yiEi6Mca87DhOXfTzjOxMS2apXbeczqYOdaVnCae/f7iQvukm+N73MUuXTum9es8eZ/9X/5h9uYfoe8d5HBfk90Gfx8E4Bn9hFue9g0Nz0YWF1eTnzwMMt978aa5f8TEtXEmQsUY5jh61Hen8fHtJ8MIFu0Cls9N2pbu6ht/D67Wd6KoqWLlSxbOIZCYV05JwuSV52nI4i5icHJxvf8cOyD70ECZr8v9vpt13nGef+xwnjzwDTh8XBh08jpuQAyXnXQy4AvTlOZzP6gcH5vR58Gbl8/FPNo6YhVYBPX3ivUhYWGg7yydO2MCWI0dsB9px7Jy0MTaNY84cu+L7z/5MBbSIZDYV0zKtYmVLA1TVVbF2xx0pOJGkgrntNrjttkl9T5/fx8v7v83Ro/9KR2cT/r523IEBLuvIpcvjp6vYYcAV4mRVkNDFaZGK8msxxuByewiFgiqeE2S8jYSRFwlPnLDd6cZGOw/91lvD75Gdbdd/P/ww3H57yn4UEZFpp2JaptVY2dIVKypTeKrMEblCPJPWgl+KcBG9r+Hr9PWewwkEWHDZzfT2Qadpoc8bwBVyCBEi5LJ3PDwDLgop4P5PHsDv71AyR4JMtJHwxAk7ytHfb1//9tsjtxO6XLB4MTz0ENyrFVsiMkNlZDGtNI/0pWzpSxO5QnwDG2Z0UT00ynFqD2C4cKELz6CL0GAQ71vteFv6GSjMpq/IcD57EHBwu7P5/bXfxt/fyblzBwGNcky3WLPQkRsJr7lmeBa6p8embrS2joy0Kyiw4xt/+Zf2tSIiM5nSPGTa7d2+dyhbOrzxUCke8VnJSqqpJkAAHz48eGZUUT1qlMPfjtt4uMxfRldZNt1txxl0OVS2Z9ExJ0Rvjo25yx/wUnMuH0/NVdz50Isp/ilmlrFmoX/7W5u8YYy9QBjm9UJxMbzxxsjNhMbY7YQ33gh/8ReagxaRmUdpHpI0ypa+dF68VFJJL71sYxtNNPEIj6T6WFM2YpSjrw3HCbGg+mZ6+87R2fYG/s63KOovJu9CLs3FfZwpD4AB48DqI5Xcerwcb9ANLE/1jzKjxDsLDXa0Y3AQOjpswR1WVGS71V/6EqxZk5qfQ0QklVRMy7QLbz4MZ0tr4+HkRXamN7OZ9axP9ZGmJOYohyePUGgArzcfr1mAOfYmy3wV/LrqBN2lgLFZ0Zd1FFB0ywd57xd+nOofY8aZzCx0eDNhZBc6Nxc+9CF7mXDhwpT9GCIiaUHFtCSEsqWnLrxCfCMbM3L7YcxRDreXyxbcSld3M91dZwj6+wj292LeasXvHeRXi0/jv7jUY25/Lve8cROlJ3vgCs0KTLfIbvR4s9CFhTYbOjwJaIyNs/vc5+z3R45+iIjMZiqmJSGULT0sOqEj8vOHeGjE1zJxhXif30fjod00N/+GefOWxx7l6GzC3++jqLCaoo4QrX1H6Th9kPNBH8FcW60tOu3m/b/MYkHeFZB13r75QSV0TIdYGwqLimxBHV6q0tRkLw6G0zi6u+33ulz2kuHNN8NnP6tZaBGRaBl5ATEizePeN954I9XHmdWUKx1bZMG8hjW4cQ9dJvwm3ySbbDx4OM1p5jGPHHIy6qJhZPc5GArQ09OK39+O11s4YpRj0cLfAaDz/EnqbvhTDr7yPfzHGjmfG2DQbeMfcgaz+J9N17P0fDmmpRU+thHzgNI5LtVYGwqff94WyMuW2a7zoUN2vCMQGO5Cu1z2MmFtLXzxi/Ce96TyJxERSQ8z6gKi4zhPAU/V1dUpuTTFlCsdW2TEXRttLGMZDg472clxjnM5l1NIIe2000svFVTwHb6TtpF443Wf8/PL6etrx+VyUVmxwo5ydJ8lGBwgGAzgdntxubJYvPB3OPKfX+VMgQ0lLuh18bsvz2FF5yLcziBw8S9l6kZPyWQ2FPb02NEOl8v+PmzuXNi4Eb7wBft7ERGZWEYW05I+lCttxVq2UkklAQK0085e9lJ98X8uXBznOH304cGDCxcnOcl85jOXuWmV3hEuol89sHO4+3z8P0Z0n8tKr8TrLRg5ylFYzbm21wgEugkM9NLVeZqvfeNaMOAddPOu1iXcfLoar98P//k0pjgzRlrSzVjd51ipHIODNu7O7R4e4QD7eXEx/PVfw6ZNdjZaRETip2JaLkk4uSOcK+33+Vmx8bpZkeARWUBHL1sZxEYfePEOFczHOEYbbYQI8Q7ewTzm8RZv4cbNIhaRSy799KdFekd4jKPh5a8TCPTg8eSP2X0GKJ5bgzEurluxkcbGeoKhAXJzS6iuvom9+7YTCg3gCkHdkQJWD9xC/mC2/f8+A12waxdorGNM0R1nY2w3ebzuc2QqR06O/XogMDKRw+uF+fPh+uvh05/WLLSIyFSpmJZLNltzpSca5XBwmMc8BhggSJD5zOc+7uOH/BAvXvrpp5TSETPTqbx4GDnK0dXVzKnT/43b7cUYw/zKleN2n4OhAVyuLG668QGuueoPePpf7+W3x5/h3LlGAJa9Vcrv/tJF6eleeEcrZEVEQWisY4SxxjWysmD/fvua5cvtmEasTOgTJ2x0XW+vXe89ODgykaOqyqZyfO1rKqBFRKaDimm5ZLMlV3qyoxy/5be00871XM+d3Mkn+ATFFPMGbwwldvw5f57y9I5YoxylpUspnltDT28rg4N2xjlW9zk/v5wN657m4KFdtLS8yqHXfsSzz32Ojs4mMLAoawnvz7uTBT/7JVxRCYUtumAYQzzjGqdO2W4y2A50dCb0hQt2Brqjw76mv3/4/QsKbOe6qgquuw4efFCFtIjIdImrmDbG/B3w14Af+DdgBfBpx3F+mMCzSZqKleARGgzhLfDO6K70ZEY58sjjf/A/+DJfpoaaEe+zgx0xf59s441yFBUuAGDOnIUxu8/XLl/PwUO7aG09QG5uMeXzlnHgwPfY/8q3ASjryWXNiSVcecKLMXtsthrYj7vqcdav15z0RZG5z+ONa/T12WLaGPv7cAHd22vHNY4fHznGkZVli+eiIrjqKhXQIiKJEm9n+jbHcf5fY8z/BM4AdwO/AFRMz0JjJXjMxFnpyG40DHeiJxrlCHeh0028oxw9vS3k5pTgdntHdJ9bW+1IRm5uMTfd+ADnzr1G/e61/PaNnwFQEMrnvdkf5Lo9J3BXzIfWA7b6q6iwB/B6bYU4y+ekx8p9jh7XCBfMkcUz2N9XVtpYu2AQjh4dfu/8fFixwm4nfN/7UvLjiYjMKvEW056LH38P2O04js+k8Mp3RM50ys4wm82mBI/ouehyyvHipZJKjnBkzFGOdDJWJnS8oxwwXDyHdXWf5Re//AKvvPpdHCeE11vAO92rufmbB8gOvQxLl9oXhkJ27uDkqVk/Jz3WKMfRo7YjnZ8/XDBnZdkC+uqrbcGck2NfHy6eg0F45ZXh987OtivB/+qv4K67UvcziojMRvEW008ZY45gxzzuN8bMA/on+J6EUc50as3kBI945qIrqCCX3HFHOdJBuIgeKxN6MqMcYf0XuvjvF/+el17axsCgH5dxU1d3P6uv/TMKPvQn4M6F1rNw5ZX2G66/3rZeZ+Gc9GRyn3t7bSd60SI4fNiOa+TlDSduzJ1rvx4I2MZ+f7+dj37ve2HLFju+4XKl+icWEZmd4iqmHcd5yBjzZaDLcZygMaYP+P3EHk3SxVgz0r2tvXgLvTOqKz3RXPQggzTRxDt5J8/xXNp1oQHafcd59rnPcfLUHsCMmQkd7ygHQDA4wMv7v8Uv93yR3r42AK6+/Hbed3AeZbf8tR3bGLxY5YVC8NprMG/e8KFmSSd6MrnP4VGORYtsMkd3tx0pX7TIXjYsKLCvzc2FffuG/4zly+ETn4CPfMS+n4iIpFa8FxDzgAeAhcAmoAq4EvhZ4o4m6WKsGemFqxfxVsPZGZfgMdZctBcvBRRwP/en7ThH46HdPP/C3+D3t+N2e7lswa1xZULD6FEOAMdxOHzkCZ597iHafW8AcNmCW7nt/X/PZU++Aj/ZBmXfgp/+1FaClZW2fdrdDT+b+ctY4u0+x0reCI9ylJXB4sXQ3g6trVBeDpdfDr/4BRw7Zv+c/Hz48Ifh3nth1SotVhERSSfxjnn8X+Bl4NaLn58BHkPF9Kww1oz0mr9dQ8PX9mV8Vzr6kiEQcy76i3wxpRF2Y4lO5SifV0tv37m4MqFjjXKEnTr9Iv/xn/+b02deBKC05ArW3PSXXPWjA5j3VEJ9va0Cv/F1u0LPe7FNOksuGUamcFRUjN99jrxIePXVI0c5urrsiMYf/ZF9z2efHf4zVq2yXegPf9iOg4iISPqJt5h+h+M4f2SMWQfgOI7fpPIGoiTVWDPSJZeXcNsjH0j18S5ZrEuGDg4+fBkxF/3jx+4ekcrh9ebj9Y6fCR1rlCOsvf0N/vO5hzh85HEA8vPm8Z7VX+SGlffi+sYOeOIJOH3ajnXkl9p1fJGZbGEzdLQj3I1+9lnbXb7iClsMj9d9jrxIGDnKUVRkO9GrV8OXvmTff+5cuOce+PjHbSqHiIikt3iL6YAxJhdwAIwx7wAuJOxUknZm0pbDiS4Z/opfUU45n+ST3Mu9adeJhpFz0YWFVSNSOYLBAG63d8xM6OjiOayn9xx7nn+Yhpe/SSg0iCcrl1tu2cw7b/3f5GQX4fh8thtdXQ3PPAM33mi/ceXKGT3WMdYoRyhkO8+vvw7XXDN+9zl8kbCqyo5yLF0KX/nKcO5zfz+8+qrtTt91l52TFhGRzBBvMf1F7LKWy4wx9cA7gT9O1KEk/cykLYfjXTIso4wccrjABc5xLq0K6ciIu47OpqG56LFSOcLGK6ABAgN9vPTr/4///u8vcyHQjTEurr/uT/jd9zxM4WAubHkYZ8sW2L3bdqO7u2wl2dZmq8sZONYRz0XC/HxbPLvdwxcJx+s+P/zw2EtTcnLgySeT+iOKiMg0iTfN4z+MMS8DNwMG+JTjOG8n9GSSdmrXLaezqSMju9LxLl+poAIPHjawgfWsT/GprVgRdwuqbx6ai54olWMi3//BGk6feQmAK5b8Hu9f82UqypcD4GzfDk88bqvB8CXDw4dtBfnmm2Bcw/nRM2SsI96NhOEYO7fbRttN1H0WEZGZyTiOM/GLjHnOcZz3TfQs2erq6pyGhoZUHkEyxEpW4saNBw+nOc0yluG5uIvol/ySAAFKKWULW9LmkmHkxcKenhbADEXcLVr4OwB0nj9J3Q1/OjQXHQoFuW/T/kn9OQcO/oCXfvOP3Lbm77m85neHnjs+H9x+O+Tm2BmH4mI74hE2g/KjY20kXLgQXnjBFsnBoL1QCLYbHQzCu98Nb79tEzcGB2HNGq3sFhGZyYwxLzuOUxf9fNzOtDEmB8gDyowxxdiuNEARNh4vJbQBUSaS6ctXoi8Wulwe5sxZOBRxN95c9GTV1m6gtnYDLmO3fjg+H2zdaiMqZvAlw0vdSBgK2UJ70SLYtk1FtIjIbDXRmMefAp/GFs4vM1xMdwHbE3iucWkDYuLFWtQCUFVXxdodd6TgRJOTqctXxrtYGCviLmyiuejxhIvoIbt3w788ZiMqwmvBM/SSYfTlQWPs3wsudSNheJSjpkbdaBGR2W7cYtpxnH8yxjwK/IXjOF9K0pkkDYy1qKViRWUKTzW+eOei03H5SqyFK2NdLJzKXHS8hhI7srPhbMRa8Ay6ZBir45ybC/svTr8sX24TOCa7kTCei4QiIjL7THgB8eL68N8DVEzPImMtaknny4ex8qLTffnKeAtXxrtYeCmd6GhDYx2RiR0ZuhZ8rMuDbrf9+wDYzyezkVAXCUVEZDzxRuP9hzHmD4DHnXhuLErGG2tRSzpF4s20uejxFq7ApY1yRBtVQEcndmToWvBHH7WFdFHRyI5zV5e9P2mMLZgn2kjo8dgGvQpoERGZSLzF9GeAfCBojPFjZ6cdx3GKEnYySapYM9KhwRC9rb14C71p2ZWeiXPR03mxcFzRBXQGrwWPnIs+fhyuuso+j+w4gy2qw88nyoTWHLSIiMQr3pzpwkQfRFJrrBnphasX8VbD2bRd1DJT56LDpqsbPaIT7Ti27RpZQJdlVmLHWEkcJ0/aIrm2duTlwcJC22gHO7ahTGgREZkucRXTxhgDbABqHMf5kjHmMmC+4zh7E3o6SZqxZqTX/O0aGr62L2260tGXDIEZOxd9qWKOctRcHHEZHABPoa1Ec3LsszRO7BhrpXd0EseSJbaYfuMNWLVquOM8b559fTjNY8ECXSQUEZHpEe+Yx9eAEPC72IuIPdhovBsTdC5JsrFmpEsuL+G2Rz6Q6uMNiXXJ0MHBh2/Wz0VHFs+muDj2KMf3dtqKsqQEmpvtzbzWVlt1ptlYRzwrvaOTOG64AZYts1nR6jiLiEgyxFtM3+Q4zkpjzCsAjuN0GGO8CTyXpEC4Ox3oDaTNjPRElwx/xa8op5xP8knu5d606ETD8EjHwcZ6Bgf9yZmLjug+O+vWxR7lOHbMFtMVFfamHdjKNDK1I0VjHfF2n8dL4gBbXK9ZA489lpIfQ0REZpl4i+kBY4wbcACMMfOwnWqZQcLd6Ze2vZg2M9LjXTIso4wccrjABc5xLm0KaYD/+sXnOfTaj8hyZzN//kogMXPRQ93o++8fLp531dvKMtYoRygEHR1w8pTNgCsrs8/r6jDf3HEpP/KUTKX7PFESR2+vvUAoIiKSDPEW018BngDKjTF/A/wh8JcJO5WkTO265XQ2daRFVzpsrEuGFVTgwcMGNrCe9ak+JjDckW4+uw+PJw+/v/2S56JHXR6MNcpx+tTw6u+ODvj61+yMQ/Qox/XX25bvxzZiUjDKMR3d58iV3kriyBqrtwAAIABJREFUEBGRVIs3zaPeGPMy8D5sLN6djuMcTujJxmGMWQusXbJkSaqOMGPlluSl1Yx0WKxLhlvYkraXDOdXrqQgv4LO8yenNBc97uXB6FGO6mp45hm48eIVhv5+2+a98sq0GuWIXKhSUTH17rOSOEREJJ3Em+axEOgDnop85jjOqUQdbDyO4zwFPFVXV3dvKv58SaxYiR0BAml3yXCoC938G7q6mkdcMnS77ZWCeOeiJ3V5MHqUo7vLtnXb2myl2ts7cnthmoxyPPus7S5fcQW4XJfWfVYSh4iIpIt4xzyexs5LGyAHqAGOAssSdC6ZxaITOwByyGEjG9OiEx0uol89sJOenlb8/nZKS5fGvGQYNmE3erKXByNHOQ4ftqMcb74JxjU8C53i4jl6lCMUsp3n11+Ha65R91lERGaGeMc8RgzQGmNWAn+akBOJMDwn3U8/HXRwP/ezjnUpLaQjEzpCoQF6e9vo62vH5XJNuHwllkldHgwEhkc2BgZGjnKsWGGfp8Es9HgXCfPzbfHsdttu9ERbCNV9FhGRTBBvZ3oEx3H2G2OUMS0J5cXLzdxML718na/TSiuP8EjKzvP8C1t5/fC/kOXOZnCwn7Kyq/B6C6a+fGUylwcjNTePHuUIS/Es9HgXCcMbCd1ue3x1n0VEZCaId2b6MxGfuoCVcPG/v4skSHhO2oOHzWxOSWJH5Fx0eXktYOjqbsZxQpRxFcVz41++EnOld7yXB0+ftlUqwFtv2dZvmoxytLTYznNR0fgXCcvK7DjHsWN2ZlrdZxERmQni7UwXRvx+EDtD/ZPpP44k01ObnuRsw9lRz6vqqli7446knSPWYpYWWvDgSdmcdKy56La3D1NWuhRKl44Y5Yh7+Uqsld5pfnkwluhUjqNHbUc6P3/8i4ShkO1GL1oE27apiBYRkZkh3pnpv0r0QST5KlZU0vJKCwWVBUPPelp6qFhRmdRzRC9mqaWWVaxKWREdGXHn8eQPzUUX5A//3yXWKMe43ejIuejIld5pdnlwPGOlchQW2r8DRI5yjHWRsKZGOdAiIjKzjFtMG2OeHO/rjuMkr30p0y68PjwYCOL2ugkGgilbIx65mMWDh1WswrELN5Omz+/jx4/dPSLibn7lyphz0TDxKMeYS1UiUznS4PJgPCK70dGpHIsW2d93d+sioYiIzD4TdaZvAU4Du4HfYKPxZIYIrw8/sPNVCioL8Pv8rNh4XcrWiIcXs/TSyza20URTUi4ctvuO8+xzn+PkqT0UFlaNiLgDxpyLjilWxF30XHTkSu8s9/D3puDy4HjGmouOTuW44QbbcG9v10VCERGZfSYqpiuB9wPrgPXYWendjuO8luiDSXKEu9OB3kDKutJhyb5wGJ6Lfv6Fv8Hvb8ft9o4ZcRfPXLTj88WOuIuei07xSu/xjBVxFzkXHZ3K0dVlEzvq61VAi4jI7DNuMe04ThD4N+DfjDHZ2KL6l8aYhx3H+WoyDiiJFe5Ov7TtRW7ZfGvKutLJvHAYPRddPq+W3r5zcUXcjTvaUVERO+Iuei463I1Og070WAtWoiPuIueib7hhdCqH5qBFRGS2mvAC4sUi+v/BFtKLga8Ajyf2WJJMteuW09nUkbKudB11rGBFUi4cxpqL9nrz8XqnFnE3NBf9L4/ZynLpUvuiNFuqEimeBSvREXeRc9FK5RARERk20QXE7wHLgWeAv3Ic51BSTiVJlVuSx22PfCBlf/4OEp9aMd5cdHj191Qi7obmorOz4exZWzxDWi1ViRTvgpXoiLuyspFz0UrlEBERsSbqTN8D9AJLgf9lzND9QwM4juMUJfBsMs3SJVc6mSYzFx0Wd8Rd5Fx0f//ofOg0ibibyoKVq68eGXGnuWgREZHYJpqZdiXrIJJ46ZIrnQyXMhcd00SrvysrIRCw7d6fPW3HP9LAVBesxIq4UydaRERktHg3IMoMkMpc6egth7G2Hl6qyNXfXV3N0zYXHdfqb7CDxAMDsGsXpMlc9KUsWFHEnYiIyMQyspg2xqwF1i5ZsiTVR8koqcyVjt5y+Gt+PeLzSymqY63+Li1dOm1z0UB8q7/DUjAXPVYqhxasiIiIJJZxnORumZtOdXV1TkNDQ6qPkVH8vj523b6LrJwsBvsHWf/0hoQV05Hd5zWsoZrqoSzp13mdy7mcecyjm248eCZdVIeL6ION9YRCA/T2ttHb24bL5WLxovcAEAwGONf2GnPnLCQYGiAUCnLfpv0x32/EXPRHPgK5ObbqNAaKi20bt7PTVqfvWDIccZfiuejIUY6CguFUjtpa24G+cMG+LjvbxtqdOmUvElZW6iKhiIhIvIwxLzuOUxf9PCM70zJ1ycyVjuxGt9FGOeVDWw6PcITjHKePPq7hmiltPXz+ha28fvhfyHJnMzjYT1nZVTFXf1/SXHQar/4ea5QjMpVDC1ZEREQSS8X0LJTIXOnIbjRAJZUECNBOO3vZSwUV5JJLiBDv4B3MY97QwpbJbD3s8/soKKgADF3dzThOiDKuGnP195TnotN09XdkNzp6lCMylaOsTAtWREREEknF9CyUyFzpsbrRHjwMMkgTTbyTd7KEJXjx0k//pLYeRo92lJUuhdKlca/+HlFAxzMXnaarvx991B6vqMh+vHDBdp/D3ehwKocWrIiIiCSWimmZdrG60R48FFLI/dzPJ/gEf86fT2nr4X/94vMceu1HZLmzmT9/5dDzeFd/DxXQ5eXw05/avOjv7bSjHCUlGbP6+/hxuOoq+zx6lCM6lUNz0SIiIomjYloSIlY3+l/4l6HCebJbD4di787uw+PJw+9vHzEXDZMY5Vi8GL7xdXupsCy956LDovOiT5603efa2tijHErlEBERSQ4V0zNcqrYeBgjgxUsBBUPd6Ml0oMOixzpyc0ooyK+g8/zJUXPRMcUa5fAU2jGOnBz7LE3noiNFjnUALFlii+k33rB/J9Aoh4iISGqomJ7hUrH1MHyh8It8cdJjHNGiEzsK8u2548mLdny+4U505ChHc7OdiWhttRVoms5Fw/Box89/bgvpmhq7DrysDJYtsxsNNcohIiKSOiqmZ7hkbz2so25Ks9CxxErsCC9fCYs5Fx22e3fsiLuuLvv1/v6RC1fSqBMNI0c7iopsOkc4saO01OZGr1kDjz2W6pOKiIjMXiqmZ7hEbz2MXgs+2VnoWOJJ7BiP4/PB5z8PDftsJxpGjnKUldlfkPKFK7HEyo9evNheMnQcewHR47GXDR98MNWnFRERmd1UTM8C4e50oDcw7V3p6DXhl7IWPGwyiR0x7d4NP/pnuw6wosI+S+NRjkjj5UdffbWNvuvqUl60iIhIulAxPQskeuthOApvJzsvqaie1sSO7Gx4++20vlQYy3j50TfcYC8alpdrtENERCRdqJieYcZK7yhfXs7Vd12dsFnp8JrwqawFT0hixw03ZEQnGuLPj+7q0miHiIhIulExPcOMld5RfdMCVj2wKmF/boAAPnyTXgsONrHj8JHHmTt3MV5P6dDzuDYZ3n9/7MQOsB931eOsX48pvrTLkNMtXEAfOGBT+hYuhAULJs6P1miHiIhIelExPcMkO70DhqPwJrMWPNLqd28hP7+chpe/QSDQzfzKlRMndoS70adPxU7sADsTMTAAu3ZBirvTkd3n/HzbNK+shO5uOxt98qR9rvxoERGRzKJieoZJdHpHtKlG4Q3NRzf/hurqmzhy9Kfk5MwhGAzETOyIORddXQ3PPAM33mhflKbLV6K3F+7da1P5SkvB77fj3cHg8Fy08qNFREQyh4rpGSiR6R3RproW/NUDO+npacXvb6ft7cPk5pSQl1sKmNiJHbHmoru7bAHd1mYr1TRL7IgVcedy2Wa5x2OL57w8e8kwK8vmSIPyo0VERDKJiukZKNHpHdHZ0vGIvmTY29tGX187LpdraKvh0PmjxjrG3GQYvp335ptgXMPd6DRI7Bgv4i5cQPf12Znow4dhcNA+1yVDERGRzKJieoaqXbeczqaOhHSlp5ItHX3JMDenBK+3gM7OplHxd6OMtclwxQr79TTqRoeNF3G3aJGdi87JsX8nWLQITp2yr9UlQxERkcyiYnqGyi3J47ZHPpCw959stvTqd2+huLiGxsZ6egLd5OaUUDy3BmNcY8bfTbjJMI3moiH+iDuvF+bPh6oqOxe9dCl85SsqoEVERDKRimmZsslkS+fmFlO7fB0DA30cOfLToUuG48XfZdImw+hLhhNF3D38sIpnERGRmUDF9Aww1qKWqroq1u64I2F/bjzZ0n1+Hy/v/zZHj/4rDg6h0AChUJCN9zw3ongec046zTcZjnXJUBF3IiIis4OK6RlgrEUtFSsqx/muSzNRtnS4iN7X8HX6+tpwnBCLFr4bt9tLV3dz7OzoSOE56TTeZDjeJcOyMkXciYiIzAYqpmeAZC9qGS9bOjK1o6PjTS5c6MLjySMUGhj7guFFo7Yapvkmw/EuGZaWKuJORERkNnCl+gBy6cJReH6fHwC/z0/thmsTtqhlBzt4gAdiLml5/oWtvPjSNrKycqisWEFx8eU4TohgcIBgMDD+G4ezpD/3kO1Key8W35GbDFNszx64+26oq7OjHYGLP9KiRbYzDfaSoSLuREREZoe0KqaNMXcaY75ljPlXY8xtqT5PJqldtxyXx5WURS3jWXXj/VTNr6Ot7TX8/T6KCquprrqR3NwSAoFuenpbYn7fiCzpPXvgQgCam4d/BYMpn5MOj3WcO2cvGWZl2bno9vbhS4Yu1/AlQ81Hi4iIzHwJL6aNMd81xpwzxhyKev5BY8xRY8wxY8xDAI7j/NRxnHuBjcAfJfpsM0m4O915ojOhXemx9Pl9/Gbfdn7yxEfoPN9Efn4F163YSCDQjb/fR35+ORvWPc11KzZSXVU3+g2GsqTzYeFC2LQJ8/L+kb++Oblti9Ml3I2+806b0jEwMHzJEOwlw1Bo+JLhT39qRztUSIuIiMx8yZiZ3gk8Cnw//MAY4wa2A+8HzgD7jDFPOo7z+sWX/OXFr8skJHJRy1iiNxuGl690dTePirwb69LhUFc6DWekdclQRERExpPwYtpxnOeNMYujHq8CjjmO8yaAMeafgd83xhwG/hZ4xnGc/bHezxizCdgEsHDhwkQdOyMlalHLeOvDozcbjjrTBKkdjs8HH7obLvSD9+L3R85IpzjBQ5cMRUREZDypSvOoBk5HfH4GuAn4M2ANMMcYs8RxnG9Ef6PjODuAHQB1dXVOEs6adpKdKz3e+vBYmw3HS+0YSuzYssV2nXfvhr17Ye7c0S9OgyzppqbhfTHRmwx1yVBERERSVUybGM8cx3G+Anwl2YfJNKnIlR5zfXhuyYhxjlhrwUcIJ3bU1OCsW2fHO268Efr74WdPp3ysA0auBW9psU3yhQtjbzLUWIeIiMjslqo0jzPAZRGfLwBGt1olpnByRzBgs9gSnSsdFl4fnkMO29jGVrYOfS08zjHeJcMRiR276uE73xm+dJhG0XeRiR2lpbZ4PnVKlwxFRERktFQV0/uAK4wxNcYYL/Bh4MkUnSXjJDtXOixAgBZa6KefzWxmC1tGn+1iUX3H7TGSNyITO/x++PrXRl867OhI6M8wkcgZaZfLdqSXLLHxd62tirwTERGRkRI+5mGM2Q28BygzxpwBvuA4zneMMQ8C/w64ge86jvPaJN5zLbB2STibbBYKbz1MVq70ROvDx+P4fPD5z0PDvuHiub8f2trgyivt50m+dBg5ylFTA+96F/zqV/Dzn9tCuqbGdqUBFiwAjwcaGhJ+LBEREckwyUjzWDfG858DP5/iez4FPFVXV3fvpZwtk4W70y9te5FbNt+a0K70eOvD47J7N/zon6GgYPg2X2+vnZt47TWYN2/4tUm4dBgZd1dRAb/9rS2ilyyxhXRf33D8XWkp9PTY4lpEREQkWqouIMo0SFau9A7GX5YSzppubT0wNN4xlNpx//12Tjo7G95+G06egiy3vc1XVgZ1dUlfxhI5ygG2QZ6VZT8uXmwTOxzHdq09HiV2iIiIyNhUTGeI8eLwkr3tMCx6YUsoFBz+Yji14/QpOyd9ww02GuNjGzEpzo6OjLsD24nOzrYfw4kdJ07Y6DsldoiIiMh4VExniGTH4Y23qGW8rYcQkdpRXQ3PPGOj7yBtNhvW1Ni0jnBnOi/Pdp/z8+3nZWV2hLu8XMtYREREZHypSvO4JMaYtcaYHefPn0/1UZIm2XF4DTSwk53czu1sZzs+fENfe/6Frbz40jaysnIoyK+0S1oGBqC52aZxhFM7OjrsXHRbm/3GyEuGKfTgg8NLV0IhO7I9OGg/hkJaxiIiIiLxy8hi2nGcpxzH2TRnzpxUHyVpUhGHV0klhRSOKqpXv3sLt96ymeBgPz29LQSDAWhuhs5O+Na3bFe6pMRWpW43vPmmnZVuboZgMGWbDffsgbvvHr58aIyNu1u61I53L12q+DsRERGZHOM4mbuRu66uzmmYRXllfl8fu27fRVZOFoP9g6x/ekPCiumVrKSa6qHPe+nlBCe4i7t4hEfsefwdHDy0i4OvfI/QkdcJuQ2f/EkZFBfbEY+wNJiVjkzwKCiwCR29vSqaRUREJD7GmJcdxxm1lU4z0xkkmXF4YQEC+PDhwcNmNrOe9aPSO2p/3Ufj6a/SUoGtUgcHR79RirrRYdEJHuGPjz6qYlpERESmTsV0hklWHB6MXtSS7XdoPLRrRHqH4/ORu/sJVhVdDRe8sDIA3d3ws6dTeskwWnSCB9gOdVNTas4jIiIiM0NGFtOzeQNibkketz3ygYT/OZGLWqKL6KH0jo6T8KG74UI/eC+uC0zyJsN4RSd4gJaxiIiIyKXLyGJaGxATL3JRy7+98FkOH3mcuXMX4/WUDr+oowP2NsHcuaPfIMVjHdEefNDOTMPImWkldoiIiMilyMhiWpJr9bu3UFxcQ2NjPT2BbtuZDhnw+eDGm6C/P+3GOsBeOnz0UTvKUVMD99wDv/rV8OdaxiIiIiKXSsW0TCg3t5ibbnyAa5ev5+ChXTQ21hN8qxlw7K2+7u60G+uITO+oqLAjHj/4gdI7REREZHopGi9Njbc+fO2OO6b9zxtv42G0vrNv0viZ99FSMsAdZ66HQPpdOrz77tEz0uH14NpqKCIiIpM1VjReRi5tmQ0qVlTicrsoqi4a+uVyu6Z1ffgmNg0tYhlv42G03CeeYdWbZbaQhrTZbBipqcnORkdSeoeIiIhMNxXTaSoZ68MjC+g22iilNObGwzDH58P57Gdh3167ybC5efhXCjcbxlJTYy8ZRlJ6h4iIiEy3jJyZng3ReOEFLQd2vkpBZQF+n58VG6+b9kUtlVQSIEA77exlL9UX/xcgwDa20UTT0MZDdu+GJx6Hz2zG7PzetJ5juoQvHR44AG1tsHAhLFig9A4RERFJjIzsTDuO85TjOJvmzJmT6qMkVLg7HegNTHtXOpIXLx48uHBxjGO8yqv0089mNrOFLQD0nj3O3hce4cn398OuepyOjoSc5VKELx2eOwdXXGEL6VOn4NgxOyuty4ciIiIy3TKyMz1bJGt9eIAAAwwQJMh85nMf9/EJPkExxfT5ffzm0HYO/ucjhOafI+TNSsulLDB6ZfjChTYCW5cORUREJFFUTKe5RK8PD68Mv57ruZM7RxfRjfWEAv3kvtWB251HFwEoKbHd6fXr0ya9A7QyXERERJJPxXSaS+T68MiV4cWMLIr/6xef59BrPyLLnc38CyUQAjwXp4K0MlxEREQEUDE9q0WuDA/r8/toPLSb5rP78Hjy8Pvb6ekJkEsId38/MGDTOyCt0jtAK8NFREQk+VRMzyLjLWYJF9EHG+sJhQbIzSmhIL+CzvY3ua6rkoMregi5QhAKYv5hf4p+gtG0MlxERERSKSOL6dkQjZcIDTTwCq9QTz0b2DCiqH7+ha0cPvI4c+cuxuspHfoe1/kuVv3YT+2n76Px5jxaW9OnG62V4SIiIpJqWieeRhK9QnwlK4cypH348OAZKqpz/YaG/d+i4eVvEAh0M79yJe6QoevAC3zy1Zugvz+t1oWDVoaLiIhI8mideAZIxgpxsLnSlVSSQw7b2MZfDXyeg4d2ceToT8nJmYPbnU0g0E3P6cOAY1u/abYuHLQyXERERFJPxXQaScYKcbC50i200Bfs4Q9O1FHzo328emAn2d5CigoXkJ9fzvoP/pDrGl1U+S/OVofj8NJgWcuePbYrffw47N0L7e3DX1N6h4iIiCSTiuk0El7S4vf5AfD7/NRuuHZal7W00EI33WxkI5v3rKLqyQbmhAooyK/E7b4YedfcTG79T1j1Zhl3nLnefmNkHF6ShYvnujo7C71pkx3vuPJKO33S2Ahvv21HPJTeISIiIsmUkRcQZ7LadctprD+YkBXi0bnS/ls6OFh4NY2N9fQEusnNKcHdfBY6O+G5n0IwOByDF5bkOLzoS4Z799oCurQU5s2D5cvtuvAjR2DNGqV3iIiISHKpmE4ziVwhHp0rnZtbzE03PsC1y9dz8NAuDr7yPUJtTbYL7Tjw7HMpv3AYvSJ8YAA8HjhxwhbUZWV2AqW1VZcORUREJPk05pGGatct5+q7rk7YCvFo4aJ6w4W7ue50CVX+4rS5cBh9yTAvD4yBvr7hZ5qTFhERkVRRMZ2GwivEp7MrPRHH5yN39xOs6r6aO06tSPmFw7EuGS5aBIGA7U6HQpqTFhERkdRSMS3W7t0wOGBHPCDlFw43b459ydDrhfnzYdkyO9pRXq4lLSIiIpI6GTkzrQ2I08vx+WDHNwGT8guHMHpOOvqS4cMPq3gWERGR9JCRxbTjOE8BT9XV1d2b6rOku01sYgUrRqwOH2X3bjt4/JnNmAceSO4BL9qzxxbRTU12tOOqq4a/pkuGIiIikq405jHDNdDATnZyO7ezne348A19rc/v4ze//DuefPVhWLw4ZTPSkWMdFRWQlQWHDmkZi4iIiKS/jOxMy+RUUkmAADvZST313B24k2WH4OSrPyX0VjOhom47V9HdbWekk9ydjh7rWLLEFtNvvAHFxbaQ1iVDERERSUcqplPoqU1Pcrbh7KjnVXVVrN1xx5Tec6yxDi9e5gVLOdfbxFY+z3X+LO4J3oD7rW668i7+axBO8Fi/Pqn50k1NtiMdVlZmLxgePWpHO2pqtIxFRERE0pOK6RSqWFFJyystFFQOByn3tPRQsaJyyu/ZQAOv8Ar11LOBDQwyCECAAE3dBwj0dfKBg3P4nWe6cXuPgROywc0wMsEjid3pmho74hHuTANkZ9vLhpqRFhERkXSmmekUql23HJfHRTAQBCAYCE7LCvFKKimkkJ3s5DjHOchBOujgvrzNfO3op7jhl110FA4S7HjbhjUPDNgUj+Zmu0I8yQkeDz5oxzi6upQdLSIiIplFxXQKhVeH+31+APw+P7Ubrp2WZS1evFRSyRzm0EMP1w/UcuuBPJpf+jE5ARdux82FAi89C4rhqqswL+8f/vXNHRP/AdNo9WqbFV1eruxoERERySwa80ix2nXLaaw/SKA3MC1d6bAAAXz4WBhcwLtPL6b6V4282vMKuW91kOfOh8EAG964gcaWJlruTs7a8vGsXq3iWURERDKPOtMpFu5Od57onLaudAstdNPNRjayec8qqp5sYE6ogIKOAdwhwGX/see681n1Zhl3tKy65D9TREREZDZSZzoN1K5bTmdTx7R0peuoYwUrWM96iinGf0sHBwuvprGxnp6eFnIJ4e7vBwaGtx2mYMuhiIiIyExgHMdJ9RmmrK6uzmloaEj1MTKC39/BwUO7aGysJxgaIBQKct+m/ak+loiIiEhGMMa87DhOXfTzjBzzMMasNcbsOH/+fKqPkhY2sWnUdsNoubnF3HTjA2xY9zTXrdhIddWofxeSbs8euPtuqKuzH/fsSfWJRERERCZHnekMFL2YZSUrcePGg4cNbBi1sAXA8flg61bYsiWpC1ki7dljtx02NdmNhy0tUFkJBQXDWw6V4iEiIiLpaEZ1pme7BhrYyU5u53a2s51BBkdkS4efj+hU794NTzxuF7KkwJ49sHmzXc5SUQGvvw5nz9qIa5fLLmzJz7fFtoiIiEimUDGdoaIXs5zgBAZDJZXkkMM2trGVrcDFrnR9PSxebNeFd3Qk/byPPmqL5aIiWzwPDIDHAydODL+moMB2rUVEREQyhYrpDBZezOLCxXGOc4QjtNBCP/1sZjNb2GJfuHs3DA7Yaja8LjzJmppssRyWl2e3mPf1DT/r6bGrxUVEREQyhaLxkuypTU9ytuHsqOdVdVWs3XHHpN4rvJglRIh5zKOCCj7KR4di8QB6zx7n0AuP0FI3wB1nKqGkxHan169P6ux0TY0d8Sgqsp8vWgSHDkFOjl0hHp6Z1gpxERERySQqppOsYkUlLa+0UFA53KbtaemhYkXlpN6nhRY8eNjIRvayl1WsGlFE9/l9NB7azcH/fITQ/HOEvBf/UXu9w93pBx6Ytp9rIg8+aGemwXaovV6YPx+qquwK8Zoa+xpdPhQREZFMomI6ycLrw4OBIG6vm2AgOOk14tGLWR5guCgeKqIb6wmFBsjtHsB9IYsuE7GkBZK+qGX1apvUEU7zqKmBhx9W8SwiIiKZTcV0koXXhx/Y+SoFlQX4fX5WbLxuUmvEd7BjzK89/8JWDh95nLlzF+P1lMK1Fzve3c2Yf0j+kpbIODx1n0VERGSm0QXEFKhdtxyXx0WgNzDprvREVr97C7fespngYD89vS0Eg4Fpe+/Jio7DO3fOfq7lLCIiIjJTqJhOgXB3uvNEJ7Ubrp1UV3rC97646XD9B3/IdceLuNDXSU9vy7S9/2REx+EpS1pERERmGo15pEjtuuV0NnVMa1c6Uu4Tz7Dqx03Ufvo+Gm/Oo7U1uTPSYEc7KipGPlOWtIiIiMwkWidTPuKLAAAgAElEQVQ+Azk+H9x+O+TmQH8//OzplKwQv/vukXF4AF1dUF4Ojz2W9OOIiIiITJnWic8mabCkBexlw95eW0CHQvajsqRFRERkJlExPcMMrQ4vKbEPwktaUrBCPByHV15us6TLy+3nSvMQERGRmUIz0zNNuCvt9drPU7SkJWz1ahXPIiIiMnOpMz3THDxAn+sCez2v8GTZS3ZRSzCY1CUte/bYeem6OvtRUXgiIiIyU2VkZ9oYsxZYu2TJklQfJa30+X00fmIFBxsPEQplEwoFMd9N7qKWcLZ0fv7IbGmNd4iIiMhMlJGdacdxnnIcZ9OcOXNSfZS00Of38Zt926nffTuvHthJtreQgvzKlJxF2dIiIiIym2RkMT0bbWIT29mOD9+orz3/wlZefGkbWU4WBSd9uEMmqWeLHOt49lkIRC1dVLa0iIiIzFQqpjNEAw3sZCe3c/uoojq8Qnyw9Qw9nWcInjmZtHNFrwzPyoJDh6C9ffg1PT1QU5O0I4mIiIgkjYrpDFJJJYUUjiqqHRzo7aXkRDfXdSziQtsZes43J+VM0WMd4TH2N95QtrSIiIjMfBl5AXE28+Klkkp66eWR0N/zYuvjvOcZP6G3mgkV9nJXy83UNuXTWL2E1qvmJvw80SvDy8pg2TI4etRmS9fU2EJalw9FRERkJlIxnWECBGgPthHo6+SWRsMNx3xkm2Lcb3XTlWf/ceYWlrPqiTPws28m/Dw1NaNXhmdnw5o1WhkuIiIiM5/GPDJICy10081Nvy3mQ/UD3LzPjfPmcdzNLeCEwFy8eBi5qCXBtDJcREREZjMV0xmijjo2spHH/D9kXccHybuQRdf50/QFewieOwuOYwvo5uakLmrRynARERGZzTTmkWBPbXqSsw1nRz2vqqti7Y474n6ff/T/LY2HdvPzxo8QCg1QVlQDxzo4VwgX3EFC11wBLjD/kNwlLaCV4SIiIjJ7qZhOsIoVlbS80kJBZcHQs56WHipWTG6pyvMvbOXwkceZO3cxXk8pnDgBIcgP5rBh7+VJu3AoIiIiIsM05pFgteuW4/K4CAaCAAQDQVweF7Xrayf1PuEs6eBgPz3nmwmePQ0eDzB84XDtO7887ecXERERkbGpmE6w3JI8ajdci9/nB8Dv81O74Vpyi3PH/b7ojYe5ucXcdOMDbFj3NNf1LOGCe5Ce7AH74iReOBQRERGRYSqmkyDcnQ70BuLuSo+18TA3t5hVb8xlw68v57pjBVS1eZJ64VBEREREhmlmOgnC3emXtr3ILZtvnbArHVZJJQEC7GQn9dSzgQ2sYx0l39xBHnBTYo8tIiIiIhNQZzpJatct5+q7rp70rHR442EOOWxjG1vZmqATTs6ePXD33VBXZz/u2ZPqE4mIiIgkn4rpJMktyeO2Rz4Qd1c6LECAFlrop5/NbGYLWxJ0wvjt2QObN9vNhxUV9uPmzSqoRUREZPbRmEcaa6EFDx42spH1rKeY4lQfCYBHH4X8/OEV4uGPjz6qvGkRERGZXVRMp6k66ljBirQqosOammxHOlJBgX0uIiIiMpuomE5TO9gx4vM+v4/GQ7tpObmXO349D7ZswRSnpsiuqbGjHeGONEBPj30uIiIiMpuomE5z4SL6YGM9odAAodYWeMJjK9cHHkjJmR580M5Ig+1I9/RAb699LiIiIjKb6AJimurz+/jNvu3U776dVw/sJNtbSIG3FHw+WLwYdtXjdHSk5GyrV8O2bVBeDq2t9uO2bZqXFhERkdlHnekEeGrTk5xtODvqeVVdFWt33BHXezz/wlYOH3mcuXMX4/WU2oenTwCOvf3X3W03HqaoO716tYpnEREREXWmE6BiRSUut4ui6qKhXy63i4oVlXG/x+p3b+HWWzYTHOynp7eFYH+v3XTovvj3n5KSlHanRURERETFdEKE14cHA0EAgoFg3GvEw3Jzi7npxgfYsO5prluxkQtvnaDHcwGMsS/wemFgwHanRURERCQlVEwnQHh9uN/nB8Dv81O74dpJL2yBiKL61Lu57lQxVW0e26FuboZgEA4emO7ji4iIiEic0mZm2hhzObAFmOM4zh+m+jyXqnbdchrrDxLoDUy6Kx0WTvJobT3AHd/4Hjcl4JwiIiIiMnUJ7UwbY75rjDlnjDkU9fyDxpijxphjxpiHABzHedNxnI8n8jzJFO5Od57onHRXOjrJo/lsQwJPKiIiIiJTlejO9E7gUeD74QfGGDewHXg/cAbYZ4x50nGc1xN8lqSrXbeczqaOuLvS0ZnSuTkluN1eurqbE3xSEREREZmKhBbTjuM8b4xZHPV4FXDMcZw3AYwx/wz8PhBXMW2M2QRsAli4cOG0nTURckvyuO2RD8T9+phxeCIiIiKStlJxAbEaOB3x+Rmg2hhTaoz5BnC9MeZzY32z4zg7HMepcxynbt68eYk+a1KNisMLBlJ9JBEREREZRyouIJoYzxzHcdqBTyb7MOkknNxx7fL1HDy0i8bGeoKhgVQfC4A9e+DRR6GpyW4yf/BBLW0RERERSUVn+gxwWcTnC4DR6wJnseiM6eqqupSeZ88e2LwZzp2Digr7cfNm+1xERERkNktFZ3ofcIUxpgZoBj4MrE/BOdJeuKhOtUcftRvMi4rs5+GPjz6q7rSIiIjMbomOxtsNvARcaYw5Y4z5uOM4g8CDwL8Dh4EfO47z2iTfd60xZsf58+en/9AySlMTFBSMfFZQYJ+LiIiIzGaJTvNYN8bznwM/v4T3fQp4qq6u7t6pvofEr6bGjnaEO9IAPT32uYiIiMhspnXiac7x+XA++1mcjo6k/9l79sDdd8OBA3DwIJw6BaEQdHVBb6+9hCgiIiIym6mYTne7d8MTj8OuXUn9YyMvHV5xBSxcaIvpY8egvBy2bdO8tIiIiEgqLiBKnByfD+rrYfFi2FWPs349prg4KX929KXDhQth7lxbSD/2WFKOICIiIpL2MrIzPWsuIO7eDYMDtqodGEhqd1qXDkVEREQmlpHFtOM4TzmOs2nOnDmpPkrCDHWlS0rsg5IS251O0ux0TY29ZBhJlw5FRERERsrIYnqm2sQmtrOd9o7j8KG74UI/eL32i15vUrvTDz5oLxl2denSoYiIiMhYVEynkQYa2MlObu9fw/Zrf4Uv0ArNzcO/gkE4eCApZ1m92l4yLC+H1lZdOhQRERGJxTiOk+ozTFldXZ3T0NCQ6mNMm5WspDpQTmD/r/HNDZE14LDh8v/D+vyPU0JJqo8nIiIiMmsZY152HKcu+nlGdqZn9AXE5ma8A1DZlUtuv+EfBr/MVram+lQiIiIiEkNGFtMz9gLi4CA0NxPIcdMy9wL9eS4+8+1C/qLzgVSfTERERERiUM50OunooKX4Ah5XNh97bgHrn6+m+LgPcn4OD6ig/v/bu/cgucrzzuPfZ+6jGUnMgIQAWReQheMIiYgB1jYgtuIktsPFduINkjZljNeKq6SsvZFr41i1CU7WLL4ojndF7BAb4yRCxt6YChhfsNdmMGAu4iIJsBHYQkJ3kRGSZkZzf/ePcwaNxIwuzcz0tPT9VHV193u6Tz/9cqr5zdF73leSJGmsMUyPIU2/qGfuw4lFP2ik4UAFsCfbMEoXHUqSJOnEGKaHwT1L7mb72u2vaz+76WyuvvWaw9raD7aw4Zk17Nq1jmuuujV7/uhX2fnjf+GLS+/lmdrv8+CcbNtoa27OVj7ctCmbT3rZMmfvkCRJOhrD9DA4c94Udj61k/oph5YMbN3Zypnzprz2vD9Er9+wmr6+bnp6Onn08VtYv2E1Pdu30Na1k91f/236Jp9BX1/vqH+H5mZYvjxbbPHMM2H37uy50+FJkiQNrSQvQBxrLlg4h7LKMnq7shDc29VLWWUZFyy6gPaDLTz6+C2sXnMVT6+7nYryGrq7D7J376948qmv0tH6Cq927ORgTaJ6x17qq04vyndYtSoL0hMmQFlZdl9Xl7VLkiRpcCUZpsfa1Hi1jeO4YPFcDrYcBOBgy0EuWDyX2oZaHvjZTTz885VUVNRQXzeFV/dtZu/eTUSU0dGxn1dffYlIUE4Z5X1ki7MUwaZNUF9/eFt9fdYuSZKkwZVkmB6LU+P1n53uaut67aw0wILLV/D2ty2nt6eD1radnDZxOg0NM0mpj5qKOk47UE4qC3qjj96q8ixM94z+MI+ZM6G19fC21tasXZIkSYMryTA9FvWfnX71pVdfOysNUFvbwKUXL2Xxwnu5cN719PZ2UFlZS0PDecxvfws13eWc1jWO2p5KOisTrZWdsLdl1Otftgza2mD/fujry+7b2rJ2SZIkDc4LEIfRBQvn8Oqmva+dlR6oP1TPnbOI9c/cwa5d67jkHrhg3blsOKeFnRMr+Z3nzs4eV9YPsveRtWBBdrGhs3lIkiQdv0gpFbuGgjU1NaW1a9cWuwxJkiSd5CLiiZRS05HtDvMoktTSwpKfz2VV2+dpYfSHdUiSJOmNM0wXy5o1rB3/PN9oXcVVXMUt3GKoliRJKjGG6SJILS2wejVUVzHlhQOM76rhdm43VEuSJJWYkgzTY22e6RO2Zg30dGero6Q+qrbtYQpTqKGGlazkJm4qdoWSJEk6DiUZpsfiPNPH67Wz0o2NWUNlJV27XmZnzzY66GA5y1nBiuIWKUmSpOPi1Hijrf+sdFUVADsbu6ns6OGDD81i8YJ/oIGGIhcoSZKk42WYHm3r10FvL2zbRtO6SuZurGHRDxppOP80YoFBWpIkqZQ4z7QkSZJ0DM4zLUmSJA0zh3mMgvaDLWx49Kvs/PG/cM3yZqJhdIdzNDcfWia8rg4ioLU1WzL8ssvgwQddQlySJKkQhukR1H6whQ3PrGH9htX07dhG34GdcMcdsHTpqNXQ3AzLl2chuqICnnwya58zBzZuhO99D2bNgqlTYffu7LUrVxqoJUmSjofDPEZA+8EWHn38FlavuYqn191OddRQv+NANoPHHatJe/eOWi2rVmVBesIE2LIlK6GqCjZvhj17soC9Z0825fWECdlrV60atfIkSZJKWkmG6bG+aMsDP7uJh3++koqKGurrplC+cw+kviyxdndnZ6dHyaZNUF+fPW5vh/LyLEC3t2e36ursvl99ffYeSZIkHVtJhumxvmjLgstX8Pa3Lae3p4PWfdvo3f4yVFZmGxsbR/Xs9MyZ2fhogHHjsln5enqyx+PGQWdndt+vfyy1JEmSjq0kw/RYV1vbwKUXL2Xxwnu5sHUWneU9tFZ3Zxurqkb17PSyZdDWBvv3w7Rp0NWV3aZPh0mTsmA9aRL09WWvaWvL3iNJkqRjM0yPoNraBi554TQWP3IuF75Yz9l7KmHbtuz08Pp1o1LDggXZBYWTJ2fBef58uOiiLM/Png033ZTd79qVvcaLDyVJko6fi7ZIkiRJx+CiLZIkSdIwM0xLkiRJBTJMS5IkSQUyTEuSJEkFcjnxAt2z5G62r93+2vO+yjbapz5O1Xl7+fCn17DhmTXs3PwY1zwyCVasIBoaAFjCEuYxj4UspJHGYaunuTlbuXDTpmwVw4hDc0YvW+YMHZIkSSPBMF2gM+dNYedTO6k9B/Y3Psy+0x+ip7eDzvGdrF5zFX193fTt2gl3VWaJdulSANaylqd4itWsZjGLhyVUNzfD8uVZiK6ogCefzNrnzIHdu7NtTnknSZI0/BzmUaBZ7zubtvOa2TLr8+w94356y9roHddCb1kr1VXjqa86HVpaYMaM1614OIUpjGc8t3M7V3EVt3ALLbQUXMuqVVmQnjABtmzJ1oWpqoLNm7O2urrsNZIkSRpeJRmmI+LqiLh13759RavhsWf+jo4595M6y+mraKen+hUqqioor6ikvLwqW5yFlCXZQVY8rKKKKUyhhhpWspKbuKngWjZtgvr67HF7O5SXZ2eo29uztvr67DWSJEkaXiUZplNK96SUlkycOLFoNSy4fAWXXfYJqOghumooO3g6ZdVl9PZ209vRloXp8nwUTWPj685Od9HFTnbSQQfLWc4KVhRcy8yZ2fhogHHjsgUWe3qyx3Bo7LQkSZKGV0mG6bGgtraBy678b1x57leofO5ixjdMoqFhBrW1jXTueInWys7sKkDIxlwMODu9k50c4ADXcz33ci9LWUoDDQXXsmwZtLXB/v0wbRp0dWW36dOztra27DWSJEkaXl6A+AbNX/x22jb3cvGHLmDj1rvYtWsd7/xuJxv2/D92TuzIh3vk1q+jiSbmMY9FLHpDAXqgBQuyCwz7Z/OYP//QbB5TpzqbhyRJ0kiJlFKxayhYU1NTWrt2bbHLkCRJ0kkuIp5IKTUd2e4wD0mSJKlAhmlJkiSpQIZpSZIkqUCGaUmSJKlAhmlJkiSpQIZpSZIkqUCGaUmSJKlAhmlJkiSpQIZpSZIkqUAuJ36clrCEecxjIQtppJEbej7I6VsPMm9dGQ9Mfo65c/+YhV3vp/EzX+ZPPrOHedWXsJCFfJJPHvY+gObmQ0t/19UdWvp75ky47DJ48MET3+aS4ZIkSaPP5cSP03zmU045Zb3BFS/PYM2E71LRE5R19dBd1ssZFVOo6a1k8Vf2c+uf1lB9xtlUUsnLvMwkJlFDDYtZzLSHFvLpjzVSVwednfDss9n+58yB9nZ48UWYNQtqa49/W1UVtLXBypUGakmSpJEw1HLihunjdGHfXOr3J/a2vkxbVTc7GjqY3FrLuD3tvDwtqO4KprxSQU1PJRvf1M65leczqWIKj/AINdRwJmdSSy2bn6+h4XuLOe+xhWxobqSzM9t/dXV239aWnXUGjnvbRRfB/v0weTJ8+9uj0h2SJEmnlKHCdEkO84iIq4GrZ82aNWqf2dq6i+69B6isGEdjdzW76GR3XTsTehOVveWU9/SyeUonZ+0rp6wPfpVepJ1OKqmkjDI2s5mzOIvufaex/bqVpOmbaP/+F6iqyoZrtLdnn1NdfejxiWyrr8+Gf0iSJGn0lOQFiCmle1JKSyZOnDhqn1lfP4WGhvPojh5aKlvpIzF5T9C4t4zu8j76IjF9SzCxrZy+MjhvSwXTu8+hm2766GM605nIRCondnD2N5cz61srGDcOenuhpwfGjctunZ2HHh/vNjg0dlqSJEmjpyTDdDGUlZXTeVoN4886nw+0/z6TWsop70n0VAanv1rGjC1lNOwr44Y76zlvZx01HUHHK1s5ndOZwQwaaODDfJhvvHIvp61eSseOBqZNg66u7DZ9OkyalAXkSZM4oW3792dDQJYtK3YvSZIknVpKcphHMTTRxDzmsah8EQ0zGvj3n83m9F/s5sL1ZTRf0s7cp2DRtypo6Opi/W9UMXdjDYt2Xc4nv1idvY9FNNAA74DxKw/N5jF//qFZOWbPhhtuODRjx/FumzrV2TwkSZKKwQsQJUmSpGMY6gJEh3lIkiRJBTJMS5IkSQUyTEuSJEkFMkxLkiRJBTJMS5IkSQUyTEuSJEkFMkxLkiRJBTJMS5IkSQUyTEuSJEkFMkxLkiRJBTJMS5IkSQUyTEuSJEkFMkxLkiRJBTJMS5IkSQUyTEuSJEkFMkxLkiRJBTJMS5IkSQUyTEuSJEkFMkxLkiRJBTJMS5IkSQUyTEuSJEkFqih2Af0iog74e6ALuD+ltLrIJUmSJElHNaJhOiJuA64CdqeU5gxofxfwJaAc+GpK6Wbg/cD/TSndExF3AmMqTN+z5G423r+d1l1tXNH+fZrr3k15fR2vVJ3NQ43XUFcHEdDaCjNnwmWXwYMPwqZNvG7bsmWwYEGxv5EkSZLeqJEe5nE78K6BDRFRDtwCvBt4K7AwIt4KTAVezl/WO8J1nbAD46bw8rYy3tKzgTlpPbM7NrBtexmbO6dQUQFPPglPPAGVlbBxI3zqU9n9kdt274bly6G5udjfSJIkSW/UiIbplNIDQMsRzZcAL6aUfp1S6gK+CVwLbCUL1CNeVyHu3jSHurKDXNL9EC3lk7i4+yFq4yBP917Ali1QVZXdNm+GPXuyEL1nD6/bNmFCdqZ61apifyNJkiS9UcUIredw6Aw0ZCH6HOA7wB9ExJeBe4Z6c0QsiYi1EbF2z549I1vpAC9uG8f59Vsp7+umO6qpSN1Mr9zKqx21tLdDeXkWoNvbs1t19aHHA7cB1Ndnwz8kSZJU2opxAWIM0pZSSm3Ah4715pTSrcCtAE1NTWmYaxvSnHNamL/xAdqijkh9tFPH23t+xlk1e9lX1kBnZ/a6ceOy+7a27Aw08Lpt/WOnJUmSVNqKcWZ6K/CmAc+nAtuLUMcJ+dTMNdDXR3t1I9HbTVt1I5F6+c8VdzBtGnR1Zbfp02HSJOjpye6P3LZ/fxa0ly0r9jeSJEnSG1WMM9OPA2+OiJnANuA6YFER6jghbz64jgNn9/LK7gNEdFJTfYC6M8q4uHIdd/XA/PmHZuyYPRtuuOHQbB4Dt02d6mwekiRJJ4tIaeRGSkTEGuBK4AxgF/BXKaWvRcR7gL8jmxrvtpTSZ05wv1cDV8+aNesjL7zwwjBXLUmSJB0uIp5IKTW9rn0kw/RIa2pqSmvXri12GZIkSTrJDRWmx9wUdJIkSVKpMExLkiRJBTJMS5IkSQUqyTAdEVdHxK379u0rdimSJEk6hZVkmE4p3ZNSWjJx4sRilyJJkqRTWEmGaUmSJGksMExLkiRJBTJMS5IkSQUyTEuSJEkFKskw7WwekiRJGgtKMkw7m4ckSZLGgpIM05IkSdJYYJiWJEmSCmSYliRJkgpkmJYkSZIKVJJh2tk8JEmSNBaUZJh2Ng9JkiSNBSUZpiVJkqSxIFJKxa6hYBGxB9hchI8+A3ilCJ97KrBvR459O3Ls25Fj344c+3bk2Lcjp5h9Oz2lNOnIxpIO08USEWtTSk3FruNkZN+OHPt25Ni3I8e+HTn27cixb0fOWOxbh3lIkiRJBTJMS5IkSQUyTBfm1mIXcBKzb0eOfTty7NuRY9+OHPt25Ni3I2fM9a1jpiVJkqQCeWZakiRJKpBhWpIkSSqQYfoERcS7IuL5iHgxIj5Z7HpKWUS8KSJ+GhG/iIhnI+JjefuNEbEtIp7Ob+8pdq2lKCJeiogNeR+uzdsaI+JHEfFCft9Q7DpLTUScP+DYfDoi9kfExz1uCxMRt0XE7oh4ZkDbkMdpRPxF/vv7fET8XnGqLg1D9O3nI+KXEbE+Iu6KiNPy9hkRcXDA8fuV4lU+9g3Rt0P+BnjcHr8h+vbOAf36UkQ8nbePiePWMdMnICLKgY3A7wBbgceBhSml54paWImKiLOAs1JKT0bEeOAJ4L3AfwJaU0pfKGqBJS4iXgKaUkqvDGj7HNCSUro5/2OwIaX058WqsdTlvwnbgEuBD+Fxe8Ii4gqgFfinlNKcvG3Q4zQi3gqsAS4BzgZ+DMxOKfUWqfwxbYi+/V3gJymlnoj4LEDetzOA7/a/Tkc3RN/eyCC/AR63J2awvj1i+0pgX0rpr8fKceuZ6RNzCfBiSunXKaUu4JvAtUWuqWSllHaklJ7MHx8AfgGcU9yqTnrXAt/IH3+D7I8XFe63gV+llIqxEutJIaX0ANByRPNQx+m1wDdTSp0ppU3Ai2S/yxrEYH2bUrovpdSTP30EmDrqhZ0Ehjhuh+JxewKO1rcREWQn3NaMalHHYJg+MecALw94vhXD37DI/7r8LeDRvGlZ/s+QtzkUoWAJuC8inoiIJXnbmSmlHZD9MQNMLlp1J4frOPxH3eN2eAx1nPobPLxuAL4/4PnMiHgqIpoj4vJiFVXiBvsN8LgdPpcDu1JKLwxoK/pxa5g+MTFIm+Nk3qCIqAf+Ffh4Smk/8GXgPOBCYAewsojllbJ3pJTmA+8Glub/dKZhEhFVwDXAt/Mmj9uR52/wMImIFUAPsDpv2gFMSyn9FvBnwB0RMaFY9ZWooX4DPG6Hz0IOP4ExJo5bw/SJ2Qq8acDzqcD2ItVyUoiISrIgvTql9B2AlNKulFJvSqkP+Ef857CCpJS25/e7gbvI+nFXPla9f8z67uJVWPLeDTyZUtoFHrfDbKjj1N/gYRARHwSuAhan/MKpfAjCv+ePnwB+BcwuXpWl5yi/AR63wyAiKoD3A3f2t42V49YwfWIeB94cETPzs1LXAXcXuaaSlY99+hrwi5TS3w5oP2vAy94HPHPke3V0EVGXX9RJRNQBv0vWj3cDH8xf9kHg34pT4UnhsDMkHrfDaqjj9G7guoiojoiZwJuBx4pQX8mKiHcBfw5ck1JqH9A+Kb+glog4l6xvf12cKkvTUX4DPG6HxzuBX6aUtvY3jJXjtmK0P7CU5Vc/LwN+CJQDt6WUni1yWaXsHcAfAxv6p7kBPgUsjIgLyf4Z7CXgT4pTXkk7E7gr+3uFCuCOlNIPIuJx4FsR8WFgC/CBItZYsiJiHNmsPgOPzc953J64iFgDXAmcERFbgb8CbmaQ4zSl9GxEfAt4jmyIwlJnRBjaEH37F0A18KP89+GRlNJHgSuAv46IHqAX+GhK6XgvsDvlDNG3Vw72G+Bxe2IG69uU0td4/TUqMEaOW6fGkyRJkgrkMA9JkiSpQIZpSZIkqUCGaUmSJKlAhmlJkiSpQIZpSTpCRMyIiIXFrkOSNPYZpiWdciKiNyKejohnI2JdRPxZRJTl28qBW4Anh/Hzro+IVcOwn9sj4g/HQj0R8fAbrUOSTgbOMy3pVHQwpXQhQERMBu4AJpLNFTsLuDml9HwR6xuzIqI8X+Xt7SOw74qUUs9w71eSRpJnpiWd0vLl1pcAy/JVOc8iWyGOiLgkIh6OiKfy+/Pz9t+MiMfys9vrI+LNR+43Ij4UERsjoplsgaL+9kkR8a8R8Xh+e0feviDf39P5542PzKqIeC4i7gUmD9jPRRHRHBFPRMQPj1h97aifNZSIuDEi/jkifhIRL0TER/L2KyPipxFxB7Ahb2sdsK05Ir6Vf9+bI2Jx3j8bIuK8Y3zvGyPi1oi4D/inQazgcF0AAAQCSURBVGr67/l+1kXEzXnbR/J9rMv3OS5v/0BEPJO3P5C31UTE1/N9PBUR//FofSBJJ8oz05JOeSmlX+fDPCYfsemXwBX56qfvBG4C/gD4KPCllNLqiKgiWxH1NXmw/TRwEbAP+CnwVL75S8AXU0oPRsQ0shVVfwP4BNnKaA9FRD3QQbYk8fnABWSrWj4H3BYRlcD/Aa5NKe2JiD8CPgPccET9Q33W0cwF/gNQBzyVh3iAS4A5KaVNg7xnXr7fFrKlfL+aUrokIj4G/Cnw8WPUchFwWUrp4BH9+G7gvcClKaX2iGjMN30npfSP+Wv+J/DhvD/+Evi9lNK2iDgtf+1SgJTSBRHxFuC+iJidUuo4Rj9I0nExTEtSJgZpmwh8Iz/znIDKvP3nwIqImEoW7F444n2XAvenlPYARMSdwOx82zuBt2YnwQGYEBHjgYeAv42I1fk+t0bEFcCafOnh7RHxk/w95wNzOLQkdDmwY5D6h/qso/m3PNQejIifkoXoV4HHhgjSAI+nlHbk3/VXwH15+wag/0zw0Wq5+8ggPeA9X08ptQMMWCZ4Th6iTwPqyYI5ZH14e2RLN38nb7uMLGiTUvplRGwm+2+x/hj9IEnHxTAt6ZQXEecCvcBuDj9z+zfAT1NK74uIGcD9ACmlOyLiUeD3gR9GxH9JKf2Ew6UhPq4MeNsg4fHm/Czwe4BH8jPhQ+0ngGdTSm87xlcb9LMGBNrBHPl5/c/bjvKezgGP+wY87+PQ/2eOVstQ+45B6gG4HXhvSmldRFwPXAmQUvpoRFxK9t/l6Yi4kMH/SJKkYeOYaUmntIiYBHwFWJVSOjK4TQS25Y+vH/Cec4Ffp5T+N3A32dCIgR4FroyI0/MhGR8YsO0+YNmAffVfCHleSmlDSumzwFrgLcADwHURUZ4PHek/y/s8MCki3pa/tzIifnOQrzfoZx3Dtfk449PJQurjx/Ge41FILfcBNwwYE90/zGM8sCPv28UD9nleSunRlNJfAq8AbyLrw8X59tnANLL+k6RhYZiWdCqqjXxqPODHZKHt04O87nPA/4qIhzh8XPQfAc9ExNNkofewC+fyIQ83kg0H+TGHT7P3X4GmyC5cfI5s/DXAx/svngMOAt8H7gJeIBsu8WWgOd9/F/CHwGfz1z8NDDa7xlCfdTSPAfcCjwB/k1LafhzvOR4nXEtK6Qdkf6yszfv6E/mm/0H2B8uPyMa19/t8fqHhM2Qheh3w90B5RGwA7gSuTykNPJMuSW9IvP5EjCTpVBQRNwKtKaUvFLsWSSoVnpmWJEmSCuSZaUmSJKlAnpmWJEmSCmSYliRJkgpkmJYkSZIKZJiWJEmSCmSYliRJkgpkmJYkSZIK9P8BVErK3VM74iYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fit(deadths_lat, 500, 'Muertes', logscale=True, p_fin=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Países escandinavos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------------------------------------------------------------\n",
      "Dinamarca\n",
      "N_inf: 606 +/- 1 (1 sigma)\n",
      "lambda_0: 0.086 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 81 días desde el primer caso de ajuste (día 59) -> 2020-06-10\n",
      "--------------------------------------------------------------------------------\n",
      "Finlandia\n",
      "N_inf: 328 +/- 0 (1 sigma)\n",
      "lambda_0: 0.112 +/- 0.002 (1 sigma)\n",
      "t_fin(0.01): 69 días desde el primer caso de ajuste (día 67) -> 2020-06-06\n",
      "--------------------------------------------------------------------------------\n",
      "No se pueden calcular las varianzas para Islandia\n",
      "--------------------------------------------------------------------------------\n",
      "Noruega\n",
      "N_inf: 249 +/- 0 (1 sigma)\n",
      "lambda_0: 0.107 +/- 0.003 (1 sigma)\n",
      "t_fin(0.01): 64 días desde el primer caso de ajuste (día 61) -> 2020-05-26\n",
      "--------------------------------------------------------------------------------\n",
      "No hay convergencia para Suecia\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fit(deadths_scand, 10, 'Muertes', logscale=True, p_fin=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Registro diario de predicciones para países latinoamericanos\n",
    "\n",
    "Aquí hago una tabla ragistrando las predicciones diarias del modelo para ver cómo va cambiando a medida que se introducen más datos. \n",
    "\n",
    "**Nota**: cuando el proceso de ajuste no converge a una solución, o la desviación estándar es de mayor magnitud que el valor ajustado, se denota NC.\n",
    "\n",
    "### Argentina\n",
    "\n",
    "| Fecha | Casos totales | Desv. Estándar | Muertes totales | Desv. Estándar | Fecha de finalización - casos| Fecha de finalización - muertes|\n",
    "| :---: | :---: | :---: | :---: | :---: | :---: | :---: |\n",
    "|30.3.2020 | 1165 | 143 | NC | NC | 2020-04-13 | NC |\n",
    "|31.3.2020 | 1154 | 94 | 48 | 22 | 2020-04-12 | 2020-04-15 |\n",
    "| 1.4.2020 | 1846 | 381 | 49 | 13 | 2020-04-19 | 2020-04-15 |\n",
    "| 2.4.2020 | 1633 | 199 | 42 | 6 | 2020-04-18 | 2020-04-14 |\n",
    "| 3.4.2020 | 1569 | 129 | 78 | 24 | 2020-04-17 | 2020-04-23 |\n",
    "| 4.4.2020 | 1667 | 16 | 76 | 14 | 2020-04-18 | 2020-04-23 |\n",
    "| 6.4.2020 | 1915 | 118 | 62 | 4 | 2020-04-21 | 2020-04-20 |\n",
    "| 7.4.2020 | 1943 | 95 | 61 | 3 | 2020-04-21 | 2020-04-19 |\n",
    "| 8.4.2020 | 1965 | 78 | 70 | 4 | 2020-04-21 | 2020-04-22 |\n",
    "| 9.4.2020 | 2005 | 67 | 86 | 7 | 2020-04-22 | 2020-04-26 |\n",
    "| 10.4.2020 | 2049 | 59 | 113 | 19 | 2020-04-22 | 2020-05-02 |\n",
    "| 11.4.2020 | 2188 | 74 | 168 | 45 | 2020-04-24 | 2020-05-09 |\n",
    "| 12.4.2020 | 2230 | 65 | 147 | 17 | 2020-04-25 | 2020-05-07 |\n",
    "| 13.4.2020 | 2347 | 73 | 147 | 14 | 2020-04-27 | 2020-05-06 |\n",
    "| 14.4.2020 | 2435 | 74 | 161 | 20 | 2020-04-28 | 2020-05-09 |\n",
    "| 15.4.2020 | 2506 | 71 | 157 | 14 | 2020-04-29 | 2020-05-09 |\n",
    "| 16.4.2020 | 2634 | 81 | 156 | 9 | 2020-05-01 | 2020-05-08 |\n",
    "| 17.4.2020 | 2781 | 94 | 157 | 7 | 2020-05-03 | 2020-05-08 |\n",
    "| 18.4.2020 | 2918 | 102 | 164 | 8 | 2020-05-05 | 2020-05-09 |\n",
    "| 19.4.2020 | 3040 | 106 | 174 | 8 | 2020-05-06 | 2020-05-12 |\n",
    "| 20.4.2020 | 3143 | 107 | 168 | 5 | 2020-05-08 | 2020-05-10 |\n",
    "| 21.4.2020 | 3246 | 107 | 167 | 4 | 2020-05-09 | 2020-05-10 |\n",
    "| 22.4.2020 | 3320 | 98 | 173 | 4 | 2020-05-10 | 2020-05-11 |\n",
    "| 23.4.2020 | 3423 | 99 | 178 | 4 |  2020-05-11 | 2020-05-12 |\n",
    "| 24.4.2020 | 3672 | 136 | 189 | 5 | 2020-05-15 | 2020-05-14 |\n",
    "| 25.4.2020 | 3935 | 169 | 204 | 6 | 2020-05-18 | 2020-05-17 |\n",
    "| 26.4.2020 | 4233 | 207 | 219 | 8 | 2020-05-22 | 2020-05-20 |\n",
    "| 27.4.2020 | 4506 | 235 | 236 | 11 | 2020-05-25 | 2020-05-23 |\n",
    "| 28.4.2020 | 4745 | 252 | 245 | 10 | 2020-05-27 | 2020-05-24 |\n",
    "| 29.4.2020 | 4959 | 262 | 256 | 11 | 2020-05-30 | 2020-05-26 |\n",
    "| 30.4.2020 | 5183 | 272 | 266 | 11 | 2020-06-01 | 2020-05-27 |\n",
    "| 1.5.2020 | 5399 | 280 | 271 | 10 | 2020-06-03 | 2020-05-28 |\n",
    "| 2.5.2020 | 5570 | 278 | 275 | 9 | 2020-06-05 | 2020-05-29 |\n",
    "| 3.5.2020 | 5745 | 277 | 281 | 8 | 2020-06-06 | 2020-05-30 |\n",
    "| 4.5.2020 | 5792 | 247 | 294 | 9 | 2020-06-06 | 2020-06-01 |\n",
    "| 5.5.2020 | 5905 | 238 | 327 | 12 | 2020-06-07 | 2020-06-08 |\n",
    "| 6.5.2020 | 6434 | 281 | 341 | 13 | 2020-06-14 | 2020-06-10 |\n",
    "| 7.5.2020 | 6584 | 274 | 351 | 12 |  2020-06-16 | 2020-06-12 |\n",
    "| 8.5.2020 | 6754 | 272 | 361 | 12 | 2020-06-17 | 2020-06-13 |\n",
    "| 9.5.2020 | 7007 | 286 | 386 | 14 | 2020-06-20 | 2020-06-18 |\n",
    "| 10.5.2020 | 7263 | 299 | 396 | 14 | 2020-06-22 | 2020-06-19 |\n",
    "| 11.5.2020 | 7608 | 330 | 411 | 14 | 2020-06-25 | 2020-06-22 |\n",
    "| 12.5.2020 | 8023 | 375 | 416 | 13 | 2020-06-28 | 2020-06-23 |\n",
    "| 13.5.2020 | 8554 | 443 | 406 | 11 | 2020-07-02 | 2020-06-20 |\n",
    "| 14.5.2020 | 9795 | 616 | 383 | 9 | 2020-07-13 | 2020-06-14 |\n",
    "| 15.5.2020 | 10019 | 671 | 399 | 10 | 2020-07-12 | 2020-06-17 |\n",
    "| 16.5.2020 | 11585 | 948 | 429 | 13 | 2020-07-23 | 2020-06-22 |\n",
    "| 17.5.2020 | 12984 | 1247 | 439 | 13 | 2020-07-30 | 2020-06-24 |\n",
    "| 18.5.2020 | 14466 | 1568 | 450 | 13 | 2020-08-05 | 2020-06-26 |\n",
    "| 19.5.2020 | 15515 | 1793 | 458 | 13 | 2020-08-08 | 2020-06-27 |\n",
    "| 20.5.2020 | 17084 | 2197 | 491 | 14 | 2020-08-13 | 2020-07-03 |\n",
    "| 21.5.2020 | 20128 | 3139 | 503 | 14 | 2020-08-22 | 2020-07-04 |\n",
    "| 22.5.2020 | 26097 | 5681 | 506 | 14 | 2020-09-04 | 2020-07-04 |\n",
    "| 23.5.2020 | 40712 | 15362 | 521 | 16 | 2020-09-23 | 2020-07-06 |\n",
    "| 24.5.2020 | 101045 | 104532 | 550 | 18 | 2020-10-26 | 2020-07-10 |\n",
    "| 25.5.2020 | 70520 | 46082 | 567 | 18 | 2020-10-07 | 2020-07-13 |\n",
    "| 26.5.2020 | NC | NC | 573 | 19 | NC | 2020-07-12 |\n",
    "| 27.5.2020 | NC | NC | 582 | 20 | NC | 2020-07-13 |\n",
    "| 28.5.2020 | NC | NC | 590 | 19 | NC | 2020-07-13 |\n",
    "| 29.5.2020 | NC | NC | 614 | 21 | NC | 2020-07-16 |\n",
    "| 30.5.2020 | NC | NC | 678 | 27 | NC | 2020-07-26 |\n",
    "| 31.5.2020 | NC | NC | 651 | 22 | NC | 2020-07-20 |\n",
    "| 01.6.2020 | NC | NC | 712 | 27 | NC | 2020-07-29 |\n",
    "| 02.6.2020 | NC | NC | 720 | 27 | NC | 2020-07-30 |\n",
    "| 03.6.2020 | NC | NC | 740 | 28 | NC | 2020-08-01 |\n",
    "| 04.6.2020 | NC | NC | 743 | 27 | NC | 2020-07-31 |\n",
    "| 05.6.2020 | NC | NC | 786 | 30 | NC | 2020-08-05 |\n",
    "| 06.6.2020 | NC | NC | 825 | 35 | NC | 2020-08-09 |\n",
    "| 07.6.2020 | NC | NC | 865 | 38 | NC | 2020-08-13 |\n",
    "| 08.6.2020 | NC | NC | 905 | 42 | NC | 2020-08-16 |\n",
    "| 09.6.2020 | NC | NC | 990 | 52 | NC | 2020-08-24 |\n",
    "| 10.6.2020 | NC | NC | 1058 | 62 | NC | 2020-08-30 |\n",
    "| 11.6.2020 | NC | NC | 1178 | 78 | NC | 2020-09-08 |\n",
    "| 12.6.2020 | NC | NC | 1568 | 146 | NC | 2020-10-04 |\n",
    "| 13.6.2020 | NC | NC | 1311 | 100 | NC | 2020-09-15 |\n",
    "| 14.6.2020 | NC | NC | 1513 | 137 | NC | 2020-09-26 |\n",
    "| 15.6.2020 | NC | NC | 1883 | 215 | NC | 2020-10-15 |\n",
    "| 17.6.2020 | NC | NC | 3954 | 922 | NC | 2020-12-07 |\n",
    "| 18.6.2020 | NC | NC | 2808 | 439 | NC | 2020-11-12 |\n",
    "| 19.6.2020 | NC | NC | 3231 | 577 | NC | 2020-11-20 |\n",
    "| 20.6.2020 | NC | NC | 3757 | 770 | NC | 2020-11-29 |\n",
    "| 21.6.2020 | NC | NC | 4025 | 834 | NC | 2020-12-03 |\n",
    "| 22.6.2020 | 613781 | 292776 | 4111 | 810 | 2020-11-20 | 2020-12-04 |\n",
    "| 23.6.2020 | 633848 | 279596 | 5332 | 1243 | 2020-11-21 | 2020-12-20 |\n",
    "| 24.6.2020 | 1224130 | 1010724 | 5653 | 1310 | 2020-12-08 | 2020-12-23 |\n",
    "| 25.6.2020 | 1159916 | 794496 | 6219 | 1502 | 2020-12-06 | 2020-12-28 |\n",
    "| 26.6.2020 | 2980604 | 4959663 | 6865 | 1733 | 2020-12-29 | 2021-01-02 |\n",
    "| 27.6.2020 | NC | NC | 7551 | 1981 | NC | 2021-01-07 |\n",
    "| 29.6.2020 | NC | NC | 87903 | 204591 | NC | 2021-04-26 |\n",
    "| 30.6.2020 | NC | NC | 10811 | 3131 | NC | 2021-01-26 |\n",
    "| 01.7.2020 | NC | NC | 10429 | 2693 | NC | 2021-01-25 |\n",
    "| 02.7.2020 | NC | NC | 10697 | 2638 | NC | 2021-01-26 |\n",
    "| 03.7.2020 | 2007122 | 1308992 | 10663 | 2431 | 2020-12-21 | 2021-01-26 |\n",
    "| 04.7.2020 | 1189706 | 426647 | 11584 | 2704 | 2020-12-07 | 2021-01-30 |\n",
    "| 06.7.2020 | 615314 | 102645 | 12467 | 2745 | 2020-11-19 | 2021-02-02 |\n",
    "| 07.7.2020 | 496534 | 63906 | 15157 | 3959 | 2020-11-12 | 2021-02-11 |\n",
    "| 08.7.2020 | 430634 | 45155 | 21199 | 7777 | 2020-11-08 | 2021-02-26 |\n",
    "| 10.7.2020 | 390031 | 30804 | 34579 | 19025 | 2020-11-04 | 2021-03-18 |\n",
    "| 11.7.2020 | 380519 | 26658 | 39260 | 22969 | 2020-11-03 | 2021-03-23 |\n",
    "| 13.7.2020 | 355662 | 19539 | 27603 | 9870 | 2020-11-01 | 2021-03-09 |\n",
    "| 14.7.2020 | 335197 | 16055 | 71543 | 55714 | 2020-10-29 | 2021-04-18 |\n",
    "| 16.7.2020 | 324102 | 12571 | 96301 | 89360 | 2020-10-28 | 2021-04-29 |\n",
    "| 20.7.2020 | 310488 | 7166 | 37620 | 12163 | 2020-10-25 | 2021-03-21 |\n",
    "| 22.7.2020 | 322472 | 7037 | 131459 | 150532 | 2020-10-27 | 2021-05-08 |\n",
    "| 24.7.2020 | 369869 | 11112 | 25677 | 8956 | 2020-11-03 | 2021-02-25 |\n",
    "| 27.7.2020 | 418813 | 15345 | NC | NC | 2020-11-09 | NC |\n",
    "| 30.7.2020 | 464923 | 13410 | NC | NC | 2020-11-14 | NC |\n",
    "| 05.8.2020 | 515695 | 11453 | NC | NC | 2020-11-19 | NC |\n",
    "| 31.8.2020 | 691042 | 10862 | 86638 |  19799| 2020-12-08 | 2021-03-28 |\n",
    "\n",
    "### Brasil\n",
    "\n",
    "| Fecha | Casos totales | Desv. Estándar | Muertes totales | Desv. Estándar | Fecha de finalización - casos| Fecha de finalización - muertes|\n",
    "| :---: | :---: | :---: | :---: | :---: | :---: | :---: |\n",
    "|31.3.2020 | 5526 | 178 | 254 | 22 | 2020-04-09 | 2020-04-12 |\n",
    "|1.4.2020 | 7322 | 650 | 421 | 90 | 2020-04-14 | 2020-04-17 |\n",
    "|2.4.2020 | 11675 | 223 | 551 | 116 | 2020-04-21 | 2020-04-19 |\n",
    "| 3.4.2020 | 20827 | 7241 | 26120 | 395617 | 2020-04-29 | 2020-05-13 |\n",
    "| 4.4.2020 | 26334 | 8901 | 1544 | 886 | 2020-05-01 | 2020-04-28 |\n",
    "| 5.4.2020 | 31033 | 9301 | 1837 | 795 | 2020-05-03 | 2020-04-29 |\n",
    "| 6.4.2020 | 25592 | 4454 | 1062 | 165 | 2020-05-01 | 2020-04-24 |\n",
    "| 7.4.2020 | 23358 | 2682 | 1075 | 115 | 2020-04-30 | 2020-04-24 |\n",
    "| 8.4.2020 | 26723 | 2914 | 1509 | 230 | 2020-05-02 | 2020-04-28 |\n",
    "| 9.4.2020 | 34583 | 4675 | 2336 | 514 | 2020-05-06 | 2020-05-03 |\n",
    "| 10.4.2020 | 42517 | 6091 | 3096 | 711 | 2020-05-09 | 2020-05-06 |\n",
    "| 11.4.2020 | 43763 | 4941 | 2685 | 363 | 2020-05-09 | 2020-05-04 |\n",
    "| 12.4.2020 | 39541 | 3084 | 2075 | 166 | 2020-05-08 | 2020-05-01 |\n",
    "| 13.4.2020 | 37486 | 2142 | 1923 | 106 | 2020-05-07 | 2020-04-30 |\n",
    "| 14.4.2020 | 35930 | 1550 | 1901 | 78 | 2020-05-06 | 2020-04-30 |\n",
    "| 15.4.2020 | 36306 | 1269 | 2178 | 116 | 2020-05-06 | 2020-05-02 |\n",
    "| 16.4.2020 | 40235 | 1699 | 2649 | 199 | 2020-05-08 | 2020-05-06 |\n",
    "| 17.4.2020 | 44088 | 2000 | 3177 | 281 | 2020-05-11 | 2020-05-09 |\n",
    "| 18.4.2020 | 50884 | 2968 | 3816 | 387 | 2020-05-14 | 2020-05-13 |\n",
    "| 19.4.2020 | 59028 | 4114 | 4401 | 455 | 2020-05-18 | 2020-05-15 |\n",
    "| 20.4.2020 | 63648 | 4202 | 4258 | 321 | 2020-05-20 | 2020-05-15 |\n",
    "| 21.4.2020 | 65854 | 3788 | 4058 | 224 | 2020-05-20 | 2020-05-14 |\n",
    "| 22.4.2020 | 67400 | 3262 | 3984 | 170 | 2020-05-21 | 2020-05-13 |\n",
    "| 23.4.2020 | 69584 | 2983 | 3994 | 138 | 2020-05-22 | 2020-05-13 |\n",
    "| 24.4.2020 | 75994 | 3588 | 4531 | 220 | 2020-05-24 | 2020-05-17 |\n",
    "| 25.4.2020 | 84694 | 4647 | 5443 | 394 | 2020-05-27 | 2020-05-21 |\n",
    "| 26.4.2020 | 99236 | 7083 | 6672 | 643 | 2020-06-01 | 2020-05-26 |\n",
    "| 27.4.2020 | 112796 | 8899 | 7497 | 738 | 2020-06-04 | 2020-05-29 |\n",
    "| 28.4.2020 | 126387 | 10470 | 8222 | 780 | 2020-06-07 | 2020-05-31 |\n",
    "| 29.4.2020 | 146358 | 13637 | 9618 | 1014 | 2020-06-11 | 2020-06-04 |\n",
    "| 30.4.2020 | 175813 | 19506 | 11204 | 1277 | 2020-06-16 | 2020-06-07 |\n",
    "| 1.5.2020 | 224159 | 2078 | 13215 | 1648 | 2020-06-22 | 2020-06-11 |\n",
    "| 2.5.2020 | 257129 | 37852 | 14586 | 1747 | 2020-06-25 | 2020-06-13 |\n",
    "| 3.5.2020 | 266966 | 34879 | 14805 | 1484 | 2020-06-26 | 2020-06-14 |\n",
    "| 4.5.2020 | 257989 | 26495 | 14263 | 1148 | 2020-06-25 | 2020-06-13 |\n",
    "| 5.5.2020 | 261136 | 23167 | 13695 | 898 | 2020-06-25 | 2020-06-12 |\n",
    "| 6.5.2020 | 271524 | 22733 | 14028 | 809 | 2020-06-26 | 2020-06-12 |\n",
    "| 7.5.2020 | 310050 | 28406 | 15045 | 857 | 2020-06-30 | 2020-06-14 |\n",
    "| 8.5.2020 | 356391 | 35650 | 16328 | 952 | 2020-07-03 | 2020-06-17 |\n",
    "| 9.5.2020 | 428322 | 50371 | 18764 | 1329 | 2020-07-08 | 2020-06-21 |\n",
    "| 10.5.2020 | 489268 | 60071 | 21112 | 1629 | 2020-07-11 | 2020-06-24 |\n",
    "| 11.5.2020 | 490952 | 51815 | 22314 | 1614 | 2020-07-11 | 2020-06-26 | \n",
    "| 12.5.2020 | 464303 | 39644 | 22783 | 1449 | 2020-07-10 | 2020-06-26 |\n",
    "| 13.5.2020 | 444910 | 31254 | 23970 | 1430 | 2020-07-09 | 2020-06-28 |\n",
    "| 14.5.2020 | 456698 | 28995 | 25240 | 1401 | 2020-07-09 | 2020-06-29 |\n",
    "| 15.5.2020 | 477021 | 28122 | 26757 | 1436 | 2020-07-10 | 2020-07-01 |\n",
    "| 16.5.2020 | 546045 | 38057 | 29183 | 1660 | 2020-07-14 | 2020-07-03 |\n",
    "| 17.5.2020 | 612494 | 46194 | 30697 | 1660 | 2020-07-18 | 2020-07-05 |\n",
    "| 18.5.2020 | 617838 | 40861 | 30594 | 1424 | 2020-07-18 | 2020-07-05 |\n",
    "| 19.5.2020 | 633782 | 37598 | 30590 | 1229 | 2020-07-19 | 2020-07-05 |\n",
    "| 20.5.2020 | 673418 | 38808 | 32053 | 1258 | 2020-07-20 | 2020-07-06 |\n",
    "| 21.5.2020 | 749652 | 47328 | 33350 | 1253 | 2020-07-23 | 2020-07-08 |\n",
    "| 22.5.2020 | 841721 | 58514 | 35425 | 1382 | 2020-07-27 | 2020-07-10 |\n",
    "| 23.5.2020 | NC | NC | 37590 | 1504 | NC | 2020-07-12 |\n",
    "| 24.5.2020 | 1050930 | 83168 | 39634 | 1588 | 2020-08-02 | 2020-07-14 |\n",
    "| 25.5.2020 | NC | NC | 40312 | 1463 | NC | 2020-07-15 |\n",
    "| 26.5.2020 | NC | NC | 40528 | 1299 | NC | 2020-07-15 |\n",
    "| 27.5.2020 | 1008180 | 53270 | 41167 | 1200 | 2020-08-01 | 2020-07-15 |\n",
    "| 28.5.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 29.5.2020 | NC | NC | 43418 | 1143 | NC | 2020-07-17 |\n",
    "| 30.5.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 31.5.2020 | NC | NC | 45965 | 1130 | NC | 2020-07-20 |\n",
    "| 01.6.2020 | NC | NC | 46079 | 1023 | NC | 2020-07-20 |\n",
    "| 02.6.2020 | 1283480 | 58676 | NC | NC | 2020-08-09 | NC |\n",
    "| 03.6.2020 | 1294537 | 52504 | 46057 | 826 | 2020-08-09 | 2020-07-20 |\n",
    "| 04.6.2020 | 1344433 | 52718 | 46991 | 817 | 2020-08-10 | 2020-07-21 |\n",
    "| 05.6.2020 | 1395161 | 52038 | 48515 | 891 | 2020-08-12 | 2020-07-23 |\n",
    "| 06.6.2020 | NC | NC | 48600 | 807 | NC | 2020-07-23 |\n",
    "| 07.6.2020 | NC | NC | 50906 | 924 | NC | 2020-07-25 |\n",
    "| 08.6.2020 | NC | NC | 51302 | 859 | NC | 2020-07-25 |\n",
    "| 09.6.2020 | 1482790 | 41572 | 51471 | 791 | 2020-08-14 | 2020-07-26 |\n",
    "| 10.6.2020 | NC | NC | 52016 | 752 | NC | 2020-07-26 |\n",
    "| 11.6.2020 | 1497852 | 35166 | 52880 | 750 | 2020-08-14 | 2020-07-27 |\n",
    "| 12.6.2020 | 1523899 | 33571 | 53987 | 777 | 2020-08-15 | 2020-07-28 |\n",
    "| 13.6.2020 | 1537899 | 31001 | NC | NC | 2020-08-15 | NC |\n",
    "| 14.6.2020 | 1534549 | 27552 | 55570 | 760 | 2020-08-15 | 2020-07-30 |\n",
    "| 15.6.2020 | NC | NC | 56080 | 727 | NC | 2020-07-31 |\n",
    "| 17.6.2020 | NC | NC | 57021 | 665 | NC | 2020-08-01 |\n",
    "| 18.6.2020 | 1500841 | 18835 | 57729 | 669 | 2020-08-14 | 2020-08-02 |\n",
    "| 19.6.2020 | NC | NC | 58675 | 696 | NC | 2020-08-03 |\n",
    "| 20.6.2020 | 1555170 | 20846 | 59725 | 734 | 2020-08-16 | 2020-08-04 |\n",
    "| 21.6.2020 | 1557467 | 19061 | NC | NC | 2020-08-16 | NC |\n",
    "| 22.6.2020 | 1596534 | 20967 | NC | NC | 2020-08-18 | NC |\n",
    "| 23.6.2020 | 1651550 | 23290 | 62200 | 753 | 2020-08-19 | 2020-08-07 |\n",
    "| 24.6.2020 | 1680508 | 23447 | 63050 | 764 | 2020-08-20 | 2020-08-08 |\n",
    "| 25.6.2020 | 1724954 | 25646 | 63994 | 786 | 2020-08-22 | 2020-08-09 |\n",
    "| 26.6.2020 | NC | NC | 64995 | 814 | NC | 2020-08-10 |\n",
    "| 27.6.2020 | 1838525 | 32814 | 65972 | 837 | 2020-08-26 | 2020-08-11 |\n",
    "| 29.6.2020 | 1963265 | 39820 | 67871 | 871 | 2020-08-30 | 2020-08-14 |\n",
    "| 30.6.2020 | 2000139 | 39057 | NC | NC | 2020-08-31 | NC |\n",
    "| 01.7.2020 | NC | NC | 69289 | 858 | NC | 2020-08-16 |\n",
    "| 02.7.2020 | 2087900 | 40155 | 70132 | 866 | 2020-09-03 | 2020-08-17 |\n",
    "| 03.7.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 04.7.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 06.7.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 07.7.2020 | NC | NC | 74875 | 958 | NC | 2020-08-23 |\n",
    "| 08.7.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 10.7.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 11.7.2020 | NC | NC | 78802 | 1040 | NC | 2020-08-28 |\n",
    "| 13.7.2020 | 2591278 | 45369 | NC | NC | 2020-09-17 | NC |\n",
    "| 14.7.2020 | 2610717 | 43537 | 81783 | 1095 | 2020-09-18 | 2020-08-31 |\n",
    "| 16.7.2020 | 2661985 | 40979 | NC | NC | 2020-09-19 | NC |\n",
    "| 20.7.2020 | 2771700 | 37980 | NC | NC | 2020-09-23 | NC |\n",
    "| 22.7.2020 | NC | NC | 89921 | 1241 | NC | 2020-09-11 |\n",
    "| 24.7.2020 | NC | NC | 91812 | 1234 | NC | 2020-09-13 |\n",
    "| 27.7.2020 | NC | NC | 95233 | 1323 | NC | 2020-09-18 |\n",
    "| 30.7.2020 | 3160304 | 44106 | 98988 | 1440 | 2020-10-04 | 2020-09-23 |\n",
    "| 05.8.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 31.8.2020 | NC | NC | 129606 | 1647 | NC | 2020-11-03 |\n",
    "\n",
    "### Chile\n",
    "\n",
    "| Fecha | Casos totales | Desv. Estándar | Muertes totales | Desv. Estándar | Fecha de finalización - casos| Fecha de finalización - muertes|\n",
    "| :---: | :---: | :---: | :---: | :---: | :---: | :---: |\n",
    "|31.3.2020 | 4364 | 359 | 12 | $<$1 | 2020-04-12 | 2020-04-11 |\n",
    "|1.4.2020 | 4491 | 266 | NC | NC | 2020-04-17 | NC |\n",
    "|2.4.2020 | 4627 | 204 | NC | NC | 2020-04-17 | NC |\n",
    "| 3.4.2020 | 5039 | 214 | 517 | 4987 | 2020-04-19 | 2020-05-06 |\n",
    "| 4.4.2020 | 5392 | 208 | 84 | 58 | 2020-04-20 | 2020-04-25 |\n",
    "| 5.4.2020 | 5962 | 254 | 61 | 29 | 2020-04-22 | 2020-04-21 |\n",
    "| 6.4.2020 | 6272 | 233 | 191 | 136 | 2020-04-23 | 2020-05-01 |\n",
    "| 7.4.2020 | 6545 | 211 | 84 | 18 | 2020-04-23 | 2020-04-25 |\n",
    "| 8.4.2020 | 6722 | 181 | 80 | 10 | 2020-04-24 | 2020-04-24 |\n",
    "| 9.4.2020 | 7094 | 194 | 78 | 6 | 2020-04-25 | 2020-04-24 |\n",
    "| 10.4.2020 | 7554 | 233 | 96 | 11 | 2020-04-27 | 2020-04-27 |\n",
    "| 11.4.2020 | 8231 | 298 | 117 | 14 | 2020-04-29 | 2020-04-29 |\n",
    "| 12.4.2020 | 8860 | 342 | 128 | 10 | 2020-05-01 | 2020-05-01 |\n",
    "| 13.4.2020 | 9203 | 322 | 132 | 8 | 2020-05-02 | 2020-05-01 |\n",
    "| 14.4.2020 | 9428 | 289 | 118 | 7 | 2020-05-02 | 2020-04-29 |\n",
    "| 15.4.2020 | 9699 | 269 | 123 | 6 | 2020-05-03 | 2020-04-30 |\n",
    "| 16.4.2020 | 9961 | 253 | 120 | 3 | 2020-05-04 | 2020-04-29 |\n",
    "| 17.4.2020 | 10403 | 272 | 127 | 4 | 2020-05-06 | 2020-05-01 |\n",
    "| 18.4.2020 | 10875 | 295 | 142 | 6 | 2020-05-07 | 2020-05-03 |\n",
    "| 19.4.2020 | 11399 | 324 | 164 | 11 | 2020-05-09 | 2020-05-07 |\n",
    "| 20.4.2020 | 11839 | 334 | 171 | 9 | 2020-05-10 | 2020-05-08 |\n",
    "| 21.4.2020 | 12274 | 341 | 177 | 8 | 2020-05-11 | 2020-05-09 |\n",
    "| 22.4.2020 | 12608 | 331 | 184 | 7 | 2020-05-12 | 2020-05-10 |\n",
    "| 23.4.2020 | 13010 | 335 | 198 | 9 | 2020-05-14 | 2020-05-12 |\n",
    "| 24.4.2020 | 13507 | 357 | 208 | 8 | 2020-05-15 | 2020-05-13 |\n",
    "| 25.4.2020 | 14080 | 390 | 215 | 8 | 2020-05-17 | 2020-05-14 |\n",
    "| 26.4.2020 | 14683 | 426 | 220 | 7 | 2020-05-19 | 2020-05-15 |\n",
    "| 27.4.2020 | 15283 | 458 | 228 | 7 | 2020-05-21 | 2020-05-16 |\n",
    "| 28.4.2020 | 15884 | 486 | 235 | 7 | 2020-05-23 | 2020-05-18 |\n",
    "| 29.4.2020 | 16535 | 521 | 243 | 7 | 2020-05-25 | 2020-05-19 |\n",
    "| 30.4.2020 | 17199 | 554 | 251 | 7 | 2020-05-26 | 2020-05-20 |\n",
    "| 1.5.2020 | 18370 | 695 | 262 | 7 | 2020-05-30 | 2020-05-22 |\n",
    "| 2.5.2020 | 19928 | 913 | 271 | 7 | 2020-06-03 | 2020-05-23 |\n",
    "| 3.5.2020 | 22443 | 1376 | 281 | 8 | 2020-06-09 | 2020-05-24 |\n",
    "| 4.5.2020 | 25544 | 1969 | 298 | 10 | 2020-06-14 | 2020-05-27 |\n",
    "| 5.5.2020 | 29562 | 2832 | 327 | 12 | 2020-06-21 | 2020-06-01 |\n",
    "| 6.5.2020 | 37980 | 5483 | 341 | 12 | 2020-07-03 | 2020-06-04 |\n",
    "| 7.5.2020 | 45580 | 7953 | 347 | 11 | 2020-07-10 | 2020-06-05 |\n",
    "| 8.5.2020 | 56868 | 12460 | 349 | 10 | 2020-07-19 | 2020-06-05 |\n",
    "| 9.5.2020 | 71595 | 19341 | 364 | 9 | 2020-07-27 | 2020-06-08 |\n",
    "| 10.5.2020 | 87114 | 27028 | 370 | 9 | 2020-08-02 | 2020-06-09 |\n",
    "| 11.5.2020 | 108740 | 39614 | 379 | 8 | 2020-08-09 | 2020-06-11 | \n",
    "| 12.5.2020 | 123976 | 46826 | 387 | 8 | 2020-08-13 | 2020-06-12 |\n",
    "| 13.5.2020 | 141842 | 55617 | 390 | 9 | 2020-08-17 | 2020-06-12 |\n",
    "| 14.5.2020 | 331602 | 298755 | 379 | 9 | 2020-09-10 | 2020-06-08 |\n",
    "| 15.5.2020 | 420416 | 451378 | 397 | 11 | 2020-09-14 | 2020-06-11 |\n",
    "| 16.5.2020 | NC | NC | 437 | 16 | NC | 2020-06-17 |\n",
    "| 17.5.2020 | NC | NC | 482 | 25 | NC | 2020-06-23 |\n",
    "| 18.5.2020 | NC | NC | 550 | 40 | NC | 2020-07-01 |\n",
    "| 19.5.2020 | NC | NC | 630 | 59 | NC | 2020-07-08 |\n",
    "| 20.5.2020 | NC | NC | 1017 | 226 | NC | 2020-08-06 |\n",
    "| 21.5.2020 | NC | NC | 1629 | 673 | NC | 2020-08-26 |\n",
    "| 22.5.2020 | NC | NC | 2381 | 1475 | NC | 2020-09-07 |\n",
    "| 23.5.2020 | NC | NC | 18087 | 94290 | NC | 2020-11-01 |\n",
    "| 24.5.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 25.5.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 26.5.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 27.5.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 28.5.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 29.5.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 30.5.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 31.5.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 01.6.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 02.6.2020 | 3879344 | 5972494 | NC | NC | 2020-10-18 | NC |\n",
    "| 03.6.2020 | 1155955 | 484863 | NC | NC | 2020-09-24 | NC |\n",
    "| 04.6.2020 | 832557 | 241194 | NC | NC | 2020-09-17 | NC |\n",
    "| 05.6.2020 | 578958 | 99777 | NC | NC | 2020-09-07 | NC |\n",
    "| 06.6.2020 | 474583 | 60992 | NC | NC | 2020-09-01 | NC |\n",
    "| 07.6.2020 | 419959 | 42938 | NC | NC | 2020-08-29 | NC |\n",
    "| 08.6.2020 | 397483 | 34170 | NC | NC | 2020-08-27 | NC |\n",
    "| 09.6.2020 | 374214 | 26589 | NC | NC | 2020-08-25 | NC |\n",
    "| 10.6.2020 | 351376 | 21500 | NC | NC | 2020-08-23 | NC |\n",
    "| 11.6.2020 | 338042 | 17929 | NC | NC | 2020-08-21 | NC |\n",
    "| 12.6.2020 | 330654 | 15610 | NC | NC | 2020-08-20 | NC |\n",
    "| 13.6.2020 | 329851 | 13924 | NC | NC | 2020-08-20 | NC |\n",
    "| 14.6.2020 | 332478 | 12763 | NC | NC | 2020-08-21 | NC |\n",
    "| 15.6.2020 | 338650 | 12147 | NC | NC | 2020-08-21 | NC |\n",
    "| 17.6.2020 | 341358 | 10314 | NC | NC | 2020-08-22 | NC |\n",
    "| 18.6.2020 | NC | NC | NC | NC | NC | NC |\n",
    "| 19.6.2020 | 562808 | 67803 | NC | NC | 2020-09-12 | NC |\n",
    "| 20.6.2020 | 666501 | 90364 | 144316 | 554185 | 2020-09-18 | 2020-10-15 |\n",
    "| 21.6.2020 | NC | NC | 36110 | 29047 | NC | 2020-09-21 |\n",
    "| 22.6.2020 | 725274 | 97450 | 21863 | 8966 | 2020-09-22 | 2020-09-10 |\n",
    "| 23.6.2020 | 683717 | 77428 | 14132 | 3242 | 2020-09-19 | 2020-08-29 |\n",
    "| 24.6.2020 | 627274 | 58229 | 10517 | 1551 | 2020-09-16 | 2020-08-20 |\n",
    "| 25.6.2020 | 573476 | 44680 | 9267 | 1034 | 2020-09-12 | 2020-08-16 |\n",
    "| 26.6.2020 | 531523 | 35142 | 8607 | 770 | 2020-09-09 | 2020-08-13 |\n",
    "| 27.6.2020 | 498498 | 27847 | 8221 | 611 | 2020-09-05 | 2020-08-11 |\n",
    "| 29.6.2020 | 451658 | 19720 | 8066 | 477 | 2020-08-31 | 2020-08-10 |\n",
    "| 30.6.2020 | 435228 | 16418 | 8005 | 409 | 2020-08-29 | 2020-08-10 |\n",
    "| 01.7.2020 | 421179 | 14264 | 7881 | 351 | 2020-08-27 | 2020-08-09 |\n",
    "| 02.7.2020 | 408826 | 12518 | 7729 | 301 | 2020-08-25 | 2020-08-08 |\n",
    "| 03.7.2020 | 398093 | 11089 | 7665 | 265 | 2020-08-24 | 2020-08-08 |\n",
    "| 04.7.2020 | 389590 | 9908 | 7632 | 236 | 2020-08-22 | 2020-08-07 |\n",
    "| 06.7.2020 | NC | NC | 7634 | 195 | NC | 2020-08-07 |\n",
    "| 07.7.2020 | 373401 | 7364 | 7624 | 177 | 2020-08-19 | 2020-08-07 |\n",
    "| 08.7.2020 | 369567 | 6740 | 7596 | 160 | 2020-08-18 | 2020-08-07 |\n",
    "| 10.7.2020 | NC | NC | 7614 | 136 | NC | 2020-08-07 |\n",
    "| 11.7.2020 | 361233 | 5297 | 7635 | 126 | 2020-08-17 | 2020-08-07 |\n",
    "| 13.7.2020 | NC | NC | 7691 | 111 | NC | 2020-08-08 |\n",
    "| 14.7.2020 | NC | NC | 7700 | 105 | NC | 2020-08-08 |\n",
    "| 16.7.2020 | NC | NC | 7736 | 92 | NC | 2020-08-08 |\n",
    "| 20.7.2020 | NC | NC | 8579 | 164 | NC | 2020-08-17 |\n",
    "| 22.7.2020 | 353921 | 2847 | 8987 | 183 | 2020-08-15 | 2020-08-22 |\n",
    "| 24.7.2020 | 354651 | 2543 | 9359 | 173 | 2020-08-15 | 2020-08-25 |\n",
    "| 27.7.2020 | 348494 | 1331 | 9740 | 177 | 2020-08-14 | 2020-08-29 |\n",
    "| 30.7.2020 | NC | NC | 9988 | 226 | NC | 2020-09-01 |\n",
    "| 05.8.2020 | 358520 | 1423 | 10295 | 145 | 2020-08-18 | 2020-09-04 |\n",
    "| 31.8.2020 | 389003 | 2121 | 11119 | 90 | 2020-09-01 | 2020-09-15 |\n",
    "\n",
    "### Colombia\n",
    "\n",
    "| Fecha | Casos totales | Desv. Estándar | Muertes totales | Desv. Estándar | Fecha de finalización - casos| Fecha de finalización - muertes|\n",
    "| :---: | :---: | :---: | :---: | :---: | :---: | :---: |\n",
    "|31.3.2020 | 1042 | 92 | NC | NC | 2020-04-12 | 2020-07-06 |\n",
    "|1.4.2020 | 1263 | 132 | NC | NC | 2020-04-15 | NC |\n",
    "|2.4.2020 | 1744 | 284 | 74 | 134 | 2020-04-21 | 2020-04-25 |\n",
    "| 3.4.2020 | 1983 | 291 | 36 | 13 | 2020-04-23 | 2020-04-18 |\n",
    "| 4.4.2020 | 2082 | 240 | 76 | 58 | 2020-04-24 | 2020-04-26 |\n",
    "| 5.4.2020 | 2260 | 225 | NC | NC | 2020-04-25 | NC |\n",
    "| 6.4.2020 | 2237 | 163 | 139 | 102 | 2020-04-25 | 2020-05-01 |\n",
    "| 7.4.2020 | 6545 | 211 | NC | NC | 2020-04-23 | NC |\n",
    "| 8.4.2020 | 2452 | 143 | 180 | 88 | 2020-04-27 | 2020-05-03 |\n",
    "| 9.4.2020 | 3086 | 304 | 107 | 20 | 2020-05-02 | 2020-04-27 |\n",
    "| 10.4.2020 | 3678 | 415 | 178 | 66 | 2020-05-05 | 2020-05-03 |\n",
    "| 11.4.2020 | 4532 | 610 | 262 | 111 | 2020-05-10 | 2020-05-08 |\n",
    "| 12.4.2020 | 5407 | 783 | NC | NC | 2020-05-13 | NC |\n",
    "| 13.4.2020 | 5078 | 534 | 468 | 201 | 2020-05-12 | 2020-05-13 |\n",
    "| 14.4.2020 | 4608 | 351 | 228 | 43 | 2020-05-10 | 2020-05-05 |\n",
    "| 15.4.2020 | 4368 | 254 | 216 | 27 | 2020-05-08 | 2020-05-04 |\n",
    "| 16.4.2020 | 4243 | 195 | 192 | 14 | 2020-05-08 | 2020-05-02 |\n",
    "| 17.4.2020 | 4189 | 156 | 193 | 10 | 2020-05-07 | 2020-05-02 |\n",
    "| 18.4.2020 | 4263 | 139 | 195 | 9 | 2020-05-08 | 2020-05-02 |\n",
    "| 19.4.2020 | 4206 | 114 | 186 | 7 | 2020-05-07 | 2020-05-01 |\n",
    "| 20.4.2020 | 4391 | 124 | 205 | 9 | 2020-05-09 | 2020-05-04 |\n",
    "| 21.4.2020 | 4595 | 136 | 221 | 9 | 2020-05-11 | 2020-05-06 |\n",
    "| 22.4.2020 | 4792 | 144 | 231 | 9 | 2020-05-12 | 2020-05-07 |\n",
    "| 23.4.2020 | 5028 | 159 | 240 | 9 | 2020-05-14 | 2020-05-08 |\n",
    "| 24.4.2020 | 5295 | 178 | 248 | 8 | 2020-05-16 | 2020-05-09 |\n",
    "| 25.4.2020 | 5697 | 226 | 256 | 7 | 2020-05-19 | 2020-05-10 |\n",
    "| 26.4.2020 | 6141 | 277 | 263 | 7 | 2020-05-22 | 2020-05-11 |\n",
    "| 27.4.2020 | 6598 | 325 | 271 | 7 | 2020-05-25 | 2020-05-12 |\n",
    "| 28.4.2020 | 7029 | 361 | 279 | 7 | 2020-05-28 | 2020-05-13 |\n",
    "| 29.4.2020 | 7605 | 428 | 292 | 8 | 2020-05-31 | 2020-05-15 |\n",
    "| 30.4.2020 | 8171 | 485 | 303 | 8 | 2020-06-04 | 2020-05-16 |\n",
    "| 1.5.2020 | 8774 | 545 | 317 | 9 | 2020-06-07 | 2020-05-18 |\n",
    "| 2.5.2020 | 9746 | 699 | 339 | 11 | 2020-06-11 | 2020-05-21 |\n",
    "| 3.5.2020 | 10647 | 819 | 357 | 13 | 2020-06-15 | 2020-05-23 |\n",
    "| 4.5.2020 | 11489 | 910 | 379 | 15 | 2020-06-18 | 2020-05-26 |\n",
    "| 5.5.2020 | 12360 | 999 | 415 | 21 | 2020-06-21 | 2020-05-30 |\n",
    "| 6.5.2020 | 14979 | 1590 | 458 | 28 | 2020-06-30 | 2020-06-04 |\n",
    "| 7.5.2020 | 16607 | 1874 | 498 | 33 | 2020-07-04 | 2020-06-08 |\n",
    "| 8.5.2020 | 18553 | 2245 | 528 | 36 | 2020-07-08 | 2020-06-11 |\n",
    "| 9.5.2020 | 21265 | 2875 | 601 | 48 | 2020-07-13 | 2020-06-18 |\n",
    "| 10.5.2020 | 23725 | 3369 | 639 | 51 | 2020-07-17 | 2020-06-21 |\n",
    "| 11.5.2020 | 26574 | 3971 | 697 | 58 | 2020-07-21 | 2020-06-26 |\n",
    "| 12.5.2020 | 29464 | 4536 | 728 | 59 | 2020-07-25 | 2020-06-28 |\n",
    "| 13.5.2020 | 33150 | 5370 | 729 | 52 | 2020-07-29 | 2020-06-28 |\n",
    "| 14.5.2020 | 46006 | 9564 | 660 | 34 | 2020-08-11 | 2020-06-20 |\n",
    "| 15.5.2020 | 42047 | 7468 | 679 | 34 | 2020-08-06 | 2020-06-21 |\n",
    "| 16.5.2020 | 48998 | 9142 | 732 | 39 | 2020-08-12 | 2020-06-26 |\n",
    "| 17.5.2020 | 53027 | 6707 | 753 | 38 | 2020-08-14 | 2020-06-28 |\n",
    "| 18.5.2020 | 55179 | 9403 | 767 | 36 | 2020-08-16 | 2020-06-29 |\n",
    "| 19.5.2020 | 56937 | 8947 | 767 | 33 | 2020-08-17 | 2020-06-28 |\n",
    "| 20.5.2020 | 54043 | 7311 | 847 | 37 | 2020-08-14 | 2020-07-06 |\n",
    "| 21.5.2020 | 54495 | 6627 | 865 | 35 | 2020-08-15 | 2020-07-07 |\n",
    "| 22.5.2020 | 53739 | 5721 | 844 | 33 | 2020-08-14 | 2020-07-04 |\n",
    "| 23.5.2020 | 53645 | 5082 | 877 | 35 | 2020-08-14 | 2020-07-06 |\n",
    "| 24.5.2020 | 55791 | 4996 | 929 | 38 | 2020-08-15 | 2020-07-10 |\n",
    "| 25.5.2020 | 55482 | 4710 | 967 | 40 | 2020-08-15 | 2020-07-13 |\n",
    "| 26.5.2020 | 62534 | 5068 | 988 | 41 | 2020-08-20 | 2020-07-13 |\n",
    "| 27.5.2020 | 71644 | 5389 | 1005 | 42 | 2020-08-26 | 2020-07-14 |\n",
    "| 28.5.2020 | NC | NC | 1037 | 43 | NC | 2020-07-15 |\n",
    "| 29.5.2020 | 68690 | 402 | 1087 | 47 | 2020-08-24 | 2020-07-18 |\n",
    "| 30.5.2020 | 67481 | 3715 | 1191 | 57 | 2020-08-24 | 2020-07-25 |\n",
    "| 31.5.2020 | 69301 | 3583 | 1192 | 55 | 2020-08-25 | 2020-07-24 |\n",
    "| 01.6.2020 | 67467 | 3065 | 1316 | 68 | 2020-08-24 | 2020-08-01 |\n",
    "| 02.6.2020 | 70313 | 3697 | 1393 | 77 | 2020-08-25 | 2020-08-04 |\n",
    "| 03.6.2020 | 74116 | 4214 | 1518 | 97 | 2020-08-27 | 2020-08-09 |\n",
    "| 04.6.2020 | 90611 | 5409 | 1603 | 111 | 2020-09-05 | 2020-08-12 |\n",
    "| 05.6.2020 | 87347 | 5689 | 1780 | 142 | 2020-09-02 | 2020-08-18 |\n",
    "| 06.6.2020 | 113197 | 12477 | 2148 | 239 | 2020-09-12 | 2020-08-29 |\n",
    "| 07.6.2020 | 121962 | 13489 | 2422 | 304 | 2020-09-15 | 2020-09-04 |\n",
    "| 08.6.2020 | 128261 | 13720 | 2802 | 410 | 2020-09-17 | 2020-09-12 |\n",
    "| 09.6.2020 | 145057 | 17386 | 4253 | 1067 | 2020-09-21 | 2020-10-03 |\n",
    "| 10.6.2020 | 144430 | 1550 | 4996 | 1410 | 2020-09-21 | 2020-10-10 |\n",
    "| 11.6.2020 | 141793 | 13467 | 8510 | 4035 | 2020-09-21 | 2020-11-03 |\n",
    "| 12.6.2020 | 139872 | 11792 | 37398 | 75270 | 2020-09-21 | 2020-12-24 |\n",
    "| 13.6.2020 | 136260 | 10121 | 8860 | 3851 | 2020-09-20 | 2020-11-01 |\n",
    "| 14.6.2020 | NC | NC | 21224 | 20967 | NC | 2020-12-03 |\n",
    "| 15.6.2020 | 136703 | 8375 | 88211 | 327045 | 2020-09-20 | 2021-01-16 |\n",
    "| 17.6.2020 | 164302 | 12202 | NC | NC | 2020-09-28 | NC |\n",
    "| 18.6.2020 | 159635 | 10405 | NC | NC | 2020-09-26 | NC |\n",
    "| 19.6.2020 | 161940 | 9797 | NC | NC | 2020-09-27 | NC |\n",
    "| 20.6.2020 | 175096 | 11045 | NC | NC | 2020-09-30 | NC |\n",
    "| 21.6.2020 | 193404 | 13582 | NC | NC | 2020-10-05 | NC |\n",
    "| 22.6.2020 | 305191 | 55590 | NC | NC | 2020-10-24 | NC |\n",
    "| 23.6.2020 | 432949 | 117744 | NC | NC | 2020-11-06 | NC |\n",
    "| 24.6.2020 | 538382 | 169195 | NC | NC | 2020-11-13 | NC |\n",
    "| 25.6.2020 | 467154 | 118688 | NC | NC | 2020-11-08 | NC |\n",
    "| 26.6.2020 | 446885 | 97850 | NC | NC | 2020-11-07 | NC |\n",
    "| 27.6.2020 | 415602 | 89005 | NC | NC | 2020-11-04 | NC |\n",
    "| 29.6.2020 | 784693 | 271631 | NC | NC | 2020-11-25 | NC |\n",
    "| 30.6.2020 | 655000 | 151944 | NC | NC | 2020-11-19 | NC |\n",
    "| 01.7.2020 | 636789 | 130504 | NC | NC | 2020-11-18 | NC |\n",
    "| 02.7.2020 | 585904 | 100467 | NC | NC | 2020-11-15 | NC |\n",
    "| 03.7.2020 | 570164 | 86567 | NC | NC | 2020-11-14 | NC |\n",
    "| 04.7.2020 | 568140 | 78383 | NC | NC | 2020-11-14 | NC |\n",
    "| 06.7.2020 | 534647 | 57651 | NC | NC | 2020-11-12 | NC |\n",
    "| 07.7.2020 | 516021 | 49033 | NC | NC | 2020-11-10 | NC |\n",
    "| 08.7.2020 | 481868 | 39501 | NC | NC | 2020-11-08 | NC |\n",
    "| 10.7.2020 | 446245 | 28559 | NC | NC | 2020-11-05 | NC |\n",
    "| 11.7.2020 | 446912 | 26263 | NC | NC | 2020-11-05 | NC |\n",
    "| 13.7.2020 | 490935 | 28433 | NC | NC | 2020-11-09 | NC |\n",
    "| 14.7.2020 | 511710 | 29520 | NC | NC | 2020-11-11 | NC |\n",
    "| 16.7.2020 | 522145 | 26108 | 105637 | 51864 | 2020-11-11 | 2021-01-08|\n",
    "| 20.7.2020 | 840405 | 67752 | 41565 | 5660 | 2020-11-30 | 2020-12-11 |\n",
    "| 22.7.2020 | 1003785 | 90207 | 35358 | 3491 | 2020-12-07 | 2020-12-05 |\n",
    "| 24.7.2020 | NC | NC | 30783| 2157 | NC | 2020-11-29 |\n",
    "| 27.7.2020 | 1012498 | 70729 | 29038 | 1609 | 2020-12-07 | 2020-11-27 |\n",
    "| 30.7.2020 | 1091072 | 61934 | 29096 | 1493 | 2020-12-10 | 2020-11-26 |\n",
    "| 05.8.2020 | NC | NC | 35243 | 1179 | NC | 2020-12-06 |\n",
    "| 31.8.2020 | 996959 | 9528 | 28163 | 183 | 2020-12-01 | 2020-11-22 |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Registro diario de predicciones para países no latinoamericanos\n",
    "\n",
    "**Nota**: cuando el proceso de ajuste no converge a una solución, o la desviación estándar es de mayor magnitud que el valor ajustado, se denota NC\n",
    "\n",
    "### España\n",
    "\n",
    "| Fecha | Casos totales | Desv. Estándar | Muertes totales | Desv. Estándar | Fecha de finalización - casos| Fecha de finalización - muertes|\n",
    "| :---: | :---: | :---: | :---: | :---: | :---: | :---: |\n",
    "|31.3.2020 | 138677 | 5737 | 11712 | 278 | 2020-04-17 | 2020-04-13 |\n",
    "|1.4.2020 | 140095 | 4353 | 11878 | 201 | 2020-04-17 | 2020-04-13 |\n",
    "|2.4.2020 | 144116 | 3647 | 12516 | 227 | 2020-04-18 | 2020-04-14 |\n",
    "| 3.4.2020 | 148905 | 3250 | 13398 | 300 | 2020-04-18 | 2020-04-15 |\n",
    "| 4.4.2020 | 152846 | 2868 | 14141 | 319 | 2020-04-19 | 2020-04-16 |\n",
    "| 5.4.2020 | 156572 | 2581 | 14668 | 298 | 2020-04-19 | 2020-04-17 |\n",
    "| 6.4.2020 | 158690 | 2205 | 15069 | 269 | 2020-04-20 | 2020-04-17 |\n",
    "| 7.4.2020 | 160114 | 1869 | 15467 | 250 | 2020-04-20 | 2020-04-18 |\n",
    "| 8.4.2020 | 161873 | 1692 | 15897 | 246 | 2020-04-20 | 2020-04-19 |\n",
    "| 9.4.2020 | 164748 | 1682 | 16402 | 260 | 2020-04-21 | 2020-04-20 |\n",
    "| 10.4.2020 | 168001 | 1768 | 16887 | 271 | 2020-04-22 | 2020-04-20 |\n",
    "| 11.4.2020 | 170883 | 1815 | 17358 | 279 | 2020-04-22 | 2020-04-21 |\n",
    "| 12.4.2020 | 173769 | 1871 | 17760 | 277 | 2020-04-23 | 2020-04-22 |\n",
    "| 13.4.2020 | 176271 | 1866 | 18175 | 280 | 2020-04-23 | 2020-04-23 |\n",
    "| 14.4.2020 | 178369 | 1815 | 18576 | 283 | 2020-04-24 | 2020-04-24 |\n",
    "| 15.4.2020 | 179955 | 1716 | 18859 | 270 | 2020-04-24 | 2020-04-24 |\n",
    "| 16.4.2020 | 182206 | 1748 | 19223 | 274 | 2020-04-25 | 2020-04-25 |\n",
    "| 17.4.2020 | 185670 | 2032 | 19626 | 286 | 2020-04-26 | 2020-04-26 |\n",
    "| 18.4.2020 | 189626 | 2368 | 20092 | 309 | 2020-04-27 | 2020-04-27 |\n",
    "| 19.4.2020 | 192462 | 2426 | 20380 | 301 | 2020-04-27 | 2020-04-27 |\n",
    "| 20.4.2020 | 196180 | 2652 | 20663 | 295 | 2020-04-28 | 2020-04-28 |\n",
    "| 21.4.2020 | 199128 | 2711 | 20940 | 290 | 2020-04-29 | 2020-04-29 |\n",
    "| 22.4.2020 | 202109 | 2778 | 21224 | 289 | 2020-04-30 | 2020-04-29 |\n",
    "| 23.4.2020 | 205186 | 2863 | 21525 | 293 | 2020-05-01 | 2020-04-30 |\n",
    "| 24.4.2020 | 208452 | 2979 | 21854 | 303 | 2020-05-02 | 2020-05-01 |\n",
    "| 25.4.2020 | 212371 | 3206 | 22148 | 307 | 2020-05-03 | 2020-05-02 |\n",
    "| 26.4.2020 | 216242 | 3400 | 22439 | 310 | 2020-05-04 | 2020-05-02 |\n",
    "| 27.4.2020 | 219624 | 3487 | 22709 | 311 | 2020-05-05 | 2020-05-03 |\n",
    "| 28.4.2020 | 223153 | 3607 | 22973 | 312 | 2020-05-06 | 2020-05-04 |\n",
    "| 29.4.2020 | 225835 | 3570 | 23226 | 312 | 2020-05-07 | 2020-05-05 |\n",
    "| 30.4.2020 | 229309 | 3687 | 23499 | 316 | 2020-05-08 | 2020-05-05 |\n",
    "| 1.5.2020 | 212484 | 1966 | 23756 | 319 | 2020-05-03 | 2020-05-06 |\n",
    "| 2.5.2020 | 212596 | 1824 | 23958 | 314 | 2020-05-03 | 2020-05-07 |\n",
    "| 3.5.2020 | 213622 | 1804 | 24200 | 315 | 2020-05-04 | 2020-05-08 |\n",
    "| 4.5.2020 | 214266 | 1742 | 24419 | 315 | 2020-05-04 | 2020-05-08 |\n",
    "| 5.5.2020 | 214840 | 1682 | 24640 | 314 | 2020-05-04 | 2020-05-09 |\n",
    "| 6.5.2020 | 215434 | 1631 | 24825 | 310 | 2020-05-04 | 2020-05-10 |\n",
    "| 7.5.2020 | 216016 | 1585 | 25007 | 307 | 2020-05-05 | 2020-05-10 |\n",
    "| 8.5.2020 | 216855 | 1543 | 25183 | 304 | 2020-05-05 | 2020-05-11 |\n",
    "| 9.5.2020 | 217126 | 1508 | 25356 | 301 | 2020-05-05 | 2020-05-11 |\n",
    "| 10.5.2020 | 217711 | 1478 | 25521 | 298 | 2020-05-05 | 2020-05-12 |\n",
    "| 11.5.2020 | 218385 | 1452 | 25675 | 294 | 2020-05-05 | 2020-05-12 |\n",
    "| 12.5.2020 | 219089 | 1443 | 25817 | 290 | 2020-05-06 | 2020-05-13 | \n",
    "| 13.5.2020 | 219833 | 1436 | 25956 | 286 | 2020-05-06 | 2020-05-13 |\n",
    "| 14.5.2020 | 220692 | 1421 | 26091 | 282 | 2020-05-07 | 2020-05-14 |\n",
    "| 15.5.2020 | 221305 | 1410 | 26228 | 279 | 2020-05-07 | 2020-05-14 |\n",
    "| 16.5.2020 | 221894 | 1399 | 26359 | 276 | 2020-05-07 | 2020-05-15 |\n",
    "| 17.5.2020 | 222452 | 1387 | 26482 | 273 | 2020-05-07 | 2020-05-15 |\n",
    "| 18.5.2020 | 222956 | 1371 | 26589 | 268 | 2020-05-08 | 2020-05-16 |\n",
    "| 19.5.2020 | 223460 | 1358 | 26694 | 264 | 2020-05-08 | 2020-05-16 |\n",
    "| 20.5.2020 | 223731 | 1349 | 26791 | 260 | 2020-05-08 | 2020-05-17 |\n",
    "| 21.5.2020 | 224405 | 1330 | 26885 | 256 | 2020-05-08 | 2020-05-17 |\n",
    "| 22.5.2020 | 224853 | 1317 | 26972 | 251 | 2020-05-09 | 2020-05-17 |\n",
    "| 23.5.2020 | 225348 | 1311 | 27096 | 251 | 2020-05-09 | 2020-05-18 |\n",
    "| 24.5.2020 | 225553 | 1308 | 27212 | 250 | 2020-05-09 | 2020-05-18 |\n",
    "| 25.5.2020 | 226017 | 1301 | 27321 | 249 | 2020-05-09 | 2020-05-19 |\n",
    "| 26.5.2020 | 226502 | 1291 | 27299 | 241 | 2020-05-09 | 2020-05-19 |\n",
    "| 27.5.2020 | 227116 | 1277 | 27294 | 233 | 2020-05-10 | 2020-05-19 |\n",
    "| 28.5.2020 | 227502 | 1266 | 27290 | 225 | 2020-05-10 | 2020-05-19 |\n",
    "| 29.5.2020 | 227927 | 1261 | 27269 | 218 | 2020-05-10 | 2020-05-18 |\n",
    "| 30.5.2020 | 228090 | 1261 | 27266 | 212 | 2020-05-10 | 2020-05-18 |\n",
    "| 31.5.2020 | 228510 | 1257 | 27262 | 206 | 2020-05-10 | 2020-05-18 |\n",
    "| 01.6.2020 | 228914 | 1252 | 27273 | 200 | 2020-05-10 | 2020-05-19 |\n",
    "| 02.6.2020 | 229298 | 1247 | 27255 | 195 | 2020-05-10 | 2020-05-18 |\n",
    "| 03.6.2020 | 229669 | 1240 | 27252 | 190 | 2020-05-11 | 2020-05-18 |\n",
    "| 04.6.2020 | 230031 | 1234 | 27248 | 185 | 2020-05-11 | 2020-05-18 |\n",
    "| 05.6.2020 | 230383 | 1228 | 27245 | 180 | 2020-05-11 | 2020-05-18 |\n",
    "| 06.6.2020 | 230726 | 1221 | 27267 | 175 | 2020-05-11 | 2020-05-19 |\n",
    "| 07.6.2020 | 231060 | 1215 | 27263 | 171 | 2020-05-11 | 2020-05-19 |\n",
    "| 08.6.2020 | 231383 | 1208 | 27259 | 167 | 2020-05-12 | 2020-05-19 |\n",
    "| 09.6.2020 | 231693 | 1201 | 27256 | 163 | 2020-05-12 | 2020-05-19 |\n",
    "| 10.6.2020 | 231995 | 1194 | 27253 | 160 | 2020-05-12 | 2020-05-19 |\n",
    "| 11.6.2020 | 232291 | 1186 | 27249 | 156 | 2020-05-12 | 2020-05-19 |\n",
    "| 12.6.2020 | 232583 | 1180 | 27246 | 153 | 2020-05-12 | 2020-05-19 |\n",
    "| 13.6.2020 | 233114 | 1168 | 27243 | 150 | 2020-05-13 | 2020-05-19 |\n",
    "| 14.6.2020 | 233401 | 1162 | 27240 | 147 | 2020-05-13 | 2020-05-19 |\n",
    "| 15.6.2020 | 233683 | 1156 | 27238 | 144 | 2020-05-13 | 2020-05-19 |\n",
    "| 17.6.2020 | 234224 | 1144 | 27233 | 139 | 2020-05-14 | 2020-05-19 |\n",
    "| 18.6.2020 | 234488 | 1138 | 27230 | 136 | 2020-05-14 | 2020-05-19 |\n",
    "| 19.6.2020 | 234754 | 1133 | 27228 | 134 | 2020-05-14 | 2020-05-19 |\n",
    "| 20.6.2020 | 235016 | 1128 | 27279 | 131 | 2020-05-14 | 2020-05-19 |\n",
    "| 21.6.2020 | 235276 | 1124 | 27306 | 130 | 2020-05-14 | 2020-05-19 |\n",
    "| 22.6.2020 | 235533 | 1119 | 27331 | 129 | 2020-05-14 | 2020-05-19 |\n",
    "| 23.6.2020 | 235785 | 1115 | 27356 | 127 | 2020-05-14 | 2020-05-20 |\n",
    "| 24.6.2020 | 236032 | 1110 | 27379 | 126 | 2020-05-15 | 2020-05-20 |\n",
    "| 25.6.2020 | 236276 | 1106 | 27402 | 125 | 2020-05-15 | 2020-05-20 |\n",
    "| 26.6.2020 | 236520 | 1102 | 27423 | 124 | 2020-05-15 | 2020-05-20 |\n",
    "| 27.6.2020 | 236764 | 1099 | 27444 | 123 | 2020-05-15 | 2020-05-20 |\n",
    "| 29.6.2020 | 237253 | 1093 | 27483 | 121 | 2020-05-15 | 2020-05-20 |\n",
    "| 30.6.2020 | 237491 | 1090 | 27502 | 120 | 2020-05-16 | 2020-05-20 |\n",
    "| 01.7.2020 | 237727 | 1087 | 27520 | 119 | 2020-05-16 | 2020-05-20 |\n",
    "| 02.7.2020 | 237962 | 1084 | 27537 | 117 | 2020-05-16 | 2020-05-20 |\n",
    "| 03.7.2020 | 238198 | 1082 | 27554 | 116 | 2020-05-16 | 2020-05-21 |\n",
    "| 04.7.2020 | 238434 | 1080 | 27571 | 115 | 2020-05-16 | 2020-05-21 |\n",
    "| 06.7.2020 | 238882 | 1074 | 27602 | 113 | 2020-05-16 | 2020-05-21 |\n",
    "| 07.7.2020 | 239118 | 1073 | 27617 | 112 | 2020-05-17 | 2020-05-21 |\n",
    "| 08.7.2020 | 239353 | 1072 | 27631 | 111 | 2020-05-17 | 2020-05-21 |\n",
    "| 10.7.2020 | 239823 | 1071 | 27659 | 109 | 2020-05-17 | 2020-05-21 |\n",
    "| 11.7.2020 | 240066 | 1071 | 27672 | 108 | 2020-05-17 | 2020-05-21 |\n",
    "| 13.7.2020 | 240532 | 1071 | 27697 | 106 | 2020-05-18 | 2020-05-21 |\n",
    "| 14.7.2020 | 240788 | 1074 | 27709 | 105 | 2020-05-18 | 2020-05-21 |\n",
    "| 16.7.2020 | 241315 | 1081 | 27732 | 103 | 2020-05-18 | 2020-05-21 |\n",
    "| 20.7.2020 | 242460 | 1106 | 27774 | 100 | 2020-05-19 | 2020-05-22 |\n",
    "| 22.7.2020 | 243159 | 1137 | 27794 | 98 | 2020-05-19 | 2020-05-22 |\n",
    "| 24.7.2020 | 243924 | 1175 | 27812 | 96 | 2020-05-20 | 2020-05-22 |\n",
    "| 27.7.2020 | 245160 | 1242 | 27838 | 94 | 2020-05-21 | 2020-05-22 |\n",
    "| 30.7.2020 | 246669 | 1348 | 27863 | 92 | 2020-05-22 | 2020-05-22 |\n",
    "| 05.8.2020 | 250356 | 1634 | 27907 | 88 | 2020-05-25 | 2020-05-22 |\n",
    "| 31.8.2020 | 421082 | 37320 | 28110 | 76 | 2021-02-26 | 2020-05-24 |\n",
    "\n",
    "### Italia\n",
    "\n",
    "| Fecha | Casos totales | Desv. Estándar | Muertes totales | Desv. Estándar | Fecha de finalización - casos| Fecha de finalización - muertes|\n",
    "| :---: | :---: | :---: | :---: | :---: | :---: | :---: |\n",
    "|31.3.2020 | 128861 | 2046 | 16047 | 448 | 2020-04-17 | 2020-04-18 |\n",
    "|1.4.2020 | 129861 | 1731 | 16743 | 432 | 2020-04-18 | 2020-04-19 |\n",
    "|2.4.2020 | 131674 | 1564 | 17247 | 393 | 2020-04-18 | 2020-04-20 |\n",
    "| 3.4.2020 | 133964 | 1503 | 17739 | 364 | 2020-04-18 | 2020-04-20 |\n",
    "| 4.4.2020 | 136568 | 1516 | 18253 | 347 | 2020-04-19 | 2020-04-21 |\n",
    "| 5.4.2020 | 139602 | 1609 | 18690 | 326 | 2020-04-20 | 2020-04-22 |\n",
    "| 6.4.2020 | 142634 | 1694 | 18946 | 288 | 2020-04-21 | 2020-04-22 |\n",
    "| 7.4.2020 | 145280 | 1713 | 19241 | 265 | 2020-04-21 | 2020-04-23 |\n",
    "| 8.4.2020 | 147451 | 1688 | 19550 | 249 | 2020-04-22 | 2020-04-23 |\n",
    "| 9.4.2020 | 149731 | 1683 | 19840 | 237 | 2020-04-23 | 2020-04-24 |\n",
    "| 10.4.2020 | 152573 | 1827 | 20175 | 234 | 2020-04-24 | 2020-04-24 |\n",
    "| 11.4.2020 | 155289 | 1906 | 20524 | 237 | 2020-04-24 | 2020-04-25 |\n",
    "| 12.4.2020 | 158430 | 2058 | 20915 | 247 | 2020-04-25 | 2020-04-26 |\n",
    "| 13.4.2020 | 161670 | 2209 | 21248 | 248 | 2020-04-26 | 2020-04-26 |\n",
    "| 14.4.2020 | 164649 | 2299 | 21609 | 255 | 2020-04-27 | 2020-04-27 |\n",
    "| 15.4.2020 | 167376 | 2344 | 22007 | 268 | 2020-04-28 | 2020-04-28 |\n",
    "| 16.4.2020 | 169825 | 2349 | 22426 | 284 | 2020-04-29 | 2020-04-29 |\n",
    "| 17.4.2020 | 172427 | 2386 | 22843 | 298 | 2020-04-30 | 2020-04-30 |\n",
    "| 18.4.2020 | 175071 | 2434 | 23280 | 315 | 2020-05-01 | 2020-05-01 |\n",
    "| 19.4.2020 | 177758 | 2490 | 23701 | 328 | 2020-05-02 | 2020-05-02 |\n",
    "| 20.4.2020 | 180367 | 2535 | 24096 | 336 | 2020-05-03 | 2020-05-03 |\n",
    "| 21.4.2020 | 182717 | 2544 | 24479 | 342 | 2020-05-03 | 2020-05-03 |\n",
    "| 22.4.2020 | 184983 | 2547 | 24876 | 351 | 2020-05-04 | 2020-05-04 |\n",
    "| 23.4.2020 | 187338 | 2570 | 25271 | 361 | 2020-05-05 | 2020-05-05 |\n",
    "| 24.4.2020 | 189751 | 2608 | 25684 | 375 | 2020-05-06 | 2020-05-06 |\n",
    "| 25.4.2020 | 192045 | 2629 | 26054 | 308 | 2020-05-07 | 2020-05-07 |\n",
    "| 26.4.2020 | 194223 | 2639 | 26412 | 384 | 2020-05-08 | 2020-05-08 |\n",
    "| 27.4.2020 | 196155 | 2617 | 26727 | 383 | 2020-05-08 | 2020-05-09 |\n",
    "| 28.4.2020 | 198189 | 2620 | 27023 | 380 | 2020-05-09 | 2020-05-10 |\n",
    "| 29.4.2020 | 199615 | 2536 | 27315 | 377 | 2020-05-10 | 2020-05-11 |\n",
    "| 30.4.2020 | 201571 | 2553 | 27592 | 374 | 2020-05-11 | 2020-05-11 |\n",
    "| 1.5.2020 | 203521 | 2562 | 27852 | 370 | 2020-05-12 | 2020-05-12 |\n",
    "| 2.5.2020 | 204566 | 2459 | 28094 | 364 | 2020-05-12 | 2020-05-13 |\n",
    "| 3.5.2020 | 206629 | 2501 | 28358 | 363 | 2020-05-13 | 2020-05-14 |\n",
    "| 4.5.2020 | 208038 | 2464 | 28591 | 359 | 2020-05-13 | 2020-05-14 |\n",
    "| 5.5.2020 | 209326 | 2420 | 28850 | 357 | 2020-05-14 | 2020-05-15 |\n",
    "| 6.5.2020 | 210496 | 2370 | 29049 | 351 | 2020-05-15 | 2020-05-16 |\n",
    "| 7.5.2020 | 211616 | 2321 | 29258 | 346 | 2020-05-15 | 2020-05-16 |\n",
    "| 8.5.2020 | 212872 | 2286 | 29463 | 342 | 2020-05-16 | 2020-05-17 |\n",
    "| 9.5.2020 | 213575 | 2218 | 29661 | 339 | 2020-05-16 | 2020-05-18 |\n",
    "| 10.5.2020 | 214546 | 2173 | 29847 | 334 | 2020-05-16 | 2020-05-18 |\n",
    "| 11.5.2020 | 215435 | 2126 | 30018 | 329 | 2020-05-17 | 2020-05-19 |\n",
    "| 12.5.2020 | 216250 | 2078 | 30180 | 323 | 2020-05-17 | 2020-05-19 |\n",
    "| 13.5.2020 | 217205 | 2043 | 30332 | 318 | 2020-05-18 | 2020-05-20 |\n",
    "| 14.5.2020 | 218133 | 2006 | 30480 | 312 | 2020-05-18 | 2020-05-20 |\n",
    "| 15.5.2020 | 219051 | 1967 | 30631 | 308 | 2020-05-19 | 2020-05-21 |\n",
    "| 16.5.2020 | 219744 | 1925 | 30784 | 304 | 2020-05-19 | 020-05-21 |\n",
    "| 17.5.2020 | 220410 | 1885 | 30928 | 300 | 2020-05-20 | 2020-05-22 |\n",
    "| 18.5.2020 | 221038 | 1845 | 31065 | 296 | 2020-05-20 | 2020-05-22 |\n",
    "| 19.5.2020 | 221615 | 1805 | 31192 | 292 | 2020-05-20 | 2020-05-23 |\n",
    "| 20.5.2020 | 221876 | 1765 | 31315 | 288 | 2020-05-20 | 2020-05-23 |\n",
    "| 21.5.2020 | 222712 | 1731 | 31435 | 283 | 2020-05-21 | 2020-05-24 |\n",
    "| 22.5.2020 | 223285 | 1681 | 31556 | 279 | 2020-05-21 | 2020-05-24 |\n",
    "| 23.5.2020 | 223780 | 1648 | 31669 | 275 | 2020-05-22 | 2020-05-25 |\n",
    "| 24.5.2020 | 223872 | 1617 | 31777 | 271 | 2020-05-21 | 2020-05-25 |\n",
    "| 25.5.2020 | 224340 | 1588 | 31875 | 267 | 2020-05-22 | 2020-05-25 |\n",
    "| 26.5.2020 | 224882 | 1560 | 31969 | 262 | 2020-05-22 | 2020-05-26 |\n",
    "| 27.5.2020 | 225553 | 1526 | 32057 | 258 | 2020-05-23 | 2020-05-26 |\n",
    "| 28.5.2020 | 225950 | 1498 | 32143 | 254 | 2020-05-23 | 2020-05-26 |\n",
    "| 29.5.2020 | 226339 | 1472 | 32189 | 250 | 2020-05-23 | 2020-05-26 |\n",
    "| 30.5.2020 | 226374 | 1452 | 32267 | 246 | 2020-05-23 | 2020-05-27 |\n",
    "| 31.5.2020 | 226745 | 1428 | 32345 | 242 | 2020-05-23 | 2020-05-27 |\n",
    "| 01.6.2020 | 227100 | 1405 | 32452 | 239 | 2020-05-23 | 2020-05-28 |\n",
    "| 02.6.2020 | 227433 | 1382 | 32488 | 235 | 2020-05-23 | 2020-05-28 |\n",
    "| 03.6.2020 | 227752 | 1360 | 32555 | 231 | 2020-05-24 | 2020-05-28 |\n",
    "| 04.6.2020 | 228060 | 1338 | 32619 | 228 | 2020-05-24 | 2020-05-28 |\n",
    "| 05.6.2020 | 228350 | 1317 | 32682 | 224 | 2020-05-24 | 2020-05-28 |\n",
    "| 06.6.2020 | 228640 | 1296 | 32794 | 221 | 2020-05-24 | 2020-05-29 |\n",
    "| 07.6.2020 | 228918 | 1277 | 32853 | 217 | 2020-05-24 | 2020-05-30 |\n",
    "| 08.6.2020 | 229184 | 1258 | 32910 | 214 | 2020-05-24 | 2020-05-30 |\n",
    "| 09.6.2020 | 229442 | 1239 | 32965 | 211 | 2020-05-25 | 2020-05-30 |\n",
    "| 10.6.2020 | 229692 | 1221 | 33019 | 208 | 2020-05-25 | 2020-05-30 |\n",
    "| 11.6.2020 | 229932 | 1294 | 33072 | 206 | 2020-05-25 | 2020-05-31 |\n",
    "| 12.6.2020 | 230170 | 1187 | 33124 | 203 | 2020-05-25 | 2020-05-31 |\n",
    "| 13.6.2020 | 230905 | 1141 | 33174 | 201 | 2020-05-26 | 2020-05-31 |\n",
    "| 14.6.2020 | 231122 | 1125 | 33223 | 198 | 2020-05-26 | 2020-05-31 |\n",
    "| 15.6.2020 | 231336 | 1110 | 33271 | 196 | 2020-05-27 | 2020-05-31 |\n",
    "| 17.6.2020 | 231752 | 1081 | 33361 | 191 | 2020-05-27 | 2020-06-01 |\n",
    "| 18.6.2020 | 231956 | 1068 | 33403 | 189 | 2020-05-27 | 2020-06-01 |\n",
    "| 19.6.2020 | 232158 | 1055 | 33445 | 186 | 2020-05-27 | 2020-06-01 |\n",
    "| 20.6.2020 | 232343 | 1042 | 33524 | 182 | 2020-05-27 | 2020-06-02 |\n",
    "| 21.6.2020 | 232527 | 1030 | 33564 | 180 | 2020-05-27 | 2020-06-02 |\n",
    "| 22.6.2020 | 232707 | 1017 | 33602 | 178 | 2020-05-28 | 2020-06-02 |\n",
    "| 23.6.2020 | 232883 | 1006 | 33639 | 176 | 2020-05-28 | 2020-06-03 |\n",
    "| 24.6.2020 | 233054 | 994 | 33674 | 174 | 2020-05-28 | 2020-06-03 |\n",
    "| 25.6.2020 | 233232 | 984 | 33706 | 172 | 2020-05-28 | 2020-06-03 |\n",
    "| 26.6.2020 | 233408 | 974 | 33738 | 170 | 2020-05-28 | 2020-06-03 |\n",
    "| 27.6.2020 | 233583 | 964 | 33768 | 168 | 2020-05-28 | 2020-06-03 |\n",
    "| 29.6.2020 | 233921 | 945 | 33826 | 164 | 2020-05-29 | 2020-06-04 |\n",
    "| 30.6.2020 | 234084 | 936 | 33853 | 162 | 2020-05-29 | 2020-06-04 |\n",
    "| 01.7.2020 | 234243 | 928 | 33879 | 160 | 2020-05-29 | 2020-06-04 |\n",
    "| 02.7.2020 | 234399 | 919 | 33904 | 158 | 2020-05-29 | 2020-06-04 |\n",
    "| 03.7.2020 | 234553 | 911 | 33929 | 156 | 2020-05-29 | 2020-06-04 |\n",
    "| 04.7.2020 | 234705 | 903 | 33954 | 155 | 2020-05-29 | 2020-06-04 |\n",
    "| 06.7.2020 | 235006 | 888 | 34000 | 151 | 2020-05-29 | 2020-06-05 |\n",
    "| 07.7.2020 | 235154 | 880 | 34022 | 150 | 2020-05-29 | 2020-06-05 |\n",
    "| 08.7.2020 | 235299 | 873 | 34043 | 148 | 2020-05-30 | 2020-06-05 |\n",
    "| 10.7.2020 | 235585 | 860 | 34084 | 145 | 2020-05-30 | 2020-06-05 |\n",
    "| 11.7.2020 | 235728 | 854 | 34104 | 143 | 2020-05-30 | 2020-06-05 |\n",
    "| 13.7.2020 | 236009 | 842 | 34141 | 140 | 2020-05-30 | 2020-06-05 |\n",
    "| 14.7.2020 | 236148 | 836 | 34159 | 139 | 2020-05-30 | 2020-06-05 |\n",
    "| 16.7.2020 | 236418 | 825 | 34194 | 136 | 2020-05-30 | 2020-06-06 |\n",
    "| 20.7.2020 | 236953 | 805 | 34260 | 131 | 2020-05-31 | 2020-06-06 |\n",
    "| 22.7.2020 | 237215 | 796 | 34290 | 129 | 2020-05-31 | 2020-06-06 |\n",
    "| 24.7.2020 | 237477 | 788 | 34319 | 126 | 2020-05-31 | 2020-06-06 |\n",
    "| 27.7.2020 | 237874 | 778 | 34360 | 123 | 2020-06-01 | 2020-06-07 |\n",
    "| 30.7.2020 | 238267 | 769 | 34398 | 120 | 2020-06-01 | 2020-06-07 |\n",
    "| 05.8.2020 | 239075 | 757 | 34466 | 114 | 2020-06-02 | 2020-06-07 |\n",
    "| 31.8.2020 | 243946 | 852 | 34729 | 93 | 2020-06-07 | 2020-06-09 |\n",
    "\n",
    "### Reino Unido\n",
    "\n",
    "| Fecha | Casos totales | Desv. Estándar | Muertes totales | Desv. Estándar | Fecha de finalización - casos| Fecha de finalización - muertes|\n",
    "| :---: | :---: | :---: | :---: | :---: | :---: | :---: |\n",
    "|31.3.2020 | 55008 | 5806 | 6277 | 3996 | 2020-04-22 | 2020-04-23 |\n",
    "|1.4.2020 | 52688 | 3652 | 10343 | 7375 | 2020-04-21 | 2020-04-27 |\n",
    "|2.4.2020 | 62753 | 4632 | NC | NC | 2020-04-23 | NC |\n",
    "| 3.4.2020 | 73543 | 5432 | NC | NC | 2020-04-25 | NC |\n",
    "| 4.4.2020 | 82318 | 5449 | NC | NC | 2020-04-27 | NC |\n",
    "| 5.4.2020 | 81481 | 3853 | 36040 | 19925 | 2020-04-27 | 2020-05-03 |\n",
    "| 6.4.2020 | 91894 | 4521 | 14628 | 2492 | 2020-04-28 | 2020-04-27 |\n",
    "| 7.4.2020 | 91561 | 3324 | 9869 | 915 | 2020-04-28 | 2020-04-22 |\n",
    "| 8.4.2020 | 88592 | 2466 | 9838 | 612 | 2020-04-28 | 2020-04-22 |\n",
    "| 9.4.2020 | 91856 | 2205 | 11086 | 655 | 2020-04-29 | 2020-04-24 |\n",
    "| 10.4.2020 | 94575 | 2130 | 12378 | 688 | 2020-04-29 | 2020-04-26 |\n",
    "| 11.4.2020 | 108098 | 4703 | 13884 | 758 | 2020-05-02 | 2020-04-28 |\n",
    "| 12.4.2020 | 117744 | 5313 | 15019 | 727 | 2020-05-04 | 2020-04-29 |\n",
    "| 13.4.2020 | 124201 | 5115 | 15335 | 572 | 2020-05-05 | 2020-04-29 |\n",
    "| 14.4.2020 | 126461 | 4309 | 15443 | 440 | 2020-05-06 | 2020-04-29 |\n",
    "| 15.4.2020 | 129079 | 3726 | 15707 | 359 | 2020-05-06 | 2020-04-30 |\n",
    "| 16.4.2020 | 130927 | 3184 | 16060 | 311 | 2020-05-06 | 2020-04-30 |\n",
    "| 17.4.2020 | 132720 | 2755 | 16622 | 308 | 2020-05-07 | 2020-05-01 |\n",
    "| 18.4.2020 | 135951 | 2603 | 17283 | 237 | 2020-05-07 | 2020-05-02 |\n",
    "| 19.4.2020 | 139948 | 2618 | 18052 | 364 | 2020-05-08 | 2020-05-03 |\n",
    "| 20.4.2020 | 144791 | 2796 | 18583 | 354 | 2020-05-10 | 2020-05-04 |\n",
    "| 21.4.2020 | 148978 | 2834 | 18869 | 316 | 2020-05-11 | 2020-05-04 |\n",
    "| 22.4.2020 | 152444 | 2764 | 19342 | 314 | 2020-05-11 | 2020-05-05 |\n",
    "| 23.4.2020 | 155994 | 2740 | 19887 | 326 | 2020-05-12 | 2020-05-06 |\n",
    "| 24.4.2020 | 159196 | 2682 | 20423 | 348 | 2020-05-13 | 2020-05-07 |\n",
    "| 25.4.2020 | 163035 | 2750 | 21005 | 368 | 2020-05-14 | 2020-05-08 |\n",
    "| 26.4.2020 | 167009 | 2842 | 21663 | 401 | 2020-05-15 | 2020-05-09 |\n",
    "| 27.4.2020 | 170468 | 2845 | 22156 | 401 | 2020-05-16 | 2020-05-10 |\n",
    "| 28.4.2020 | 174433 | 2934 | 22513 | 383 | 2020-05-17 | 2020-05-11 |\n",
    "| 29.4.2020 | 177292 | 2846 | 22889 | 373 | 2020-05-18 | 2020-05-12 |\n",
    "| 30.4.2020 | 180628 | 2864 | 25188 | 885 | 2020-05-19 | 2020-05-16 |\n",
    "| 1.5.2020 | 185600 | 3115 | 28048 | 466 | 2020-05-20 | 2020-05-15 |\n",
    "| 2.5.2020 | 189445 | 3240 | 28611 | 475 | 2020-05-21 | 2020-05-16 |\n",
    "| 3.5.2020 | 195437 | 3646 | 29150 | 482 | 2020-05-23 | 2020-05-17 |\n",
    "| 4.5.2020 | 200104 | 3821 | 29563 | 471 | 2020-05-24 | 2020-05-18 |\n",
    "| 5.5.2020 | 204417 | 3922 | 29898 | 455 | 2020-05-25 | 2020-05-18 |\n",
    "| 6.5.2020 | 208637 | 4005 | 30270 | 445 | 2020-05-27 | 2020-05-19 |\n",
    "| 7.5.2020 | 213516 | 4196 | 30675 | 443 | 2020-05-28 | 2020-05-20 |\n",
    "| 8.5.2020 | 218738 | 4431 | 31076 | 441 | 2020-05-30 | 2020-05-20 |\n",
    "| 9.5.2020 | 223086 | 4530 | 31500 | 445 | 2020-05-31 | 2020-05-21 | \n",
    "| 10.5.2020 | 227776 | 4646 | 31873 | 442 | 2020-06-01 | 2020-05-22 |\n",
    "| 11.5.2020 | 232526 | 4757 | 32189 | 433 | 2020-06-03 | 2020-05-23 |\n",
    "| 12.5.2020 | 236634 | 4781 | 32448 | 419 | 2020-06-04 | 2020-05-23 |\n",
    "| 13.5.2020 | 240351 | 4756 | 32752 | 413 | 2020-06-05 | 2020-05-24 |\n",
    "| 14.5.2020 | 244141 | 4733 | 33066 | 410 | 2020-06-06 | 2020-05-25 |\n",
    "| 15.5.2020 | 248359 | 4724 | 33377 | 408 | 2020-06-08 | 2020-05-25 |\n",
    "| 16.5.2020 | 251341 | 4632 | 33678 | 406 | 2020-06-08 | 2020-05-26 |\n",
    "| 17.5.2020 | 254195 | 4538 | 33987 | 405 | 2020-06-09 | 2020-05-27 |\n",
    "| 18.5.2020 | 256983 | 4450 | 34253 | 401 | 2020-06-10 | 2020-05-27 |\n",
    "| 19.5.2020 | 259494 | 4341 | 34484 | 393 | 2020-06-11 | 2020-05-28 |\n",
    "| 20.5.2020 | 260735 | 4175 | 34743 | 390 | 2020-06-11 | 2020-05-29 |\n",
    "| 21.5.2020 | 262970 | 4010 | 35000 | 387 | 2020-06-12 | 2020-05-29 |\n",
    "| 22.5.2020 | 264233 | 3826 | 35253 | 385 | 2020-06-13 | 2020-05-30 |\n",
    "| 23.5.2020 | 265664 | 3675 | 35504 | 384 | 2020-06-13 | 2020-05-30 |\n",
    "| 24.5.2020 | 265740 | 3509 | 35746 | 382 | 2020-06-13 | 2020-05-31 |\n",
    "| 25.5.2020 | 267252 | 3398 | 35959 | 377 | 2020-06-13 | 2020-06-01 |\n",
    "| 26.5.2020 | 269169 | 3300 | 36150 | 371 | 2020-06-14 | 2020-06-01 |\n",
    "| 27.5.2020 | 271515 | 3222 | 36322 | 364 | 2020-06-15 | 2020-06-02 |\n",
    "| 28.5.2020 | 273014 | 3140 | 36509 | 360 | 2020-06-16 | 2020-06-02 |\n",
    "| 29.5.2020 | 274420 | 3058 | 36687 | 355 | 2020-06-16 | 2020-06-03 |\n",
    "| 30.5.2020 | 274590 | 2979 | 36886 | 353 | 2020-06-16 | 2020-06-03 |\n",
    "| 31.5.2020 | 275887 | 2905 | 37078 | 351 | 2020-06-16 | 2020-06-04 |\n",
    "| 01.6.2020 | 277148 | 2836 | 37272 | 350 | 2020-06-17 | 2020-06-04 |\n",
    "| 02.6.2020 | 278335 | 2767 | 37455 | 348 | 2020-06-17 | 2020-06-05 |\n",
    "| 03.6.2020 | 279474 | 2701 | 37660 | 349 | 2020-06-18 | 2020-06-05 |\n",
    "| 04.6.2020 | 280600 | 2641 | 37871 | 351 | 2020-06-18 | 2020-06-06 |\n",
    "| 05.6.2020 | 281712 | 2585 | 38072 | 352 | 2020-06-19 | 2020-06-07 |\n",
    "| 06.6.2020 | 282797 | 2532 | 38346 | 358 | 2020-06-19 | 2020-06-08 |\n",
    "| 07.6.2020 | 283850 | 2483 | 38547 | 360 | 2020-06-19 | 2020-06-08 |\n",
    "| 08.6.2020 | 284855 | 2434 | 38732 | 359 | 2020-06-20 | 2020-06-09 |\n",
    "| 09.6.2020 | 285808 | 2385 | 38902 | 358 | 2020-06-20 | 2020-06-09 |\n",
    "| 10.6.2020 | 286768 | 2342 | 39074 | 357 | 2020-06-21 | 2020-06-10 |\n",
    "| 11.6.2020 | 287669 | 2298 | 39246 | 356 | 2020-06-21 | 2020-06-11 |\n",
    "| 12.6.2020 | 288543 | 2256 | 39412 | 355 | 2020-06-21 | 2020-06-11 |\n",
    "| 13.6.2020 | 290545 | 2177 | 39575 | 354 | 2020-06-23 | 2020-06-12 |\n",
    "| 14.6.2020 | 291392 | 2141 | 39734 | 353 | 2020-06-23 | 2020-06-12 |\n",
    "| 15.6.2020 | 292243 | 2109 | 39881 | 351 | 2020-06-24 | 2020-06-13 |\n",
    "| 17.6.2020 | 293856 | 2047 | 40153 | 346 | 2020-06-24 | 2020-06-14 |\n",
    "| 18.6.2020 | 294639 | 2019 | 40288 | 343 | 2020-06-25 | 2020-06-14 |\n",
    "| 19.6.2020 | 295412 | 1992 | 40420 | 341 | 2020-06-25 | 2020-06-15 |\n",
    "| 20.6.2020 | 296187 | 1968 | 40655 | 339 | 2020-06-26 | 2020-06-16 |\n",
    "| 21.6.2020 | 296960 | 1947 | 40781 | 337 | 2020-06-26 | 2020-06-16 |\n",
    "| 22.6.2020 | 297729 | 1927 | 40898 | 334 | 2020-06-26 | 2020-06-17 |\n",
    "| 23.6.2020 | 298477 | 1908 | 41007 | 331 | 2020-06-27 | 2020-06-17 |\n",
    "| 24.6.2020 | 299203 | 1889 | 41121 | 328 | 2020-06-27 | 2020-06-18 |\n",
    "| 25.6.2020 | 299895 | 1869 | 41234 | 326 | 2020-06-27 | 2020-06-18 |\n",
    "| 26.6.2020 | 300583 | 1850 | 41346 | 324 | 2020-06-28 | 2020-06-19 |\n",
    "| 27.6.2020 | 301284 | 1835 | 41458 | 322 | 2020-06-28 | 2020-06-19 |\n",
    "| 29.6.2020 | 302642 | 1805 | 41670 | 317 | 2020-06-29 | 2020-06-20 |\n",
    "| 30.6.2020 | 303298 | 1791 | 41766 | 315 | 2020-06-29 | 2020-06-20 |\n",
    "| 01.7.2020 | 303932 | 1776 | 41863 | 312 | 2020-06-30 | 2020-06-21 |\n",
    "| 02.7.2020 | 304555 | 1762 | 41961 | 310 | 2020-06-30 | 2020-06-21 |\n",
    "| 03.7.2020 | 303655 | 1751 | 42056 | 308 | 2020-06-29 | 2020-06-22 |\n",
    "| 04.7.2020 | 277528 | 1338 | 42150 | 306 | 2020-06-26 | 2020-06-22 |\n",
    "| 06.7.2020 | 278251 | 1310 | 42327 | 301 | 2020-06-26 | 2020-06-23 |\n",
    "| 07.7.2020 | 278597 | 1297 | 42408 | 299 | 2020-06-27 | 2020-06-23 |\n",
    "| 08.7.2020 | 278943 | 1284 | 42491 | 297 | 2020-06-27 | 2020-06-23 |\n",
    "| 10.7.2020 | 279635 | 1261 | 42653 | 292 | 2020-06-27 | 2020-06-24 |\n",
    "| 11.7.2020 | 279977 | 1251 | 42730 | 290 | 2020-06-28 | 2020-06-25 |\n",
    "| 13.7.2020 | 280679 | 1234 | 42882 | 286 | 2020-06-28 | 2020-06-25 |\n",
    "| 14.7.2020 | 281027 | 1226 | 43021 | 275 | 2020-06-28 | 2020-06-25 |\n",
    "| 16.7.2020 | 281762 | 1216 | 43156 | 271 | 2020-06-29 | 2020-06-26 |\n",
    "| 20.7.2020 | 283247 | 1204 | 43413 | 264 | 2020-06-30 | 2020-06-27 |\n",
    "| 22.7.2020 | 283992 | 1201 | 43531 | 260 | 2020-06-30 | 2020-06-28 |\n",
    "| 24.7.2020 | 284732 | 1199 | 43646 | 256 | 2020-07-01 | 2020-06-28 |\n",
    "| 27.7.2020 | 285871 | 1202 | 43816 | 251 | 2020-07-02 | 2020-06-29 |\n",
    "| 30.7.2020 | 287024 | 1208 | 43975 | 246 | 2020-07-03 | 2020-06-30 |\n",
    "| 05.8.2020 | 289420 | 1236 | 44277 | 238 | 2020-07-05 | 2020-07-01 |\n",
    "| 31.8.2020 | 302791 | 1608 | 40613 | 129 | 2020-07-17 | 2020-06-20 |\n",
    "\n",
    "### Estados Unidos\n",
    "\n",
    "| Fecha | Casos totales | Desv. Estándar | Muertes totales | Desv. Estándar | Fecha de finalización - casos| Fecha de finalización - muertes|\n",
    "| :---: | :---: | :---: | :---: | :---: | :---: | :---: |\n",
    "|31.3.2020 | 264595 | 8153 | 7708 | 566 | 2020-04-13 | 2020-04-16 |\n",
    "|1.4.2020 | 300786 | 10745 | 15340 | 3363 | 2020-04-15 | 2020-04-22 |\n",
    "|2.4.2020 | 332232 | 11464 | 19882 | 3735 | 2020-04-16 | 2020-04-23 |\n",
    "| 3.4.2020 | 376764 | 14659 | 28246 | 5339 | 2020-04-18 | 2020-04-26 |\n",
    "| 4.4.2020 | 427980 | 18269 | 24774 | 2547 | 2020-04-20 | 2020-04-25 |\n",
    "| 5.4.2020 | 478635 | 20696 | 23157 | 1409 | 2020-04-21 | 2020-04-24 |\n",
    "| 6.4.2020 | 503809 | 18013 | 20340 | 811 | 2020-04-22 | 2020-04-23 |\n",
    "| 7.4.2020 | 523267 | 15330 | 18725 | 522 | 2020-04-23 | 2020-04-22 |\n",
    "| 8.4.2020 | 541860 | 13669 | 21826 | 889 | 2020-04-24 | 2020-04-24 |\n",
    "| 9.4.2020 | 567368 | 13259 | 26091 | 1384 | 2020-04-24 | 2020-04-26 |\n",
    "| 10.4.2020 | 595894 | 14831 | 28606 | 1330 | 2020-04-25 | 2020-04-28 |\n",
    "| 11.4.2020 | 629386 | 16177 | 31567 | 1374 | 2020-04-27 | 2020-04-29 |\n",
    "| 12.4.2020 | 657205 | 16221 | 33072 | 1162 | 2020-04-28 | 2020-04-30 |\n",
    "| 13.4.2020 | 680887 | 15682 | 32974 | 849 | 2020-04-29 | 2020-04-30 |\n",
    "| 14.4.2020 | 698535 | 14468 | 32733 | 627 | 2020-04-29 | 2020-04-30 |\n",
    "| 15.4.2020 | 715794 | 13564 | 34346 | 663 | 2020-04-30 | 2020-04-30 |\n",
    "| 16.4.2020 | 735038 | 13254 | 37104 | 920 | 2020-05-01 | 2020-05-02 |\n",
    "| 17.4.2020 | 758225 | 13779 | 45566 | 2648 | 2020-05-02 | 2020-05-06 |\n",
    "| 18.4.2020 | 784451 | 14843 | 57764 | 5047 | 2020-05-03 | 2020-05-11 |\n",
    "| 19.4.2020 | 812466 | 16152 | 62572 | 4991 | 2020-05-04 | 2020-05-13 |\n",
    "| 20.4.2020 | 838999 | 16984 | 63090 | 4031 | 2020-05-05 | 2020-05-13 |\n",
    "| 21.4.2020 | 863037 | 17315 | 61051 | 2992 | 2020-05-06 | 2020-05-12 |\n",
    "| 22.4.2020 | 894553 | 19019 | 61303 | 2447 | 2020-05-08 | 2020-05-13 |\n",
    "| 23.4.2020 | 911635 | 18236 | 60635 | 2021 | 2020-05-09 | 2020-05-12 |\n",
    "| 24.4.2020 | 937041 | 18875 | 62745 | 1984 | 2020-05-10 | 2020-05-13 |\n",
    "| 25.4.2020 | 966748 | 20262 | 64152 | 1794 | 2020-05-11 | 2020-05-14 |\n",
    "| 26.4.2020 | 998272 | 21828 | 65104 | 1588 | 2020-05-13 | 2020-05-14 |\n",
    "| 27.4.2020 | 1027820 | 22713 | 65289 | 1354 | 2020-05-14 | 2020-05-14 |\n",
    "| 28.4.2020 | 1055069 | 23439 | 65393 | 1161 | 2020-05-15 | 2020-05-14 |\n",
    "| 29.4.2020 | 1077934 | 22815 | 63978 | 1187 | 2020-05-16 | 2020-05-15 |\n",
    "| 30.4.2020 | 1103629 | 23537 | 65766 | 1251 | 2020-05-18 | 2020-05-16 |\n",
    "| 1.5.2020 | 1131032 | 24470 | 67606 | 1318 | 2020-05-19 | 2020-05-18 |\n",
    "| 2.5.2020 | 1159472 | 25325 | 69448 | 1379 | 2020-05-20 | 2020-05-19 |\n",
    "| 3.5.2020 | 1188128 | 26168 | 71035 | 1395 | 2020-05-22 | 2020-05-20 |\n",
    "| 4.5.2020 | 1215521 | 26764 | 72385 | 1377 | 2020-05-23 | 2020-05-21 |\n",
    "| 5.5.2020 | 1240648 | 26997 | 73587 | 1353 | 2020-05-24 | 2020-05-22 |\n",
    "| 6.5.2020 | 1264582 | 27079 | 74968 | 1355 | 2020-05-25 | 2020-05-23 |\n",
    "| 7.5.2020 | 1287696 | 27084 | 76620 | 1405 | 2020-05-26 | 2020-05-24 |\n",
    "| 8.5.2020 | 1313202 | 27531 | 78443 | 1480 | 2020-05-28 | 2020-05-25 |\n",
    "| 9.5.2020 | 1334483 | 27222 | 80142 | 1527 | 2020-05-29 | 2020-05-26 |\n",
    "| 10.5.2020 | 1358582 | 27465 | 81780 | 1563 | 2020-05-30 | 2020-05-28 |\n",
    "| 11.5.2020 | 1380479 | 27428 | 83052 | 1545 | 2020-05-31 | 2020-05-29 |\n",
    "| 12.5.2020 | 1400437 | 27178 | 84184 | 1514 | 2020-06-01 | 2020-05-29 |\n",
    "| 13.5.2020 | 1421068 | 27135 | 85371 | 1496 | 2020-06-02 | 2020-05-30 |\n",
    "| 14.5.2020 | 1441293 | 27047 | 86633 | 1494 | 2020-06-03 | 2020-05-31 |\n",
    "| 15.5.2020 | 1463048 | 27154 | 87964 | 1503 | 2020-06-05 | 2020-06-01 |\n",
    "| 16.5.2020 | 1483281 | 27147 | 89314 | 1518 | 2020-06-06 | 2020-06-02 |\n",
    "| 17.5.2020 | 1503914 | 27230 | 90574 | 1521 | 2020-06-07 | 2020-06-04 |\n",
    "| 18.5.2020 | 1523409 | 27187 | 91655 | 1504 | 2020-06-08 | 2020-06-04 |\n",
    "| 19.5.2020 | 1542593 | 27138 | 92588 | 1472 | 2020-06-09 | 2020-06-05 |\n",
    "| 20.5.2020 | 1557445 | 26676 | 93585 | 1453 | 2020-06-09 | 2020-06-06 |\n",
    "| 21.5.2020 | 1578114 | 26883 | 94628 | 1445 | 2020-06-11 | 2020-06-07 |\n",
    "| 22.5.2020 | 1597699 | 26992 | 95653 | 1436 | 2020-06-12 | 2020-06-08 |\n",
    "| 23.5.2020 | 1619715 | 27339 | 96670 | 1429 | 2020-06-13 | 2020-06-09 |\n",
    "| 24.5.2020 | 1633885 | 26946 | 97649 | 1420 | 2020-06-14 | 2020-06-09 |\n",
    "| 25.5.2020 | 1653237 | 27082 | 98506 | 1400 | 2020-06-15 | 2020-06-10 |\n",
    "| 26.5.2020 | NC | NC | 99239 | 1369 | NC | 2020-06-11 |\n",
    "| 27.5.2020 | 1696015 | 27726 | 99781 | 1319 | 2020-06-18 | 2020-06-11 |\n",
    "| 28.5.2020 | 1713714 | 27700 | 100650 | 1314 | 2020-06-19 | 2020-06-12 |\n",
    "| 29.5.2020 | 1731739 | 27738 | 101295 | 1283 | 2020-06-20 | 2020-06-13 |\n",
    "| 30.5.2020 | 1742923 | 27181 | 102080 | 1272 | 2020-06-20 | 2020-06-13 |\n",
    "| 31.5.2020 | 1761974 | 27396 | 102849 | 1262 | 2020-06-21 | 2020-06-14 |\n",
    "| 01.6.2020 | 1780813 | 27591 | 103675 | 1261 | 2020-06-22 | 2020-06-15 |\n",
    "| 02.6.2020 | 1799667 | 27796 | NC | NC | 2020-06-23 | NC |\n",
    "| 03.6.2020 | 1818378 | 27991 | 104907 | 1218 | 2020-06-24 | 2020-06-16 |\n",
    "| 04.6.2020 | 1836952 | 28176 | 105591 | 1207 | 2020-06-26 | 2020-06-17 |\n",
    "| 05.6.2020 | 1855588 | 28376 | 106285 | 1200 | 2020-06-27 | 2020-06-18 |\n",
    "| 06.6.2020 | 1874844 | 28657 | 107166 | 1210 | 2020-06-28 | 2020-06-19 |\n",
    "| 07.6.2020 | 1894361 | 28970 | 107822 | 1201 | 2020-06-29 | 2020-06-19 |\n",
    "| 08.6.2020 | 1914079 | 29306 | 108453 | 1191 | 2020-06-30 | 2020-06-20 |\n",
    "| 09.6.2020 | 1933622 | 29617 | 109032 | 1178 | 2020-07-02 | 2020-06-21 |\n",
    "| 10.6.2020 | 1953235 | 29909 | 109656 | 1170 | 2020-07-03 | 2020-06-21 |\n",
    "| 11.6.2020 | 1972283 | 30160 | 110294 | 1165 | 2020-07-04 | 2020-06-22 |\n",
    "| 12.6.2020 | 1992481 | 30536 | 110906 | 1159 | 2020-07-05 | 2020-06-23 |\n",
    "| 13.6.2020 | 2029188 | 31488 | 111546 | 1142 | 2020-07-08 | 2020-06-23 |\n",
    "| 14.6.2020 | 2050797 | 31450 | 112191 | 1125 | 2020-07-09 | 2020-06-24 |\n",
    "| 15.6.2020 | 2070815 | 31821 | 112726 | 1117 | 2020-07-11 | 2020-06-24 |\n",
    "| 17.6.2020 | 2111112 | 32581 | 113736 | 1097 | 2020-07-13 | 2020-06-25 |\n",
    "| 18.6.2020 | 2132164 | 33061 | 114246 | 1090 | 2020-07-15 | 2020-06-26 |\n",
    "| 19.6.2020 | 2154172 | 33649 | NC | NC | 2020-07-16 | NC |\n",
    "| 20.6.2020 | 2177391 | 34373 | 115428 | 1081 | 2020-07-18 | 2020-06-28 |\n",
    "| 21.6.2020 | 2202576 | 35325 | 115923 | 1075 | 2020-07-20 | 2020-06-28 |\n",
    "| 22.6.2020 | 2227929 | 36262 | 116382 | 1067 | 2020-07-21 | 2020-06-29 |\n",
    "| 23.6.2020 | 2254908 | 37377 | 116823 | 1058 | 2020-07-23 | 2020-06-29 |\n",
    "| 24.6.2020 | 2283420 | 38654 | 117275 | 1051 | 2020-07-25 | 2020-06-30 |\n",
    "| 25.6.2020 | 2313666 | 40112 | 117735 | 1046 | 2020-07-27 | 2020-07-01 |\n",
    "| 26.6.2020 | 2346572 | 41879 | 118319 | 1054 | 2020-07-29 | 2020-07-01 |\n",
    "| 27.6.2020 | 2382502 | 44003 | 118893 | 1062 | 2020-08-01 | 2020-07-02 |\n",
    "| 29.6.2020 | 2462376 | 49125 | 119978 | 1071 | 2020-08-06 | 2020-07-04 |\n",
    "| 30.6.2020 | 2506251 | 52102 | 120480 | 1071 | 2020-08-09 | 2020-07-04 |\n",
    "| 01.7.2020 | 2553438 | 55454 | 121353 | 1069 | 2020-08-12 | 2020-07-04 |\n",
    "| 02.7.2020 | 2605290 | 59380 | 121886 | 1074 | 2020-08-15 | 2020-07-05 |\n",
    "| 03.7.2020 | 2662705 | 64043 | 122397 | 1077 | 2020-08-19 | 2020-07-06 |\n",
    "| 04.7.2020 | 2725675 | 69440 | 122901 | 1079 | 2020-08-23 | 2020-07-06 |\n",
    "| 06.7.2020 | 2864217 | 81761 | 123829 | 1078 | 2020-08-31 | 2020-07-08 |\n",
    "| 07.7.2020 | 2942095 | 89086 | 124267 | 1076 | 2020-09-05 | 2020-07-08 |\n",
    "| 08.7.2020 | 3026892 | 97435 | 124737 | 1078 | 2020-09-10 | 2020-07-09 |\n",
    "| 10.7.2020 | 3223243 | 118403 | 125715 | 1085 | 2020-09-20 | 2020-07-10 |\n",
    "| 11.7.2020 | 3338567 | 131831 | 126222 | 1091 | 2020-09-26 | 2020-07-11 |\n",
    "| 13.7.2020 | 3603264 | 164974 | 127228 | 1102 | 2020-10-09 | 2020-07-13 |\n",
    "| 14.7.2020 | 3752874 | 184952 | 127712 | 1106 | 2020-10-16 | 2020-07-13 |\n",
    "| 16.7.2020 | 4102772 | 235786 | 128718 | 1118 | 2020-10-30 | 2020-07-15 |\n",
    "| 20.7.2020 | 5067477 | 403931 | 130873 | 1157 | 2020-12-02 | 2020-07-18 |\n",
    "| 22.7.2020 | 5670254 | 523377 | 131944 | 1176 | 2020-12-19 | 2020-07-20 |\n",
    "| 24.7.2020 | NC | NC | 133108 | 1204 | NC | 2020-07-22 |\n",
    "| 27.7.2020 | 7621866 | 975195 | 135002 | 1258 | 2021-01-29 | 2020-07-25 |\n",
    "| 30.7.2020 | NC | NC | 137013 | 1321 | NC | 2020-07-29 |\n",
    "| 05.8.2020 | NC | NC | 141605 | 1489 | NC | 2020-08-06 |\n",
    "| 31.8.2020 | 10016168 | 496821 | 167578 | 2482 | 2021-03-02 | 2020-09-22 |"
   ]
  }
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