{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<H1 align=\"center\"> Migraciones <br> <br> Un caso práctico de análisis exploratorio con datos de poblacionales </center></H1> <br> <br><br> \n",
    "\n",
    "<center> Roque Leal </center> \n",
    "<center>DataScience</center> <br> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introducción"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Durante los últimos diez años, los países desarrollados han experimentado una variedad de problemas relacionados con la migración. La Organización Internacional para las Migraciones (OIM) declaró en la Agenda 2030 para el Desarrollo Sostenible una serie de lineamientos que contribuyen directamente a muchos Objetivos de Desarrollo Sostenible (ODS). Por ejemplo:\n",
    "\n",
    "- 10: Reducir las desigualdades \n",
    "- 10.7: Políticas de migración bien administradas \n",
    "- 10.c: Remesas.\n",
    "\n",
    "Investigadores de todo el mundo buscan respuestas y soluciones para colaborar con estos lineamientos. En esta caso el papel de los científicos de datos, consiste en aplicar diferentes algoritmos para identificar causas raíz y hacer predicciones. Por ello, en este caso particular el presente estudio intenta colaborar en responder la siguiente pregunta:\n",
    "\n",
    "\"Cuáles son las posibles causas de la migración y cómo la migración evolucionará con el tiempo\".\n",
    "\n",
    "Para encontrar respuestas, se realizará una exploración de la migración a nivel global y un caso particular de la migración en América del Sur. En general, el estudio actual se puede tratar como análisis de datos exploratorios. Es decir, se explorarán los conjuntos de datos sobre la correlación y se construirán algunos modelos de regresión. Para el desarrollo de las predicciones se consideran los problemas y limitaciones de dicho análisis (falsa correlación, multicolinealidad, etc.) sin embargo, los resultados obtenidos se compararán con los resultados del modelo System Dynamics realizado por Wigman (2018).\n",
    "\n",
    "Desde el punto de vista práctico, este Jupyter Notebook consta de los siguientes pasos. Primero, temas relacionados con los conjuntos de datos descargados y preprocesados. En segundo lugar, los resultados se trazan para obtener algunas ideas. En tercer lugar, se aplicaran un par de algoritmos para identificar relaciones y predecir flujos de migración futuros. Y finalmente, una comparación con los resultados del modelo System Dynamics realizado.\n",
    "\n",
    "Para responder a la pregunta de investigación establecida se utilizaron 4 conjuntos de datos, a saber,\n",
    "\n",
    "1. Naciones Unidas Stock internacional de migrantes 2015 (Naciones Unidas, 2015),\n",
    "2. Migración neta del Banco Mundial (Banco Mundial, 2018),\n",
    "3. Índice de Estado Frágil (Fondo para la Paz, 2018),\n",
    "4. Resultados de la simulación de System Dynamics (Wigman, 2018).\n",
    "\n",
    "El primero servirá principalmente para fines de visualización. Los valores del segundo servirán como variables predictivas (y), mientras que el Índice de estado frágil como predictores (x). El cuarto a efectos comparativos. \n",
    "\n",
    "Finalmente, se utilizó Natural Earth para unsar los shapefiles y trazar los datos en el mapa mundial.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploración de los datos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Naciones Unidas Stock internacional de migrantes 2015"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Este conjunto de datos no es más que datos de migración por país de origen y destino. Se descargó de las Naciones Unidas (2015) como un archivo Excel en formato xlsx. Los datos sobre diferentes años se dividen en hojas de Excel separadas. Las filas representan región, subregión o país de destino, mientras que las columnas son países de origen. El archivo original se modificó ligeramente, por ejemplo, los encabezados se dividieron para evitar problemas con el índice múltiple.\n",
    "\n",
    "Desafortunadamente, este conjunto de datos tiene un número bastante limitado de puntos de datos y, por lo tanto, difícilmente puede usarse para algoritmos. Sin embargo, se puede utilizar para visualizar dinámicas de migración. Igualmente se descartó utilizar los datos preliminares para el 2017, ya que para el caso práctico de América del Sur es evidente el ruido en los datos para Venezuela debido al propio ajuste que debe realizarse."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "from sklearn import preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1990 datos cargados\n",
      "1995 datos cargados\n",
      "2000 datos cargados\n",
      "2005 datos cargados\n",
      "2010 datos cargados\n",
      "2015 datos cargados\n",
      "36.26 tiempo\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "\n",
    "# Almacenaremos todas las hojas para varios años como un dictado de pandas para un fácil acceso por año\n",
    "sheet_name = \"Table \"  # Nombre original de la hoja \n",
    "sheet_numbers = [1, 4, 7, 10, 13, 16]  # Número de hojas\n",
    "years = [1990, 1995, 2000, 2005, 2010, 2015]  # Años disponibles\n",
    "n = len(sheet_numbers)  # Número de datos disponibles\n",
    "\n",
    "my_dict = {}  # estructura de los datos \n",
    "# {'1990' : df_1990, '1995' : df_1995 ...}\n",
    "\n",
    "path = \"data/UN_MigrantStockByOriginAndDestination_2015.xlsx\"\n",
    "\n",
    "start_time = time.time()\n",
    "for i in range(n):\n",
    "    sheet_name = \"Table \" + str(sheet_numbers[i])\n",
    "    my_dict[years[i]] = pd.read_excel(path, sheet_name=sheet_name, header=[15])\n",
    "    print(str(years[i]) + \" datos cargados\")\n",
    "elapsed_time = time.time() - start_time\n",
    "\n",
    "print(str(round(elapsed_time, 2)) + \" tiempo\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sort\n",
       "order</th>\n",
       "      <th>Major area, region, country or area of destination</th>\n",
       "      <th>Notes</th>\n",
       "      <th>Country code</th>\n",
       "      <th>Type of data (a)</th>\n",
       "      <th>Total</th>\n",
       "      <th>Other North</th>\n",
       "      <th>Other South</th>\n",
       "      <th>Afghanistan</th>\n",
       "      <th>Albania</th>\n",
       "      <th>...</th>\n",
       "      <th>Uruguay</th>\n",
       "      <th>Uzbekistan</th>\n",
       "      <th>Vanuatu</th>\n",
       "      <th>Venezuela (Bolivarian Republic of)</th>\n",
       "      <th>Viet Nam</th>\n",
       "      <th>Wallis and Futuna Islands</th>\n",
       "      <th>Western Sahara</th>\n",
       "      <th>Yemen</th>\n",
       "      <th>Zambia</th>\n",
       "      <th>Zimbabwe</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>WORLD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>221714243</td>\n",
       "      <td>2077453.0</td>\n",
       "      <td>7964398.0</td>\n",
       "      <td>5003276.0</td>\n",
       "      <td>1110296.0</td>\n",
       "      <td>...</td>\n",
       "      <td>332362.0</td>\n",
       "      <td>1913257.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Developed regions</td>\n",
       "      <td>(b)</td>\n",
       "      <td>901</td>\n",
       "      <td>NaN</td>\n",
       "      <td>132560325</td>\n",
       "      <td>516607.0</td>\n",
       "      <td>4390410.0</td>\n",
       "      <td>395566.0</td>\n",
       "      <td>1105788.0</td>\n",
       "      <td>...</td>\n",
       "      <td>171734.0</td>\n",
       "      <td>1467082.0</td>\n",
       "      <td>2243.0</td>\n",
       "      <td>446524.0</td>\n",
       "      <td>2008501.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>60669.0</td>\n",
       "      <td>61985.0</td>\n",
       "      <td>223434.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Developing regions</td>\n",
       "      <td>(c)</td>\n",
       "      <td>902</td>\n",
       "      <td>NaN</td>\n",
       "      <td>89153918</td>\n",
       "      <td>1560846.0</td>\n",
       "      <td>3573988.0</td>\n",
       "      <td>4607710.0</td>\n",
       "      <td>4508.0</td>\n",
       "      <td>...</td>\n",
       "      <td>160628.0</td>\n",
       "      <td>446175.0</td>\n",
       "      <td>5696.0</td>\n",
       "      <td>103896.0</td>\n",
       "      <td>298168.0</td>\n",
       "      <td>7460.0</td>\n",
       "      <td>91907.0</td>\n",
       "      <td>820258.0</td>\n",
       "      <td>147471.0</td>\n",
       "      <td>442973.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Least developed countries</td>\n",
       "      <td>(d)</td>\n",
       "      <td>941</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10018128</td>\n",
       "      <td>272306.0</td>\n",
       "      <td>905106.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>527.0</td>\n",
       "      <td>1199.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>4616.0</td>\n",
       "      <td>77715.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>358.0</td>\n",
       "      <td>59408.0</td>\n",
       "      <td>79972.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Less developed regions excluding least develop...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>934</td>\n",
       "      <td>NaN</td>\n",
       "      <td>79135790</td>\n",
       "      <td>1288540.0</td>\n",
       "      <td>2668882.0</td>\n",
       "      <td>4607710.0</td>\n",
       "      <td>4508.0</td>\n",
       "      <td>...</td>\n",
       "      <td>160101.0</td>\n",
       "      <td>444976.0</td>\n",
       "      <td>5625.0</td>\n",
       "      <td>99280.0</td>\n",
       "      <td>220453.0</td>\n",
       "      <td>7460.0</td>\n",
       "      <td>91907.0</td>\n",
       "      <td>819900.0</td>\n",
       "      <td>88063.0</td>\n",
       "      <td>363001.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 240 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sort\\norder Major area, region, country or area of destination Notes  \\\n",
       "0            1                                              WORLD   NaN   \n",
       "1            2                                  Developed regions   (b)   \n",
       "2            3                                 Developing regions   (c)   \n",
       "3            4                          Least developed countries   (d)   \n",
       "4            5  Less developed regions excluding least develop...   NaN   \n",
       "\n",
       "   Country code Type of data (a)      Total  Other North  Other South  \\\n",
       "0           900              NaN  221714243    2077453.0    7964398.0   \n",
       "1           901              NaN  132560325     516607.0    4390410.0   \n",
       "2           902              NaN   89153918    1560846.0    3573988.0   \n",
       "3           941              NaN   10018128     272306.0     905106.0   \n",
       "4           934              NaN   79135790    1288540.0    2668882.0   \n",
       "\n",
       "   Afghanistan    Albania    ...      Uruguay  Uzbekistan  Vanuatu  \\\n",
       "0    5003276.0  1110296.0    ...     332362.0   1913257.0   7939.0   \n",
       "1     395566.0  1105788.0    ...     171734.0   1467082.0   2243.0   \n",
       "2    4607710.0     4508.0    ...     160628.0    446175.0   5696.0   \n",
       "3          0.0        0.0    ...        527.0      1199.0     71.0   \n",
       "4    4607710.0     4508.0    ...     160101.0    444976.0   5625.0   \n",
       "\n",
       "   Venezuela (Bolivarian Republic of)   Viet Nam  Wallis and Futuna Islands  \\\n",
       "0                            550420.0  2306669.0                     7461.0   \n",
       "1                            446524.0  2008501.0                        1.0   \n",
       "2                            103896.0   298168.0                     7460.0   \n",
       "3                              4616.0    77715.0                        0.0   \n",
       "4                             99280.0   220453.0                     7460.0   \n",
       "\n",
       "   Western Sahara     Yemen    Zambia  Zimbabwe  \n",
       "0         91965.0  880927.0  209456.0  666407.0  \n",
       "1            58.0   60669.0   61985.0  223434.0  \n",
       "2         91907.0  820258.0  147471.0  442973.0  \n",
       "3             0.0     358.0   59408.0   79972.0  \n",
       "4         91907.0  819900.0   88063.0  363001.0  \n",
       "\n",
       "[5 rows x 240 columns]"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Datos\n",
    "my_dict[2010].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pre-procesamiento"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "for key, value in my_dict.items():\n",
    "    # Se ajustan nombres de las columnas\n",
    "    s = my_dict[key].columns.values\n",
    "    s[1] = 'Destination'\n",
    "    my_dict[key].columns = s\n",
    "\n",
    "    # Se eliminan datos irrelevantes\n",
    "    my_dict[key] = my_dict[key].drop(\n",
    "        ['Sort\\norder', 'Notes', 'Country code', 'Type of data (a)'], axis=1)\n",
    "    my_dict[key] = my_dict[key].drop([0, 1, 2, 3, 4, 5]).reset_index(drop=True)\n",
    "\n",
    "    # Datos Nulos\n",
    "    my_dict[key] = my_dict[key].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Andorra</th>\n",
       "      <th>Angola</th>\n",
       "      <th>...</th>\n",
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       "      <th>0</th>\n",
       "      <td>Africa</td>\n",
       "      <td>16840014</td>\n",
       "      <td>358625.0</td>\n",
       "      <td>1053239.0</td>\n",
       "      <td>594.0</td>\n",
       "      <td>509.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>403031.0</td>\n",
       "      <td>...</td>\n",
       "      <td>91.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>128.0</td>\n",
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       "      <td>29046.0</td>\n",
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       "      <td>442484.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Eastern Africa</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Burundi</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Comoros</td>\n",
       "      <td>12618</td>\n",
       "      <td>602.0</td>\n",
       "      <td>761.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Djibouti</td>\n",
       "      <td>101575</td>\n",
       "      <td>1518.0</td>\n",
       "      <td>4558.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 236 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Destination     Total  Other North  Other South  Afghanistan  Albania  \\\n",
       "0          Africa  16840014     358625.0    1053239.0        594.0    509.0   \n",
       "1  Eastern Africa   4657063      98293.0     371707.0          0.0      0.0   \n",
       "2         Burundi    235259       2660.0      16897.0          0.0      0.0   \n",
       "3         Comoros     12618        602.0        761.0          0.0      0.0   \n",
       "4        Djibouti    101575       1518.0       4558.0          0.0      0.0   \n",
       "\n",
       "   Algeria  American Samoa  Andorra    Angola    ...     Uruguay  Uzbekistan  \\\n",
       "0  33269.0             0.0      0.0  403031.0    ...        91.0       440.0   \n",
       "1      0.0             0.0      0.0   38633.0    ...         0.0         0.0   \n",
       "2      0.0             0.0      0.0       0.0    ...         0.0         0.0   \n",
       "3      0.0             0.0      0.0       0.0    ...         0.0         0.0   \n",
       "4      0.0             0.0      0.0       0.0    ...         0.0         0.0   \n",
       "\n",
       "   Vanuatu  Venezuela (Bolivarian Republic of)  Viet Nam  \\\n",
       "0      0.0                               270.0     128.0   \n",
       "1      0.0                                 0.0       0.0   \n",
       "2      0.0                                 0.0       0.0   \n",
       "3      0.0                                 0.0       0.0   \n",
       "4      0.0                                 0.0       0.0   \n",
       "\n",
       "   Wallis and Futuna Islands  Western Sahara    Yemen    Zambia  Zimbabwe  \n",
       "0                        0.0         91905.0  29046.0  146579.0  442484.0  \n",
       "1                        0.0             0.0    358.0   89462.0   79904.0  \n",
       "2                        0.0             0.0      0.0       0.0       0.0  \n",
       "3                        0.0             0.0      0.0       0.0       0.0  \n",
       "4                        0.0             0.0    240.0       0.0       0.0  \n",
       "\n",
       "[5 rows x 236 columns]"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data\n",
    "my_dict[2010].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "from copy import deepcopy\n",
    "\n",
    "\n",
    "# Se estructuran los datos agrupandolos y ordenandolos para una mejor manipulación\n",
    "# Para evitar problemas de columnas dejaremos el nombre de los datos tal cual como se presentan en idioma Inglés\n",
    "\n",
    "df = deepcopy(my_dict[2010])\n",
    "\n",
    "regions = ['Africa', 'Asia', 'Europe',\n",
    "           'Latin America and the Caribbean', 'Northern America', 'Oceania']\n",
    "\n",
    "subregions = {regions[0]: ['Eastern Africa', 'Middle Africa', 'Northern Africa', 'Southern Africa', 'Western Africa'],\n",
    "              regions[1]: ['Central Asia', 'Eastern Asia', 'South-Eastern Asia', 'Southern Asia', 'Western Asia'],\n",
    "              regions[2]: ['Eastern Europe', 'Northern Europe', 'Southern Europe', 'Western Europe'],\n",
    "              regions[3]: ['Caribbean', 'Central America', 'South America'],\n",
    "              regions[4]: [],\n",
    "              regions[5]: ['Australia and New Zealand',\n",
    "                           'Melanesia', 'Micronesia', 'Polynesia']\n",
    "              }\n",
    "\n",
    "countries = {}  # Clave para las regiones y subregiones \n",
    "\n",
    "for key in subregions:\n",
    "    for i in range(0, len(subregions[key])):\n",
    "        if (i == len(subregions[key]) - 1):\n",
    "            first_country = df[df.Destination ==\n",
    "                               subregions[key][i]].index.values[0] + 1\n",
    "            if (key != 'Oceania'):\n",
    "                next_region = regions.index(key) + 1\n",
    "                last_country = df[df.Destination ==\n",
    "                                  regions[next_region]].index.values[0]\n",
    "            else:\n",
    "                last_country = len(df)\n",
    "\n",
    "        else:\n",
    "            # primer pais\n",
    "            first_country = df[df.Destination ==\n",
    "                               subregions[key][i]].index.values[0] + 1\n",
    "            last_country = df[df.Destination == subregions[key]\n",
    "                              [i + 1]].index.values[0]  # último país de la región\n",
    "\n",
    "        l = []  # lista de paises dentro de la region\n",
    "\n",
    "        for k in range(first_country, last_country):\n",
    "            l.append(df.Destination[k])\n",
    "\n",
    "        countries[subregions[key][i]] = l  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Modificamos el nombre d elas filas\n",
    "for key, value in my_dict.items() :\n",
    "    my_dict[key].index = my_dict[key].Destination\n",
    "    my_dict[key] = my_dict[key].drop(columns='Destination')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total</th>\n",
       "      <th>Other North</th>\n",
       "      <th>Other South</th>\n",
       "      <th>Afghanistan</th>\n",
       "      <th>Albania</th>\n",
       "      <th>Algeria</th>\n",
       "      <th>American Samoa</th>\n",
       "      <th>Andorra</th>\n",
       "      <th>Angola</th>\n",
       "      <th>Anguilla</th>\n",
       "      <th>...</th>\n",
       "      <th>Uruguay</th>\n",
       "      <th>Uzbekistan</th>\n",
       "      <th>Vanuatu</th>\n",
       "      <th>Venezuela (Bolivarian Republic of)</th>\n",
       "      <th>Viet Nam</th>\n",
       "      <th>Wallis and Futuna Islands</th>\n",
       "      <th>Western Sahara</th>\n",
       "      <th>Yemen</th>\n",
       "      <th>Zambia</th>\n",
       "      <th>Zimbabwe</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Destination</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>16840014</td>\n",
       "      <td>358625.0</td>\n",
       "      <td>1053239.0</td>\n",
       "      <td>594.0</td>\n",
       "      <td>509.0</td>\n",
       "      <td>33269.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>403031.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>91.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91905.0</td>\n",
       "      <td>29046.0</td>\n",
       "      <td>146579.0</td>\n",
       "      <td>442484.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Eastern Africa</th>\n",
       "      <td>4657063</td>\n",
       "      <td>98293.0</td>\n",
       "      <td>371707.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>38633.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>358.0</td>\n",
       "      <td>89462.0</td>\n",
       "      <td>79904.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burundi</th>\n",
       "      <td>235259</td>\n",
       "      <td>2660.0</td>\n",
       "      <td>16897.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comoros</th>\n",
       "      <td>12618</td>\n",
       "      <td>602.0</td>\n",
       "      <td>761.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Djibouti</th>\n",
       "      <td>101575</td>\n",
       "      <td>1518.0</td>\n",
       "      <td>4558.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 235 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Total  Other North  Other South  Afghanistan  Albania  \\\n",
       "Destination                                                                \n",
       "Africa          16840014     358625.0    1053239.0        594.0    509.0   \n",
       "Eastern Africa   4657063      98293.0     371707.0          0.0      0.0   \n",
       "Burundi           235259       2660.0      16897.0          0.0      0.0   \n",
       "Comoros            12618        602.0        761.0          0.0      0.0   \n",
       "Djibouti          101575       1518.0       4558.0          0.0      0.0   \n",
       "\n",
       "                Algeria  American Samoa  Andorra    Angola  Anguilla  \\\n",
       "Destination                                                            \n",
       "Africa          33269.0             0.0      0.0  403031.0       0.0   \n",
       "Eastern Africa      0.0             0.0      0.0   38633.0       0.0   \n",
       "Burundi             0.0             0.0      0.0       0.0       0.0   \n",
       "Comoros             0.0             0.0      0.0       0.0       0.0   \n",
       "Djibouti            0.0             0.0      0.0       0.0       0.0   \n",
       "\n",
       "                  ...     Uruguay  Uzbekistan  Vanuatu  \\\n",
       "Destination       ...                                    \n",
       "Africa            ...        91.0       440.0      0.0   \n",
       "Eastern Africa    ...         0.0         0.0      0.0   \n",
       "Burundi           ...         0.0         0.0      0.0   \n",
       "Comoros           ...         0.0         0.0      0.0   \n",
       "Djibouti          ...         0.0         0.0      0.0   \n",
       "\n",
       "                Venezuela (Bolivarian Republic of)  Viet Nam  \\\n",
       "Destination                                                    \n",
       "Africa                                       270.0     128.0   \n",
       "Eastern Africa                                 0.0       0.0   \n",
       "Burundi                                        0.0       0.0   \n",
       "Comoros                                        0.0       0.0   \n",
       "Djibouti                                       0.0       0.0   \n",
       "\n",
       "                Wallis and Futuna Islands  Western Sahara    Yemen    Zambia  \\\n",
       "Destination                                                                    \n",
       "Africa                                0.0         91905.0  29046.0  146579.0   \n",
       "Eastern Africa                        0.0             0.0    358.0   89462.0   \n",
       "Burundi                               0.0             0.0      0.0       0.0   \n",
       "Comoros                               0.0             0.0      0.0       0.0   \n",
       "Djibouti                              0.0             0.0    240.0       0.0   \n",
       "\n",
       "                Zimbabwe  \n",
       "Destination               \n",
       "Africa          442484.0  \n",
       "Eastern Africa   79904.0  \n",
       "Burundi              0.0  \n",
       "Comoros              0.0  \n",
       "Djibouti             0.0  \n",
       "\n",
       "[5 rows x 235 columns]"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Datos\n",
    "my_dict[2010].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pprint import pprint\n",
    "\n",
    "\n",
    "def get_countries_from_region(region, subregions, countries):\n",
    "    \"\"\"List all countries within a given region\n",
    "\n",
    "    Keyword arguments:\n",
    "    region -- region of interest\n",
    "    subregions -- dict with regions and subregions\n",
    "    countries -- dict with subregions and countries\n",
    "    \"\"\"\n",
    "    res = []\n",
    "    for subregion in subregions[region]:\n",
    "        res.append(countries[subregion])\n",
    "    res = [item for sublist in res for item in sublist]\n",
    "    return res\n",
    "# Si todo sale bien deberia imprimir la lista de paises según región y subregión"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Anguilla', 'Antigua and Barbuda', 'Aruba', 'Bahamas', 'Barbados']\n"
     ]
    }
   ],
   "source": [
    "America = get_countries_from_region(\"Latin America and the Caribbean\", subregions, countries)\n",
    "pprint(America[:5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[104277.0, 106943.0, 109609.0, 107612.0, 124271, 133134]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extraemos los datos de migraciones para los años de estudio para Colombia\n",
    "\n",
    "def extract_temporal_data(country, my_dict, years=[1990, 1995, 2000, 2005, 2010, 2015]):\n",
    "    \"\"\"Extract total migration values for a given time frame \n",
    "\n",
    "    Keyword arguments\n",
    "    country -- country of interest\n",
    "    years -- years under consideration\n",
    "    my_dict -- data set that contains all migration data\n",
    "    \"\"\"\n",
    "    res = []\n",
    "    for year in years:\n",
    "        res.append(my_dict[year].loc[country, \"Total\"])\n",
    "    return res\n",
    "\n",
    "\n",
    "extract_temporal_data(\"Colombia\", my_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[78663.0, 115093.0, 151523.0, 187404.0, 325366, 387513]"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Extraemos los datos de migraciones para los años de estudio para Ecuador\n",
    "def extract_temporal_data(country, my_dict, years=[1990, 1995, 2000, 2005, 2010, 2015]):\n",
    "    \"\"\"Extract total migration values for a given time frame \n",
    "\n",
    "    Keyword arguments\n",
    "    country -- country of interest\n",
    "    years -- years under consideration\n",
    "    my_dict -- data set that contains all migration data\n",
    "    \"\"\"\n",
    "    res = []\n",
    "    for year in years:\n",
    "        res.append(my_dict[year].loc[country, \"Total\"])\n",
    "    return res\n",
    "\n",
    "\n",
    "extract_temporal_data(\"Ecuador\", my_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Graficamos los valores de migración\n",
    "def bar_plot(origin, destination, year, my_dict, countries, figsize=(8, 6)):\n",
    "    \"\"\"Plot migration as a bar plot where bars are contries of origin \n",
    "    and y axis is values for specified country of destination \n",
    "\n",
    "    Keyword arguments:\n",
    "    origin -- country or list of countries of origin\n",
    "    destination -- country of destination\n",
    "    year -- year under consideration\n",
    "    my_dict -- data set that contains all migration data\n",
    "    countries -- dict with subregions and countries\n",
    "    figsize -- size of the figure if should be adjusted\n",
    "    \"\"\"\n",
    "\n",
    "    # Select data to plot\n",
    "    X = my_dict[year].loc[destination, countries[origin]]\n",
    "\n",
    "    # Set up plot parameters\n",
    "    fig, ax = plt.subplots(figsize=figsize)\n",
    "    plt.style.use('ggplot')\n",
    "\n",
    "    # Set tick labels\n",
    "    ax.set_xticks(list(range(1, len(X) + 1)))\n",
    "    ax.set_xticklabels(countries[origin])\n",
    "    ax.xaxis.set_tick_params(rotation=45)\n",
    "\n",
    "    # Set up title and labels\n",
    "    title = \"Migración desde \" + origin + \\\n",
    "        \" a \" + destination + \" en \" + str(year)\n",
    "    ax.set_title(title)\n",
    "    ax.set_ylabel(\"Número de personas\")\n",
    "    ax.set_xlabel(\"Paises de Origen\")\n",
    "    ax.bar(list(range(1, len(X) + 1)), X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_plot(\"South America\", 'Colombia', 2015, my_dict, countries)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 6 artists>"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\n",
    "time_frame = [1990, 1995, 2000, 2005, 2010, 2015]\n",
    "plt.title(\"Migración Total a Colombia\")\n",
    "plt.xlabel(\"Año\")\n",
    "plt.ylabel(\"Personas\")\n",
    "plt.bar(time_frame, extract_temporal_data(\"Colombia\", my_dict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 6 artists>"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\n",
    "time_frame = [1990, 1995, 2000, 2005, 2010, 2015]\n",
    "plt.title(\"Migración Total a Ecuador\")\n",
    "plt.xlabel(\"Año\")\n",
    "plt.ylabel(\"Personas\")\n",
    "plt.bar(time_frame, extract_temporal_data(\"Ecuador\", my_dict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 6 artists>"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\n",
    "time_frame = [1990, 1995, 2000, 2005, 2010, 2015]\n",
    "plt.title(\"Migración Total a Venezuela\")\n",
    "plt.xlabel(\"Año\")\n",
    "plt.ylabel(\"Personas\")\n",
    "plt.bar(time_frame, extract_temporal_data(\"Venezuela (Bolivarian Republic of)\", my_dict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "def line_chart(origin, destination, my_dict,\n",
    "               years=[1990, 1995, 2000, 2005, 2010, 2015], figsize=(8, 6)):\n",
    "    \"\"\"Plot migration as a line chart within a given time frame\n",
    "\n",
    "    Keyword arguments:\n",
    "    origin -- country or list of countries of origin\n",
    "    destination -- country of destination\n",
    "    years -- years under consideration\n",
    "    my_dict -- data set that contains all migration data\n",
    "    figsize -- size of the figure if should be adjusted\n",
    "    \"\"\"\n",
    "\n",
    "    X = []\n",
    "\n",
    "    # Extraemos los datos a graficar\n",
    "    for year in years:\n",
    "        X.append(year)\n",
    "        X.append(my_dict[year].loc[destination, origin])\n",
    "\n",
    "    X = np.array(X)\n",
    "    sh = (len(years), 2)\n",
    "    X = X.reshape(sh)\n",
    "\n",
    "    # Configuramos parámetros\n",
    "    fig, ax = plt.subplots(figsize=figsize)\n",
    "    plt.style.use('ggplot')\n",
    "\n",
    "    # Configuramos titulos\n",
    "    title = \"Migración desde \" + origin + \" a \" + destination + \\\n",
    "        \" Desde \" + str(years[0]) + \" a \" + str(years[-1])\n",
    "    ax.set_title(title)\n",
    "    ax.set_ylabel(\"Número de personas migradas\")\n",
    "    ax.set_xlabel(\"Año\")\n",
    "    ax.plot(X[:, 0], X[:, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "line_chart(\"Venezuela (Bolivarian Republic of)\", \"Colombia\", my_dict)\n",
    "line_chart(\"Colombia\", \"Venezuela (Bolivarian Republic of)\", my_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nd+/e0rx5c6NlX331ldEI2KRJk6Rp06ZG6xgMBqlRo4aEhoYWeQwXL14Uc3Nz+f7775VlY8aMEQ8PD2VUISEhQQBIQkKC0bYTJ06URo0aici/nwqGDx9utE7NmjVlwoQJxW7nXmfPnhV3d3cZO3assqw4I2C9e/eW3r17G61z584dsbS0lN9//11EiveJftCgQdK5c+f7rmNrayvffvut0bK814WNjY3Y2tqKhYWFAJDevXsbjcI0a9ZMXn/9daNt//e//4mNjY3S9w8aYfnqq69Er9crr+P09HRxdnYuMMJ6r/379wsAuXTpklG8P/74Y6HHcb9Pn9OnT5e6desaxWdubi7Xrl1Tli1btky0Wq1kZmYW2U7v3r3FzMxMbG1tRafTKaM7o0ePVtZJS0sTnU4nf/75p9G2ixYtEr1er/zt5eUlbdu2NVrngw8+EB8fH6N1ijMCVqNGDaPnbO7cuaLT6eTOnTtK3Pd7fpo1ayYvvPBCkced34YNGwSAHD9+XFl2584dcXd3lylTptw3fhGRGTNmiIeHR7H3J5J7zgIge/fuLXKdsLAwASC2trZGP/f2+4OOtTgjYIXp0qWLvPvuuyIicuPGDbG0tJTFixcbrePn52fU7x4eHkbnDRGRIUOGSO3atZW/vby8pGPHjvfdt8iD3wd6vV6GDh0qIrnPf8uWLY0eNxgM4uPjI1999ZVyPPdeIblXcY/Py8vL6MqBiMjmzZtFo9HIzZs3//MxXb58WRwdHeXtt9+Wmzdvyt27d+Xjjz8WAFKvXj0REcnIyBAfHx/p1q2bXLlyRbKysmThwoWi0WjExsZGaUur1cqiRYuM2o+JiREAyohuceQ/XxXHkiVLxNLSUmJiYpRl7dq1kzfffLPAuk5OTjJz5swCy4saAcvJyZFPP/1Udu7cKYcPH5awsDBxd3eXdu3aFSu2Yo+A6XQ6vPnmmwgLC8PatWuRnZ1d6Cfj/OLi4tC4cWOjT67NmzcvdN3CRg/CwsLQtGlTVKpUCXZ2dhg7dizOnTunPH7w4EF07NixuIeBY8eOoU2bNkbLAgMDkZ6ejtOnTyvL/Pz8jNbx8vIqMAfuXnFxcXB1dUWdOnWUZW5ubkafZg4cOAARQUBAAOzs7JSfqVOn4uTJkwCAZ555BjVq1ED16tXx2muv4dtvv8W1a9eM9tOyZUujfbdq1cro76ioKBw8eNBoH/b29jh79qyyn8JUrlwZzz33HMLCwgDkTjD87rvvEBISotxoceDAAQCAv7+/UfvTp08v0Pb9+vBh2klLS8Nzzz2HNm3aFBjdeJCoqCisXLnSaB9ubm7Iysoqsi9ycnIwdepUNGzYEK6urrCzs0NYWJjR664w6enpRd5NuXnzZsTExCA2Nhbh4eHYs2eP0ahiXFxcoa/LO3fu4MyZM8U61tdffx03b97E2rVrAQB//PEH7ty5g1dffVVZZ8uWLejYsSO8vb1hb2+vjCbmP7bijOQtWLAAjRs3hru7O+zs7DBx4sQC7Xh7e0Ov1yt/e3l5wWAwFDkSm6dFixaIiYlBVFQUxo0bh5YtW+Ljjz9WHj9y5AjS09PxwgsvGD23gwcPRnJyMlJTU5V1859vWrZsiXPnzuH27dsPPMZ7NW3a1GgOXMuWLZGenl7s5+fQoUMPfa6qVKmS0TnE2toajRs3xrFjxx64vU6ne+DduIcOHUL37t1RrVo12Nvbo3r16gAKvh7ys7S0RExMjNHP/v37jdp9mGMtzO3btzF69GjUr18fLi4usLOzw6ZNm5TYTp06hczMzAJ3sd97fkxNTcWlS5cKfW+dPn0aGRkZyrLSmA8sItBoNAByzz379u0rcB7++++/lXPP4MGDsWLFCjRo0ADDhg3Dhg0blKtMxTm+pKQk/PPPP3jvvfeM9tOtWzeICE6dOvWfj8Xd3R2rV6/G1q1b4ejoCDs7Oxw8eBCdOnVS/p9bWloiPDwc//zzD9zd3aHT6bBkyRK8/vrrRv/z7yevvwpT3PNVUdasWYOBAwdiyZIlaNiwYYnjyU+r1WLChAlo2bIlGjRogP79+2PZsmX466+/jN4PRTF/4Br3GDBgAPz9/XH+/HmEhITAwsKiWNvlP6CiDtDW1tbo75UrV2Lw4MGYNm0aAgMD4eDggJUrV2L8+PHFaq+48eS94O9dbmlpWWAbg8FQZJv3vvGKkrf97t27YWNjU2hMdnZ2OHDgAHbt2oXIyEgsWLAAH374ITZv3oxGjRoVez8dOnQo9DKLo6PjfbcdMGAAnn32WcTHxyM+Ph6XL182umSUdwx79+4tkGzkn6B9vz4sbjs5OTl49dVXYWtri6VLlxodu1arVZ67PPkvnRgMBgQHB+ODDz4ocKxFTZCePn06pk+fjtDQUPj5+cHe3h5ffvklNm/eXOj697aXkpJS6GPVqlWDh4cHAKBu3bpIS0tDnz59MHHiROUyfnFel/ej1+vRtWtXLF26FC+++CKWLl2K559/Hk5OTgBy72jq2rUrgoODMWnSJLi6uuLcuXPo1KlTgcux+d+L+a1YsQLvv/8+vvjiC7Ru3RoODg746aefClzKL+w1AOC+7yUAsLGxUS6bTpkyBa+88gree+89fPvtt0bbh4eHo0aNGgW2d3BwKLLt/K+Z4ryOitNOcdYv6bnqYdpJSUmBm5tbkY+npaWhY8eOaNeuHb777jt4eHggJycHTz311AMnoWs0miLL+xQnxuL0+YgRI7B+/XrMmDEDderUga2tLYYNG6Zc9irO+6OodQp77h70mn+QpKQkpKSkoGbNmgByX6OdOnXCrFmzCqybdx7u0qULzp8/j40bN2Lr1q3o1asX/P39lcvBhcV+r7z3wddff10gyQRyPwCVRIcOHZCQkICUlBSICPR6PZ5++mnlGIHcD9EHDx7EzZs3cffuXVSqVAkvvfSS0ToeHh4FLjXmfRjPOy/m9zDnq8L88MMP6NevHxYvXoxevXoZPVa5cuUC8WRkZOD69etFxlNceQnz2bNnH5jUP1QC9uSTT6Jx48bYtWtXgevnRalXrx5+/PFH5OTkKBnxnj17irXt9u3b4e/vbzRn7OzZs0brNGrUCBs3bsTQoUOL1Wb9+vWxbds2o+vj27dvh7W1daEn8uKqX78+rl69ipMnT6J27doAgGvXriEhIQEBAQFKrABw/vx5PPfcc0W2ZWZmhjZt2qBNmzaYPHmy0oeNGjVC/fr1C1yjzv93QEAAvvvuO3h5eSnlEIqrY8eOqFatGsLCwhAfH4+goCCjfsk7hgsXLhS4pv8witvO8OHDERcXh3379hU4Fnd3d1y+fBkGg0FJ2vLPuQsICEBsbCxq1qxZ7H9+27dvR9euXRESEqIsu9/IYZ6nn366WCMTAJQRxbwRinr16mHbtm0YMGCAURw2NjaoVq1asdoEgD59+uC1115DQkIC1q9fj/DwcOWx/fv3IyMjA7Nnz1YSo3379hW77Xtt374dAQEBGDZsmLKsuCNB/8XkyZPRoEEDDBo0CH5+fvD19YWVlRUSExMfONKSvwzNnj17ULVqVeUfrru7u1GJCxFBTEwMKleubLTd/v37jV5re/bsgZWVlTJq9CB556qBAwcWa/369evj0qVLOHHihDIKdvfuXRw4cMCo34ty5MgR5dxTmLi4OCQnJ2Pq1KnKOauw8gH/xYOO1d3dHdHR0UbL8r93t2/fjjfffBM9evQAkPthLCEhAVWrVgUA1K5dGxYWFti1a5fRlYfdu3crv7u4uMDDwwPbtm1Dp06djNquVasWrKysSnag95g2bRosLS3RvXt3AFDKH3h7e993P3q9Hr169UKvXr3Qp08ftG7dGgkJCcU6Pk9PT1SuXBkJCQno27dvqR1Lfi4uLgByXzN5c3rzc3BwgIODA65evYo///wTH374ofJYy5YtsXHjRqM5kxs2bEDNmjWLTHhKcr5asGABhg0bhuXLl+OVV14p8HjLli3xwQcf4NatW8o8sI0bN0Kj0ZS4Lmje67pYye+DrlHmnwtx+/ZtSU5OVv5+0BywCxcuiLW1tbz99tsSFxcnW7ZskUaNGil3PYr8Owfs3rv4RHLntFhbW0tERIScOnVKZs2aJXq9Xu4Ne+PGjaLVauX999+Xw4cPy/Hjx2XJkiXKvIn8c8DWrl0rWq1WPv/8czlx4oT8/PPP4uTkpMxNEpECdy6KiHz66adG80byMxgM0rBhQ2nSpIns27dPoqOjpWPHjmJvb2/UVt++fcXDw0OWLl0qJ0+elJiYGFm0aJFyh2lERITMnDlTDhw4IOfOnZM1a9aIra2tLFy4UEREDhw4IBqNRsaNGycnTpyQNWvWSPXq1Y3679KlS1K5cmXp2LGjbN++Xc6cOSM7duyQcePGya5du4o8hjxTpkwRR0dH0Wq1snLlygKP9+nTRypXrizLli2TU6dOSUxMjCxcuFCmT58uIkXfGZK/Xx/UTlhYmOh0OomMjJSkpCTlJ29+3LFjx0Sj0ciECRPk1KlT8tNPP4mPj4/R6+/IkSNia2srb775puzfv18SExNl8+bNMmTIEDl79qyyn3vngL3//vvi4eEhW7dulRMnTsiYMWPEwcHhgXfsfPXVV1KnTh2jZXnzK2JjYyUpKUn+/vtviYyMlLp160r9+vWVOUW//vqraLVa+eKLLyQhIUFWrFghjo6O8vHHHyttFecuu8zMTNHr9eLn5yfu7u5GdwQeOnRIAMjUqVMlMTFR1qxZI7Vr1zZ67RQ1HyT/8tDQULGxsZHffvtNTp48KTNnzhQXFxejc0Fx71LNr7D5QSK582XunYf30UcfiYODg8ydO1eOHz8uR48elR9++EHGjBmjrOPl5SX29vbyySefyIkTJ2Tp0qViY2NjNBdy9OjR4uLiIps2bZL4+HgZOnSoODg4FJgDZm9vL4MGDZL4+Hj57bffxM3NTd5///0i485//OvWrRONRiPDhw9XzlWLFi0qMA8yj8FgkEaNGom/v7/s2rVLYmNj5eWXXxYXFxejc3Bhc8BycnKU91ZRLl26JJaWljJkyBA5ffq0bNq0STk332+7vPfLve/JvJ+8O9QfdKx584DnzZsnp06dkgULFoibm5vR6+eFF16QevXqyf79++Xo0aMSHBxc4HkZNGiQeHh4yO+//y7Hjx+XESNGiL29vVG/z549W6ytrWXhwoWSkJAg8+bNE0tLS/nuu+/u24eFyf9+TkxMlPXr10vPnj1Fq9XK/PnzlXUvXrwolSpVks6dO8uOHTuU8/DYsWOVOXZjxoyR8PBwOXHihJw4cUIGDhwo9vb2yt15xTm+xYsXi6WlpUyZMkWOHj0qx48flzVr1ihz5Ypy7tw5iY6OlgULFggAiYyMlOjoaElJSTFqe9euXXL69GlZuXKleHl5SYcOHYzmQv7yyy+yefNmSUxMlHXr1km9evXkqaeeMrpjec+ePWJmZiYTJ06U+Ph4Wbx4sVhZWRWYu3av4pyvCjN9+nQxMzOTsLAwo9fmvcd148YNqVy5sjz//PMSExMjkZGRUrVq1QLzhY8dOybR0dHSv39/qVatmkRHR0t0dLQyhzUiIkK++eYbOXz4sCQmJsrKlSvFx8dHWrRo8cC75kVEHjoBy+9BCZhI7ou2fv36YmlpKb6+vsqbb9WqVSJSdAKWmZkp77zzjjg7O4u9vb28/vrryoTze23YsEGaNWsmOp1OHBwcpG3btnL69GkRKboMRd26dcXCwkI8PT1l3LhxhZahuNeDErC843jmmWfEyspKvLy8ZNasWQXays7Oli+++EIpN6DX66VNmzbyyy+/iIjItm3bpF27duLq6ipWVlZSq1Yt+fzzz42ezBUrVkiNGjXE0tJSmjRpIhEREQX67+zZs9KrVy9xdXUVS0tL5cX1oBIAIiJJSUlibm4u7u7uhU6WzsrKkqlTp0qdOnXEwsJCXF1dJTAwUHk+i5uAPaid3r1737cMhYjIt99+K9WqVRNra2vp0qWL/PDDDwVefzExMdKtWzflVv6aNWvKO++8I6mpqSJSMAFLSUmRl156SSlbMHToUBk7duwDE7Dr16+Lra2tUSmIvBN23o+ZmZl4eXnJW2+9VeB250WLFimvi7zyCcUtQ3GvIUOGCATQT4sAACAASURBVAAZNmxYgcdmz54tXl5eotPppHXr1rJ27dr/lIBlZGRIv379xNnZWRwcHKR3794ya9asR5qA5ZWv2bp1q7Lsm2++kQYNGoilpaU4OTlJ06ZNjW46yOvHPn36iJ2dnbi4uMjo0aON/oHcuHFDevXqJU5OTuLu7i6ffPJJkWUohg8frpyP+vXrp0zALyzuwo5/7dq10rRpU7GyshJHR0dp166dUdmC/PLKUDg4OChlKA4ePGi0TmHJw6ZNm8TFxcWoTEZh7i1p4+/vLzt27ChWAlbY+xKAhIeHF/tYJ0+eLJ6enmJrayu9e/eW2bNnG71+zp49K0FBQWJjYyOVK1eWyZMnFzog0K9fP7G3txdHR0cZMGDAfctQmJubS40aNWT27NkP7MPC5H8/29jYSJ06dSQkJKRAKQaR3P8Jr7/+unIe9vHxkTfeeEP58Ddp0iSpV6+e2NjYiIODgwQGBhp9SC7O8YmIrF69Wpo2bSo6nU7s7e3Fz8/PqCRJYYo6v9773OfdhGVhYSE+Pj4yduxYo9e8SO45pWrVqmJhYSEeHh4ycOBAow8IeX777Tfx9fVV+uF+N4Td2/b9zleF8fLyKvS48ucxcXFxEhQUJNbW1uLi4iLvvvtugdIdRbWVd/5au3atPP3002Jvb6+ULBo3blyRN9HlpxF5yIkMpWD79u0IDAxEbGwsfH19H/fuiR6ZSZMm4dixY0ZF/0g9VapUwZAhQzBmzBi1Q3msOnbsiE6dOmHkyJFqh0JERXgsZa3nz5+P3bt34+zZs1i3bh3efvttNG3alMkXlTujR49Gw4YNH8l3QRIVx40bN9CmTRu89957aodCRPfxUJPw/6tz587h888/x+XLl+Hh4YFnnnmmQMFGovLAxsYGEydOVDsMqsAcHR35va1EZYAqlyCJiIiIKrLH8826RERERKRgAkZERET0mDEBIyIiInrMHssk/Irg3kraJeXq6mr0/Y/08NiHJcc+LB3sx5JjH5Zcafehp6dnqbVVUXEEjIiIiOgxYwJGRERE9JgxASMiIiJ6zJiAERERET1m5WYS/rp167B582aICDp06ICuXbvi1q1bCA0NxdWrV+Hm5obhw4fDzs4OABAeHo4tW7ZAq9UiJCQEfn5+AIDExETMnTsXmZmZ8Pf3R0hICDQajZqHRkREROVMuRgBO3/+PDZv3oypU6fiyy+/xKFDh5CUlISIiAj4+vpizpw58PX1RUREBADgwoUL2L17N2bOnInx48dj0aJFMBgMAICwsDAMGDAAc+bMwaVLlxATE6PmoREREVE5VC4SsH/++Qe1a9eGlZUVzMzM8OSTT2L//v2IiopCYGAgACAwMBBRUVEAgKioKLRo0QIWFhZwd3eHh4cHTp06hdTUVNy9exd16tSBRqNBmzZtlG2IiIiISku5SMC8vb0RHx+PtLQ0ZGRkIDo6GsnJybhx4wacnZ0BAM7Ozrh58yYAICUlBXq9XtnexcUFKSkpBZbr9XqkpKQ83oMhIiKicq9czAGrUqUKXnjhBXz22WfQ6XTw8fGBVlt0blnU948/zPeSR0ZGIjIyEgAwbdo0uLq6PlzQ92Fubl6q7VVE7MOSYx+WDvZjybEPS459aHrKRQIGAO3bt0f79u0BAD/++CP0ej0cHR2RmpoKZ2dnpKamwsHBAUDuyFZycrKybUpKClxcXAosT05OhouLS6H7CwoKQlBQkPJ3aVYYZtXnkmMflhz7sHSwH0uOfVhyrIRvesrFJUgAuHHjBoDcRGj//v1o2bIlAgICsG3bNgDAtm3b0LhxYwBAQEAAdu/ejaysLFy5cgVJSUmoVasWnJ2dYW1tjYSEBIgItm/fjoCAANWOiYiIiMqncjMCNmPGDKSlpcHc3Bz9+vWDnZ0dunfvjtDQUGzZsgWurq4YMWIEgNw5Y82bN8eIESOg1WrRr18/5ZJl//79MW/ePGRmZsLPzw/+/v5qHhYREVGJyPFY5NR9CuVozKVc0MjDTHyiIvHLuE0L+7Dk2Ielg/1YcuzD/07SbsLw0UBY1noSOYMnlFq7vARZckyHiYiIyilZvQS4ewd2wUPVDoXyYQJGRERUDsmJI5Bdm6Hp2B0WPjXVDofyYQJGRERUzkhWFgzL5wGulaDp+pra4VAhmIARERGVM7JhNXDpH2h7D4TGykrtcKgQTMCIiIjKEbl0AbLuF2iatIHmqafVDoeKwASMiIionBARGJbPByytoOnZT+1w6D6YgBEREZUTsmcLcOIINC+/BY2js9rh0H0wASMiIioHJO0mZOVioGZdaFp1VDscegAmYEREROWArMqt+aV9czA0Wv57N3V8hoiIiMo4OXEEsnszNB1fhMbLR+1wqBiYgBEREZVhkpUFw7J5gJsHNF1fVTscKiYmYERERGWYrF8FXP4H2l7vsuZXGcIEjIiIqIySSxcg61ey5lcZxASMiIioDGLNr7KNCRgREVEZxJpfZRsTMCIiojKGNb/KPiZgREREZQxrfpV9fNaIiIjKENb8Kh+YgBEREZURrPlVfjABIyIiKiNk/UrW/ConmIARERGVAZJ0AbJ+FWt+lRNMwIiIiExcbs2vebk1v15lza/ygAkYERGRiZPdW4CEo9C8HAyNA2t+lQdMwIiIiEyYpN2ErFoM1HoSmlbPqB0OlRImYERERCZMVi7Orfn1Bmt+lSd8JomIiEyUHI+F7NkCTaeXoPGqqnY4VIqYgBEREZkgycrM/bJtNw9ouvZUOxwqZUzAiIiITJCsX5Vb86v3QGgsWfOrvGECRkREZGL+rfkVCE19f7XDoUeACRgREZEJMa751VftcOgRYQJGRERkQljzq2JgAkZERGQiWPOr4mACRkREZCJY86vi4LNLRERkAljzq2JhAkZERKQy1vyqeJiAERERqUzWseZXRcMEjIiISEWs+VUxMQEjIiJSSW7Nr7mAFWt+VTTmagdQWv744w9s2bIFGo0G3t7eGDRoEDIzMxEaGoqrV6/Czc0Nw4cPh52dHQAgPDwcW7ZsgVarRUhICPz8/AAAiYmJmDt3LjIzM+Hv74+QkBBoNBo1D42IiMop2b0ZSDgGzZuDWfOrgikXI2ApKSlYv349pk2bhhkzZsBgMGD37t2IiIiAr68v5syZA19fX0RERAAALly4gN27d2PmzJkYP348Fi1aBIPBAAAICwvDgAEDMGfOHFy6dAkxMTFqHhoREZVTknYDsnIJUKsea35VQOUiAQMAg8GAzMxM5OTkIDMzE87OzoiKikJgYCAAIDAwEFFRUQCAqKgotGjRAhYWFnB3d4eHhwdOnTqF1NRU3L17F3Xq1IFGo0GbNm2UbYiIiEqTrFwMpN+F9s1BrPlVAZWLS5AuLi7o1q0bBg4cCEtLSzRs2BANGzbEjRs34OycO6Tr7OyMmzdvAsgdMatdu7bR9ikpKTAzM4Ner1eW6/V6pKSkPN6DISKick/iD0P2/AVNl57QeLLmV0VULhKwW7duISoqCnPnzoWNjQ1mzpyJ7du3F7m+iDzU8sJERkYiMjISADBt2jS4uro+XND3YW5uXqrtVUTsw5JjH5YO9mPJlbc+lMwMJK/4FmYeXtD3GQiN1aMvO1He+rA8KBcJ2JEjR+Du7g4HBwcAQNOmTZGQkABHR0ekpqbC2dkZqampyuN6vR7JycnK9ikpKXBxcSmwPDk5GS4uLoXuMygoCEFBQcrf165dK7XjcXV1LdX2KiL2YcmxD0sH+7HkylsfGn79EZL0N7TDJyM5LQ1IS3vk+yztPvT09Cy1tiqqcnHR2dXVFSdPnkRGRgZEBEeOHIGXlxcCAgKwbds2AMC2bdvQuHFjAEBAQAB2796NrKwsXLlyBUlJSahVqxacnZ1hbW2NhIQEiAi2b9+OgIAANQ+NiIjKEaXmV9NAaOqx5ldFVi5GwGrXro1mzZph9OjRMDMzQ7Vq1RAUFIT09HSEhoZiy5YtcHV1xYgRIwAA3t7eaN68OUaMGAGtVot+/fpB+/8TIPv374958+YhMzMTfn5+8PfnG4SIiEru35pfOmh69lM7HFKZRh5m4hMV6eLFi6XWVnkbblcD+7Dk2Ielg/1YcuWlDw27IiHfzYGmzxBoW3d8rPvmJUjTUy4uQRIREZkyo5pfLYMevAGVe0zAiIiIHjHW/KL8+CogIiJ6hJSaX51eYs0vUjABIyIiekQkKxOG5fMBNw9ouvZQOxwyIUzAiIiIHhFZtxK4chHaNwZCY/noC65S2cEEjIiI6BGQpL8h61ez5hcVigkYERFRKRODAYZlrPlFRWMCRkREVMpk92bgZBw0rwRD4+CkdjhkgpiAERERlSK5eZ01v+iBTOKriI4ePQp3d3e4u7sjNTUVP/zwA7RaLXr16gUnJ35yICKiskNWLgEy0lnzi+7LJF4ZixYtUr6LcenSpcjJyYFGo8E333yjcmRERETFJ/GHIXv/gqYza37R/ZnECFhKSgpcXV2Rk5ODw4cPY968eTA3N8eAAQPUDo2IiKhYcmt+zQPcK0PThTW/6P5MYgTM2toa169fR1xcHKpUqQKdTgcAyM7OVjkyIiKi4smt+ZUEbW/W/KIHM4kRsM6dO2Ps2LHIzs5GcHAwAOD48ePw8vJSNzAiIqJiUGp+NWsLTT0/tcOhMsAkErDu3bujSZMm0Gq18PDwAAC4uLjg3XffVTkyIiKi+zOq+dWjr9rhUBlhEgkYAHh6et73byIiIlOk1PzqM4Q1v6jYTCIBu3PnDlauXIm4uDikpaVBRJTH5s+fr2JkRERERVNqftVmzS96OCYxCX/hwoU4c+YMXnnlFdy6dQt9+/aFq6srunbtqnZoRERERVJqfr3Bml/0cEzi1RIbG4uRI0eicePG0Gq1aNy4MYYPH44dO3aoHRoREVGhWPOLSsIkEjARgY2NDQBAp9Ph9u3bcHJywqVLl1SOjIiIqCDJzGDNLyoRk5gD5uPjg7i4OPj6+qJu3bpYtGgRdDodKleurHZoREREBSg1v4Z/wppf9J+YxAjYgAED4ObmBgDo27cvLC0tcfv2bQwZMkTlyIiIiIzJxfOQDWtY84tKxCRGwCpVqqT87uDgwPpfRERkknJrfs1jzS8qMdUSsC1bthRrvfbt2z/iSIiIiIpHdkUCp1jzi0pOtQTs3jscRQQnTpyAk5MT9Ho9kpOTcf36ddStW5cJGBERmQS5eR2y6jvW/KJSoVoCNmnSJOX3xYsXo3HjxkZ1v9atW8e7IImIyGTIysWs+UWlxiReQTt27MCzzz5rtKxz586sA0ZERCZB4mIge7ey5heVGpNIwJycnHDgwAGjZQcOHICDg4NKEREREeWSzAwYfpifW/Ora0+1w6FywiTuggwJCcGMGTPw22+/Qa/X49q1a7hw4QJGjBihdmhERFTBKTW/RnwKjYWl2uFQOWESCViDBg3w9ddfIzo6GikpKXj66afx9NNPw97eXu3QiIioAvu35lc7aJ5sqHY4VI6YRAIGAPb29mjTpo3aYRAREQG4p+aXzhqanqz5RaXLJBKwnJwcbNy4EXFxcUhLSzN6bPLkySpFRUREFZlS8+utodDYO6odDpUzJjEJ//vvv0dkZCTq1auHxMRENG3aFDdu3ED9+vXVDo2IiCogpeZXnfqs+UWPhEkkYPv27cO4cePQpUsXmJmZoUuXLvjggw9w7NgxtUMjIqIKyKjml0ajdjhUDplEApaZmQm9Xg8AsLS0REZGBry8vHD27Fl1AyMiogpHqfn17MvQVPZWOxwqp0xiDpiXlxdOnz6NWrVqoUaNGli5ciWsra3h4uKidmhERFSBSGYGDMvn5db86tJD7XCoHDOJEbDg4GCYmZkBAN566y2cOXMGBw8exDvvvKNyZEREVJHI2pXA1Uu5lx5Z84seIdVHwAwGA86fP4/WrVsDACpXroyJEyc+VBsXL15EaGio8veVK1fQs2dPBAYGIjQ0FFevXoWbmxuGDx8OOzs7AEB4eDi2bNkCrVaLkJAQ+Pn5AQASExMxd+5cZGZmwt/fHyEhIbz+T0RUAcg/5yEbWfOLHg/VR8C0Wi2WLl0KCwuL/9yGp6cnvvzyS3z55Zf44osvYGlpiSZNmiAiIgK+vr6YM2cOfH19ERERAQC4cOECdu/ejZkzZ2L8+PFYtGgRDAYDACAsLAwDBgzAnDlzcOnSJcTExJTKcRIRkekSgyH30iNrftFjonoCBgCNGjUq8F2Q/9WRI0fg4eEBNzc3REVFITAwEAAQGBiIqKgoAEBUVBRatGgBCwsLuLu7w8PDA6dOnUJqairu3r2LOnXqQKPRoE2bNso2RERUfik1v14JZs0veixUvwQJAFlZWZg5cybq1KkDvV5vdMlvyJAhD9XWrl270LJlSwDAjRs34OzsDABwdnbGzZs3AQApKSmoXbu2so2LiwtSUlJgZmam3I0JAHq9HikpKf/5uIiIyPTJzVTIqiWs+UWPlUkkYN7e3vD2LvmtvtnZ2Th48CB69ep13/VE5KGWFyYyMhKRkZEAgGnTpsHV1bX4gT6Aubl5qbZXEbEPS459WDrYjyX3qPvwxrKvkZ6ZAf2Q8TB3c3tk+1ETX4emxyQSsB49SudW3+joaFSvXh1OTk4AAEdHR6SmpsLZ2RmpqalwcHAAkDuylZycrGyXkpICFxeXAsuTk5OLLIURFBSEoKB/Pyldu3atVI4BAFxdXUu1vYqIfVhy7MPSwX4suUfZhxIXDcP2TdA89yquW9sB5fS5Ku0+9PT0LLW2KiqTmAN29OjRQn+OHz+Oq1evFrudey8/AkBAQAC2bdsGANi2bRsaN26sLN+9ezeysrJw5coVJCUloVatWnB2doa1tTUSEhIgIti+fTsCAgJK92CJiMgk5Nb8mg+4e7LmFz12JjECNn/+fKSmpgIA7O3tlS/kdnR0xPXr11G1alUMGzYMlStXLrKNjIwMxMbGGtUO6969O0JDQ7Flyxa4urpixIgRAHIveTZv3hwjRoyAVqtFv379oNXm5qL9+/fHvHnzkJmZCT8/P/j7+z+qwyYiIhUpNb9GfMqaX/TYaeRhJj49IqtXr8adO3fw6quvwtLSEpmZmfjll19gY2ODLl26YOnSpbh8+fJD1wd7nC5evFhqbfGSRcmxD0uOfVg62I8l9yj6UP45D8Onw6Bp0hravsNLtW1TxEuQpsckLkGuW7cOvXr1gqVl7icQS0tLvPbaa1i7di10Oh369OmDxMRElaMkIqLywKjmVw/W/CJ1mEQCptPpcPr0aaNliYmJsLKyAgDl8iAREVFJKTW/eoSw5hepxiTmgPXs2ROfffYZAgIClDsRDx48iL59cz+ZHDlyBE2bNlU5SiIiKuuMan616KB2OFSBmUQCFhgYiJo1a2Lv3r1ITU2Fp6cnXnrpJVSpUgVAbqX8Ro0aqRwlERGVdfLLYiAjA9o3BvN7fklVJpGAAUCVKlXwyiuvqB0GERGVUxIXDdm3DZrnXoOmchW1w6EKTrUE7JtvvsGAAQMAAF999VWRn0Qe9quIiIiI8jOu+cUP+6Q+1RIwd3d35XcPDw+1wiAiogpA1v7Cml9kUlRLwF588UXl99L6KiIiIqL85J/zkI1roGneDponG6odDhEAE5oDduXKFZw/fx7p6elGy1u1aqVSREREVNbl1vyaC+hsWPOLTIpJJGDh4eFYtWoVvL29lWKsAKDRaJiAERHRfyY7/wROxUMT/B5rfpFJMYkE7I8//sAXX3yhlJ0gIiIqKbmZCln9HWt+kUkyiRLzdnZ2cHNzUzsMIiIqR+Rn1vwi02USI2DBwcH45ptv0LVrVzg6Gg8Ru7q6qhQVERGVVXIsGrKfNb/IdJlEApadnY3Y2Fjs2rWrwGM///yzChEREVFZJZkZMPzAml9k2kwiAVu4cCFef/11tGzZ0mgSPhER0cNizS8qC0wiATMYDGjXrh20WpOYkkZERGXUvzW/2rPmF5k0k8h4unXrhoiICIiI2qEQEVEZpdT8smbNLzJ9JjECtn79ely/fh3h4eGws7Mzemz+/PkqRUVERGXJvzW/3ofG3kHtcIjuyyQSsKFDh6odAhERlWH/1vx6CpoW7dUOh+iBTCIBq1evntohEBFRGSY/LwYyM6B9YxBrflGZYBJzwIiIiP4rOXoot+bXs6+w5heVGUzAiIiozJKM/6/5VckLmmdZ84vKDiZgRERUZsnan4Frl6F9YyBrflGZYpIJWGZmJrKzs9UOg4iITJj8cw6yKTy35lfdBmqHQ/RQTCIBW7p0KU6dOgUAOHToEEJCQhAcHIwDBw6oHBkREZkiMRhgWMaaX1R2mUQCtnPnTnh7ewMAVq1ahaFDh+LDDz/EihUrVI6MiIhMkezcBJw+Ds0rfVnzi8okkyhDkZGRASsrK6SlpeHy5cto1qwZAODatWsqR0ZERKZGbqRCVn/Pml9UpplEAubp6YkdO3bg0qVLaNAg9zr+zZs3+cXcRERUgPyyiDW/qMwziUuQ/fr1w8aNG3Hs2DG8+uqrAIDDhw8ryRgRERGQV/NrO2t+UZlnEiNgtWrVwmeffWa0rHXr1mjdurVKERERkalhzS8qT0wiAQOA7OxsXLx4ETdv3jRa/tRTT6kUERERmRKl5tfIz1jzi8o8k0jAjh8/jpkzZyIrKwt3796FtbU10tPTodfr8fXXX6sdHhERqYw1v6i8MYk5YN9//z2ef/55LFmyBNbW1liyZAlefvlldOzYUe3QiIhIZaz5ReWRSSRgFy9eRJcuXYyWde/eHWvXrlUpIiIiMhV3I3/LrfnVgzW/qPwwiQTMxsYGd+/eBQA4OTnhwoULuHXrFtLT01WOjIiI1CQ3UnFr6XzgCV9omrPmF5UfJjEHrGnTpoiOjkarVq3Qvn17TJ48GWZmZmjevLnaoRERkUpEBPLzQkhGeu6XbbPmF5UjJpGABQcHK79369YNtWrVQnp6Oho2bKheUEREpBoRgYQvhUTtgO3rbyPdgzW/qHwxiQQsvyeffFLtEIiISCUiAvn1B8j61dC06QTbV95CekqK2mERlSqTSMCuXLmCFStW4OzZswXmfc2fP79Ybdy+fRsLFizA33//DY1Gg4EDB8LT0xOhoaG4evUq3NzcMHz4cNjZ2QEAwsPDsWXLFmi1WoSEhMDPzw8AkJiYiLlz5yIzMxP+/v4ICQnhsDcR0WMkv/8EWfsLNK2egab3QGi0JjFdmahUmUQCNnv2bFSqVAl9+vSBlZXVf2pjyZIl8PPzw8iRI5GdnY2MjAyEh4fD19cX3bt3R0REBCIiIvDGG2/gwoUL2L17N2bOnInU1FR8+umnmD17NrRaLcLCwjBgwADUrl0bn3/+OWJiYuDv71/KR0xERIUx/PEz5PcV0LToAM2bg5l8UbllEq/sCxcuYMiQIfD390e9evWMforjzp07iI+PR/v2uXfImJubw9bWFlFRUQgMDAQABAYGIioqCgAQFRWFFi1awMLCAu7u7vDw8MCpU6eQmpqKu3fvok6dOtBoNGjTpo2yDRERPVqGdSshv/4ATbN20Lw1hMkXlWsmMQL25JNP4uzZs6hRo8Z/2v7KlStwcHDAvHnzcO7cOdSoUQPBwcG4ceMGnJ2dAQDOzs7K1xylpKSgdu3ayvYuLi5ISUmBmZkZ9Hq9slyv1yOF8w6IiB45w8Y1kPBl0DQJhCbkPWi0ZmqHRPRImUQC5ubmhilTpqBJkyZwcnIyeuzVV1994PY5OTk4c+YM+vbti9q1a2PJkiWIiIgocn0ReajlhYmMjERkZCQAYNq0aXB1dS32tg9ibm5equ1VROzDkmMflg7244Pd/nUFbq36DlatOsBx2CRozIz/NbEPS459aHpMIgHLyMhAo0aNkJOTg+Tk5IfeXq/XQ6/XK6NazZo1Q0REBBwdHZGamgpnZ2ekpqbCwcFBWf/e/aSkpMDFxaXA8uTkZLi4uBS6z6CgIAQFBSl/X7t27aHjLoqrq2uptlcRsQ9Ljn1YOtiP92eI/A3y80KgUQtkvTEEyanXC6zDPiy50u5DT0/PUmurojKJBGzQoEEl2t7JyQl6vR4XL16Ep6cnjhw5gipVqqBKlSrYtm0bunfvjm3btqFx48YAgICAAMyZMwfPPfccUlNTkZSUhFq1akGr1cLa2hoJCQmoXbs2tm/fjs6dO5fGIRIRUT6Gv9bmJl/+zaDtPwoaM152pIrDJBIwAEhKSsKuXbuU0aiWLVuicuXKxd6+b9++mDNnDrKzs+Hu7o5BgwZBRBAaGootW7bA1dUVI0aMAAB4e3ujefPmGDFiBLRaLfr16wft/0/27N+/P+bNm4fMzEz4+fnxDkgiokfAsHU95MdvgIZNoH3nA2jMTebfEdFjoZGHmfj0iBw4cABfffUVnn76abi5ueHatWs4ePAghg4dioCAALXDK5aLFy+WWlscbi859mHJsQ9LB/uxIMP2jZBlcwHfAGgHjoXGwuK+67MPS46XIE2PSXzkWLFiBT744AM89dRTyrJjx45h8eLFZSYBIyKiBzPs/DM3+XqqUbGSL6LyyiSKrKSkpBT4+qG6dev+pwn5RERkmgy7N0OWfg3U84d2EJMvqthMIgGrVq0afv/9d6Nlf/zxB6pVq6ZOQEREVKoMe/+CfDcHqNsA2sHjoLGwVDskIlWZxCXI/v3744svvsD69euh1+tx7do16HQ6fPjhh2qHRkREJWTYtw2yeDZQ5yloB0+AxvK/feUcUXliEgmYl5cXQkNDcfLkSeUuyFq1asGcd8UQEZVphqidkEWhQO0noR06EZr/+H2/ROWNSVyCBAAzMzPUrVsXLVq0QHZ2NhISEtQOiYiISkAO7oYs/B9Q8wloh34EjZVO7ZCITIZJJGCTJk3C8ePHAQARERGYPXs2Zs+ejTVr1qgcGRER/RcSvReGsC+B6nWgfX8SNDprtUMiMikmkYD9/bATOAAAIABJREFU/fffqFOnDgBg8+bNmDRpEqZMmYI///xT5ciIiOhhyeH9MHwzHahaE9r3P4ZGZ6N2SEQmxyQmWeXVgr106RIAoEqVKgCA27dvqxYTERE9PImNgmH+NKBKNWiHfQyNNZMvosKYRAL2xBNPYPHixUhNTVW+r/HSpUuwt7dXOTIiIiouOXoQhvmfA14+0A7/BBobO7VDIjJZJnEJcvDgwbCxsYGPjw969uwJIPerfbp06aJyZEREVBwSFw3D3KlAZW9oR3wCjS2TL6L7UX0EzGAw4Pvvv8eAAQNgcU9V5KefflrFqIiIqLgk/jAMX08BPLygHfEpNLa8ekH0IKqPgGm1WsTGxkKj0agdChERPSQ5cQSGrz8F3CvnJl92DmqHRFQmqJ6AAUDXrl3xyy+/IDs7W+1QiIiomCThKAxzPgH0lXKTL3tHtUMiKjNUvwQJABs2bMD169exdu1aODgYf3qaP3++SlEREVFR5FRcbvLl4gbtyM+gcXBSOySiMsUkErChQ4eqHQIRERWTnD4Ow6zJgJM+N/lydFY7JKIyxyQSsHr16qkdAhERFYOcSYBh9seAo1Nu8uXkonZIRGWSSSRgWVlZWLVqFXbt2oW0tDR8//33OHz4MJKSktC5c2e1wyMiIgBy9iQMoZMAOwdoR06BxlmvdkhEZZZJTML//vvv8ffff+O9995T7ob09vbGpk2bVI6MiIgAQM6dhiH0I8DGNjf5cnFVOySiMs0kRsD279+POXPmQKfTKQmYi4sLUlJSVI6MiIjkfCIMMycCOhtoR02BRu+mdkhEZZ5JjICZm5vDYDAYLbt58ya/ioiISGVy4QwMoRMBnS43+XKtpHZIROWCSSRgzZo1w9dff40rV64AAFJTU7Fo0SK0aNFC5ciIiCou+eccDDMmAuaWuRPu3TzUDomo3DCJBKxXr15wd3fHyJEjcefOHbz33ntwdnZGjx491A6NiKhCkovnYZgxATAzzx35cvdUOySicsUk5oCZm5sjODgYwcHByqVHfjUREZE6JOlCbvKl0UA76jNoKjH5IiptJpGAAUBSUhL27NmDlJQUuLi4oHnz5qhcubLaYRERVShy6Z/c5Eskd+TLo4raIRGVSyZxCXLnzp348MMPce7cOeh0Opw/fx6jR4/Gzp071Q6NiKjCkCsXYZgxHsjJzp3z5VlV7ZCIyi2TGAH76aefMHbsWKOK+PHx8fj666/RqlUrFSMjIqoY5OolGP43AcjOyk2+vHzUDomoXDOJEbC7d++iTp06Rstq166N9PR0lSIiIqo45NplGP43HsjMgHb4p9BUqa52SETlnkkkYM899xxWrFiBzMxMAEBmZiZ++uknPPfccypHRkRUvknyldzkK/0OtMM/gaZqDbVDIqoQTOIS5KZNm3D9+nWsW7cOdnZ2uHXrFgDAycnJ6OuI5s+fr1aIRETljqRczZ1wf+c2tCM+gcanptohEVUYJpGADR06VO0QiIgqFElNzh35unUzd+SrWm21QyKqUEwiAbt38j0RET1acj0lN/n6v/buNjyq6t77+HdNEpIQIGaS0MiDWkwCImBCgkBAQAlHFCscRakUKxQs7W2lR3pOD9d9eYTWWunVYpQabMWKHnva2nqEu/WhWIwmhQAGwrNADGh5FpIZQgIJQzLrfrF1LFVqMGH2kPl9XpE9mZ3//FkMv+y9Zq0TdXge+AHmy9mf/yQRaVcRMQdMRETCw9b5nduOdT48/zYfc2U/t0sSiUoKYCIiUcKeOO6EL98xPHMewmTq7oOIWxTARESigK2vI/jYf0Hth074yh7gdkkiUS2iAlgwGMTv97tdhohIh2LrTzjh6+hhPN/5L0zfgW6XJBL1ImIS/smTJ3nmmWdYt24dsbGxvPDCC2zYsIHq6mq++tWvul2eiMhFy56sJ1j0X3DkIJ77H8RcdY3bJYkIEXIFbOnSpXTu3JklS5YQG+tkwuzsbMrLy12uTETk4mVPNhB87CE4vB/Pff8X0z/X7ZJE5CMRcQVs27Zt/PKXvwyFL4Bu3bpRV1fX6nPcd999JCQk4PF4iImJYeHChTQ0NFBUVMSxY8dIT0/ngQceoEuXLgAsX76ckpISPB4PM2bMICcnB4C9e/dSXFxMIBAgNzeXGTNmYIxp3xcsInKB2VMNBIsegoN/c8LXgDy3SxKRvxMRAaxz587U19eTkpISOlZTU3PW160xf/58unXrFvp6xYoVDBw4kEmTJrFixQpWrFjBtGnTOHDgAOXl5Tz22GP4/X4efvhhnnjiCTweD0uXLmX27NlkZWXx6KOPsnnzZnJz9VujiFw8bOMpgo8vgAMf4Pn2PMzAfLdLEpF/EBG3IMeOHcuiRYvYvn071lqqqqooLi5m3LhxbTpvRUUFo0ePBmD06NFUVFSEjhcUFBAXF0f37t3JyMiguroav98f2hjcGMOoUaNCzxERuRjYplMEn1gA+/bgmf19zDXXul2SiHyGiLgCNnHiROLi4vjVr35FS0sLTz31FIWFhdx8883ndZ5HHnkEgHHjxlFYWEhdXV3oKlpKSgonTpwAwOfzkZX1ybYbXq8Xn89HTEwMqampoeOpqan4fL62vjwRkbCwTY0En/ghvF+F55vfx+QOc7skETmHiAhgxhgmTJjAhAkTvvA5Hn74YbxeL3V1dfzoRz+iR48e5/xea+15Hf8sq1atYtWqVQAsXLiQtLS08yv4n4iNjW3X80Uj9bDt1MP2Ea4+2qZG/EUPEdy7m+S5PyRhxA0X/GeGi8Zi26mHkce1ALZ9+/ZWfd+AAa1bLNDr9QKQnJzMkCFDqK6uJjk5Gb/fT0pKCn6/PzQ/LDU1ldra2tBzfT4fXq/3U8dra2tD5/1HhYWFFBYWhr6uqalpVZ2tkZaW1q7ni0bqYduph+0jHH20p08T/PkPoWoHZtZcGvoOoqED/d1pLLZde/fwn13kkNZxLYA99dRTZ33t8/kwxtC1a1fq6+ux1pKamsqTTz75uedqamrCWktiYiJNTU1s3bqVyZMnk5+fT2lpKZMmTaK0tJQhQ4YAkJ+fz+LFi7nlllvw+/0cPnyYzMxMPB4PiYmJVFVVkZWVRVlZGePHj78gr19EpD3YwGmCxT+Cqu2YbzyA59pRbpckIq3gWgArLi4O/fnll1+moaGBKVOmEB8fz+nTp3nxxRfp2rVrq85VV1fHz372MwBaWloYOXIkOTk5XHnllRQVFVFSUkJaWhpz584FoHfv3gwfPpy5c+fi8XiYOXMmHo/zeYRZs2axZMkSAoEAOTk5+gSkiEQseyZAsPjHsGsrZvocPMPGuF2SiLSSsecz8ekCmTlz5qfWAWtubmb27Nn86le/crGy1jt06FC7nUuX29tOPWw79bB9XKg+2jNnCC55BLZXYu65H8/Itn1qPJJpLLadbkFGnohYhiIhIYHq6uqzju3Zs4f4+HiXKhIRiVz2zBmCTz3qhK+77+vQ4Uuko4qIT0FOmTKFH//4x+Tl5YUmwldWVjJz5ky3SxMRiSi2+QzBX/4Etm3AfO3beEbd6HZJIvIFREQAGzVqFH369GHdunX4/X569uzJ7bffTq9evdwuTUQkYtjmZoJP/xS2vIOZOhvPmJvcLklEvqCICGAAvXr1YvLkyW6XISISkWxzM8Fnfgab1mG+ei+e67/4uoki4r6ImAMmIiLnZltasM8WwcZyzJ0z8Yz9itsliUgbKYCJiEQwG2zBPvs4tuKvmMnT8Yyb6HZJItIOFMBERCKUDbZgly3GvlOKue3reG68ze2SRKSdRMwcMHC28/l4WyDtWSUi0cwGg9jnn8Suewsz8Wt4btIcWZGOJCICmN/v5/HHH6eqqiq0FVF2djbf/e53z7kXo4hIR2WDQewLxdjyNzFfuQvPLVPcLklE2llE3IJcunQpl19+OcuWLePpp59m2bJlXHHFFSxdutTt0kREwsoGg9j/eQq7+i+YCXdivvJVt0sSkQsgIgLY7t27+frXv05CQgLgrIw/bdo0qqqqXK5MRCR8rLXY3/4SW7YSc9NkzMSvYYxxuywRuQAiIoAlJSVx4MCBs44dOnSIzp07u1SRiEh4OeHraezbr2Nu/FfMv96t8CXSgUXEHLBbb72Vhx9+mBtuuIH09HSOHTvG22+/zZQpmvcgIh2ftRb74jPYt17FjJuIuX26wpdIBxcRAaywsJCMjAxWr17Nvn37SElJ4bvf/S4DBgxwuzQRkQvKWot9aRn2zT9hxn4Fc8c3FL5EooDrASwYDLJkyRJmz56twCUiUcVai/3f57FvrMBcfzNmyiyFL5Eo4focMI/Hw9atW/WmIyJRxVqLXfFr7MqXMaPHY+6arfdBkSjiegADmDBhAr///e9pbm52uxQRkbCwf/wt9rU/YK77F8zUbyl8iUQZ129BAvz5z3/m+PHjvPrqq3Tr1u2sx5566imXqhIRuTCCf/od9pXfYUYUYqb9H4wnIn4XFpEwiogAdv/997tdgohIWARf/T32j7/BDL8B8/XvKHyJRKmICGD9+/d3uwQRkQsu+Pr/Ylf8GjN0NGb6/QpfIlEsIgLYmTNneOmll1izZg319fU8//zzbNmyhcOHDzN+/Hi3yxMRabPgG8uxLz+PGXIdZsa/YTwxbpckIi6KiF+/nn/+efbv38+cOXNCE1F79+7NG2+84XJlIiJtF1z1/7B/WIbJG4GZORcTo/AlEu0i4grYO++8w+LFi0lISAgFMK/Xi8/nc7kyEZG2OfXqH7Av/goGF2BmfU/hS0SACAlgsbGxBIPBs46dOHGCrl27ulSRiEjbWGuxb79O/W9+ATnD8Nz775jYiHjLFZEIEBHvBsOGDePJJ59k+vTpAPj9fp577jkKCgrcLUxE5DzZhhPY9aXY1avgwPt0GjKS5m88oPAlImeJiHeEqVOn8utf/5rvfe97BAIB5syZw9ixY5k8ebLbpYmIfC4bbIF3N2NXr8JuWQ/NzXB5JuZr3+KSiXdRW1fndokiEmEiIoDFxsYyffp0pk+fHrr1qFWhRSTS2aOHsWvexK4tAX8NdOmKGXMzZsRYTK8vA2Di4lyuUkQiUUQEMIDTp09z5MgRmpqaOHz4cOh43759XaxKRORs9nQTdmM5ds0qqNoOxgNX5+KZMgsGDVHgEpFWiYgAVlpayrPPPktsbCydOnU66zFtRSQibrPWwvtV2DWrsO+UQVMjpGdgJk1zVrT3prldoohcZCIigH08/2vQoEFulyIiEmJP+LHr3nYm1B/eD53inbW8RhZC1tWaKiEiX1hEBLDY2FhtRyQiEcG2tMD2jQRXr4JtFdDSAlf2c/ZtzB+JSezsdoki0gFERACbMmUK//3f/83kyZPp1q2b2+WISBSyhw84txjXvQV1fuiajCm8FTOiEHNpb7fLE5EOJiICWI8ePfj973/PypUrP/XYiy++6EJFIhINbNMpbMVqZ0L9nl3g8cDAfDwjC2FAvtbuEpELJiLeXX7+858zatQoCgoKPjUJX0SkPVlr4b13natdG9fA6SbI6IWZPB0z7HpMcorbJYpIFIiIANbQ0MCUKVM0oVVELhh7vBZbXoJd8yYcPQTxiZhrR2FGFEKfvnr/EZGwiogANmbMGMrKyhg9erTbpYhIB2Kbz8DWCmdC/fZKsEHIvhoz4Q7n04zxCW6XKCJRKiICWHV1NX/+8595+eWXueSSS8567Ac/+IFLVYnIxcoe/JuzLdC6t6DhBFzixdx0O6ZgLOZLPdwuT0QkMgLY2LFjGTt2bJvPEwwGmTdvHl6vl3nz5tHQ0EBRURHHjh0jPT2dBx54gC5dugCwfPlySkpK8Hg8zJgxg5ycHAD27t1LcXExgUCA3NxcZsyYoVsTIhcBe6oB+85fnQn1H7wHMbGQcy2eEePg6hyMJ8btEkVEQiIigI0ZM6ZdzvPaa6/Rs2dPGhsbAVixYgUDBw5k0qRJrFixghUrVjBt2jQOHDhAeXk5jz32GH6/n4cffpgnnngCj8fD0qVLmT17NllZWTz66KNs3ryZ3NzcdqlPRNqXDQZh9zZnQn3lWjgTgJ6XY6bMwgwdg+mqZW1EJDJFRAArKSk552M33HBDq85RW1tLZWUlt912G6+88goAFRUVLFiwAIDRo0ezYMECpk2bRkVFBQUFBcTFxdG9e3cyMjKorq4mPT2dxsZGsrOzARg1ahQVFRUKYCIRxtYew65905lQX/MhJCY5G2CPKITLM3XVWkQinmsBbN++fVx22WUA/PWvfz3rsePHj3PkyBH69evX6gD23HPPMW3atNDVL4C6ujpSUpyPlKekpHDixAkAfD4fWVlZoe/zer34fD5iYmJITU0NHU9NTcXn832xFygi7cqeCWA3r3e2Bdq5GayFq65x9mPMHYbpFO92iSIireZaAFu0aBG33norY8eOZf78+Z96vKSkhIMHD7bqXBs3biQ5OZk+ffqwY8eOz/1+a+15Hf8sq1atYtWqVQAsXLiQtLT224w3Nja2Xc8XjdTDtouUHp7Zu5vGN1+lqWwltqEeT/qXSLxzBok3TCCm+6Vul/e5IqWPFzP1sO3Uw8jjWgBbuHAhv/nNb/jLX/7CuHHjPvX4mDFjmDlzJnfffffnnmv37t1s2LCBTZs2EQgEaGxsZPHixSQnJ+P3+0lJScHv94e2OUpNTaW2tjb0fJ/Ph9fr/dTx2tpavF7vZ/7MwsJCCgsLQ1/X1NS0+rV/nrS0tHY9XzRSD9vOzR7ahhPY9WXYNX+B/e9DbBxm8HA8Iwqh3yCaPB6aAC6Cv2ONxbZTD9uuvXvYo4c+TdxWrgWwxMREZs6cSSAQIBgMnvVYIBCgrKyMpKSkVp1r6tSpTJ06FYAdO3bwpz/9iTlz5vDCCy9QWlrKpEmTKC0tZciQIQDk5+ezePFibrnlFvx+P4cPHyYzMxOPx0NiYiJVVVVkZWVRVlbG+PHj2/eFi8hnssEWeHeLM6F+8zpobnbmc039lrNgalIXt0sUEWk3rk/C79SpE1OmTPnUca/Xy+zZs9t07kmTJlFUVERJSQlpaWnMnTsXgN69ezN8+HDmzp2Lx+Nh5syZeDweAGbNmsWSJUsIBALk5ORoAr7IBWaPHXFCV3kJ+GsgqStm9E3OJti9v+x2eSIiF4Sx5zPx6QI5duzYWV/Hx8eHbhdeLA4dOtRu59Ll9rZTD9vuQvbQnj6NrSx31uzavQ2MgatznVuM1wzFxMVdkJ/rBo3FtlMP2063ICOP61fAANLT090uQUQuMGstfPCes0J9RRk0noL0DOdTjMOvx3j1PiAi0cPVAPZ52wwZY3jooYfCVI2IXAj2xHHsuredq12H9kGnTs4+jCPGQVZ/zEe3/0VEoomrAey66677zOM+n4/XX3+d06dPh7kiEWkPtqUFtlcSXPMX2FoBLS3Qpy/m7vswQ67DJHZ2u0QREVe5GsD+cZHV+vp6li9fzptvvklBQQGTJ092qTIR+SLskQPYNW9i15ZAnR+6JmPG3uqsUt/jMrfLExGJGBExB+zUqVP88Y9/ZOXKlQwePJif/OQnZGRkuF2WiLSCbWrEbljt3GKs3gkeDwzMdybUD8zHxEbE24yISERx9Z0xEAjw6quv8sorr9C/f39++MMf0rt3bzdLEpFWsNbCnp3OhPoNq+F0E2T0xNx+D2bY9ZhLPnsBYxERcbgawO677z6CwSC33norV155JXV1ddTV1Z31PQMGDHCpOhH5R/a4D7v2Ledq14cHIT7RmdM1ohCu7KdNsEVEWsnVANapUycA3njjjc983BjDk08+Gc6SROQf2OYzsHUDwTWrYPtGCAadTy/eNBmTV4BJSHS7RBGRi46rAay4uNjNHy8i/0Tzvr0EX/kDdt3bUF8HyV7MjbdhCsZiMnq6XZ6IyEVNs2NFJMQe2ofdWI7duIbag3+DmFi45lo8Iwuhfy4mJsbtEkVEOgQFMJEoZq2Fgx98FLrK4fB+Z1ugzKvoOvPfOHl1HqZrsttlioh0OApgIlHGWgv79mI3rnFC19FDYDyQfTXm+gmY3GGYS7x0TkvjlPbfExG5IBTARKKAsw9jNXbjaid01XzorNfVdyDmXyZhcodiuqW4XaaISNRQABPpoGwwCO9XfXKly3cMYmLgqmswN9+ByRmG6drN7TJFRKKSAphIB2KDLVC9C1v50Zyu47UQG+tMoJ84FXPNUExSF7fLFBGJegpgIhc529IC7+1wJtJvWuvswRgbBwPyMHn3YAYNwXROcrtMERH5OwpgIhch29wMVds+Cl3rnHW6OnVy9l7MG4EZmIdJ6Ox2mSIicg4KYCIXCdt8BnZtdULX5nXQUA/xCc4VrrwRMGAwJj7B7TJFRKQVFMBEIpg9cwbe3exMpN+yHk6dhIREzDXXOqHr6lxMp3i3yxQRkfOkACYSYWzgNOzY9FHoegeaGqFzkjOBPm8E9M/BxMW5XaaIiLSBAphIBLCnm2D7Ruf24tYKON0ESV0x+SMxeQXQbxAmVqFLRKSjUAATcYltOoXdusFZLmL7BggEoGsyZugYJ3RlD8DE6p+oiEhHpHd3kTCyp05it1Y4oWtHJZwJQHIKZkShc3sxqz/Gow2vRUQ6OgUwkQvMnmzAblnvhK53N0FzM1ySihl1oxO6ruyr0CUiEmUUwEQuAFt/Art5HbayHHZugZYW8KY7m13njYAvZ2M8HrfLFBERlyiAibQTe+I4dtM67MY1sHsbBIOQnoEpnOiErisyMca4XaaIiEQABTCRNrDHfdhNa53bi1U7wAahew/M+NudifS9+yh0iYjIpyiAiZwn66v5KHStgeqdYC1c2hsz4U4ndPW8XKFLRET+KQUwkVawtUedNboqy2HPLudgryswt96FGVyA6XGZuwWKiMhFRQFM5Bzs0cPYynLn9uIH7zkHL+uD+de7ndCV0dPdAkVE5KKlACbyd+yRg84WQJXlsG+vc/CKLMzt9zihq/ul7hYoIiIdggKYRD17aJ9ze3HjGjj4N+fglf0wd3wDk1eASe3uboEiItLhKIBJ1LHWwsG/fRK6Du8HYyDzKsxX78XkDsd409wuU0REOjAFMIkK1lrYv/ej0FUOHx4E44Hsq53FUXOHYS7xul2miIhECQUw6bCstfBB9Sdzuo4dAY8H+g3C/MtETM4wTLdL3C5TRESikAKYdCg2GIT3q6j/UyXBNSVQexRiYuCqazA334HJGYrp0s3tMkVEJMopgMlFzwZboHrXJ0tGHK/lVGwc9M9x1um6ZigmqYvbZYqIiIQogMlFyQZb4L13P7q9uBbq/BAbBwPyMHn3kHb9eHyNTW6XKSIi8pk6RAALBALMnz+f5uZmWlpaGDZsGHfeeScNDQ0UFRVx7Ngx0tPTeeCBB+jSxbkSsnz5ckpKSvB4PMyYMYOcnBwA9u7dS3FxMYFAgNzcXGbMmKFtZSKEbWmB3ducifSb1kJ9HXTqBAPzMXkjMAPzMAmdAfAkdQEFMBERiVAdIoDFxcUxf/58EhISaG5u5qGHHiInJ4d33nmHgQMHMmnSJFasWMGKFSuYNm0aBw4coLy8nMceewy/38/DDz/ME088gcfjYenSpcyePZusrCweffRRNm/eTG5urtsvMWrZ5jOwa6sTujavg4Z6iE/ADBqCyRsBAwZj4hPcLlNEROS8dIgAZowhIcH5T7ilpYWWlhaMMVRUVLBgwQIARo8ezYIFC5g2bRoVFRUUFBQQFxdH9+7dycjIoLq6mvT0dBobG8nOzgZg1KhRVFRUKICFmT1zBt7d7Nxe3LIeTp2EhETMNddi8kdA/1xMp3i3yxQREfnCOkQAAwgGg/znf/4nR44c4cYbbyQrK4u6ujpSUlIASElJ4cSJEwD4fD6ysrJCz/V6vfh8PmJiYkhNTQ0dT01NxefzhfeFRCkbOA3vbsJuWIPdWgGNp6BzkjOBPm+EM6E+Ls7tMkVERNpFhwlgHo+Hn/70p5w8eZKf/exn7Nu375zfa609r+OfZdWqVaxatQqAhQsXkpbWfiunx8bGtuv5IpU93cTpyrU0lb9FYEM5tukUpks3EkaMJWH49XQamPeFQ1e09PBCUg/bh/rYduph26mHkafDBLCPJSUl0b9/fzZv3kxycjJ+v5+UlBT8fj/dujnrP6WmplJbWxt6js/nw+v1fup4bW0tXu9nr45eWFhIYWFh6Ouampp2ew1paWnter5IYpsasds2OFsAbdsIgdPQNRlz7Sg8eQWQPYAzsbGcAair+8I/pyP3MFzUw/ahPradeth27d3DHj16tNu5olWHCGAnTpwgJiaGpKQkAoEA27ZtY+LEieTn51NaWsqkSZMoLS1lyJAhAOTn57N48WJuueUW/H4/hw8fJjMzE4/HQ2JiIlVVVWRlZVFWVsb48eNdfnUXP3vqJHZrhbNG145KOBOA5BRMwVhnTldmf0xMjNtlioiIhE2HCGB+v5/i4mKCwSDWWoYPH05eXh7Z2dkUFRVRUlJCWloac+fOBaB3794MHz6cuXPn4vF4mDlzJh6PB4BZs2axZMkSAoEAOTk5moD/BdmTDdgt653Q9e4maG6GS1Ixo27EDC6AzH4Yj0KXiIhEJ2PPZ+KTnNOhQ4fa7VwX6+V223ACu3m9c3tx5xZoaQFvOiavwJlI/+VszEdB90K7WHsYSdTD9qE+tp162Ha6BRl5OsQVMHGPPXEcu3mdc6Vr11YIBiHtS5jCiU7ouiJTC9mKiIj8AwUwOW/2uA+7aZ1zpatqB9ggdO+BGX87Jq8AevdR6BIREfknFMCkVayvBrtprRO6qneCtZDRCzPhDid09bxCoUtERKSVFMDknGztUWcLoMpy2LPLOdjzcsxX7nLmdfW4zN0CRURELlIKYHIWe+yIswXQxnL44D3n4GV9MJOmOaEro5e7BYqIiHQACmCCPXIQW1nuhK59e5yDl2dibrvHCV3dL3XqckVxAAAKR0lEQVS3QBERkQ5GASxK2cP7P7nSdeAD52Cfvpg7ZmAGF2DSvuRqfSIiIh2ZAliUsNbCwb85c7o2roHD+8EYuPIqzJRZmMHDMd50t8sUERGJCgpgHZi1Fvbv/Sh0lcOHB8F4IPtqzPU3Y3KHYS5JdbtMERGRqKMA1sFYa+Fv1Z9c6Tp2BDwe6DsQM24iJncopluK22WKiIhENQWwDsAGg/B+1ScT6WuPQkwM9BuEuWkyJmcopmuy22WKiIjIRxTALlI2GIQ9u5yJ9JVrwV8DMbHQP8dZpyvnWkxSV7fLFBERkc+gAHYRscEWeO/dj0LXOqjzQWwcDBiMue1uzKAhmM5d3C5TREREPocCWISzLS2we5szp2vTWqivg06dYEC+s0bXoHxMQme3yxQREZHzoAAWgWxzM3Z7pTOna9NaaKiHTvHOFa68AhiQh0lIdLtMERER+YIUwCJM8P/9D8fefg3bUA8JiZhB1zqh6+rBmPh4t8sTERGRdqAAFmk6xROfP5LAgDxnQn1cJ7crEhERkXamABZhPDdNJjktjZqaGrdLERERkQvE43YBIiIiItFGAUxEREQkzBTARERERMJMAUxEREQkzBTARERERMJMAUxEREQkzBTARERERMJMAUxEREQkzBTARERERMJMAUxEREQkzBTARERERMJMAUxEREQkzBTARERERMLMWGut20WIiIiIRBNdAYtA8+bNc7uEi5562HbqYftQH9tOPWw79TDyKICJiIiIhJkCmIiIiEiYxSxYsGCB20XIp/Xp08ftEi566mHbqYftQ31sO/Ww7dTDyKJJ+CIiIiJhpluQIiIiImEW63YB0WDJkiVUVlaSnJzMokWLAPjggw9YunQpTU1NpKenM2fOHDp37kxzczNPP/00e/bswePxMH36dK6++moA9u7dS3FxMYFAgNzcXGbMmIExxs2XFlbt1ccFCxbg9/vp1KkTAA8++CDJycmuva5wqampobi4mOPHj2OMobCwkJtvvpmGhgaKioo4duwY6enpPPDAA3Tp0gWA5cuXU1JSgsfjYcaMGeTk5ADRPRbbs48ai63rYX19PY899hjV1dWMGTOGmTNnhs4VrWOxPXsYrePQdVYuuB07dtg9e/bYuXPnho7NmzfP7tixw1pr7Ztvvml/+9vfWmutff31121xcbG11trjx4/b73//+7alpSX0nN27d9tgMGgfeeQRW1lZGeZX4q726uP8+fNtdXV1mKt3n8/ns3v27LHWWnvq1Ck7Z84cu3//fvvCCy/Y5cuXW2utXb58uX3hhRestdbu37/f/vu//7sNBAL2ww8/tN/5znc0Fm379lFjsXU9bGxstDt37rQrV660zzzzzFnnitax2J49jNZx6DbdggyD/v37h34T/tihQ4e46qqrABg0aBDr168H4MCBAwwYMACA5ORkkpKS2Lt3L36/n8bGRrKzszHGMGrUKCoqKsL7QlzWHn2MZikpKaFJuImJifTs2ROfz0dFRQWjR48GYPTo0aFxVVFRQUFBAXFxcXTv3p2MjAyqq6ujfiy2Vx+j2fn2MCEhgX79+oWu0Hwsmsdie/VQ3KMA5pLevXuzYcMGANatW0dtbS0AV1xxBRs2bKClpYWjR4+yd+9eampq8Pl8pKamhp6fmpqKz+dzpfZIcr59/NiSJUv4j//4D1566SVsFH4O5ejRo7z//vtkZmZSV1dHSkoK4LypnzhxAuBTY87r9eLz+TQW/05b+vgxjcXP7+G5aCw62tLDj0X7OHSD5oC55Nvf/jbLli3jpZdeIj8/n9hY56/i+uuv58CBA8ybN4/09HT69u1LTEyM/kGcw/n2EWDOnDl4vV4aGxtZtGgRZWVlod8Yo0FTUxOLFi1i+vTpdO7c+Zzfd64xp7HoaGsfQWOxtT08F43FtvcQNA7dogDmkp49e/Lggw8Czm20yspKAGJiYpg+fXro+x588EEuvfRSkpKSQld3AGpra/F6vWGtORKdbx+BUN8SExMZOXIk1dXVUfNm09zczKJFi7juuusYOnQo4Nyi9fv9pKSk4Pf76datG+BcTfj7Mefz+fB6vZ86Ho1jsT36CBqLre3huUT7WGyPHkJ0j0M36RakS+rq6gAIBoO8/PLLjBs3DoDTp0/T1NQEwNatW4mJiaFXr16kpKSQmJhIVVUV1lrKysrIz893rf5Icb59bGlpCV2Sb25uZuPGjfTu3dud4sPMWssvfvELevbsyS233BI6np+fT2lpKQClpaUMGTIkdLy8vJwzZ85w9OhRDh8+TGZmZtSPxfbqo8Zi63t4LtE8Fturh9E8Dt2mhVjD4PHHH+fdd9+lvr6e5ORk7rzzTpqamli5ciUA1157LVOnTsUYw9GjR3nkkUfweDx4vV6+9a1vkZ6eDsCePXtYsmQJgUCAnJwcvvGNb0TFx60/1h59bGpqYv78+bS0tBAMBhk4cCD33HMPHk/H/11k165dPPTQQ1x22WWhcXPXXXeRlZVFUVERNTU1pKWlMXfu3NCHHV5++WXeeuut0FIeubm5QHSPxfbqo8bi+fXwvvvu49SpUzQ3N5OUlMSDDz5Ir169onYstlcP09LSonYcuk0BTERERCTMFHFFREREwkwBTERERCTMFMBEREREwkwBTERERCTMFMBEREREwkwBTEQuOqtXr+bee+9lx44d/PjHPyYQCLhdkojIeVEAE5GItWDBAmbMmMGZM2fOOr5z505+8IMf8Nprr9G9e3dtMCwiFx2tAyYiEeno0aPcf//9dO7cmW9+85sMHz7c7ZJERNqN9oIUkYhUVlZGdnY2mZmZlJaWhgJYcXEx8fHxHDt2jJ07d9KrVy/mzJlDRkYGALt37+a5557j0KFD9OjRg+nTp9O3b183X4qIyKfoFqSIRKTS0lJGjhzJddddx5YtWzh+/HjosTVr1nDHHXewbNkyMjIy+N3vfgdAQ0MDCxcu5KabbuLZZ59lwoQJLFy4kPr6erdehojIZ1IAE5GIs2vXLmpqahg+fDh9+vThS1/6EqtXrw49PnToUDIzM4mJiWHkyJF88MEHAFRWVpKRkcGoUaNCj/Xo0YONGze69EpERD6bApiIRJy3336bQYMG0a1bNwBGjhxJaWlp6PFLLrkk9Of4+HiampoA8Pl8oc3rP5aeno7P5wtD1SIirac5YCISUQKBAGvXriUYDHLvvfcC0NzczMmTJ0NXus7F6/Wyfv36s47V1NSQk5NzocoVEflCFMBEJKK88847eDweFi1aRGzsJ29RRUVFlJWV/dPn5ubm8uyzz7J69WqGDx/O+vXrOXDgAIMHD77QZYuInBcFMBGJKKWlpVx//fWkpaWddfzGG29k2bJlDBw48JzP7dq1K/PmzWPZsmUsXbqUjIwM5s2bF7qVKSISKbQOmIiIiEiYaRK+iIiISJgpgImIiIiEmQKYiIiISJgpgImIiIiEmQKYiIiISJgpgImIiIiEmQKYiIiISJgpgImIiIiEmQKYiIiISJj9f21Yo8kvU3QuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "line_chart(\"Venezuela (Bolivarian Republic of)\", \"Ecuador\", my_dict)\n",
    "line_chart(\"Ecuador\", \"Venezuela (Bolivarian Republic of)\", my_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Graficamos la migración total para la región desde un determinado país\n",
    "def lines_chart(origins, destination, my_dict,\n",
    "                years=[1990, 1995, 2000, 2005, 2010, 2015], figsize=(8, 6)):\n",
    "    \"\"\"Plot single or multiple line cahrts representing migration \n",
    "    from origin(-s) to destination within a given time frame\n",
    "\n",
    "    Keyword arguments:\n",
    "    origins -- country or countries of origin\n",
    "    destination -- country of destination\n",
    "    years -- years under consideration\n",
    "    my_dict -- data set that contains all migration data\n",
    "    figsize -- size of the figure if should be adjusted\n",
    "    \"\"\"\n",
    "\n",
    "    x = []\n",
    "    # Extraemos los datos a graficar\n",
    "    for origin in origins:\n",
    "        X = []\n",
    "        for year in years:\n",
    "            X.append(year)\n",
    "            X.append(my_dict[year].loc[destination, origin])\n",
    "        x.append(X)\n",
    "\n",
    "    for i in range(len(x)):\n",
    "        x[i] = np.array(x[i])\n",
    "        sh = (len(years), 2)\n",
    "        x[i] = x[i].reshape(sh)\n",
    "\n",
    "    # Configuramos los parámetros\n",
    "    fig, ax = plt.subplots(figsize=figsize)\n",
    "    plt.style.use('ggplot')\n",
    "\n",
    "    # Configuramos los titulos\n",
    "    title = \"Migración a \" + destination + \" Desde \" + \\\n",
    "        str(years[0]) + \" to \" + str(years[-1])\n",
    "    ax.set_title(title)\n",
    "    ax.set_ylabel(\"Número de personas Migradas\")\n",
    "    ax.set_xlabel(\"Año\")\n",
    "    for i in range(len(x)):\n",
    "        ax.plot(x[i][:, 0], x[i][:, 1])\n",
    "    ax.legend(origins)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lines_chart(countries[\"South America\"], \"Venezuela (Bolivarian Republic of)\", my_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heatmap y Clúster Map"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para obtener una mejor visión general de alto nivel, se pueden utilizar dos formas de visualización de datos: Heatmap y mapa de Clúster Map. Para identificar los posibles grupos de países (según sus valores de migración). Una vez identificados los es posible identificar los responsables de la formulación de políticas a manera de establecer coaliciones o asociaciones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hacemos un Heatmap por regiones\n",
    "def migration_heatmap(origin, destination, year, my_dict, subregions, countries, scale=True):\n",
    "    \"\"\"Plot migration values as a heatmap\n",
    "\n",
    "    Keyword arguemnts:\n",
    "    origin -- region of origin (Asia, for example)\n",
    "    destination -- region of destination (Europe, for example)\n",
    "    year -- year of interest\n",
    "    my_dict -- data set that contains all migration data\n",
    "    subregions -- subregions dict created earlier\n",
    "    countries -- countires dict created earlier\n",
    "    scale -- make scaling or not\n",
    "    \"\"\"\n",
    "    a = get_countries_from_region(origin, subregions, countries)\n",
    "    b = get_countries_from_region(destination, subregions, countries)\n",
    "\n",
    "    # Ajustamos el tamaño\n",
    "    fig_size = plt.rcParams[\"figure.figsize\"]\n",
    "    fig_size[0] = 12\n",
    "    fig_size[1] = 9\n",
    "    plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "\n",
    "    X = my_dict[year].loc[b, a]\n",
    "\n",
    "    if (scale == True):\n",
    "        # Escalamos para una mejor representación\n",
    "        min_max_scaler = preprocessing.MinMaxScaler(feature_range=(0, 1))\n",
    "        X_train_minmax = min_max_scaler.fit_transform(X)\n",
    "        xticks = X.columns.values\n",
    "        yticks = X.index.values\n",
    "        sns.heatmap(X_train_minmax, xticklabels=xticks,\n",
    "                    yticklabels=yticks)\n",
    "    else:\n",
    "        sns.heatmap(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "migration_heatmap(\"Latin America and the Caribbean\", \"Europe\", 2015, my_dict, subregions, countries)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Un patrón interesante se puede observar aquí. Hay un par de países que están tomando un número significativo de inmigrantes de América del Sur: España principalmente para los paises americanos de habla castellana y para los paises de habla inglesa las naciones receptoras principalmente figuran Reino Unido y Holanda."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hacemos un Clustermap por regiones en este caso continuamos comparando la emigración desde América Latina a Europa\n",
    "\n",
    "def migration_clustermap(origin, destination, year, my_dict, subregions, countries, scale = True) : \n",
    "    \"\"\"Plot migration values as a clustermap\n",
    "    \n",
    "    Keyword arguemnts:\n",
    "    origin -- region of origin (Asia, for example)\n",
    "    destination -- region of destination (Europe, for example)\n",
    "    year -- year of interest\n",
    "    my_dict -- data set that contains all migration data\n",
    "    subregions -- subregions dict created earlier\n",
    "    countries -- countires dict created earlier\n",
    "    scale -- make scaling or not\n",
    "    \"\"\"\n",
    "    a = get_countries_from_region(origin, subregions, countries)\n",
    "    b = get_countries_from_region(destination, subregions, countries)\n",
    "    \n",
    "    # Ajustamos el tamaño\n",
    "    fig_size = plt.rcParams[\"figure.figsize\"]\n",
    "    fig_size[0] = 12\n",
    "    fig_size[1] = 9\n",
    "    plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "    \n",
    "    X = my_dict[year].loc[b, a]\n",
    "    \n",
    "    if (scale == True) : \n",
    "        # Escalamos para una mejor representación\n",
    "        min_max_scaler = preprocessing.MinMaxScaler(feature_range=(0, 1))\n",
    "        X_train_minmax = min_max_scaler.fit_transform(X)\n",
    "        xticks = X.columns.values\n",
    "        yticks = X.index.values\n",
    "        sns.clustermap(X_train_minmax, xticklabels=xticks,\n",
    "                yticklabels=yticks)\n",
    "    else : \n",
    "        sns.clustermap(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "migration_clustermap(\"Latin America and the Caribbean\", \"Europe\", 2015, my_dict, subregions, countries)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ahora es posible observar cuáles son los grupos de países que experimentan los mayores flujos migratorios. Sin embargo, todos los países de origen estan asociados a su historia colonial. La migración a España, por ejemplo, es mayoritariamente de América Latina, mientras que la migración a Reino Unido e Irlanda proviene de sus extintas colonias, así como tambien sucede entre Brasil y Portugal."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Migración neta del Banco Mundial (Banco Mundial, 2018)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El Banco Mundial es bien conocido por sus conjuntos de datos abiertos. El conjunto de datos de migración neta refleja la cantidad de personas que abandonan o ingresan al país en un año determinado. El conjunto de datos se descargó del Banco Mundial (2018) como archivo Excel en xls fromat. Los datos de todos los años y todos los países se encuentran almacenados en una sola hoja."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Preprocesamiento de los datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Origen de los datos\n",
    "netm_df = pd.read_excel(\n",
    "    \"data/API_SM.POP.NETM_DS2_en_excel_v2_10182252.xls\", sheet_name=\"Data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>Indicator Name</th>\n",
       "      <th>Indicator Code</th>\n",
       "      <th>1960</th>\n",
       "      <th>1961</th>\n",
       "      <th>1962</th>\n",
       "      <th>1963</th>\n",
       "      <th>1964</th>\n",
       "      <th>1965</th>\n",
       "      <th>...</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>ABW</td>\n",
       "      <td>Net migration</td>\n",
       "      <td>SM.POP.NETM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-4323.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1253.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>Net migration</td>\n",
       "      <td>SM.POP.NETM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>448007.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-299999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>Net migration</td>\n",
       "      <td>SM.POP.NETM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-135000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87322.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albania</td>\n",
       "      <td>ALB</td>\n",
       "      <td>Net migration</td>\n",
       "      <td>SM.POP.NETM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-93425.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-40000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>AND</td>\n",
       "      <td>Net migration</td>\n",
       "      <td>SM.POP.NETM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Country Name Country Code Indicator Name Indicator Code  1960  1961  \\\n",
       "0        Aruba          ABW  Net migration    SM.POP.NETM   NaN   NaN   \n",
       "1  Afghanistan          AFG  Net migration    SM.POP.NETM   NaN   NaN   \n",
       "2       Angola          AGO  Net migration    SM.POP.NETM   NaN   NaN   \n",
       "3      Albania          ALB  Net migration    SM.POP.NETM   NaN   NaN   \n",
       "4      Andorra          AND  Net migration    SM.POP.NETM   NaN   NaN   \n",
       "\n",
       "       1962  1963  1964  1965    ...     2008  2009  2010  2011      2012  \\\n",
       "0   -4323.0   NaN   NaN   NaN    ...      NaN   NaN   NaN   NaN    1253.0   \n",
       "1  -20000.0   NaN   NaN   NaN    ...      NaN   NaN   NaN   NaN  448007.0   \n",
       "2 -135000.0   NaN   NaN   NaN    ...      NaN   NaN   NaN   NaN   87322.0   \n",
       "3     -99.0   NaN   NaN   NaN    ...      NaN   NaN   NaN   NaN  -93425.0   \n",
       "4       NaN   NaN   NaN   NaN    ...      NaN   NaN   NaN   NaN       NaN   \n",
       "\n",
       "   2013  2014  2015  2016      2017  \n",
       "0   NaN   NaN   NaN   NaN    1004.0  \n",
       "1   NaN   NaN   NaN   NaN -299999.0  \n",
       "2   NaN   NaN   NaN   NaN       0.0  \n",
       "3   NaN   NaN   NaN   NaN  -40000.0  \n",
       "4   NaN   NaN   NaN   NaN       NaN  \n",
       "\n",
       "[5 rows x 62 columns]"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Datos\n",
    "netm_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Preprocesamiento del DataSet\n",
    "netm_df.index = netm_df[\"Country Name\"]\n",
    "netm_df = netm_df.drop(columns=[\"Indicator Name\", \"Indicator Code\"])\n",
    "\n",
    "# Se eliminan datos irrelevantes\n",
    "netm_df = netm_df.dropna(axis=1, how='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country Name</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>1962</th>\n",
       "      <th>1967</th>\n",
       "      <th>1972</th>\n",
       "      <th>1977</th>\n",
       "      <th>1982</th>\n",
       "      <th>1987</th>\n",
       "      <th>1992</th>\n",
       "      <th>1997</th>\n",
       "      <th>2002</th>\n",
       "      <th>2007</th>\n",
       "      <th>2012</th>\n",
       "      <th>2017</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Aruba</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>ABW</td>\n",
       "      <td>-4323.0</td>\n",
       "      <td>-4275.0</td>\n",
       "      <td>-3537.0</td>\n",
       "      <td>-5470.0</td>\n",
       "      <td>-1921.0</td>\n",
       "      <td>-5194.0</td>\n",
       "      <td>14218.0</td>\n",
       "      <td>6926.0</td>\n",
       "      <td>6263.0</td>\n",
       "      <td>-441.0</td>\n",
       "      <td>1253.0</td>\n",
       "      <td>1004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-1092462.0</td>\n",
       "      <td>-3318301.0</td>\n",
       "      <td>-1484185.0</td>\n",
       "      <td>2327473.0</td>\n",
       "      <td>-379474.0</td>\n",
       "      <td>929118.0</td>\n",
       "      <td>-777497.0</td>\n",
       "      <td>448007.0</td>\n",
       "      <td>-299999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>-135000.0</td>\n",
       "      <td>-226155.0</td>\n",
       "      <td>-80955.0</td>\n",
       "      <td>11455.0</td>\n",
       "      <td>234148.0</td>\n",
       "      <td>-151982.0</td>\n",
       "      <td>142811.0</td>\n",
       "      <td>-126955.0</td>\n",
       "      <td>172594.0</td>\n",
       "      <td>85286.0</td>\n",
       "      <td>87322.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>Albania</td>\n",
       "      <td>ALB</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-443212.0</td>\n",
       "      <td>-179606.0</td>\n",
       "      <td>-176774.0</td>\n",
       "      <td>-217358.0</td>\n",
       "      <td>-93425.0</td>\n",
       "      <td>-40000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>AND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Country Name Country Code      1962      1967     1972  \\\n",
       "Country Name                                                          \n",
       "Aruba               Aruba          ABW   -4323.0   -4275.0  -3537.0   \n",
       "Afghanistan   Afghanistan          AFG  -20000.0  -20000.0 -20000.0   \n",
       "Angola             Angola          AGO -135000.0 -226155.0 -80955.0   \n",
       "Albania           Albania          ALB     -99.0     -99.0    -99.0   \n",
       "Andorra           Andorra          AND       NaN       NaN      NaN   \n",
       "\n",
       "                   1977       1982       1987       1992      1997      2002  \\\n",
       "Country Name                                                                   \n",
       "Aruba           -5470.0    -1921.0    -5194.0    14218.0    6926.0    6263.0   \n",
       "Afghanistan  -1092462.0 -3318301.0 -1484185.0  2327473.0 -379474.0  929118.0   \n",
       "Angola          11455.0   234148.0  -151982.0   142811.0 -126955.0  172594.0   \n",
       "Albania           -99.0      -99.0      -99.0  -443212.0 -179606.0 -176774.0   \n",
       "Andorra             NaN        NaN        NaN        NaN       NaN       NaN   \n",
       "\n",
       "                  2007      2012      2017  \n",
       "Country Name                                \n",
       "Aruba           -441.0    1253.0    1004.0  \n",
       "Afghanistan  -777497.0  448007.0 -299999.0  \n",
       "Angola         85286.0   87322.0       0.0  \n",
       "Albania      -217358.0  -93425.0  -40000.0  \n",
       "Andorra            NaN       NaN       NaN  "
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Observamos el DataSet\n",
    "netm_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Exploración de los datos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Choropleth__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Un mapa coroplético nos brindará una visión espacial del conjunto de datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cargamos los datos\n",
    "g_df = gpd.read_file(\n",
    "    \"data/geo/ne_10m_admin_0_countries.shp\")[['ADM0_A3', 'geometry']].to_crs('+proj=robin')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Utilizamos un elemento clave para unir el codigo de nombre del país con el shapefile utilizando Geopandas\n",
    "netm_df = pd.read_excel(\n",
    "    \"data/API_SM.POP.NETM_DS2_en_excel_v2_10182252.xls\", sheet_name=\"Data\")\n",
    "netm_df = netm_df.drop(columns=[\"Indicator Name\", \"Indicator Code\"])\n",
    "netm_df = netm_df.dropna(axis=1, how='all')\n",
    "\n",
    "def plot_map(year):\n",
    "    \"\"\"Plot choropleth representing net migration by country. \n",
    "\n",
    "    Keyword arguments:\n",
    "    year -- year of interest\n",
    "    netm_df -- World Bank net migration data set\n",
    "    g_df -- shapefiles in geopandas data frame\n",
    "    \"\"\"\n",
    "    year = str(year)\n",
    "    \n",
    "    if year not in list(netm_df.columns):\n",
    "        raise ValueError(\"This year is unavailable. Please, try another one.\")\n",
    "\n",
    "    clusters = 9  # número de agrupaciones\n",
    "    cmap = \"OrRd\"  # Color\n",
    "    figsize = (16, 10)  # Medidas\n",
    "    cols = [\"Country Name\", \"Country Code\", year]\n",
    "    title = \"Migración Neta en \" + year  # Titulo del mapa\n",
    "\n",
    "    # Conectamos al shapefile\n",
    "    merged_df = g_df.merge(\n",
    "        netm_df[[\"Country Code\", year]], left_on=\"ADM0_A3\", right_on=\"Country Code\")\n",
    "\n",
    "    # Graficamos\n",
    "    ax = merged_df.dropna().plot(column=year, cmap=cmap,\n",
    "                                 scheme='equal_interval', figsize=figsize, k=clusters, legend=True)\n",
    "\n",
    "    # Eliminamos datos irrelevantes\n",
    "    merged_df[merged_df.isna().any(axis=1)].plot(\n",
    "        ax=ax, color='#fafafa', hatch='...')\n",
    "\n",
    "    # Configuramos ejes\n",
    "    ax.set_title(title, fontdict={'fontsize': 20}, loc='left')\n",
    "    ax.set_axis_off()\n",
    "    ax.set_xlim([-1.5e7, 1.7e7])\n",
    "    ax.get_legend().set_bbox_to_anchor((.12, .4))\n",
    "    ax.get_figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_map(\"2017\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Versión  Interactiva"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Modificando un poco el código es posible crear una visualización interactiva bajo el esquema de serie de tiempo para ver la evolución de los valores de Migración Neta anuales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a03326096ac545c3b5755b232f480866",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=1987, description='year', max=2017, min=1962, step=5), Output(layout=Lay…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ipywidgets import interactive\n",
    "years = netm_df.columns[2:]\n",
    "step = 5\n",
    "start = int(years[0])\n",
    "end = int(years[-1])\n",
    "interactive_plot = interactive(plot_map, year=(start, end, step))\n",
    "output = interactive_plot.children[-1]\n",
    "output.layout.height = '550px'\n",
    "interactive_plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heatmap y Clúster Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Agregamos los datos para diseñar el Heatmap y el Clústermap \n",
    "netm_df = pd.read_excel(\n",
    "    \"data/API_SM.POP.NETM_DS2_en_excel_v2_10182252.xls\", sheet_name=\"Data\")\n",
    "netm_df.index = netm_df[\"Country Name\"]\n",
    "netm_df = netm_df.drop(\n",
    "    columns=[\"Country Name\", \"Country Code\", \"Indicator Name\", \"Indicator Code\"])\n",
    "netm_df.columns = [int(i) for i in list(netm_df.columns)]\n",
    "netm_df = netm_df.dropna(axis=1, how='all')\n",
    "netm_df = netm_df.dropna(axis=0, how='all')\n",
    "\n",
    "\n",
    "def netmigration_chmap(countries, netm_df, flag):\n",
    "    \"\"\"Plot net migration values as a heatmap or clustermap\n",
    "\n",
    "    Keyword arguemnts:\n",
    "    countries -- list of countries to show\n",
    "    netm_df -- data set with net migration values\n",
    "    flag -- 1 if heatmap and 2 if clustermap\n",
    "    \"\"\"\n",
    "\n",
    "    # Ajustamos medidas\n",
    "    fig_size = plt.rcParams[\"figure.figsize\"]\n",
    "    fig_size[0] = 12\n",
    "    fig_size[1] = 9\n",
    "    plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "\n",
    "    X = netm_df.loc[countries, :].fillna(0)\n",
    "    min_max_scaler = preprocessing.MinMaxScaler(feature_range=(0, 1))\n",
    "    X_train_minmax = min_max_scaler.fit_transform(X)\n",
    "    xticks = X.columns.values\n",
    "    yticks = X.index.values\n",
    "    if flag == 1:\n",
    "        sns.heatmap(X_train_minmax, xticklabels=xticks,\n",
    "                    yticklabels=yticks)\n",
    "    elif flag == 2:\n",
    "        sns.clustermap(X_train_minmax, xticklabels=xticks,\n",
    "                       yticklabels=yticks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\pandas\\core\\indexing.py:1472: FutureWarning: \n",
      "Passing list-likes to .loc or [] with any missing label will raise\n",
      "KeyError in the future, you can use .reindex() as an alternative.\n",
      "\n",
      "See the documentation here:\n",
      "https://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n",
      "  return self._getitem_tuple(key)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "netmigration_chmap(America, netm_df, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Parece que Chile ha dominado la recepcción del flujo de inmigración "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Indice de Estado Frágil "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El índice de estado frágil (FSI) es un informe anual realizado por el Fund for Peace del Fondo para la Paz. Este informe se basa en un conjunto de 12 indicadores que se utilizan para caracterizar la vulnerabilidad de los países al conflicto o colapso. Los indicadores se dividen en 4 categorías:\n",
    "* cohesión,\n",
    "* económico,\n",
    "* político,\n",
    "* sociales.\n",
    "\n",
    "Todos los indicadores se nombran de manera que sean intuitivamente comprensibles. Los valores de los indicadores varían en la escala de 0 a 10, donde 0 es absolutamente estable y 10 es altamente vulnerable. Todos los indicadores se suman al puntaje FSI total que se utiliza para la clasificación de los países. Dependiendo de la puntuación los países se dividen en 4 categorías:\n",
    "* alerta,\n",
    "* advertencia,\n",
    "* estable,\n",
    "* sostenible.\n",
    "\n",
    "Hay un proceso complejo detrás del cálculo de estos indicadores. Para más detalles y críticas ver el Fondo para la Paz (2018).\n",
    "\n",
    "Nuestra hipótesis aquí es que estos indicadores pueden __explicar__ la migración hacia o desde un determinado país, y por lo tanto, pueden usarse para nuestros modelos estadísticos. El conjunto de datos es un conjunto de países e indicadores correspondientes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pre-procesamiento"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "fsi_years = list(range(2006, 2018))  # Años disponibles\n",
    "file_name = \"fsi-\"  # archivos\n",
    "extension = \".xlsx\"\n",
    "\n",
    "fsi_dict = {}  # estructura de los DataSet\n",
    "\n",
    "# Leemos los archivos en Pandas\n",
    "for i in range(len(fsi_years)):\n",
    "    path = \"data/\" + file_name + str(fsi_years[i]) + extension\n",
    "    fsi_dict[fsi_years[i]] = pd.read_excel(path)\n",
    "\n",
    "# Ajustamos los datos por país y año\n",
    "for key, values in fsi_dict.items():\n",
    "    fsi_dict[key].index = fsi_dict[key].Country\n",
    "    fsi_dict[key] = fsi_dict[key].drop(columns=['Country', 'Year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Total</th>\n",
       "      <th>C1: Security Apparatus</th>\n",
       "      <th>C2: Factionalized Elites</th>\n",
       "      <th>C3: Group Grievance</th>\n",
       "      <th>E1: Economy</th>\n",
       "      <th>E2: Economic Inequality</th>\n",
       "      <th>E3: Human Flight and Brain Drain</th>\n",
       "      <th>P1: State Legitimacy</th>\n",
       "      <th>P2: Public Services</th>\n",
       "      <th>P3: Human Rights</th>\n",
       "      <th>S1: Demographic Pressures</th>\n",
       "      <th>S2: Refugees and IDPs</th>\n",
       "      <th>X1: External Intervention</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Somalia</th>\n",
       "      <td>1st</td>\n",
       "      <td>114.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.7</td>\n",
       "      <td>9.6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.6</td>\n",
       "      <td>9.9</td>\n",
       "      <td>9.6</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chad</th>\n",
       "      <td>2nd</td>\n",
       "      <td>113.3</td>\n",
       "      <td>9.9</td>\n",
       "      <td>9.8</td>\n",
       "      <td>9.8</td>\n",
       "      <td>8.5</td>\n",
       "      <td>9.3</td>\n",
       "      <td>8.3</td>\n",
       "      <td>9.9</td>\n",
       "      <td>9.6</td>\n",
       "      <td>9.6</td>\n",
       "      <td>9.4</td>\n",
       "      <td>9.5</td>\n",
       "      <td>9.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sudan</th>\n",
       "      <td>3rd</td>\n",
       "      <td>111.8</td>\n",
       "      <td>9.8</td>\n",
       "      <td>9.9</td>\n",
       "      <td>9.9</td>\n",
       "      <td>6.7</td>\n",
       "      <td>9.5</td>\n",
       "      <td>8.7</td>\n",
       "      <td>9.9</td>\n",
       "      <td>9.3</td>\n",
       "      <td>9.9</td>\n",
       "      <td>8.8</td>\n",
       "      <td>9.8</td>\n",
       "      <td>9.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>4th</td>\n",
       "      <td>110.2</td>\n",
       "      <td>9.2</td>\n",
       "      <td>9.5</td>\n",
       "      <td>8.8</td>\n",
       "      <td>9.6</td>\n",
       "      <td>9.4</td>\n",
       "      <td>9.7</td>\n",
       "      <td>9.6</td>\n",
       "      <td>9.4</td>\n",
       "      <td>9.5</td>\n",
       "      <td>9.4</td>\n",
       "      <td>8.6</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Congo Democratic Republic</th>\n",
       "      <td>5th</td>\n",
       "      <td>109.9</td>\n",
       "      <td>9.8</td>\n",
       "      <td>8.9</td>\n",
       "      <td>8.6</td>\n",
       "      <td>8.7</td>\n",
       "      <td>9.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.4</td>\n",
       "      <td>9.9</td>\n",
       "      <td>9.6</td>\n",
       "      <td>9.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Rank  Total  C1: Security Apparatus  \\\n",
       "Country                                                         \n",
       "Somalia                    1st  114.3                    10.0   \n",
       "Chad                       2nd  113.3                     9.9   \n",
       "Sudan                      3rd  111.8                     9.8   \n",
       "Zimbabwe                   4th  110.2                     9.2   \n",
       "Congo Democratic Republic  5th  109.9                     9.8   \n",
       "\n",
       "                           C2: Factionalized Elites  C3: Group Grievance  \\\n",
       "Country                                                                    \n",
       "Somalia                                        10.0                  9.7   \n",
       "Chad                                            9.8                  9.8   \n",
       "Sudan                                           9.9                  9.9   \n",
       "Zimbabwe                                        9.5                  8.8   \n",
       "Congo Democratic Republic                       8.9                  8.6   \n",
       "\n",
       "                           E1: Economy  E2: Economic Inequality  \\\n",
       "Country                                                           \n",
       "Somalia                            9.6                      8.0   \n",
       "Chad                               8.5                      9.3   \n",
       "Sudan                              6.7                      9.5   \n",
       "Zimbabwe                           9.6                      9.4   \n",
       "Congo Democratic Republic          8.7                      9.5   \n",
       "\n",
       "                           E3: Human Flight and Brain Drain  \\\n",
       "Country                                                       \n",
       "Somalia                                                 8.3   \n",
       "Chad                                                    8.3   \n",
       "Sudan                                                   8.7   \n",
       "Zimbabwe                                                9.7   \n",
       "Congo Democratic Republic                               8.0   \n",
       "\n",
       "                           P1: State Legitimacy  P2: Public Services  \\\n",
       "Country                                                                \n",
       "Somalia                                    10.0                  9.6   \n",
       "Chad                                        9.9                  9.6   \n",
       "Sudan                                       9.9                  9.3   \n",
       "Zimbabwe                                    9.6                  9.4   \n",
       "Congo Democratic Republic                   8.8                  9.0   \n",
       "\n",
       "                           P3: Human Rights  S1: Demographic Pressures  \\\n",
       "Country                                                                  \n",
       "Somalia                                 9.9                        9.6   \n",
       "Chad                                    9.6                        9.4   \n",
       "Sudan                                   9.9                        8.8   \n",
       "Zimbabwe                                9.5                        9.4   \n",
       "Congo Democratic Republic               9.4                        9.9   \n",
       "\n",
       "                           S2: Refugees and IDPs  X1: External Intervention  \n",
       "Country                                                                      \n",
       "Somalia                                     10.0                        9.6  \n",
       "Chad                                         9.5                        9.7  \n",
       "Sudan                                        9.8                        9.6  \n",
       "Zimbabwe                                     8.6                        7.5  \n",
       "Congo Democratic Republic                    9.6                        9.7  "
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Resultado\n",
    "fsi_dict[2010].head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{2006: array([91.8, 9.0, 9.2, 7.4, 3.2, 8.5, 8.5, 8.7, 6.5, 7.6, 7.0, 9.1, 7.1],\n",
      "      dtype=object),\n",
      " 2007: array([89.7, 8.3, 8.5, 7.4, 3.8, 8.4, 8.4, 8.2, 6.0, 7.4, 6.8, 9.5, 7.0],\n",
      "      dtype=object),\n",
      " 2008: array([89.0, 8.0, 8.3, 7.4, 3.8, 8.4, 8.4, 7.9, 6.0, 7.2, 6.8, 9.2, 7.6],\n",
      "      dtype=object),\n",
      " 2009: array([89.2, 7.5, 8.0, 7.2, 4.3, 8.5, 8.5, 7.9, 6.0, 7.2, 6.9, 9.2, 8.0],\n",
      "      dtype=object),\n",
      " 2010: array([88.2, 7.7, 8.0, 7.2, 4.6, 8.3, 8.3, 7.7, 5.8, 6.9, 6.7, 9.0, 8.0],\n",
      "      dtype=object),\n",
      " 2011: array([87.0, 7.5, 8.0, 7.5, 4.1, 8.6, 7.9, 7.5, 5.6, 7.2, 6.7, 8.7, 7.7],\n",
      "      dtype=object),\n",
      " 2012: array([84.4, 7.0, 7.7, 7.2, 4.0, 8.4, 7.6, 7.4, 5.9, 7.0, 6.4, 8.4, 7.4],\n",
      "      dtype=object),\n",
      " 2013: array([83.8, 6.8, 7.7, 7.5, 3.8, 8.1, 7.3, 7.3, 6.1, 7.3, 6.5, 8.3, 7.1],\n",
      "      dtype=object),\n",
      " 2014: array([83.1, 7.0, 7.7, 7.7, 4.1, 7.8, 7.0, 7.4, 6.3, 7.1, 6.2, 8.0, 6.8],\n",
      "      dtype=object),\n",
      " 2015: array([82.5, 7.3, 7.6, 8.0, 3.8, 7.5, 6.7, 7.1, 6.0, 7.3, 6.9, 7.8, 6.5],\n",
      "      dtype=object),\n",
      " 2016: array([80.2, 7.0, 7.6, 7.0, 3.9, 7.8, 6.3, 6.5, 6.1, 7.2, 6.7, 7.9, 6.2],\n",
      "      dtype=object),\n",
      " 2017: array([78.9, 6.9, 7.6, 7.3, 4.2, 7.6, 6.2, 6.3, 5.9, 7.0, 6.2, 7.7, 6.0],\n",
      "      dtype=object)}\n"
     ]
    }
   ],
   "source": [
    "def extract_temporal_fsi_data(country, fsi_dict, years=list(range(2006, 2018))):\n",
    "    \"\"\"Extract FSI values for a given time frame\n",
    "\n",
    "    Keyword arguments\n",
    "    country -- country of interest\n",
    "    fsi_dict -- data set that contains all FSI data\n",
    "    years -- years under consideration\n",
    "    \"\"\"\n",
    "    d = {}\n",
    "    for year in years:\n",
    "        if country in fsi_dict[year].index:\n",
    "            d[year] = fsi_dict[year].loc[country, \"Total\":].values\n",
    "    return d\n",
    "\n",
    "\n",
    "pprint(extract_temporal_fsi_data(\"Colombia\", fsi_dict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[81.2, 79.9, 80.3, 81.2, 81.7, 82.2, 80.1, 78.6, 77.3, 75.9, 75.6, 77.3]"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def extract_total_fsi_country(country, fsi_dict, years=list(range(2006, 2018))):\n",
    "    \"\"\"Extract total FSI score for a given time frame\n",
    "\n",
    "    Keyword arguments\n",
    "    country -- country of interest\n",
    "    fsi_dict -- data set that contains all FSI data\n",
    "    years -- years under consideration\n",
    "    \"\"\"\n",
    "    l = []\n",
    "    for year in years:\n",
    "        if country in fsi_dict[year].index:\n",
    "            l.append(fsi_dict[year].loc[country, \"Total\"])\n",
    "    return l\n",
    "\n",
    "\n",
    "extract_total_fsi_country(\"Ecuador\", fsi_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Colombia': [91.8,\n",
      "              89.7,\n",
      "              89.0,\n",
      "              89.2,\n",
      "              88.2,\n",
      "              87.0,\n",
      "              84.4,\n",
      "              83.8,\n",
      "              83.1,\n",
      "              82.5,\n",
      "              80.2,\n",
      "              78.9],\n",
      " 'Ecuador': [81.2,\n",
      "             79.9,\n",
      "             80.3,\n",
      "             81.2,\n",
      "             81.7,\n",
      "             82.2,\n",
      "             80.1,\n",
      "             78.6,\n",
      "             77.3,\n",
      "             75.9,\n",
      "             75.6,\n",
      "             77.3]}\n"
     ]
    }
   ],
   "source": [
    "def extract_total_fsi_countries(countries, fsi_dict, years=list(range(2006, 2018))):\n",
    "    \"\"\"Extract total FSI scores for specified countries in a given time frame\n",
    "\n",
    "    Keyword arguments\n",
    "    countries -- countries of interest\n",
    "    fsi_dict -- data set that contains all FSI data\n",
    "    years -- years under consideration\n",
    "    \"\"\"\n",
    "    d = {}\n",
    "    for country in countries:\n",
    "        l = []\n",
    "        for year in years:\n",
    "            if country in fsi_dict[year].index:\n",
    "                l.append(fsi_dict[year].loc[country, \"Total\"])\n",
    "        d[country] = l\n",
    "    \n",
    "    # Check for the countries with no values\n",
    "    res = {}\n",
    "    for country, value in d.items():\n",
    "        if len(value) != 0 :\n",
    "            res[country] = value\n",
    "    return res\n",
    "\n",
    "\n",
    "pprint(extract_total_fsi_countries([\"Colombia\", \"Ecuador\"], fsi_dict))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Exploración de los datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fsi_lines_chart(countries, fsi_dict, years=list(range(2006, 2018)), figsize=(10, 8)):\n",
    "    \"\"\"\n",
    "\n",
    "    Keyword arguments:\n",
    "    \"\"\"\n",
    "    data = extract_total_fsi_countries(countries, fsi_dict)\n",
    "    \n",
    "    fig, ax = plt.subplots(figsize=figsize)\n",
    "    title = \"Total FSI Valor\"\n",
    "    ax.set_title(title)\n",
    "    ax.set_ylabel(\"Valores FSI\")\n",
    "    ax.set_xticks(np.arange(len(years)))\n",
    "    ax.set_xticklabels(years)\n",
    "    ax.set_xlabel(\"Año\")\n",
    "   \n",
    "    for country in data:\n",
    "        ax.plot(data[country])\n",
    "    loc = \"upper right\" \n",
    "    ax.legend(data.keys(), loc = loc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fsi_lines_chart(countries[\"South America\"] + countries[\"Caribbean\"], fsi_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Desde este gráfico de líneas podemos ver el descenso de la puntuación total del FSI para Venezuela"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Algoritmos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ajuste de curvas e interpolación."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En el conjunto de datos de migración neta actual no hay suficientes puntos de datos para hacer un modelo de regresión \"bueno\". Para superar este problema, se decidió asumir que los puntos faltantes se podrían completar mediante el ajuste de la curva y la interpolación."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Migración Neta"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__scipy.optimize.curve_fit__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1962. 1967. 1972. 1977. 1982. 1987. 1992. 1997. 2002. 2007. 2012. 2017.]\n",
      "[ 18874.   3172.    892.   1094.   1373.    891.   -572.  -2061.  -7648.\n",
      " -28395. -69121. -60493.]\n",
      "[ 0.01396548  0.19975607 -0.23645484  0.37829397  0.27261257 -0.23002483\n",
      " -0.00062084  0.16110373 -0.24748592  0.02109093 -0.01062147 -0.28248809]\n",
      "[ 18874.01396548   3172.19975607    891.76354516   1094.37829397\n",
      "   1373.27261257    890.76997517   -572.00062084  -2060.83889627\n",
      "  -7648.24748592 -28394.97890907 -69121.01062147 -60493.28248809]\n",
      "[ 5.57968785e-03 -4.59478350e+01  1.41686948e+05 -1.93925591e+08\n",
      "  9.94110518e+10]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x25f5bf88438>]"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.optimize import curve_fit\n",
    "xdata = list(netm_df.columns)\n",
    "xdata = [float(x) for x in xdata]\n",
    "xdata = np.array(xdata)\n",
    "print(xdata)\n",
    "y = netm_df.loc[\"Venezuela (Bolivarian Republic of)\", \"1962\":].values\n",
    "y = np.array(y, dtype=\"float64\")\n",
    "print(y)\n",
    "\n",
    "# Estimamos\n",
    "y_noise = 0.2 * np.random.normal(size=xdata.size)\n",
    "print(y_noise)\n",
    "ydata = y + y_noise\n",
    "print(ydata)\n",
    "\n",
    "# Graficamos\n",
    "plt.plot(xdata, ydata)\n",
    "\n",
    "# Definimos las funciones \n",
    "#     return a * x**3 + b * x**2 + c * x + d\n",
    "\n",
    "def my_func(x, a, b, c, d, e) : \n",
    "     return a * x**4 + b * x**3 + c * x**2 + d * x + e\n",
    "\n",
    "popt, pcov = curve_fit(my_func, xdata, ydata)\n",
    "print(popt)\n",
    "plt.plot(xdata, my_func(xdata, *popt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "def replicate_the_graph(country, netm_df):\n",
    "    \"\"\"Replicate the graph piece by piece\n",
    "\n",
    "    Keyword arguments:\n",
    "    country -- country of interest\n",
    "    netmd_df -- net migration data set\n",
    "    \"\"\"\n",
    "\n",
    "    years = list(netm_df.columns)\n",
    "    for i in range(0, len(years) - 1):\n",
    "        x1 = years[i]  # fix the first period\n",
    "        x2 = years[i + 1]\n",
    "\n",
    "        xdata = []\n",
    "        xdata.extend((x1, x2))\n",
    "        xdata = [float(x) for x in xdata]\n",
    "        xdata = np.array(xdata)\n",
    "\n",
    "        z1 = str(x1)\n",
    "        z2 = str(x2)\n",
    "\n",
    "        ydata = netm_df.loc[country, z1:z2].values\n",
    "        ydata = np.array(ydata, dtype=\"float64\")\n",
    "\n",
    "        def first_order(x, a, b):  # Agregamos una funcion lineal para los datos faltantes\n",
    "            return a * x + b\n",
    "\n",
    "        popt, pcov = curve_fit(first_order, xdata, ydata)  # ajustamos la curva\n",
    "        plt.plot(xdata, first_order(xdata, *popt))  # graficamos el resultado"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\optimize\\minpack.py:794: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  category=OptimizeWarning)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "replicate_the_graph(\"Venezuela (Bolivarian Republic of)\", netm_df)\n",
    "# Compare with original one\n",
    "# plt.plot(xdata, ydata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__scipy.interpolate__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1962</th>\n",
       "      <th>1963</th>\n",
       "      <th>1964</th>\n",
       "      <th>1965</th>\n",
       "      <th>1966</th>\n",
       "      <th>1967</th>\n",
       "      <th>1968</th>\n",
       "      <th>1969</th>\n",
       "      <th>1970</th>\n",
       "      <th>1971</th>\n",
       "      <th>...</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Aruba</th>\n",
       "      <td>-4323.0</td>\n",
       "      <td>-4313.4</td>\n",
       "      <td>-4303.8</td>\n",
       "      <td>-4294.2</td>\n",
       "      <td>-4284.6</td>\n",
       "      <td>-4275.0</td>\n",
       "      <td>-4127.4</td>\n",
       "      <td>-3979.8</td>\n",
       "      <td>-3832.2</td>\n",
       "      <td>-3684.6</td>\n",
       "      <td>...</td>\n",
       "      <td>-102.2</td>\n",
       "      <td>236.6</td>\n",
       "      <td>575.4</td>\n",
       "      <td>914.2</td>\n",
       "      <td>1253.0</td>\n",
       "      <td>1203.2</td>\n",
       "      <td>1153.4</td>\n",
       "      <td>1103.6</td>\n",
       "      <td>1053.8</td>\n",
       "      <td>1004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-532396.2</td>\n",
       "      <td>-287295.4</td>\n",
       "      <td>-42194.6</td>\n",
       "      <td>202906.2</td>\n",
       "      <td>448007.0</td>\n",
       "      <td>298405.8</td>\n",
       "      <td>148804.6</td>\n",
       "      <td>-796.6</td>\n",
       "      <td>-150397.8</td>\n",
       "      <td>-299999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>-135000.0</td>\n",
       "      <td>-153231.0</td>\n",
       "      <td>-171462.0</td>\n",
       "      <td>-189693.0</td>\n",
       "      <td>-207924.0</td>\n",
       "      <td>-226155.0</td>\n",
       "      <td>-197115.0</td>\n",
       "      <td>-168075.0</td>\n",
       "      <td>-139035.0</td>\n",
       "      <td>-109995.0</td>\n",
       "      <td>...</td>\n",
       "      <td>85693.2</td>\n",
       "      <td>86100.4</td>\n",
       "      <td>86507.6</td>\n",
       "      <td>86914.8</td>\n",
       "      <td>87322.0</td>\n",
       "      <td>69857.6</td>\n",
       "      <td>52393.2</td>\n",
       "      <td>34928.8</td>\n",
       "      <td>17464.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-192571.4</td>\n",
       "      <td>-167784.8</td>\n",
       "      <td>-142998.2</td>\n",
       "      <td>-118211.6</td>\n",
       "      <td>-93425.0</td>\n",
       "      <td>-82740.0</td>\n",
       "      <td>-72055.0</td>\n",
       "      <td>-61370.0</td>\n",
       "      <td>-50685.0</td>\n",
       "      <td>-40000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arab World</th>\n",
       "      <td>-502251.0</td>\n",
       "      <td>-570005.6</td>\n",
       "      <td>-637760.2</td>\n",
       "      <td>-705514.8</td>\n",
       "      <td>-773269.4</td>\n",
       "      <td>-841024.0</td>\n",
       "      <td>-846902.8</td>\n",
       "      <td>-852781.6</td>\n",
       "      <td>-858660.4</td>\n",
       "      <td>-864539.2</td>\n",
       "      <td>...</td>\n",
       "      <td>3443856.4</td>\n",
       "      <td>2735085.8</td>\n",
       "      <td>2026315.2</td>\n",
       "      <td>1317544.6</td>\n",
       "      <td>608774.0</td>\n",
       "      <td>378114.0</td>\n",
       "      <td>147454.0</td>\n",
       "      <td>-83206.0</td>\n",
       "      <td>-313866.0</td>\n",
       "      <td>-544526.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 56 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 1962      1963      1964      1965      1966      1967  \\\n",
       "Aruba         -4323.0   -4313.4   -4303.8   -4294.2   -4284.6   -4275.0   \n",
       "Afghanistan  -20000.0  -20000.0  -20000.0  -20000.0  -20000.0  -20000.0   \n",
       "Angola      -135000.0 -153231.0 -171462.0 -189693.0 -207924.0 -226155.0   \n",
       "Albania         -99.0     -99.0     -99.0     -99.0     -99.0     -99.0   \n",
       "Arab World  -502251.0 -570005.6 -637760.2 -705514.8 -773269.4 -841024.0   \n",
       "\n",
       "                 1968      1969      1970      1971    ...          2008  \\\n",
       "Aruba         -4127.4   -3979.8   -3832.2   -3684.6    ...        -102.2   \n",
       "Afghanistan  -20000.0  -20000.0  -20000.0  -20000.0    ...     -532396.2   \n",
       "Angola      -197115.0 -168075.0 -139035.0 -109995.0    ...       85693.2   \n",
       "Albania         -99.0     -99.0     -99.0     -99.0    ...     -192571.4   \n",
       "Arab World  -846902.8 -852781.6 -858660.4 -864539.2    ...     3443856.4   \n",
       "\n",
       "                  2009       2010       2011      2012      2013      2014  \\\n",
       "Aruba            236.6      575.4      914.2    1253.0    1203.2    1153.4   \n",
       "Afghanistan  -287295.4   -42194.6   202906.2  448007.0  298405.8  148804.6   \n",
       "Angola         86100.4    86507.6    86914.8   87322.0   69857.6   52393.2   \n",
       "Albania      -167784.8  -142998.2  -118211.6  -93425.0  -82740.0  -72055.0   \n",
       "Arab World   2735085.8  2026315.2  1317544.6  608774.0  378114.0  147454.0   \n",
       "\n",
       "                2015      2016      2017  \n",
       "Aruba         1103.6    1053.8    1004.0  \n",
       "Afghanistan   -796.6 -150397.8 -299999.0  \n",
       "Angola       34928.8   17464.4       0.0  \n",
       "Albania     -61370.0  -50685.0  -40000.0  \n",
       "Arab World  -83206.0 -313866.0 -544526.0  \n",
       "\n",
       "[5 rows x 56 columns]"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.interpolate import interp1d\n",
    "\n",
    "\n",
    "def interpolate_net_migration(countries, netm_df):\n",
    "    \"\"\"Interpolate net migration data\n",
    "    \n",
    "    Keyword arguments:\n",
    "    countries -- list of countries of interest\n",
    "    netm_df -- data set with net migration values\n",
    "    \"\"\"\n",
    "    xdata = list(netm_df.columns)\n",
    "    xdata = [int(x) for x in xdata]\n",
    "    xdata = np.array(xdata)\n",
    "    start = xdata[0]\n",
    "    end = xdata[-1]\n",
    "    xnew = list(range(start, end + 1)) # definimos los rangos\n",
    "    d = {}\n",
    "\n",
    "    for country in countries:\n",
    "        ydata = netm_df.loc[country, \"1962\":].values\n",
    "        ydata = np.array(ydata, dtype=\"float64\")\n",
    "        f = interp1d(xdata, ydata)\n",
    "        d[country] = f(xnew)\n",
    "\n",
    "    res = pd.DataFrame(data=d).T\n",
    "    res.columns = xnew\n",
    "\n",
    "    return res\n",
    "\n",
    "netm_df_inter = interpolate_net_migration(list(netm_df.index), netm_df)\n",
    "\n",
    "\n",
    "netm_df_inter.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Comparando ambos algoritmos los resultados bastante similares. En este caso sese utilizarán los datos del segundo modelo debido a la simplicidad del algoritmo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x25f5d206710>"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Interpolación de todo el DataSet\n",
    "netm_df_inter.T.plot(legend=False, figsize=(16,10), title=\"Migración Neta de los 240 paises (interpolados)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1962</th>\n",
       "      <th>1963</th>\n",
       "      <th>1964</th>\n",
       "      <th>1965</th>\n",
       "      <th>1966</th>\n",
       "      <th>1967</th>\n",
       "      <th>1968</th>\n",
       "      <th>1969</th>\n",
       "      <th>1970</th>\n",
       "      <th>1971</th>\n",
       "      <th>...</th>\n",
       "      <th>2029</th>\n",
       "      <th>2030</th>\n",
       "      <th>2031</th>\n",
       "      <th>2032</th>\n",
       "      <th>2033</th>\n",
       "      <th>2034</th>\n",
       "      <th>2035</th>\n",
       "      <th>2036</th>\n",
       "      <th>2037</th>\n",
       "      <th>2038</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Aruba</th>\n",
       "      <td>-4323.0</td>\n",
       "      <td>-4313.4</td>\n",
       "      <td>-4303.8</td>\n",
       "      <td>-4294.2</td>\n",
       "      <td>-4284.6</td>\n",
       "      <td>-4275.0</td>\n",
       "      <td>-4127.4</td>\n",
       "      <td>-3979.8</td>\n",
       "      <td>-3832.2</td>\n",
       "      <td>-3684.6</td>\n",
       "      <td>...</td>\n",
       "      <td>406.4</td>\n",
       "      <td>356.6</td>\n",
       "      <td>306.8</td>\n",
       "      <td>257.0</td>\n",
       "      <td>207.2</td>\n",
       "      <td>157.4</td>\n",
       "      <td>107.6</td>\n",
       "      <td>57.8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>-41.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>-20000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-2095213.4</td>\n",
       "      <td>-2244814.6</td>\n",
       "      <td>-2394415.8</td>\n",
       "      <td>-2544017.0</td>\n",
       "      <td>-2693618.2</td>\n",
       "      <td>-2843219.4</td>\n",
       "      <td>-2992820.6</td>\n",
       "      <td>-3142421.8</td>\n",
       "      <td>-3292023.0</td>\n",
       "      <td>-3441624.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>-135000.0</td>\n",
       "      <td>-153231.0</td>\n",
       "      <td>-171462.0</td>\n",
       "      <td>-189693.0</td>\n",
       "      <td>-207924.0</td>\n",
       "      <td>-226155.0</td>\n",
       "      <td>-197115.0</td>\n",
       "      <td>-168075.0</td>\n",
       "      <td>-139035.0</td>\n",
       "      <td>-109995.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-209572.8</td>\n",
       "      <td>-227037.2</td>\n",
       "      <td>-244501.6</td>\n",
       "      <td>-261966.0</td>\n",
       "      <td>-279430.4</td>\n",
       "      <td>-296894.8</td>\n",
       "      <td>-314359.2</td>\n",
       "      <td>-331823.6</td>\n",
       "      <td>-349288.0</td>\n",
       "      <td>-366752.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>-99.0</td>\n",
       "      <td>...</td>\n",
       "      <td>88220.0</td>\n",
       "      <td>98905.0</td>\n",
       "      <td>109590.0</td>\n",
       "      <td>120275.0</td>\n",
       "      <td>130960.0</td>\n",
       "      <td>141645.0</td>\n",
       "      <td>152330.0</td>\n",
       "      <td>163015.0</td>\n",
       "      <td>173700.0</td>\n",
       "      <td>184385.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arab World</th>\n",
       "      <td>-502251.0</td>\n",
       "      <td>-570005.6</td>\n",
       "      <td>-637760.2</td>\n",
       "      <td>-705514.8</td>\n",
       "      <td>-773269.4</td>\n",
       "      <td>-841024.0</td>\n",
       "      <td>-846902.8</td>\n",
       "      <td>-852781.6</td>\n",
       "      <td>-858660.4</td>\n",
       "      <td>-864539.2</td>\n",
       "      <td>...</td>\n",
       "      <td>-3312446.0</td>\n",
       "      <td>-3543106.0</td>\n",
       "      <td>-3773766.0</td>\n",
       "      <td>-4004426.0</td>\n",
       "      <td>-4235086.0</td>\n",
       "      <td>-4465746.0</td>\n",
       "      <td>-4696406.0</td>\n",
       "      <td>-4927066.0</td>\n",
       "      <td>-5157726.0</td>\n",
       "      <td>-5388386.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 77 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 1962      1963      1964      1965      1966      1967  \\\n",
       "Aruba         -4323.0   -4313.4   -4303.8   -4294.2   -4284.6   -4275.0   \n",
       "Afghanistan  -20000.0  -20000.0  -20000.0  -20000.0  -20000.0  -20000.0   \n",
       "Angola      -135000.0 -153231.0 -171462.0 -189693.0 -207924.0 -226155.0   \n",
       "Albania         -99.0     -99.0     -99.0     -99.0     -99.0     -99.0   \n",
       "Arab World  -502251.0 -570005.6 -637760.2 -705514.8 -773269.4 -841024.0   \n",
       "\n",
       "                 1968      1969      1970      1971    ...           2029  \\\n",
       "Aruba         -4127.4   -3979.8   -3832.2   -3684.6    ...          406.4   \n",
       "Afghanistan  -20000.0  -20000.0  -20000.0  -20000.0    ...     -2095213.4   \n",
       "Angola      -197115.0 -168075.0 -139035.0 -109995.0    ...      -209572.8   \n",
       "Albania         -99.0     -99.0     -99.0     -99.0    ...        88220.0   \n",
       "Arab World  -846902.8 -852781.6 -858660.4 -864539.2    ...     -3312446.0   \n",
       "\n",
       "                  2030       2031       2032       2033       2034       2035  \\\n",
       "Aruba            356.6      306.8      257.0      207.2      157.4      107.6   \n",
       "Afghanistan -2244814.6 -2394415.8 -2544017.0 -2693618.2 -2843219.4 -2992820.6   \n",
       "Angola       -227037.2  -244501.6  -261966.0  -279430.4  -296894.8  -314359.2   \n",
       "Albania        98905.0   109590.0   120275.0   130960.0   141645.0   152330.0   \n",
       "Arab World  -3543106.0 -3773766.0 -4004426.0 -4235086.0 -4465746.0 -4696406.0   \n",
       "\n",
       "                  2036       2037       2038  \n",
       "Aruba             57.8        8.0      -41.8  \n",
       "Afghanistan -3142421.8 -3292023.0 -3441624.2  \n",
       "Angola       -331823.6  -349288.0  -366752.4  \n",
       "Albania       163015.0   173700.0   184385.0  \n",
       "Arab World  -4927066.0 -5157726.0 -5388386.0  \n",
       "\n",
       "[5 rows x 77 columns]"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def extrapolate_net_migration(countries, netm_df):\n",
    "    \"\"\"Extrapolate net migration data\n",
    "\n",
    "    Keyword arguments:\n",
    "    countries -- list of countries of interest\n",
    "    netm_df -- data set with net migration values\n",
    "    \"\"\"\n",
    "    xdata = list(netm_df.columns)\n",
    "    xdata = [int(x) for x in xdata]\n",
    "    xdata = np.array(xdata)\n",
    "    start = xdata[0]\n",
    "    end = xdata[-1]\n",
    "    xnew = list(range(start, 2039))  # definimos los nuevos rangos\n",
    "    d = {}\n",
    "\n",
    "    for country in countries:\n",
    "        ydata = netm_df.loc[country, \"1962\":].values\n",
    "        ydata = np.array(ydata, dtype=\"float64\")\n",
    "        \n",
    "        f = interp1d(xdata, ydata, fill_value=\"extrapolate\")\n",
    "        d[country] = f(xnew)\n",
    "\n",
    "    res = pd.DataFrame(data=d).T\n",
    "    res.columns = xnew\n",
    "\n",
    "    return res\n",
    "\n",
    "\n",
    "netm_df_extr = extrapolate_net_migration(list(netm_df.index), netm_df)\n",
    "\n",
    "# creamos el nuevo DataSet\n",
    "netm_df_extr.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Graficamos la extrapolación \n",
    "def plot_extrapol_netm(countries, netm_df_extr) : \n",
    "    \"\"\"\n",
    "    \n",
    "    Keyword arguments:\n",
    "    \"\"\"\n",
    "    df = netm_df_extr.reindex(countries).loc[:,2017:].T\n",
    "    df = df.dropna(axis=1, how=\"all\")\n",
    "\n",
    "    ax = df.plot()\n",
    "    for line, name in zip(ax.lines, df.columns) : \n",
    "        y = line.get_ydata()[-1]\n",
    "        ax.annotate(name, xy=(1,y), xytext=(6,0), color=line.get_color(), \n",
    "                    xycoords = ax.get_yaxis_transform(), textcoords=\"offset points\",\n",
    "                    size=14, va=\"center\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_extrapol_netm(countries[\"South America\"], netm_df_extr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nuestro modelo predice los paises receptores de migración hasta el 2035, sin embargo se ajustara a un modelo de regresión lineal múltiple"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Regresión Lineal Múltiple"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para realizar una regresión lineal múltiple se deben cumplir varios requisitos. Por ejemplo,\n",
    "\n",
    "* relaciones lineales entre la variable predictiva y los predictores (se puede probar el diagrama de dispersión en caso de un predictor),\n",
    "* los residuos deberían distribuirse normalmente (las pruebas estadísticas podrían ayudar)\n",
    "* no multicolinealidad (puede ser probado por la matriz de correlación);\n",
    "\n",
    "Revisaremos estos requisitos uno por uno y (si es necesario) trataremos de encontrar una manera de superar las violaciones."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Requisitos del modelo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Scatter plot__ Identificar tipo de relaciones y distribuciones de residuos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para simplificar la tarea, solo observaremos las relaciones entre el puntaje total del FSI y la migración neta. Por otra parte, la trama fue creada solo para el año 2017. En teoría, esta prueba debería ser mucho más completa. Sin embargo, incluso esta modificación no parece prometedora. Primero hay un par de atípicos. Además, las relaciones difícilmente pueden ser nombradas como lineales. Además, la distribución de residuos pudiera ser cuestionable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\seaborn\\distributions.py:218: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  color=hist_color, **hist_kws)\n",
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\seaborn\\distributions.py:218: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  color=hist_color, **hist_kws)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x25f56cec9b0>"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = fsi_dict[2017].reindex(America)\n",
    "x = x.loc[:, \"Total\"].dropna(axis=0, how=\"all\")\n",
    "\n",
    "y = netm_df.reindex(America)\n",
    "y = y.loc[:, 2017].dropna(axis=0, how=\"all\")\n",
    "\n",
    "idx1 = x.index\n",
    "idx2 = y.index\n",
    "common_countries = idx1.intersection(idx2)\n",
    "x = x.loc[common_countries]\n",
    "y = y.loc[common_countries]\n",
    "d = {\"total fsi\": x, \"net migration\": y}\n",
    "# Creamos la función donde d = {\"net migration\" : y, \"total fsi\" : x}\n",
    "df = pd.DataFrame(d)\n",
    "# ax = sns.regplot(x=\"total fsi\", y=\"net migration\", data=df)\n",
    "sns.jointplot(x=\"total fsi\", y=\"net migration\", data=df, kind=\"reg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Detección de Outlier__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "       -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], dtype=int64)"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import DBSCAN\n",
    "\n",
    "outlier_detection = DBSCAN(\n",
    "  eps = 0.5,\n",
    "  metric=\"euclidean\")\n",
    "  # min_samples = 3,\n",
    "#   n_jobs = -1)\n",
    "clusters = outlier_detection.fit_predict(df)\n",
    "clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x25f5f58f4e0>"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import cm\n",
    "cmap = cm.get_cmap('Accent')\n",
    "df.plot.scatter(\n",
    "  x = \"total fsi\",\n",
    "  y = \"net migration\",\n",
    "  c = clusters,\n",
    "  cmap = cmap,\n",
    "  colorbar = False\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Heatmap__ para el coeficiente de correlación Pearson"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Siguiendo la simplificación formulada previamente, aquí examinaremos solo los datos de 2017. Como los valores del heamap muestran que hay una multicolinealidad."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\pandas\\core\\indexing.py:1472: FutureWarning: \n",
      "Passing list-likes to .loc or [] with any missing label will raise\n",
      "KeyError in the future, you can use .reindex() as an alternative.\n",
      "\n",
      "See the documentation here:\n",
      "https://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate-loc-reindex-listlike\n",
      "  return self._getitem_tuple(key)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x25f5de25e10>"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(fsi_dict[2017].loc[America,\"C1: Security Apparatus\":].corr(), annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En general, los requisitos del método no se pueden satisfacer completamente. Es difícil dirigirnos hasta qué punto estaban satisfechos. Sin embargo, por el bien del análisis de datos exploratorios, se concluyó que realizaría con el método elegido."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preparación de los datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Preparación para el año 2017\n",
    "year = 2017\n",
    "x = fsi_dict[year].reindex(America)\n",
    "x = x.loc[:, \"C1: Security Apparatus\":].dropna(axis=0, how=\"all\")\n",
    "\n",
    "y = netm_df.reindex(America)\n",
    "y = y.loc[:, year].dropna(axis=0, how=\"all\")\n",
    "\n",
    "idx1 = x.index\n",
    "idx2 = y.index\n",
    "common_countries = idx1.intersection(idx2)\n",
    "x = x.loc[common_countries]\n",
    "y = y.loc[common_countries]\n",
    "df = pd.DataFrame(x)\n",
    "df.insert(loc=0, column=\"Net migration\", value=y)\n",
    "\n",
    "X = df.loc[:,\"C1: Security Apparatus\":]\n",
    "y = df[\"Net migration\"].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ejecutar el algoritmo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Intercept :  -127227.60367757271\n",
      "R-Squared :  -3.1997062985121447\n",
      "Explained variance :  -2.161970097371571\n",
      "Mean absoulute error :  118528.5846197405\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import metrics\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)\n",
    "\n",
    "# Aplicamos el algoritmo\n",
    "regressor = LinearRegression()\n",
    "regressor.fit(X_train, y_train)\n",
    "\n",
    "# Predict y\n",
    "y_pred = regressor.predict(X_test)\n",
    "\n",
    "# imprimos la métricas\n",
    "print('Intercept : ', regressor.intercept_)\n",
    "print('R-Squared : ', metrics.r2_score(y_test, y_pred))\n",
    "print('Explained variance : ', metrics.explained_variance_score(y_test, y_pred)) \n",
    "print('Mean absoulute error : ', metrics.mean_absolute_error(y_test, y_pred)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x25f5f55d470>"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y, label = \"Valor Real\")\n",
    "plt.plot(regressor.predict(X), label = \"Valor Predictivo\")\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Serie de Tiempo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lo que podemos hacer es considerar el conjunto de datos dados como series de tiempo. Es decir, tenemos múltiples valores para varios años. Tratemos de examinar las medidas de rendimiento en este caso. Nuestra hipótesis aquí es que serán mejores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = []\n",
    "y_true = []\n",
    "\n",
    "for key, values in fsi_dict.items() : \n",
    "    x = fsi_dict[key].reindex(America)\n",
    "    x = x.loc[:, \"C1: Security Apparatus\":].dropna(axis=0, how=\"all\")\n",
    "\n",
    "    y = netm_df_inter.reindex(America)\n",
    "    y = y.loc[:, key].dropna(axis=0, how=\"all\")\n",
    "\n",
    "    idx1 = x.index\n",
    "    idx2 = y.index\n",
    "    common_countries = idx1.intersection(idx2)\n",
    "    x = x.loc[common_countries]\n",
    "    y = y.loc[common_countries]\n",
    "    df = pd.DataFrame(x)\n",
    "    df.insert(loc=0, column=\"Net migration\", value=y)\n",
    "\n",
    "    X = df.loc[:,\"C1: Security Apparatus\":].values\n",
    "    y = df[\"Net migration\"].values\n",
    "    \n",
    "    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)\n",
    "     \n",
    "    model = LinearRegression()\n",
    "    model.fit(X_train, y_train)\n",
    " \n",
    "    y_pred.append(model.predict(X_test))\n",
    "    y_true.append(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mape(y_pred, y_true):\n",
    "    \"\"\"Mean Absolute Percentage Error\n",
    "    \n",
    "    Keywords arguments:\n",
    "    y_pred -- predicted values\n",
    "    y_true -- true values\n",
    "    \"\"\"\n",
    "    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error 131648.14153860716\n",
      "Mean Absolute Percentage Error 37.94131296742367\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files (x86)\\Microsoft Visual Studio\\Shared\\Anaconda3_64\\lib\\site-packages\\ipykernel_launcher.py:8: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_absolute_error\n",
    "m_abs = 0\n",
    "m_abs_perc = 0\n",
    "n = len(y_pred)\n",
    "for i in range(1, n) : # calcular metricas\n",
    "    m_abs += mean_absolute_error(y_pred[i], y_true[i])\n",
    "    m_abs_perc = mape(y_pred[i], y_true[i]) \n",
    "m_abs /= n # dar promedio\n",
    "m_abs_perc /= n\n",
    "print('Mean Absolute Error', m_abs)\n",
    "print('Mean Absolute Percentage Error', m_abs_perc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Las métricas de rendimiento calculadas no nos proporcionan una confianza en los resultados del algoritmo. Como se esperaba, la regresión lineal múltiple no funcionó bien para una tarea determinada."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Modelo de regresión con vectores de soporte"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El análisis de vectores de soporte (SVM) es una herramienta popular de aprendizaje automático para la clasificación y la regresión, identificado por Vladimir Vapnik y sus colegas en 1992. La regresión de la SVM (SVR) se considera una técnica no paramétrica porque se basa en las funciones del kernel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "R-Squared 0.7076590075791271\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVR\n",
    "X = df.loc[:,\"C1: Security Apparatus\":].values\n",
    "y = df[\"Net migration\"].values\n",
    "\n",
    "y = y.reshape(-1, 1)\n",
    "\n",
    "sc_X = preprocessing.StandardScaler()\n",
    "sc_y = preprocessing.StandardScaler()\n",
    "X = sc_X.fit_transform(X)\n",
    "y = sc_y.fit_transform(y).ravel()\n",
    "\n",
    "regressor = SVR(kernel = 'rbf')\n",
    "regressor.fit(X, y)\n",
    "print('R-Squared', regressor.score(X, y))\n",
    "\n",
    "# Getting the results\n",
    "y_pred = regressor.predict(X)\n",
    "# y_pred = sc_y.inverse_transform(y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Una vez más, R-squared demuestra un mejor rendimiento del algoritmo. La gráfica de abajo parece un poco mejor. Los valores pronosticados casi replican los reales. Probablemente, los valores atípicos afectados resultados significativamente."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x25f5f44cef0>"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y, label = \"Valor Real\")\n",
    "plt.plot(regressor.predict(X), label = \"Valor Predictivo\")\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparación"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En resumen, los modelos de System Dynamics (SD) describen sistemas complejos y constan de stocks, flujos y ciclos de retroalimentación (Pruyt, 2013). Detrás de estos conceptos, hay conjuntos de ecuaciones diferenciales especificadas por los modeladores. Los modelos de System Dynamics son modelos de simulación, por lo que el comportamiento de un sistema complejo dado se puede observar a lo largo del tiempo. Como cualquier otro tipo de modelo, los modelos de System Dynamics tienen un propósito. En la investigación realizada por Wigman (2018), se construyó un modelo de dinámica de sistemas para \"predecir\" los flujos migratorios a nivel mundial. Por lo tanto, los resultados de este modelo son adecuados para la comparación con el trabajo realizado anteriormente. Como resultado del modelo de simulación se recibió un archivo de Excel. Este archivo es bastante similar en términos de contenido con el conjunto de datos de la población migrante de las Naciones Unidas. Es decir, hay valores de migración por país de origen y destino. La predicción se realizará desde 2019 hasta 2039."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cargamos los datos\n",
    "sd_df = pd.read_excel(\"data/EUClosed.xlsx\")\n",
    "years = list(sd_df.columns[2:].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Destination</th>\n",
       "      <th>Origin</th>\n",
       "      <th>2017</th>\n",
       "      <th>2019</th>\n",
       "      <th>2021</th>\n",
       "      <th>2023</th>\n",
       "      <th>2025</th>\n",
       "      <th>2027</th>\n",
       "      <th>2029</th>\n",
       "      <th>2031</th>\n",
       "      <th>2033</th>\n",
       "      <th>2035</th>\n",
       "      <th>2037</th>\n",
       "      <th>2039</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>American Samoa</td>\n",
       "      <td>American Samoa</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>American Samoa</td>\n",
       "      <td>Australia</td>\n",
       "      <td>0</td>\n",
       "      <td>60.9365</td>\n",
       "      <td>120.6280</td>\n",
       "      <td>179.0570</td>\n",
       "      <td>235.9250</td>\n",
       "      <td>290.8090</td>\n",
       "      <td>343.2330</td>\n",
       "      <td>394.7920</td>\n",
       "      <td>448.2220</td>\n",
       "      <td>504.1250</td>\n",
       "      <td>562.693</td>\n",
       "      <td>624.077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>American Samoa</td>\n",
       "      <td>Brunei Darussalam</td>\n",
       "      <td>0</td>\n",
       "      <td>10.3461</td>\n",
       "      <td>20.6437</td>\n",
       "      <td>31.0903</td>\n",
       "      <td>41.7523</td>\n",
       "      <td>52.6682</td>\n",
       "      <td>63.8562</td>\n",
       "      <td>75.3269</td>\n",
       "      <td>87.0878</td>\n",
       "      <td>99.1458</td>\n",
       "      <td>111.507</td>\n",
       "      <td>124.180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>American Samoa</td>\n",
       "      <td>China</td>\n",
       "      <td>0</td>\n",
       "      <td>43651.1000</td>\n",
       "      <td>86777.8000</td>\n",
       "      <td>129895.0000</td>\n",
       "      <td>173215.0000</td>\n",
       "      <td>216811.0000</td>\n",
       "      <td>260699.0000</td>\n",
       "      <td>304880.0000</td>\n",
       "      <td>349352.0000</td>\n",
       "      <td>394110.0000</td>\n",
       "      <td>439151.000</td>\n",
       "      <td>484468.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>American Samoa</td>\n",
       "      <td>Fiji</td>\n",
       "      <td>0</td>\n",
       "      <td>88.9295</td>\n",
       "      <td>175.5730</td>\n",
       "      <td>262.3470</td>\n",
       "      <td>350.3080</td>\n",
       "      <td>440.0370</td>\n",
       "      <td>531.7830</td>\n",
       "      <td>625.6600</td>\n",
       "      <td>721.7320</td>\n",
       "      <td>820.0480</td>\n",
       "      <td>920.655</td>\n",
       "      <td>1023.600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Destination             Origin  2017        2019        2021  \\\n",
       "0  American Samoa     American Samoa     0      0.0000      0.0000   \n",
       "1  American Samoa          Australia     0     60.9365    120.6280   \n",
       "2  American Samoa  Brunei Darussalam     0     10.3461     20.6437   \n",
       "3  American Samoa              China     0  43651.1000  86777.8000   \n",
       "4  American Samoa               Fiji     0     88.9295    175.5730   \n",
       "\n",
       "          2023         2025         2027         2029         2031  \\\n",
       "0       0.0000       0.0000       0.0000       0.0000       0.0000   \n",
       "1     179.0570     235.9250     290.8090     343.2330     394.7920   \n",
       "2      31.0903      41.7523      52.6682      63.8562      75.3269   \n",
       "3  129895.0000  173215.0000  216811.0000  260699.0000  304880.0000   \n",
       "4     262.3470     350.3080     440.0370     531.7830     625.6600   \n",
       "\n",
       "          2033         2035        2037        2039  \n",
       "0       0.0000       0.0000       0.000       0.000  \n",
       "1     448.2220     504.1250     562.693     624.077  \n",
       "2      87.0878      99.1458     111.507     124.180  \n",
       "3  349352.0000  394110.0000  439151.000  484468.000  \n",
       "4     721.7320     820.0480     920.655    1023.600  "
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Observamos el resultado\n",
    "sd_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_netm_sd(countries, sd_df) : \n",
    "    \"\"\"\n",
    "    \n",
    "    \"\"\"\n",
    "    by_dest = sd_df.loc[sd_df[\"Destination\"].isin(countries),:]\n",
    "    by_dest = by_dest.groupby(\"Destination\").sum().reset_index()\n",
    "\n",
    "    by_orig = sd_df.loc[sd_df[\"Origin\"].isin(countries),:]\n",
    "    by_orig = by_orig.groupby(\"Origin\").sum().reset_index()\n",
    "\n",
    "    country_names = by_orig[\"Origin\"]\n",
    "    net_sd_df = by_orig - by_dest\n",
    "    net_sd_df = net_sd_df.drop([\"Origin\", \"Destination\"], axis=1)\n",
    "    net_sd_df.index = country_names\n",
    "    \n",
    "    net_sd_df = net_sd_df.T\n",
    "    net_sd_df = net_sd_df.dropna(axis=1, how=\"all\")\n",
    "    \n",
    "    ax = net_sd_df.plot()\n",
    "    # return net_sd_df.T\n",
    "    for line, name in zip(ax.lines, net_sd_df.columns) : \n",
    "        y = line.get_ydata()[-1]\n",
    "        ax.annotate(name, xy=(1,y), xytext=(6,0), color=line.get_color(), \n",
    "                    xycoords = ax.get_yaxis_transform(), textcoords=\"offset points\",\n",
    "                    size=14, va=\"center\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El primer gráfico representa las predicciones de migración neta realizadas por el modelo SD. El segundo es una extrapolación lineal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_netm_sd(countries[\"South America\"], sd_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_extrapol_netm(countries[\"South America\"], netm_df_extr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusiones"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Los grandes retos tienen una naturaleza compleja. Es decir, hay múltiples factores (x) que contribuyen al comportamiento de los fenómenos (y). Por un lado, buscamos identificar cuáles son las relaciones entre y y x: lineales, no lineales, etc. Por otro lado, queremos usar este conocimiento para predecir el futuro.\n",
    "\n",
    "Este estudio exploró la migración desde un modelo SD. Se descubrió que los valores de migración varían significativamente según el país de interés. Sin embargo, se identificaron grupos de países que experimentaron la misma entrada, salida y migración neta. Para ello fueron creados diferentes modelos visuales (Headmap, Clúster Mapa, Diagrama de Acordes), los primeros desde el punto de vista descriptivo proporcionan una buena visión general del problema y, en segundo lugar, pueden ayudar a los responsables de las políticas a identificar coaliciones.\n",
    "\n",
    "En el apartado de predicciones son complicadas por que las dinámicas de migraciones no son lineales. Las curvas extrapoladas son estimaciones muy simples sobre cómo se verá la migración neta dados los datos pasados, aparte se encuentra un gran ruido para el caso de Venezuela. Las técnicas de regresión mostraron que existe una relación entre la migración neta y el índice de estado frágil. Uno puede pensar en cómo una política que afectará estos indicadores y, por lo tanto, controlará los flujos migratorios. Una vez más, la estructura de estas relaciones no es clara como el agua. \n",
    "\n",
    "El poder exploratorio del índice de Estado Frágil es cuestionable debido a los bajos valores de las métricas de rendimiento. Sin embargo, los gráficos de los valores reales y los predichos parecen prometedores. Posiblemente, los formuladores de políticas apreciarán un rango de tasas de migración netas posibles en lugar de un solo valor.\n",
    "\n",
    "La comparación entre los datos extrapolados y el modelo SD no proporciona mucha información. La hipótesis original era que estos resultados podían replicarse con bastante facilidad mediante algoritmos de aprendizaje automático. Desafortunadamente, esta tarea requiere más tiempo.\n",
    "\n",
    "Para concluir, este estudio es una pequeña descripción de la dinámica de la migración mundial. Muestra al FSI como posibles puntos de intervención política. En general, el análisis permite confirmar que la disponibilidad de los datos y su ejecución en casos prácticos con poderosas herramientas de análisis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Referencias"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. International Organization for Migration. _2030 Agenda for Sustainable Development_. Retrieved from https://unofficeny.iom.int/2030-agenda-sustainable-development\n",
    "2. Natural Earth (2018). _1:10m Cultural Vectors_. [Data sets in archive]. Retrieved from http://www.naturalearthdata.com/downloads/10m-cultural-vectors/\n",
    "3. Pruyt, E., 2013. _Small System Dynamics Models for Big Issues: Triple Jump towards Real-World Complexity_. Delft: TU Delft Library. ISBN/EAN: 978-94-6186-195-5\n",
    "4. The Fund For Peace (2018). _Fragile State Index 2018 - Annual report_. Derived from http://fundforpeace.org/fsi/2018/04/24/fragile-states-index-2018-annual-report/\n",
    "5. The Fund For Peace (2018). _Fragile State Index_. [Data set in Excel file]. Retrieved from http://fundforpeace.org/fsi/excel/\n",
    "6, The World Bank (2018). _Net migration_. [Data set in Excel file]. Retrieved from https://data.worldbank.org/indicator/SM.POP.NETM\n",
    "7. United Nations. (2015). _International migrant stock 2015_ [Data set in Excel file]. Retrieved from http://www.un.org/en/development/desa/population/migration/data/estimates2/estimates15.shtml\n",
    "8. Wigman, S. (2018). _Global Migration Dynamics: An Exploratory Study Integrating Multi-Resolution Modeling Techniques with Semiautomatic Data Acquisition_. Delft University of Technology, Delft, the Netherlands."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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