seagomezar/smbd_trabajofinal.ipynb

## smbd_trabajofinal.ipynb
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    "colab": {
      "name": "Análisis de tenencias en desarrolladores de software.ipynb",
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    "kernelspec": {
      "name": "python3",
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
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      "source": [
        "<a href=\"https://colab.research.google.com/gist/seagomezar/4e8f15cda9e26c6cf36d12365e03d863/smbd_trabajofinal.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "u2D5cS88fyKn",
        "colab_type": "text"
      },
      "source": [
        "# Análisis de tenencias en desarrolladores de software"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9RakPpmofRUN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sb\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "from matplotlib import cm\n",
        "plt.rcParams['figure.figsize'] = (16, 9)\n",
        "plt.style.use('ggplot')\n",
        "from sklearn import linear_model\n",
        "from sklearn.metrics import mean_squared_error, r2_score\n",
        "from enum import Enum"
      ],
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uGNUTMb-7WDP",
        "colab_type": "text"
      },
      "source": [
        "## **Lenguajes de programación**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fz6pyFAbf_Ez",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 502
        },
        "outputId": "94c67d56-41e2-421d-f719-b7cbfe90d8a4"
      },
      "source": [
        "# Cargando los datos\n",
        "data = pd.read_csv('consolidado_lenguajes.csv') # Asegurate de tenerlo en tu entorno local\n",
        "# Solo escogeremos los primeros 9 lenguajes que son los que más consistencia han tenido a través de los años.\n",
        "data = data.drop(['Go','R','Objective-C','Scala','Clojure','F#'],1)\n",
        "data['Lenguaje'][0,1,2,3,4,5,6,7,8] = 2011,2012,2013,2014,2015,2016,2017,2018,2019\n",
        "data"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \"\"\"\n",
            "/usr/local/lib/python3.6/dist-packages/pandas/core/indexing.py:671: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  self._setitem_with_indexer(indexer, value)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    .dataframe tbody tr th {\n",
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              "    }\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>Lenguaje</th>\n",
              "      <th>JavaScript</th>\n",
              "      <th>SQL</th>\n",
              "      <th>Python</th>\n",
              "      <th>Java</th>\n",
              "      <th>C#</th>\n",
              "      <th>PHP</th>\n",
              "      <th>C++</th>\n",
              "      <th>C</th>\n",
              "      <th>Ruby</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2011</td>\n",
              "      <td>1420</td>\n",
              "      <td>1613</td>\n",
              "      <td>575</td>\n",
              "      <td>897</td>\n",
              "      <td>1352</td>\n",
              "      <td>788</td>\n",
              "      <td>740</td>\n",
              "      <td>741</td>\n",
              "      <td>285</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2012</td>\n",
              "      <td>3127</td>\n",
              "      <td>3294</td>\n",
              "      <td>1210</td>\n",
              "      <td>2348</td>\n",
              "      <td>2468</td>\n",
              "      <td>1925</td>\n",
              "      <td>1526</td>\n",
              "      <td>1484</td>\n",
              "      <td>577</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2013</td>\n",
              "      <td>4737</td>\n",
              "      <td>4594</td>\n",
              "      <td>1881</td>\n",
              "      <td>3020</td>\n",
              "      <td>3027</td>\n",
              "      <td>2327</td>\n",
              "      <td>1696</td>\n",
              "      <td>1436</td>\n",
              "      <td>794</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2014</td>\n",
              "      <td>3783</td>\n",
              "      <td>3467</td>\n",
              "      <td>1476</td>\n",
              "      <td>2479</td>\n",
              "      <td>2378</td>\n",
              "      <td>1710</td>\n",
              "      <td>1418</td>\n",
              "      <td>1174</td>\n",
              "      <td>593</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2015</td>\n",
              "      <td>11962</td>\n",
              "      <td>9439</td>\n",
              "      <td>5238</td>\n",
              "      <td>8219</td>\n",
              "      <td>6949</td>\n",
              "      <td>6529</td>\n",
              "      <td>4529</td>\n",
              "      <td>3612</td>\n",
              "      <td>1765</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2016</td>\n",
              "      <td>27385</td>\n",
              "      <td>21976</td>\n",
              "      <td>12282</td>\n",
              "      <td>17942</td>\n",
              "      <td>15283</td>\n",
              "      <td>12780</td>\n",
              "      <td>9589</td>\n",
              "      <td>7678</td>\n",
              "      <td>4383</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2017</td>\n",
              "      <td>22875</td>\n",
              "      <td>18754</td>\n",
              "      <td>11704</td>\n",
              "      <td>14524</td>\n",
              "      <td>12476</td>\n",
              "      <td>10290</td>\n",
              "      <td>8155</td>\n",
              "      <td>6974</td>\n",
              "      <td>3324</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2018</td>\n",
              "      <td>54686</td>\n",
              "      <td>44670</td>\n",
              "      <td>30359</td>\n",
              "      <td>35521</td>\n",
              "      <td>26954</td>\n",
              "      <td>24071</td>\n",
              "      <td>19872</td>\n",
              "      <td>18042</td>\n",
              "      <td>7911</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2019</td>\n",
              "      <td>59219</td>\n",
              "      <td>47544</td>\n",
              "      <td>36443</td>\n",
              "      <td>35917</td>\n",
              "      <td>27097</td>\n",
              "      <td>23030</td>\n",
              "      <td>20524</td>\n",
              "      <td>18017</td>\n",
              "      <td>7331</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Lenguaje  JavaScript    SQL  Python   Java     C#    PHP    C++      C  Ruby\n",
              "0      2011        1420   1613     575    897   1352    788    740    741   285\n",
              "1      2012        3127   3294    1210   2348   2468   1925   1526   1484   577\n",
              "2      2013        4737   4594    1881   3020   3027   2327   1696   1436   794\n",
              "3      2014        3783   3467    1476   2479   2378   1710   1418   1174   593\n",
              "4      2015       11962   9439    5238   8219   6949   6529   4529   3612  1765\n",
              "5      2016       27385  21976   12282  17942  15283  12780   9589   7678  4383\n",
              "6      2017       22875  18754   11704  14524  12476  10290   8155   6974  3324\n",
              "7      2018       54686  44670   30359  35521  26954  24071  19872  18042  7911\n",
              "8      2019       59219  47544   36443  35917  27097  23030  20524  18017  7331"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1kCvqIcmhbeQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "3c9c5c5f-ebcb-42ff-9902-7e9fd50057e4"
      },
      "source": [
        "#Revisamos la forma de nuestros datos\n",
        "data.shape"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(9, 10)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LyF9ckz3iMCu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "outputId": "a6244eba-f5fa-45a8-8268-81177c825658"
      },
      "source": [
        "#Obtenemos estadísticos descriptivos de nuestros datos\n",
        "data.describe()"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Lenguaje</th>\n",
              "      <th>JavaScript</th>\n",
              "      <th>SQL</th>\n",
              "      <th>Python</th>\n",
              "      <th>Java</th>\n",
              "      <th>C#</th>\n",
              "      <th>PHP</th>\n",
              "      <th>C++</th>\n",
              "      <th>C</th>\n",
              "      <th>Ruby</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>2015.000000</td>\n",
              "      <td>21021.555556</td>\n",
              "      <td>17261.222222</td>\n",
              "      <td>11240.888889</td>\n",
              "      <td>13429.666667</td>\n",
              "      <td>10887.111111</td>\n",
              "      <td>9272.222222</td>\n",
              "      <td>7561.000000</td>\n",
              "      <td>6573.111111</td>\n",
              "      <td>2995.888889</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2.738613</td>\n",
              "      <td>22319.090641</td>\n",
              "      <td>17834.733127</td>\n",
              "      <td>13394.598393</td>\n",
              "      <td>13921.953275</td>\n",
              "      <td>10333.493098</td>\n",
              "      <td>9086.617464</td>\n",
              "      <td>7812.975378</td>\n",
              "      <td>6965.096544</td>\n",
              "      <td>2964.803090</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>2011.000000</td>\n",
              "      <td>1420.000000</td>\n",
              "      <td>1613.000000</td>\n",
              "      <td>575.000000</td>\n",
              "      <td>897.000000</td>\n",
              "      <td>1352.000000</td>\n",
              "      <td>788.000000</td>\n",
              "      <td>740.000000</td>\n",
              "      <td>741.000000</td>\n",
              "      <td>285.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>2013.000000</td>\n",
              "      <td>3783.000000</td>\n",
              "      <td>3467.000000</td>\n",
              "      <td>1476.000000</td>\n",
              "      <td>2479.000000</td>\n",
              "      <td>2468.000000</td>\n",
              "      <td>1925.000000</td>\n",
              "      <td>1526.000000</td>\n",
              "      <td>1436.000000</td>\n",
              "      <td>593.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>2015.000000</td>\n",
              "      <td>11962.000000</td>\n",
              "      <td>9439.000000</td>\n",
              "      <td>5238.000000</td>\n",
              "      <td>8219.000000</td>\n",
              "      <td>6949.000000</td>\n",
              "      <td>6529.000000</td>\n",
              "      <td>4529.000000</td>\n",
              "      <td>3612.000000</td>\n",
              "      <td>1765.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>2017.000000</td>\n",
              "      <td>27385.000000</td>\n",
              "      <td>21976.000000</td>\n",
              "      <td>12282.000000</td>\n",
              "      <td>17942.000000</td>\n",
              "      <td>15283.000000</td>\n",
              "      <td>12780.000000</td>\n",
              "      <td>9589.000000</td>\n",
              "      <td>7678.000000</td>\n",
              "      <td>4383.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>2019.000000</td>\n",
              "      <td>59219.000000</td>\n",
              "      <td>47544.000000</td>\n",
              "      <td>36443.000000</td>\n",
              "      <td>35917.000000</td>\n",
              "      <td>27097.000000</td>\n",
              "      <td>24071.000000</td>\n",
              "      <td>20524.000000</td>\n",
              "      <td>18042.000000</td>\n",
              "      <td>7911.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          Lenguaje    JavaScript  ...             C         Ruby\n",
              "count     9.000000      9.000000  ...      9.000000     9.000000\n",
              "mean   2015.000000  21021.555556  ...   6573.111111  2995.888889\n",
              "std       2.738613  22319.090641  ...   6965.096544  2964.803090\n",
              "min    2011.000000   1420.000000  ...    741.000000   285.000000\n",
              "25%    2013.000000   3783.000000  ...   1436.000000   593.000000\n",
              "50%    2015.000000  11962.000000  ...   3612.000000  1765.000000\n",
              "75%    2017.000000  27385.000000  ...   7678.000000  4383.000000\n",
              "max    2019.000000  59219.000000  ...  18042.000000  7911.000000\n",
              "\n",
              "[8 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r0vp0Y8zvGMe",
        "colab_type": "text"
      },
      "source": [
        "### **Análisis de Series de Tiempo**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ModL7w70q2vK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import statsmodels.api as sm\n",
        "import statsmodels.formula.api as smf"
      ],
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Os7ExuXjY6GM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 486
        },
        "outputId": "871b89f5-137f-4237-c412-d03b299076ea"
      },
      "source": [
        "data.drop(['Lenguaje'],1).plot(figsize=(10, 8), fontsize=12)\n",
        "legend = plt.legend()\n",
        "legend.prop.set_size(14)"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RC6hLM-oziyA",
        "colab_type": "text"
      },
      "source": [
        "### **Utilizando Medias Moviles**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Bx7aEu_3nC6D",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "outputId": "4025a87c-b43b-44e7-b264-5553a3099a4a"
      },
      "source": [
        "for i in data:\n",
        "\n",
        "  contador = 0\n",
        "\n",
        "  for j in data[i].values:\n",
        "    data[i][contador] = float(j)\n",
        "    contador = contador + 1\n",
        "\n",
        "contador = 0 #para que no siga iterando sobre las nuevas columnas\n",
        "\n",
        "for i in data:\n",
        "\n",
        "  if contador > 0 and contador < 10:\n",
        "    serie = pd.Series(data[i].values)\n",
        "\n",
        "    nombre = 'mm' + i\n",
        "\n",
        "    data[nombre] = pd.Series(serie).rolling(window=2).mean()\n",
        "  elif contador == 0:\n",
        "    contador = contador + 1\n",
        "\n",
        "data"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Lenguaje</th>\n",
              "      <th>JavaScript</th>\n",
              "      <th>SQL</th>\n",
              "      <th>Python</th>\n",
              "      <th>Java</th>\n",
              "      <th>C#</th>\n",
              "      <th>PHP</th>\n",
              "      <th>C++</th>\n",
              "      <th>C</th>\n",
              "      <th>Ruby</th>\n",
              "      <th>mmJavaScript</th>\n",
              "      <th>mmSQL</th>\n",
              "      <th>mmPython</th>\n",
              "      <th>mmJava</th>\n",
              "      <th>mmC#</th>\n",
              "      <th>mmPHP</th>\n",
              "      <th>mmC++</th>\n",
              "      <th>mmC</th>\n",
              "      <th>mmRuby</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2011</td>\n",
              "      <td>1420</td>\n",
              "      <td>1613</td>\n",
              "      <td>575</td>\n",
              "      <td>897</td>\n",
              "      <td>1352</td>\n",
              "      <td>788</td>\n",
              "      <td>740</td>\n",
              "      <td>741</td>\n",
              "      <td>285</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",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2012</td>\n",
              "      <td>3127</td>\n",
              "      <td>3294</td>\n",
              "      <td>1210</td>\n",
              "      <td>2348</td>\n",
              "      <td>2468</td>\n",
              "      <td>1925</td>\n",
              "      <td>1526</td>\n",
              "      <td>1484</td>\n",
              "      <td>577</td>\n",
              "      <td>2273.5</td>\n",
              "      <td>2453.5</td>\n",
              "      <td>892.5</td>\n",
              "      <td>1622.5</td>\n",
              "      <td>1910.0</td>\n",
              "      <td>1356.5</td>\n",
              "      <td>1133.0</td>\n",
              "      <td>1112.5</td>\n",
              "      <td>431.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2013</td>\n",
              "      <td>4737</td>\n",
              "      <td>4594</td>\n",
              "      <td>1881</td>\n",
              "      <td>3020</td>\n",
              "      <td>3027</td>\n",
              "      <td>2327</td>\n",
              "      <td>1696</td>\n",
              "      <td>1436</td>\n",
              "      <td>794</td>\n",
              "      <td>3932.0</td>\n",
              "      <td>3944.0</td>\n",
              "      <td>1545.5</td>\n",
              "      <td>2684.0</td>\n",
              "      <td>2747.5</td>\n",
              "      <td>2126.0</td>\n",
              "      <td>1611.0</td>\n",
              "      <td>1460.0</td>\n",
              "      <td>685.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2014</td>\n",
              "      <td>3783</td>\n",
              "      <td>3467</td>\n",
              "      <td>1476</td>\n",
              "      <td>2479</td>\n",
              "      <td>2378</td>\n",
              "      <td>1710</td>\n",
              "      <td>1418</td>\n",
              "      <td>1174</td>\n",
              "      <td>593</td>\n",
              "      <td>4260.0</td>\n",
              "      <td>4030.5</td>\n",
              "      <td>1678.5</td>\n",
              "      <td>2749.5</td>\n",
              "      <td>2702.5</td>\n",
              "      <td>2018.5</td>\n",
              "      <td>1557.0</td>\n",
              "      <td>1305.0</td>\n",
              "      <td>693.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2015</td>\n",
              "      <td>11962</td>\n",
              "      <td>9439</td>\n",
              "      <td>5238</td>\n",
              "      <td>8219</td>\n",
              "      <td>6949</td>\n",
              "      <td>6529</td>\n",
              "      <td>4529</td>\n",
              "      <td>3612</td>\n",
              "      <td>1765</td>\n",
              "      <td>7872.5</td>\n",
              "      <td>6453.0</td>\n",
              "      <td>3357.0</td>\n",
              "      <td>5349.0</td>\n",
              "      <td>4663.5</td>\n",
              "      <td>4119.5</td>\n",
              "      <td>2973.5</td>\n",
              "      <td>2393.0</td>\n",
              "      <td>1179.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2016</td>\n",
              "      <td>27385</td>\n",
              "      <td>21976</td>\n",
              "      <td>12282</td>\n",
              "      <td>17942</td>\n",
              "      <td>15283</td>\n",
              "      <td>12780</td>\n",
              "      <td>9589</td>\n",
              "      <td>7678</td>\n",
              "      <td>4383</td>\n",
              "      <td>19673.5</td>\n",
              "      <td>15707.5</td>\n",
              "      <td>8760.0</td>\n",
              "      <td>13080.5</td>\n",
              "      <td>11116.0</td>\n",
              "      <td>9654.5</td>\n",
              "      <td>7059.0</td>\n",
              "      <td>5645.0</td>\n",
              "      <td>3074.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2017</td>\n",
              "      <td>22875</td>\n",
              "      <td>18754</td>\n",
              "      <td>11704</td>\n",
              "      <td>14524</td>\n",
              "      <td>12476</td>\n",
              "      <td>10290</td>\n",
              "      <td>8155</td>\n",
              "      <td>6974</td>\n",
              "      <td>3324</td>\n",
              "      <td>25130.0</td>\n",
              "      <td>20365.0</td>\n",
              "      <td>11993.0</td>\n",
              "      <td>16233.0</td>\n",
              "      <td>13879.5</td>\n",
              "      <td>11535.0</td>\n",
              "      <td>8872.0</td>\n",
              "      <td>7326.0</td>\n",
              "      <td>3853.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2018</td>\n",
              "      <td>54686</td>\n",
              "      <td>44670</td>\n",
              "      <td>30359</td>\n",
              "      <td>35521</td>\n",
              "      <td>26954</td>\n",
              "      <td>24071</td>\n",
              "      <td>19872</td>\n",
              "      <td>18042</td>\n",
              "      <td>7911</td>\n",
              "      <td>38780.5</td>\n",
              "      <td>31712.0</td>\n",
              "      <td>21031.5</td>\n",
              "      <td>25022.5</td>\n",
              "      <td>19715.0</td>\n",
              "      <td>17180.5</td>\n",
              "      <td>14013.5</td>\n",
              "      <td>12508.0</td>\n",
              "      <td>5617.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2019</td>\n",
              "      <td>59219</td>\n",
              "      <td>47544</td>\n",
              "      <td>36443</td>\n",
              "      <td>35917</td>\n",
              "      <td>27097</td>\n",
              "      <td>23030</td>\n",
              "      <td>20524</td>\n",
              "      <td>18017</td>\n",
              "      <td>7331</td>\n",
              "      <td>56952.5</td>\n",
              "      <td>46107.0</td>\n",
              "      <td>33401.0</td>\n",
              "      <td>35719.0</td>\n",
              "      <td>27025.5</td>\n",
              "      <td>23550.5</td>\n",
              "      <td>20198.0</td>\n",
              "      <td>18029.5</td>\n",
              "      <td>7621.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Lenguaje  JavaScript    SQL  Python  ...    mmPHP    mmC++      mmC  mmRuby\n",
              "0      2011        1420   1613     575  ...      NaN      NaN      NaN     NaN\n",
              "1      2012        3127   3294    1210  ...   1356.5   1133.0   1112.5   431.0\n",
              "2      2013        4737   4594    1881  ...   2126.0   1611.0   1460.0   685.5\n",
              "3      2014        3783   3467    1476  ...   2018.5   1557.0   1305.0   693.5\n",
              "4      2015       11962   9439    5238  ...   4119.5   2973.5   2393.0  1179.0\n",
              "5      2016       27385  21976   12282  ...   9654.5   7059.0   5645.0  3074.0\n",
              "6      2017       22875  18754   11704  ...  11535.0   8872.0   7326.0  3853.5\n",
              "7      2018       54686  44670   30359  ...  17180.5  14013.5  12508.0  5617.5\n",
              "8      2019       59219  47544   36443  ...  23550.5  20198.0  18029.5  7621.0\n",
              "\n",
              "[9 rows x 19 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ccE4Y6-tjZna",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 503
        },
        "outputId": "e4e84bf1-8110-4f57-a5ba-360566c14b33"
      },
      "source": [
        "data_mm = data.iloc[:,10:]\n",
        "data_mm.plot(figsize=(10, 8), fontsize=12)"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fcb162a7860>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BFNVqdMY1RdW",
        "colab_type": "text"
      },
      "source": [
        "### **ARIMA**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IA6WFfC33cfU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 537
        },
        "outputId": "e8b97762-531c-4cfc-ad03-7440df5f5b7d"
      },
      "source": [
        "contador = 0\n",
        "\n",
        "for i in data:\n",
        "  if contador>0 and contador<=9:\n",
        "    modelo = sm.tsa.ARIMA(data[i].iloc[1:], order=(1, 0, 0))\n",
        "    resultados = modelo.fit(disp=0)\n",
        "    predicted = resultados.predict(start=1,end=9)\n",
        "    plt.plot(predicted, label=i)\n",
        "  \n",
        "  contador = contador + 1\n",
        "\n",
        "legend = plt.legend()\n",
        "legend.prop.set_size(14)\n",
        "plt.show()"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KkqDY8HLIrAX",
        "colab_type": "text"
      },
      "source": [
        "### **Datos porcentuales**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MMav7phB7u5J",
        "colab_type": "text"
      },
      "source": [
        "Ahora hagamos el análisis sobre tendencias en Lenguajes de Programación pero esta vez con datos porcentuales, es decir, el porcentaje de personas encuestadas que han trabajado determinado lenguaje\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Age41WhKERqq",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 314
        },
        "outputId": "a98ee644-5ee8-461b-b59e-f741281c3617"
      },
      "source": [
        "# Cargando los datos\n",
        "porc = pd.read_csv('LenguajesPorcentual.csv')\n",
        "# Solo escogeremos los primeros 9 lenguajes que son los que más consistencia han tenido a través de los años.\n",
        "porc = porc.drop(['Go','R','Objective-C','Scala','Clojure','F#'],1)\n",
        "porc"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Lenguaje</th>\n",
              "      <th>JavaScript</th>\n",
              "      <th>SQL</th>\n",
              "      <th>Python</th>\n",
              "      <th>Java</th>\n",
              "      <th>C#</th>\n",
              "      <th>PHP</th>\n",
              "      <th>C++</th>\n",
              "      <th>C</th>\n",
              "      <th>Ruby</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2011</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.57</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.48</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.26</td>\n",
              "      <td>0.26</td>\n",
              "      <td>0.10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2012</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.53</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.38</td>\n",
              "      <td>0.40</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.09</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2013</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.47</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2014</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.45</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2015</td>\n",
              "      <td>0.46</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2016</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2017</td>\n",
              "      <td>0.45</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2018</td>\n",
              "      <td>0.55</td>\n",
              "      <td>0.45</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.18</td>\n",
              "      <td>0.08</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2019</td>\n",
              "      <td>0.67</td>\n",
              "      <td>0.53</td>\n",
              "      <td>0.41</td>\n",
              "      <td>0.40</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.26</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.08</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Lenguaje  JavaScript   SQL  Python  Java    C#   PHP   C++     C  Ruby\n",
              "0      2011        0.50  0.57    0.20  0.32  0.48  0.28  0.26  0.26  0.10\n",
              "1      2012        0.50  0.53    0.19  0.38  0.40  0.31  0.24  0.24  0.09\n",
              "2      2013        0.49  0.47    0.19  0.31  0.31  0.24  0.17  0.15  0.08\n",
              "3      2014        0.49  0.45    0.19  0.32  0.31  0.22  0.19  0.15  0.08\n",
              "4      2015        0.46  0.36    0.20  0.32  0.27  0.25  0.17  0.14  0.07\n",
              "5      2016        0.49  0.39    0.22  0.32  0.27  0.23  0.17  0.14  0.08\n",
              "6      2017        0.45  0.36    0.23  0.28  0.24  0.20  0.16  0.14  0.06\n",
              "7      2018        0.55  0.45    0.31  0.36  0.27  0.24  0.20  0.18  0.08\n",
              "8      2019        0.67  0.53    0.41  0.40  0.30  0.26  0.23  0.20  0.08"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cbQ5OC5ZEd_z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "75046516-74fb-4a0e-fa5f-8f2853689e91"
      },
      "source": [
        "#Revisamos la forma de nuestros datos\n",
        "porc.shape"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(9, 10)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4uezuQixFg7n",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "outputId": "56f8d4a6-ca9c-4e7f-cc38-8eb08941e967"
      },
      "source": [
        "#Obtenemos estadísticos descriptivos de nuestros datos\n",
        "porc.describe()"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Lenguaje</th>\n",
              "      <th>JavaScript</th>\n",
              "      <th>SQL</th>\n",
              "      <th>Python</th>\n",
              "      <th>Java</th>\n",
              "      <th>C#</th>\n",
              "      <th>PHP</th>\n",
              "      <th>C++</th>\n",
              "      <th>C</th>\n",
              "      <th>Ruby</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.00000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>2015.000000</td>\n",
              "      <td>0.511111</td>\n",
              "      <td>0.456667</td>\n",
              "      <td>0.237778</td>\n",
              "      <td>0.334444</td>\n",
              "      <td>0.316667</td>\n",
              "      <td>0.247778</td>\n",
              "      <td>0.198889</td>\n",
              "      <td>0.177778</td>\n",
              "      <td>0.08000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2.738613</td>\n",
              "      <td>0.065849</td>\n",
              "      <td>0.076649</td>\n",
              "      <td>0.074963</td>\n",
              "      <td>0.037786</td>\n",
              "      <td>0.076158</td>\n",
              "      <td>0.032702</td>\n",
              "      <td>0.036209</td>\n",
              "      <td>0.046037</td>\n",
              "      <td>0.01118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>2011.000000</td>\n",
              "      <td>0.450000</td>\n",
              "      <td>0.360000</td>\n",
              "      <td>0.190000</td>\n",
              "      <td>0.280000</td>\n",
              "      <td>0.240000</td>\n",
              "      <td>0.200000</td>\n",
              "      <td>0.160000</td>\n",
              "      <td>0.140000</td>\n",
              "      <td>0.06000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>2013.000000</td>\n",
              "      <td>0.490000</td>\n",
              "      <td>0.390000</td>\n",
              "      <td>0.190000</td>\n",
              "      <td>0.320000</td>\n",
              "      <td>0.270000</td>\n",
              "      <td>0.230000</td>\n",
              "      <td>0.170000</td>\n",
              "      <td>0.140000</td>\n",
              "      <td>0.08000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>2015.000000</td>\n",
              "      <td>0.490000</td>\n",
              "      <td>0.450000</td>\n",
              "      <td>0.200000</td>\n",
              "      <td>0.320000</td>\n",
              "      <td>0.300000</td>\n",
              "      <td>0.240000</td>\n",
              "      <td>0.190000</td>\n",
              "      <td>0.150000</td>\n",
              "      <td>0.08000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>2017.000000</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.530000</td>\n",
              "      <td>0.230000</td>\n",
              "      <td>0.360000</td>\n",
              "      <td>0.310000</td>\n",
              "      <td>0.260000</td>\n",
              "      <td>0.230000</td>\n",
              "      <td>0.200000</td>\n",
              "      <td>0.08000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>2019.000000</td>\n",
              "      <td>0.670000</td>\n",
              "      <td>0.570000</td>\n",
              "      <td>0.410000</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>0.480000</td>\n",
              "      <td>0.310000</td>\n",
              "      <td>0.260000</td>\n",
              "      <td>0.260000</td>\n",
              "      <td>0.10000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          Lenguaje  JavaScript       SQL  ...       C++         C     Ruby\n",
              "count     9.000000    9.000000  9.000000  ...  9.000000  9.000000  9.00000\n",
              "mean   2015.000000    0.511111  0.456667  ...  0.198889  0.177778  0.08000\n",
              "std       2.738613    0.065849  0.076649  ...  0.036209  0.046037  0.01118\n",
              "min    2011.000000    0.450000  0.360000  ...  0.160000  0.140000  0.06000\n",
              "25%    2013.000000    0.490000  0.390000  ...  0.170000  0.140000  0.08000\n",
              "50%    2015.000000    0.490000  0.450000  ...  0.190000  0.150000  0.08000\n",
              "75%    2017.000000    0.500000  0.530000  ...  0.230000  0.200000  0.08000\n",
              "max    2019.000000    0.670000  0.570000  ...  0.260000  0.260000  0.10000\n",
              "\n",
              "[8 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tYj11104FnN5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        },
        "outputId": "159a949a-9687-4f55-ff11-7361afcbe187"
      },
      "source": [
        "porc.drop(['Lenguaje'],1).plot(figsize=(10, 8), fontsize=12)\n",
        "legend = plt.legend()\n",
        "legend.prop.set_size(14)"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QqLx2Q4BFtFH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "outputId": "1cff304a-a733-4aef-f061-fdeb3e110839"
      },
      "source": [
        "for i in porc:\n",
        "\n",
        "  contador = 0\n",
        "\n",
        "  for j in porc[i].values:\n",
        "    porc[i][contador] = float(j)\n",
        "    contador = contador + 1\n",
        "\n",
        "contador = 0 #para que no siga iterando sobre las nuevas columnas\n",
        "\n",
        "for i in porc:\n",
        "\n",
        "  if contador > 0 and contador < 10:\n",
        "    serie = pd.Series(porc[i].values)\n",
        "\n",
        "    nombre = 'mm' + i\n",
        "\n",
        "    porc[nombre] = pd.Series(serie).rolling(window=2).mean()\n",
        "  elif contador == 0:\n",
        "    contador = contador + 1\n",
        "\n",
        "porc"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  \n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "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>Lenguaje</th>\n",
              "      <th>JavaScript</th>\n",
              "      <th>SQL</th>\n",
              "      <th>Python</th>\n",
              "      <th>Java</th>\n",
              "      <th>C#</th>\n",
              "      <th>PHP</th>\n",
              "      <th>C++</th>\n",
              "      <th>C</th>\n",
              "      <th>Ruby</th>\n",
              "      <th>mmJavaScript</th>\n",
              "      <th>mmSQL</th>\n",
              "      <th>mmPython</th>\n",
              "      <th>mmJava</th>\n",
              "      <th>mmC#</th>\n",
              "      <th>mmPHP</th>\n",
              "      <th>mmC++</th>\n",
              "      <th>mmC</th>\n",
              "      <th>mmRuby</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2011</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.57</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.48</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.26</td>\n",
              "      <td>0.26</td>\n",
              "      <td>0.10</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",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2012</td>\n",
              "      <td>0.50</td>\n",
              "      <td>0.53</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.38</td>\n",
              "      <td>0.40</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.09</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.550</td>\n",
              "      <td>0.195</td>\n",
              "      <td>0.350</td>\n",
              "      <td>0.440</td>\n",
              "      <td>0.295</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2013</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.47</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.495</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.190</td>\n",
              "      <td>0.345</td>\n",
              "      <td>0.355</td>\n",
              "      <td>0.275</td>\n",
              "      <td>0.205</td>\n",
              "      <td>0.195</td>\n",
              "      <td>0.085</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2014</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.45</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.19</td>\n",
              "      <td>0.15</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.490</td>\n",
              "      <td>0.460</td>\n",
              "      <td>0.190</td>\n",
              "      <td>0.315</td>\n",
              "      <td>0.310</td>\n",
              "      <td>0.230</td>\n",
              "      <td>0.180</td>\n",
              "      <td>0.150</td>\n",
              "      <td>0.080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2015</td>\n",
              "      <td>0.46</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.25</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.07</td>\n",
              "      <td>0.475</td>\n",
              "      <td>0.405</td>\n",
              "      <td>0.195</td>\n",
              "      <td>0.320</td>\n",
              "      <td>0.290</td>\n",
              "      <td>0.235</td>\n",
              "      <td>0.180</td>\n",
              "      <td>0.145</td>\n",
              "      <td>0.075</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2016</td>\n",
              "      <td>0.49</td>\n",
              "      <td>0.39</td>\n",
              "      <td>0.22</td>\n",
              "      <td>0.32</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.17</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.475</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.210</td>\n",
              "      <td>0.320</td>\n",
              "      <td>0.270</td>\n",
              "      <td>0.240</td>\n",
              "      <td>0.170</td>\n",
              "      <td>0.140</td>\n",
              "      <td>0.075</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2017</td>\n",
              "      <td>0.45</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.16</td>\n",
              "      <td>0.14</td>\n",
              "      <td>0.06</td>\n",
              "      <td>0.470</td>\n",
              "      <td>0.375</td>\n",
              "      <td>0.225</td>\n",
              "      <td>0.300</td>\n",
              "      <td>0.255</td>\n",
              "      <td>0.215</td>\n",
              "      <td>0.165</td>\n",
              "      <td>0.140</td>\n",
              "      <td>0.070</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2018</td>\n",
              "      <td>0.55</td>\n",
              "      <td>0.45</td>\n",
              "      <td>0.31</td>\n",
              "      <td>0.36</td>\n",
              "      <td>0.27</td>\n",
              "      <td>0.24</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.18</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.500</td>\n",
              "      <td>0.405</td>\n",
              "      <td>0.270</td>\n",
              "      <td>0.320</td>\n",
              "      <td>0.255</td>\n",
              "      <td>0.220</td>\n",
              "      <td>0.180</td>\n",
              "      <td>0.160</td>\n",
              "      <td>0.070</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2019</td>\n",
              "      <td>0.67</td>\n",
              "      <td>0.53</td>\n",
              "      <td>0.41</td>\n",
              "      <td>0.40</td>\n",
              "      <td>0.30</td>\n",
              "      <td>0.26</td>\n",
              "      <td>0.23</td>\n",
              "      <td>0.20</td>\n",
              "      <td>0.08</td>\n",
              "      <td>0.610</td>\n",
              "      <td>0.490</td>\n",
              "      <td>0.360</td>\n",
              "      <td>0.380</td>\n",
              "      <td>0.285</td>\n",
              "      <td>0.250</td>\n",
              "      <td>0.215</td>\n",
              "      <td>0.190</td>\n",
              "      <td>0.080</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Lenguaje  JavaScript   SQL  Python  Java  ...   mmC#  mmPHP  mmC++    mmC  mmRuby\n",
              "0      2011        0.50  0.57    0.20  0.32  ...    NaN    NaN    NaN    NaN     NaN\n",
              "1      2012        0.50  0.53    0.19  0.38  ...  0.440  0.295  0.250  0.250   0.095\n",
              "2      2013        0.49  0.47    0.19  0.31  ...  0.355  0.275  0.205  0.195   0.085\n",
              "3      2014        0.49  0.45    0.19  0.32  ...  0.310  0.230  0.180  0.150   0.080\n",
              "4      2015        0.46  0.36    0.20  0.32  ...  0.290  0.235  0.180  0.145   0.075\n",
              "5      2016        0.49  0.39    0.22  0.32  ...  0.270  0.240  0.170  0.140   0.075\n",
              "6      2017        0.45  0.36    0.23  0.28  ...  0.255  0.215  0.165  0.140   0.070\n",
              "7      2018        0.55  0.45    0.31  0.36  ...  0.255  0.220  0.180  0.160   0.070\n",
              "8      2019        0.67  0.53    0.41  0.40  ...  0.285  0.250  0.215  0.190   0.080\n",
              "\n",
              "[9 rows x 19 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VSsJCiuNFw-H",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 503
        },
        "outputId": "c998b53d-546e-4e6d-f4d5-45f0531d5709"
      },
      "source": [
        "data_mm = porc.iloc[:,10:]\n",
        "data_mm.plot(figsize=(10, 8), fontsize=12)"
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fcb161166d8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ZvHgxEydOJDk5meTkZNavX8+SJUuIi4sjMzOTtWvXsm/fPiZNmsSKFSuYN28es2bNYuPGjUyYMKHGOTds2EBMTAzDhg3j73//O4WFhQQFBbFmzRqmT5/OuHHj+O9//8uGDRsAR4J3+PBhXnzxRRYtWsRdd93FZ599xo033sicOXNYsGABQ4cOZdGiRSxevJjHH38ccFRyX7duHRs3bmTx4sWsWbPmkvpPiLZCrbJgX7IAigvQPPg4Sni0u0NyGbkUKITwKFFRUcTGxqLRaOjRowfDhw9HURRiYmLIzs4GHBu+6/V6YmNjsdvtxMfHA9RoA3DvvfcyduxYtm3bxmOPPYaiKNx444188MEHlJaW8uOPP9Y6lyoqKorevXsD0KdPH7Kzszlx4gSlpaUMHToUgJtuuoktW7Y47zNx4kRn+yNHjri+c4RoBVSrFfvLT0PGATR3PozSrZe7Q3IpGbESQlxUfSNLF+OKvfCMRqPztkajwWAwOG/bbLYabTQaDTqdzrks+9w24Jhj1bdv3xrnnz59OrfffjtGo5HrrrvOudlyXXFotVosFku9sZ+JVavVtqg9E4VoLjWrqv+lxVVVbwgZsRJCtCmhoaGEhITwwgsvMH362QKEer2e6urqOu/r6+uLn5+fc5Tqgw8+YMiQIU0arxCtibOq+qRb0Iwc7+5wmoSMWAkh2pwpU6ZQWFhI9+7dnd9LTEwkISGBK664grlz59Z63+eee845eT06OprFixc3R8hCtHjOquojJ6Bc1zKrqjeEotY107QZ5ebmNun5g4ODKSgoaNLHaOmkj+rWFvqnoqICs/nSLwGe4YpLgc3hH//4B71792bGjBnN+riu6J/G/ow8XVt4nTVGS+0f+7ZvUVcsgr6D0dwzt0kLgDZHH4WHh9d6TC4FCiHalAkTJrB3716mTJni7lCEaBPUX3eeU1X9ry26qnpDyKVAIUSb8sUXX7g7BCHaDDXrEPYX/322qrrBWP+dWjgZsRJCCCGEyzmrqnu1nqrqDSGJlRBCCCFcqkZV9TnzW01V9YaQxEoIIYQQLlOjqvr/m9eqqqo3hCRWQgghhHCJmlXVH2p1VdUbQhIrIUSrNHXqVHbs2OHuMIRoM2pUVf/DPSj92mbxXEmshBBCCNFo6odvtPqq6g0h5RaEEB4jOzubxMRE+vfvT3p6Ov369WPatGkkJSVRUFDA0qVLSU1NJSsri6ysLHJycpg/fz7bt28nLS2N0NBQVq1ahV6vr3HeRx99lB07dmCxWLj22mt56KGHSEtL45133uGVV14BYPPmzbz88su8/vrrF20vhKidfeOnqJ+/3+qrqjeEJFZCiIvatGkT+fn5l3QfRVGoazOH9u3bM3LkyDrPkZGRwfLly1m8eDETJ04kOTmZ5ORk1q9fz5IlS4iLiyMzM5O1a9eyb98+Jk2axIoVK5g3bx6zZs1i48aNTJgwocY5586dS0BAADabjenTp7Nnzx5GjBjBI4884qxk/vHHHzN58uRa2/fq1fbmigjREPZt36KuWQH9hqAk3uXcFL2tkkuBQgiPEhUVRWxsLBqNhh49ejB8+HAURSEmJobs7GwA4uPj0ev1xMbGYrfbiY+PB6jR5lyffPIJ48ePZ/z48fz222/s378fnU5HfHw8GzZswGq1snHjRsaPH19reyHEhZxV1bu2jarqDSEjVkKIi6pvZOliXLEXntF4tjKzRqPBYDA4b9tsthptNBoNOp3O+Qn53DZnZGVlsXz5ctatW4e/vz9z5szBYrEAMGnSJFatWoW/vz99+/bF29u7zvZCiLPU7MPYX3rCUVX93rZRVb0hZMRKCNGqlZWV4eXlha+vL/n5+aSlpTmPDR06lF27dvHWW28xadKketsLIRzUgjzsz88Hk7lNVVVvCBmxEkK0SlarFYPBQGxsLL1792bkyJGEh4czcOBAZxutVktCQgLvvfcezz//PABxcXG1thdCnFdVfe6CNlVVvSEUta6Zps0oNze3yc5ts6uUKl4EKjKcX5fg4GAKCgrcHYbHagv9c2Yi9+VyxaVAV6iqqmLYsGGkpqbi6+vr7nCcXNE/jf0Zebq28DprDHf3j1plwZ40D45koHnwcY8sANocfRQeHl7rsTZxKfC7rDL++PbP/PvrIxwqkuRKiNZsx44djBs3jpkzZ3pUUiVES6dardiXP9Omq6o3RJu4FHhVRDvuGBLNO9uP8MDnGQyO9GZGn2A6B5jcHZoQwsX69u3L119/7e4whGhVnFXVd6Wj3PrnNltVvSHaRGJl1mv54+Bo4qOMfPprMR//WsSczzIYGuXDzVcE0UkSLCGEEKJWzqrq189AM3JC/Xdow9pEYnWGt0HLzX2Cua5nAB/9WsQnvxbzfXYZw6J9uPmKYKL9ZamoEEIIca4aVdWvv9nd4Xi8NpVYneFt1JLYtz2TYgL5aG8Rn/xWzOasMoZ3dCRYkX6SYAkhhBBSVf3StcnE6gwfo5Y/9GvPpJgAkvcWsW5fMd9llTGioy/Trwgmwtfg7hCFEEIIt5Cq6penTSdWZ/iadNx2ZQcmxwby4Z4iPttXzDeZJxjVyZFghflIgiVES1NdXc2iRYtYt24d3t7eGAwGHnjgAcaMGeNs88Ybb2AwGIiLi+P111/nmWeecWPEQngOqap++SSxOoefScft/Tvw+15nE6yvM04wurMf03sHESoJlhAtxqJFi8jLyyM1NRWj0Uh+fj7ff/99jTZbt27lr3/9KykpKQwZIquchIDzq6r/n1RVv0SSWF2Ev0nHH/t34PexgXywp5Av95fw1eFSxnTxY1rvIEK8JcESoilkZ2eTmJhI//79SU9Pp1+/fkybNo2kpCQKCgpYunQpqampZGVlkZWVRU5ODvPnz2f79u2kpaURGhrKqlWrsFqtvPXWW/zwww/OfQXbt2/v3LbmlVdeYe3atRw+fJhff/2VI0eOEBISwpYtW3j66afd2QVCuJVaduK8qurt3R1SiyOJVR0CvHTcMSCEKb2C+OAXR4KVdqiUa7r6cVNcMB289e4OUYgm453/Cbqqo5d0H0VRqGszB6sxjPL219d5joyMDJYvX87ixYuZOHEiycnJJCcns379epYsWUJcXByZmZmsXbuWffv2MWnSJFasWMG8efOYNWsWGzduJDo6moiICHx8fC76GHfeeSc33ngjDz74IKtXr+baa69l3bp1l/RchWht1CoL9iWPQ1G+o6p6eLS7Q2qR2kTl9cYK9NIx+6oQlk/uwvju/qQeOsE9nxxk2dZj5J+sdnd4QrQqUVFRxMbGotFo6NGjB8OHD0dRFGJiYsjOzgYgPj4evV5PbGwsdrud+Ph4gBpt6rNr1y569epFWVmZVGgXbZ5UVXcdGbG6BEFmPXcNDGVKryDe/6WQlIMlpBwsZVw3P6bGBRFklhEs0XrUN7J0Ma7YC+/MpTsAjUaDwWBw3rbZbDXaaDQadDqdcwn4mTadO3cmJyeHsrKyC0atCgoKmDFjBoWFhRiNRj7++GPKy8sZO3YsK1asoFOnTo2KX4iWRlVV1DdelKrqLiIjVpehfTs99wwKZdn1Xbmmix9f7i/hro8O8Up6HoUVMoIlhLt5eXkxY8YM/vnPf3Lq1CkACgsL+eSTTwgODmbDhg307t2bdevWMWXKFBYvXsyGDRskqRJtkvrhG6ibN0pVdReRxKoROnjr+fPgUJZN6sKozr58vq+Yuz8+xMof8yiubNyndiFE4zzyyCMEBQURHx/PmDFjmDlzpnP0ymazUVxcTGBgIOnp6QwaNMjN0QrhHmerqo+Xquouoqh1zTRtRrm5uU16/uDgYAoKCpr0MY6VneK93YWkHS5Fp1GY2COAG3oF4m9qGVdcm6OPWrK20D8VFRWYzebLvr8rLgW2Zq7on8b+jDxdW3idNYYr+0dN/xb7K4ug72A098xtNQVAm+N3KDw8vNZjLeMvfgsR6mPgvqFh3NQ7iDW7Cvj41yI+31fsTLD8WkiCJYQQonVTf92J/dXF0DVGqqq7mFwKbAJhPgbmXB3O0uu6MDTKh49+LeLOjw7y+k/HOVFlc3d4Qggh2jBnVfX2YVJVvQlIYtWEInwNPDAsnCXXdmZQhA//21PE7OSDvPFzPmWSYAkhhGhmjqrq/3JUVZ8zH6XdxWu9icsniVUziPQz8tfh4bxwbWcGhLfj/V8KmZ18kLd25FMuCZYQQohmcLaqehWa++dLVfUmIpN+mlG0v5FHRkSQUWzh3V2FvLe7kHW/FTMpJpDrYwJoZ5Br3EIIIVzvgqrqEVJVvalIYuUGnQJMPDoygsPFFt7dVcA7uwr4+LciJp9OsMx6SbCEEEK4Ro2q6vc8KlXVm5hcCnSjzgEm/jYykmd/14m4Dmbe3lnAnckHWbu7gIpquUQoRGNMnTqVESNGkJCQwOTJkzlw4IDz+zt27HC2y87OZsyYMQBs3ryZmJgYxo4dy6hRo1i8eLFbYhfCVVRVRX3zdFX1P9yNcqVUVW9qklh5gC6BJv4xKpKkCZ2Iae/FmzsKuPOjQ7z/SyGV1XZ3hydEi7V06VJSUlK46aabWLhwYYPuM2jQIDZs2MDnn3/OBx98wK5du5o4SiGajpr8Jup3UlW9OcmlQA/SLcjEvNFR7Cuo5N1dBbzxcz4f7S3ihl6BTOwRgEknebBo3bKzs0lMTKR///6kp6fTr18/pk2bRlJSEgUFBSxdupTU1FSysrLIysoiJyeH+fPns337dtLS0ggNDWXVqlXo9TX37RwyZAgrV668pFjMZjN9+vTh8OHDXHHFFa58mkI0C/vGT1E/WytV1ZuZJFYeqEewF/+Mj+K3gkre3lnA6p/ySd5bxI29gpjQ3R+jJFiiGWw/+iYllsxLuo+iKNS1mYO/qSP9w/5Q5zkyMjJYvnw5ixcvZuLEiSQnJ5OcnMz69etZsmQJcXFxZGZmsnbtWvbt28ekSZNYsWIF8+bNY9asWWzcuJEJE2p+Mt+wYQMxMTHOr++9915MJhMA1dXVaDQXvqaKiorYvn07c+bMuZQuEMIjqOnfoq5ZAf0Go9xyt3OjctH0JLHyYD2DvfjXmCj25lfwzs4CXtt+nA/3FHJjXBDjukmCJVqnqKgoYmNjAejRowfDhw9HURRiYmLIzs4mLi6O+Ph49Ho9sbGx2O124uPjAZxtzjiTQEVFRbFgwQLn95cuXUrfvn0BxyjZzJkznce2bt3KuHHj0Gg0/OUvf6Fnz57N8bSFcBn1t13nVFV/CEUrC6KakyRWLUBsezOPXxPNL8cdCdbKH4/zwZ4ipsYFMq6bPwatJFjC9eobWboYV+yFZzSerQKt0WgwGAzO2zabrUYbjUaDTqdzfho/tw3UTKAaatCgQbz++uuNeg5CuIuafRj7i/+WqupuJH+RW5C4DmYWJkTz74Rown30rEg/zt0fHeKzfcVU22SSuxBCtGVSVd0zSGLVAvUOMfPvhGgWXBNFiLee5dvyuPvjQ3y+r5hqW+3zW4QQQrROatkJ7M/Pl6rqHkBR65pp2oxyc3Ob9PzBwcEUFBQ06WO4g6qq7DhWwds7C/itoJL2Zh3TrghmTBc/dJpLm6zYWvvIVdpC/1RUVGA2my/7/q64FNiauaJ/Gvsz8nRt4XXWGBfrH7XKgj1pHhzJQPPA4yjd23YB0Ob4HQoPD6/1mMyxauEURaFfWDv6hpr56ehJ3tlZwItbjrF2dyHTrwhidOdLT7CEEEK0DBdUVW/jSZUnkMSqlVAUhf7h3lwZ1o4fcx0J1pIfHAnWtN6OBEsrCZYQQrQaNauq/1mqqnsISaxaGUVRuCrCmwHh7UjPOck7u/J54YdjrP2lkOm9gxnZyVcSLCGEaAXOVlW/Gc0oqaruKSSxaqUURWFgpDdXRbRj65Fy3tlVwHPfH+W905cIR3SUBEsIIVoqe+q5VdVnuDsccY4GJVbl5eUsW7aMnTt34uPjwy233MLw4cMvaPfee+/x4YcfotOdPe1//vMfQkJCXBexuCSKojA4yoeBkd5sOVLOOzsLeHbz0dNzsIIZ3tEHjVTkFUKIFkNN/xb1Xamq7qkalFitXLkSnU7HihUryMjI4Mknn6Rjx45ERUVd0Hbo0KHcd999Lg9UNI5GUYfxMkYAACAASURBVBga5cPgSG++zy7j3Z0FJH2Xy9rdBm6+Ipih0VLvRAghPN2p3dulqrqHqzexslgsbNmyhaSkJEwmEzExMVx11VVs2rSJxMTE5oix0dTcLMo+ew+7Cpi8wOSFYvICo5fza875WjlvA9fWRKMoDIv2ZWiUD99llvHurgKe+TaXjv5GZg5W6RMAeqnkLlqB6upqFi1axLp16/D29sZgMPDAAw8wZswYd4cmxCVTK06i7kqn5O2Xpaq6h6s3sTp69CharbZGzYaOHTuyZ8+ei7b/8ccf+eMf/0hAQAATJkxg3LhxF22XkpJCSkoKAE899RTBwcGXE3+DWA7uofSTd+Gc+jF1Fu/S6VBMZhQvMxovx//n/9OYztxu5/jf5HX22PnttZ45le2G9u2Z1L8zqfsL+O+WLB7/ch9+Jh0Te4UwuXcoUQFe7g7Ro+h0uib9PfUEeXl5NS7lX47G3t9VnnzySfLz89m0aRNGo5Hjx4/z/fff14gvKyuL+++/nw8//LDW89xwww08//zzREdHuySuxvaP0Whs1b+HbeF11lDWYzmc2vYtVenfceqXn8BmQxsWScDjL6ANlik2tXH371CDRqy8vGr+gTWbzVgslgvaXn311SQkJODv78/+/ftJSkrCbDZfdD5WQkICCQkJzq+btJhX116ErN1E/tGjYKkESwVUVZ6+bYGqSlTLma/P/lMtlVgtlY62pSWQd/r+Z+5rb+A2MnrDBaNizlEzkxcYTTVHzmqMqJnPG1UzoWhcO6J0ZZBC399Fk1mpZ016Ju/9lMM723PoE2pmQjd/BkX6oNfKNfy2ULiwqqoKbSMuLTS2AGZ2djaJiYn079+f9PR0+vXrx7Rp00hKSqKgoIClS5eSmppKVlYWWVlZ5OTkMH/+fLZv305aWhqhoaGsWrUKq9XKm2++yQ8//IBWq8VqtRIYGMi1115bIz6bzYaqqnXGrKoqNpvNJYVPXVEgtKqqqlX/HraF11ltVLsdDu9D3bEVdec2yMl0HAiLQhn7e5S+gwgaeDWFxcXQRvuoITy+QKjJZKKysrLG9yorKzGZTBe0jYyMdN7u2bMnEydO5IcffrhoYuUOil4Pej34+F547BLPpaoqVJ+6IBm7aJJWVTNZw1IJZaWoBcfOaWOBc4rg1zmidiYRM3qB6ext5bzk7NxkTjk/QTuT0BlNKIqCRlEYGO1PZ7OVokorKQdL2HCghGe+zcXfpCWhqz/juvkR4m24xJ4SLZXvkVz0lRd+gKqLoijUtZlDtZeJE5G1vyEBZGRksHz5chYvXszEiRNJTk4mOTmZ9evXs2TJEuLi4sjMzGTt2rXs27ePSZMmsWLFCubNm8esWbPYuHEj0dHRRERE4OMjcweFZ1OrLLD3Z9SfTydTZaWg0UD3OJTps1D6DELpEOZsL3OqPF+9iVVYWBg2m42jR48SFub44WZmZl504npboigKGIyOf77+NY9dxvlUux1OVdVMtJzJWEWN5Oz8UTXHiFoxal7u2XZVNf8g1vqnTlGciVpBO29sOgN+Ji9uNHlxg8mLn02RfHkqiv/9YuWDXwroZ7IwPrCagUEatBdL4vQGWaEiGiUqKorY2FgAevTowfDhw1EUhZiYGLKzs4mLiyM+Ph69Xk9sbCx2u534+HgAZ5v6LtvNmjWLrKwsqqurycnJYezYsQDccccdTJ8+nTVr1rBy5UrAkejdeuut6PV6oqOjefXVV5vw2Yu2QC0pRN2xDXXHVti7A6zV4NUOpXd/6DsIpfcAlHbe7g5TXKYGjVgNHjyYNWvWcPfdd5ORkcG2bdtYuHDhBW23bdtGbGws7dq14+DBg3z++efMmCH1NRpC0WjOJifnH7uM86l2G1RVnZeIVdQcUTsnecNSiU61YystcXxdmI+mqpL+lp/pb6mkQONFStggUsIG8pTFn8DDJSQcTSXh6FaCq0rPPvC5z8NY2+XNhn0fkxeKrvUuJPB09Y0sXYwrLnUZjWcn5Go0GgwGg/O2zWar0Uaj0aDT6ZzJ/Jk2nTt3Jicnh7KysouOWp1JjrKzs3nggQd4//33axyfPn0606dPB2Dq1Kk8++yzbf7DpLh8qqpC9mHHJb4dWyHzgONAcAjKqAkofQc5Rqg8ZH6iaJwG/RTvuOMOXnrpJWbPno23tzezZ88mKiqKvXv38sQTT/DGG28A8N1337Fs2TKqq6sJCgpi8uTJjB49uinjF7VQNFrwMjv+nX+slvv413FduoPNxi2WSqZXVJCeW86XR/xZa0zg/U4JDDBXMd5UTD+1EO3FLntWVcKJkpqXSG0NX0hwQZJmPCchu+hlz4uv9sTkJcPobYSXlxczZszgn//8J08//TQGg4HCwkI2b97M9ddf7+7wRBugVlfDbzsdI1M7t0JRgeMKQZeeKFNuQ+kzCMKjZIS/FWpQYuXt7c0jjzxywfdjY2OdSRXAnDlzXBeZ8CiKVgvtvNG182ZI+w4M6Qt55adYf6CUlIMlbCsy0d4cxbhu/iR08yfQq+5fLdVafdFLm7UtJKhx2bPyJBQXoJ57efSchQR1Jmr1LSQ4fw7aOSNq1ZFRqHqTY76a8HiPPPIIzzzzDPHx8RiNRsxmMw899JC7wxKtmFp2AnXXNtQd2+CXnxzvVwYj9LoSZdItKFdchXLe1BHhWr8cr2CIv82tMShqXTNNm1Fubm6Tnr8trzRpqMvto2qbytacMr7YX8LOYxVoFRgU6c2E7gH0CTU3eWX3S1pIUNuxc5O08xYSXMAvEEIjUEIiTv8fDqEREBTS4kfEKioqMJsvP3F0xaXA1swV/dPYn5Gna0nv1aqqwrEc1B1bHJf4Dv4Gqh38Ax2TzvsNgpg+KHrXLfppSf3T3D7fV8wr6XkkDohkas+mnaPWqFWBQtRHr3UUHR0W7UvuiVN8eaCEjYdK+T67nFBvPeO7+TOmqx/+pqb5dWv6hQSO/300cGL/r5CXi5qXg/rjd3Cy7OwImVYHHcIg5GyypYRGQEgkykVWogohWh7VZoMDe88mU8ePOg5Ed0G5bppjvlR0V7nE14xsdpXVPx3no1+LGRjRjtsGRlFxotht8UhiJVwq3NfAH/t34A99g9mcVcaXB0pY/XM+b+3MZ2iUD+O7+9O7g9mj33RqW0hgCg6mvPsVNb6nlp2AvCOOFZnHclCP5UBeDuqudLBZzyZd7XwgJPzsKNfphIsOoS79NCuEcD214iTqL9thx1bUXT9CRblj/mdMH5Sxk1H6DEQJbO/uMNski9XO4u9y2XKknOt6BvCn/h0wG7RUuDEmSaxEk9BrNYzq7Meozn5klVaxfn8JqYdL+SazjAhfg2MUq4sfPsaWfelM8fEFn14o3XrV+L5qs0HhcUeSdSzHkXTl5aDu/Rm+Tz2bcCkaCGp/3qXFCAiJgIAgj05AhWjN1PxjqDtPl0TYtxtsNvD2Rek3GKXvQOjVT+ZbullRpZWFXx3hcLGFOwZ04PqYQHeHBEhiJZpBtJ+RO64K4dZ+7fkuyzEX67Xtx3nj53yGdfRhQjd/Ytp7taokQtFqHZcFO4ShXHFVjWOqpcJxOfF0wkXe6aRr/x6ospxNuoyms6NcNUa6wuUNXQgXc1Y9P5NMXVD1fKBjRZ+mZX8YbC0yii0s+OoI5ads/H1kJAMjPafulyRWotkYdRrGdPFjTBc/MootfLG/hK8On+Crwyfo6GdkfHd/Rnf2pZ2hdb9xKSYzdOyG0rFbje+rqgrFhc5EyznKdXgfpH8Lqno26fIPPD2Xq2bC1Rom0AvRXJxVz3dsc1Q9P1Fytur5tFkofQeidLj0em6iaW3PLeeZb3Lx0mt4cmxHugReuBOMO0liJdyiU4CJuweFMvPKDnyTeYIv9pfwSnoeq386zohOvkzo7k+3QFOrGsWqj6IoEBgMgcEosX1rHFOrT8HxY475XGcuLR7PrXsC/ZnRLZlAL4STWlLoGJX6eSv8utOxotjLjNJ7gFQ9bwG+3F/Cy9uO0dHfyLzRkQSbPa+ItCRWwq289BrGdfNnXDd/DhRa+PJAMZsyTpBysJQuAY5RrJGdfDHr2/YojKI3QEQ0RERfsNLROYH+WM7ZS4y1TaAPjXB8Am8DE+irq6tZtGgR69atw9vbG4PBwAMPPMCYMWPcHZpoRs6q5zu3OpKpc6uejxx/uup5L9nlwcPZVZXXf8rnw71FDAhvx0PDwz3274IkVsJjdAsy0S0ojD/278DXhx2jWMu25vHf7fmMOj2K5WlDvp6g7gn0eTXmc6l5Oah7ap9Abx97A2pUJ9Cd3rBcq2uxo4aLFi0iLy+P1NRUjEYj+fn5fP/99+4OSzQDR9XzXY4tZM6ven7DrSh9B0vV8xakymrn2c1H+T67jN9192f2VSFoNZ77s5PESngcs17L73oEMKG7P/sKLXyxv5i0w6V8eaCE7kEmJnT3Z0RHX4w6jbtD9WiOCfTh0CG8wRPoOX4Uzi0+qdGg6vSOivV6PehO/6/XN8kk3uzsbBITE+nfvz/p6en069ePadOmkZSUREFBAUuXLiU1NZWsrCyysrLIyclh/vz5bN++nbS0NEJDQ1m1ahVWq5W33nqLH374wbmvYPv27Zk0aZLLYxaewVH1PN0x8fz8qufXz0DpcxWKb4C7wxSXqKTSysKvj3Cg0MKsAR24vmeAxyfEklgJj6UoCj2DvegZ7MWs/jbSDpfyxf4SlvxwjNd+PM7oLn5M6OZPtL+x/pOJGmqbQK+cPAlGA1RXY1/7X8jJcGwXpKoXVqNXlLP/NBpQFOyKUmfReiI7ornx9loPq1UWMjIyeHnJCyQ98W+u/f0NJH/wAR+++w7rU1JY8txz9OoVS+bhw7z31pvsP3CASVNv4pUXX+QfD/2VWXffQ8rnnxMdHUVEeBjeep2jwr6HsOt0jtVnGo1jpFCj8fg/Ep7KWfX8zCW+g7+erXo+eJRjFV9MHxSDvD+0VFmlVSxIy6bUYuNvIyMYHHXhhuqeSBIr0SJ4G7VcHxPIdT0D2HO8ki8OlPDl/hLW/VZMr/ZejO/uz9XRPhi0MorVGIqiOOaa6PQoBoNjtMrpdHJlVx1/wM4kW3abo8YP9ezTCHCyHI4dqf14/lGiwkKJ9WsHx3PpERXBsF49UfJyiAn0IzvjML2iI4gf0A99YR4xfu2w22zE9+wCx44QExHGkb27iTY7ksM6H8sNLraDmepMTDXn/X/6++cdsxcVoBbn17LRuKlVlwOoWfV8Gxw/vRVaVGeUa6c5tpCRquetws9HT/L0NzkYtQpPjO1It6CWMw1EEivRoiiKQlyImbgQM7MHWNl4yHGJ8NnNR1mZnseYLn6M6+5PpK98Sm0szc2zG9xWtdmg+hRajYLNZq//DrWpVjF6mR11uwCNuR2G9iEQEoGmWsWmaKCdL4Z2jjYaQKfXo4RGOtr7+GE1m+ncfyA5+QWUmX3x8fGcT7lajQabtfrsKKDdfvq2/bzv2c47puJMWw/uw/7u8tofxGC8yGbi5rMbjRsv3HBcuWiS5gUGo2MnAjdyVD3/CXZsubDqecIkR9XzIKl63pqsP1DCy1uPEeln5LHRkbRv17IWFkhiJVosX5OOG3oFMTk2kF15FXy5v4RPfyvmo1+LuSLEzPhu/gyJ8kGvlU+vTU3RakHrhUanw96ITYYVk5fj8pjX6XleWh2KwYjiZT57TK9H0RvOtgHn7TPHzIFBzJgxg/978imefvppDAYDhYWFbN68meuvv75Rz7UxLrd/VOfooB3FJwBNtxjnHpYXbDR+zobizmOlxY5tl6rO2Wj83PPX9sCKAgbTBYkYJi+UiyRoNRI143n3M5rBYGjQaJJakOeoLbVjyzlVz31Q+p7e2FiqnrdKdlXlzZ/z+WBPEVeGteOREZ678q8ukliJFk+jKPQNbUff0HYUV1rZeNAxivWf73LxM2m5posf47v5E+rT+koKiNo98sgjPPPMM8THx2M0GjGbzTz00EPuDuuyKOfMZVO8zChBwWePXcb5HBuNW2omZOcnY1W1HKuqhKL8mu1Onap5/toeWKO56IgZxtPJmF5PYdZB7JkHHe3DolASJjuSKal63qpVWe08//1RvssqY3w3f+4a6Nkr/+qiqGqdU02bTW5ubpOePzg4mIKCgiZ9jJauNfWRXVX5+ehJvthfwraccuwq9Atrx4Ru/gyM9EZ3GS/Y1tQ/tamoqMBsvvyRAJ1Oh7URI1atnSv6p7E/o6ag2mwXTcRqJGMWyzkJW8WFI22nR9L0nbphje3nGJ0Kkarn52uN70MlFitPfH2EfQUWbu/fnskxgY2aJ9ccfRQeXvvvpoxYiVZJoyj0D/emf7g3BRXVpBwoZf3BEp76JocALx1ju/oxrpt/i7t2L4QnUrRaMHs7/p1/7BLPFdgKEwdRu+zSKhZ8dYTiSitzR0YwtIWs/KuLJFai1Qs267m5TzA39Q7ix9xyvthfwtrdhbz/SyH9w9oxoXsA/cPbtdhhZyGEaIl2HjvJU5ty0GsVnhgbTfcgL3eH5BKSWIk2Q6tRGBTpw6BIH/LKT7HhQCkpB0tY+PURgs06xnXzJ6GrH0EeuPeUEEK0JikHS3hpyzEifA08NjqKDt6t531XEivRJoV4G/hDv/bc3CeYrUfK+HJ/CW/vLODdXQUMivRmfDd/+oW1QyP1cIQQwmXsqsrbOwpY+0sh/ULNPDIignaG1rUoQRIr0abpNApXR/tydbQvR8tOsf5ACSkHS/khu5wQb71jFKuLH/5e8lIRQojGOGVzrPz7NrOMcd38uGtg6GUtJPJ08tdCiNPCfAzMvLIDt/QJ5vvscr7cX8wbP+fzzs58Bkf6cPNAHVFGVao6CyHEJSq1WHni6xx+Lahk5pXtuSG2cSv/PJkkVkKcR6/VMLKTLyM7+XKktIovD5SQeqiU7z7YTb9QM7f370DngJazvUJbNXXqVPLy8jAajRgMBp555hl69+5da/vs7GxmzpxJampqM0YpROt35EQVC9KOUFRp5ZER4QyL9nV3SE1KNlYTog6RfkZmDQjhtRu6cf/IzhwssvDAZxm88P1RCiuq3R2eqMfSpUtJSUlh5syZLFy40N3hCNHm7Mo7ydwvM6m02lmYEN3qkyqQxEqIBjHqNEy7MoKXJ3VlcmwgX2ec4J6PD/H2znwqqxuxN56oITs7m5EjRzJnzhyGDx/Ovffey6ZNm5g8eTLDhg3jp59+Iikpifvvv58bbriBQYMG8dlnn7Fw4UKuueYaEhMTqa6+MOEdMGAAx44dAyApKYmXX37ZeWzMmDFkZ2cDYLVauffeexk1ahSzZ8+msrKSb7/9lj/96U/O9ps2bWLWrFlN3BNCtHyph0qZn5qNv0nHovEd6RncOsop1EcuBQpxCbyNWv7YvwO/6+7PGzvyWbOrkPX7S7ilb3uu6eLXqmphrUzP43Cxpf6G51AUhbo2c+gcYOKOq0LqPEdGRgbLly9n8eLFTJw4keTkZJKTk1m/fj1LliwhLi6OzMxM1q5dy759+5g0aRIrVqxg3rx5zJo1i40bNzJhwoQa50xLS2P8+PH1xn/w4EGSkpIYOHAgDz74IKtXr+auu+7i73//O4WFhQQFBbFmzRqmT5/esA4Rog1SVZV3dhWwZlchfULMzB0ZgXcrW/lXFxmxEuIyhPoYeHh4BM+M70ioj4EXtxzjgc8y2J5bXmdiIeoXFRVFbGwsGo2GHj16MHz4cBRFISYmxjmyFB8fj16vJzY2FrvdTnx8PECNNgD33nsvQ4YM4YUXXuD222+v97HDw8MZOHAgAFOmTGHr1q0oisKNN97IBx98QGlpKT/++CNjxoxx/RMXohWottlZvPkoa3YVktDVj3/GR7WppApkxEqIRukZ7MWTY6P5Ibuc1T8f519pR1rNBPf6RpYuxhV74RmNRudtjUaDwWBw3rbZbDXaaDQadDqdc3XRuW3AMceqT58+LFiwgMcee4yVK1ei1Wqx289evq2qqnLePn+V0pmvp0+fzu23347RaOS6665Dp5O3TiHOd8Ji5clNOezJr+TWvu25Ma71rvyri4xYCdFIiqIwNNqHJdd24Y4BHZwT3Jf8IBPcPYGiKDz88MNs376dAwcOEBUVxa5duwDYtWsXWVlZzrY5OTmkp6cDkJyc7By9Cg0NJSQkhBdeeEEuAwpxEbknTvHI+kz2F1p4aFg4U3sHtcmkCiSxEsJl9FqF62MCnRPcvzosE9w9hZeXF3feeSfLli1j4sSJlJSUEB8fz3//+1+6dOnibNe1a1dWr17NqFGjKC0tZebMmc5jU6ZMISwsjO7du7vjKQjhsX7Jq+CRLzM4ecrOgoQoRnRq/Sv/6qKoHjIhJDc3t0nPHyw7ptdL+qhul9o/x8pO8caOfL7NLCPApG0RE9wrKiowm82XfX9XXAr0VP/4xz/o3bs3M2bMuOxzuKJ/Gvsz8nTyPlQ3T+ufrw6XsuSHo4R6G3hsdCShPgZ3h9QsfRQeHl7rMRmxEqKJ1DXBXbQsEyZMYO/evUyZMsXdoQjhEVRV5d2dBTy7+Six7c08Pa6jRyRVnkBmYArRxM5McP8+u4zVP+U7JriHteOPV7anUwuf4N5WfPHFF+4OQQiPUW2zs/SHY3yVcYIxXfz486BQ9FrPHYlvbpJYCdEMFMWx2fPACB++2F/Mml0FzPksg2u6+nFLn2CCzHp3hyiEEPUqq7Lx5KYj/HK8ksS+wdwU13YnqddGEishmtGZCe7xnf1Y+0shn/5WzDcZJ/h9r0BuiA3CS+/eq/MeMuVS1EF+RsJdjpad4vG0Ixw/Wc1fh4Uzso1PUq+NJFZCuIGnVnDXaDRYrVap0+ShrFYrGo1MjRXNb+/xCv69KQeABddE0atD611A0Vht4t1TYy1F2fcBit8EVG07d4cjhNOZCe6TYip57cfjvLjlGJ/+Wszt/dvTP9y72eMxmUxYLBaqqqoua3jfaDTWKLgpampM/6iqikajwWSSeXmieW3KOMHz3x+lQzsd/4yPIkwmqdepTSRWuqpjUPwzAWWHKQ2bic3Q3t0hCVFDz2Avnhrn/gnuiqLg5XX5G6V62lJwTyP9I1oSVVVZu7uQt3YWENfBi0dHRuJrbFvb01yONjGmfKpdT9ReD6GxWQg4sgx95WF3hyTEBc5McF963ekK7oWVzJEK7kIIN6i2qbzww1He2lnA6E6+/GtMlCRVDdQmEisAfLpSFPVn7Fpv/HNexVj2k7sjEuKiaqvg/o5UcBdCNIPyKhvz07JJPXSCGX2CmXN1GHpt20kXGqtN9ZRdH0hx5D1Ue3XEL+89zEUpICtshIc6M8H9xes6MzDSm3d3FXLPxwdZf6AEm11+b4UQrneszLHn36/5lTxwdRg3XxEs5RQuUZtKrABUrRcl4X+k0mcA3kUb8T3+HqitcwsO0TqcW8E9xFsquAshmsbe/Aoe/jKTExYrj4+JYnRnP3eH1CK1ucQKAEVHWYcbKQ8ch6nsZ/xzXkOxVbg7KiHqdGaC+9wR4VTZ7Pwr7Qj/l5pNRrHF3aEJIVq4bzJO8FhKNu0MGp4e34m4ECmncLnaZmIFoChUBMZTGnIz+qpsAo68hPaUrNYRnu3cCe6zBnTggExwF0I0gqqqvL+7kP98l0v3IBPPjOtIhK+UU2iMNlFuoS5VPn0p0fnhd/QNAo4sozTsVqq9Ork7LCHqpNcqTIoJZMx5Fdxv6BXI7z2ggrsQwvNZ7SrLth4j5WApIzv5ct+QUJmk7gLSg0C1VyeKI+/BrjXjn7MSY9nP7g5JiAaRCe5CiMtRfsrGv9KySTlYyvQrgnhQVv65jPTiaTZDsGPFoCkav7w1mItSZcWgaDFkgrsQoqHyyk8x98tM9hyv4P6hYdzSp72s/HMhSazOoWrNlET8iUqfK/Eu2oDP8fdlxaBoUWSCuxCiLr8VVPLwF5mUWKzMHxPFmC6y8s/V2vwcqwsoOso63IRNH4R3UQpaawmloX9A1V7+Nh9CNKczE9wHRvjw+f5i1uwqYM5nGVzT1Y9b+gQTZNa7O0QhhBt8l3WC5zYfJdBLx2PxkUT6Gt0dUqskidXFKAoVgddg0wfim/cBAUeWURJ+O3Z9oLsjE6LBZIK7EAIcK/8+3FPE6p/ziQn24u+jIvAzyZ//piLvrHWo8rmSkohZaGzlBGa/hK4y090hCXHJZIK7EG2X1a7y0tZjrP45n+EdfViQECVJVROTxKoe1V6dKY78M3atiYDclRjLdro7JCEui0xwF6JtOXnKxoK0bNYfKOWmuCD+Oiwcg6z8a3LSww3gXDFojMQv7x3MRWmyYlC0WDLBXYjW73h5NY+uz2RXXgX/b0gof+jXHo2s/GsWklg1kKptR0nELCze/fAuWo/P8Q9kxaBosaSCuxCt1/7CSh7+MoPCCsfKv4Su/u4OqU2RC62XQtFxImQaNn0Q7Yo3nl4xmCgrBkWLde4E9/d2F7Bun0xwF6Il+z67jMXf5eJv0rEwIZIoP1n519zkXfNSKQongxI40eEm9JUZBBx5GU11kbujEqJRvI1a/jQghBev68JVEacnuH9yiA0ywV2IFsGx8q+Qpzfl0DnAyKIJHSWpchNJrC6Txbc/JRF/QmMrI/DIS+gsWe4OSYhGC/Ux8MiICJ4e15GQdnqWygR3ITyeza6ybGseq37K5+poHxZcE42/rPxzG0msGqHaqwvFkfegKkYCclZgLN/l7pCEcImY9jLBXYiWoKLaxoKvjvDlgRKmxgXx0PBwjDr50+5O0vuNZDO0pyjqHqqNEfgdextz8deyYlC0CjLBXQjPln+ymkfXZ7Hz2EnuHRzKrbLyzyPIWKELqFpvSsJn4Xv8fbwLv0BbXUhZ+8mgaN0dmhCNJhPchfA8BwotLPwqmyqbyj/jo+gX1s7dIYnTJLFyFY2eEyHTT68YTENbXXx6xaDJ3ZEJ4RJnJrhP6CLUlQAAIABJREFU7BHA6z/n8+6uQr48UEpin2DGdPFDq5FPykI0hy3ZZSR9l4ufScvj10QT7S+T1D2JfNR0JUXDyaBxnOgwFX3lIQJyXkZTXezuqIRwKZngLoR7qKrKmp9yeHJTDtH+RhaN7yRJlQeSEasmYPEdgE3nj9+xNwk48hKlYbdhNUW5OywhXOrMBPfN2WW8/lM+/0o7wlu7iugf6sWgSG+6BppkvocQjaSqKpklVWw9Us6WI+UcKLIwNMqbB66WSeqeqkGJVXl5OcuWLWPnzp34+Phwyy23MHz48FrbW61WHn74YSorK3n55ZddFmxLUm3uSnHkPfjnriIgZwUnQqZR5d3b3WEJ4VKKojAs2pdBEd5sOFjKltxK3v+lkPd2FxJg0jIw0ptBET70CTXLHwEhGqjaZmf38Uq2HSlj65Fy8iusKECPYBNzRnVhVIRePrR4sAYlVitXrkSn07FixQoyMjJ48skn6dixI1FRFx+F+fjjj/H19aWystKlwbY0NkMHiiL/jP/R1/E99jblQROo9B8B8oIQrYxeq2FijwBuu7o7h3Ly2J5bztYj5XyTUcb6A6UYtAr9wtoxMMKbgRHeBHjJYLkQ5zpRZePHnHK25pTzU+5JKq12DFqFK8PacXMfb64K98bfS0dwcDAFBQXuDlfUod53N4vFwpYtW0hKSsJkMhETE8NVV13Fpk2bSExMvKD98ePH+eabb7jttttYvnx5kwTdkqg6b4ojZuN7fC0+hZ+jqy6krP0kWTEoWi1fo5bRnf0Y3dmPapvKL8cr2JpT7vz0DdA9yMSgSG8GRXjT0d+IIh82RBt05EQV2444PoT8WlCJXYUALx0jO/kyKNKbK0JkpLclqjexOnr0KFqtlvDwcOf3OnbsyJ49ey7a/rXXXmPGjBkYDIY6z5uSkkJKSgoATz31FMHBwZcS9yXT6XRN/hh1an8vanYyXrmfY1JOona/C3Setceg2/vIw0n/1O9ifRQWAglXOOaKHCqs4NtDRXx7qJC3dhTw1o4CQn2MDO8SyLDOgVwZ6Yde23r/kMjvUP1acx9Z7Sq7j544/RooIrvEcVWne/t2zBwYxbAugfTs4F3nZb7W3D+u4u4+atCIlZdXzQTAbDZjsVxYgXnr1q3Y7XYGDRrEL7/8Uud5ExISSEhIcH7d1EObHjF8ah6JqYMXPseTse98gpKwmdj1nrPruEf0kQeT/qlffX3kB1zbxYtru0RSVGn9/+y9e3Bc133n+bmvfnejG2i8AYIARRKkKFGkSUqUqJclW7Ek25o4iTN2nExSUeKJd7Zqq2b/SO1OUplSnMzueHZrd9aexE4miVLjKE/HcWTZkcWnJYqUKEqUSPAJUMSDeDaAfnffe8/+0Y0GGgTxIAF0N/p8qlgATl/gnj683ffbv/M938M7A7lP69//8CZ/+/4QHkNlT7OXA20+PtHiw+/cWJVdeQ0tzUYbo0TW4r3BOKf6Y7w7GCOasdFVhfsaPTy7tZH9rT7qvUb+6DQT4+lF/95GG5+1YD3GaG6xaT5LCiuXy3WLVyqZTOJyFeczpVIp/vIv/5Lf/u3fvsNuVgepwH4sPTRnxeCvYLpaS90tiWTdqXXrfPqeIJ++J0jatHn/ZpzTAzFO98f46cdRVAV21OdWGO5v9dMaWLwKLpGUC8OxTOFa/nAkgWmD36mxr9XHgTYfDzR78Rgb60ODZJYlhVVzczOWZTE0NERzczMA169fv8W4fvPmTUZHR/md3/kdILcyMJFI8OKLL/L7v//7NDQ0rEH3K5Os5x4irf+W4NCfERr4I6Yaf5GMb2epuyWRlAynrnKgzc+BNj/2AcHViRSn8t6T/35mlP9+ZpTWgIMDrT72t/noDrtlIKmkbLCF4Mp47po9PRCjbzJXdWoLOPhcdy37W31sl9ds1bCsitWDDz7IK6+8wle/+lX6+vo4ffo0L730UtFx7e3tfOtb3yr8fPHiRf70T/+U//Sf/hOBQGD1e17hWM7GworBmpt/SSz8LMmaR+SKQUnVoyoKW+vcbK1z8+Xd9YzEspzOr5b6p4sT/MOFCfxOjU+05KYM98hP/5ISkDZtzt6Mc7o/xjsDMSIpC1WBnfVufm1vA/tbfbTIKmtVsqw1z7/+67/ON7/5TV588UV8Ph8vvvgi7e3tXLhwga9//eu8/PLLaJpGMDjrF/L5fCiKUtQmKUbo/tyKweG/wT/2z2jZcWLh5+WKQYlkDg0+g+e2h3hue2jWrzIQ492BGEd6p9FVhV2NHg7kp1lm/SoSyeoy1xf4/s04GUvgMVT2tuSiRDaiL1CychQhhCh1JwAGBwfX9O+XteFP2HjHf4R38hhpzzamm76EUNd/m4KyHqMyQI7P0qznGFm2oGc0yan8jW4wmgGgM+Rkf15klVv6u7yGlqacxmhu6vmpgRiXx3OLthq8Rt775+PeBg+Gtn7XWDmNT7lS9uZ1yTqgqMTDn8Ey6vCP/iPB/v/GVMu/wdZrSt0ziaRs0VSFexs93Nvo4Vf3NhQygU4PxGbT3906+1u9Mv1dsmxul3q+tc7FL+0Os19mr0mWQAqrMiJVcwDbCBIY+h+EbszsMShXDEoky6Et4KRtp5N/tbOukGJ9euDW9PcDrT72yfR3yRwWSz3/4n3yepGsDHmllBkZzzYibV8lOPTnBAf+mOmmXyTj3VHqbkkkFUXAqfFkVw1Pds1Jf89XIGbS37fVufJ7GcoKRDWyWOr5/lafrHBK7hgprMoQy9lEpO3fUjP0F9QMvUws/BzJ4COl7pZEUpEY+UrVA81eXtxX7JmZSX9v8Orsb/NzoASeGcn6sJgn7+furStLT56kMpHCqkyx9QCR1t+gZvgV/GM/mLNiUH6CkkjuFEVR2BxysTnk4hfuCxet8vqXK5P888XIhk9/ryYWTj2H+xq9PL89JFeRStYEKazKGdXBVNOX8Y2/hmfyOFo2wnTTL5ZkxaBEshFZKP19JuRxJv19Z707P2Xol7lEFcBiqef7Ze6ZZB2QwqrcUVRi4WcxjTr8o98nOPDHTDX/slwxKJGsMkXp7/OStGX6e/myWOr5Z7fXcqBNpp5L1hcprCqEVM2D2HqQwM3v5lYMtvwKpvP2ORoSieTOURWFbWE328JufumB+qIqyNz0930tXlkFKQFzq4vzU89/dW+93FuySolGoxw7dozHHnsMv99fsn5IYVVBZLzbibT9Zm7FYP8fMd30r8l4u0vdLYlkw9Poc/D89lqe315b5Ns5PRDjsEx/XxcWSj1367nU8wNtPva2+AhIP1xVYlkW7733HqdOnQIgEolIYSVZPpazmUjbb1Ez9OfUDP0FsfBnSQYPlrpbEknV4DE0HukI8EhHYN5Ksyh//M4wf/zOcFmnv1cKi6Wef+qeoFzBKQHgxo0bHDlyhEgkQldXF4899hhdXV0lTaeXwqoCya0Y/E1qhv8K/9j38ysGn5UrBiWSdeZ26e+n+hdOf3+iJoRll8UuYmWJaQvevh7hJ+dvFlLPIZc59uXdYZk5JikQj8c5ceIEFy9eJBAI8NnPfpbOzs5SdwuQwqpyUR1MNf0SvrFX8Uz9FM2cYKrxF0GVvgKJpFQUpb+nTN7Nbxh9LJ/+/tLR/lJ3sSKYScmXqeeS+di2zQcffMDJkycxTZMDBw6wb98+dL18rpHy6Ylk5SgqsfrnsYxafGM/IDTwR0w1/wq2Hih1zySSqifg0uekv+f2nxtMqsTj8VJ3razZ3dHAZo8pU88ltzA0NMThw4cZGxujo6ODxx9/nGAwWOpu3YIUVhuAZPBhLKM2t2Kw/5tMNv8KlrO51N2SSCR5DC0XOvqpcLik3o9KIByulWMkKSKRSPDmm29y/vx5fD4fzz77LFu2bCnbKWEprDYIGW83k22/Sc3gnxMqrBjcXupuSSQSiURyRwgh+PDDD3nzzTfJZrN84hOfYP/+/Tgc5W15kcJqA2E6W4i0/xY1g7kVg9H6z5GqebDU3ZJIJBKJZEWMjIxw+PBhhoeHaW1t5YknnqCurq7U3VoWUlhtMGy9hsm23yRw87sERr+Hnh0nVvczcsWgRCKRSMqeVCrFW2+9xblz5/B4PDzzzDNs27atbKf9FkIKqw2IUJ1MNf8yvrEf5PcYHGeq8YtyxaBEIpFIyhIhBD09PZw4cYJUKsXu3bt56KGHcDorb29cKaw2KopKrP5zWEYdvrF/JjTwx/kVg6VLo5VIJBKJZD5jY2McOXKEwcFBmpqaeOGFF6ivry91t+4YKaw2OMngI1hGLTVFKwabSt0tiUQikVQ5mUyGkydP8v777+N0OnnqqafYuXNnRU37LYQUVlVAxrsjl9Q+9OeEBv4b001fIuPZVupuSSQSiaQKEUJw+fJljh8/TjweZ9euXRw8eBC3213qrq0KUlhVCaardXaPwcE/J1r/eVI1B0rdLYlEIpFUEZFIhCNHjnDjxg3q6+t57rnnaGpavVmURNxG1JV22ygprKoI2wgy2fZVAjf/B4HRf0DLjhOve0auGJRIJBLJmpLNZjl9+jRnzpxB13WeeOIJdu3ahaqu3v1nfNTk1PEYuz+h09Kxan92xUhhVWUUVgyO/hPeyWNo2QmmG38BVKPUXZNIJBLJBkMIwbVr1zh27BjRaJTu7m4OHTqEx+NZ1fPcHMjy7ltx3B6Vrq1+UpmpVf37K0EKq2pE0YjVfx7LEcY39iqhgW8z2fwVIFzqnkkkEolkgzA1NcXRo0fp6+ujrq6OL3zhC7S2tq76eT6+lub9d5IEQxoHHvPiCxikSrgrkhRW1YqikAwewtJrqRn+K2r7vwW+rwHeUvdMIpFIJBWMaZq8++67vPPOO6iqyqFDh9i9ezeapq3qeYQQXLmQpudcivomnX0Pe9GN0q8olMKqysn4dhLRf4Oaob9A/fAlatxbSYQeJeu+Byp8yatEIpFI1pe+vj6OHj3K1NQUW7du5dFHH8Xn8636eYQQfPRekt7LGVo3GTxwwIOqlcc9SworCaarjYlN/wt15jn0wdcJDf4pWUczidCjpH33g7K6nzIkEolEsrGIRqMcO3aMq1evEgwGeeGFF9i0adOanMu2BGdPJRj4OEvnNif3PuAqq+wrKawkAAjNDY3PMu7Yiyt6Fk/kODXDf401/iMSNY+QqtmPUF2l7qZEIpFIygjLsjh79iynTp1CCMHBgwfZs2cPur428sLMCt55M87oTZPu+13c0+0sK1EFVSKshoaGePXVVwFwOBw4HA4Mw1j219VcDlr2KDqpwD5S/r04EpfwTB7HP/4q3shPSAYeJBl8GFuvKXUvJRKJRFJi+vv7OXz4MJFIhK6uLh577DECgcCanS+dsjl1PM5kxGL3fjebuspzH8GqEFamaZJIJEgmk2QyGTKZDNlsdtm/r+v6gqJrOcJsfpthGGWnrhdEUcl4u8l4u9FT/Xgmj+f/nSDl300i+CiWs7nUvZRIJBLJOhOPxzlx4gQXL14kEAjw2c9+ls7OzjU9ZyJucfJonGTCZv8jXppayzciqCqEVXt7O3v27GFsbHb9pRCCbDZLNpstCK2Fvt6uLR6PE4lECn9jJUJtvuhajlC7XZumaWsu1ExXG9NN/xo1+zN4Jk/gmn4Hd/Q90u6tJEKPkXVvkUZ3iUQi2eDYts0HH3zAyZMnMU2TAwcOsG/fvjWb9pthetLi7WMxLBMeetxHXX15S5fy7t0aoihKQZx4vXcfMWDb9oJCbTmiLZvNEo1Gix6zLGvZz2O5Imyp6ppt24s/RyNErP6zxGufwj11CvfUm4QG/0Qa3SUSiWSDMzQ0xOHDhxkbG2PTpk088cQTBIPBNT/v+KjJ6eNxNB0e/qSPQLD87zFVK6xWG1VVcTqdOJ2rM+drWVaRUFtKmM0/JpFIFP28lGgC8Pl8dHR00NnZSXt7O4axcKlVaB4StU+QCB2SRneJRCLZwCSTSX76059y/vx5vF4vn/nMZ7jnnnvWxdIyN039ocd9eLyV4XeWwqpM0TQNTdNwuVZHoJimuagwS6fTTExMcOnSJT766CM0TWPTpk10dnbS2dm5cFVPGt0lEolkQyKE4KOPPuLNN98kk8mwd+9eDhw4gMPhWJfzF6WpP+rF6aoMUQVSWFUNuq6j6zput/u2x4TDYYaHhxkYGODatWv09vbS29sLQGNjI52dnXR1dVFXV1f8aUUa3SUSiWTDMDIywuHDhxkeHqa1tZUnnniCurq6dTl3uaaprwQprCRFzFSqNm3axOOPP874+Di9vb1cu3aNkydPcvLkSfx+f0Fktba2Fm1TMGt0fwbP5E+l0V0ikUgqhFQqxVtvvcW5c+fweDx8+tOfZvv27eu2kr2c09RXghRWktuiKArhcJhwOMz+/fuJx+OFKtb58+f54IMPMAyj4MvavHlzoSJmG7VzjO5vS6O7RCKRlClCCHp6ejhx4gSpVIrdu3fz0EMPrZpneDkUpalvdXDvHndlRBMtgBRWkmXj9XrZtWsXu3btIpvNcuPGjYLQunLlCoqi0NzcTFdXF52dnYRCobzR/UkSoUel0V0ikUjKjLGxMY4cOcLg4CBNTU18/vOfp6GhYV37UAlp6itBCivJHWEYBl1dXXR1dSGEYHh4uCCyTpw4wYkTJwgGgwWR1dzcXGx0jxyTRneJRCIpEZlMhrfffpuzZ8/idDp56qmn2Llz57oLmkpJU18JUlhJ7hpFUWhqaqKpqYmDBw8yPT1dEFlnz57lzJkzuFwuNm/eTGdnJ5s2dZJp60ZP3cAzeUIa3SUSiWSdEEJw+fJljh8/Tjwe59577+Xhhx9edGHTWpGI25w8GquINPWVIIWVZNUJBALs3r2b3bt3k06n+fjjj+nt7aWvr4+enh5UVaW1tTVfzXqOYN08o7tnK4mgNLpLJBLJahKJRDhy5Ag3btygvr6e5557jqamppL0pdLS1FfCxnkmkrLE6XSydetWtm7dim3bDA0NFVYZHj16lKNHjxIOh+ns7GRr56/R7riGRxrdJRKJZNXIZrOcPn2aM2fOoOs6jz/+OPfddx+qWppsqEpMU18JUlhJ1o2ZSlVrayuHDh0iEokURNY777zD6dMCj8fDls4D7NtssklckEZ3iUQiuQtmPsRGo1G6u7s5dOgQHo+nZP0pTlP34vFuLFEFUlhJSkgoFCIUCrF3716SySTXr1/n2rVr9Fy6wrmPshi6k4M7utnfOkFIGt0lEolk2UxNTXH06FH6+vqora3lC1/4Aq2trSXt08fX0nzwTpKaCkxTXwlSWEnKArfbTXd3N93d3ViWVUh/f6+3l2PnNFpr6nhqh8VW61jO6O7bTSIkje4SiUQyF9M0OXPmDKdPn0ZVVQ4dOsTu3buLgpzXGyEEV3rS9HxQuWnqK0EKK0nZcbv09x9du8Y/vT/Awc1x9m06S13sPaaUdszGp7C826TRXSKRVDXXr1/nyJEjTE1NsXXrVg4dOoTf7y9pn4QQfHQ2Re+ldEWnqa8EKawkZc3t0t9fuXKJFvUSBzYNUHfzzxhPeRk19uLZ9Dgu9wIbRkskEskGJRqNcuzYMa5evUowGOSFF15g06ZNpe7WhkpTXwlSWEkqivnp7+c/7oWxk2xxXaHbdZzJK2/y0UQzCf8+NnVuIxQKlbrLEolEsiZYlsXZs2c5deoUtm1z8OBB9uzZg66X/ta+0dLUV0LpR18iuUMMw6BzyzbYsg3LtugdfBt/5k0eae0nlR3g9CkPRyZbqG/dVkh/L9XyYolEIllN+vv7OXLkCBMTE3R2dvL4448TCARK3S1gY6aprwQprCQbAkXV8LY9jM3DTKRuYIwe5lBXD49whfcH+znxYy9TWX8h/b2jowOHw1HqbkskEsmKiEaj/OhHP+LixYsEAgGef/55urq6St2tAhs1TX0lSGEl2XCYrnbM9l8mnZ3AM3mC3eo77GkdYzBhc/jiBX74wwuoqkZbWxudnZ10dXWV3OBZTpimSTabJZPJFL7OfH+79pmvmqaRzWZL/RTKFo/HQyAQoLGxkYaGBvx+f9VMj0juDNM0GRsbY2RkhJGREa5evUo2m2X//v3s27cPwygf4TKTpm6aYsOlqa8ERQghSt0JgMHBwTX9++FwmLGxsTU9R6WzUcdIsRK4p97GPfUmmhUjoYT5KNLG8QspJiJTQO65z2wY3dDQsODNrlzHx7btRcXO7dpu99W27WWdV1VVHA4HDocDwzAwDAOn0ymF1SLYts3IyEhhjF0uFw0NDQWh1dDQgM/nq2qxVa6vs/XANE0mJiYYHh5mZGSE4eFhJiYmiq6XLVu2sHfv3rLzj86kqatabouaUqapr8c11NLSctvHpLCSFNjwY2RnccXO4okcR8+OYuk1jDv28v7NGi5fu8HQ0BBCCLxeL5s3b6arq4v29vaCEXS1xse27WWLnOWIJcuylnVeRVEKImju14XalnPMQrk4G/4aukvC4TA3b94sqkCMjIwwPj7OzFux2+0uElozYqtaqJZryLIsxsfHi66DsbGxIhFVX19fuBYaGxvx+XzU19eX3fiUW5p6qYVVddbpJNWJapAK7Cfl/wSOxEU8keM0JA7zVNDFw08cIOL6Ba71R7h27RqXLl3io48+Qtd12tvb6ezs5P777ycSidx1Zcg0zWV3eSFx43K5lhREtxNC1VwJKRd0Xaepqalo81vTNBkdHS3cYIeHh7l+/XpBbHm93iKh1djYWNJtSSQrw7btokrUjIia+VDkcDhobGxkz549hf/jQCBQEa/XmTT1QFDjwcc2bpr6SpDCSlJ9KCoZ7w4y3h3oqRt4Jo/n/vFT6kK7ufepR8nozxTS33t7e+nt7eWNN95Y8k/PTInNFTRer5dQKLSoAFpIEOm6XhFvrJK7R9d1mpubaW6e3Ukgm83eIrZ6e3sLj3u93lsqW1JslR7btolEIoX/s5GREUZHRwsiyjAMGhoa2L17d+H/raampuJe63PT1MONOvsf2dhp6itBCitJVWO62plu+hJq3ujunn4Hd/QMac82XOFH2dT+eCH9PR6Pk0wmF60MVdqbo6R8MQyDlpaWoimHTCZzi9i6du1a4XG/318ktBoaGnC73aXoflVg2zaTk5MMDw8zOjpa+DpTlTYMg/r6eu67776CCA4GgxX/PlGNaeorQQoriQSwjVpi9Z8jXvt0wegeGvwTss4WEsFHCdfdR3d3d9l5GyTVhcPhoLW1tWgz3XQ6XRBbMxWSq1evFh4PBAJFU4j19fW4XK5SdL+iEUIwOTl5SyVqZrGGruvU19eza9eugjcqGAxuuOy8ak1TXwlSWEkkcxCah0TtkySChwpG95rhV7DGX4PMU+iiEdPRDGr5LHGWVDdOp5O2tjba2toKbalUqlBBmaluXblypfB4TU1N0WrE+vp6nM7qCnFcDCEEU1NTRZXB0dFRMpkMkNvPtL6+nh07dhTGMBQKbTgRNZ+iNPX7XNyzo3rS1FeCFFYSyUIsYHR33Ph7agGBiuloxHS1knW2YTpbMJ3NoMiXk6Q8cLlctLe3097eXmhLJpNFYuvmzZtcvny58HgwGCzybNXX11dFiK4Qgunp6aLVeSMjI6TTaSAnosLhMNu3by+I0dra2g0vouaTTtucOla9aeorQd4JJJLFmGN0D/tVpofOYaQH0NP9OGPncU+/A4BAw3Q2YjrbyDpbMZ2tmM5GKbYkZYPb7WbTpk1Fm/MmEokiMTEwMMDFixcLj4dCoVvEVjkFUq4UIQTRaPSWSlQqlQJy2WzhcJitW7cWnnNdXd2C0SLVhExTXxnyXV8iWS7OWjK+e8n47s39LASqOZkTWql+jPQAztg53NOncg+jYTqbc0LL1YrpbMN0NIBS3W/SkvLB4/GwefNmNm/eXGiLx+NFYuvGjRv09PQAuSy0hcRWOWz6Ox8hBLFYrOi5DA8PF4mouro6tmzZUlSJKsfnUkpkmvrKkSMkkdwpioJthEgbIdK+Xbk2IVDNCEaqHz09gJEewBV7H3X67dzDio7paCabF1pZZyuWo16KLUnZ4PV66ezspLOzs9A2X6D09fVx4cIFICe26urqilYihsPhdRco8Xi8yFM2MjJCIpEo6mNXV1dJ+1hpzE1Tf+ST/pKmqVcSy7qqYrEY3/rWt/jggw/w+/186Utf4tChQ7cc94Mf/IDXXnuNaDSKy+Xi4MGDfOUrX6n6MqqkilAUbKOWtFFL2n9/rk3YaNkJ9HQ/RnoQPdWPa/oMqjiZe1gxyDpb8l6tNrKuViyjHpTq8nBIyhefz4fP5yts9rtQNejatWucP38emK0GzV2NuJpTajNTmHOFVDweB2arah0dHWVfVStnyi1NvZJY1pX2ne98B13X+fa3v01fXx9/8Ad/QEdHR5ExEmDfvn08+eSTeL1eYrEY3/jGN/jhD3/I888/vyadl0gqAkXFcoSxHGHS/gdybcJGy47lqlqpAfT0AO7pd1DEWwDYiiMvtFoL1S3LqJNiS1IWKIqC3+/H7/ezZcsWYGH/0tWrV/noo4+AWf/S3MrWcsTWjIiaa7yPxWKFx0OhEO3t7RvGB1YOyDT1u2NJYZVKpXj77bf5xje+gcvloru7m3379nHs2DG+/OUvFx07d4sGIQSqqnLz5s3V77VEUukoKpajAcvRQNq/J9cmbLTsaF5o9aOnB3FPn8IzlcvJsRVnTmy52vIVrjYso1aKLUlZoCgKgUCAQCDAPffcAyy84u7SpUt8+OGHwOyKu7miaHJyksuXLxeOj0ajhXMEg0FaW1urbuXieiGE4GpPmgsyTf2uWFJYDQ0NoWlaUfpvR0dHoeQ7nxMnTvDtb3+bZDKJ3+/nK1/5yur1ViLZyCgqlqMRy9EI7M21CQstM4qR7i9Ut9xTb+ERuWRnW3Xlqlr5lYhZVxu2HgKZLSMpAxRFoaamhpqaGrZu3QosnBHV09PDuXPnin63pqZZ1ZCyAAAgAElEQVSGpqamwtYvMmtrbRFCcP5simuX0rRsMtgj09TvmGVVrOZvieDxeAorK+Zz6NAhDh06xNDQEEePHiUYDC543Ouvv87rr78OwB/+4R8SDodX2vcVoev6mp+j0pFjtDilG59GYFfhJ2GbiOQgxK+jxK5jxPswpt5EyYstoXnA1wHezQhvB3g7wFm3LmJLXkOLI8cnR319faGqBbObFA8NDeH3+2lsbJRb8dyGtbiGLEtw4o1hrl1Ks+O+Gh58NFzRwZ+lfp0tKaxcLhfJZLKoLZlMLrklQnNzM+3t7XznO9/h3//7f3/L408//TRPP/104ee13iokHA7L7UiWQI7R4pTX+HhA3QGBHRAAhImeHs6vROxHTw2gT/0IFRsAW/UUrUQ0na3Yes2qi63yGqPyQ47P4jQ3NxfGaMaMLilmta+h+WnqW3bA+Pj4qv39UrAer7O5s3jzWVJYNTc3Y1kWQ0NDhZ3Xr1+/fotxfSEsy2J4eHgFXV0b4pkxbtw4itNuIOTajKHJT0KSDYai57KyXK2kOJBrs7PomZv5QNMB9NQAnsRRlBmxpfnmTCHmRJetB0r4JCQSyXoyN039/n1uOrbIqdbVYFkVqwcffJBXXnmFr371q/T19XH69GleeumlW479yU9+wr59+6ipqaG/v5/vfe977N69e006vhLGk1d4q/87+Z8U/I4mat2dhNyd1Lo6Cbo6MDS5Kalkg6EamK52TNecD0F2Fj0zVFiJaKT7cSQuoSAAsDR/kdDKVbb8JXoCEolkrZBp6mvHsuIWfv3Xf51vfvObvPjii/h8Pl588UXa29u5cOECX//613n55ZcBuHjxIn/1V39FKpUiEAjw0EMP8cUvfnFNn8By2FTzEDvaD3Fl4AwTqWtEkr2MxC9wferN/BEKAWcLta5OQu7N1LpzYktXpXqXbDBUA9O1CdM1u60JdgY9PVRkkHckLs4RW4H8SsTWglFe6L4SPQGJRHK3RKcsTh6VaeprhSKEEKXuBMDg4OCa/v2F5lyT2UkiqT4mkjmxNZHqJWVOAaCgEHC2FqpaIXcnQdcmdHXjLu2V/o/FqabxUew0enowL7Ry0Q96drTwuKUHZ/dEdOXFluatqjG6E+T4LI0co8W52/GZGDU5lU9Tf+hx34ZMUy97j9VGxm0EcRsP0DIT2ggksxEm8iIrkuxlKHqWvsnjACio1LjaCLk6qXVvJuTuIuhsR1NlCVWysRCqk6y7k6y7k5mlK4qVmhVb+eqWK/5R4XcsPYQy0YVHqS+ILiH9jBJJ2VBIU3erPPSETFNfK6paWC2E2wjRaoRoDeRyhIQQJM0JJpK9harWQPRdeiePAqAqGgFnG7WFylYXNc42NFUOrWRjITQXWU8XWU/XHLGVRE8PFoSWM/4xvvS7hd8xjdqCV2tWbEk/o0Sy3sg09fVD3v2XQFEUPEYdHqOOtsA+ICe2EtnxfFXrGhPJXvqnT3MtcgQAVdGpcbbnxJa7k5CrkxpXK6oih1uysRCam6xnC1lPbluTcDjM2PD1nNiaMcinPsYV+6DwO6YRnhVarjZMZwtC+hklkjVBpqmvP/JOfwcoioLXEcbrCNMe2A/kLt54djRf2brGRKqPj6dOcjXyBgCqYhB0baLWlZtCrHV3EnC2oCqyFCvZWAjNS9azlaxna6FNsWJ5oZWrbhmpPlyx93PHo2AZ4bxXa6a61QIb2M8okawH1ZimrprTkC1tVVwKq1VCURR8jgZ8jgY21TwIgBA2scxIwa81keylb+qnXIn8BABNceTEljs3hVjr6sTvbEaVe79JNhhC85Hxbifj3V5oU8xoIWPLSA1gJK7hip7NHY+C5WgoWoloOpul2JJIloltCc6eTjBwPUvnVgf37nFXdJr6bRECPTOEI34BZ/wCRnoA2/45cHyiZF2SwmoNURQVv7MJv7OJjpqDQE5sRTPDRSsRr0WOYk38CwC66iTo6iisRKx1d+J3NKFIsSXZYAjdT0bvJuPtLrSp5vSclYgDOBOXcEfP5I5HnRVbM9UtRxPIxSMSSRGmKXjnp7Np6vfscG4sUSVMHIlrOBI5MaWZUwgUTFc7sdpn8IQegBIG90thtc4oikrA2UzA2czm4CMA2MImmh6a49nq42rkMNbEjwDQVRch1+aC0Kp1deJzNEixJdlw2HqAjB4g492RaxAC1ZpGTw3MMcj34I7mDPICFdPRWJSzZTqbQPoZJVXKRk1TV6w4zvhFHPELOBKXUEUGoRhkPFuJ1z5N2tNdyNfzuMMQL11kh3z3KQNURaXG1UqNq5XO4CEAbGExnR7MebZSuWnEKxOvY4ssAIbqzoWZzqlseY2GjfWpRCJRFGy9hoyvhoxvZ65NCFRzqiC09NQAztiHuKdP5x5Gw3Q2FRvkHY0g/YySDU4hTT1us+9hD81tFTx1LgRadhRn/AKOeA9G6joKAksLkPY/QNq7g4x7S1lWrKWwKlNURSPoaifoagceA8AWJlOpgYLQmkj2cmnix9jCBMCheWcrW66c2PIYlb1LuURyC4qCbQRJG0HSvl25NiFQzUjOs5WvbjljH+CePpV7WNExHU0FoZV1tmI5GqTYkmwYbklTb6jA27uwMFLX82LqAno2txl01tlCIvQkae9OTGfLqm8ev9pU4MhXL6qiE3J3EHJ30BV6AgDLNplK9+dXIubE1sWxHyKwAHBovqKqVsi1GY9RJ8WWZGOhKNhGLWmjlrTvvlybEGjmBHpqAD3dj5EewBU7izr9du5hRcd0NJN1zeZs5cSWnGKXVBYTY/k0dRUe+aS/otLUFSuFI3EpJ6YSF1HtJAKNjGcLyeAh0p5ubCNY6m6uCCmsKhxN1al1b6bWvZkt+TbLzjA5I7aSfURSvfSM/QCBDYBT889ZiZircLn1UOmehESyFigKllGHZdSR9t+faxM2WnY8nx6fq265pt9FFW/lHlYMss6WvFerlayrDcsIS7ElKVuGB7O882Y+Tf1xLx5f+YsqNTuBM34BZ7wHI3kNBRtb9eam97w7yHi2VnS2nRRWGxBNdVDn7qLO3VVoM+0Mk6mPCysRI8lebsbOIfIb7br0GromDtLhe4KAs7VUXZdI1hZFxXLUYznqSc9sZSVstOxY0WpE9/RpFJHbpN1WHJh5sTVT3bKMOim2JCXnRm+a909XQJq6sNHT/XkxdQE9MwyAaTSQCB4i491B1rVpw7ympLCqEnTVQdhzD2HPPYU2004xmfqYiWQv48mrXBx5g/M3X6PFv4ftdc9S79kupwwlGx8lF+NgORpI+/fk2oSNlhktGOSN9ADu6bfxTP0UAFt1zsnXyqXH58SWfL1I1p6KSFO3MzgSV3AmcuZzzYohUMm6NxMNP0fG043lCJe6l2uCFFZVjK66CHu2EfZsA8Ab0Hn7yl9zZeJ1Dkd/n1p3F911z9Ia2CcT4iXVhaJiORuxnI1APmhQWGiZkTmhpv14pt5CyS8esVVXXmy15XO2WrH1kBRbklWlKE293WDPg+WTpq6a0zjiPTm/VPIKijCxVScZz3Zi3h1kPNurYmN2KawkBdyOILsafpbu8HP0TZ7g4vgPebP/v+I16tle9xk6Q4+iq3IDXUmVomhYzmYsZzOQ2zcUYaFnhotytjyTJ1Dyi0ds1V00hYjvXhBiw0x5SNYX2xYcf32Ea5fS5ZGmLgR65iaO+PlC6jmApYdIBg6Q9u4g695cdbly1fVsJctCV53cU/sUXaEnGYyeoWfsnzlz8y/4cPTvuCf0FFvrPo1Lryl1NyWS0qNoef9VCyly+4YiTPT0cGElop4ewBM5hoINN6Fe0XN7IxrhnN/LCGM6wlhGfVV8mpesHDMruNGb4dqlNIm4zfb7XGwtVZr67VLPnW3Eap8h7e3GcjRWdaVWCivJbVEVlbbAPtoC+xhLXKJn7IecH/snesZ/yOaaR9ge/hlpdJdI5qPomK7ctjupmTY7i565SdCIkor0oWVG0TNDOOPnc4Jr5jDNlxdcOaE1I7gso1ZmblUhqaRN7+U0169myGYEoTqNh59oxu1Lrms/lk49347Q/evap3JGCivJsgh7tnFo0zai6SEujr9G3+Rxrk0ekUZ3iWQ5qAamqx3CYWLaztl2YaJlI2jZUfTMGFp2FC0zhjPeg2q9M3sYKpYRyoksR31RtcvWfFVdHdiIRKctrvWk6b+ewbahqdVgS7eT2rBOOOxlbGzthZWWGS0EdVZS6nk5IIWVZEX4nc3sa/lVdjV8gSsTr0uju0RyNyh6If4h4533kJW8RXDp2bGCKXgGW3XmBVcY08iJrZz4qgO1grc0qTKEEIyPWly7mGJ40ETVoL3TQdd2Jz7/OrynFlLPe3DEz8+mnjua86nnO/Kp59IfuBRSWEnuCJcekEZ3iWQNEZobU9uE6do07wEb1ZxCz4yiZccK4stI9uKKni061NKDRR6uGfFl6zXyBlkm2LbgZn+WqxfTTE5YOJwK2+51sfkex5rnUt0+9byLZPAR0p4dFZd6Xg5IYSW5K6TRXSJZZxQV2wiRMULAtuLH7Ax6dhwtMzqn2jWGK/oeqp0uHCakgb7kmKbgxrVZQ7rXp3LfJ9y0bXag62s3tatmI4WgztnUc8+GST0vB6SwkqwKSxvdP0PA2VLqbkokGxvVgelsxnQ2F7cLgWrFiqYUpYG+NKSSNn1X0vRdmTWk73zAQ1OLgaKugaAqSj3vQc/cBMA06jdk6nk5IIWVZNWRRneJpMxQFGzdj637yc7Z6grIG+gnctv6FBnoL0gD/SoSnba4djFNf9+thvRVx87gSF7Jm8/npZ7XPUvGu2PDpp6XA1JYSdaMWaP7z3Jl4idcnvgXBouM7vtR5ackiaS0KHphSx9poF9dhBBMjFpcXQdD+uKp59351HPPqp5TsjBSWEnWHJdeI43uEkkFIg30d8bChnQnm+9xrp4hvSj1vAcj3Q/I1PNyQI64ZN24vdH97/NG909Jo7tEUgms2EA/imv6PVSxtIGeZBYtE1nf57NKWKZgqD9Lf1+GZNLG41HZ+gkHTS0Gmp4GopC5y5NM3sQ3+jbOeA+aOTkn9fzTpL07qj71vByQwkqy7ixsdP8+PeOvSqO7RFLpLNtAn/8630DfD3Xr3+tVo0GF3fNsbAyu7jnchdTzT5LxdGPL1POyQgorSUmRRneJpEpYloF+nIDXRTQaLU0fV0gyaTMymGVi1MQWEKzVaGwx1jTQ0x9qYCxTJ1PPyxgprCRlgTS6SyRVzBwDPeEwacZK3aPbsqAhfXOxIT29xN+4G/zBMIyV7/hIqkRYKZMRYn/xTZTnfh5RV1/q7kgWodjofpyL469Jo7tEIik5ti24OZDlak/OkG441sCQLrljhBBMpwcYiJ5hu+MRtBJOKFeFsNLeP038xI9R3j6M+9DPYD77c1g10iRdzuSM7k/TFfqkNLpLJJKSYZqCG70Zrl1c34R0ydLYwmQ0fpGB6HsMRs8Qz44C4PP62OT5ZMn6VRXCynz809Tdv4fp7/zfJN74R7RTR/E++Vmyj32aTE1ArqAoYxY1ugcfYXudNLpLJJLVJ52y6b28jgnpkmWRseIMRd9nMPoeQ7EPyNoJNMWgwXsvO8LP0+LfQ3vzVsZKOF1aFcIKQN+6A/t//X3UD99D/PWfMP1PL2O8/QY1T36ezN4HSQZrQJXl3HJmQaN7JGd07657jrBnmzS6SySSu2JdE9IlyyKWGWZg+gyDsfcYjV9EYOPUArQF9tHq30uj796ysohU3ZWi7NqD2Pn/oLx1GPPv/4KJV76J+9Rh6h57jtS2HSTqahGa3A+rnFnI6P5G9KW80f05WgP7pNFdIpEsm/VMSJcsjS1sxpNXGMxP8U2nc3kVNc42uvNVqTp3F0qZvs9XnbACUFQV5ZGnEPsOwev/SPKHf0vy5f+C794DhB98inTbJmL1ddiO6t2KoRJY2Oj+/+I1Gthe9zPS6C6RSBZF2IIhaUgvC7JWiuH4OQai7zEUPUvaiqKg0eDtZkvok7T49+BzNJS6m8uiKoXVDIrTifLcLyAe/RTi+98ldvzHxC+dJbD3cRruP0iqvp5YQxjT7S51VyWLII3uEolkJUhDenmQyE4wGD3DQPQ9RuLnsYWJoXpo9u+m1b+XJt/9OCpwf8OqFlYzKIEQyi/9FuKTz2P/3Z8z9daPiJ4/Tc2Dn6L+nl2kAwHi9WHSfrmDezkjje6SckMIgSUymHaKrJXCSGYRQpdewBIhDemlRQhBJNXHYPQ9BqJnmExdB8DnaOCe2k/R6t9D2LMVtcL3N6zs3q8ySssmtH/3HxAX3sf+mz8l8uNXmP7obYIHn6Euuomsy0WsISyN7hWANLpL7gQhBLbIkrVTmPl/WTuFaaUw7WShPWsnMa3UnOOSxb9jzbYLRNE5XHoNDZ4dNHh30ODdic/RKK/FNUYa0kuHZWcYjp/P+6XeI2lGUFCo82zl/sYv0urfg9/RsqFeA4oQQix92NozOLjKmynNIxwOr2j5pbBtxMkjiH94GSbH0XbuJfTgp3B7AliGTqw+vOGM7isdo0oiZU4VjO4ZK3ZHRveNPD6rRSnGyBZmQchk7WSxIMqLopn2bF7szBVFRb9jpRBYyzqvqhjoqhNDdaGrbnTVhaG5cl9nfp55TMt97/IY9I68y0j8PClzCgC3HqLBu4N67w4avTvwGg0b6iazUlbrGlpOQnolUgnvQylzisHo+wxGz3Azdg5LZNBVJ03e+2gJ7KXZtxuXHliz86/HGLW03H72QwqrJRDpNOL1f0T88O8gm0E/+BTBvY/hthVsVSVRV7thjO6V8IK9W0w7XTC6xzLDKzK6V8P43C3LGSNb2AUhY9rJW0TRQhWiuUIpaxWLJ1tkl9U3Ba0gfG4RPwVBNEckqS50zZ1vK/4dXXWhqSuvdsyMjxCCaOYmI/HzjMQvMBK/QNqaBsBj1FHv6abBuzMntBzVtVvE3b7OFjKkd251bBhDejm+D82kns9M8Y0nrwICt15Lq38PLf69NHi70dT1uU9KYZWnXIXVDGI6gvj+dxHHfgwuF/qnXiCwYz+eWAKAZChY8Ub3cnzBrhW2sBmMvkvP2KuMJ6/g0HxLGt2raXzmIoSNaadvFThFlZ+c2NEdCtF4ZIHK0ayAskRmWedVUPIix4muuudUg+aLnwUqRKrzlnZVMUpeCbrdNZS7MQ0ykrjASPw8o/Ee0lZuI2KvEaY+P23Y4OnG6wivd7fXlTt9nc03pHt8Klu2OzecIb1c3oeKU8/fI54dASDk6iyIqaBrU0lec1JY5Sl3YTWDGPwY+2//DM69A7X1aJ/9Ev6O7XgjU6i2Tcrvq1ije7m8YNebGaP7QPRdVEW/rdG9UsZnvmG6uPKTJGunMa3krSKpMG02/3fSwPLeJgzNjabMTo8VV4NmRNIcwaPNE0lzBJSmOEouhFab5V5DQthMpQcK1azRRA8ZKwaA12jI+7Ny/zxG7Vp3e11Z6etsIUP6lm7nhjWkl/J9KGPFGYp9wOD0mULquaoYNHrvpcW/hxb/A2VxPUphladShNUMMwZ3bvTC5q1oP/sr+Gqb8I6Oo5lmRRrdK0U4rBVzje6WyNLi30t33bMFo/tajo9lZ5ecDrvVMD1vCs2abRPYyzqvpjiKBM4t016aa07bfKE0/3ec1Nc3VPU1tBR3bEkQNpPpGzmRFb/ASLyHrJ2rlvscTTR4u/MVrR24jeBqd3tdWe4YVashfb3fp2+Xet7if4AW/x6afLvKLi9QCqs8lSas4FaDOw88hPqzX8Hj8OIbHcNIpSvK6F7twmqGW43uW+iue5bdXc8wMR4BcmVw004X/D5zp8OyhcrP7Q3TReZqO4ktlm+YLhI/mrsgam5nmL5dhUhXXaueUC+vocVZrfGxhc1k6uO8yDrPaOIiWTsJgN/RXFhx2ODtrrgMt8XGSAjBxJjF1Z6NZUhfCWv9GrOFzUTySmFj45nU84CzlVb/Xlr8e8s69RyksCpQicJqhiKDu5lBeexnUJ7/RVyo+EZGccbiFWF0lzfFYuYb3V16ACHEKhum3fPEj/O2hmlDc5V9vou8hhZnrcYnJ7T65kwdXsS0U0Duhtjg3VGIeHDq/lU//2qy0BhtdEP6SliLa2ix1PPcFF/lpJ6DFFYFKllYzTDf4K48+/MoT30WR9bCOzKKezK3vLpcje7yprgwOaP7Gcaz58mm7dsbpoumzcrHML2eyGtocdZrfGxhEUn2MhLvYSRxnrHEpbxXDmqc7YWpw3pPN07dt+b9WQlzx6haDOkrYbWuoZnU88Hoewzfknq+J5967l2FHq8/Uljl2QjCaoYig3tdA8q/+grK/kfRsybesTE845GyNLrLm+LiyPFZGjlGi1Oq8bGFyUSyN1/ROs9Y4nJ+daZC0NWer2btpN67veQ303A4zED/SFUZ0lfCnfv0bp963uLfS4t/D/WebWVfFV8OUljl2UjCaob5Bnf1538NZdu9KKaFd3y87Izu8qa4OHJ8lkaO0eKUy/hYtslE8mpOaCUuMJ64jCWygELI1VFYcRj2bF+3vdosSxCdshgeULnSMz1rSN/upLa+8m/2q8VKrqGFUs9BIezZSotvD62BjZd6DlJYFdiIwgpmDO6HEf/wlzmD+56HUH/2V1CaWsG2cUcmy8boXi5v+uWKHJ+lkWO0OOU6PpadYTx5rRBYOp68gi1MFBRC7k4a8oGlYc82DO3OLQxCCFJJQTxqEYvaxKJ27vtpm0TCBgGaptC22aBrmxNfoDoM6SthqWtobur5cPxDTDs9m3ru30Oz/4E1TT0vB0otrOTHgDVGUVWUh59CfOJQweBuf/A/oTz+GZTnf5FkXS3J2hDOaBTfyBg1gzfx3xwpe6O7RCLZOGiqI++76gbAtDOMJ68U4h0uTfyInvFXUVAJuTtpzK86DHu2LrjU3swKYlGLeNQmlhdRM99b5pzzauD1awRrNVo7DHx+je07G4gnJtfrqVc8t089D9FRc4jWdU49l0hhtW4oTifKc7+AePRTOYP74VcRb71RMLinAwHSgQBGIol3ZBTv6Bje0bGyNbpLJJKNi646aPTupNG7E8itkB1LXGY0foHh+AV6xn7IhbEfoKDh1zrx2tswUtuwpjpJRjVSyeKJELdXxedX2RR24PNreP0qvoCGy63cMg3l9ujEE+v2VCuSxVLP761/gVb/XoKujg03xVcpyKnAEnE7g7uS91hp6cytRveGMGnf2hndy22Myg05Pksjx2hxKnF8MunclF1seqYCZTMdixOzr2J6LmN7L2O7PwbFBqHhtjup0bqp9+ygObiVgN+FtoIVfJU4RnfLSraNyhChb/z0nNTznYVIhHJIPS8HSj0VKIVVibmdwX2G9TS6l+sYlQtyfJZGjtHilOv4WJYgEZszbTc9+302M3uLUFTwelW8ARWfX8PnV/H6NZzeNNPmZUYTPYwkLhBJ9iIQqIpBnXtLIbC0zr0FTTUW7Uu5jtFcFt82aiYkeG22jXIboYJfqtG7C0Mrr9TzckAKqzzVKqxgCYP7DOtgdC/nMSoH5PgsjRyjxSnl+CzHOD6D06UURJMvL6K8fhWPV0VdRtxBxkowlrhUMMNHUtcBgaYY1Hm2FgJLa91b0NRiR8pajdFyto2aK4qK2+5m2yhjdkuo224kPj8UOP+9VhwgrKlOGuS2UUtSamElPVZlwFIGd8UfAFWVRneJRLIkd2Mc9wVyYsow7s5u4NA8+b3kHgBym/eOxi/mhFaihw9H/p6c0HIQ9mwrxDvUujsLf8MWVl7MrGDbKDu9QPtKt43Si8WN6sKhevEYdQvvkVkkfmYEk7Ow3ZSqyJWN64oQuX8lRAqrMqJgcD801+B+GOW5n0f55PMohgMUZY7RPYF3ZEwa3SWSKkPYgkTCJjZt31KBuhvj+Frh0Ly0BvbSGtgLQNqM5aYN81vwnBv5GyC3KbjjspuMmcjnai2Ngjpv38ycwHHpwQU2DS/eTPzWjcTdt1TQJJWBlk7jjkziiUzCFhMci085ryXyCipDlJoQyld+C/HU89h/+2eIv/0zxOFXbzG4Zz0eJjdvIjrH6O6JTK6L0V0ikaw9CxnHY1GLRMzGnjMTZRgKXr9KuFGfFU9+Da9PXZFxfL1w6j7aAvtoC+wDIG1GGUn0MBq/iMOpYWWYt03UvKkybY4QqrJtoySzqNks7skp3JFJHIkkAsj4vKgOB8v1rK0F0mNVASxlcJ/htkb3UHBZAquSx2g9kOOzNHKMFmeh8blb47jPr+Jwrl/1aa2R19DiVPv4KJaFa3Ia9+QkzmgMBci4XSRDQZLBILbDkB4rydIoO3aj/u//V8Hgbv+fv72gwV3oGrHGBmL14YLRPfRxP4GhYWL1dSVLdJdIqp0Z4/hgf4LB/vSyjOPNbcYdGcclkg2HbeOajuKOTOKajqIIgelwEGusJxkKYrrKa2WkFFYVwrIM7jMsaXQPY5dw/lki2agsbRyfBhYxjvs0DIcUTxIJQuCIxXFHJnFPTaFaNpauEa+rJRkKkvW4y9bqIoVVhbEsg3vhYGl0l0hWm4JxPGoTn16+cdzr12htC2GJ2LoaxyWSikEI9GQKT2QS9+QkWtbEVlVSNQGSoSBpf2X4hqWwqlBua3D/2V/OGdznXXxFRvfRMTwTCxjdJRJJgSLjeCy3Au9ujePhsIexMblfi0QyFy2dyVWmIpMY6TQCSAf8TLUESdcEEKschr3WSGFV4Sgtm9D+59/JGdz/+k8R3/7PiNe/j/pzv7qgwd1yOphuayHa1Fgwutdd7SPrcqEkU+gKufnqCvhUIJHcLXdiHG9sMTascVwiWS/UrIlrMheP4EgkAUh7vUzW15EM1iD0ypUny+p5LBbjW9/6Fh988AF+v58vfelLHDp06Jbjvv/973P06FFGR0fx+/0888wzfO5zn1v1TktuRQDHrfsAACAASURBVNmxG/U//BfEySOLGtxnWMjorl+6QgNgaRoZn5e0z0vG58N0OaXQklQsd5I4Lo3jEsnqo1gWrqlp3JHZFX1Zl4vp5iaSoRqsDRJyvSxh9Z3vfAdd1/n2t79NX18ff/AHf0BHRwft7e1Fxwkh+NrXvkZHRwfDw8O89NJL1NXV8cgjj6xJ5yXFKKq2sMH9iWdRnvtiscF9hhmje10tYa+P+I0bOKOxnGlwKme0tXSNjM+XF1peTKcUWpLyY75xfG7u07ISx6VxXCJZfWwbZzSGJzKJc2oaVQhMwyDWkF/R5y6vFX2rwZLCKpVK8fbbb/ONb3wDl8tFd3c3+/bt49ixY3z5y18uOvbzn/984fuWlhb27dvHxYsXpbBaZ24xuL/xz4g331jY4D4Xt4tkbYhkbQjIzXs7YjGcsTjOWBz35BQAlq4XRFba58NyOqTQkqwLd2Mc95UgcVwiqUqEwBFP5HxTk1OoloWlaSTrQiSDQTJez4a+ZywprIaGhtA0rSgMq6Ojg/Pnzy/6e0IIenp6ePrpp+++l5I7omBw/+Tz2H+3tMF9PpbTQdKZq2YhBFomgzMWz4mtaBzPjNAy9MK0YdrnzZVzN/CLRrL2zBjHC9N3q2Acl0gka4ueTOZN6FPo2Sy2qsxZ0eevmvvCsipW7nlL8j0eD6lUatHf+5u/+RuEEDz55JMLPv7666/z+uuvA/CHf/iHhMPh5fb5jtB1fc3PUbaEw7B7L+n3TxP7s/+K+e3/jHbkVfz/5t/h2Lm7cNhKxsgSAiuRRI1EUPKrOTyRnNASTid2KIioDWGHgrBBIh2q+hpaJiu6hixBdCrL1GSGqUiW6ckMU5O5n9OpWfWkquCvMaitc7N5i0FN0EFN0KAm5MDpUiuq+iSvoaWRY7Q4ZTc+ySTqzRHUm8Oo8ThCURB1tZhNjdj1YXRNww/417FLpR6jJYWVy+UimUwWtSWTSVyLJJ2+9tprHD16lP/4H/8jhrFwEOXTTz9dVM1a6/j5at8GAIDWTsRv/x8oJ49g/sNfEvnf/i3sPZgzuDe23NkYuZzQ3AhNDejpNI78tKFjbAz95jAApmGQ8c96tCrVoCivoaWZP0ZCCNIpQWzetF0sapOIL2wcb2zRlzCOZ4AMsXicWHzdntqqIK+hpZFjtDjlMD6qaeLK79HnjOfiQ9JeD8m2FlLBGuyZFX2RSEn6V/Zb2jQ3N2NZFkNDQzQ3NwNw/fr1W4zrM7zxxht873vf4/d+7/eoq6u7wy6vLpm0zfBgkljcQjdA1xV0Q0FVqahPu6tBkcH9X76HeO3vsN8/hfLEs9hf+epd/GEF0+XCdLlIhOtyQW+p9KxHa2oaz0TuRWY6HEUeLZkCX5nYtsDMCkyT/FfBdCTK0EBqzgq8YuO4qoHPrxIMabRuksZxiaRSUCwb13R+Rd90NL+iz8l0cyPJYDDntZUAy6xYPfjgg7zyyit89atfpa+vj9OnT/PSSy/dcuzx48f57ne/y+/+7u/S2Ni4Jh2+E8ZHTd756cAt7YoCuqGg6zmxpeUFV054zQowXZ9t025py/++oVTUcmzF6UR5/ouIRz9dMLiPHv8xysNPoXzqcygNt1fjyzuBgul2YbpdJOrDeaGVynu0cisOvTNCy+ko8mjZt6lySu4OYedFkJkTQTNiaEYcWTM/z2mbe5w1r22u12mWGCCN4xLJhkAInNH8Hn1T06j2zIq+8OweffL1fAuKEEIsdVAsFuOb3/wm586dw+fz8eUvf5lDhw5x4cIFvv71r/Pyyy8D8LWvfY2JiQn0OcFejz76KL/xG7+xZEcGBwfv4mksTjplg+1jfHwSyxSY2QVuLvlP3dYCbUuPUA5VnSu85gmzOQJsRpRpC7TN/V1lHYWaGOrHcfRVUkdfA8uCPQdRP/0CypbuNTphbuuC3IrDXLyDmr9TZ53OOTla5SO01rsEL4TAWlAIzYoby5zXNu84a06bZS3/3IUPFnOuYW2BtrnXr2YoNLfUks1OS+P4bSiHaZxyR47R4qz5+Mys6JucxBWZQrMsbE0jGawhGaqMFX2lngpclrBaD9ZSWMGdD7QQuU/mt9zUzLkijHmf/mc+4XNLm2lS5CtZDFWbL84WuLEZc6ptCwm4mZuevvS0ZzgcZvTKJcThf0YceRUScbhnJ+ozL8D9B1DWclsBITCSqcLUYZHQcjkL04YZn3d2/n6dWeoaEkJgW/MFzq3XhrXg9cKcx2d/d7lo+vxrY47gWeQa0vRbrxdNu/MpcnlTXBw5Pksjx2hx1mp89GQqH48wiZ7JYisK6ZoAiZk9+ipoW5lSC6vKzYxfJxQld6PRNAXnKvw9IXKVA2uhCsSSVYmcEThu2kU36eWi3a6Klv/e4xkllXJBxxdQvvQcwQuHqf3gVRz/39dJ1zQzsfs5prY/htDXci7dC3hREPhJU0uS2mSSYDKCd2wCgKhwMIGbiHARwU0WbQ37M4vTOUosmrhlimyuiF52dVObK3By3ztdCl5dXVY1U5v3fyin1yQSyUrRMhnckZwJ3Uilcnv0+X1EmxpJ1QQQ2vq8t64GwrLg6gXE+6fIPPYpaFzYB74eSGG1zijK7M3RuQqBs0XTRdnbVEoKAu1WQZBMgJkXamAyW8DUuFHzNMojT9Jw8zSbr71K87HvUHfyFW50fIobHU+Tdaz1AloN8AE+FARhZ4ZmV4pmd5pW5zQd6hRCwETGYCjl4mbKyc2Ui4y9Np+sVNVEVUVB7BgOBbdHXcR/x7yq4WxbJfnxJBLJxkExTdyTU7gjUzjjuWW1GY+bydbm3Iq+MrFeLAeRTMBHZxDvn0KcexfiUdB0sm0dUlhJ7hxFyd+sDQXuMi7q9uXTZxDi03DpQxw/+ge2nPt7tlz/AcrDT6+O0f0OGLFtHIkkjlgcXyzGvfEYu0QU8f+3d+excZX33sC/z1lms8fr4CwmCySBEGhJIeuFkAQCpQHaQnNBpfCGm5KKtCoglar9B910uaibbtWFLkoiVcpL9YZLdEt7q0Ju9KpJGwTkFkhISMlWJ8RxvMSxE89+znnuH2c8nvFsTnzsc8b+fiQrM3OOx49P7PF3nuf3PA+AdDCQtwWPU++6OERBRNVIWJY9M3twjz4pkfb7cXHqFMQbq2tGn+zphDywH/Lg28CHhwDTAGrCEB9bBLFwCbDgE6iZMRNxF1+rGaxoRIQQwPUfg3r9xyDPnobc9TvIv+6C3POnsS90L0ZRkMoEpwG0ANmgZddo1fScR213TyZoBZEKZ2q0akJV1b1NRHRFpIT/0kDOjD4Lpq4hGmlGbHCPviooIZCWBZw6Dvne23aYOtNmH5jaCrHmAYiPLwHmzIfw0Os6gxVdNjF9JsQTT0N+9rFsobv1zhvjV+heTF7Qgh20orHsFjw13edR25UJWqFgthA+VVMDqVZPUSYRUUlSQo/Fs3v0qYYBS1WGZvTV1lRHmEomgb8fsIf4Du4H+i8AQgHm3QDxz/8C8fElEFNb3W5mSQxWdMVEQxPEg49Dfmod5L7dkP/9KqwXXwCmtELc8xmIZashfE6U/F8BRUEqXItUuBbAFAjLgh6NwZ/p0art6obo6raDVk0Iycysw3RNCLKKZr8QEWmJxNAefakUpBBI1IURb2xAoi5cFTP6ZF8v5MH9dpD64D0gnQICQYgbbwEWLoG46VaI2jq3mzkiDFY0aiIQhLjrAchVayHfeQPy9f+E3P4LyN+9BHHnfRAr10KE3f2FkDlB6xLsVYR90WhmC54B1HZ2I9zZDSkEUqHgUI1WTagqXpSIaHJRUmkE++x9Wn3xnBl9U1qQaPD+jD4pJdDelhni2w/846h9oLkFYsU9EDcvBq67CUKrnmL6QQxW5BihqhCLV0Auuh04egjW6/8J+epvIf/0CsRtayDWfAaiZZrbzQQASFVBsi6MZF04E7RM+KKxbI1WbWcXwp3IBK0QkuEaCAj4Lg243XRPE34/lHTaXmusCoYciKqGlFCTKSjtZ9H80Rn4BqIQsGf09bdOQ7wKZvRJIw0cPWSHqQNvA73d9oFrroP47GMQNy8BWmdV/fIxDFbkuLxC9/bT9p6Ef9kF+WeXCt1HQKpqYdAa3FB6YADhc10Q57rgoT3lvenEPzAV9hq4lq7D1DWYug5L12Bq9v3Bxy1dh2WvRup2q4m8QUoohgEtmYKWTEJLJO1/k0moyRSyvyl+Hy5NbcnM6HOp3GKE5MBFeymEA29DHn4HSMQBnw+4YSHE/Y/Ys/kamtxupqMYrGhMidacQvf//1+Qe/7kfqH7CEhVRbK+Dsl6ewhTGCYifj/6+/pcbpm31dfUIHq+F6qRhpo2oKTT9h+FgSiUInvqSCFgalphCMsLY7o9wYABjCYKy8oEplReeNISyeyOE4D9+2H4fUgHAojX18MI+FE7bSq6EwlP/z7Ic+124fmBt4DjfwekBdQ3QixeYfdKzb8ZwuOBcDQYrGhciIYmiIf+D+Taf/ZeofsISE2FbGxA6nKWup+EZCSCWKnFTy3LDluZ0KWm01Ay/6rpNLREEv6BAShm4e7OUoic4KWXDGNSYQAjj5DS/rlOJqEmknm9UGo6jdyfUlPXYfh9iDc1wPD7sx+mTy/4ea4Jh4Fkcny/lwqGVj3fbw/xdbbbB66+BmLtOoiblwKz5njyTfRYYLCicVUNhe40RhQFpt8H0+9DusxpwrKgpId6vLIhLBPItHgC/nQ67539IEsRsDK9XMOHHU1tKIR5vbCXqocwzfxep0wvlJpMQsnZ48pSFBh+P1K1ofzw5PdX5ZIvQ6ue74d8/3+yq57j+o/Zr+U3L4FobnG7ma5gsCJXVFOhO40vqSgwM39wyhGmOdTjZRgFYcwXi0MxLkKxCjdwtBQlf9gxE7qGhzEuvUEAsoXjuUN2gz1Qas5u6RKA6fPBCPiRDNcMBaiAf0JM6JDnuzJDfEVWPb95MXDjLRDBkNvNdB2DFbmqYqH7Jx+EuPZ6t5tJHiRVFaaqwgyUCWBSQljWsGHHTPjKhDFfNAo1bUAU2UHbUhWY2lAAyw1jpq5lesc0LskxEYy0cByAqaowAn4k6sIw/X4YfjtMGT7fhPpZyK56Phimclc9v+sBu17KY6ueewGDFXlG+UL3B4GPL540Y/TkECEgVRWGqgLlNj2XEsK0Mr1fQyEsN4z5BqJQjVIBTM2vAcsU3ucX4vPl1hNGUThuZEKUnMD/l9W+6rkXTNyfDqpaeYXuf/1vyN2/h/Xivw0Vui+/E0Kvnk1DqQoIAampMDQVRrkEJiUU0yysAcsJY3oiCWVYcXL20/UP0SIEpKJCqgosRYFUFEhVtW+r9n0rc1wqCixVzZyTf6zah5XG1BgVjk9Usv+Cver5gbeBI+8Bqepd9dwLGKzIs0QgCLHm05Cr7yte6L5qLX/ZaXwJAUvTYGkajGCZ8zLDSkomdA2GsBpNRyoatQv0TROKaUKk7EJ8YZoQllU0kBX9EkLAUhU7pClK5vbwkFbuWH6Aq8YQMVkLx0cru+r54Cy+3FXPb7sbYuGSql313AsYrMjzWOhOVUcIewFUXYeBoQQWiETQ19NT+vOkhMgMSwrLhDAtO3Tl3s4cU0zLDmI5txVjMKiZmfNGHtSyvWfZIJbTq1YQ0gqP5QY2R4Na0cJxO0RNpsLx0cpb9fzgfuB8l30gu+r5YqB1dtWveu4FDFZUNUoXur8G3LIMyj0sdKcqJwSkEJnZiA68PGeK90UmkOX2jOXdzglpuQFOSaeh5Qa4IjMsi35ZIDt8aSlqzm2716xkgFMUKMkU6nrOT/rCcSfIgYuQh/4GvFdk1fP7Hp6Qq557AYMVVaWihe5/Y6E7UZ5M8b5UVUAHCte+v0yDQc207F6xYoEtp7dteIDTUmkIKznUy1ZkIgAA1EzSwnEnZFc9P/g2cOzIpFv13Av4E0pVjYXuROMoJ6hZcKD+JjPsmTt0Wd9yFXoGBib90N1I2aue/30oTJ0bXPV8dmbV8yXArLl8ozmOGKxoQmChO1EVyszGNJGzDlIwCESj7rWpCsh4DPjgXbte6tD/AAM5q56vntyrnnsBgxVNKCx0J6KJRg5cBE6dgGw7hgttR2G9/w5XPfcwBiuakFjoTkTVSEYH7NXOT52APHUMaDs+NIMPgNk6i6ueexyDFU14JQvd5y2Acg8L3YnIHTIWBU6fgDx1PNsjhe5zQydcNRVi9jxg1acgZs0FZs1BZOZs9JRbsoNcx2BFk8ZQofs6yL/uHip0n9oKcfdnIZavZqE7EY0JmYgBp09Cth3P9kihs33ohOYWu8j89rshZs8FZs5hXWiVYrCiSUcEQkOF7n/blyl0fxHyd/8X4s77IVZ9ii9oRHTFZDIBfJQTotqO2yFqcHmJxogdopavhpg1x74drne30eQYBiuatISqQiy5A3LxipxC95cg//QfdqH73Z+FuGqq280kIg+TySRw5h85PVHHgY4z9vpRANDQZAenJXdAzLaH80Rdo6ttprHFYEWTHgvdiWgkZDoFnGnLhKhj9nDe2dOAlQlR4Xpg9jyIW/4J2RDV0Oxqm2n8MVgR5ShX6J544BFIzQ8Egvkfms79tYgmGJlO2xsVnzqRGc47ZocoM7N+fW0dMHuuvWbU7LnAzLlAYzNfC4jBiqiYYoXu/f/+r8VPVlXAHywMXIEghD8wdN8fBAIh+/Ei5w6eI7hlB9G4koYBnD2V6YnKzNI702avFQUANWF7OO+eW2H3RM0DmiIMUVQUX8GJysgtdG/oP4++c+1AIg6ZiNsbmg77kMmEfTsZB/ov5J83+CINe5PakjQtJ4gNC2qBTDjzF3k8N8TlHlO4zg3RIGmaQMfp/Nl5H/0DMNL2CcEauyfq7s9gcHYeIlMYomjEGKyIRkCoKvTrFkA02dtEXMlLrEynMyErZgevYoFseFAbDGmxKNDbkx/UBotjUSGo+XxFQlpoqNesoFetTI+aL8A1v6hqSMsEOtqzC23KU8ftEJVO2ScEQ/ayBnfeb4epWXPttaMYomgUGKyIxonQdUDXgXDhUg6X+zIupQRSqYKAhmTp3jQ7wGVuX+yD7O7I+bzE0FRwVAhq/iKBLBPGLjY0woIo3qM2LLzZQc3PP2LkCGmZQOfZ/Nl5p08CqaR9gj8IzLoWYtWn7GG9WXOBlml8o0COY7AiqkJCCMDvtz/qGvKPXcHzScuy/wDlBLS8XrNh4a2gR63vPGQijmQqaa8mPfjHbPD5S34jChAIlBn2HBbE/IH83jZOJJiUpGUBXR12eGo7Dnn6OHDqpP2zCAA+PzDzWogV9wz1RE2ZzmFxGhcMVkRkv2sfDCfDj13G80QiEfT09Ni9B4lEQRDL6zUr16PWczE/0A3Wv2SUDGqcSDDhSCmB7g67FmpwOO/0CSAes0/QfXaI+qc7MyFqHjCtlSGKXMNXDSJynFBUIFRjfww/dgXPJw0jJ6Al8urUSk8kyLnf1zt0XjI+NGUelSYS6EWHPStOJMgLaIGSoZXySSlhdp6FfPftzCbE9rAeYlH7BE0HZlwDsXSVvUbU7LnAtJnciJg8hcGKiDxPaBqghe1p78OPXeZzSSntHrBhAa3S0Gf28egAcL47MwyauKyJBJ3ci7I8aaHHyMyeVTXg6tkQi1ZkeqLmANNnQmi6u20kqoDBiogmFSGEPXyk+xyeSBArPqsz5yOoKYjH4s58IxNU7TVzEY1MBabPsid8EFUZBisiolHIn0iQvwfc8JAWjkSQ7OkZv8ZVoVAkghivEVUxzjMlIiIicgiDFREREZFDGKyIiIiIHMJgRUREROQQBisiIiIihzBYERERETmEwYqIiIjIIQxWRERERA5hsCIiIiJyCIMVERERkUMYrIiIiIgcwmBFRERE5BAGKyIiIiKHMFgREREROYTBioiIiMghDFZEREREDmGwIiIiInIIgxURERGRQxisiIiIiBzCYEVERETkEAYrIiIiIocwWBERERE5hMGKiIiIyCHaSE4aGBjAL3/5Sxw8eBDhcBiPPvoobr/99oLzDh06hJ07d+LkyZOora3Fiy++6HiDiYiIiLxqRD1WW7duhaZp2LJlC55++mls2bIFH330UcF5gUAAq1evxuOPP+54Q4mIiIi8rmKwSiQSeOutt/DII48gEAhg/vz5WLRoEfbu3Vtw7ty5c3HHHXegpaVlTBpLRERE5GUVg1VHRwdUVcX06dOzj82aNatojxURERHRZFaxxiqRSCAYDOY9FgqFkEgkRvWFd+/ejd27dwMAvve97yESiYzq+SrRNG3Mv0a14zUqj9enMl6j8nh9KuM1Ko/XpzK3r1HFYBUIBBCPx/Mei8fjCAQCo/rCa9aswZo1a7L3e3p6RvV8lUQikTH/GtWO16g8Xp/KeI3K4/WpjNeoPF6fysbjGuWO4g1XcShw2rRpME0THR0d2cdOnTqFGTNmONO6cZA2JVKG5XYziIiIaIIbUY/V0qVLsWPHDjz11FNoa2vD/v378d3vfrfgXMuyYBgGTNOElBKpVAqKokDTRrSqw5g5cC6K7/y/DxH2q2gKavkfIfvfxuDQv5oiXG0vERERVacRJZ4nn3wSv/jFL7Bx40bU1tZi48aNmDFjBo4cOYIXXngB27dvBwAcOXIE3/rWt7Kf99hjj2HBggXYvHnzmDR+pKbW6nhy2UycOX8RvXEDvTEDp/qS6EsYsGT+uQJAXUAtCF+NgaEQ1hTU0BDQoDKAERERUQ4hpZSVTxt7Z8+eHdPnLzbmaloS/UkTFzJhqzduoDeezoYv+76B/oSJ4RdJEUB9QCvZAzb4URdQoYjqCGAcuy+P16cyXqPyeH0q4zUqj9enMrdrrNwdo3OZqohsAJrTVPo805LoSxgFgas3buBC3EBPLI2jPXH0J83CryGAhuHhq0gAC/tViCoJYERERFTcpA5WI6UqAs0hHc0hHWgufV7aLB3AeuMGzl1K44OuGC6lCgvpNQUFw41NQb2gBqzWpzCAEREReRSDlYN0VeCqGh1X1ehlz0uZlj38GC8ewj7qT+FgZwzRIgFMV0RBb1e2DiznfkhnACMiIhpvDFYu8KkKptT6MKXWV/a8pGGVDF8X4gba+pJ452wU8SJLSfjVwgDWmDcMqaMpqCGoj2i7SCIiIhoBBisP82sKpoV9mBYuH8BiaRMX4qZdeB8zcCGRH8SO9ybQGzOQNAvnKQQ1JdvbFQl3Q7EMBHUFQU0p/m+Rxzg7koiIyMZgNQGEdBUhXUVrXekAJqVELF1+CLKtN46BRApxw0I8bRUsRVGKTxUFwStQJoiVuh3IfB6DGhERVSsGq0lCCIEan4oan4qr6/1Fz8mdoiqlRMqU2ZAVT1tFbyeMYccy/15MmuiMprPnJwyrYMmKUvyqGFEoCxQ9pg4LeIK1ZkRENG4YrKgoIQT8moBfU9Awum0hAQCWlEgadlBLlAhpccMsGeJ64wYSl4buJ4yRxTQB5PWeFYSxkfasaQpq0/aOAgxqRETelDYtJNKFSx+NJwYrGheKEAjqdk8UgqN/PtOSSJrle9Oyt3PuD/aw9cTSeeekitSfFToORdh1aYFKoWyEgU1XOXmAiKgSw5JFS1kuDFvW6FLSxFdXXIM1M4uPzIwHBiuqSqoiEFLs2jInmJYsOqSZG8oUXwA9/QNFQ1x/PJ0X4owRFqhpCnKCl5oJbMOHQtWK9WmcSEBE1ShvAe5htb+5oak/UdgLpYih9R+n1upYcFUQTUENH59eByA5/t9MBoMVEeygVutXUesvHdQuZ5uEdLY+zSwZ1ErVqcXSFs7HjbzHRjqRQFdGVp9WtmYtZwICgxoRXQnTkriYNEv0Lg1tHddXYcu4SEjHdc3BkjuWFHuNikTC6OlhsCKaUHRVQFdV1JUJaiNVaiJBokJgKzaRYDDEjdVEgsZOE5cGLo36e56o6rpMGIlofi9kzvXUGGTJ4ywpcWlYYBq+xuLgsj/F3hDWB9RsMLq2MVCwu0hTUENDQKvqN3UMVkQe5/REAiklkqYsX582bCJBIi2zj11IGDhbciJB5+gbOKGdK3t0eI/jlSxbkg267HGkyyClxKWUhd5YumjtUm6vU7GS1Dq/mg1IM+v9hT1MITswTYY3DwxWRJOMEAIBTSCgKWh0eCJBfUMjensvjP5JJ6i6hgZ0dJ8vvlRJidsDKRPdg0uXGPbnXdYac5e5lly5YwpnxFYdKSWiaavkDh65jxWrDa31KdlwdHV9CE1BHY3BwV4nPROmVE7EycFgRUSjkjuRIFIXgJYqv1fmZBZpCCJgjK7bMTs0XCSIxXIDW8FxE3FDoi9houNSOq/GbyQE7N0gigavMj1noRJBzadyjbnRkNIuDyg2HNcby+9xKjbruUZXssNvC64KFt0CrTGowa8xMF0uBisioiqSNzTswPNZUlbsPUsYpY9lly7JPDaypUvsAuVAsVAWOIdUKu3AdzYxSeUsui7G7bX9iqznF9CE3ZMU0nBdJJgXlJozQ3KNQQ0BBqYxw2BFRDSJKUJkt8VygmnJkjNeK020iKctGEkThssLPHpZ0K/i2qYAFg3rXRrscXLq/5GuHIMVERE5RlUEan0qan1X9gf+cpY1mYx4fbyPfYFEREREDmGwIiIiInIIgxURERGRQxisiIiIiBzCYEVERETkEAYrIiIiIocwWBERERE5hMGKiIiIyCEMVkREREQOYbAiIiIicgiDFREREZFDGKyIiIiIHMJgRUREROQQBisiIiIihzBYERERETmEwYqIiIjIIQxWRERERA5hsCIiIiJyiJBSSrcbQURERDQRTJoeq29+85tuN8HzeI3K4/WpjNeoPF6fyniNyuP1qcztazRpghURERHRWGOwIiIiInKIunnz5s1uN2K8XHvttW43wfN4jcrj9amM16g8Xp/KeI3K4/WpzM1rxOJ1IiIiIodwKJCIiIjIIQxWREREYeMe/AAABfxJREFURA7R3G7AWHvttdfw5z//GadPn8Ztt92Gr3zlK243yVPS6TS2bt2K999/HwMDA5gyZQoeffRRfOITn3C7aZ7x05/+FIcOHUIymURDQwM+/elP46677nK7WZ7U0dGB5557DkuXLsXTTz/tdnM8Y/PmzTh27BgUxX4v29TUhJ/85Ccut8p79u3bh1deeQU9PT1oaGjAl7/8Zdxwww1uN8t1jz/+eN79VCqFT37yk9iwYYNLLfKmrq4ubNu2DUePHoWmaVi2bBmeeOIJqKo6ru2Y8MGqsbERDz30EA4cOIBUKuV2czzHNE00Nzdj8+bNiEQiePfdd/HjH/8YP/rRj9DS0uJ28zzhwQcfxKZNm6DrOtrb27F582Zcc801LCAtYtu2bZgzZ47bzfCkDRs2MJCXcfDgQbz00kt49tlnMXfuXPT19bndJM/Yvn179nYikcDGjRuxbNkyF1vkTdu2bUNdXR1+/etfIxaL4Tvf+Q5ef/11rF27dlzbMeGHApcuXYolS5YgHA673RRPCgQCePjhh9HS0gJFUXDrrbeipaUFJ0+edLtpnjFjxgzoug4AEEJACIFz58653Crv2bdvH0KhEG666Sa3m0JV6OWXX8a6detw3XXXQVEUNDU1oampye1mec6bb76J+vp69uQV0dXVheXLl8Pn86GhoQELFy7EmTNnxr0dEz5Y0eXp6+tDR0cHZsyY4XZTPGXr1q147LHH8Oyzz6KxsRG33HKL203ylFgshpdffhnr1693uyme9dvf/hZf/OIX8fzzz+Pw4cNuN8dTLMvCiRMncPHiRXz1q1/FU089hW3btnGUoYg9e/bgjjvugBDC7aZ4ztq1a/HGG28gmUyit7cX7733HhYuXDju7ZjwQ4E0coZh4Gc/+xlWrlyJ1tZWt5vjKU8++SQ2bNiAo0eP4vDhw9A0/urk2rFjB1avXo3m5ma3m+JJX/jCF3D11VdD0zTs27cP3//+9/GDH/wAU6dOdbtpntDX1wfTNPHmm2/i29/+NlRVxQ9/+EPs3LkTn//8591unmd0d3fjgw8+wKZNm9xuiifdcMMN2L17N9avXw/LsrBy5UosXrx43NvBHisCYL9j/PnPfw5N01gQWYKiKJg/fz7Onz+PXbt2ud0cz2hra8P777+P+++/3+2meNa8efMQDAah6zpWrVqF66+/Hu+++67bzfIMn88HALj33nvR2NiIuro63HfffbxGw+zduxfz589n/WsRlmXhhRdewNKlS7F9+3Zs27YN0WgUL7300ri3hcGKIKXEr371K/T39+NrX/sae2MqsCwLnZ2dbjfDMw4fPozu7m5s2rQJGzduxB/+8Ae89dZb+MY3vuF20zxLCAGuzTyktrYWzc3NecNbHOoqtHfvXqxcudLtZnjSwMAAenp6cO+990LXdYTDYaxatcqVcD7h/4KapgnTNGFZFizLQiqVgqqq4z790su2bNmC9vZ2PP/889l3jmTr7+/HoUOHcOutt8Ln8+HgwYPYt28fnnnmGbeb5hlr1qzBbbfdlr3/+9//Ht3d3di4caOLrfKOaDSKY8eOYcGCBVBVFW+88QaOHDmCJ554wu2mecqqVavw2muvYeHChVBVFX/84x9Zy5jjww8/RG9vL5YvX+52Uzyprq4OLS0t2LVrFx544AEkEgns2bMHM2fOHPe2TPhgtXPnTrzyyivZ+3/5y1+wbt06PPzwwy62yju6u7uxe/du6Lqe94fwS1/6ElasWOFiy7xBCIFdu3Zhy5YtkFIiEolg/fr1WLRokdtN8wy/3w+/35+9HwgEoOs66urqXGyVd5imiR07dqC9vR2KoqC1tRVf//rXMX36dLeb5imf+9zncOnSJTzzzDPQdR3Lly/HQw895HazPGPPnj1YsmQJgsGg203xrOeeew6/+c1v8Oqrr0JRFNx4442uTKjhXoFEREREDmGNFREREZFDGKyIiIiIHMJgRUREROQQBisiIiIihzBYERERETmEwYqIiIjIIQxWRERERA5hsCIiIiJyCIMVERERkUP+FzgoRcE0EdXYAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xek7XmyjFxum",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 537
        },
        "outputId": "8a36ebad-6850-4c8f-afd1-709ff8fd8cf5"
      },
      "source": [
        "contador = 0\n",
        "\n",
        "for i in porc:\n",
        "  if contador>0 and contador<=9:\n",
        "    modelo = sm.tsa.ARIMA(porc[i].iloc[1:], order=(1, 0, 0))\n",
        "    resultados = modelo.fit(disp=0)\n",
        "    predicted = resultados.predict(start=1,end=9)\n",
        "    plt.plot(predicted, label=i)\n",
        "  \n",
        "  contador = contador + 1\n",
        "\n",
        "legend = plt.legend()\n",
        "legend.prop.set_size(14)\n",
        "plt.show()"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XBkrTevFI1IZ",
        "colab_type": "text"
      },
      "source": [
        "## **Salarios en el mundo de la Tecnología**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0oKG4GPDIz8z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "outputId": "b24854a2-53bc-41bd-c436-9debbe435f37"
      },
      "source": [
        "# Cargando los datos\n",
        "salarios = pd.read_csv('SalariosExperiencia.csv')\n",
        "salarios"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Experiencia</th>\n",
              "      <th>1 - 2 years</th>\n",
              "      <th>11+ years</th>\n",
              "      <th>2 - 5 years</th>\n",
              "      <th>6 - 10 years</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2011</td>\n",
              "      <td>71622</td>\n",
              "      <td>170335</td>\n",
              "      <td>91853</td>\n",
              "      <td>123323</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2012</td>\n",
              "      <td>71987</td>\n",
              "      <td>171333</td>\n",
              "      <td>88455</td>\n",
              "      <td>119103</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2013</td>\n",
              "      <td>79877</td>\n",
              "      <td>174022</td>\n",
              "      <td>92836</td>\n",
              "      <td>127864</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2014</td>\n",
              "      <td>61333</td>\n",
              "      <td>176075</td>\n",
              "      <td>88771</td>\n",
              "      <td>122471</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2016</td>\n",
              "      <td>49130</td>\n",
              "      <td>174200</td>\n",
              "      <td>76083</td>\n",
              "      <td>115870</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2017</td>\n",
              "      <td>40572</td>\n",
              "      <td>93313</td>\n",
              "      <td>48922</td>\n",
              "      <td>63339</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2018</td>\n",
              "      <td>114074</td>\n",
              "      <td>257908</td>\n",
              "      <td>139341</td>\n",
              "      <td>178806</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2019</td>\n",
              "      <td>174168</td>\n",
              "      <td>309416</td>\n",
              "      <td>182497</td>\n",
              "      <td>222609</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Experiencia  1 - 2 years  11+ years  2 - 5 years  6 - 10 years\n",
              "0         2011        71622     170335        91853        123323\n",
              "1         2012        71987     171333        88455        119103\n",
              "2         2013        79877     174022        92836        127864\n",
              "3         2014        61333     176075        88771        122471\n",
              "4         2016        49130     174200        76083        115870\n",
              "5         2017        40572      93313        48922         63339\n",
              "6         2018       114074     257908       139341        178806\n",
              "7         2019       174168     309416       182497        222609"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xkYdRBjnS3-x",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "fc2d9466-ffc9-46dd-ef08-7edd088e0e92"
      },
      "source": [
        "#Revisamos la forma de nuestros datos\n",
        "salarios.shape"
      ],
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(8, 5)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HOf567zsTIXn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "outputId": "a9a43473-ae3f-4f03-e07c-ee20ad9cd6e6"
      },
      "source": [
        "#Obtenemos estadísticos descriptivos de nuestros datos\n",
        "salarios.describe()"
      ],
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Experiencia</th>\n",
              "      <th>1 - 2 years</th>\n",
              "      <th>11+ years</th>\n",
              "      <th>2 - 5 years</th>\n",
              "      <th>6 - 10 years</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>8.0000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>8.000000</td>\n",
              "      <td>8.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>2015.0000</td>\n",
              "      <td>82845.375000</td>\n",
              "      <td>190825.250000</td>\n",
              "      <td>101094.750000</td>\n",
              "      <td>134173.125000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2.9277</td>\n",
              "      <td>43018.726128</td>\n",
              "      <td>65080.846877</td>\n",
              "      <td>41234.417686</td>\n",
              "      <td>47339.282744</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>2011.0000</td>\n",
              "      <td>40572.000000</td>\n",
              "      <td>93313.000000</td>\n",
              "      <td>48922.000000</td>\n",
              "      <td>63339.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>2012.7500</td>\n",
              "      <td>58282.250000</td>\n",
              "      <td>171083.500000</td>\n",
              "      <td>85362.000000</td>\n",
              "      <td>118294.750000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>2015.0000</td>\n",
              "      <td>71804.500000</td>\n",
              "      <td>174111.000000</td>\n",
              "      <td>90312.000000</td>\n",
              "      <td>122897.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>2017.2500</td>\n",
              "      <td>88426.250000</td>\n",
              "      <td>196533.250000</td>\n",
              "      <td>104462.250000</td>\n",
              "      <td>140599.500000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>2019.0000</td>\n",
              "      <td>174168.000000</td>\n",
              "      <td>309416.000000</td>\n",
              "      <td>182497.000000</td>\n",
              "      <td>222609.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       Experiencia    1 - 2 years      11+ years    2 - 5 years   6 - 10 years\n",
              "count       8.0000       8.000000       8.000000       8.000000       8.000000\n",
              "mean     2015.0000   82845.375000  190825.250000  101094.750000  134173.125000\n",
              "std         2.9277   43018.726128   65080.846877   41234.417686   47339.282744\n",
              "min      2011.0000   40572.000000   93313.000000   48922.000000   63339.000000\n",
              "25%      2012.7500   58282.250000  171083.500000   85362.000000  118294.750000\n",
              "50%      2015.0000   71804.500000  174111.000000   90312.000000  122897.000000\n",
              "75%      2017.2500   88426.250000  196533.250000  104462.250000  140599.500000\n",
              "max      2019.0000  174168.000000  309416.000000  182497.000000  222609.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 51
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4kKuByfITM99",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 486
        },
        "outputId": "7c6fc255-e135-4d28-c751-621faf276fbb"
      },
      "source": [
        "salarios.drop(['Experiencia'],1).plot(figsize=(10, 8), fontsize=12)\n",
        "legend = plt.legend()\n",
        "legend.prop.set_size(14)"
      ],
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q04a_K5CTXA6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "outputId": "591bcd03-5259-45e3-e0e8-5fe809b1b713"
      },
      "source": [
        "for i in salarios:\n",
        "\n",
        "  contador = 0\n",
        "\n",
        "  for j in salarios[i].values:\n",
        "    salarios[i][contador] = float(j)\n",
        "    contador = contador + 1\n",
        "\n",
        "contador = 0 #para que no siga iterando sobre las nuevas columnas\n",
        "\n",
        "for i in salarios:\n",
        "\n",
        "  if contador > 0 and contador < 10:\n",
        "    serie = pd.Series(salarios[i].values)\n",
        "\n",
        "    nombre = 'mm' + i\n",
        "\n",
        "    salarios[nombre] = pd.Series(serie).rolling(window=2).mean()\n",
        "  elif contador == 0:\n",
        "    contador = contador + 1\n",
        "\n",
        "salarios"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>Experiencia</th>\n",
              "      <th>1 - 2 years</th>\n",
              "      <th>11+ years</th>\n",
              "      <th>2 - 5 years</th>\n",
              "      <th>6 - 10 years</th>\n",
              "      <th>mm1 - 2 years</th>\n",
              "      <th>mm11+ years</th>\n",
              "      <th>mm2 - 5 years</th>\n",
              "      <th>mm6 - 10 years</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2011</td>\n",
              "      <td>71622</td>\n",
              "      <td>170335</td>\n",
              "      <td>91853</td>\n",
              "      <td>123323</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2012</td>\n",
              "      <td>71987</td>\n",
              "      <td>171333</td>\n",
              "      <td>88455</td>\n",
              "      <td>119103</td>\n",
              "      <td>71804.5</td>\n",
              "      <td>170834.0</td>\n",
              "      <td>90154.0</td>\n",
              "      <td>121213.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2013</td>\n",
              "      <td>79877</td>\n",
              "      <td>174022</td>\n",
              "      <td>92836</td>\n",
              "      <td>127864</td>\n",
              "      <td>75932.0</td>\n",
              "      <td>172677.5</td>\n",
              "      <td>90645.5</td>\n",
              "      <td>123483.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2014</td>\n",
              "      <td>61333</td>\n",
              "      <td>176075</td>\n",
              "      <td>88771</td>\n",
              "      <td>122471</td>\n",
              "      <td>70605.0</td>\n",
              "      <td>175048.5</td>\n",
              "      <td>90803.5</td>\n",
              "      <td>125167.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2016</td>\n",
              "      <td>49130</td>\n",
              "      <td>174200</td>\n",
              "      <td>76083</td>\n",
              "      <td>115870</td>\n",
              "      <td>55231.5</td>\n",
              "      <td>175137.5</td>\n",
              "      <td>82427.0</td>\n",
              "      <td>119170.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2017</td>\n",
              "      <td>40572</td>\n",
              "      <td>93313</td>\n",
              "      <td>48922</td>\n",
              "      <td>63339</td>\n",
              "      <td>44851.0</td>\n",
              "      <td>133756.5</td>\n",
              "      <td>62502.5</td>\n",
              "      <td>89604.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2018</td>\n",
              "      <td>114074</td>\n",
              "      <td>257908</td>\n",
              "      <td>139341</td>\n",
              "      <td>178806</td>\n",
              "      <td>77323.0</td>\n",
              "      <td>175610.5</td>\n",
              "      <td>94131.5</td>\n",
              "      <td>121072.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2019</td>\n",
              "      <td>174168</td>\n",
              "      <td>309416</td>\n",
              "      <td>182497</td>\n",
              "      <td>222609</td>\n",
              "      <td>144121.0</td>\n",
              "      <td>283662.0</td>\n",
              "      <td>160919.0</td>\n",
              "      <td>200707.5</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Experiencia  1 - 2 years  ...  mm2 - 5 years  mm6 - 10 years\n",
              "0         2011        71622  ...            NaN             NaN\n",
              "1         2012        71987  ...        90154.0        121213.0\n",
              "2         2013        79877  ...        90645.5        123483.5\n",
              "3         2014        61333  ...        90803.5        125167.5\n",
              "4         2016        49130  ...        82427.0        119170.5\n",
              "5         2017        40572  ...        62502.5         89604.5\n",
              "6         2018       114074  ...        94131.5        121072.5\n",
              "7         2019       174168  ...       160919.0        200707.5\n",
              "\n",
              "[8 rows x 9 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T2i272TXT0oG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 503
        },
        "outputId": "d3762737-9ef6-4852-cb20-7fd77c7e2d66"
      },
      "source": [
        "data_mm = salarios.iloc[:,5:]\n",
        "data_mm.plot(figsize=(10, 8), fontsize=12)"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fcb163dc0b8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nTGDNcS3T7Ij",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 537
        },
        "outputId": "84c4fe0b-feb6-4cb5-e5ba-89079aa79c19"
      },
      "source": [
        "contador = 0\n",
        "\n",
        "for i in salarios:\n",
        "  if contador>0 and contador<=4:\n",
        "    modelo = sm.tsa.ARIMA(salarios[i].iloc[1:], order=(1, 0, 0))\n",
        "    resultados = modelo.fit(disp=0)\n",
        "    predicted = resultados.predict(start=1,end=8)\n",
        "    plt.plot(predicted, label=i)\n",
        "  \n",
        "  contador = contador + 1\n",
        "\n",
        "legend = plt.legend()\n",
        "legend.prop.set_size(14)\n",
        "plt.show()"
      ],
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x648 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}