Day 19/Basic_Visualizations.ipynb

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    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.6"
    },
    "colab": {
      "name": "Basic_Visualizations.ipynb",
      "provenance": [],
      "collapsed_sections": []
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SgWCaVxTp-mQ",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "\n",
        "## Plotting mathematical functions\n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PuYc1rdOvcNl",
        "colab_type": "code",
        "outputId": "830340bf-c8b0-4dbc-ef29-a7731ca243a7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        }
      },
      "source": [
        "# Loading the libraries\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import scipy.stats as stats\n",
        "from matplotlib import pyplot as plt\n",
        "from math import pi"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xtrQjef5vcN-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Refer to the official documentation of packages \n",
        "x = np.arange(-pi, pi, 0.1)\n",
        "y = np.sin(x)\n",
        "plt.plot(x, y, 'o') # we can also try go/bo/ro/r- etc for changing the representation of the points (marker)\n",
        "plt.plot(x,np.cos(x))\n",
        "plt.legend(['sin', 'cos'])\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xFXCLe65qt_z",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "\n",
        "## Plotting line plots\n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i0N5E3-YvcOH",
        "colab_type": "code",
        "outputId": "61af2771-b845-430e-cf8c-1a0910cd1964",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        }
      },
      "source": [
        "x = [1, 2, 3]\n",
        "y = [1, 4, 9]\n",
        "z = [10, 5, 0]\n",
        "plt.plot(x, y)\n",
        "# plt.plot(x, z)\n",
        "# plt.title(\"test plot\")\n",
        "# plt.xlabel(\"x\")\n",
        "# plt.ylabel(\"y and z\")\n",
        "# plt.legend([\"this is y\", \"this is z\"])\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "U0ulkeCLq9Bi",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "\n",
        "## Visualizing data by loading dataframes \n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GCRlRjoNrYX7",
        "colab_type": "text"
      },
      "source": [
        "### Visualizing a sample data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7wydIFwDvcOP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Slides\n",
        "sample_data = pd.read_csv('sample_data.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "c7a_YxLEvcOV",
        "colab_type": "code",
        "outputId": "0e9b34fd-e7c5-4490-d167-ae7a9aa8cecf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        }
      },
      "source": [
        "sample_data"
      ],
      "execution_count": 0,
      "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>column_a</th>\n",
              "      <th>column_b</th>\n",
              "      <th>column_c</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>9</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>16</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>25</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   column_a  column_b  column_c\n",
              "0         1         1        10\n",
              "1         2         4         8\n",
              "2         3         9         6\n",
              "3         4        16         4\n",
              "4         5        25         2"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M5RRt3a3vcOb",
        "colab_type": "code",
        "outputId": "ba76be54-689f-4cbe-e04a-914f908fbeb4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "#Pandas DataFrame is two-dimensional size-mutable, potentially heterogeneous tabular data structure\n",
        "type(sample_data)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "pandas.core.frame.DataFrame"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VH0rh-yOvcOm",
        "colab_type": "code",
        "outputId": "7a98e070-322c-44e9-88dc-d6754af8f4e3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "# type(sample_data['column_c'])\n",
        "type(sample_data.column_c)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "pandas.core.series.Series"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "toOkE2tm291U",
        "colab_type": "text"
      },
      "source": [
        "# New Section"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g8-HDS3JvcOt",
        "colab_type": "code",
        "outputId": "b88cc896-a30d-4c5c-9fb2-f7e15b455571",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "# extracting first element of the series \n",
        "sample_data.column_c.iloc[0]"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "10"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r-6Ihi6OvcOz",
        "colab_type": "code",
        "outputId": "3b4319b3-24be-4ea5-eda4-11918aa256c2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        }
      },
      "source": [
        "plt.plot(sample_data.column_a, sample_data.column_b, 'o')\n",
        "plt.plot(sample_data.column_a, sample_data.column_c)\n",
        "# Add titles and legend as described earlier \n",
        "# plt.legend([\"col_B\", \"col_C\"])\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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8/kBvbYMp79bcdJFRQAE+Gowd3z+MknTsYPjc9HDWy44fQufaYNv488O56Yv6pzNOmBJN7SKSNwX4aFXXBHNuCBYI5qYf+lX6I3Z/tgb8TLB90qz0DxtdcHnwoSURKVsK8EoxZgxMnRssC/8kWPfOMdi/vX/o5ZWfwY4fBNuqxp87N73hIs1NFykjCvBKNr4OZr43WCC4QdqbSH/Ebte3YcvXg+0Tms6dm15TH139IhVOAS79zIJH5J7fCpcuC9adPgmv70p/xO6vnkx+Q9BIOnXWy9RL1FhapEQ0D1xyl01j6dQnMk68INp6RWJO88ClcIZqLJ0M9Ge/lt5YOjXQp1+hxtIiBaAAl5HLtrH0Cx3BtrONpVNmvUyZrRukIjlSgEtxVNfCjP8TLEkDG0v/4mH4+TeDbTUN6Y/YVWNpkWEpwKV0Jk6Dub8bLJC5sfRLf4saS4tkRwEu0RlTBdMuDZarVgTrBjaW/u/N8PzDwTY1lhZJo1koUt6GbSw9Lf0Ru2osLaOQZqFIPOXTWLrpkvRH7KqxtIxSugKX0WFgY+lEV/AsdUhvLJ0cU6+bGm29IjnQFbiMbjk3lp6R/ojdC+ZDdU109YvkQQEuo1M+jaUvuLz/w0ZqLC0xoACXyjHuPLjoN4IlKa2xdBds+yd47h+DbedN6b852nJVsKixtJQRBbhUtqwaS/9n//6N70mfmz71UjWWlsjoJqbIcHJpLN3SBue3RFuvjDq6iSmSr8EaSydb1qmxtEREAS6Sq9TG0pffHKzLprF08jkvaiwtBTKiADezvcBR4DRwKtMlvkhFyKax9M5Hgg5HkNJYOuWJjGosLTkqxBX4B9z9UAHeR2R0yaqx9FfUWFrypiEUkVIZsrF0GOppjaXHBc0v1FhaBjGiWShm9grwBsHzP//R3R/MsM9KYCXAjBkzrnr11VfzPp7IqJepsfS+7XCqL9h+trF08uFdaixdCQabhTLSAG9x94SZTQU2AX/p7j8dbH9NIxTJQ6bG0j0vhhvVWLoSFCXABxzgbuCYu68ZbB8FuEiBDNVYunpCcINUjaVHjYLPAzezCcAYdz8avv4g8DcjqFFEsjVUY+nkTdLUxtL1remP2FVj6VFhJDcxpwGPWnBDZSzwXXf/j4JUJSK5GUlj6eT8dDWWjh19lH6U6diWoH3jHvYd6aO5oZZVS+ewbKE+2i2hgY2l922DE8eCbWosXbb0UfoK0LEtweoNO+g7GTzzOnGkj9UbdgAoxCUwVGPpZLCnNpaePDv9EbtqLF1WdAU+ilx372YSR/rOWd/SUMvTdy2OoCKJpYGNpbs74a0DwbaxNcH4eWofUjWWLjpdgVeAfRnCe6j1IhnV1MPF7w8WyNxY+rlvwOmvBdvVWDoyCvBRpLmhNuMVeHODZhvICAzaWHpn+qyXIRtLv0dz04tAAT6KrFo6J20MHKC2uopVS+dEWJWMSmPHhXPNryT8oPWAxtKdwYyXreuCbeMmQsvC9D6kaiw9YgrwUSR5o1KzUCQSwzWWTnSqsXSB6SamiJTOwMbS3V3Q2x1sU2PpQekmpohEL2Nj6f3pHzZSY+msKcBFJFr106H+9+GS3w++PttYurN/6OXFTZydm67G0mdpCEVEyl+ysXTq3PS3wz4yAxtLty6C+uZo6y0wDaGISHwN2Vg6HH6pwMbSCnARiZ8hG0t39t8kHeWNpTWEIiKj11uH0j9slNgK7/QG2842ll7U/xCvMm0srSEUEak8ExrPbSzd82L/3PTuTvjZmtg2llaAi0jlGDMGmuYES6bG0olO2PtUSmPp8TB9ftk2llaAi0hlG18HM98bLElvJtI/bNT1Hdjy9WDb2cbS4RJhY2kFuIjIQOe3BMuly4KvT5+EAy/0f9go0Qm/ejLcObrG0rqJKSKSj743gpuiqTdJk42lx9UFj9UtUGNp3cQUESmk2knwriXBAv2NpRNd/TdJn70fzpwMtv/RQ3DJ7xW0BAW4iEghpDaWnv/RYN3J4/Da80GYty4q+CEV4CIixVJdAxdeHSxFEO+PIYmIVDAFuIhITCnARURiquzHwDu2JdQiTEQkg7IO8I5tibQmvYkjfazesANAIS4iFa+sh1DaN+5J67AO0HfyNO0b90RUkYhI+SjrAN93pC+n9SIilaSsA7y5oTan9SIilaSsA3zV0jnUVqc/EKa2uopVS+dEVJGISPko65uYyRuVmoUiInKusg5wCEJcgS0icq4RDaGY2Q1mtsfMXjKzuwpVlIiIDC/vADezKuB+4HeAecDHzWxeoQoTEZGhjeQK/GrgJXd/2d1PAA8DNxamLBERGc5IArwF+J+Ur7vDdWnMbKWZdZpZ58GDB0dwOBERSVX0aYTu/qC7t7l7W1NTU7EPJyJSMUYyCyUBXJjydWu4blBdXV2HzOzVPI/XCBzK83uLSXXlRnXlRnXlplzrgpHVdlGmlXk3NTazscCvgCUEwf1z4I/dfVeeBQ53vM5MTT2jprpyo7pyo7pyU651QXFqy/sK3N1PmdmngI1AFbC2WOEtIiLnGtEHedz9CeCJAtUiIiI5KOtnoQzwYNQFDEJ15UZ15UZ15aZc64Ii1Jb3GLiIiEQrTlfgIiKSQgEuIhJTZRXgZrbWzA6Y2c5BtpuZ/UP48KznzezKMqnrejN708y2h8tfl6iuC83sx2b2gpntMrM7MuxT8nOWZV0lP2dmVmNmz5nZL8K6vpBhn/Fm9i/h+dpiZjPLpK5bzOxgyvn682LXlXLsKjPbZmaPZ9hW8vOVZV2RnC8z22tmO8JjdmbYXtifR3cvmwX4TeBKYOcg2z8EPAkYcA2wpUzquh54PILzNR24Mnw9kWBe/ryoz1mWdZX8nIXnoC58XQ1sAa4ZsM//Ax4IX38M+JcyqesW4Gul/n8sPPZfAd/N9N8rivOVZV2RnC9gL9A4xPaC/jyW1RW4u/8UODzELjcC6z3wX0CDmU0vg7oi4e773X1r+PoosJtzn0dT8nOWZV0lF56DY+GX1eEy8C7+jcC68PUPgSVmZmVQVyTMrBX4XeCbg+xS8vOVZV3lqqA/j2UV4FnI6gFaEfmN8FfgJ83s0lIfPPzVdSHB1VuqSM/ZEHVBBOcs/LV7O3AA2OTug54vdz8FvAlMKYO6AP4w/LX7h2Z2YYbtxfD3wGeAM4Nsj+R8ZVEXRHO+HPhPM+sys5UZthf05zFuAV6utgIXufsVwH1ARykPbmZ1wCPAp929t5THHsowdUVyztz9tLsvIHh2z9VmdlkpjjucLOr6N2Cmu88HNtF/1Vs0ZvZ7wAF37yr2sXKRZV0lP1+h97r7lQR9Em4zs98s5sHiFuA5P0CrFNy9N/krsAefTq02s8ZSHNvMqglC8iF335Bhl0jO2XB1RXnOwmMeAX4M3DBg09nzZcHzfs4HeqKuy9173P2d8MtvAleVoJzrgA+b2V6C5/0vNrN/HrBPFOdr2LoiOl+4eyL88wDwKEHfhFQF/XmMW4A/BvxpeCf3GuBNd98fdVFmdkFy3M/MriY4r0X/oQ+P+S1gt7t/dZDdSn7OsqkrinNmZk1m1hC+rgV+G/jlgN0eA1aEr28GNnt49ynKugaMk36Y4L5CUbn7andvdfeZBDcoN7v7nwzYreTnK5u6ojhfZjbBzCYmXwMfBAbOXCvoz2NZNTU2s+8RzE5oNLNu4PMEN3Rw9wcInrvyIeAl4G3g1jKp62bgk2Z2CugDPlbs/4lD1wHLgR3h+CnAZ4EZKbVFcc6yqSuKczYdWGdBO8AxwPfd/XEz+xug090fI/iH55/M7CWCG9cfK3JN2dZ1u5l9GDgV1nVLCerKqAzOVzZ1RXG+pgGPhtclY4Hvuvt/mNn/heL8POqj9CIiMRW3IRQREQkpwEVEYkoBLiISUwpwEZGYUoCLiMSUAlxEJKYU4CIiMfW/A68in3eDj1gAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JE6SPmHIrku9",
        "colab_type": "text"
      },
      "source": [
        "### Visualizing data on the populations of countries "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z4A7KroevcO6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data = pd.read_csv('countries.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ktGrAa_tvcO_",
        "colab_type": "code",
        "outputId": "1118da3d-fbab-45b5-9dc8-e3d560357166",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# pd.set_option('display.max_rows', None)\n",
        "# pd.set_option('display.max_columns', None)\n",
        "data\n",
        "# You can refer to the World Bank data for latest population (https://data.worldbank.org/). "
      ],
      "execution_count": 0,
      "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>country</th>\n",
              "      <th>year</th>\n",
              "      <th>population</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>1952</td>\n",
              "      <td>8425333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>1957</td>\n",
              "      <td>9240934</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>1962</td>\n",
              "      <td>10267083</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>1967</td>\n",
              "      <td>11537966</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>1972</td>\n",
              "      <td>13079460</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>1977</td>\n",
              "      <td>14880372</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>1982</td>\n",
              "      <td>12881816</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>1987</td>\n",
              "      <td>13867957</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>1992</td>\n",
              "      <td>16317921</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>1997</td>\n",
              "      <td>22227415</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>2002</td>\n",
              "      <td>25268405</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>2007</td>\n",
              "      <td>31889923</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Albania</td>\n",
              "      <td>1952</td>\n",
              "      <td>1282697</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Albania</td>\n",
              "      <td>1957</td>\n",
              "      <td>1476505</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Albania</td>\n",
              "      <td>1962</td>\n",
              "      <td>1728137</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Albania</td>\n",
              "      <td>1967</td>\n",
              "      <td>1984060</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Albania</td>\n",
              "      <td>1972</td>\n",
              "      <td>2263554</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Albania</td>\n",
              "      <td>1977</td>\n",
              "      <td>2509048</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Albania</td>\n",
              "      <td>1982</td>\n",
              "      <td>2780097</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Albania</td>\n",
              "      <td>1987</td>\n",
              "      <td>3075321</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Albania</td>\n",
              "      <td>1992</td>\n",
              "      <td>3326498</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Albania</td>\n",
              "      <td>1997</td>\n",
              "      <td>3428038</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Albania</td>\n",
              "      <td>2002</td>\n",
              "      <td>3508512</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Albania</td>\n",
              "      <td>2007</td>\n",
              "      <td>3600523</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>1952</td>\n",
              "      <td>9279525</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>1957</td>\n",
              "      <td>10270856</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>1962</td>\n",
              "      <td>11000948</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>1967</td>\n",
              "      <td>12760499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>1972</td>\n",
              "      <td>14760787</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>1977</td>\n",
              "      <td>17152804</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>1982</td>\n",
              "      <td>20033753</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>1987</td>\n",
              "      <td>23254956</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>1992</td>\n",
              "      <td>26298373</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>1997</td>\n",
              "      <td>29072015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>2002</td>\n",
              "      <td>31287142</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>Algeria</td>\n",
              "      <td>2007</td>\n",
              "      <td>33333216</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>Angola</td>\n",
              "      <td>1952</td>\n",
              "      <td>4232095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>Angola</td>\n",
              "      <td>1957</td>\n",
              "      <td>4561361</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>Angola</td>\n",
              "      <td>1962</td>\n",
              "      <td>4826015</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>Angola</td>\n",
              "      <td>1967</td>\n",
              "      <td>5247469</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>Angola</td>\n",
              "      <td>1972</td>\n",
              "      <td>5894858</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>Angola</td>\n",
              "      <td>1977</td>\n",
              "      <td>6162675</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>Angola</td>\n",
              "      <td>1982</td>\n",
              "      <td>7016384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>Angola</td>\n",
              "      <td>1987</td>\n",
              "      <td>7874230</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>Angola</td>\n",
              "      <td>1992</td>\n",
              "      <td>8735988</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>Angola</td>\n",
              "      <td>1997</td>\n",
              "      <td>9875024</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>Angola</td>\n",
              "      <td>2002</td>\n",
              "      <td>10866106</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>Angola</td>\n",
              "      <td>2007</td>\n",
              "      <td>12420476</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>1952</td>\n",
              "      <td>17876956</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>1957</td>\n",
              "      <td>19610538</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>1962</td>\n",
              "      <td>21283783</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>1967</td>\n",
              "      <td>22934225</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>1972</td>\n",
              "      <td>24779799</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>1977</td>\n",
              "      <td>26983828</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>1982</td>\n",
              "      <td>29341374</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>1987</td>\n",
              "      <td>31620918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>1992</td>\n",
              "      <td>33958947</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>1997</td>\n",
              "      <td>36203463</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>2002</td>\n",
              "      <td>38331121</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>2007</td>\n",
              "      <td>40301927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60</th>\n",
              "      <td>Australia</td>\n",
              "      <td>1952</td>\n",
              "      <td>8691212</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>Australia</td>\n",
              "      <td>1957</td>\n",
              "      <td>9712569</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>62</th>\n",
              "      <td>Australia</td>\n",
              "      <td>1962</td>\n",
              "      <td>10794968</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>Australia</td>\n",
              "      <td>1967</td>\n",
              "      <td>11872264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>Australia</td>\n",
              "      <td>1972</td>\n",
              "      <td>13177000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>Australia</td>\n",
              "      <td>1977</td>\n",
              "      <td>14074100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66</th>\n",
              "      <td>Australia</td>\n",
              "      <td>1982</td>\n",
              "      <td>15184200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>Australia</td>\n",
              "      <td>1987</td>\n",
              "      <td>16257249</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>68</th>\n",
              "      <td>Australia</td>\n",
              "      <td>1992</td>\n",
              "      <td>17481977</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>Australia</td>\n",
              "      <td>1997</td>\n",
              "      <td>18565243</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>70</th>\n",
              "      <td>Australia</td>\n",
              "      <td>2002</td>\n",
              "      <td>19546792</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>Australia</td>\n",
              "      <td>2007</td>\n",
              "      <td>20434176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>Austria</td>\n",
              "      <td>1952</td>\n",
              "      <td>6927772</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>73</th>\n",
              "      <td>Austria</td>\n",
              "      <td>1957</td>\n",
              "      <td>6965860</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>74</th>\n",
              "      <td>Austria</td>\n",
              "      <td>1962</td>\n",
              "      <td>7129864</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75</th>\n",
              "      <td>Austria</td>\n",
              "      <td>1967</td>\n",
              "      <td>7376998</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>76</th>\n",
              "      <td>Austria</td>\n",
              "      <td>1972</td>\n",
              "      <td>7544201</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>77</th>\n",
              "      <td>Austria</td>\n",
              "      <td>1977</td>\n",
              "      <td>7568430</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>78</th>\n",
              "      <td>Austria</td>\n",
              "      <td>1982</td>\n",
              "      <td>7574613</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>79</th>\n",
              "      <td>Austria</td>\n",
              "      <td>1987</td>\n",
              "      <td>7578903</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>80</th>\n",
              "      <td>Austria</td>\n",
              "      <td>1992</td>\n",
              "      <td>7914969</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>81</th>\n",
              "      <td>Austria</td>\n",
              "      <td>1997</td>\n",
              "      <td>8069876</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>82</th>\n",
              "      <td>Austria</td>\n",
              "      <td>2002</td>\n",
              "      <td>8148312</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>83</th>\n",
              "      <td>Austria</td>\n",
              "      <td>2007</td>\n",
              "      <td>8199783</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>1952</td>\n",
              "      <td>120447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>1957</td>\n",
              "      <td>138655</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>1962</td>\n",
              "      <td>171863</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>87</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>1967</td>\n",
              "      <td>202182</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>88</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>1972</td>\n",
              "      <td>230800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>89</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>1977</td>\n",
              "      <td>297410</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>1982</td>\n",
              "      <td>377967</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>91</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>1987</td>\n",
              "      <td>454612</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>92</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>1992</td>\n",
              "      <td>529491</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>93</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>1997</td>\n",
              "      <td>598561</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>94</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>2002</td>\n",
              "      <td>656397</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>Bahrain</td>\n",
              "      <td>2007</td>\n",
              "      <td>708573</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1952</td>\n",
              "      <td>46886859</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1957</td>\n",
              "      <td>51365468</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>98</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1962</td>\n",
              "      <td>56839289</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1967</td>\n",
              "      <td>62821884</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>100</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1972</td>\n",
              "      <td>70759295</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>101</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1977</td>\n",
              "      <td>80428306</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>102</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1982</td>\n",
              "      <td>93074406</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>103</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1987</td>\n",
              "      <td>103764241</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>104</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1992</td>\n",
              "      <td>113704579</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>105</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1997</td>\n",
              "      <td>123315288</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>106</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>2002</td>\n",
              "      <td>135656790</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>107</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>2007</td>\n",
              "      <td>150448339</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>108</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>1952</td>\n",
              "      <td>8730405</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>109</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>1957</td>\n",
              "      <td>8989111</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>110</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>1962</td>\n",
              "      <td>9218400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>111</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>1967</td>\n",
              "      <td>9556500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>112</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>1972</td>\n",
              "      <td>9709100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>113</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>1977</td>\n",
              "      <td>9821800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>114</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>1982</td>\n",
              "      <td>9856303</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>1987</td>\n",
              "      <td>9870200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>1992</td>\n",
              "      <td>10045622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>1997</td>\n",
              "      <td>10199787</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>118</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>2002</td>\n",
              "      <td>10311970</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>2007</td>\n",
              "      <td>10392226</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>120</th>\n",
              "      <td>Benin</td>\n",
              "      <td>1952</td>\n",
              "      <td>1738315</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>Benin</td>\n",
              "      <td>1957</td>\n",
              "      <td>1925173</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>Benin</td>\n",
              "      <td>1962</td>\n",
              "      <td>2151895</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>123</th>\n",
              "      <td>Benin</td>\n",
              "      <td>1967</td>\n",
              "      <td>2427334</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>124</th>\n",
              "      <td>Benin</td>\n",
              "      <td>1972</td>\n",
              "      <td>2761407</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125</th>\n",
              "      <td>Benin</td>\n",
              "      <td>1977</td>\n",
              "      <td>3168267</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>Benin</td>\n",
              "      <td>1982</td>\n",
              "      <td>3641603</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>127</th>\n",
              "      <td>Benin</td>\n",
              "      <td>1987</td>\n",
              "      <td>4243788</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>128</th>\n",
              "      <td>Benin</td>\n",
              "      <td>1992</td>\n",
              "      <td>4981671</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>129</th>\n",
              "      <td>Benin</td>\n",
              "      <td>1997</td>\n",
              "      <td>6066080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>130</th>\n",
              "      <td>Benin</td>\n",
              "      <td>2002</td>\n",
              "      <td>7026113</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>131</th>\n",
              "      <td>Benin</td>\n",
              "      <td>2007</td>\n",
              "      <td>8078314</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>132</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>1952</td>\n",
              "      <td>2883315</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>133</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>1957</td>\n",
              "      <td>3211738</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>134</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>1962</td>\n",
              "      <td>3593918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>135</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>1967</td>\n",
              "      <td>4040665</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>1972</td>\n",
              "      <td>4565872</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>137</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>1977</td>\n",
              "      <td>5079716</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>138</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>1982</td>\n",
              "      <td>5642224</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>139</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>1987</td>\n",
              "      <td>6156369</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>140</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>1992</td>\n",
              "      <td>6893451</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>141</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>1997</td>\n",
              "      <td>7693188</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>142</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>2002</td>\n",
              "      <td>8445134</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>143</th>\n",
              "      <td>Bolivia</td>\n",
              "      <td>2007</td>\n",
              "      <td>9119152</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>144</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>1952</td>\n",
              "      <td>2791000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>145</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>1957</td>\n",
              "      <td>3076000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>146</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>1962</td>\n",
              "      <td>3349000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>147</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>1967</td>\n",
              "      <td>3585000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>148</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>1972</td>\n",
              "      <td>3819000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>149</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>1977</td>\n",
              "      <td>4086000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>150</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>1982</td>\n",
              "      <td>4172693</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>151</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>1987</td>\n",
              "      <td>4338977</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>152</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>1992</td>\n",
              "      <td>4256013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>153</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>1997</td>\n",
              "      <td>3607000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>2002</td>\n",
              "      <td>4165416</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>155</th>\n",
              "      <td>Bosnia and Herzegovina</td>\n",
              "      <td>2007</td>\n",
              "      <td>4552198</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>156</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>1952</td>\n",
              "      <td>442308</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>157</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>1957</td>\n",
              "      <td>474639</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>158</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>1962</td>\n",
              "      <td>512764</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>159</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>1967</td>\n",
              "      <td>553541</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>160</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>1972</td>\n",
              "      <td>619351</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>161</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>1977</td>\n",
              "      <td>781472</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>162</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>1982</td>\n",
              "      <td>970347</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>163</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>1987</td>\n",
              "      <td>1151184</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>164</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>1992</td>\n",
              "      <td>1342614</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>165</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>1997</td>\n",
              "      <td>1536536</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>166</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>2002</td>\n",
              "      <td>1630347</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>167</th>\n",
              "      <td>Botswana</td>\n",
              "      <td>2007</td>\n",
              "      <td>1639131</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>168</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1952</td>\n",
              "      <td>56602560</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1957</td>\n",
              "      <td>65551171</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>170</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1962</td>\n",
              "      <td>76039390</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>171</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1967</td>\n",
              "      <td>88049823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>172</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1972</td>\n",
              "      <td>100840058</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>173</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1977</td>\n",
              "      <td>114313951</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>174</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1982</td>\n",
              "      <td>128962939</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>175</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1987</td>\n",
              "      <td>142938076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>176</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1992</td>\n",
              "      <td>155975974</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>177</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1997</td>\n",
              "      <td>168546719</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>178</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>2002</td>\n",
              "      <td>179914212</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>179</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>2007</td>\n",
              "      <td>190010647</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>180</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>1952</td>\n",
              "      <td>7274900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>181</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>1957</td>\n",
              "      <td>7651254</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>182</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>1962</td>\n",
              "      <td>8012946</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>183</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>1967</td>\n",
              "      <td>8310226</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>184</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>1972</td>\n",
              "      <td>8576200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>1977</td>\n",
              "      <td>8797022</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>186</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>1982</td>\n",
              "      <td>8892098</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>187</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>1987</td>\n",
              "      <td>8971958</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>188</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>1992</td>\n",
              "      <td>8658506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>189</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>1997</td>\n",
              "      <td>8066057</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>190</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>2002</td>\n",
              "      <td>7661799</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>2007</td>\n",
              "      <td>7322858</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>192</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>1952</td>\n",
              "      <td>4469979</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>193</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>1957</td>\n",
              "      <td>4713416</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>194</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>1962</td>\n",
              "      <td>4919632</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>195</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>1967</td>\n",
              "      <td>5127935</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>196</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>1972</td>\n",
              "      <td>5433886</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>197</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>1977</td>\n",
              "      <td>5889574</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>198</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>1982</td>\n",
              "      <td>6634596</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>199</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>1987</td>\n",
              "      <td>7586551</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>200</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>1992</td>\n",
              "      <td>8878303</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>201</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>1997</td>\n",
              "      <td>10352843</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>202</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>2002</td>\n",
              "      <td>12251209</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>203</th>\n",
              "      <td>Burkina Faso</td>\n",
              "      <td>2007</td>\n",
              "      <td>14326203</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>204</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>1952</td>\n",
              "      <td>2445618</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>205</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>1957</td>\n",
              "      <td>2667518</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>206</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>1962</td>\n",
              "      <td>2961915</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>207</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>1967</td>\n",
              "      <td>3330989</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>208</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>1972</td>\n",
              "      <td>3529983</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>209</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>1977</td>\n",
              "      <td>3834415</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>210</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>1982</td>\n",
              "      <td>4580410</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>1987</td>\n",
              "      <td>5126023</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>1992</td>\n",
              "      <td>5809236</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>213</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>1997</td>\n",
              "      <td>6121610</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>214</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>2002</td>\n",
              "      <td>7021078</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>Burundi</td>\n",
              "      <td>2007</td>\n",
              "      <td>8390505</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>1952</td>\n",
              "      <td>4693836</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>217</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>1957</td>\n",
              "      <td>5322536</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>1962</td>\n",
              "      <td>6083619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>219</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>1967</td>\n",
              "      <td>6960067</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>1972</td>\n",
              "      <td>7450606</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>1977</td>\n",
              "      <td>6978607</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>222</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>1982</td>\n",
              "      <td>7272485</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>223</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>1987</td>\n",
              "      <td>8371791</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>224</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>1992</td>\n",
              "      <td>10150094</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>225</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>1997</td>\n",
              "      <td>11782962</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>226</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>2002</td>\n",
              "      <td>12926707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>227</th>\n",
              "      <td>Cambodia</td>\n",
              "      <td>2007</td>\n",
              "      <td>14131858</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>228</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>1952</td>\n",
              "      <td>5009067</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>229</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>1957</td>\n",
              "      <td>5359923</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>230</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>1962</td>\n",
              "      <td>5793633</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>231</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>1967</td>\n",
              "      <td>6335506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>232</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>1972</td>\n",
              "      <td>7021028</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>233</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>1977</td>\n",
              "      <td>7959865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>234</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>1982</td>\n",
              "      <td>9250831</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>235</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>1987</td>\n",
              "      <td>10780667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>236</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>1992</td>\n",
              "      <td>12467171</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>237</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>1997</td>\n",
              "      <td>14195809</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>238</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>2002</td>\n",
              "      <td>15929988</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>239</th>\n",
              "      <td>Cameroon</td>\n",
              "      <td>2007</td>\n",
              "      <td>17696293</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>240</th>\n",
              "      <td>Canada</td>\n",
              "      <td>1952</td>\n",
              "      <td>14785584</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>241</th>\n",
              "      <td>Canada</td>\n",
              "      <td>1957</td>\n",
              "      <td>17010154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>242</th>\n",
              "      <td>Canada</td>\n",
              "      <td>1962</td>\n",
              "      <td>18985849</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>243</th>\n",
              "      <td>Canada</td>\n",
              "      <td>1967</td>\n",
              "      <td>20819767</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>244</th>\n",
              "      <td>Canada</td>\n",
              "      <td>1972</td>\n",
              "      <td>22284500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>245</th>\n",
              "      <td>Canada</td>\n",
              "      <td>1977</td>\n",
              "      <td>23796400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>246</th>\n",
              "      <td>Canada</td>\n",
              "      <td>1982</td>\n",
              "      <td>25201900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>247</th>\n",
              "      <td>Canada</td>\n",
              "      <td>1987</td>\n",
              "      <td>26549700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>Canada</td>\n",
              "      <td>1992</td>\n",
              "      <td>28523502</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>249</th>\n",
              "      <td>Canada</td>\n",
              "      <td>1997</td>\n",
              "      <td>30305843</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>250</th>\n",
              "      <td>Canada</td>\n",
              "      <td>2002</td>\n",
              "      <td>31902268</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>251</th>\n",
              "      <td>Canada</td>\n",
              "      <td>2007</td>\n",
              "      <td>33390141</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>252</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>1952</td>\n",
              "      <td>1291695</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>253</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>1957</td>\n",
              "      <td>1392284</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>254</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>1962</td>\n",
              "      <td>1523478</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>255</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>1967</td>\n",
              "      <td>1733638</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>256</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>1972</td>\n",
              "      <td>1927260</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>257</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>1977</td>\n",
              "      <td>2167533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>258</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>1982</td>\n",
              "      <td>2476971</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>259</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>1987</td>\n",
              "      <td>2840009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>260</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>1992</td>\n",
              "      <td>3265124</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>261</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>1997</td>\n",
              "      <td>3696513</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>262</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>2002</td>\n",
              "      <td>4048013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>263</th>\n",
              "      <td>Central African Republic</td>\n",
              "      <td>2007</td>\n",
              "      <td>4369038</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>264</th>\n",
              "      <td>Chad</td>\n",
              "      <td>1952</td>\n",
              "      <td>2682462</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>265</th>\n",
              "      <td>Chad</td>\n",
              "      <td>1957</td>\n",
              "      <td>2894855</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>266</th>\n",
              "      <td>Chad</td>\n",
              "      <td>1962</td>\n",
              "      <td>3150417</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>267</th>\n",
              "      <td>Chad</td>\n",
              "      <td>1967</td>\n",
              "      <td>3495967</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>268</th>\n",
              "      <td>Chad</td>\n",
              "      <td>1972</td>\n",
              "      <td>3899068</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>269</th>\n",
              "      <td>Chad</td>\n",
              "      <td>1977</td>\n",
              "      <td>4388260</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>270</th>\n",
              "      <td>Chad</td>\n",
              "      <td>1982</td>\n",
              "      <td>4875118</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>271</th>\n",
              "      <td>Chad</td>\n",
              "      <td>1987</td>\n",
              "      <td>5498955</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>272</th>\n",
              "      <td>Chad</td>\n",
              "      <td>1992</td>\n",
              "      <td>6429417</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>273</th>\n",
              "      <td>Chad</td>\n",
              "      <td>1997</td>\n",
              "      <td>7562011</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>274</th>\n",
              "      <td>Chad</td>\n",
              "      <td>2002</td>\n",
              "      <td>8835739</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>275</th>\n",
              "      <td>Chad</td>\n",
              "      <td>2007</td>\n",
              "      <td>10238807</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>276</th>\n",
              "      <td>Chile</td>\n",
              "      <td>1952</td>\n",
              "      <td>6377619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>277</th>\n",
              "      <td>Chile</td>\n",
              "      <td>1957</td>\n",
              "      <td>7048426</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>278</th>\n",
              "      <td>Chile</td>\n",
              "      <td>1962</td>\n",
              "      <td>7961258</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>279</th>\n",
              "      <td>Chile</td>\n",
              "      <td>1967</td>\n",
              "      <td>8858908</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>280</th>\n",
              "      <td>Chile</td>\n",
              "      <td>1972</td>\n",
              "      <td>9717524</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>281</th>\n",
              "      <td>Chile</td>\n",
              "      <td>1977</td>\n",
              "      <td>10599793</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>282</th>\n",
              "      <td>Chile</td>\n",
              "      <td>1982</td>\n",
              "      <td>11487112</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>283</th>\n",
              "      <td>Chile</td>\n",
              "      <td>1987</td>\n",
              "      <td>12463354</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>284</th>\n",
              "      <td>Chile</td>\n",
              "      <td>1992</td>\n",
              "      <td>13572994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>285</th>\n",
              "      <td>Chile</td>\n",
              "      <td>1997</td>\n",
              "      <td>14599929</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>286</th>\n",
              "      <td>Chile</td>\n",
              "      <td>2002</td>\n",
              "      <td>15497046</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>287</th>\n",
              "      <td>Chile</td>\n",
              "      <td>2007</td>\n",
              "      <td>16284741</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>288</th>\n",
              "      <td>China</td>\n",
              "      <td>1952</td>\n",
              "      <td>556263527</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>289</th>\n",
              "      <td>China</td>\n",
              "      <td>1957</td>\n",
              "      <td>637408000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>290</th>\n",
              "      <td>China</td>\n",
              "      <td>1962</td>\n",
              "      <td>665770000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>291</th>\n",
              "      <td>China</td>\n",
              "      <td>1967</td>\n",
              "      <td>754550000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>292</th>\n",
              "      <td>China</td>\n",
              "      <td>1972</td>\n",
              "      <td>862030000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>293</th>\n",
              "      <td>China</td>\n",
              "      <td>1977</td>\n",
              "      <td>943455000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>294</th>\n",
              "      <td>China</td>\n",
              "      <td>1982</td>\n",
              "      <td>1000281000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>295</th>\n",
              "      <td>China</td>\n",
              "      <td>1987</td>\n",
              "      <td>1084035000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>296</th>\n",
              "      <td>China</td>\n",
              "      <td>1992</td>\n",
              "      <td>1164970000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>297</th>\n",
              "      <td>China</td>\n",
              "      <td>1997</td>\n",
              "      <td>1230075000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>298</th>\n",
              "      <td>China</td>\n",
              "      <td>2002</td>\n",
              "      <td>1280400000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>299</th>\n",
              "      <td>China</td>\n",
              "      <td>2007</td>\n",
              "      <td>1318683096</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>300</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>1952</td>\n",
              "      <td>12350771</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>301</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>1957</td>\n",
              "      <td>14485993</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>302</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>1962</td>\n",
              "      <td>17009885</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>303</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>1967</td>\n",
              "      <td>19764027</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>304</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>1972</td>\n",
              "      <td>22542890</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>305</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>1977</td>\n",
              "      <td>25094412</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>306</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>1982</td>\n",
              "      <td>27764644</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>307</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>1987</td>\n",
              "      <td>30964245</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>308</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>1992</td>\n",
              "      <td>34202721</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>309</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>1997</td>\n",
              "      <td>37657830</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>310</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>2002</td>\n",
              "      <td>41008227</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>311</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>2007</td>\n",
              "      <td>44227550</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>312</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>1952</td>\n",
              "      <td>153936</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>313</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>1957</td>\n",
              "      <td>170928</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>314</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>1962</td>\n",
              "      <td>191689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>315</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>1967</td>\n",
              "      <td>217378</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>316</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>1972</td>\n",
              "      <td>250027</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>317</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>1977</td>\n",
              "      <td>304739</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>318</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>1982</td>\n",
              "      <td>348643</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>319</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>1987</td>\n",
              "      <td>395114</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>320</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>1992</td>\n",
              "      <td>454429</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>321</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>1997</td>\n",
              "      <td>527982</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>322</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>2002</td>\n",
              "      <td>614382</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>323</th>\n",
              "      <td>Comoros</td>\n",
              "      <td>2007</td>\n",
              "      <td>710960</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>324</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>1952</td>\n",
              "      <td>14100005</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>325</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>1957</td>\n",
              "      <td>15577932</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>326</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>1962</td>\n",
              "      <td>17486434</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>327</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>1967</td>\n",
              "      <td>19941073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>328</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>1972</td>\n",
              "      <td>23007669</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>329</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>1977</td>\n",
              "      <td>26480870</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>330</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>1982</td>\n",
              "      <td>30646495</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>331</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>1987</td>\n",
              "      <td>35481645</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>332</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>1992</td>\n",
              "      <td>41672143</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>333</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>1997</td>\n",
              "      <td>47798986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>334</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>2002</td>\n",
              "      <td>55379852</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>335</th>\n",
              "      <td>Congo, Dem. Rep.</td>\n",
              "      <td>2007</td>\n",
              "      <td>64606759</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>336</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>1952</td>\n",
              "      <td>854885</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>337</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>1957</td>\n",
              "      <td>940458</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>338</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>1962</td>\n",
              "      <td>1047924</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>339</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>1967</td>\n",
              "      <td>1179760</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>340</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>1972</td>\n",
              "      <td>1340458</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>341</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>1977</td>\n",
              "      <td>1536769</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>342</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>1982</td>\n",
              "      <td>1774735</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>343</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>1987</td>\n",
              "      <td>2064095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>344</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>1992</td>\n",
              "      <td>2409073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>345</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>1997</td>\n",
              "      <td>2800947</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>346</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>2002</td>\n",
              "      <td>3328795</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>347</th>\n",
              "      <td>Congo, Rep.</td>\n",
              "      <td>2007</td>\n",
              "      <td>3800610</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>348</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>1952</td>\n",
              "      <td>926317</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>349</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>1957</td>\n",
              "      <td>1112300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>350</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>1962</td>\n",
              "      <td>1345187</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>351</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>1967</td>\n",
              "      <td>1588717</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>352</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>1972</td>\n",
              "      <td>1834796</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>353</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>1977</td>\n",
              "      <td>2108457</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>354</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>1982</td>\n",
              "      <td>2424367</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>355</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>1987</td>\n",
              "      <td>2799811</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>356</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>1992</td>\n",
              "      <td>3173216</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>357</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>1997</td>\n",
              "      <td>3518107</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>358</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>2002</td>\n",
              "      <td>3834934</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>359</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>2007</td>\n",
              "      <td>4133884</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>360</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>1952</td>\n",
              "      <td>2977019</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>361</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>1957</td>\n",
              "      <td>3300000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>362</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>1962</td>\n",
              "      <td>3832408</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>363</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>1967</td>\n",
              "      <td>4744870</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>364</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>1972</td>\n",
              "      <td>6071696</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>365</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>1977</td>\n",
              "      <td>7459574</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>366</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>1982</td>\n",
              "      <td>9025951</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>367</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>1987</td>\n",
              "      <td>10761098</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>368</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>1992</td>\n",
              "      <td>12772596</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>369</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>1997</td>\n",
              "      <td>14625967</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>370</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>2002</td>\n",
              "      <td>16252726</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>371</th>\n",
              "      <td>Cote d'Ivoire</td>\n",
              "      <td>2007</td>\n",
              "      <td>18013409</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>372</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>1952</td>\n",
              "      <td>3882229</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>373</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>1957</td>\n",
              "      <td>3991242</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>374</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>1962</td>\n",
              "      <td>4076557</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>375</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>1967</td>\n",
              "      <td>4174366</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>376</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>1972</td>\n",
              "      <td>4225310</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>377</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>1977</td>\n",
              "      <td>4318673</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>378</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>1982</td>\n",
              "      <td>4413368</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>379</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>1987</td>\n",
              "      <td>4484310</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>380</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>1992</td>\n",
              "      <td>4494013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>381</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>1997</td>\n",
              "      <td>4444595</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>382</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>2002</td>\n",
              "      <td>4481020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>383</th>\n",
              "      <td>Croatia</td>\n",
              "      <td>2007</td>\n",
              "      <td>4493312</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>384</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>1952</td>\n",
              "      <td>6007797</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>385</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>1957</td>\n",
              "      <td>6640752</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>386</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>1962</td>\n",
              "      <td>7254373</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>387</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>1967</td>\n",
              "      <td>8139332</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>388</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>1972</td>\n",
              "      <td>8831348</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>389</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>1977</td>\n",
              "      <td>9537988</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>390</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>1982</td>\n",
              "      <td>9789224</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>391</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>1987</td>\n",
              "      <td>10239839</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>392</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>1992</td>\n",
              "      <td>10723260</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>393</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>1997</td>\n",
              "      <td>10983007</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>394</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>2002</td>\n",
              "      <td>11226999</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>395</th>\n",
              "      <td>Cuba</td>\n",
              "      <td>2007</td>\n",
              "      <td>11416987</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>396</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>1952</td>\n",
              "      <td>9125183</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>397</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>1957</td>\n",
              "      <td>9513758</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>398</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>1962</td>\n",
              "      <td>9620282</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>399</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>1967</td>\n",
              "      <td>9835109</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>400</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>1972</td>\n",
              "      <td>9862158</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>401</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>1977</td>\n",
              "      <td>10161915</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>402</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>1982</td>\n",
              "      <td>10303704</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>403</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>1987</td>\n",
              "      <td>10311597</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>404</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>1992</td>\n",
              "      <td>10315702</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>405</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>1997</td>\n",
              "      <td>10300707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>406</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>2002</td>\n",
              "      <td>10256295</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>407</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>2007</td>\n",
              "      <td>10228744</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>408</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>1952</td>\n",
              "      <td>4334000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>409</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>1957</td>\n",
              "      <td>4487831</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>410</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>1962</td>\n",
              "      <td>4646899</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>411</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>1967</td>\n",
              "      <td>4838800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>412</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>1972</td>\n",
              "      <td>4991596</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>413</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>1977</td>\n",
              "      <td>5088419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>414</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>1982</td>\n",
              "      <td>5117810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>415</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>1987</td>\n",
              "      <td>5127024</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>416</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>1992</td>\n",
              "      <td>5171393</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>417</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>1997</td>\n",
              "      <td>5283663</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>418</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>2002</td>\n",
              "      <td>5374693</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>419</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>2007</td>\n",
              "      <td>5468120</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>420</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>1952</td>\n",
              "      <td>63149</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>421</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>1957</td>\n",
              "      <td>71851</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>422</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>1962</td>\n",
              "      <td>89898</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>423</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>1967</td>\n",
              "      <td>127617</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>424</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>1972</td>\n",
              "      <td>178848</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>425</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>1977</td>\n",
              "      <td>228694</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>426</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>1982</td>\n",
              "      <td>305991</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>427</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>1987</td>\n",
              "      <td>311025</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>428</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>1992</td>\n",
              "      <td>384156</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>429</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>1997</td>\n",
              "      <td>417908</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>430</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>2002</td>\n",
              "      <td>447416</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>431</th>\n",
              "      <td>Djibouti</td>\n",
              "      <td>2007</td>\n",
              "      <td>496374</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>432</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>1952</td>\n",
              "      <td>2491346</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>433</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>1957</td>\n",
              "      <td>2923186</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>434</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>1962</td>\n",
              "      <td>3453434</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>435</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>1967</td>\n",
              "      <td>4049146</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>436</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>1972</td>\n",
              "      <td>4671329</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>437</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>1977</td>\n",
              "      <td>5302800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>438</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>1982</td>\n",
              "      <td>5968349</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>439</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>1987</td>\n",
              "      <td>6655297</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>440</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>1992</td>\n",
              "      <td>7351181</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>441</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>1997</td>\n",
              "      <td>7992357</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>442</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>2002</td>\n",
              "      <td>8650322</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>443</th>\n",
              "      <td>Dominican Republic</td>\n",
              "      <td>2007</td>\n",
              "      <td>9319622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>444</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>1952</td>\n",
              "      <td>3548753</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>445</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>1957</td>\n",
              "      <td>4058385</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>446</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>1962</td>\n",
              "      <td>4681707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>447</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>1967</td>\n",
              "      <td>5432424</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>448</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>1972</td>\n",
              "      <td>6298651</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>449</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>1977</td>\n",
              "      <td>7278866</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>450</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>1982</td>\n",
              "      <td>8365850</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>451</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>1987</td>\n",
              "      <td>9545158</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>452</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>1992</td>\n",
              "      <td>10748394</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>453</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>1997</td>\n",
              "      <td>11911819</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>454</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>2002</td>\n",
              "      <td>12921234</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>455</th>\n",
              "      <td>Ecuador</td>\n",
              "      <td>2007</td>\n",
              "      <td>13755680</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>456</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>1952</td>\n",
              "      <td>22223309</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>457</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>1957</td>\n",
              "      <td>25009741</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>458</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>1962</td>\n",
              "      <td>28173309</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>459</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>1967</td>\n",
              "      <td>31681188</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>460</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>1972</td>\n",
              "      <td>34807417</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>461</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>1977</td>\n",
              "      <td>38783863</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>462</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>1982</td>\n",
              "      <td>45681811</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>463</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>1987</td>\n",
              "      <td>52799062</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>464</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>1992</td>\n",
              "      <td>59402198</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>465</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>1997</td>\n",
              "      <td>66134291</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>466</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>2002</td>\n",
              "      <td>73312559</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>467</th>\n",
              "      <td>Egypt</td>\n",
              "      <td>2007</td>\n",
              "      <td>80264543</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>468</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>1952</td>\n",
              "      <td>2042865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>469</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>1957</td>\n",
              "      <td>2355805</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>470</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>1962</td>\n",
              "      <td>2747687</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>471</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>1967</td>\n",
              "      <td>3232927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>472</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>1972</td>\n",
              "      <td>3790903</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>473</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>1977</td>\n",
              "      <td>4282586</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>474</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>1982</td>\n",
              "      <td>4474873</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>475</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>1987</td>\n",
              "      <td>4842194</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>476</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>1992</td>\n",
              "      <td>5274649</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>477</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>1997</td>\n",
              "      <td>5783439</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>478</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>2002</td>\n",
              "      <td>6353681</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>479</th>\n",
              "      <td>El Salvador</td>\n",
              "      <td>2007</td>\n",
              "      <td>6939688</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>480</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>1952</td>\n",
              "      <td>216964</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>481</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>1957</td>\n",
              "      <td>232922</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>482</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>1962</td>\n",
              "      <td>249220</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>483</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>1967</td>\n",
              "      <td>259864</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>484</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>1972</td>\n",
              "      <td>277603</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>485</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>1977</td>\n",
              "      <td>192675</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>486</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>1982</td>\n",
              "      <td>285483</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>487</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>1987</td>\n",
              "      <td>341244</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>488</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>1992</td>\n",
              "      <td>387838</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>489</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>1997</td>\n",
              "      <td>439971</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>490</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>2002</td>\n",
              "      <td>495627</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>491</th>\n",
              "      <td>Equatorial Guinea</td>\n",
              "      <td>2007</td>\n",
              "      <td>551201</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>492</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>1952</td>\n",
              "      <td>1438760</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>493</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>1957</td>\n",
              "      <td>1542611</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>494</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>1962</td>\n",
              "      <td>1666618</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>495</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>1967</td>\n",
              "      <td>1820319</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>496</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>1972</td>\n",
              "      <td>2260187</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>497</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>1977</td>\n",
              "      <td>2512642</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>498</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>1982</td>\n",
              "      <td>2637297</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>499</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>1987</td>\n",
              "      <td>2915959</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>500</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>1992</td>\n",
              "      <td>3668440</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>501</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>1997</td>\n",
              "      <td>4058319</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>502</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>2002</td>\n",
              "      <td>4414865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>503</th>\n",
              "      <td>Eritrea</td>\n",
              "      <td>2007</td>\n",
              "      <td>4906585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>504</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>1952</td>\n",
              "      <td>20860941</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>505</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>1957</td>\n",
              "      <td>22815614</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>506</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>1962</td>\n",
              "      <td>25145372</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>507</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>1967</td>\n",
              "      <td>27860297</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>508</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>1972</td>\n",
              "      <td>30770372</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>509</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>1977</td>\n",
              "      <td>34617799</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>510</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>1982</td>\n",
              "      <td>38111756</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>511</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>1987</td>\n",
              "      <td>42999530</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>512</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>1992</td>\n",
              "      <td>52088559</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>513</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>1997</td>\n",
              "      <td>59861301</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>514</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>2002</td>\n",
              "      <td>67946797</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>515</th>\n",
              "      <td>Ethiopia</td>\n",
              "      <td>2007</td>\n",
              "      <td>76511887</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>516</th>\n",
              "      <td>Finland</td>\n",
              "      <td>1952</td>\n",
              "      <td>4090500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>517</th>\n",
              "      <td>Finland</td>\n",
              "      <td>1957</td>\n",
              "      <td>4324000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>518</th>\n",
              "      <td>Finland</td>\n",
              "      <td>1962</td>\n",
              "      <td>4491443</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>519</th>\n",
              "      <td>Finland</td>\n",
              "      <td>1967</td>\n",
              "      <td>4605744</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>520</th>\n",
              "      <td>Finland</td>\n",
              "      <td>1972</td>\n",
              "      <td>4639657</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>521</th>\n",
              "      <td>Finland</td>\n",
              "      <td>1977</td>\n",
              "      <td>4738902</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>522</th>\n",
              "      <td>Finland</td>\n",
              "      <td>1982</td>\n",
              "      <td>4826933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>523</th>\n",
              "      <td>Finland</td>\n",
              "      <td>1987</td>\n",
              "      <td>4931729</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>524</th>\n",
              "      <td>Finland</td>\n",
              "      <td>1992</td>\n",
              "      <td>5041039</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>525</th>\n",
              "      <td>Finland</td>\n",
              "      <td>1997</td>\n",
              "      <td>5134406</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>526</th>\n",
              "      <td>Finland</td>\n",
              "      <td>2002</td>\n",
              "      <td>5193039</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>527</th>\n",
              "      <td>Finland</td>\n",
              "      <td>2007</td>\n",
              "      <td>5238460</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>528</th>\n",
              "      <td>France</td>\n",
              "      <td>1952</td>\n",
              "      <td>42459667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>529</th>\n",
              "      <td>France</td>\n",
              "      <td>1957</td>\n",
              "      <td>44310863</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>530</th>\n",
              "      <td>France</td>\n",
              "      <td>1962</td>\n",
              "      <td>47124000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>531</th>\n",
              "      <td>France</td>\n",
              "      <td>1967</td>\n",
              "      <td>49569000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>532</th>\n",
              "      <td>France</td>\n",
              "      <td>1972</td>\n",
              "      <td>51732000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>533</th>\n",
              "      <td>France</td>\n",
              "      <td>1977</td>\n",
              "      <td>53165019</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>534</th>\n",
              "      <td>France</td>\n",
              "      <td>1982</td>\n",
              "      <td>54433565</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>535</th>\n",
              "      <td>France</td>\n",
              "      <td>1987</td>\n",
              "      <td>55630100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>536</th>\n",
              "      <td>France</td>\n",
              "      <td>1992</td>\n",
              "      <td>57374179</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>537</th>\n",
              "      <td>France</td>\n",
              "      <td>1997</td>\n",
              "      <td>58623428</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>538</th>\n",
              "      <td>France</td>\n",
              "      <td>2002</td>\n",
              "      <td>59925035</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>539</th>\n",
              "      <td>France</td>\n",
              "      <td>2007</td>\n",
              "      <td>61083916</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>540</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>1952</td>\n",
              "      <td>420702</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>541</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>1957</td>\n",
              "      <td>434904</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>542</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>1962</td>\n",
              "      <td>455661</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>543</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>1967</td>\n",
              "      <td>489004</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>544</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>1972</td>\n",
              "      <td>537977</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>545</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>1977</td>\n",
              "      <td>706367</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>546</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>1982</td>\n",
              "      <td>753874</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>547</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>1987</td>\n",
              "      <td>880397</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>548</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>1992</td>\n",
              "      <td>985739</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>549</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>1997</td>\n",
              "      <td>1126189</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>550</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>2002</td>\n",
              "      <td>1299304</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>551</th>\n",
              "      <td>Gabon</td>\n",
              "      <td>2007</td>\n",
              "      <td>1454867</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>552</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>1952</td>\n",
              "      <td>284320</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>553</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>1957</td>\n",
              "      <td>323150</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>554</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>1962</td>\n",
              "      <td>374020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>555</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>1967</td>\n",
              "      <td>439593</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>556</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>1972</td>\n",
              "      <td>517101</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>557</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>1977</td>\n",
              "      <td>608274</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>558</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>1982</td>\n",
              "      <td>715523</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>559</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>1987</td>\n",
              "      <td>848406</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>560</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>1992</td>\n",
              "      <td>1025384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>561</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>1997</td>\n",
              "      <td>1235767</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>562</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>2002</td>\n",
              "      <td>1457766</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>563</th>\n",
              "      <td>Gambia</td>\n",
              "      <td>2007</td>\n",
              "      <td>1688359</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>564</th>\n",
              "      <td>Germany</td>\n",
              "      <td>1952</td>\n",
              "      <td>69145952</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>565</th>\n",
              "      <td>Germany</td>\n",
              "      <td>1957</td>\n",
              "      <td>71019069</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>566</th>\n",
              "      <td>Germany</td>\n",
              "      <td>1962</td>\n",
              "      <td>73739117</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>567</th>\n",
              "      <td>Germany</td>\n",
              "      <td>1967</td>\n",
              "      <td>76368453</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>568</th>\n",
              "      <td>Germany</td>\n",
              "      <td>1972</td>\n",
              "      <td>78717088</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>569</th>\n",
              "      <td>Germany</td>\n",
              "      <td>1977</td>\n",
              "      <td>78160773</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>570</th>\n",
              "      <td>Germany</td>\n",
              "      <td>1982</td>\n",
              "      <td>78335266</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>571</th>\n",
              "      <td>Germany</td>\n",
              "      <td>1987</td>\n",
              "      <td>77718298</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>572</th>\n",
              "      <td>Germany</td>\n",
              "      <td>1992</td>\n",
              "      <td>80597764</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>573</th>\n",
              "      <td>Germany</td>\n",
              "      <td>1997</td>\n",
              "      <td>82011073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>574</th>\n",
              "      <td>Germany</td>\n",
              "      <td>2002</td>\n",
              "      <td>82350671</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>575</th>\n",
              "      <td>Germany</td>\n",
              "      <td>2007</td>\n",
              "      <td>82400996</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>576</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>1952</td>\n",
              "      <td>5581001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>577</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>1957</td>\n",
              "      <td>6391288</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>578</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>1962</td>\n",
              "      <td>7355248</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>579</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>1967</td>\n",
              "      <td>8490213</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>580</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>1972</td>\n",
              "      <td>9354120</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>581</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>1977</td>\n",
              "      <td>10538093</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>582</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>1982</td>\n",
              "      <td>11400338</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>583</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>1987</td>\n",
              "      <td>14168101</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>584</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>1992</td>\n",
              "      <td>16278738</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>585</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>1997</td>\n",
              "      <td>18418288</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>586</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>2002</td>\n",
              "      <td>20550751</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>587</th>\n",
              "      <td>Ghana</td>\n",
              "      <td>2007</td>\n",
              "      <td>22873338</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>588</th>\n",
              "      <td>Greece</td>\n",
              "      <td>1952</td>\n",
              "      <td>7733250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>589</th>\n",
              "      <td>Greece</td>\n",
              "      <td>1957</td>\n",
              "      <td>8096218</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>590</th>\n",
              "      <td>Greece</td>\n",
              "      <td>1962</td>\n",
              "      <td>8448233</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>591</th>\n",
              "      <td>Greece</td>\n",
              "      <td>1967</td>\n",
              "      <td>8716441</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>592</th>\n",
              "      <td>Greece</td>\n",
              "      <td>1972</td>\n",
              "      <td>8888628</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>593</th>\n",
              "      <td>Greece</td>\n",
              "      <td>1977</td>\n",
              "      <td>9308479</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>594</th>\n",
              "      <td>Greece</td>\n",
              "      <td>1982</td>\n",
              "      <td>9786480</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>595</th>\n",
              "      <td>Greece</td>\n",
              "      <td>1987</td>\n",
              "      <td>9974490</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>596</th>\n",
              "      <td>Greece</td>\n",
              "      <td>1992</td>\n",
              "      <td>10325429</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>597</th>\n",
              "      <td>Greece</td>\n",
              "      <td>1997</td>\n",
              "      <td>10502372</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>598</th>\n",
              "      <td>Greece</td>\n",
              "      <td>2002</td>\n",
              "      <td>10603863</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>599</th>\n",
              "      <td>Greece</td>\n",
              "      <td>2007</td>\n",
              "      <td>10706290</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>600</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>1952</td>\n",
              "      <td>3146381</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>601</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>1957</td>\n",
              "      <td>3640876</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>602</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>1962</td>\n",
              "      <td>4208858</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>603</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>1967</td>\n",
              "      <td>4690773</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>604</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>1972</td>\n",
              "      <td>5149581</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>605</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>1977</td>\n",
              "      <td>5703430</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>606</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>1982</td>\n",
              "      <td>6395630</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>607</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>1987</td>\n",
              "      <td>7326406</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>608</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>1992</td>\n",
              "      <td>8486949</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>609</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>1997</td>\n",
              "      <td>9803875</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>610</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>2002</td>\n",
              "      <td>11178650</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>611</th>\n",
              "      <td>Guatemala</td>\n",
              "      <td>2007</td>\n",
              "      <td>12572928</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>612</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>1952</td>\n",
              "      <td>2664249</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>613</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>1957</td>\n",
              "      <td>2876726</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>614</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>1962</td>\n",
              "      <td>3140003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>615</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>1967</td>\n",
              "      <td>3451418</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>616</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>1972</td>\n",
              "      <td>3811387</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>617</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>1977</td>\n",
              "      <td>4227026</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>618</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>1982</td>\n",
              "      <td>4710497</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>619</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>1987</td>\n",
              "      <td>5650262</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>620</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>1992</td>\n",
              "      <td>6990574</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>621</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>1997</td>\n",
              "      <td>8048834</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>622</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>2002</td>\n",
              "      <td>8807818</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>623</th>\n",
              "      <td>Guinea</td>\n",
              "      <td>2007</td>\n",
              "      <td>9947814</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>624</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>1952</td>\n",
              "      <td>580653</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>625</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>1957</td>\n",
              "      <td>601095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>626</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>1962</td>\n",
              "      <td>627820</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>627</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>1967</td>\n",
              "      <td>601287</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>628</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>1972</td>\n",
              "      <td>625361</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>629</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>1977</td>\n",
              "      <td>745228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>630</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>1982</td>\n",
              "      <td>825987</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>631</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>1987</td>\n",
              "      <td>927524</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>632</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>1992</td>\n",
              "      <td>1050938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>633</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>1997</td>\n",
              "      <td>1193708</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>634</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>2002</td>\n",
              "      <td>1332459</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>635</th>\n",
              "      <td>Guinea-Bissau</td>\n",
              "      <td>2007</td>\n",
              "      <td>1472041</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>636</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>1952</td>\n",
              "      <td>3201488</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>637</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>1957</td>\n",
              "      <td>3507701</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>638</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>1962</td>\n",
              "      <td>3880130</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>639</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>1967</td>\n",
              "      <td>4318137</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>640</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>1972</td>\n",
              "      <td>4698301</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>641</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>1977</td>\n",
              "      <td>4908554</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>642</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>1982</td>\n",
              "      <td>5198399</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>643</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>1987</td>\n",
              "      <td>5756203</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>644</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>1992</td>\n",
              "      <td>6326682</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>645</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>1997</td>\n",
              "      <td>6913545</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>646</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>2002</td>\n",
              "      <td>7607651</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>647</th>\n",
              "      <td>Haiti</td>\n",
              "      <td>2007</td>\n",
              "      <td>8502814</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>648</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>1952</td>\n",
              "      <td>1517453</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>649</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>1957</td>\n",
              "      <td>1770390</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>650</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>1962</td>\n",
              "      <td>2090162</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>651</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>1967</td>\n",
              "      <td>2500689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>652</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>1972</td>\n",
              "      <td>2965146</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>653</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>1977</td>\n",
              "      <td>3055235</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>654</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>1982</td>\n",
              "      <td>3669448</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>655</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>1987</td>\n",
              "      <td>4372203</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>656</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>1992</td>\n",
              "      <td>5077347</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>657</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>1997</td>\n",
              "      <td>5867957</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>658</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>2002</td>\n",
              "      <td>6677328</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>659</th>\n",
              "      <td>Honduras</td>\n",
              "      <td>2007</td>\n",
              "      <td>7483763</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>660</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>1952</td>\n",
              "      <td>2125900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>661</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>1957</td>\n",
              "      <td>2736300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>662</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>1962</td>\n",
              "      <td>3305200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>663</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>1967</td>\n",
              "      <td>3722800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>664</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>1972</td>\n",
              "      <td>4115700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>665</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>1977</td>\n",
              "      <td>4583700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>666</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>1982</td>\n",
              "      <td>5264500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>667</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>1987</td>\n",
              "      <td>5584510</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>668</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>1992</td>\n",
              "      <td>5829696</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>669</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>1997</td>\n",
              "      <td>6495918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>670</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>2002</td>\n",
              "      <td>6762476</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>671</th>\n",
              "      <td>Hong Kong, China</td>\n",
              "      <td>2007</td>\n",
              "      <td>6980412</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>672</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>1952</td>\n",
              "      <td>9504000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>673</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>1957</td>\n",
              "      <td>9839000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>674</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>1962</td>\n",
              "      <td>10063000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>675</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>1967</td>\n",
              "      <td>10223422</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>676</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>1972</td>\n",
              "      <td>10394091</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>677</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>1977</td>\n",
              "      <td>10637171</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>678</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>1982</td>\n",
              "      <td>10705535</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>679</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>1987</td>\n",
              "      <td>10612740</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>680</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>1992</td>\n",
              "      <td>10348684</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>681</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>1997</td>\n",
              "      <td>10244684</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>682</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>2002</td>\n",
              "      <td>10083313</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>683</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>2007</td>\n",
              "      <td>9956108</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>684</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>1952</td>\n",
              "      <td>147962</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>685</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>1957</td>\n",
              "      <td>165110</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>686</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>1962</td>\n",
              "      <td>182053</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>687</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>1967</td>\n",
              "      <td>198676</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>688</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>1972</td>\n",
              "      <td>209275</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>689</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>1977</td>\n",
              "      <td>221823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>690</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>1982</td>\n",
              "      <td>233997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>691</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>1987</td>\n",
              "      <td>244676</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>692</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>1992</td>\n",
              "      <td>259012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>693</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>1997</td>\n",
              "      <td>271192</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>694</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>2002</td>\n",
              "      <td>288030</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>695</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>2007</td>\n",
              "      <td>301931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>696</th>\n",
              "      <td>India</td>\n",
              "      <td>1952</td>\n",
              "      <td>372000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>697</th>\n",
              "      <td>India</td>\n",
              "      <td>1957</td>\n",
              "      <td>409000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>698</th>\n",
              "      <td>India</td>\n",
              "      <td>1962</td>\n",
              "      <td>454000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>699</th>\n",
              "      <td>India</td>\n",
              "      <td>1967</td>\n",
              "      <td>506000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>700</th>\n",
              "      <td>India</td>\n",
              "      <td>1972</td>\n",
              "      <td>567000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>701</th>\n",
              "      <td>India</td>\n",
              "      <td>1977</td>\n",
              "      <td>634000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>702</th>\n",
              "      <td>India</td>\n",
              "      <td>1982</td>\n",
              "      <td>708000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>703</th>\n",
              "      <td>India</td>\n",
              "      <td>1987</td>\n",
              "      <td>788000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>704</th>\n",
              "      <td>India</td>\n",
              "      <td>1992</td>\n",
              "      <td>872000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>705</th>\n",
              "      <td>India</td>\n",
              "      <td>1997</td>\n",
              "      <td>959000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>706</th>\n",
              "      <td>India</td>\n",
              "      <td>2002</td>\n",
              "      <td>1034172547</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>707</th>\n",
              "      <td>India</td>\n",
              "      <td>2007</td>\n",
              "      <td>1110396331</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>708</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>1952</td>\n",
              "      <td>82052000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>709</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>1957</td>\n",
              "      <td>90124000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>710</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>1962</td>\n",
              "      <td>99028000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>711</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>1967</td>\n",
              "      <td>109343000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>712</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>1972</td>\n",
              "      <td>121282000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>713</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>1977</td>\n",
              "      <td>136725000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>714</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>1982</td>\n",
              "      <td>153343000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>715</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>1987</td>\n",
              "      <td>169276000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>716</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>1992</td>\n",
              "      <td>184816000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>717</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>1997</td>\n",
              "      <td>199278000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>718</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>2002</td>\n",
              "      <td>211060000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>719</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>2007</td>\n",
              "      <td>223547000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>720</th>\n",
              "      <td>Iran</td>\n",
              "      <td>1952</td>\n",
              "      <td>17272000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>721</th>\n",
              "      <td>Iran</td>\n",
              "      <td>1957</td>\n",
              "      <td>19792000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>722</th>\n",
              "      <td>Iran</td>\n",
              "      <td>1962</td>\n",
              "      <td>22874000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>723</th>\n",
              "      <td>Iran</td>\n",
              "      <td>1967</td>\n",
              "      <td>26538000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>724</th>\n",
              "      <td>Iran</td>\n",
              "      <td>1972</td>\n",
              "      <td>30614000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>725</th>\n",
              "      <td>Iran</td>\n",
              "      <td>1977</td>\n",
              "      <td>35480679</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>726</th>\n",
              "      <td>Iran</td>\n",
              "      <td>1982</td>\n",
              "      <td>43072751</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>727</th>\n",
              "      <td>Iran</td>\n",
              "      <td>1987</td>\n",
              "      <td>51889696</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>728</th>\n",
              "      <td>Iran</td>\n",
              "      <td>1992</td>\n",
              "      <td>60397973</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>729</th>\n",
              "      <td>Iran</td>\n",
              "      <td>1997</td>\n",
              "      <td>63327987</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>730</th>\n",
              "      <td>Iran</td>\n",
              "      <td>2002</td>\n",
              "      <td>66907826</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>731</th>\n",
              "      <td>Iran</td>\n",
              "      <td>2007</td>\n",
              "      <td>69453570</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>732</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>1952</td>\n",
              "      <td>5441766</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>733</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>1957</td>\n",
              "      <td>6248643</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>734</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>1962</td>\n",
              "      <td>7240260</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>735</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>1967</td>\n",
              "      <td>8519282</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>736</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>1972</td>\n",
              "      <td>10061506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>737</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>1977</td>\n",
              "      <td>11882916</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>738</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>1982</td>\n",
              "      <td>14173318</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>739</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>1987</td>\n",
              "      <td>16543189</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>740</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>1992</td>\n",
              "      <td>17861905</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>741</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>1997</td>\n",
              "      <td>20775703</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>742</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>2002</td>\n",
              "      <td>24001816</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>743</th>\n",
              "      <td>Iraq</td>\n",
              "      <td>2007</td>\n",
              "      <td>27499638</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>744</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>1952</td>\n",
              "      <td>2952156</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>745</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>1957</td>\n",
              "      <td>2878220</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>746</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>1962</td>\n",
              "      <td>2830000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>747</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>1967</td>\n",
              "      <td>2900100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>748</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>1972</td>\n",
              "      <td>3024400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>749</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>1977</td>\n",
              "      <td>3271900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>750</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>1982</td>\n",
              "      <td>3480000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>751</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>1987</td>\n",
              "      <td>3539900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>752</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>1992</td>\n",
              "      <td>3557761</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>753</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>1997</td>\n",
              "      <td>3667233</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>754</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>2002</td>\n",
              "      <td>3879155</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>755</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>2007</td>\n",
              "      <td>4109086</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>756</th>\n",
              "      <td>Israel</td>\n",
              "      <td>1952</td>\n",
              "      <td>1620914</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>757</th>\n",
              "      <td>Israel</td>\n",
              "      <td>1957</td>\n",
              "      <td>1944401</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>758</th>\n",
              "      <td>Israel</td>\n",
              "      <td>1962</td>\n",
              "      <td>2310904</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>759</th>\n",
              "      <td>Israel</td>\n",
              "      <td>1967</td>\n",
              "      <td>2693585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>760</th>\n",
              "      <td>Israel</td>\n",
              "      <td>1972</td>\n",
              "      <td>3095893</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>761</th>\n",
              "      <td>Israel</td>\n",
              "      <td>1977</td>\n",
              "      <td>3495918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>762</th>\n",
              "      <td>Israel</td>\n",
              "      <td>1982</td>\n",
              "      <td>3858421</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>763</th>\n",
              "      <td>Israel</td>\n",
              "      <td>1987</td>\n",
              "      <td>4203148</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>764</th>\n",
              "      <td>Israel</td>\n",
              "      <td>1992</td>\n",
              "      <td>4936550</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>765</th>\n",
              "      <td>Israel</td>\n",
              "      <td>1997</td>\n",
              "      <td>5531387</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>766</th>\n",
              "      <td>Israel</td>\n",
              "      <td>2002</td>\n",
              "      <td>6029529</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>767</th>\n",
              "      <td>Israel</td>\n",
              "      <td>2007</td>\n",
              "      <td>6426679</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>768</th>\n",
              "      <td>Italy</td>\n",
              "      <td>1952</td>\n",
              "      <td>47666000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>769</th>\n",
              "      <td>Italy</td>\n",
              "      <td>1957</td>\n",
              "      <td>49182000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>770</th>\n",
              "      <td>Italy</td>\n",
              "      <td>1962</td>\n",
              "      <td>50843200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>771</th>\n",
              "      <td>Italy</td>\n",
              "      <td>1967</td>\n",
              "      <td>52667100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>772</th>\n",
              "      <td>Italy</td>\n",
              "      <td>1972</td>\n",
              "      <td>54365564</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>773</th>\n",
              "      <td>Italy</td>\n",
              "      <td>1977</td>\n",
              "      <td>56059245</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>774</th>\n",
              "      <td>Italy</td>\n",
              "      <td>1982</td>\n",
              "      <td>56535636</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>775</th>\n",
              "      <td>Italy</td>\n",
              "      <td>1987</td>\n",
              "      <td>56729703</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>776</th>\n",
              "      <td>Italy</td>\n",
              "      <td>1992</td>\n",
              "      <td>56840847</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>777</th>\n",
              "      <td>Italy</td>\n",
              "      <td>1997</td>\n",
              "      <td>57479469</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>778</th>\n",
              "      <td>Italy</td>\n",
              "      <td>2002</td>\n",
              "      <td>57926999</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>779</th>\n",
              "      <td>Italy</td>\n",
              "      <td>2007</td>\n",
              "      <td>58147733</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>780</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>1952</td>\n",
              "      <td>1426095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>781</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>1957</td>\n",
              "      <td>1535090</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>782</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>1962</td>\n",
              "      <td>1665128</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>783</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>1967</td>\n",
              "      <td>1861096</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>784</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>1972</td>\n",
              "      <td>1997616</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>785</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>1977</td>\n",
              "      <td>2156814</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>786</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>1982</td>\n",
              "      <td>2298309</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>787</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>1987</td>\n",
              "      <td>2326606</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>788</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>1992</td>\n",
              "      <td>2378618</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>789</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>1997</td>\n",
              "      <td>2531311</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>790</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>2002</td>\n",
              "      <td>2664659</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>791</th>\n",
              "      <td>Jamaica</td>\n",
              "      <td>2007</td>\n",
              "      <td>2780132</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>792</th>\n",
              "      <td>Japan</td>\n",
              "      <td>1952</td>\n",
              "      <td>86459025</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>793</th>\n",
              "      <td>Japan</td>\n",
              "      <td>1957</td>\n",
              "      <td>91563009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>794</th>\n",
              "      <td>Japan</td>\n",
              "      <td>1962</td>\n",
              "      <td>95831757</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>795</th>\n",
              "      <td>Japan</td>\n",
              "      <td>1967</td>\n",
              "      <td>100825279</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>796</th>\n",
              "      <td>Japan</td>\n",
              "      <td>1972</td>\n",
              "      <td>107188273</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>797</th>\n",
              "      <td>Japan</td>\n",
              "      <td>1977</td>\n",
              "      <td>113872473</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>798</th>\n",
              "      <td>Japan</td>\n",
              "      <td>1982</td>\n",
              "      <td>118454974</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>799</th>\n",
              "      <td>Japan</td>\n",
              "      <td>1987</td>\n",
              "      <td>122091325</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>800</th>\n",
              "      <td>Japan</td>\n",
              "      <td>1992</td>\n",
              "      <td>124329269</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>801</th>\n",
              "      <td>Japan</td>\n",
              "      <td>1997</td>\n",
              "      <td>125956499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>802</th>\n",
              "      <td>Japan</td>\n",
              "      <td>2002</td>\n",
              "      <td>127065841</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>803</th>\n",
              "      <td>Japan</td>\n",
              "      <td>2007</td>\n",
              "      <td>127467972</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>804</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>1952</td>\n",
              "      <td>607914</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>805</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>1957</td>\n",
              "      <td>746559</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>806</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>1962</td>\n",
              "      <td>933559</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>807</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>1967</td>\n",
              "      <td>1255058</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>808</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>1972</td>\n",
              "      <td>1613551</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>809</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>1977</td>\n",
              "      <td>1937652</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>810</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>1982</td>\n",
              "      <td>2347031</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>811</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>1987</td>\n",
              "      <td>2820042</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>812</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>1992</td>\n",
              "      <td>3867409</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>813</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>1997</td>\n",
              "      <td>4526235</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>814</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>2002</td>\n",
              "      <td>5307470</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>815</th>\n",
              "      <td>Jordan</td>\n",
              "      <td>2007</td>\n",
              "      <td>6053193</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>816</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>1952</td>\n",
              "      <td>6464046</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>817</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>1957</td>\n",
              "      <td>7454779</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>818</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>1962</td>\n",
              "      <td>8678557</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>819</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>1967</td>\n",
              "      <td>10191512</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>820</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>1972</td>\n",
              "      <td>12044785</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>821</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>1977</td>\n",
              "      <td>14500404</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>822</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>1982</td>\n",
              "      <td>17661452</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>823</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>1987</td>\n",
              "      <td>21198082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>824</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>1992</td>\n",
              "      <td>25020539</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>825</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>1997</td>\n",
              "      <td>28263827</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>826</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>2002</td>\n",
              "      <td>31386842</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>827</th>\n",
              "      <td>Kenya</td>\n",
              "      <td>2007</td>\n",
              "      <td>35610177</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>828</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>1952</td>\n",
              "      <td>8865488</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>829</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>1957</td>\n",
              "      <td>9411381</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>830</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>1962</td>\n",
              "      <td>10917494</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>831</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>1967</td>\n",
              "      <td>12617009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>832</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>1972</td>\n",
              "      <td>14781241</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>833</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>1977</td>\n",
              "      <td>16325320</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>834</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>1982</td>\n",
              "      <td>17647518</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>835</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>1987</td>\n",
              "      <td>19067554</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>836</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>1992</td>\n",
              "      <td>20711375</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>837</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>1997</td>\n",
              "      <td>21585105</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>838</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>2002</td>\n",
              "      <td>22215365</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>839</th>\n",
              "      <td>Korea, Dem. Rep.</td>\n",
              "      <td>2007</td>\n",
              "      <td>23301725</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>840</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>1952</td>\n",
              "      <td>20947571</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>841</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>1957</td>\n",
              "      <td>22611552</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>842</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>1962</td>\n",
              "      <td>26420307</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>843</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>1967</td>\n",
              "      <td>30131000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>844</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>1972</td>\n",
              "      <td>33505000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>845</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>1977</td>\n",
              "      <td>36436000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>846</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>1982</td>\n",
              "      <td>39326000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>847</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>1987</td>\n",
              "      <td>41622000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>848</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>1992</td>\n",
              "      <td>43805450</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>849</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>1997</td>\n",
              "      <td>46173816</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>850</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>2002</td>\n",
              "      <td>47969150</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>851</th>\n",
              "      <td>Korea, Rep.</td>\n",
              "      <td>2007</td>\n",
              "      <td>49044790</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>852</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>1952</td>\n",
              "      <td>160000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>853</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>1957</td>\n",
              "      <td>212846</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>854</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>1962</td>\n",
              "      <td>358266</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>855</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>1967</td>\n",
              "      <td>575003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>856</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>1972</td>\n",
              "      <td>841934</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>857</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>1977</td>\n",
              "      <td>1140357</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>858</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>1982</td>\n",
              "      <td>1497494</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>859</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>1987</td>\n",
              "      <td>1891487</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>860</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>1992</td>\n",
              "      <td>1418095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>861</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>1997</td>\n",
              "      <td>1765345</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>862</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>2002</td>\n",
              "      <td>2111561</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>863</th>\n",
              "      <td>Kuwait</td>\n",
              "      <td>2007</td>\n",
              "      <td>2505559</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>864</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>1952</td>\n",
              "      <td>1439529</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>865</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>1957</td>\n",
              "      <td>1647412</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>866</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>1962</td>\n",
              "      <td>1886848</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>867</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>1967</td>\n",
              "      <td>2186894</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>868</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>1972</td>\n",
              "      <td>2680018</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>869</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>1977</td>\n",
              "      <td>3115787</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>870</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>1982</td>\n",
              "      <td>3086876</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>871</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>1987</td>\n",
              "      <td>3089353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>872</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>1992</td>\n",
              "      <td>3219994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>873</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>1997</td>\n",
              "      <td>3430388</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>874</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>2002</td>\n",
              "      <td>3677780</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>875</th>\n",
              "      <td>Lebanon</td>\n",
              "      <td>2007</td>\n",
              "      <td>3921278</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>876</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>1952</td>\n",
              "      <td>748747</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>877</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>1957</td>\n",
              "      <td>813338</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>878</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>1962</td>\n",
              "      <td>893143</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>879</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>1967</td>\n",
              "      <td>996380</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>880</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>1972</td>\n",
              "      <td>1116779</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>881</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>1977</td>\n",
              "      <td>1251524</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>882</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>1982</td>\n",
              "      <td>1411807</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>883</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>1987</td>\n",
              "      <td>1599200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>884</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>1992</td>\n",
              "      <td>1803195</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>885</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>1997</td>\n",
              "      <td>1982823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>886</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>2002</td>\n",
              "      <td>2046772</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>887</th>\n",
              "      <td>Lesotho</td>\n",
              "      <td>2007</td>\n",
              "      <td>2012649</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>888</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>1952</td>\n",
              "      <td>863308</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>889</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>1957</td>\n",
              "      <td>975950</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>890</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>1962</td>\n",
              "      <td>1112796</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>891</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>1967</td>\n",
              "      <td>1279406</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>892</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>1972</td>\n",
              "      <td>1482628</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>893</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>1977</td>\n",
              "      <td>1703617</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>894</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>1982</td>\n",
              "      <td>1956875</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>895</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>1987</td>\n",
              "      <td>2269414</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>896</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>1992</td>\n",
              "      <td>1912974</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>897</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>1997</td>\n",
              "      <td>2200725</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>898</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>2002</td>\n",
              "      <td>2814651</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>899</th>\n",
              "      <td>Liberia</td>\n",
              "      <td>2007</td>\n",
              "      <td>3193942</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>900</th>\n",
              "      <td>Libya</td>\n",
              "      <td>1952</td>\n",
              "      <td>1019729</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>901</th>\n",
              "      <td>Libya</td>\n",
              "      <td>1957</td>\n",
              "      <td>1201578</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>902</th>\n",
              "      <td>Libya</td>\n",
              "      <td>1962</td>\n",
              "      <td>1441863</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>903</th>\n",
              "      <td>Libya</td>\n",
              "      <td>1967</td>\n",
              "      <td>1759224</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>904</th>\n",
              "      <td>Libya</td>\n",
              "      <td>1972</td>\n",
              "      <td>2183877</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>905</th>\n",
              "      <td>Libya</td>\n",
              "      <td>1977</td>\n",
              "      <td>2721783</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>906</th>\n",
              "      <td>Libya</td>\n",
              "      <td>1982</td>\n",
              "      <td>3344074</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>907</th>\n",
              "      <td>Libya</td>\n",
              "      <td>1987</td>\n",
              "      <td>3799845</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>908</th>\n",
              "      <td>Libya</td>\n",
              "      <td>1992</td>\n",
              "      <td>4364501</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>909</th>\n",
              "      <td>Libya</td>\n",
              "      <td>1997</td>\n",
              "      <td>4759670</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>910</th>\n",
              "      <td>Libya</td>\n",
              "      <td>2002</td>\n",
              "      <td>5368585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>911</th>\n",
              "      <td>Libya</td>\n",
              "      <td>2007</td>\n",
              "      <td>6036914</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>912</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>1952</td>\n",
              "      <td>4762912</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>913</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>1957</td>\n",
              "      <td>5181679</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>914</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>1962</td>\n",
              "      <td>5703324</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>915</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>1967</td>\n",
              "      <td>6334556</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>916</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>1972</td>\n",
              "      <td>7082430</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>917</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>1977</td>\n",
              "      <td>8007166</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>918</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>1982</td>\n",
              "      <td>9171477</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>919</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>1987</td>\n",
              "      <td>10568642</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>920</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>1992</td>\n",
              "      <td>12210395</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>921</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>1997</td>\n",
              "      <td>14165114</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>922</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>2002</td>\n",
              "      <td>16473477</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>923</th>\n",
              "      <td>Madagascar</td>\n",
              "      <td>2007</td>\n",
              "      <td>19167654</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>924</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>1952</td>\n",
              "      <td>2917802</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>925</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>1957</td>\n",
              "      <td>3221238</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>926</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>1962</td>\n",
              "      <td>3628608</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>927</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>1967</td>\n",
              "      <td>4147252</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>928</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>1972</td>\n",
              "      <td>4730997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>929</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>1977</td>\n",
              "      <td>5637246</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>930</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>1982</td>\n",
              "      <td>6502825</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>931</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>1987</td>\n",
              "      <td>7824747</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>932</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>1992</td>\n",
              "      <td>10014249</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>933</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>1997</td>\n",
              "      <td>10419991</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>934</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>2002</td>\n",
              "      <td>11824495</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>935</th>\n",
              "      <td>Malawi</td>\n",
              "      <td>2007</td>\n",
              "      <td>13327079</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>936</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>1952</td>\n",
              "      <td>6748378</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>937</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>1957</td>\n",
              "      <td>7739235</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>938</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>1962</td>\n",
              "      <td>8906385</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>939</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>1967</td>\n",
              "      <td>10154878</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>940</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>1972</td>\n",
              "      <td>11441462</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>941</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>1977</td>\n",
              "      <td>12845381</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>942</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>1982</td>\n",
              "      <td>14441916</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>943</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>1987</td>\n",
              "      <td>16331785</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>944</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>1992</td>\n",
              "      <td>18319502</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>945</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>1997</td>\n",
              "      <td>20476091</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>946</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>2002</td>\n",
              "      <td>22662365</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>947</th>\n",
              "      <td>Malaysia</td>\n",
              "      <td>2007</td>\n",
              "      <td>24821286</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>948</th>\n",
              "      <td>Mali</td>\n",
              "      <td>1952</td>\n",
              "      <td>3838168</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>949</th>\n",
              "      <td>Mali</td>\n",
              "      <td>1957</td>\n",
              "      <td>4241884</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>950</th>\n",
              "      <td>Mali</td>\n",
              "      <td>1962</td>\n",
              "      <td>4690372</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>951</th>\n",
              "      <td>Mali</td>\n",
              "      <td>1967</td>\n",
              "      <td>5212416</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>952</th>\n",
              "      <td>Mali</td>\n",
              "      <td>1972</td>\n",
              "      <td>5828158</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>953</th>\n",
              "      <td>Mali</td>\n",
              "      <td>1977</td>\n",
              "      <td>6491649</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>954</th>\n",
              "      <td>Mali</td>\n",
              "      <td>1982</td>\n",
              "      <td>6998256</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>955</th>\n",
              "      <td>Mali</td>\n",
              "      <td>1987</td>\n",
              "      <td>7634008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>956</th>\n",
              "      <td>Mali</td>\n",
              "      <td>1992</td>\n",
              "      <td>8416215</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>957</th>\n",
              "      <td>Mali</td>\n",
              "      <td>1997</td>\n",
              "      <td>9384984</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>958</th>\n",
              "      <td>Mali</td>\n",
              "      <td>2002</td>\n",
              "      <td>10580176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>959</th>\n",
              "      <td>Mali</td>\n",
              "      <td>2007</td>\n",
              "      <td>12031795</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>960</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>1952</td>\n",
              "      <td>1022556</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>961</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>1957</td>\n",
              "      <td>1076852</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>962</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>1962</td>\n",
              "      <td>1146757</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>963</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>1967</td>\n",
              "      <td>1230542</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>964</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>1972</td>\n",
              "      <td>1332786</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>965</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>1977</td>\n",
              "      <td>1456688</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>966</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>1982</td>\n",
              "      <td>1622136</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>967</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>1987</td>\n",
              "      <td>1841240</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>968</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>1992</td>\n",
              "      <td>2119465</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>969</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>1997</td>\n",
              "      <td>2444741</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>970</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>2002</td>\n",
              "      <td>2828858</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>971</th>\n",
              "      <td>Mauritania</td>\n",
              "      <td>2007</td>\n",
              "      <td>3270065</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>972</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>1952</td>\n",
              "      <td>516556</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>973</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>1957</td>\n",
              "      <td>609816</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>974</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>1962</td>\n",
              "      <td>701016</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>975</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>1967</td>\n",
              "      <td>789309</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>976</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>1972</td>\n",
              "      <td>851334</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>977</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>1977</td>\n",
              "      <td>913025</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>978</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>1982</td>\n",
              "      <td>992040</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>979</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>1987</td>\n",
              "      <td>1042663</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>980</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>1992</td>\n",
              "      <td>1096202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>981</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>1997</td>\n",
              "      <td>1149818</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>982</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>2002</td>\n",
              "      <td>1200206</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>983</th>\n",
              "      <td>Mauritius</td>\n",
              "      <td>2007</td>\n",
              "      <td>1250882</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>984</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>1952</td>\n",
              "      <td>30144317</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>985</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>1957</td>\n",
              "      <td>35015548</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>986</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>1962</td>\n",
              "      <td>41121485</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>987</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>1967</td>\n",
              "      <td>47995559</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>988</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>1972</td>\n",
              "      <td>55984294</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>989</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>1977</td>\n",
              "      <td>63759976</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>990</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>1982</td>\n",
              "      <td>71640904</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>991</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>1987</td>\n",
              "      <td>80122492</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>992</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>1992</td>\n",
              "      <td>88111030</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>993</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>1997</td>\n",
              "      <td>95895146</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>994</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>2002</td>\n",
              "      <td>102479927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>995</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>2007</td>\n",
              "      <td>108700891</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>996</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>1952</td>\n",
              "      <td>800663</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>997</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>1957</td>\n",
              "      <td>882134</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>998</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>1962</td>\n",
              "      <td>1010280</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>999</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>1967</td>\n",
              "      <td>1149500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1000</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>1972</td>\n",
              "      <td>1320500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1001</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>1977</td>\n",
              "      <td>1528000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1002</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>1982</td>\n",
              "      <td>1756032</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>1987</td>\n",
              "      <td>2015133</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1004</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>1992</td>\n",
              "      <td>2312802</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1005</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>1997</td>\n",
              "      <td>2494803</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1006</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>2002</td>\n",
              "      <td>2674234</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1007</th>\n",
              "      <td>Mongolia</td>\n",
              "      <td>2007</td>\n",
              "      <td>2874127</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1008</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>1952</td>\n",
              "      <td>413834</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1009</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>1957</td>\n",
              "      <td>442829</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1010</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>1962</td>\n",
              "      <td>474528</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1011</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>1967</td>\n",
              "      <td>501035</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1012</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>1972</td>\n",
              "      <td>527678</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1013</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>1977</td>\n",
              "      <td>560073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1014</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>1982</td>\n",
              "      <td>562548</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1015</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>1987</td>\n",
              "      <td>569473</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1016</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>1992</td>\n",
              "      <td>621621</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1017</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>1997</td>\n",
              "      <td>692651</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1018</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>2002</td>\n",
              "      <td>720230</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1019</th>\n",
              "      <td>Montenegro</td>\n",
              "      <td>2007</td>\n",
              "      <td>684736</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1020</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>1952</td>\n",
              "      <td>9939217</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1021</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>1957</td>\n",
              "      <td>11406350</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1022</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>1962</td>\n",
              "      <td>13056604</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1023</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>1967</td>\n",
              "      <td>14770296</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1024</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>1972</td>\n",
              "      <td>16660670</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1025</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>1977</td>\n",
              "      <td>18396941</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1026</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>1982</td>\n",
              "      <td>20198730</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1027</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>1987</td>\n",
              "      <td>22987397</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1028</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>1992</td>\n",
              "      <td>25798239</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1029</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>1997</td>\n",
              "      <td>28529501</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1030</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>2002</td>\n",
              "      <td>31167783</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1031</th>\n",
              "      <td>Morocco</td>\n",
              "      <td>2007</td>\n",
              "      <td>33757175</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1032</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>1952</td>\n",
              "      <td>6446316</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1033</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>1957</td>\n",
              "      <td>7038035</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1034</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>1962</td>\n",
              "      <td>7788944</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1035</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>1967</td>\n",
              "      <td>8680909</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1036</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>1972</td>\n",
              "      <td>9809596</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1037</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>1977</td>\n",
              "      <td>11127868</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1038</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>1982</td>\n",
              "      <td>12587223</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1039</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>1987</td>\n",
              "      <td>12891952</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1040</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>1992</td>\n",
              "      <td>13160731</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1041</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>1997</td>\n",
              "      <td>16603334</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1042</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>2002</td>\n",
              "      <td>18473780</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1043</th>\n",
              "      <td>Mozambique</td>\n",
              "      <td>2007</td>\n",
              "      <td>19951656</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1044</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>1952</td>\n",
              "      <td>20092996</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1045</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>1957</td>\n",
              "      <td>21731844</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1046</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>1962</td>\n",
              "      <td>23634436</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1047</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>1967</td>\n",
              "      <td>25870271</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1048</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>1972</td>\n",
              "      <td>28466390</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1049</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>1977</td>\n",
              "      <td>31528087</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1050</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>1982</td>\n",
              "      <td>34680442</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1051</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>1987</td>\n",
              "      <td>38028578</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1052</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>1992</td>\n",
              "      <td>40546538</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1053</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>1997</td>\n",
              "      <td>43247867</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1054</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>2002</td>\n",
              "      <td>45598081</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1055</th>\n",
              "      <td>Myanmar</td>\n",
              "      <td>2007</td>\n",
              "      <td>47761980</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1056</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>1952</td>\n",
              "      <td>485831</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1057</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>1957</td>\n",
              "      <td>548080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1058</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>1962</td>\n",
              "      <td>621392</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1059</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>1967</td>\n",
              "      <td>706640</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1060</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>1972</td>\n",
              "      <td>821782</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1061</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>1977</td>\n",
              "      <td>977026</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1062</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>1982</td>\n",
              "      <td>1099010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1063</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>1987</td>\n",
              "      <td>1278184</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1064</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>1992</td>\n",
              "      <td>1554253</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1065</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>1997</td>\n",
              "      <td>1774766</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1066</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>2002</td>\n",
              "      <td>1972153</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1067</th>\n",
              "      <td>Namibia</td>\n",
              "      <td>2007</td>\n",
              "      <td>2055080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1068</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>1952</td>\n",
              "      <td>9182536</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1069</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>1957</td>\n",
              "      <td>9682338</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1070</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>1962</td>\n",
              "      <td>10332057</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1071</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>1967</td>\n",
              "      <td>11261690</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1072</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>1972</td>\n",
              "      <td>12412593</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1073</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>1977</td>\n",
              "      <td>13933198</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1074</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>1982</td>\n",
              "      <td>15796314</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1075</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>1987</td>\n",
              "      <td>17917180</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1076</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>1992</td>\n",
              "      <td>20326209</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1077</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>1997</td>\n",
              "      <td>23001113</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1078</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>2002</td>\n",
              "      <td>25873917</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1079</th>\n",
              "      <td>Nepal</td>\n",
              "      <td>2007</td>\n",
              "      <td>28901790</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1080</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>1952</td>\n",
              "      <td>10381988</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1081</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>1957</td>\n",
              "      <td>11026383</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1082</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>1962</td>\n",
              "      <td>11805689</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1083</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>1967</td>\n",
              "      <td>12596822</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1084</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>1972</td>\n",
              "      <td>13329874</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1085</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>1977</td>\n",
              "      <td>13852989</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1086</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>1982</td>\n",
              "      <td>14310401</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1087</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>1987</td>\n",
              "      <td>14665278</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1088</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>1992</td>\n",
              "      <td>15174244</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1089</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>1997</td>\n",
              "      <td>15604464</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1090</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>2002</td>\n",
              "      <td>16122830</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1091</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>2007</td>\n",
              "      <td>16570613</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1092</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>1952</td>\n",
              "      <td>1994794</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1093</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>1957</td>\n",
              "      <td>2229407</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1094</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>1962</td>\n",
              "      <td>2488550</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1095</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>1967</td>\n",
              "      <td>2728150</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1096</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>1972</td>\n",
              "      <td>2929100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1097</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>1977</td>\n",
              "      <td>3164900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1098</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>1982</td>\n",
              "      <td>3210650</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1099</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>1987</td>\n",
              "      <td>3317166</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1100</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>1992</td>\n",
              "      <td>3437674</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1101</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>1997</td>\n",
              "      <td>3676187</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1102</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>2002</td>\n",
              "      <td>3908037</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1103</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>2007</td>\n",
              "      <td>4115771</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1104</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>1952</td>\n",
              "      <td>1165790</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1105</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>1957</td>\n",
              "      <td>1358828</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1106</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>1962</td>\n",
              "      <td>1590597</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1107</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>1967</td>\n",
              "      <td>1865490</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1108</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>1972</td>\n",
              "      <td>2182908</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1109</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>1977</td>\n",
              "      <td>2554598</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1110</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>1982</td>\n",
              "      <td>2979423</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1111</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>1987</td>\n",
              "      <td>3344353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1112</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>1992</td>\n",
              "      <td>4017939</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1113</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>1997</td>\n",
              "      <td>4609572</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1114</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>2002</td>\n",
              "      <td>5146848</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1115</th>\n",
              "      <td>Nicaragua</td>\n",
              "      <td>2007</td>\n",
              "      <td>5675356</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1116</th>\n",
              "      <td>Niger</td>\n",
              "      <td>1952</td>\n",
              "      <td>3379468</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1117</th>\n",
              "      <td>Niger</td>\n",
              "      <td>1957</td>\n",
              "      <td>3692184</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1118</th>\n",
              "      <td>Niger</td>\n",
              "      <td>1962</td>\n",
              "      <td>4076008</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1119</th>\n",
              "      <td>Niger</td>\n",
              "      <td>1967</td>\n",
              "      <td>4534062</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1120</th>\n",
              "      <td>Niger</td>\n",
              "      <td>1972</td>\n",
              "      <td>5060262</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1121</th>\n",
              "      <td>Niger</td>\n",
              "      <td>1977</td>\n",
              "      <td>5682086</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1122</th>\n",
              "      <td>Niger</td>\n",
              "      <td>1982</td>\n",
              "      <td>6437188</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1123</th>\n",
              "      <td>Niger</td>\n",
              "      <td>1987</td>\n",
              "      <td>7332638</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1124</th>\n",
              "      <td>Niger</td>\n",
              "      <td>1992</td>\n",
              "      <td>8392818</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1125</th>\n",
              "      <td>Niger</td>\n",
              "      <td>1997</td>\n",
              "      <td>9666252</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1126</th>\n",
              "      <td>Niger</td>\n",
              "      <td>2002</td>\n",
              "      <td>11140655</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1127</th>\n",
              "      <td>Niger</td>\n",
              "      <td>2007</td>\n",
              "      <td>12894865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1128</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>1952</td>\n",
              "      <td>33119096</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1129</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>1957</td>\n",
              "      <td>37173340</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1130</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>1962</td>\n",
              "      <td>41871351</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1131</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>1967</td>\n",
              "      <td>47287752</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1132</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>1972</td>\n",
              "      <td>53740085</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1133</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>1977</td>\n",
              "      <td>62209173</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1134</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>1982</td>\n",
              "      <td>73039376</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1135</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>1987</td>\n",
              "      <td>81551520</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1136</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>1992</td>\n",
              "      <td>93364244</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1137</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>1997</td>\n",
              "      <td>106207839</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1138</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>2002</td>\n",
              "      <td>119901274</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1139</th>\n",
              "      <td>Nigeria</td>\n",
              "      <td>2007</td>\n",
              "      <td>135031164</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1140</th>\n",
              "      <td>Norway</td>\n",
              "      <td>1952</td>\n",
              "      <td>3327728</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1141</th>\n",
              "      <td>Norway</td>\n",
              "      <td>1957</td>\n",
              "      <td>3491938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1142</th>\n",
              "      <td>Norway</td>\n",
              "      <td>1962</td>\n",
              "      <td>3638919</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1143</th>\n",
              "      <td>Norway</td>\n",
              "      <td>1967</td>\n",
              "      <td>3786019</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1144</th>\n",
              "      <td>Norway</td>\n",
              "      <td>1972</td>\n",
              "      <td>3933004</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1145</th>\n",
              "      <td>Norway</td>\n",
              "      <td>1977</td>\n",
              "      <td>4043205</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1146</th>\n",
              "      <td>Norway</td>\n",
              "      <td>1982</td>\n",
              "      <td>4114787</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1147</th>\n",
              "      <td>Norway</td>\n",
              "      <td>1987</td>\n",
              "      <td>4186147</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1148</th>\n",
              "      <td>Norway</td>\n",
              "      <td>1992</td>\n",
              "      <td>4286357</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1149</th>\n",
              "      <td>Norway</td>\n",
              "      <td>1997</td>\n",
              "      <td>4405672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1150</th>\n",
              "      <td>Norway</td>\n",
              "      <td>2002</td>\n",
              "      <td>4535591</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1151</th>\n",
              "      <td>Norway</td>\n",
              "      <td>2007</td>\n",
              "      <td>4627926</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1152</th>\n",
              "      <td>Oman</td>\n",
              "      <td>1952</td>\n",
              "      <td>507833</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1153</th>\n",
              "      <td>Oman</td>\n",
              "      <td>1957</td>\n",
              "      <td>561977</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1154</th>\n",
              "      <td>Oman</td>\n",
              "      <td>1962</td>\n",
              "      <td>628164</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1155</th>\n",
              "      <td>Oman</td>\n",
              "      <td>1967</td>\n",
              "      <td>714775</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1156</th>\n",
              "      <td>Oman</td>\n",
              "      <td>1972</td>\n",
              "      <td>829050</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1157</th>\n",
              "      <td>Oman</td>\n",
              "      <td>1977</td>\n",
              "      <td>1004533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1158</th>\n",
              "      <td>Oman</td>\n",
              "      <td>1982</td>\n",
              "      <td>1301048</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1159</th>\n",
              "      <td>Oman</td>\n",
              "      <td>1987</td>\n",
              "      <td>1593882</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1160</th>\n",
              "      <td>Oman</td>\n",
              "      <td>1992</td>\n",
              "      <td>1915208</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1161</th>\n",
              "      <td>Oman</td>\n",
              "      <td>1997</td>\n",
              "      <td>2283635</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1162</th>\n",
              "      <td>Oman</td>\n",
              "      <td>2002</td>\n",
              "      <td>2713462</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1163</th>\n",
              "      <td>Oman</td>\n",
              "      <td>2007</td>\n",
              "      <td>3204897</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1164</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>1952</td>\n",
              "      <td>41346560</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1165</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>1957</td>\n",
              "      <td>46679944</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1166</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>1962</td>\n",
              "      <td>53100671</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1167</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>1967</td>\n",
              "      <td>60641899</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1168</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>1972</td>\n",
              "      <td>69325921</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1169</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>1977</td>\n",
              "      <td>78152686</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1170</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>1982</td>\n",
              "      <td>91462088</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1171</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>1987</td>\n",
              "      <td>105186881</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1172</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>1992</td>\n",
              "      <td>120065004</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1173</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>1997</td>\n",
              "      <td>135564834</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1174</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>2002</td>\n",
              "      <td>153403524</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1175</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>2007</td>\n",
              "      <td>169270617</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1176</th>\n",
              "      <td>Panama</td>\n",
              "      <td>1952</td>\n",
              "      <td>940080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1177</th>\n",
              "      <td>Panama</td>\n",
              "      <td>1957</td>\n",
              "      <td>1063506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1178</th>\n",
              "      <td>Panama</td>\n",
              "      <td>1962</td>\n",
              "      <td>1215725</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1179</th>\n",
              "      <td>Panama</td>\n",
              "      <td>1967</td>\n",
              "      <td>1405486</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1180</th>\n",
              "      <td>Panama</td>\n",
              "      <td>1972</td>\n",
              "      <td>1616384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1181</th>\n",
              "      <td>Panama</td>\n",
              "      <td>1977</td>\n",
              "      <td>1839782</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1182</th>\n",
              "      <td>Panama</td>\n",
              "      <td>1982</td>\n",
              "      <td>2036305</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1183</th>\n",
              "      <td>Panama</td>\n",
              "      <td>1987</td>\n",
              "      <td>2253639</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1184</th>\n",
              "      <td>Panama</td>\n",
              "      <td>1992</td>\n",
              "      <td>2484997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1185</th>\n",
              "      <td>Panama</td>\n",
              "      <td>1997</td>\n",
              "      <td>2734531</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1186</th>\n",
              "      <td>Panama</td>\n",
              "      <td>2002</td>\n",
              "      <td>2990875</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1187</th>\n",
              "      <td>Panama</td>\n",
              "      <td>2007</td>\n",
              "      <td>3242173</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1188</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>1952</td>\n",
              "      <td>1555876</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1189</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>1957</td>\n",
              "      <td>1770902</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1190</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>1962</td>\n",
              "      <td>2009813</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1191</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>1967</td>\n",
              "      <td>2287985</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1192</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>1972</td>\n",
              "      <td>2614104</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1193</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>1977</td>\n",
              "      <td>2984494</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1194</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>1982</td>\n",
              "      <td>3366439</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1195</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>1987</td>\n",
              "      <td>3886512</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1196</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>1992</td>\n",
              "      <td>4483945</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1197</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>1997</td>\n",
              "      <td>5154123</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1198</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>2002</td>\n",
              "      <td>5884491</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1199</th>\n",
              "      <td>Paraguay</td>\n",
              "      <td>2007</td>\n",
              "      <td>6667147</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1200</th>\n",
              "      <td>Peru</td>\n",
              "      <td>1952</td>\n",
              "      <td>8025700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1201</th>\n",
              "      <td>Peru</td>\n",
              "      <td>1957</td>\n",
              "      <td>9146100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1202</th>\n",
              "      <td>Peru</td>\n",
              "      <td>1962</td>\n",
              "      <td>10516500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1203</th>\n",
              "      <td>Peru</td>\n",
              "      <td>1967</td>\n",
              "      <td>12132200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1204</th>\n",
              "      <td>Peru</td>\n",
              "      <td>1972</td>\n",
              "      <td>13954700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1205</th>\n",
              "      <td>Peru</td>\n",
              "      <td>1977</td>\n",
              "      <td>15990099</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1206</th>\n",
              "      <td>Peru</td>\n",
              "      <td>1982</td>\n",
              "      <td>18125129</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1207</th>\n",
              "      <td>Peru</td>\n",
              "      <td>1987</td>\n",
              "      <td>20195924</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1208</th>\n",
              "      <td>Peru</td>\n",
              "      <td>1992</td>\n",
              "      <td>22430449</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1209</th>\n",
              "      <td>Peru</td>\n",
              "      <td>1997</td>\n",
              "      <td>24748122</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1210</th>\n",
              "      <td>Peru</td>\n",
              "      <td>2002</td>\n",
              "      <td>26769436</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1211</th>\n",
              "      <td>Peru</td>\n",
              "      <td>2007</td>\n",
              "      <td>28674757</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1212</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>1952</td>\n",
              "      <td>22438691</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1213</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>1957</td>\n",
              "      <td>26072194</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1214</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>1962</td>\n",
              "      <td>30325264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1215</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>1967</td>\n",
              "      <td>35356600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1216</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>1972</td>\n",
              "      <td>40850141</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1217</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>1977</td>\n",
              "      <td>46850962</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1218</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>1982</td>\n",
              "      <td>53456774</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1219</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>1987</td>\n",
              "      <td>60017788</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1220</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>1992</td>\n",
              "      <td>67185766</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1221</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>1997</td>\n",
              "      <td>75012988</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1222</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>2002</td>\n",
              "      <td>82995088</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1223</th>\n",
              "      <td>Philippines</td>\n",
              "      <td>2007</td>\n",
              "      <td>91077287</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1224</th>\n",
              "      <td>Poland</td>\n",
              "      <td>1952</td>\n",
              "      <td>25730551</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1225</th>\n",
              "      <td>Poland</td>\n",
              "      <td>1957</td>\n",
              "      <td>28235346</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1226</th>\n",
              "      <td>Poland</td>\n",
              "      <td>1962</td>\n",
              "      <td>30329617</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1227</th>\n",
              "      <td>Poland</td>\n",
              "      <td>1967</td>\n",
              "      <td>31785378</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1228</th>\n",
              "      <td>Poland</td>\n",
              "      <td>1972</td>\n",
              "      <td>33039545</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1229</th>\n",
              "      <td>Poland</td>\n",
              "      <td>1977</td>\n",
              "      <td>34621254</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1230</th>\n",
              "      <td>Poland</td>\n",
              "      <td>1982</td>\n",
              "      <td>36227381</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1231</th>\n",
              "      <td>Poland</td>\n",
              "      <td>1987</td>\n",
              "      <td>37740710</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1232</th>\n",
              "      <td>Poland</td>\n",
              "      <td>1992</td>\n",
              "      <td>38370697</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1233</th>\n",
              "      <td>Poland</td>\n",
              "      <td>1997</td>\n",
              "      <td>38654957</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1234</th>\n",
              "      <td>Poland</td>\n",
              "      <td>2002</td>\n",
              "      <td>38625976</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1235</th>\n",
              "      <td>Poland</td>\n",
              "      <td>2007</td>\n",
              "      <td>38518241</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1236</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>1952</td>\n",
              "      <td>8526050</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1237</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>1957</td>\n",
              "      <td>8817650</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1238</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>1962</td>\n",
              "      <td>9019800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1239</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>1967</td>\n",
              "      <td>9103000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1240</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>1972</td>\n",
              "      <td>8970450</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1241</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>1977</td>\n",
              "      <td>9662600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1242</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>1982</td>\n",
              "      <td>9859650</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1243</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>1987</td>\n",
              "      <td>9915289</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1244</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>1992</td>\n",
              "      <td>9927680</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1245</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>1997</td>\n",
              "      <td>10156415</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1246</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>2002</td>\n",
              "      <td>10433867</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1247</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>2007</td>\n",
              "      <td>10642836</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1248</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>1952</td>\n",
              "      <td>2227000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1249</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>1957</td>\n",
              "      <td>2260000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1250</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>1962</td>\n",
              "      <td>2448046</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1251</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>1967</td>\n",
              "      <td>2648961</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1252</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>1972</td>\n",
              "      <td>2847132</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1253</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>1977</td>\n",
              "      <td>3080828</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1254</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>1982</td>\n",
              "      <td>3279001</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1255</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>1987</td>\n",
              "      <td>3444468</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1256</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>1992</td>\n",
              "      <td>3585176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1257</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>1997</td>\n",
              "      <td>3759430</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1258</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>2002</td>\n",
              "      <td>3859606</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1259</th>\n",
              "      <td>Puerto Rico</td>\n",
              "      <td>2007</td>\n",
              "      <td>3942491</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1260</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>1952</td>\n",
              "      <td>257700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1261</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>1957</td>\n",
              "      <td>308700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1262</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>1962</td>\n",
              "      <td>358900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1263</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>1967</td>\n",
              "      <td>414024</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1264</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>1972</td>\n",
              "      <td>461633</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1265</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>1977</td>\n",
              "      <td>492095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1266</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>1982</td>\n",
              "      <td>517810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1267</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>1987</td>\n",
              "      <td>562035</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1268</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>1992</td>\n",
              "      <td>622191</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1269</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>1997</td>\n",
              "      <td>684810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1270</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>2002</td>\n",
              "      <td>743981</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1271</th>\n",
              "      <td>Reunion</td>\n",
              "      <td>2007</td>\n",
              "      <td>798094</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1272</th>\n",
              "      <td>Romania</td>\n",
              "      <td>1952</td>\n",
              "      <td>16630000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1273</th>\n",
              "      <td>Romania</td>\n",
              "      <td>1957</td>\n",
              "      <td>17829327</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1274</th>\n",
              "      <td>Romania</td>\n",
              "      <td>1962</td>\n",
              "      <td>18680721</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1275</th>\n",
              "      <td>Romania</td>\n",
              "      <td>1967</td>\n",
              "      <td>19284814</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1276</th>\n",
              "      <td>Romania</td>\n",
              "      <td>1972</td>\n",
              "      <td>20662648</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1277</th>\n",
              "      <td>Romania</td>\n",
              "      <td>1977</td>\n",
              "      <td>21658597</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1278</th>\n",
              "      <td>Romania</td>\n",
              "      <td>1982</td>\n",
              "      <td>22356726</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1279</th>\n",
              "      <td>Romania</td>\n",
              "      <td>1987</td>\n",
              "      <td>22686371</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1280</th>\n",
              "      <td>Romania</td>\n",
              "      <td>1992</td>\n",
              "      <td>22797027</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1281</th>\n",
              "      <td>Romania</td>\n",
              "      <td>1997</td>\n",
              "      <td>22562458</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1282</th>\n",
              "      <td>Romania</td>\n",
              "      <td>2002</td>\n",
              "      <td>22404337</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1283</th>\n",
              "      <td>Romania</td>\n",
              "      <td>2007</td>\n",
              "      <td>22276056</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1284</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>1952</td>\n",
              "      <td>2534927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1285</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>1957</td>\n",
              "      <td>2822082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1286</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>1962</td>\n",
              "      <td>3051242</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1287</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>1967</td>\n",
              "      <td>3451079</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1288</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>1972</td>\n",
              "      <td>3992121</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1289</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>1977</td>\n",
              "      <td>4657072</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1290</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>1982</td>\n",
              "      <td>5507565</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1291</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>1987</td>\n",
              "      <td>6349365</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1292</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>1992</td>\n",
              "      <td>7290203</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1293</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>1997</td>\n",
              "      <td>7212583</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1294</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>2002</td>\n",
              "      <td>7852401</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1295</th>\n",
              "      <td>Rwanda</td>\n",
              "      <td>2007</td>\n",
              "      <td>8860588</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1296</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>1952</td>\n",
              "      <td>60011</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1297</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>1957</td>\n",
              "      <td>61325</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1298</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>1962</td>\n",
              "      <td>65345</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1299</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>1967</td>\n",
              "      <td>70787</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1300</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>1972</td>\n",
              "      <td>76595</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1301</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>1977</td>\n",
              "      <td>86796</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1302</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>1982</td>\n",
              "      <td>98593</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1303</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>1987</td>\n",
              "      <td>110812</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1304</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>1992</td>\n",
              "      <td>125911</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1305</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>1997</td>\n",
              "      <td>145608</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1306</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>2002</td>\n",
              "      <td>170372</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1307</th>\n",
              "      <td>Sao Tome and Principe</td>\n",
              "      <td>2007</td>\n",
              "      <td>199579</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1308</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>1952</td>\n",
              "      <td>4005677</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1309</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>1957</td>\n",
              "      <td>4419650</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1310</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>1962</td>\n",
              "      <td>4943029</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1311</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>1967</td>\n",
              "      <td>5618198</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1312</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>1972</td>\n",
              "      <td>6472756</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1313</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>1977</td>\n",
              "      <td>8128505</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1314</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>1982</td>\n",
              "      <td>11254672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1315</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>1987</td>\n",
              "      <td>14619745</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1316</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>1992</td>\n",
              "      <td>16945857</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1317</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>1997</td>\n",
              "      <td>21229759</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1318</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>2002</td>\n",
              "      <td>24501530</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1319</th>\n",
              "      <td>Saudi Arabia</td>\n",
              "      <td>2007</td>\n",
              "      <td>27601038</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1320</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>1952</td>\n",
              "      <td>2755589</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1321</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>1957</td>\n",
              "      <td>3054547</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1322</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>1962</td>\n",
              "      <td>3430243</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1323</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>1967</td>\n",
              "      <td>3965841</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1324</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>1972</td>\n",
              "      <td>4588696</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1325</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>1977</td>\n",
              "      <td>5260855</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1326</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>1982</td>\n",
              "      <td>6147783</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1327</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>1987</td>\n",
              "      <td>7171347</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1328</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>1992</td>\n",
              "      <td>8307920</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1329</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>1997</td>\n",
              "      <td>9535314</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1330</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>2002</td>\n",
              "      <td>10870037</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1331</th>\n",
              "      <td>Senegal</td>\n",
              "      <td>2007</td>\n",
              "      <td>12267493</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1332</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>1952</td>\n",
              "      <td>6860147</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1333</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>1957</td>\n",
              "      <td>7271135</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1334</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>1962</td>\n",
              "      <td>7616060</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1335</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>1967</td>\n",
              "      <td>7971222</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1336</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>1972</td>\n",
              "      <td>8313288</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1337</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>1977</td>\n",
              "      <td>8686367</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1338</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>1982</td>\n",
              "      <td>9032824</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1339</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>1987</td>\n",
              "      <td>9230783</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1340</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>1992</td>\n",
              "      <td>9826397</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1341</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>1997</td>\n",
              "      <td>10336594</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1342</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>2002</td>\n",
              "      <td>10111559</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1343</th>\n",
              "      <td>Serbia</td>\n",
              "      <td>2007</td>\n",
              "      <td>10150265</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1344</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>1952</td>\n",
              "      <td>2143249</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1345</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>1957</td>\n",
              "      <td>2295678</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1346</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>1962</td>\n",
              "      <td>2467895</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1347</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>1967</td>\n",
              "      <td>2662190</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1348</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>1972</td>\n",
              "      <td>2879013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1349</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>1977</td>\n",
              "      <td>3140897</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1350</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>1982</td>\n",
              "      <td>3464522</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1351</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>1987</td>\n",
              "      <td>3868905</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1352</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>1992</td>\n",
              "      <td>4260884</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1353</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>1997</td>\n",
              "      <td>4578212</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1354</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>2002</td>\n",
              "      <td>5359092</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1355</th>\n",
              "      <td>Sierra Leone</td>\n",
              "      <td>2007</td>\n",
              "      <td>6144562</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1356</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>1952</td>\n",
              "      <td>1127000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1357</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>1957</td>\n",
              "      <td>1445929</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1358</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>1962</td>\n",
              "      <td>1750200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1359</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>1967</td>\n",
              "      <td>1977600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1360</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>1972</td>\n",
              "      <td>2152400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1361</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>1977</td>\n",
              "      <td>2325300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1362</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>1982</td>\n",
              "      <td>2651869</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1363</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>1987</td>\n",
              "      <td>2794552</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1364</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>1992</td>\n",
              "      <td>3235865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1365</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>1997</td>\n",
              "      <td>3802309</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1366</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>2002</td>\n",
              "      <td>4197776</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1367</th>\n",
              "      <td>Singapore</td>\n",
              "      <td>2007</td>\n",
              "      <td>4553009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1368</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>1952</td>\n",
              "      <td>3558137</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1369</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>1957</td>\n",
              "      <td>3844277</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1370</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>1962</td>\n",
              "      <td>4237384</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1371</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>1967</td>\n",
              "      <td>4442238</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1372</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>1972</td>\n",
              "      <td>4593433</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1373</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>1977</td>\n",
              "      <td>4827803</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1374</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>1982</td>\n",
              "      <td>5048043</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1375</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>1987</td>\n",
              "      <td>5199318</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1376</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>1992</td>\n",
              "      <td>5302888</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1377</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>1997</td>\n",
              "      <td>5383010</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1378</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>2002</td>\n",
              "      <td>5410052</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1379</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>2007</td>\n",
              "      <td>5447502</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1380</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>1952</td>\n",
              "      <td>1489518</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1381</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>1957</td>\n",
              "      <td>1533070</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1382</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>1962</td>\n",
              "      <td>1582962</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1383</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>1967</td>\n",
              "      <td>1646912</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1384</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>1972</td>\n",
              "      <td>1694510</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1385</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>1977</td>\n",
              "      <td>1746919</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1386</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>1982</td>\n",
              "      <td>1861252</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1387</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>1987</td>\n",
              "      <td>1945870</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1388</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>1992</td>\n",
              "      <td>1999210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1389</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>1997</td>\n",
              "      <td>2011612</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1390</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>2002</td>\n",
              "      <td>2011497</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1391</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>2007</td>\n",
              "      <td>2009245</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1392</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>1952</td>\n",
              "      <td>2526994</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1393</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>1957</td>\n",
              "      <td>2780415</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1394</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>1962</td>\n",
              "      <td>3080153</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1395</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>1967</td>\n",
              "      <td>3428839</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1396</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>1972</td>\n",
              "      <td>3840161</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1397</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>1977</td>\n",
              "      <td>4353666</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1398</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>1982</td>\n",
              "      <td>5828892</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1399</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>1987</td>\n",
              "      <td>6921858</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1400</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>1992</td>\n",
              "      <td>6099799</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1401</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>1997</td>\n",
              "      <td>6633514</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1402</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>2002</td>\n",
              "      <td>7753310</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1403</th>\n",
              "      <td>Somalia</td>\n",
              "      <td>2007</td>\n",
              "      <td>9118773</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1404</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1952</td>\n",
              "      <td>14264935</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1405</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1957</td>\n",
              "      <td>16151549</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1406</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1962</td>\n",
              "      <td>18356657</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1407</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1967</td>\n",
              "      <td>20997321</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1408</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1972</td>\n",
              "      <td>23935810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1409</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1977</td>\n",
              "      <td>27129932</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1410</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1982</td>\n",
              "      <td>31140029</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1411</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1987</td>\n",
              "      <td>35933379</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1412</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1992</td>\n",
              "      <td>39964159</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1413</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1997</td>\n",
              "      <td>42835005</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1414</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>2002</td>\n",
              "      <td>44433622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1415</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>2007</td>\n",
              "      <td>43997828</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1416</th>\n",
              "      <td>Spain</td>\n",
              "      <td>1952</td>\n",
              "      <td>28549870</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1417</th>\n",
              "      <td>Spain</td>\n",
              "      <td>1957</td>\n",
              "      <td>29841614</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1418</th>\n",
              "      <td>Spain</td>\n",
              "      <td>1962</td>\n",
              "      <td>31158061</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1419</th>\n",
              "      <td>Spain</td>\n",
              "      <td>1967</td>\n",
              "      <td>32850275</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1420</th>\n",
              "      <td>Spain</td>\n",
              "      <td>1972</td>\n",
              "      <td>34513161</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1421</th>\n",
              "      <td>Spain</td>\n",
              "      <td>1977</td>\n",
              "      <td>36439000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1422</th>\n",
              "      <td>Spain</td>\n",
              "      <td>1982</td>\n",
              "      <td>37983310</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1423</th>\n",
              "      <td>Spain</td>\n",
              "      <td>1987</td>\n",
              "      <td>38880702</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1424</th>\n",
              "      <td>Spain</td>\n",
              "      <td>1992</td>\n",
              "      <td>39549438</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1425</th>\n",
              "      <td>Spain</td>\n",
              "      <td>1997</td>\n",
              "      <td>39855442</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1426</th>\n",
              "      <td>Spain</td>\n",
              "      <td>2002</td>\n",
              "      <td>40152517</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1427</th>\n",
              "      <td>Spain</td>\n",
              "      <td>2007</td>\n",
              "      <td>40448191</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1428</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1952</td>\n",
              "      <td>7982342</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1429</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1957</td>\n",
              "      <td>9128546</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1430</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1962</td>\n",
              "      <td>10421936</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1431</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1967</td>\n",
              "      <td>11737396</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1432</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1972</td>\n",
              "      <td>13016733</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1433</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1977</td>\n",
              "      <td>14116836</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1434</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1982</td>\n",
              "      <td>15410151</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1435</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1987</td>\n",
              "      <td>16495304</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1436</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1992</td>\n",
              "      <td>17587060</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1437</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1997</td>\n",
              "      <td>18698655</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1438</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>2002</td>\n",
              "      <td>19576783</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1439</th>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>2007</td>\n",
              "      <td>20378239</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1440</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>1952</td>\n",
              "      <td>8504667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1441</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>1957</td>\n",
              "      <td>9753392</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1442</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>1962</td>\n",
              "      <td>11183227</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1443</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>1967</td>\n",
              "      <td>12716129</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1444</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>1972</td>\n",
              "      <td>14597019</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1445</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>1977</td>\n",
              "      <td>17104986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1446</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>1982</td>\n",
              "      <td>20367053</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1447</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>1987</td>\n",
              "      <td>24725960</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1448</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>1992</td>\n",
              "      <td>28227588</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1449</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>1997</td>\n",
              "      <td>32160729</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1450</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>2002</td>\n",
              "      <td>37090298</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1451</th>\n",
              "      <td>Sudan</td>\n",
              "      <td>2007</td>\n",
              "      <td>42292929</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1452</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>1952</td>\n",
              "      <td>290243</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1453</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>1957</td>\n",
              "      <td>326741</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1454</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>1962</td>\n",
              "      <td>370006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1455</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>1967</td>\n",
              "      <td>420690</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1456</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>1972</td>\n",
              "      <td>480105</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1457</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>1977</td>\n",
              "      <td>551425</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1458</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>1982</td>\n",
              "      <td>649901</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1459</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>1987</td>\n",
              "      <td>779348</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1460</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>1992</td>\n",
              "      <td>962344</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1461</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>1997</td>\n",
              "      <td>1054486</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1462</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>2002</td>\n",
              "      <td>1130269</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1463</th>\n",
              "      <td>Swaziland</td>\n",
              "      <td>2007</td>\n",
              "      <td>1133066</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1464</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>1952</td>\n",
              "      <td>7124673</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1465</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>1957</td>\n",
              "      <td>7363802</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1466</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>1962</td>\n",
              "      <td>7561588</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1467</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>1967</td>\n",
              "      <td>7867931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1468</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>1972</td>\n",
              "      <td>8122293</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1469</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>1977</td>\n",
              "      <td>8251648</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1470</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>1982</td>\n",
              "      <td>8325260</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1471</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>1987</td>\n",
              "      <td>8421403</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1472</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>1992</td>\n",
              "      <td>8718867</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1473</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>1997</td>\n",
              "      <td>8897619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1474</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>2002</td>\n",
              "      <td>8954175</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1475</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>2007</td>\n",
              "      <td>9031088</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1476</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>1952</td>\n",
              "      <td>4815000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1477</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>1957</td>\n",
              "      <td>5126000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1478</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>1962</td>\n",
              "      <td>5666000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1479</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>1967</td>\n",
              "      <td>6063000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1480</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>1972</td>\n",
              "      <td>6401400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1481</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>1977</td>\n",
              "      <td>6316424</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1482</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>1982</td>\n",
              "      <td>6468126</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1483</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>1987</td>\n",
              "      <td>6649942</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1484</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>1992</td>\n",
              "      <td>6995447</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1485</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>1997</td>\n",
              "      <td>7193761</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1486</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>2002</td>\n",
              "      <td>7361757</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1487</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>2007</td>\n",
              "      <td>7554661</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1488</th>\n",
              "      <td>Syria</td>\n",
              "      <td>1952</td>\n",
              "      <td>3661549</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1489</th>\n",
              "      <td>Syria</td>\n",
              "      <td>1957</td>\n",
              "      <td>4149908</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1490</th>\n",
              "      <td>Syria</td>\n",
              "      <td>1962</td>\n",
              "      <td>4834621</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1491</th>\n",
              "      <td>Syria</td>\n",
              "      <td>1967</td>\n",
              "      <td>5680812</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1492</th>\n",
              "      <td>Syria</td>\n",
              "      <td>1972</td>\n",
              "      <td>6701172</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1493</th>\n",
              "      <td>Syria</td>\n",
              "      <td>1977</td>\n",
              "      <td>7932503</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1494</th>\n",
              "      <td>Syria</td>\n",
              "      <td>1982</td>\n",
              "      <td>9410494</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1495</th>\n",
              "      <td>Syria</td>\n",
              "      <td>1987</td>\n",
              "      <td>11242847</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1496</th>\n",
              "      <td>Syria</td>\n",
              "      <td>1992</td>\n",
              "      <td>13219062</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1497</th>\n",
              "      <td>Syria</td>\n",
              "      <td>1997</td>\n",
              "      <td>15081016</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1498</th>\n",
              "      <td>Syria</td>\n",
              "      <td>2002</td>\n",
              "      <td>17155814</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1499</th>\n",
              "      <td>Syria</td>\n",
              "      <td>2007</td>\n",
              "      <td>19314747</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1500</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>1952</td>\n",
              "      <td>8550362</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1501</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>1957</td>\n",
              "      <td>10164215</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1502</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>1962</td>\n",
              "      <td>11918938</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1503</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>1967</td>\n",
              "      <td>13648692</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1504</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>1972</td>\n",
              "      <td>15226039</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1505</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>1977</td>\n",
              "      <td>16785196</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1506</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>1982</td>\n",
              "      <td>18501390</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1507</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>1987</td>\n",
              "      <td>19757799</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1508</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>1992</td>\n",
              "      <td>20686918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1509</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>1997</td>\n",
              "      <td>21628605</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1510</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>2002</td>\n",
              "      <td>22454239</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1511</th>\n",
              "      <td>Taiwan</td>\n",
              "      <td>2007</td>\n",
              "      <td>23174294</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1512</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>1952</td>\n",
              "      <td>8322925</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1513</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>1957</td>\n",
              "      <td>9452826</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1514</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>1962</td>\n",
              "      <td>10863958</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1515</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>1967</td>\n",
              "      <td>12607312</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1516</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>1972</td>\n",
              "      <td>14706593</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1517</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>1977</td>\n",
              "      <td>17129565</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1518</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>1982</td>\n",
              "      <td>19844382</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1519</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>1987</td>\n",
              "      <td>23040630</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1520</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>1992</td>\n",
              "      <td>26605473</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1521</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>1997</td>\n",
              "      <td>30686889</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1522</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>2002</td>\n",
              "      <td>34593779</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1523</th>\n",
              "      <td>Tanzania</td>\n",
              "      <td>2007</td>\n",
              "      <td>38139640</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1524</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>1952</td>\n",
              "      <td>21289402</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1525</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>1957</td>\n",
              "      <td>25041917</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1526</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>1962</td>\n",
              "      <td>29263397</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1527</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>1967</td>\n",
              "      <td>34024249</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1528</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>1972</td>\n",
              "      <td>39276153</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1529</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>1977</td>\n",
              "      <td>44148285</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1530</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>1982</td>\n",
              "      <td>48827160</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1531</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>1987</td>\n",
              "      <td>52910342</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1532</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>1992</td>\n",
              "      <td>56667095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1533</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>1997</td>\n",
              "      <td>60216677</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1534</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>2002</td>\n",
              "      <td>62806748</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1535</th>\n",
              "      <td>Thailand</td>\n",
              "      <td>2007</td>\n",
              "      <td>65068149</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1536</th>\n",
              "      <td>Togo</td>\n",
              "      <td>1952</td>\n",
              "      <td>1219113</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1537</th>\n",
              "      <td>Togo</td>\n",
              "      <td>1957</td>\n",
              "      <td>1357445</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1538</th>\n",
              "      <td>Togo</td>\n",
              "      <td>1962</td>\n",
              "      <td>1528098</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1539</th>\n",
              "      <td>Togo</td>\n",
              "      <td>1967</td>\n",
              "      <td>1735550</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1540</th>\n",
              "      <td>Togo</td>\n",
              "      <td>1972</td>\n",
              "      <td>2056351</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1541</th>\n",
              "      <td>Togo</td>\n",
              "      <td>1977</td>\n",
              "      <td>2308582</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1542</th>\n",
              "      <td>Togo</td>\n",
              "      <td>1982</td>\n",
              "      <td>2644765</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1543</th>\n",
              "      <td>Togo</td>\n",
              "      <td>1987</td>\n",
              "      <td>3154264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1544</th>\n",
              "      <td>Togo</td>\n",
              "      <td>1992</td>\n",
              "      <td>3747553</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1545</th>\n",
              "      <td>Togo</td>\n",
              "      <td>1997</td>\n",
              "      <td>4320890</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1546</th>\n",
              "      <td>Togo</td>\n",
              "      <td>2002</td>\n",
              "      <td>4977378</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1547</th>\n",
              "      <td>Togo</td>\n",
              "      <td>2007</td>\n",
              "      <td>5701579</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1548</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>1952</td>\n",
              "      <td>662850</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1549</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>1957</td>\n",
              "      <td>764900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1550</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>1962</td>\n",
              "      <td>887498</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1551</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>1967</td>\n",
              "      <td>960155</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1552</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>1972</td>\n",
              "      <td>975199</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1553</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>1977</td>\n",
              "      <td>1039009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1554</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>1982</td>\n",
              "      <td>1116479</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1555</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>1987</td>\n",
              "      <td>1191336</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1556</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>1992</td>\n",
              "      <td>1183669</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1557</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>1997</td>\n",
              "      <td>1138101</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1558</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>2002</td>\n",
              "      <td>1101832</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1559</th>\n",
              "      <td>Trinidad and Tobago</td>\n",
              "      <td>2007</td>\n",
              "      <td>1056608</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1560</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>1952</td>\n",
              "      <td>3647735</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1561</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>1957</td>\n",
              "      <td>3950849</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1562</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>1962</td>\n",
              "      <td>4286552</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1563</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>1967</td>\n",
              "      <td>4786986</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1564</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>1972</td>\n",
              "      <td>5303507</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1565</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>1977</td>\n",
              "      <td>6005061</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1566</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>1982</td>\n",
              "      <td>6734098</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1567</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>1987</td>\n",
              "      <td>7724976</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1568</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>1992</td>\n",
              "      <td>8523077</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1569</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>1997</td>\n",
              "      <td>9231669</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1570</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>2002</td>\n",
              "      <td>9770575</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1571</th>\n",
              "      <td>Tunisia</td>\n",
              "      <td>2007</td>\n",
              "      <td>10276158</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1572</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>1952</td>\n",
              "      <td>22235677</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1573</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>1957</td>\n",
              "      <td>25670939</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1574</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>1962</td>\n",
              "      <td>29788695</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1575</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>1967</td>\n",
              "      <td>33411317</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1576</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>1972</td>\n",
              "      <td>37492953</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1577</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>1977</td>\n",
              "      <td>42404033</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1578</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>1982</td>\n",
              "      <td>47328791</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1579</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>1987</td>\n",
              "      <td>52881328</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1580</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>1992</td>\n",
              "      <td>58179144</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1581</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>1997</td>\n",
              "      <td>63047647</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1582</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>2002</td>\n",
              "      <td>67308928</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1583</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>2007</td>\n",
              "      <td>71158647</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1584</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>1952</td>\n",
              "      <td>5824797</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1585</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>1957</td>\n",
              "      <td>6675501</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1586</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>1962</td>\n",
              "      <td>7688797</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1587</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>1967</td>\n",
              "      <td>8900294</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1588</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>1972</td>\n",
              "      <td>10190285</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1589</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>1977</td>\n",
              "      <td>11457758</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1590</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>1982</td>\n",
              "      <td>12939400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1591</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>1987</td>\n",
              "      <td>15283050</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1592</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>1992</td>\n",
              "      <td>18252190</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1593</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>1997</td>\n",
              "      <td>21210254</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1594</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>2002</td>\n",
              "      <td>24739869</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1595</th>\n",
              "      <td>Uganda</td>\n",
              "      <td>2007</td>\n",
              "      <td>29170398</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1596</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>1952</td>\n",
              "      <td>50430000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1597</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>1957</td>\n",
              "      <td>51430000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1598</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>1962</td>\n",
              "      <td>53292000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1599</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>1967</td>\n",
              "      <td>54959000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1600</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>1972</td>\n",
              "      <td>56079000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1601</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>1977</td>\n",
              "      <td>56179000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1602</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>1982</td>\n",
              "      <td>56339704</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1603</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>1987</td>\n",
              "      <td>56981620</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1604</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>1992</td>\n",
              "      <td>57866349</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1605</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>1997</td>\n",
              "      <td>58808266</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1606</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>2002</td>\n",
              "      <td>59912431</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1607</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>2007</td>\n",
              "      <td>60776238</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1608</th>\n",
              "      <td>United States</td>\n",
              "      <td>1952</td>\n",
              "      <td>157553000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1609</th>\n",
              "      <td>United States</td>\n",
              "      <td>1957</td>\n",
              "      <td>171984000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1610</th>\n",
              "      <td>United States</td>\n",
              "      <td>1962</td>\n",
              "      <td>186538000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1611</th>\n",
              "      <td>United States</td>\n",
              "      <td>1967</td>\n",
              "      <td>198712000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1612</th>\n",
              "      <td>United States</td>\n",
              "      <td>1972</td>\n",
              "      <td>209896000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1613</th>\n",
              "      <td>United States</td>\n",
              "      <td>1977</td>\n",
              "      <td>220239000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1614</th>\n",
              "      <td>United States</td>\n",
              "      <td>1982</td>\n",
              "      <td>232187835</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1615</th>\n",
              "      <td>United States</td>\n",
              "      <td>1987</td>\n",
              "      <td>242803533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1616</th>\n",
              "      <td>United States</td>\n",
              "      <td>1992</td>\n",
              "      <td>256894189</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1617</th>\n",
              "      <td>United States</td>\n",
              "      <td>1997</td>\n",
              "      <td>272911760</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1618</th>\n",
              "      <td>United States</td>\n",
              "      <td>2002</td>\n",
              "      <td>287675526</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1619</th>\n",
              "      <td>United States</td>\n",
              "      <td>2007</td>\n",
              "      <td>301139947</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1620</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>1952</td>\n",
              "      <td>2252965</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1621</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>1957</td>\n",
              "      <td>2424959</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1622</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>1962</td>\n",
              "      <td>2598466</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1623</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>1967</td>\n",
              "      <td>2748579</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1624</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>1972</td>\n",
              "      <td>2829526</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1625</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>1977</td>\n",
              "      <td>2873520</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1626</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>1982</td>\n",
              "      <td>2953997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1627</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>1987</td>\n",
              "      <td>3045153</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1628</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>1992</td>\n",
              "      <td>3149262</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1629</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>1997</td>\n",
              "      <td>3262838</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1630</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>2002</td>\n",
              "      <td>3363085</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1631</th>\n",
              "      <td>Uruguay</td>\n",
              "      <td>2007</td>\n",
              "      <td>3447496</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1632</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>1952</td>\n",
              "      <td>5439568</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1633</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>1957</td>\n",
              "      <td>6702668</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1634</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>1962</td>\n",
              "      <td>8143375</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1635</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>1967</td>\n",
              "      <td>9709552</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1636</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>1972</td>\n",
              "      <td>11515649</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1637</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>1977</td>\n",
              "      <td>13503563</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1638</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>1982</td>\n",
              "      <td>15620766</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1639</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>1987</td>\n",
              "      <td>17910182</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1640</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>1992</td>\n",
              "      <td>20265563</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1641</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>1997</td>\n",
              "      <td>22374398</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1642</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>2002</td>\n",
              "      <td>24287670</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1643</th>\n",
              "      <td>Venezuela</td>\n",
              "      <td>2007</td>\n",
              "      <td>26084662</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1644</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>1952</td>\n",
              "      <td>26246839</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1645</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>1957</td>\n",
              "      <td>28998543</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1646</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>1962</td>\n",
              "      <td>33796140</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1647</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>1967</td>\n",
              "      <td>39463910</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1648</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>1972</td>\n",
              "      <td>44655014</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1649</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>1977</td>\n",
              "      <td>50533506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1650</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>1982</td>\n",
              "      <td>56142181</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1651</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>1987</td>\n",
              "      <td>62826491</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1652</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>1992</td>\n",
              "      <td>69940728</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1653</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>1997</td>\n",
              "      <td>76048996</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1654</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>2002</td>\n",
              "      <td>80908147</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1655</th>\n",
              "      <td>Vietnam</td>\n",
              "      <td>2007</td>\n",
              "      <td>85262356</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1656</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>1952</td>\n",
              "      <td>1030585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1657</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>1957</td>\n",
              "      <td>1070439</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1658</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>1962</td>\n",
              "      <td>1133134</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1659</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>1967</td>\n",
              "      <td>1142636</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1660</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>1972</td>\n",
              "      <td>1089572</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1661</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>1977</td>\n",
              "      <td>1261091</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1662</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>1982</td>\n",
              "      <td>1425876</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1663</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>1987</td>\n",
              "      <td>1691210</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1664</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>1992</td>\n",
              "      <td>2104779</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1665</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>1997</td>\n",
              "      <td>2826046</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1666</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>2002</td>\n",
              "      <td>3389578</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1667</th>\n",
              "      <td>West Bank and Gaza</td>\n",
              "      <td>2007</td>\n",
              "      <td>4018332</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1668</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>1952</td>\n",
              "      <td>4963829</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1669</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>1957</td>\n",
              "      <td>5498090</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1670</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>1962</td>\n",
              "      <td>6120081</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1671</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>1967</td>\n",
              "      <td>6740785</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1672</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>1972</td>\n",
              "      <td>7407075</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1673</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>1977</td>\n",
              "      <td>8403990</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1674</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>1982</td>\n",
              "      <td>9657618</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1675</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>1987</td>\n",
              "      <td>11219340</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1676</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>1992</td>\n",
              "      <td>13367997</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1677</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>1997</td>\n",
              "      <td>15826497</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1678</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>2002</td>\n",
              "      <td>18701257</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1679</th>\n",
              "      <td>Yemen, Rep.</td>\n",
              "      <td>2007</td>\n",
              "      <td>22211743</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1680</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>1952</td>\n",
              "      <td>2672000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1681</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>1957</td>\n",
              "      <td>3016000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1682</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>1962</td>\n",
              "      <td>3421000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1683</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>1967</td>\n",
              "      <td>3900000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1684</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>1972</td>\n",
              "      <td>4506497</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1685</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>1977</td>\n",
              "      <td>5216550</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1686</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>1982</td>\n",
              "      <td>6100407</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1687</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>1987</td>\n",
              "      <td>7272406</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1688</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>1992</td>\n",
              "      <td>8381163</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1689</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>1997</td>\n",
              "      <td>9417789</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1690</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>2002</td>\n",
              "      <td>10595811</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1691</th>\n",
              "      <td>Zambia</td>\n",
              "      <td>2007</td>\n",
              "      <td>11746035</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1692</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>1952</td>\n",
              "      <td>3080907</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1693</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>1957</td>\n",
              "      <td>3646340</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1694</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>1962</td>\n",
              "      <td>4277736</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1695</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>1967</td>\n",
              "      <td>4995432</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1696</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>1972</td>\n",
              "      <td>5861135</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1697</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>1977</td>\n",
              "      <td>6642107</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1698</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>1982</td>\n",
              "      <td>7636524</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1699</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>1987</td>\n",
              "      <td>9216418</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1700</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>1992</td>\n",
              "      <td>10704340</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1701</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>1997</td>\n",
              "      <td>11404948</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1702</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>2002</td>\n",
              "      <td>11926563</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1703</th>\n",
              "      <td>Zimbabwe</td>\n",
              "      <td>2007</td>\n",
              "      <td>12311143</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                       country  year  population\n",
              "0                  Afghanistan  1952     8425333\n",
              "1                  Afghanistan  1957     9240934\n",
              "2                  Afghanistan  1962    10267083\n",
              "3                  Afghanistan  1967    11537966\n",
              "4                  Afghanistan  1972    13079460\n",
              "5                  Afghanistan  1977    14880372\n",
              "6                  Afghanistan  1982    12881816\n",
              "7                  Afghanistan  1987    13867957\n",
              "8                  Afghanistan  1992    16317921\n",
              "9                  Afghanistan  1997    22227415\n",
              "10                 Afghanistan  2002    25268405\n",
              "11                 Afghanistan  2007    31889923\n",
              "12                     Albania  1952     1282697\n",
              "13                     Albania  1957     1476505\n",
              "14                     Albania  1962     1728137\n",
              "15                     Albania  1967     1984060\n",
              "16                     Albania  1972     2263554\n",
              "17                     Albania  1977     2509048\n",
              "18                     Albania  1982     2780097\n",
              "19                     Albania  1987     3075321\n",
              "20                     Albania  1992     3326498\n",
              "21                     Albania  1997     3428038\n",
              "22                     Albania  2002     3508512\n",
              "23                     Albania  2007     3600523\n",
              "24                     Algeria  1952     9279525\n",
              "25                     Algeria  1957    10270856\n",
              "26                     Algeria  1962    11000948\n",
              "27                     Algeria  1967    12760499\n",
              "28                     Algeria  1972    14760787\n",
              "29                     Algeria  1977    17152804\n",
              "30                     Algeria  1982    20033753\n",
              "31                     Algeria  1987    23254956\n",
              "32                     Algeria  1992    26298373\n",
              "33                     Algeria  1997    29072015\n",
              "34                     Algeria  2002    31287142\n",
              "35                     Algeria  2007    33333216\n",
              "36                      Angola  1952     4232095\n",
              "37                      Angola  1957     4561361\n",
              "38                      Angola  1962     4826015\n",
              "39                      Angola  1967     5247469\n",
              "40                      Angola  1972     5894858\n",
              "41                      Angola  1977     6162675\n",
              "42                      Angola  1982     7016384\n",
              "43                      Angola  1987     7874230\n",
              "44                      Angola  1992     8735988\n",
              "45                      Angola  1997     9875024\n",
              "46                      Angola  2002    10866106\n",
              "47                      Angola  2007    12420476\n",
              "48                   Argentina  1952    17876956\n",
              "49                   Argentina  1957    19610538\n",
              "50                   Argentina  1962    21283783\n",
              "51                   Argentina  1967    22934225\n",
              "52                   Argentina  1972    24779799\n",
              "53                   Argentina  1977    26983828\n",
              "54                   Argentina  1982    29341374\n",
              "55                   Argentina  1987    31620918\n",
              "56                   Argentina  1992    33958947\n",
              "57                   Argentina  1997    36203463\n",
              "58                   Argentina  2002    38331121\n",
              "59                   Argentina  2007    40301927\n",
              "60                   Australia  1952     8691212\n",
              "61                   Australia  1957     9712569\n",
              "62                   Australia  1962    10794968\n",
              "63                   Australia  1967    11872264\n",
              "64                   Australia  1972    13177000\n",
              "65                   Australia  1977    14074100\n",
              "66                   Australia  1982    15184200\n",
              "67                   Australia  1987    16257249\n",
              "68                   Australia  1992    17481977\n",
              "69                   Australia  1997    18565243\n",
              "70                   Australia  2002    19546792\n",
              "71                   Australia  2007    20434176\n",
              "72                     Austria  1952     6927772\n",
              "73                     Austria  1957     6965860\n",
              "74                     Austria  1962     7129864\n",
              "75                     Austria  1967     7376998\n",
              "76                     Austria  1972     7544201\n",
              "77                     Austria  1977     7568430\n",
              "78                     Austria  1982     7574613\n",
              "79                     Austria  1987     7578903\n",
              "80                     Austria  1992     7914969\n",
              "81                     Austria  1997     8069876\n",
              "82                     Austria  2002     8148312\n",
              "83                     Austria  2007     8199783\n",
              "84                     Bahrain  1952      120447\n",
              "85                     Bahrain  1957      138655\n",
              "86                     Bahrain  1962      171863\n",
              "87                     Bahrain  1967      202182\n",
              "88                     Bahrain  1972      230800\n",
              "89                     Bahrain  1977      297410\n",
              "90                     Bahrain  1982      377967\n",
              "91                     Bahrain  1987      454612\n",
              "92                     Bahrain  1992      529491\n",
              "93                     Bahrain  1997      598561\n",
              "94                     Bahrain  2002      656397\n",
              "95                     Bahrain  2007      708573\n",
              "96                  Bangladesh  1952    46886859\n",
              "97                  Bangladesh  1957    51365468\n",
              "98                  Bangladesh  1962    56839289\n",
              "99                  Bangladesh  1967    62821884\n",
              "100                 Bangladesh  1972    70759295\n",
              "101                 Bangladesh  1977    80428306\n",
              "102                 Bangladesh  1982    93074406\n",
              "103                 Bangladesh  1987   103764241\n",
              "104                 Bangladesh  1992   113704579\n",
              "105                 Bangladesh  1997   123315288\n",
              "106                 Bangladesh  2002   135656790\n",
              "107                 Bangladesh  2007   150448339\n",
              "108                    Belgium  1952     8730405\n",
              "109                    Belgium  1957     8989111\n",
              "110                    Belgium  1962     9218400\n",
              "111                    Belgium  1967     9556500\n",
              "112                    Belgium  1972     9709100\n",
              "113                    Belgium  1977     9821800\n",
              "114                    Belgium  1982     9856303\n",
              "115                    Belgium  1987     9870200\n",
              "116                    Belgium  1992    10045622\n",
              "117                    Belgium  1997    10199787\n",
              "118                    Belgium  2002    10311970\n",
              "119                    Belgium  2007    10392226\n",
              "120                      Benin  1952     1738315\n",
              "121                      Benin  1957     1925173\n",
              "122                      Benin  1962     2151895\n",
              "123                      Benin  1967     2427334\n",
              "124                      Benin  1972     2761407\n",
              "125                      Benin  1977     3168267\n",
              "126                      Benin  1982     3641603\n",
              "127                      Benin  1987     4243788\n",
              "128                      Benin  1992     4981671\n",
              "129                      Benin  1997     6066080\n",
              "130                      Benin  2002     7026113\n",
              "131                      Benin  2007     8078314\n",
              "132                    Bolivia  1952     2883315\n",
              "133                    Bolivia  1957     3211738\n",
              "134                    Bolivia  1962     3593918\n",
              "135                    Bolivia  1967     4040665\n",
              "136                    Bolivia  1972     4565872\n",
              "137                    Bolivia  1977     5079716\n",
              "138                    Bolivia  1982     5642224\n",
              "139                    Bolivia  1987     6156369\n",
              "140                    Bolivia  1992     6893451\n",
              "141                    Bolivia  1997     7693188\n",
              "142                    Bolivia  2002     8445134\n",
              "143                    Bolivia  2007     9119152\n",
              "144     Bosnia and Herzegovina  1952     2791000\n",
              "145     Bosnia and Herzegovina  1957     3076000\n",
              "146     Bosnia and Herzegovina  1962     3349000\n",
              "147     Bosnia and Herzegovina  1967     3585000\n",
              "148     Bosnia and Herzegovina  1972     3819000\n",
              "149     Bosnia and Herzegovina  1977     4086000\n",
              "150     Bosnia and Herzegovina  1982     4172693\n",
              "151     Bosnia and Herzegovina  1987     4338977\n",
              "152     Bosnia and Herzegovina  1992     4256013\n",
              "153     Bosnia and Herzegovina  1997     3607000\n",
              "154     Bosnia and Herzegovina  2002     4165416\n",
              "155     Bosnia and Herzegovina  2007     4552198\n",
              "156                   Botswana  1952      442308\n",
              "157                   Botswana  1957      474639\n",
              "158                   Botswana  1962      512764\n",
              "159                   Botswana  1967      553541\n",
              "160                   Botswana  1972      619351\n",
              "161                   Botswana  1977      781472\n",
              "162                   Botswana  1982      970347\n",
              "163                   Botswana  1987     1151184\n",
              "164                   Botswana  1992     1342614\n",
              "165                   Botswana  1997     1536536\n",
              "166                   Botswana  2002     1630347\n",
              "167                   Botswana  2007     1639131\n",
              "168                     Brazil  1952    56602560\n",
              "169                     Brazil  1957    65551171\n",
              "170                     Brazil  1962    76039390\n",
              "171                     Brazil  1967    88049823\n",
              "172                     Brazil  1972   100840058\n",
              "173                     Brazil  1977   114313951\n",
              "174                     Brazil  1982   128962939\n",
              "175                     Brazil  1987   142938076\n",
              "176                     Brazil  1992   155975974\n",
              "177                     Brazil  1997   168546719\n",
              "178                     Brazil  2002   179914212\n",
              "179                     Brazil  2007   190010647\n",
              "180                   Bulgaria  1952     7274900\n",
              "181                   Bulgaria  1957     7651254\n",
              "182                   Bulgaria  1962     8012946\n",
              "183                   Bulgaria  1967     8310226\n",
              "184                   Bulgaria  1972     8576200\n",
              "185                   Bulgaria  1977     8797022\n",
              "186                   Bulgaria  1982     8892098\n",
              "187                   Bulgaria  1987     8971958\n",
              "188                   Bulgaria  1992     8658506\n",
              "189                   Bulgaria  1997     8066057\n",
              "190                   Bulgaria  2002     7661799\n",
              "191                   Bulgaria  2007     7322858\n",
              "192               Burkina Faso  1952     4469979\n",
              "193               Burkina Faso  1957     4713416\n",
              "194               Burkina Faso  1962     4919632\n",
              "195               Burkina Faso  1967     5127935\n",
              "196               Burkina Faso  1972     5433886\n",
              "197               Burkina Faso  1977     5889574\n",
              "198               Burkina Faso  1982     6634596\n",
              "199               Burkina Faso  1987     7586551\n",
              "200               Burkina Faso  1992     8878303\n",
              "201               Burkina Faso  1997    10352843\n",
              "202               Burkina Faso  2002    12251209\n",
              "203               Burkina Faso  2007    14326203\n",
              "204                    Burundi  1952     2445618\n",
              "205                    Burundi  1957     2667518\n",
              "206                    Burundi  1962     2961915\n",
              "207                    Burundi  1967     3330989\n",
              "208                    Burundi  1972     3529983\n",
              "209                    Burundi  1977     3834415\n",
              "210                    Burundi  1982     4580410\n",
              "211                    Burundi  1987     5126023\n",
              "212                    Burundi  1992     5809236\n",
              "213                    Burundi  1997     6121610\n",
              "214                    Burundi  2002     7021078\n",
              "215                    Burundi  2007     8390505\n",
              "216                   Cambodia  1952     4693836\n",
              "217                   Cambodia  1957     5322536\n",
              "218                   Cambodia  1962     6083619\n",
              "219                   Cambodia  1967     6960067\n",
              "220                   Cambodia  1972     7450606\n",
              "221                   Cambodia  1977     6978607\n",
              "222                   Cambodia  1982     7272485\n",
              "223                   Cambodia  1987     8371791\n",
              "224                   Cambodia  1992    10150094\n",
              "225                   Cambodia  1997    11782962\n",
              "226                   Cambodia  2002    12926707\n",
              "227                   Cambodia  2007    14131858\n",
              "228                   Cameroon  1952     5009067\n",
              "229                   Cameroon  1957     5359923\n",
              "230                   Cameroon  1962     5793633\n",
              "231                   Cameroon  1967     6335506\n",
              "232                   Cameroon  1972     7021028\n",
              "233                   Cameroon  1977     7959865\n",
              "234                   Cameroon  1982     9250831\n",
              "235                   Cameroon  1987    10780667\n",
              "236                   Cameroon  1992    12467171\n",
              "237                   Cameroon  1997    14195809\n",
              "238                   Cameroon  2002    15929988\n",
              "239                   Cameroon  2007    17696293\n",
              "240                     Canada  1952    14785584\n",
              "241                     Canada  1957    17010154\n",
              "242                     Canada  1962    18985849\n",
              "243                     Canada  1967    20819767\n",
              "244                     Canada  1972    22284500\n",
              "245                     Canada  1977    23796400\n",
              "246                     Canada  1982    25201900\n",
              "247                     Canada  1987    26549700\n",
              "248                     Canada  1992    28523502\n",
              "249                     Canada  1997    30305843\n",
              "250                     Canada  2002    31902268\n",
              "251                     Canada  2007    33390141\n",
              "252   Central African Republic  1952     1291695\n",
              "253   Central African Republic  1957     1392284\n",
              "254   Central African Republic  1962     1523478\n",
              "255   Central African Republic  1967     1733638\n",
              "256   Central African Republic  1972     1927260\n",
              "257   Central African Republic  1977     2167533\n",
              "258   Central African Republic  1982     2476971\n",
              "259   Central African Republic  1987     2840009\n",
              "260   Central African Republic  1992     3265124\n",
              "261   Central African Republic  1997     3696513\n",
              "262   Central African Republic  2002     4048013\n",
              "263   Central African Republic  2007     4369038\n",
              "264                       Chad  1952     2682462\n",
              "265                       Chad  1957     2894855\n",
              "266                       Chad  1962     3150417\n",
              "267                       Chad  1967     3495967\n",
              "268                       Chad  1972     3899068\n",
              "269                       Chad  1977     4388260\n",
              "270                       Chad  1982     4875118\n",
              "271                       Chad  1987     5498955\n",
              "272                       Chad  1992     6429417\n",
              "273                       Chad  1997     7562011\n",
              "274                       Chad  2002     8835739\n",
              "275                       Chad  2007    10238807\n",
              "276                      Chile  1952     6377619\n",
              "277                      Chile  1957     7048426\n",
              "278                      Chile  1962     7961258\n",
              "279                      Chile  1967     8858908\n",
              "280                      Chile  1972     9717524\n",
              "281                      Chile  1977    10599793\n",
              "282                      Chile  1982    11487112\n",
              "283                      Chile  1987    12463354\n",
              "284                      Chile  1992    13572994\n",
              "285                      Chile  1997    14599929\n",
              "286                      Chile  2002    15497046\n",
              "287                      Chile  2007    16284741\n",
              "288                      China  1952   556263527\n",
              "289                      China  1957   637408000\n",
              "290                      China  1962   665770000\n",
              "291                      China  1967   754550000\n",
              "292                      China  1972   862030000\n",
              "293                      China  1977   943455000\n",
              "294                      China  1982  1000281000\n",
              "295                      China  1987  1084035000\n",
              "296                      China  1992  1164970000\n",
              "297                      China  1997  1230075000\n",
              "298                      China  2002  1280400000\n",
              "299                      China  2007  1318683096\n",
              "300                   Colombia  1952    12350771\n",
              "301                   Colombia  1957    14485993\n",
              "302                   Colombia  1962    17009885\n",
              "303                   Colombia  1967    19764027\n",
              "304                   Colombia  1972    22542890\n",
              "305                   Colombia  1977    25094412\n",
              "306                   Colombia  1982    27764644\n",
              "307                   Colombia  1987    30964245\n",
              "308                   Colombia  1992    34202721\n",
              "309                   Colombia  1997    37657830\n",
              "310                   Colombia  2002    41008227\n",
              "311                   Colombia  2007    44227550\n",
              "312                    Comoros  1952      153936\n",
              "313                    Comoros  1957      170928\n",
              "314                    Comoros  1962      191689\n",
              "315                    Comoros  1967      217378\n",
              "316                    Comoros  1972      250027\n",
              "317                    Comoros  1977      304739\n",
              "318                    Comoros  1982      348643\n",
              "319                    Comoros  1987      395114\n",
              "320                    Comoros  1992      454429\n",
              "321                    Comoros  1997      527982\n",
              "322                    Comoros  2002      614382\n",
              "323                    Comoros  2007      710960\n",
              "324           Congo, Dem. Rep.  1952    14100005\n",
              "325           Congo, Dem. Rep.  1957    15577932\n",
              "326           Congo, Dem. Rep.  1962    17486434\n",
              "327           Congo, Dem. Rep.  1967    19941073\n",
              "328           Congo, Dem. Rep.  1972    23007669\n",
              "329           Congo, Dem. Rep.  1977    26480870\n",
              "330           Congo, Dem. Rep.  1982    30646495\n",
              "331           Congo, Dem. Rep.  1987    35481645\n",
              "332           Congo, Dem. Rep.  1992    41672143\n",
              "333           Congo, Dem. Rep.  1997    47798986\n",
              "334           Congo, Dem. Rep.  2002    55379852\n",
              "335           Congo, Dem. Rep.  2007    64606759\n",
              "336                Congo, Rep.  1952      854885\n",
              "337                Congo, Rep.  1957      940458\n",
              "338                Congo, Rep.  1962     1047924\n",
              "339                Congo, Rep.  1967     1179760\n",
              "340                Congo, Rep.  1972     1340458\n",
              "341                Congo, Rep.  1977     1536769\n",
              "342                Congo, Rep.  1982     1774735\n",
              "343                Congo, Rep.  1987     2064095\n",
              "344                Congo, Rep.  1992     2409073\n",
              "345                Congo, Rep.  1997     2800947\n",
              "346                Congo, Rep.  2002     3328795\n",
              "347                Congo, Rep.  2007     3800610\n",
              "348                 Costa Rica  1952      926317\n",
              "349                 Costa Rica  1957     1112300\n",
              "350                 Costa Rica  1962     1345187\n",
              "351                 Costa Rica  1967     1588717\n",
              "352                 Costa Rica  1972     1834796\n",
              "353                 Costa Rica  1977     2108457\n",
              "354                 Costa Rica  1982     2424367\n",
              "355                 Costa Rica  1987     2799811\n",
              "356                 Costa Rica  1992     3173216\n",
              "357                 Costa Rica  1997     3518107\n",
              "358                 Costa Rica  2002     3834934\n",
              "359                 Costa Rica  2007     4133884\n",
              "360              Cote d'Ivoire  1952     2977019\n",
              "361              Cote d'Ivoire  1957     3300000\n",
              "362              Cote d'Ivoire  1962     3832408\n",
              "363              Cote d'Ivoire  1967     4744870\n",
              "364              Cote d'Ivoire  1972     6071696\n",
              "365              Cote d'Ivoire  1977     7459574\n",
              "366              Cote d'Ivoire  1982     9025951\n",
              "367              Cote d'Ivoire  1987    10761098\n",
              "368              Cote d'Ivoire  1992    12772596\n",
              "369              Cote d'Ivoire  1997    14625967\n",
              "370              Cote d'Ivoire  2002    16252726\n",
              "371              Cote d'Ivoire  2007    18013409\n",
              "372                    Croatia  1952     3882229\n",
              "373                    Croatia  1957     3991242\n",
              "374                    Croatia  1962     4076557\n",
              "375                    Croatia  1967     4174366\n",
              "376                    Croatia  1972     4225310\n",
              "377                    Croatia  1977     4318673\n",
              "378                    Croatia  1982     4413368\n",
              "379                    Croatia  1987     4484310\n",
              "380                    Croatia  1992     4494013\n",
              "381                    Croatia  1997     4444595\n",
              "382                    Croatia  2002     4481020\n",
              "383                    Croatia  2007     4493312\n",
              "384                       Cuba  1952     6007797\n",
              "385                       Cuba  1957     6640752\n",
              "386                       Cuba  1962     7254373\n",
              "387                       Cuba  1967     8139332\n",
              "388                       Cuba  1972     8831348\n",
              "389                       Cuba  1977     9537988\n",
              "390                       Cuba  1982     9789224\n",
              "391                       Cuba  1987    10239839\n",
              "392                       Cuba  1992    10723260\n",
              "393                       Cuba  1997    10983007\n",
              "394                       Cuba  2002    11226999\n",
              "395                       Cuba  2007    11416987\n",
              "396             Czech Republic  1952     9125183\n",
              "397             Czech Republic  1957     9513758\n",
              "398             Czech Republic  1962     9620282\n",
              "399             Czech Republic  1967     9835109\n",
              "400             Czech Republic  1972     9862158\n",
              "401             Czech Republic  1977    10161915\n",
              "402             Czech Republic  1982    10303704\n",
              "403             Czech Republic  1987    10311597\n",
              "404             Czech Republic  1992    10315702\n",
              "405             Czech Republic  1997    10300707\n",
              "406             Czech Republic  2002    10256295\n",
              "407             Czech Republic  2007    10228744\n",
              "408                    Denmark  1952     4334000\n",
              "409                    Denmark  1957     4487831\n",
              "410                    Denmark  1962     4646899\n",
              "411                    Denmark  1967     4838800\n",
              "412                    Denmark  1972     4991596\n",
              "413                    Denmark  1977     5088419\n",
              "414                    Denmark  1982     5117810\n",
              "415                    Denmark  1987     5127024\n",
              "416                    Denmark  1992     5171393\n",
              "417                    Denmark  1997     5283663\n",
              "418                    Denmark  2002     5374693\n",
              "419                    Denmark  2007     5468120\n",
              "420                   Djibouti  1952       63149\n",
              "421                   Djibouti  1957       71851\n",
              "422                   Djibouti  1962       89898\n",
              "423                   Djibouti  1967      127617\n",
              "424                   Djibouti  1972      178848\n",
              "425                   Djibouti  1977      228694\n",
              "426                   Djibouti  1982      305991\n",
              "427                   Djibouti  1987      311025\n",
              "428                   Djibouti  1992      384156\n",
              "429                   Djibouti  1997      417908\n",
              "430                   Djibouti  2002      447416\n",
              "431                   Djibouti  2007      496374\n",
              "432         Dominican Republic  1952     2491346\n",
              "433         Dominican Republic  1957     2923186\n",
              "434         Dominican Republic  1962     3453434\n",
              "435         Dominican Republic  1967     4049146\n",
              "436         Dominican Republic  1972     4671329\n",
              "437         Dominican Republic  1977     5302800\n",
              "438         Dominican Republic  1982     5968349\n",
              "439         Dominican Republic  1987     6655297\n",
              "440         Dominican Republic  1992     7351181\n",
              "441         Dominican Republic  1997     7992357\n",
              "442         Dominican Republic  2002     8650322\n",
              "443         Dominican Republic  2007     9319622\n",
              "444                    Ecuador  1952     3548753\n",
              "445                    Ecuador  1957     4058385\n",
              "446                    Ecuador  1962     4681707\n",
              "447                    Ecuador  1967     5432424\n",
              "448                    Ecuador  1972     6298651\n",
              "449                    Ecuador  1977     7278866\n",
              "450                    Ecuador  1982     8365850\n",
              "451                    Ecuador  1987     9545158\n",
              "452                    Ecuador  1992    10748394\n",
              "453                    Ecuador  1997    11911819\n",
              "454                    Ecuador  2002    12921234\n",
              "455                    Ecuador  2007    13755680\n",
              "456                      Egypt  1952    22223309\n",
              "457                      Egypt  1957    25009741\n",
              "458                      Egypt  1962    28173309\n",
              "459                      Egypt  1967    31681188\n",
              "460                      Egypt  1972    34807417\n",
              "461                      Egypt  1977    38783863\n",
              "462                      Egypt  1982    45681811\n",
              "463                      Egypt  1987    52799062\n",
              "464                      Egypt  1992    59402198\n",
              "465                      Egypt  1997    66134291\n",
              "466                      Egypt  2002    73312559\n",
              "467                      Egypt  2007    80264543\n",
              "468                El Salvador  1952     2042865\n",
              "469                El Salvador  1957     2355805\n",
              "470                El Salvador  1962     2747687\n",
              "471                El Salvador  1967     3232927\n",
              "472                El Salvador  1972     3790903\n",
              "473                El Salvador  1977     4282586\n",
              "474                El Salvador  1982     4474873\n",
              "475                El Salvador  1987     4842194\n",
              "476                El Salvador  1992     5274649\n",
              "477                El Salvador  1997     5783439\n",
              "478                El Salvador  2002     6353681\n",
              "479                El Salvador  2007     6939688\n",
              "480          Equatorial Guinea  1952      216964\n",
              "481          Equatorial Guinea  1957      232922\n",
              "482          Equatorial Guinea  1962      249220\n",
              "483          Equatorial Guinea  1967      259864\n",
              "484          Equatorial Guinea  1972      277603\n",
              "485          Equatorial Guinea  1977      192675\n",
              "486          Equatorial Guinea  1982      285483\n",
              "487          Equatorial Guinea  1987      341244\n",
              "488          Equatorial Guinea  1992      387838\n",
              "489          Equatorial Guinea  1997      439971\n",
              "490          Equatorial Guinea  2002      495627\n",
              "491          Equatorial Guinea  2007      551201\n",
              "492                    Eritrea  1952     1438760\n",
              "493                    Eritrea  1957     1542611\n",
              "494                    Eritrea  1962     1666618\n",
              "495                    Eritrea  1967     1820319\n",
              "496                    Eritrea  1972     2260187\n",
              "497                    Eritrea  1977     2512642\n",
              "498                    Eritrea  1982     2637297\n",
              "499                    Eritrea  1987     2915959\n",
              "500                    Eritrea  1992     3668440\n",
              "501                    Eritrea  1997     4058319\n",
              "502                    Eritrea  2002     4414865\n",
              "503                    Eritrea  2007     4906585\n",
              "504                   Ethiopia  1952    20860941\n",
              "505                   Ethiopia  1957    22815614\n",
              "506                   Ethiopia  1962    25145372\n",
              "507                   Ethiopia  1967    27860297\n",
              "508                   Ethiopia  1972    30770372\n",
              "509                   Ethiopia  1977    34617799\n",
              "510                   Ethiopia  1982    38111756\n",
              "511                   Ethiopia  1987    42999530\n",
              "512                   Ethiopia  1992    52088559\n",
              "513                   Ethiopia  1997    59861301\n",
              "514                   Ethiopia  2002    67946797\n",
              "515                   Ethiopia  2007    76511887\n",
              "516                    Finland  1952     4090500\n",
              "517                    Finland  1957     4324000\n",
              "518                    Finland  1962     4491443\n",
              "519                    Finland  1967     4605744\n",
              "520                    Finland  1972     4639657\n",
              "521                    Finland  1977     4738902\n",
              "522                    Finland  1982     4826933\n",
              "523                    Finland  1987     4931729\n",
              "524                    Finland  1992     5041039\n",
              "525                    Finland  1997     5134406\n",
              "526                    Finland  2002     5193039\n",
              "527                    Finland  2007     5238460\n",
              "528                     France  1952    42459667\n",
              "529                     France  1957    44310863\n",
              "530                     France  1962    47124000\n",
              "531                     France  1967    49569000\n",
              "532                     France  1972    51732000\n",
              "533                     France  1977    53165019\n",
              "534                     France  1982    54433565\n",
              "535                     France  1987    55630100\n",
              "536                     France  1992    57374179\n",
              "537                     France  1997    58623428\n",
              "538                     France  2002    59925035\n",
              "539                     France  2007    61083916\n",
              "540                      Gabon  1952      420702\n",
              "541                      Gabon  1957      434904\n",
              "542                      Gabon  1962      455661\n",
              "543                      Gabon  1967      489004\n",
              "544                      Gabon  1972      537977\n",
              "545                      Gabon  1977      706367\n",
              "546                      Gabon  1982      753874\n",
              "547                      Gabon  1987      880397\n",
              "548                      Gabon  1992      985739\n",
              "549                      Gabon  1997     1126189\n",
              "550                      Gabon  2002     1299304\n",
              "551                      Gabon  2007     1454867\n",
              "552                     Gambia  1952      284320\n",
              "553                     Gambia  1957      323150\n",
              "554                     Gambia  1962      374020\n",
              "555                     Gambia  1967      439593\n",
              "556                     Gambia  1972      517101\n",
              "557                     Gambia  1977      608274\n",
              "558                     Gambia  1982      715523\n",
              "559                     Gambia  1987      848406\n",
              "560                     Gambia  1992     1025384\n",
              "561                     Gambia  1997     1235767\n",
              "562                     Gambia  2002     1457766\n",
              "563                     Gambia  2007     1688359\n",
              "564                    Germany  1952    69145952\n",
              "565                    Germany  1957    71019069\n",
              "566                    Germany  1962    73739117\n",
              "567                    Germany  1967    76368453\n",
              "568                    Germany  1972    78717088\n",
              "569                    Germany  1977    78160773\n",
              "570                    Germany  1982    78335266\n",
              "571                    Germany  1987    77718298\n",
              "572                    Germany  1992    80597764\n",
              "573                    Germany  1997    82011073\n",
              "574                    Germany  2002    82350671\n",
              "575                    Germany  2007    82400996\n",
              "576                      Ghana  1952     5581001\n",
              "577                      Ghana  1957     6391288\n",
              "578                      Ghana  1962     7355248\n",
              "579                      Ghana  1967     8490213\n",
              "580                      Ghana  1972     9354120\n",
              "581                      Ghana  1977    10538093\n",
              "582                      Ghana  1982    11400338\n",
              "583                      Ghana  1987    14168101\n",
              "584                      Ghana  1992    16278738\n",
              "585                      Ghana  1997    18418288\n",
              "586                      Ghana  2002    20550751\n",
              "587                      Ghana  2007    22873338\n",
              "588                     Greece  1952     7733250\n",
              "589                     Greece  1957     8096218\n",
              "590                     Greece  1962     8448233\n",
              "591                     Greece  1967     8716441\n",
              "592                     Greece  1972     8888628\n",
              "593                     Greece  1977     9308479\n",
              "594                     Greece  1982     9786480\n",
              "595                     Greece  1987     9974490\n",
              "596                     Greece  1992    10325429\n",
              "597                     Greece  1997    10502372\n",
              "598                     Greece  2002    10603863\n",
              "599                     Greece  2007    10706290\n",
              "600                  Guatemala  1952     3146381\n",
              "601                  Guatemala  1957     3640876\n",
              "602                  Guatemala  1962     4208858\n",
              "603                  Guatemala  1967     4690773\n",
              "604                  Guatemala  1972     5149581\n",
              "605                  Guatemala  1977     5703430\n",
              "606                  Guatemala  1982     6395630\n",
              "607                  Guatemala  1987     7326406\n",
              "608                  Guatemala  1992     8486949\n",
              "609                  Guatemala  1997     9803875\n",
              "610                  Guatemala  2002    11178650\n",
              "611                  Guatemala  2007    12572928\n",
              "612                     Guinea  1952     2664249\n",
              "613                     Guinea  1957     2876726\n",
              "614                     Guinea  1962     3140003\n",
              "615                     Guinea  1967     3451418\n",
              "616                     Guinea  1972     3811387\n",
              "617                     Guinea  1977     4227026\n",
              "618                     Guinea  1982     4710497\n",
              "619                     Guinea  1987     5650262\n",
              "620                     Guinea  1992     6990574\n",
              "621                     Guinea  1997     8048834\n",
              "622                     Guinea  2002     8807818\n",
              "623                     Guinea  2007     9947814\n",
              "624              Guinea-Bissau  1952      580653\n",
              "625              Guinea-Bissau  1957      601095\n",
              "626              Guinea-Bissau  1962      627820\n",
              "627              Guinea-Bissau  1967      601287\n",
              "628              Guinea-Bissau  1972      625361\n",
              "629              Guinea-Bissau  1977      745228\n",
              "630              Guinea-Bissau  1982      825987\n",
              "631              Guinea-Bissau  1987      927524\n",
              "632              Guinea-Bissau  1992     1050938\n",
              "633              Guinea-Bissau  1997     1193708\n",
              "634              Guinea-Bissau  2002     1332459\n",
              "635              Guinea-Bissau  2007     1472041\n",
              "636                      Haiti  1952     3201488\n",
              "637                      Haiti  1957     3507701\n",
              "638                      Haiti  1962     3880130\n",
              "639                      Haiti  1967     4318137\n",
              "640                      Haiti  1972     4698301\n",
              "641                      Haiti  1977     4908554\n",
              "642                      Haiti  1982     5198399\n",
              "643                      Haiti  1987     5756203\n",
              "644                      Haiti  1992     6326682\n",
              "645                      Haiti  1997     6913545\n",
              "646                      Haiti  2002     7607651\n",
              "647                      Haiti  2007     8502814\n",
              "648                   Honduras  1952     1517453\n",
              "649                   Honduras  1957     1770390\n",
              "650                   Honduras  1962     2090162\n",
              "651                   Honduras  1967     2500689\n",
              "652                   Honduras  1972     2965146\n",
              "653                   Honduras  1977     3055235\n",
              "654                   Honduras  1982     3669448\n",
              "655                   Honduras  1987     4372203\n",
              "656                   Honduras  1992     5077347\n",
              "657                   Honduras  1997     5867957\n",
              "658                   Honduras  2002     6677328\n",
              "659                   Honduras  2007     7483763\n",
              "660           Hong Kong, China  1952     2125900\n",
              "661           Hong Kong, China  1957     2736300\n",
              "662           Hong Kong, China  1962     3305200\n",
              "663           Hong Kong, China  1967     3722800\n",
              "664           Hong Kong, China  1972     4115700\n",
              "665           Hong Kong, China  1977     4583700\n",
              "666           Hong Kong, China  1982     5264500\n",
              "667           Hong Kong, China  1987     5584510\n",
              "668           Hong Kong, China  1992     5829696\n",
              "669           Hong Kong, China  1997     6495918\n",
              "670           Hong Kong, China  2002     6762476\n",
              "671           Hong Kong, China  2007     6980412\n",
              "672                    Hungary  1952     9504000\n",
              "673                    Hungary  1957     9839000\n",
              "674                    Hungary  1962    10063000\n",
              "675                    Hungary  1967    10223422\n",
              "676                    Hungary  1972    10394091\n",
              "677                    Hungary  1977    10637171\n",
              "678                    Hungary  1982    10705535\n",
              "679                    Hungary  1987    10612740\n",
              "680                    Hungary  1992    10348684\n",
              "681                    Hungary  1997    10244684\n",
              "682                    Hungary  2002    10083313\n",
              "683                    Hungary  2007     9956108\n",
              "684                    Iceland  1952      147962\n",
              "685                    Iceland  1957      165110\n",
              "686                    Iceland  1962      182053\n",
              "687                    Iceland  1967      198676\n",
              "688                    Iceland  1972      209275\n",
              "689                    Iceland  1977      221823\n",
              "690                    Iceland  1982      233997\n",
              "691                    Iceland  1987      244676\n",
              "692                    Iceland  1992      259012\n",
              "693                    Iceland  1997      271192\n",
              "694                    Iceland  2002      288030\n",
              "695                    Iceland  2007      301931\n",
              "696                      India  1952   372000000\n",
              "697                      India  1957   409000000\n",
              "698                      India  1962   454000000\n",
              "699                      India  1967   506000000\n",
              "700                      India  1972   567000000\n",
              "701                      India  1977   634000000\n",
              "702                      India  1982   708000000\n",
              "703                      India  1987   788000000\n",
              "704                      India  1992   872000000\n",
              "705                      India  1997   959000000\n",
              "706                      India  2002  1034172547\n",
              "707                      India  2007  1110396331\n",
              "708                  Indonesia  1952    82052000\n",
              "709                  Indonesia  1957    90124000\n",
              "710                  Indonesia  1962    99028000\n",
              "711                  Indonesia  1967   109343000\n",
              "712                  Indonesia  1972   121282000\n",
              "713                  Indonesia  1977   136725000\n",
              "714                  Indonesia  1982   153343000\n",
              "715                  Indonesia  1987   169276000\n",
              "716                  Indonesia  1992   184816000\n",
              "717                  Indonesia  1997   199278000\n",
              "718                  Indonesia  2002   211060000\n",
              "719                  Indonesia  2007   223547000\n",
              "720                       Iran  1952    17272000\n",
              "721                       Iran  1957    19792000\n",
              "722                       Iran  1962    22874000\n",
              "723                       Iran  1967    26538000\n",
              "724                       Iran  1972    30614000\n",
              "725                       Iran  1977    35480679\n",
              "726                       Iran  1982    43072751\n",
              "727                       Iran  1987    51889696\n",
              "728                       Iran  1992    60397973\n",
              "729                       Iran  1997    63327987\n",
              "730                       Iran  2002    66907826\n",
              "731                       Iran  2007    69453570\n",
              "732                       Iraq  1952     5441766\n",
              "733                       Iraq  1957     6248643\n",
              "734                       Iraq  1962     7240260\n",
              "735                       Iraq  1967     8519282\n",
              "736                       Iraq  1972    10061506\n",
              "737                       Iraq  1977    11882916\n",
              "738                       Iraq  1982    14173318\n",
              "739                       Iraq  1987    16543189\n",
              "740                       Iraq  1992    17861905\n",
              "741                       Iraq  1997    20775703\n",
              "742                       Iraq  2002    24001816\n",
              "743                       Iraq  2007    27499638\n",
              "744                    Ireland  1952     2952156\n",
              "745                    Ireland  1957     2878220\n",
              "746                    Ireland  1962     2830000\n",
              "747                    Ireland  1967     2900100\n",
              "748                    Ireland  1972     3024400\n",
              "749                    Ireland  1977     3271900\n",
              "750                    Ireland  1982     3480000\n",
              "751                    Ireland  1987     3539900\n",
              "752                    Ireland  1992     3557761\n",
              "753                    Ireland  1997     3667233\n",
              "754                    Ireland  2002     3879155\n",
              "755                    Ireland  2007     4109086\n",
              "756                     Israel  1952     1620914\n",
              "757                     Israel  1957     1944401\n",
              "758                     Israel  1962     2310904\n",
              "759                     Israel  1967     2693585\n",
              "760                     Israel  1972     3095893\n",
              "761                     Israel  1977     3495918\n",
              "762                     Israel  1982     3858421\n",
              "763                     Israel  1987     4203148\n",
              "764                     Israel  1992     4936550\n",
              "765                     Israel  1997     5531387\n",
              "766                     Israel  2002     6029529\n",
              "767                     Israel  2007     6426679\n",
              "768                      Italy  1952    47666000\n",
              "769                      Italy  1957    49182000\n",
              "770                      Italy  1962    50843200\n",
              "771                      Italy  1967    52667100\n",
              "772                      Italy  1972    54365564\n",
              "773                      Italy  1977    56059245\n",
              "774                      Italy  1982    56535636\n",
              "775                      Italy  1987    56729703\n",
              "776                      Italy  1992    56840847\n",
              "777                      Italy  1997    57479469\n",
              "778                      Italy  2002    57926999\n",
              "779                      Italy  2007    58147733\n",
              "780                    Jamaica  1952     1426095\n",
              "781                    Jamaica  1957     1535090\n",
              "782                    Jamaica  1962     1665128\n",
              "783                    Jamaica  1967     1861096\n",
              "784                    Jamaica  1972     1997616\n",
              "785                    Jamaica  1977     2156814\n",
              "786                    Jamaica  1982     2298309\n",
              "787                    Jamaica  1987     2326606\n",
              "788                    Jamaica  1992     2378618\n",
              "789                    Jamaica  1997     2531311\n",
              "790                    Jamaica  2002     2664659\n",
              "791                    Jamaica  2007     2780132\n",
              "792                      Japan  1952    86459025\n",
              "793                      Japan  1957    91563009\n",
              "794                      Japan  1962    95831757\n",
              "795                      Japan  1967   100825279\n",
              "796                      Japan  1972   107188273\n",
              "797                      Japan  1977   113872473\n",
              "798                      Japan  1982   118454974\n",
              "799                      Japan  1987   122091325\n",
              "800                      Japan  1992   124329269\n",
              "801                      Japan  1997   125956499\n",
              "802                      Japan  2002   127065841\n",
              "803                      Japan  2007   127467972\n",
              "804                     Jordan  1952      607914\n",
              "805                     Jordan  1957      746559\n",
              "806                     Jordan  1962      933559\n",
              "807                     Jordan  1967     1255058\n",
              "808                     Jordan  1972     1613551\n",
              "809                     Jordan  1977     1937652\n",
              "810                     Jordan  1982     2347031\n",
              "811                     Jordan  1987     2820042\n",
              "812                     Jordan  1992     3867409\n",
              "813                     Jordan  1997     4526235\n",
              "814                     Jordan  2002     5307470\n",
              "815                     Jordan  2007     6053193\n",
              "816                      Kenya  1952     6464046\n",
              "817                      Kenya  1957     7454779\n",
              "818                      Kenya  1962     8678557\n",
              "819                      Kenya  1967    10191512\n",
              "820                      Kenya  1972    12044785\n",
              "821                      Kenya  1977    14500404\n",
              "822                      Kenya  1982    17661452\n",
              "823                      Kenya  1987    21198082\n",
              "824                      Kenya  1992    25020539\n",
              "825                      Kenya  1997    28263827\n",
              "826                      Kenya  2002    31386842\n",
              "827                      Kenya  2007    35610177\n",
              "828           Korea, Dem. Rep.  1952     8865488\n",
              "829           Korea, Dem. Rep.  1957     9411381\n",
              "830           Korea, Dem. Rep.  1962    10917494\n",
              "831           Korea, Dem. Rep.  1967    12617009\n",
              "832           Korea, Dem. Rep.  1972    14781241\n",
              "833           Korea, Dem. Rep.  1977    16325320\n",
              "834           Korea, Dem. Rep.  1982    17647518\n",
              "835           Korea, Dem. Rep.  1987    19067554\n",
              "836           Korea, Dem. Rep.  1992    20711375\n",
              "837           Korea, Dem. Rep.  1997    21585105\n",
              "838           Korea, Dem. Rep.  2002    22215365\n",
              "839           Korea, Dem. Rep.  2007    23301725\n",
              "840                Korea, Rep.  1952    20947571\n",
              "841                Korea, Rep.  1957    22611552\n",
              "842                Korea, Rep.  1962    26420307\n",
              "843                Korea, Rep.  1967    30131000\n",
              "844                Korea, Rep.  1972    33505000\n",
              "845                Korea, Rep.  1977    36436000\n",
              "846                Korea, Rep.  1982    39326000\n",
              "847                Korea, Rep.  1987    41622000\n",
              "848                Korea, Rep.  1992    43805450\n",
              "849                Korea, Rep.  1997    46173816\n",
              "850                Korea, Rep.  2002    47969150\n",
              "851                Korea, Rep.  2007    49044790\n",
              "852                     Kuwait  1952      160000\n",
              "853                     Kuwait  1957      212846\n",
              "854                     Kuwait  1962      358266\n",
              "855                     Kuwait  1967      575003\n",
              "856                     Kuwait  1972      841934\n",
              "857                     Kuwait  1977     1140357\n",
              "858                     Kuwait  1982     1497494\n",
              "859                     Kuwait  1987     1891487\n",
              "860                     Kuwait  1992     1418095\n",
              "861                     Kuwait  1997     1765345\n",
              "862                     Kuwait  2002     2111561\n",
              "863                     Kuwait  2007     2505559\n",
              "864                    Lebanon  1952     1439529\n",
              "865                    Lebanon  1957     1647412\n",
              "866                    Lebanon  1962     1886848\n",
              "867                    Lebanon  1967     2186894\n",
              "868                    Lebanon  1972     2680018\n",
              "869                    Lebanon  1977     3115787\n",
              "870                    Lebanon  1982     3086876\n",
              "871                    Lebanon  1987     3089353\n",
              "872                    Lebanon  1992     3219994\n",
              "873                    Lebanon  1997     3430388\n",
              "874                    Lebanon  2002     3677780\n",
              "875                    Lebanon  2007     3921278\n",
              "876                    Lesotho  1952      748747\n",
              "877                    Lesotho  1957      813338\n",
              "878                    Lesotho  1962      893143\n",
              "879                    Lesotho  1967      996380\n",
              "880                    Lesotho  1972     1116779\n",
              "881                    Lesotho  1977     1251524\n",
              "882                    Lesotho  1982     1411807\n",
              "883                    Lesotho  1987     1599200\n",
              "884                    Lesotho  1992     1803195\n",
              "885                    Lesotho  1997     1982823\n",
              "886                    Lesotho  2002     2046772\n",
              "887                    Lesotho  2007     2012649\n",
              "888                    Liberia  1952      863308\n",
              "889                    Liberia  1957      975950\n",
              "890                    Liberia  1962     1112796\n",
              "891                    Liberia  1967     1279406\n",
              "892                    Liberia  1972     1482628\n",
              "893                    Liberia  1977     1703617\n",
              "894                    Liberia  1982     1956875\n",
              "895                    Liberia  1987     2269414\n",
              "896                    Liberia  1992     1912974\n",
              "897                    Liberia  1997     2200725\n",
              "898                    Liberia  2002     2814651\n",
              "899                    Liberia  2007     3193942\n",
              "900                      Libya  1952     1019729\n",
              "901                      Libya  1957     1201578\n",
              "902                      Libya  1962     1441863\n",
              "903                      Libya  1967     1759224\n",
              "904                      Libya  1972     2183877\n",
              "905                      Libya  1977     2721783\n",
              "906                      Libya  1982     3344074\n",
              "907                      Libya  1987     3799845\n",
              "908                      Libya  1992     4364501\n",
              "909                      Libya  1997     4759670\n",
              "910                      Libya  2002     5368585\n",
              "911                      Libya  2007     6036914\n",
              "912                 Madagascar  1952     4762912\n",
              "913                 Madagascar  1957     5181679\n",
              "914                 Madagascar  1962     5703324\n",
              "915                 Madagascar  1967     6334556\n",
              "916                 Madagascar  1972     7082430\n",
              "917                 Madagascar  1977     8007166\n",
              "918                 Madagascar  1982     9171477\n",
              "919                 Madagascar  1987    10568642\n",
              "920                 Madagascar  1992    12210395\n",
              "921                 Madagascar  1997    14165114\n",
              "922                 Madagascar  2002    16473477\n",
              "923                 Madagascar  2007    19167654\n",
              "924                     Malawi  1952     2917802\n",
              "925                     Malawi  1957     3221238\n",
              "926                     Malawi  1962     3628608\n",
              "927                     Malawi  1967     4147252\n",
              "928                     Malawi  1972     4730997\n",
              "929                     Malawi  1977     5637246\n",
              "930                     Malawi  1982     6502825\n",
              "931                     Malawi  1987     7824747\n",
              "932                     Malawi  1992    10014249\n",
              "933                     Malawi  1997    10419991\n",
              "934                     Malawi  2002    11824495\n",
              "935                     Malawi  2007    13327079\n",
              "936                   Malaysia  1952     6748378\n",
              "937                   Malaysia  1957     7739235\n",
              "938                   Malaysia  1962     8906385\n",
              "939                   Malaysia  1967    10154878\n",
              "940                   Malaysia  1972    11441462\n",
              "941                   Malaysia  1977    12845381\n",
              "942                   Malaysia  1982    14441916\n",
              "943                   Malaysia  1987    16331785\n",
              "944                   Malaysia  1992    18319502\n",
              "945                   Malaysia  1997    20476091\n",
              "946                   Malaysia  2002    22662365\n",
              "947                   Malaysia  2007    24821286\n",
              "948                       Mali  1952     3838168\n",
              "949                       Mali  1957     4241884\n",
              "950                       Mali  1962     4690372\n",
              "951                       Mali  1967     5212416\n",
              "952                       Mali  1972     5828158\n",
              "953                       Mali  1977     6491649\n",
              "954                       Mali  1982     6998256\n",
              "955                       Mali  1987     7634008\n",
              "956                       Mali  1992     8416215\n",
              "957                       Mali  1997     9384984\n",
              "958                       Mali  2002    10580176\n",
              "959                       Mali  2007    12031795\n",
              "960                 Mauritania  1952     1022556\n",
              "961                 Mauritania  1957     1076852\n",
              "962                 Mauritania  1962     1146757\n",
              "963                 Mauritania  1967     1230542\n",
              "964                 Mauritania  1972     1332786\n",
              "965                 Mauritania  1977     1456688\n",
              "966                 Mauritania  1982     1622136\n",
              "967                 Mauritania  1987     1841240\n",
              "968                 Mauritania  1992     2119465\n",
              "969                 Mauritania  1997     2444741\n",
              "970                 Mauritania  2002     2828858\n",
              "971                 Mauritania  2007     3270065\n",
              "972                  Mauritius  1952      516556\n",
              "973                  Mauritius  1957      609816\n",
              "974                  Mauritius  1962      701016\n",
              "975                  Mauritius  1967      789309\n",
              "976                  Mauritius  1972      851334\n",
              "977                  Mauritius  1977      913025\n",
              "978                  Mauritius  1982      992040\n",
              "979                  Mauritius  1987     1042663\n",
              "980                  Mauritius  1992     1096202\n",
              "981                  Mauritius  1997     1149818\n",
              "982                  Mauritius  2002     1200206\n",
              "983                  Mauritius  2007     1250882\n",
              "984                     Mexico  1952    30144317\n",
              "985                     Mexico  1957    35015548\n",
              "986                     Mexico  1962    41121485\n",
              "987                     Mexico  1967    47995559\n",
              "988                     Mexico  1972    55984294\n",
              "989                     Mexico  1977    63759976\n",
              "990                     Mexico  1982    71640904\n",
              "991                     Mexico  1987    80122492\n",
              "992                     Mexico  1992    88111030\n",
              "993                     Mexico  1997    95895146\n",
              "994                     Mexico  2002   102479927\n",
              "995                     Mexico  2007   108700891\n",
              "996                   Mongolia  1952      800663\n",
              "997                   Mongolia  1957      882134\n",
              "998                   Mongolia  1962     1010280\n",
              "999                   Mongolia  1967     1149500\n",
              "1000                  Mongolia  1972     1320500\n",
              "1001                  Mongolia  1977     1528000\n",
              "1002                  Mongolia  1982     1756032\n",
              "1003                  Mongolia  1987     2015133\n",
              "1004                  Mongolia  1992     2312802\n",
              "1005                  Mongolia  1997     2494803\n",
              "1006                  Mongolia  2002     2674234\n",
              "1007                  Mongolia  2007     2874127\n",
              "1008                Montenegro  1952      413834\n",
              "1009                Montenegro  1957      442829\n",
              "1010                Montenegro  1962      474528\n",
              "1011                Montenegro  1967      501035\n",
              "1012                Montenegro  1972      527678\n",
              "1013                Montenegro  1977      560073\n",
              "1014                Montenegro  1982      562548\n",
              "1015                Montenegro  1987      569473\n",
              "1016                Montenegro  1992      621621\n",
              "1017                Montenegro  1997      692651\n",
              "1018                Montenegro  2002      720230\n",
              "1019                Montenegro  2007      684736\n",
              "1020                   Morocco  1952     9939217\n",
              "1021                   Morocco  1957    11406350\n",
              "1022                   Morocco  1962    13056604\n",
              "1023                   Morocco  1967    14770296\n",
              "1024                   Morocco  1972    16660670\n",
              "1025                   Morocco  1977    18396941\n",
              "1026                   Morocco  1982    20198730\n",
              "1027                   Morocco  1987    22987397\n",
              "1028                   Morocco  1992    25798239\n",
              "1029                   Morocco  1997    28529501\n",
              "1030                   Morocco  2002    31167783\n",
              "1031                   Morocco  2007    33757175\n",
              "1032                Mozambique  1952     6446316\n",
              "1033                Mozambique  1957     7038035\n",
              "1034                Mozambique  1962     7788944\n",
              "1035                Mozambique  1967     8680909\n",
              "1036                Mozambique  1972     9809596\n",
              "1037                Mozambique  1977    11127868\n",
              "1038                Mozambique  1982    12587223\n",
              "1039                Mozambique  1987    12891952\n",
              "1040                Mozambique  1992    13160731\n",
              "1041                Mozambique  1997    16603334\n",
              "1042                Mozambique  2002    18473780\n",
              "1043                Mozambique  2007    19951656\n",
              "1044                   Myanmar  1952    20092996\n",
              "1045                   Myanmar  1957    21731844\n",
              "1046                   Myanmar  1962    23634436\n",
              "1047                   Myanmar  1967    25870271\n",
              "1048                   Myanmar  1972    28466390\n",
              "1049                   Myanmar  1977    31528087\n",
              "1050                   Myanmar  1982    34680442\n",
              "1051                   Myanmar  1987    38028578\n",
              "1052                   Myanmar  1992    40546538\n",
              "1053                   Myanmar  1997    43247867\n",
              "1054                   Myanmar  2002    45598081\n",
              "1055                   Myanmar  2007    47761980\n",
              "1056                   Namibia  1952      485831\n",
              "1057                   Namibia  1957      548080\n",
              "1058                   Namibia  1962      621392\n",
              "1059                   Namibia  1967      706640\n",
              "1060                   Namibia  1972      821782\n",
              "1061                   Namibia  1977      977026\n",
              "1062                   Namibia  1982     1099010\n",
              "1063                   Namibia  1987     1278184\n",
              "1064                   Namibia  1992     1554253\n",
              "1065                   Namibia  1997     1774766\n",
              "1066                   Namibia  2002     1972153\n",
              "1067                   Namibia  2007     2055080\n",
              "1068                     Nepal  1952     9182536\n",
              "1069                     Nepal  1957     9682338\n",
              "1070                     Nepal  1962    10332057\n",
              "1071                     Nepal  1967    11261690\n",
              "1072                     Nepal  1972    12412593\n",
              "1073                     Nepal  1977    13933198\n",
              "1074                     Nepal  1982    15796314\n",
              "1075                     Nepal  1987    17917180\n",
              "1076                     Nepal  1992    20326209\n",
              "1077                     Nepal  1997    23001113\n",
              "1078                     Nepal  2002    25873917\n",
              "1079                     Nepal  2007    28901790\n",
              "1080               Netherlands  1952    10381988\n",
              "1081               Netherlands  1957    11026383\n",
              "1082               Netherlands  1962    11805689\n",
              "1083               Netherlands  1967    12596822\n",
              "1084               Netherlands  1972    13329874\n",
              "1085               Netherlands  1977    13852989\n",
              "1086               Netherlands  1982    14310401\n",
              "1087               Netherlands  1987    14665278\n",
              "1088               Netherlands  1992    15174244\n",
              "1089               Netherlands  1997    15604464\n",
              "1090               Netherlands  2002    16122830\n",
              "1091               Netherlands  2007    16570613\n",
              "1092               New Zealand  1952     1994794\n",
              "1093               New Zealand  1957     2229407\n",
              "1094               New Zealand  1962     2488550\n",
              "1095               New Zealand  1967     2728150\n",
              "1096               New Zealand  1972     2929100\n",
              "1097               New Zealand  1977     3164900\n",
              "1098               New Zealand  1982     3210650\n",
              "1099               New Zealand  1987     3317166\n",
              "1100               New Zealand  1992     3437674\n",
              "1101               New Zealand  1997     3676187\n",
              "1102               New Zealand  2002     3908037\n",
              "1103               New Zealand  2007     4115771\n",
              "1104                 Nicaragua  1952     1165790\n",
              "1105                 Nicaragua  1957     1358828\n",
              "1106                 Nicaragua  1962     1590597\n",
              "1107                 Nicaragua  1967     1865490\n",
              "1108                 Nicaragua  1972     2182908\n",
              "1109                 Nicaragua  1977     2554598\n",
              "1110                 Nicaragua  1982     2979423\n",
              "1111                 Nicaragua  1987     3344353\n",
              "1112                 Nicaragua  1992     4017939\n",
              "1113                 Nicaragua  1997     4609572\n",
              "1114                 Nicaragua  2002     5146848\n",
              "1115                 Nicaragua  2007     5675356\n",
              "1116                     Niger  1952     3379468\n",
              "1117                     Niger  1957     3692184\n",
              "1118                     Niger  1962     4076008\n",
              "1119                     Niger  1967     4534062\n",
              "1120                     Niger  1972     5060262\n",
              "1121                     Niger  1977     5682086\n",
              "1122                     Niger  1982     6437188\n",
              "1123                     Niger  1987     7332638\n",
              "1124                     Niger  1992     8392818\n",
              "1125                     Niger  1997     9666252\n",
              "1126                     Niger  2002    11140655\n",
              "1127                     Niger  2007    12894865\n",
              "1128                   Nigeria  1952    33119096\n",
              "1129                   Nigeria  1957    37173340\n",
              "1130                   Nigeria  1962    41871351\n",
              "1131                   Nigeria  1967    47287752\n",
              "1132                   Nigeria  1972    53740085\n",
              "1133                   Nigeria  1977    62209173\n",
              "1134                   Nigeria  1982    73039376\n",
              "1135                   Nigeria  1987    81551520\n",
              "1136                   Nigeria  1992    93364244\n",
              "1137                   Nigeria  1997   106207839\n",
              "1138                   Nigeria  2002   119901274\n",
              "1139                   Nigeria  2007   135031164\n",
              "1140                    Norway  1952     3327728\n",
              "1141                    Norway  1957     3491938\n",
              "1142                    Norway  1962     3638919\n",
              "1143                    Norway  1967     3786019\n",
              "1144                    Norway  1972     3933004\n",
              "1145                    Norway  1977     4043205\n",
              "1146                    Norway  1982     4114787\n",
              "1147                    Norway  1987     4186147\n",
              "1148                    Norway  1992     4286357\n",
              "1149                    Norway  1997     4405672\n",
              "1150                    Norway  2002     4535591\n",
              "1151                    Norway  2007     4627926\n",
              "1152                      Oman  1952      507833\n",
              "1153                      Oman  1957      561977\n",
              "1154                      Oman  1962      628164\n",
              "1155                      Oman  1967      714775\n",
              "1156                      Oman  1972      829050\n",
              "1157                      Oman  1977     1004533\n",
              "1158                      Oman  1982     1301048\n",
              "1159                      Oman  1987     1593882\n",
              "1160                      Oman  1992     1915208\n",
              "1161                      Oman  1997     2283635\n",
              "1162                      Oman  2002     2713462\n",
              "1163                      Oman  2007     3204897\n",
              "1164                  Pakistan  1952    41346560\n",
              "1165                  Pakistan  1957    46679944\n",
              "1166                  Pakistan  1962    53100671\n",
              "1167                  Pakistan  1967    60641899\n",
              "1168                  Pakistan  1972    69325921\n",
              "1169                  Pakistan  1977    78152686\n",
              "1170                  Pakistan  1982    91462088\n",
              "1171                  Pakistan  1987   105186881\n",
              "1172                  Pakistan  1992   120065004\n",
              "1173                  Pakistan  1997   135564834\n",
              "1174                  Pakistan  2002   153403524\n",
              "1175                  Pakistan  2007   169270617\n",
              "1176                    Panama  1952      940080\n",
              "1177                    Panama  1957     1063506\n",
              "1178                    Panama  1962     1215725\n",
              "1179                    Panama  1967     1405486\n",
              "1180                    Panama  1972     1616384\n",
              "1181                    Panama  1977     1839782\n",
              "1182                    Panama  1982     2036305\n",
              "1183                    Panama  1987     2253639\n",
              "1184                    Panama  1992     2484997\n",
              "1185                    Panama  1997     2734531\n",
              "1186                    Panama  2002     2990875\n",
              "1187                    Panama  2007     3242173\n",
              "1188                  Paraguay  1952     1555876\n",
              "1189                  Paraguay  1957     1770902\n",
              "1190                  Paraguay  1962     2009813\n",
              "1191                  Paraguay  1967     2287985\n",
              "1192                  Paraguay  1972     2614104\n",
              "1193                  Paraguay  1977     2984494\n",
              "1194                  Paraguay  1982     3366439\n",
              "1195                  Paraguay  1987     3886512\n",
              "1196                  Paraguay  1992     4483945\n",
              "1197                  Paraguay  1997     5154123\n",
              "1198                  Paraguay  2002     5884491\n",
              "1199                  Paraguay  2007     6667147\n",
              "1200                      Peru  1952     8025700\n",
              "1201                      Peru  1957     9146100\n",
              "1202                      Peru  1962    10516500\n",
              "1203                      Peru  1967    12132200\n",
              "1204                      Peru  1972    13954700\n",
              "1205                      Peru  1977    15990099\n",
              "1206                      Peru  1982    18125129\n",
              "1207                      Peru  1987    20195924\n",
              "1208                      Peru  1992    22430449\n",
              "1209                      Peru  1997    24748122\n",
              "1210                      Peru  2002    26769436\n",
              "1211                      Peru  2007    28674757\n",
              "1212               Philippines  1952    22438691\n",
              "1213               Philippines  1957    26072194\n",
              "1214               Philippines  1962    30325264\n",
              "1215               Philippines  1967    35356600\n",
              "1216               Philippines  1972    40850141\n",
              "1217               Philippines  1977    46850962\n",
              "1218               Philippines  1982    53456774\n",
              "1219               Philippines  1987    60017788\n",
              "1220               Philippines  1992    67185766\n",
              "1221               Philippines  1997    75012988\n",
              "1222               Philippines  2002    82995088\n",
              "1223               Philippines  2007    91077287\n",
              "1224                    Poland  1952    25730551\n",
              "1225                    Poland  1957    28235346\n",
              "1226                    Poland  1962    30329617\n",
              "1227                    Poland  1967    31785378\n",
              "1228                    Poland  1972    33039545\n",
              "1229                    Poland  1977    34621254\n",
              "1230                    Poland  1982    36227381\n",
              "1231                    Poland  1987    37740710\n",
              "1232                    Poland  1992    38370697\n",
              "1233                    Poland  1997    38654957\n",
              "1234                    Poland  2002    38625976\n",
              "1235                    Poland  2007    38518241\n",
              "1236                  Portugal  1952     8526050\n",
              "1237                  Portugal  1957     8817650\n",
              "1238                  Portugal  1962     9019800\n",
              "1239                  Portugal  1967     9103000\n",
              "1240                  Portugal  1972     8970450\n",
              "1241                  Portugal  1977     9662600\n",
              "1242                  Portugal  1982     9859650\n",
              "1243                  Portugal  1987     9915289\n",
              "1244                  Portugal  1992     9927680\n",
              "1245                  Portugal  1997    10156415\n",
              "1246                  Portugal  2002    10433867\n",
              "1247                  Portugal  2007    10642836\n",
              "1248               Puerto Rico  1952     2227000\n",
              "1249               Puerto Rico  1957     2260000\n",
              "1250               Puerto Rico  1962     2448046\n",
              "1251               Puerto Rico  1967     2648961\n",
              "1252               Puerto Rico  1972     2847132\n",
              "1253               Puerto Rico  1977     3080828\n",
              "1254               Puerto Rico  1982     3279001\n",
              "1255               Puerto Rico  1987     3444468\n",
              "1256               Puerto Rico  1992     3585176\n",
              "1257               Puerto Rico  1997     3759430\n",
              "1258               Puerto Rico  2002     3859606\n",
              "1259               Puerto Rico  2007     3942491\n",
              "1260                   Reunion  1952      257700\n",
              "1261                   Reunion  1957      308700\n",
              "1262                   Reunion  1962      358900\n",
              "1263                   Reunion  1967      414024\n",
              "1264                   Reunion  1972      461633\n",
              "1265                   Reunion  1977      492095\n",
              "1266                   Reunion  1982      517810\n",
              "1267                   Reunion  1987      562035\n",
              "1268                   Reunion  1992      622191\n",
              "1269                   Reunion  1997      684810\n",
              "1270                   Reunion  2002      743981\n",
              "1271                   Reunion  2007      798094\n",
              "1272                   Romania  1952    16630000\n",
              "1273                   Romania  1957    17829327\n",
              "1274                   Romania  1962    18680721\n",
              "1275                   Romania  1967    19284814\n",
              "1276                   Romania  1972    20662648\n",
              "1277                   Romania  1977    21658597\n",
              "1278                   Romania  1982    22356726\n",
              "1279                   Romania  1987    22686371\n",
              "1280                   Romania  1992    22797027\n",
              "1281                   Romania  1997    22562458\n",
              "1282                   Romania  2002    22404337\n",
              "1283                   Romania  2007    22276056\n",
              "1284                    Rwanda  1952     2534927\n",
              "1285                    Rwanda  1957     2822082\n",
              "1286                    Rwanda  1962     3051242\n",
              "1287                    Rwanda  1967     3451079\n",
              "1288                    Rwanda  1972     3992121\n",
              "1289                    Rwanda  1977     4657072\n",
              "1290                    Rwanda  1982     5507565\n",
              "1291                    Rwanda  1987     6349365\n",
              "1292                    Rwanda  1992     7290203\n",
              "1293                    Rwanda  1997     7212583\n",
              "1294                    Rwanda  2002     7852401\n",
              "1295                    Rwanda  2007     8860588\n",
              "1296     Sao Tome and Principe  1952       60011\n",
              "1297     Sao Tome and Principe  1957       61325\n",
              "1298     Sao Tome and Principe  1962       65345\n",
              "1299     Sao Tome and Principe  1967       70787\n",
              "1300     Sao Tome and Principe  1972       76595\n",
              "1301     Sao Tome and Principe  1977       86796\n",
              "1302     Sao Tome and Principe  1982       98593\n",
              "1303     Sao Tome and Principe  1987      110812\n",
              "1304     Sao Tome and Principe  1992      125911\n",
              "1305     Sao Tome and Principe  1997      145608\n",
              "1306     Sao Tome and Principe  2002      170372\n",
              "1307     Sao Tome and Principe  2007      199579\n",
              "1308              Saudi Arabia  1952     4005677\n",
              "1309              Saudi Arabia  1957     4419650\n",
              "1310              Saudi Arabia  1962     4943029\n",
              "1311              Saudi Arabia  1967     5618198\n",
              "1312              Saudi Arabia  1972     6472756\n",
              "1313              Saudi Arabia  1977     8128505\n",
              "1314              Saudi Arabia  1982    11254672\n",
              "1315              Saudi Arabia  1987    14619745\n",
              "1316              Saudi Arabia  1992    16945857\n",
              "1317              Saudi Arabia  1997    21229759\n",
              "1318              Saudi Arabia  2002    24501530\n",
              "1319              Saudi Arabia  2007    27601038\n",
              "1320                   Senegal  1952     2755589\n",
              "1321                   Senegal  1957     3054547\n",
              "1322                   Senegal  1962     3430243\n",
              "1323                   Senegal  1967     3965841\n",
              "1324                   Senegal  1972     4588696\n",
              "1325                   Senegal  1977     5260855\n",
              "1326                   Senegal  1982     6147783\n",
              "1327                   Senegal  1987     7171347\n",
              "1328                   Senegal  1992     8307920\n",
              "1329                   Senegal  1997     9535314\n",
              "1330                   Senegal  2002    10870037\n",
              "1331                   Senegal  2007    12267493\n",
              "1332                    Serbia  1952     6860147\n",
              "1333                    Serbia  1957     7271135\n",
              "1334                    Serbia  1962     7616060\n",
              "1335                    Serbia  1967     7971222\n",
              "1336                    Serbia  1972     8313288\n",
              "1337                    Serbia  1977     8686367\n",
              "1338                    Serbia  1982     9032824\n",
              "1339                    Serbia  1987     9230783\n",
              "1340                    Serbia  1992     9826397\n",
              "1341                    Serbia  1997    10336594\n",
              "1342                    Serbia  2002    10111559\n",
              "1343                    Serbia  2007    10150265\n",
              "1344              Sierra Leone  1952     2143249\n",
              "1345              Sierra Leone  1957     2295678\n",
              "1346              Sierra Leone  1962     2467895\n",
              "1347              Sierra Leone  1967     2662190\n",
              "1348              Sierra Leone  1972     2879013\n",
              "1349              Sierra Leone  1977     3140897\n",
              "1350              Sierra Leone  1982     3464522\n",
              "1351              Sierra Leone  1987     3868905\n",
              "1352              Sierra Leone  1992     4260884\n",
              "1353              Sierra Leone  1997     4578212\n",
              "1354              Sierra Leone  2002     5359092\n",
              "1355              Sierra Leone  2007     6144562\n",
              "1356                 Singapore  1952     1127000\n",
              "1357                 Singapore  1957     1445929\n",
              "1358                 Singapore  1962     1750200\n",
              "1359                 Singapore  1967     1977600\n",
              "1360                 Singapore  1972     2152400\n",
              "1361                 Singapore  1977     2325300\n",
              "1362                 Singapore  1982     2651869\n",
              "1363                 Singapore  1987     2794552\n",
              "1364                 Singapore  1992     3235865\n",
              "1365                 Singapore  1997     3802309\n",
              "1366                 Singapore  2002     4197776\n",
              "1367                 Singapore  2007     4553009\n",
              "1368           Slovak Republic  1952     3558137\n",
              "1369           Slovak Republic  1957     3844277\n",
              "1370           Slovak Republic  1962     4237384\n",
              "1371           Slovak Republic  1967     4442238\n",
              "1372           Slovak Republic  1972     4593433\n",
              "1373           Slovak Republic  1977     4827803\n",
              "1374           Slovak Republic  1982     5048043\n",
              "1375           Slovak Republic  1987     5199318\n",
              "1376           Slovak Republic  1992     5302888\n",
              "1377           Slovak Republic  1997     5383010\n",
              "1378           Slovak Republic  2002     5410052\n",
              "1379           Slovak Republic  2007     5447502\n",
              "1380                  Slovenia  1952     1489518\n",
              "1381                  Slovenia  1957     1533070\n",
              "1382                  Slovenia  1962     1582962\n",
              "1383                  Slovenia  1967     1646912\n",
              "1384                  Slovenia  1972     1694510\n",
              "1385                  Slovenia  1977     1746919\n",
              "1386                  Slovenia  1982     1861252\n",
              "1387                  Slovenia  1987     1945870\n",
              "1388                  Slovenia  1992     1999210\n",
              "1389                  Slovenia  1997     2011612\n",
              "1390                  Slovenia  2002     2011497\n",
              "1391                  Slovenia  2007     2009245\n",
              "1392                   Somalia  1952     2526994\n",
              "1393                   Somalia  1957     2780415\n",
              "1394                   Somalia  1962     3080153\n",
              "1395                   Somalia  1967     3428839\n",
              "1396                   Somalia  1972     3840161\n",
              "1397                   Somalia  1977     4353666\n",
              "1398                   Somalia  1982     5828892\n",
              "1399                   Somalia  1987     6921858\n",
              "1400                   Somalia  1992     6099799\n",
              "1401                   Somalia  1997     6633514\n",
              "1402                   Somalia  2002     7753310\n",
              "1403                   Somalia  2007     9118773\n",
              "1404              South Africa  1952    14264935\n",
              "1405              South Africa  1957    16151549\n",
              "1406              South Africa  1962    18356657\n",
              "1407              South Africa  1967    20997321\n",
              "1408              South Africa  1972    23935810\n",
              "1409              South Africa  1977    27129932\n",
              "1410              South Africa  1982    31140029\n",
              "1411              South Africa  1987    35933379\n",
              "1412              South Africa  1992    39964159\n",
              "1413              South Africa  1997    42835005\n",
              "1414              South Africa  2002    44433622\n",
              "1415              South Africa  2007    43997828\n",
              "1416                     Spain  1952    28549870\n",
              "1417                     Spain  1957    29841614\n",
              "1418                     Spain  1962    31158061\n",
              "1419                     Spain  1967    32850275\n",
              "1420                     Spain  1972    34513161\n",
              "1421                     Spain  1977    36439000\n",
              "1422                     Spain  1982    37983310\n",
              "1423                     Spain  1987    38880702\n",
              "1424                     Spain  1992    39549438\n",
              "1425                     Spain  1997    39855442\n",
              "1426                     Spain  2002    40152517\n",
              "1427                     Spain  2007    40448191\n",
              "1428                 Sri Lanka  1952     7982342\n",
              "1429                 Sri Lanka  1957     9128546\n",
              "1430                 Sri Lanka  1962    10421936\n",
              "1431                 Sri Lanka  1967    11737396\n",
              "1432                 Sri Lanka  1972    13016733\n",
              "1433                 Sri Lanka  1977    14116836\n",
              "1434                 Sri Lanka  1982    15410151\n",
              "1435                 Sri Lanka  1987    16495304\n",
              "1436                 Sri Lanka  1992    17587060\n",
              "1437                 Sri Lanka  1997    18698655\n",
              "1438                 Sri Lanka  2002    19576783\n",
              "1439                 Sri Lanka  2007    20378239\n",
              "1440                     Sudan  1952     8504667\n",
              "1441                     Sudan  1957     9753392\n",
              "1442                     Sudan  1962    11183227\n",
              "1443                     Sudan  1967    12716129\n",
              "1444                     Sudan  1972    14597019\n",
              "1445                     Sudan  1977    17104986\n",
              "1446                     Sudan  1982    20367053\n",
              "1447                     Sudan  1987    24725960\n",
              "1448                     Sudan  1992    28227588\n",
              "1449                     Sudan  1997    32160729\n",
              "1450                     Sudan  2002    37090298\n",
              "1451                     Sudan  2007    42292929\n",
              "1452                 Swaziland  1952      290243\n",
              "1453                 Swaziland  1957      326741\n",
              "1454                 Swaziland  1962      370006\n",
              "1455                 Swaziland  1967      420690\n",
              "1456                 Swaziland  1972      480105\n",
              "1457                 Swaziland  1977      551425\n",
              "1458                 Swaziland  1982      649901\n",
              "1459                 Swaziland  1987      779348\n",
              "1460                 Swaziland  1992      962344\n",
              "1461                 Swaziland  1997     1054486\n",
              "1462                 Swaziland  2002     1130269\n",
              "1463                 Swaziland  2007     1133066\n",
              "1464                    Sweden  1952     7124673\n",
              "1465                    Sweden  1957     7363802\n",
              "1466                    Sweden  1962     7561588\n",
              "1467                    Sweden  1967     7867931\n",
              "1468                    Sweden  1972     8122293\n",
              "1469                    Sweden  1977     8251648\n",
              "1470                    Sweden  1982     8325260\n",
              "1471                    Sweden  1987     8421403\n",
              "1472                    Sweden  1992     8718867\n",
              "1473                    Sweden  1997     8897619\n",
              "1474                    Sweden  2002     8954175\n",
              "1475                    Sweden  2007     9031088\n",
              "1476               Switzerland  1952     4815000\n",
              "1477               Switzerland  1957     5126000\n",
              "1478               Switzerland  1962     5666000\n",
              "1479               Switzerland  1967     6063000\n",
              "1480               Switzerland  1972     6401400\n",
              "1481               Switzerland  1977     6316424\n",
              "1482               Switzerland  1982     6468126\n",
              "1483               Switzerland  1987     6649942\n",
              "1484               Switzerland  1992     6995447\n",
              "1485               Switzerland  1997     7193761\n",
              "1486               Switzerland  2002     7361757\n",
              "1487               Switzerland  2007     7554661\n",
              "1488                     Syria  1952     3661549\n",
              "1489                     Syria  1957     4149908\n",
              "1490                     Syria  1962     4834621\n",
              "1491                     Syria  1967     5680812\n",
              "1492                     Syria  1972     6701172\n",
              "1493                     Syria  1977     7932503\n",
              "1494                     Syria  1982     9410494\n",
              "1495                     Syria  1987    11242847\n",
              "1496                     Syria  1992    13219062\n",
              "1497                     Syria  1997    15081016\n",
              "1498                     Syria  2002    17155814\n",
              "1499                     Syria  2007    19314747\n",
              "1500                    Taiwan  1952     8550362\n",
              "1501                    Taiwan  1957    10164215\n",
              "1502                    Taiwan  1962    11918938\n",
              "1503                    Taiwan  1967    13648692\n",
              "1504                    Taiwan  1972    15226039\n",
              "1505                    Taiwan  1977    16785196\n",
              "1506                    Taiwan  1982    18501390\n",
              "1507                    Taiwan  1987    19757799\n",
              "1508                    Taiwan  1992    20686918\n",
              "1509                    Taiwan  1997    21628605\n",
              "1510                    Taiwan  2002    22454239\n",
              "1511                    Taiwan  2007    23174294\n",
              "1512                  Tanzania  1952     8322925\n",
              "1513                  Tanzania  1957     9452826\n",
              "1514                  Tanzania  1962    10863958\n",
              "1515                  Tanzania  1967    12607312\n",
              "1516                  Tanzania  1972    14706593\n",
              "1517                  Tanzania  1977    17129565\n",
              "1518                  Tanzania  1982    19844382\n",
              "1519                  Tanzania  1987    23040630\n",
              "1520                  Tanzania  1992    26605473\n",
              "1521                  Tanzania  1997    30686889\n",
              "1522                  Tanzania  2002    34593779\n",
              "1523                  Tanzania  2007    38139640\n",
              "1524                  Thailand  1952    21289402\n",
              "1525                  Thailand  1957    25041917\n",
              "1526                  Thailand  1962    29263397\n",
              "1527                  Thailand  1967    34024249\n",
              "1528                  Thailand  1972    39276153\n",
              "1529                  Thailand  1977    44148285\n",
              "1530                  Thailand  1982    48827160\n",
              "1531                  Thailand  1987    52910342\n",
              "1532                  Thailand  1992    56667095\n",
              "1533                  Thailand  1997    60216677\n",
              "1534                  Thailand  2002    62806748\n",
              "1535                  Thailand  2007    65068149\n",
              "1536                      Togo  1952     1219113\n",
              "1537                      Togo  1957     1357445\n",
              "1538                      Togo  1962     1528098\n",
              "1539                      Togo  1967     1735550\n",
              "1540                      Togo  1972     2056351\n",
              "1541                      Togo  1977     2308582\n",
              "1542                      Togo  1982     2644765\n",
              "1543                      Togo  1987     3154264\n",
              "1544                      Togo  1992     3747553\n",
              "1545                      Togo  1997     4320890\n",
              "1546                      Togo  2002     4977378\n",
              "1547                      Togo  2007     5701579\n",
              "1548       Trinidad and Tobago  1952      662850\n",
              "1549       Trinidad and Tobago  1957      764900\n",
              "1550       Trinidad and Tobago  1962      887498\n",
              "1551       Trinidad and Tobago  1967      960155\n",
              "1552       Trinidad and Tobago  1972      975199\n",
              "1553       Trinidad and Tobago  1977     1039009\n",
              "1554       Trinidad and Tobago  1982     1116479\n",
              "1555       Trinidad and Tobago  1987     1191336\n",
              "1556       Trinidad and Tobago  1992     1183669\n",
              "1557       Trinidad and Tobago  1997     1138101\n",
              "1558       Trinidad and Tobago  2002     1101832\n",
              "1559       Trinidad and Tobago  2007     1056608\n",
              "1560                   Tunisia  1952     3647735\n",
              "1561                   Tunisia  1957     3950849\n",
              "1562                   Tunisia  1962     4286552\n",
              "1563                   Tunisia  1967     4786986\n",
              "1564                   Tunisia  1972     5303507\n",
              "1565                   Tunisia  1977     6005061\n",
              "1566                   Tunisia  1982     6734098\n",
              "1567                   Tunisia  1987     7724976\n",
              "1568                   Tunisia  1992     8523077\n",
              "1569                   Tunisia  1997     9231669\n",
              "1570                   Tunisia  2002     9770575\n",
              "1571                   Tunisia  2007    10276158\n",
              "1572                    Turkey  1952    22235677\n",
              "1573                    Turkey  1957    25670939\n",
              "1574                    Turkey  1962    29788695\n",
              "1575                    Turkey  1967    33411317\n",
              "1576                    Turkey  1972    37492953\n",
              "1577                    Turkey  1977    42404033\n",
              "1578                    Turkey  1982    47328791\n",
              "1579                    Turkey  1987    52881328\n",
              "1580                    Turkey  1992    58179144\n",
              "1581                    Turkey  1997    63047647\n",
              "1582                    Turkey  2002    67308928\n",
              "1583                    Turkey  2007    71158647\n",
              "1584                    Uganda  1952     5824797\n",
              "1585                    Uganda  1957     6675501\n",
              "1586                    Uganda  1962     7688797\n",
              "1587                    Uganda  1967     8900294\n",
              "1588                    Uganda  1972    10190285\n",
              "1589                    Uganda  1977    11457758\n",
              "1590                    Uganda  1982    12939400\n",
              "1591                    Uganda  1987    15283050\n",
              "1592                    Uganda  1992    18252190\n",
              "1593                    Uganda  1997    21210254\n",
              "1594                    Uganda  2002    24739869\n",
              "1595                    Uganda  2007    29170398\n",
              "1596            United Kingdom  1952    50430000\n",
              "1597            United Kingdom  1957    51430000\n",
              "1598            United Kingdom  1962    53292000\n",
              "1599            United Kingdom  1967    54959000\n",
              "1600            United Kingdom  1972    56079000\n",
              "1601            United Kingdom  1977    56179000\n",
              "1602            United Kingdom  1982    56339704\n",
              "1603            United Kingdom  1987    56981620\n",
              "1604            United Kingdom  1992    57866349\n",
              "1605            United Kingdom  1997    58808266\n",
              "1606            United Kingdom  2002    59912431\n",
              "1607            United Kingdom  2007    60776238\n",
              "1608             United States  1952   157553000\n",
              "1609             United States  1957   171984000\n",
              "1610             United States  1962   186538000\n",
              "1611             United States  1967   198712000\n",
              "1612             United States  1972   209896000\n",
              "1613             United States  1977   220239000\n",
              "1614             United States  1982   232187835\n",
              "1615             United States  1987   242803533\n",
              "1616             United States  1992   256894189\n",
              "1617             United States  1997   272911760\n",
              "1618             United States  2002   287675526\n",
              "1619             United States  2007   301139947\n",
              "1620                   Uruguay  1952     2252965\n",
              "1621                   Uruguay  1957     2424959\n",
              "1622                   Uruguay  1962     2598466\n",
              "1623                   Uruguay  1967     2748579\n",
              "1624                   Uruguay  1972     2829526\n",
              "1625                   Uruguay  1977     2873520\n",
              "1626                   Uruguay  1982     2953997\n",
              "1627                   Uruguay  1987     3045153\n",
              "1628                   Uruguay  1992     3149262\n",
              "1629                   Uruguay  1997     3262838\n",
              "1630                   Uruguay  2002     3363085\n",
              "1631                   Uruguay  2007     3447496\n",
              "1632                 Venezuela  1952     5439568\n",
              "1633                 Venezuela  1957     6702668\n",
              "1634                 Venezuela  1962     8143375\n",
              "1635                 Venezuela  1967     9709552\n",
              "1636                 Venezuela  1972    11515649\n",
              "1637                 Venezuela  1977    13503563\n",
              "1638                 Venezuela  1982    15620766\n",
              "1639                 Venezuela  1987    17910182\n",
              "1640                 Venezuela  1992    20265563\n",
              "1641                 Venezuela  1997    22374398\n",
              "1642                 Venezuela  2002    24287670\n",
              "1643                 Venezuela  2007    26084662\n",
              "1644                   Vietnam  1952    26246839\n",
              "1645                   Vietnam  1957    28998543\n",
              "1646                   Vietnam  1962    33796140\n",
              "1647                   Vietnam  1967    39463910\n",
              "1648                   Vietnam  1972    44655014\n",
              "1649                   Vietnam  1977    50533506\n",
              "1650                   Vietnam  1982    56142181\n",
              "1651                   Vietnam  1987    62826491\n",
              "1652                   Vietnam  1992    69940728\n",
              "1653                   Vietnam  1997    76048996\n",
              "1654                   Vietnam  2002    80908147\n",
              "1655                   Vietnam  2007    85262356\n",
              "1656        West Bank and Gaza  1952     1030585\n",
              "1657        West Bank and Gaza  1957     1070439\n",
              "1658        West Bank and Gaza  1962     1133134\n",
              "1659        West Bank and Gaza  1967     1142636\n",
              "1660        West Bank and Gaza  1972     1089572\n",
              "1661        West Bank and Gaza  1977     1261091\n",
              "1662        West Bank and Gaza  1982     1425876\n",
              "1663        West Bank and Gaza  1987     1691210\n",
              "1664        West Bank and Gaza  1992     2104779\n",
              "1665        West Bank and Gaza  1997     2826046\n",
              "1666        West Bank and Gaza  2002     3389578\n",
              "1667        West Bank and Gaza  2007     4018332\n",
              "1668               Yemen, Rep.  1952     4963829\n",
              "1669               Yemen, Rep.  1957     5498090\n",
              "1670               Yemen, Rep.  1962     6120081\n",
              "1671               Yemen, Rep.  1967     6740785\n",
              "1672               Yemen, Rep.  1972     7407075\n",
              "1673               Yemen, Rep.  1977     8403990\n",
              "1674               Yemen, Rep.  1982     9657618\n",
              "1675               Yemen, Rep.  1987    11219340\n",
              "1676               Yemen, Rep.  1992    13367997\n",
              "1677               Yemen, Rep.  1997    15826497\n",
              "1678               Yemen, Rep.  2002    18701257\n",
              "1679               Yemen, Rep.  2007    22211743\n",
              "1680                    Zambia  1952     2672000\n",
              "1681                    Zambia  1957     3016000\n",
              "1682                    Zambia  1962     3421000\n",
              "1683                    Zambia  1967     3900000\n",
              "1684                    Zambia  1972     4506497\n",
              "1685                    Zambia  1977     5216550\n",
              "1686                    Zambia  1982     6100407\n",
              "1687                    Zambia  1987     7272406\n",
              "1688                    Zambia  1992     8381163\n",
              "1689                    Zambia  1997     9417789\n",
              "1690                    Zambia  2002    10595811\n",
              "1691                    Zambia  2007    11746035\n",
              "1692                  Zimbabwe  1952     3080907\n",
              "1693                  Zimbabwe  1957     3646340\n",
              "1694                  Zimbabwe  1962     4277736\n",
              "1695                  Zimbabwe  1967     4995432\n",
              "1696                  Zimbabwe  1972     5861135\n",
              "1697                  Zimbabwe  1977     6642107\n",
              "1698                  Zimbabwe  1982     7636524\n",
              "1699                  Zimbabwe  1987     9216418\n",
              "1700                  Zimbabwe  1992    10704340\n",
              "1701                  Zimbabwe  1997    11404948\n",
              "1702                  Zimbabwe  2002    11926563\n",
              "1703                  Zimbabwe  2007    12311143"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 71
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IkxIzxCFvcPF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Compare the population growth in the US and China"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nFChU6elvcPM",
        "colab_type": "code",
        "outputId": "611f58a6-4c9e-420a-9c31-50ee2e9dacab",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 421
        }
      },
      "source": [
        "data[data.country == 'United States']"
      ],
      "execution_count": 0,
      "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>country</th>\n",
              "      <th>year</th>\n",
              "      <th>population</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1608</th>\n",
              "      <td>United States</td>\n",
              "      <td>1952</td>\n",
              "      <td>157553000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1609</th>\n",
              "      <td>United States</td>\n",
              "      <td>1957</td>\n",
              "      <td>171984000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1610</th>\n",
              "      <td>United States</td>\n",
              "      <td>1962</td>\n",
              "      <td>186538000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1611</th>\n",
              "      <td>United States</td>\n",
              "      <td>1967</td>\n",
              "      <td>198712000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1612</th>\n",
              "      <td>United States</td>\n",
              "      <td>1972</td>\n",
              "      <td>209896000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1613</th>\n",
              "      <td>United States</td>\n",
              "      <td>1977</td>\n",
              "      <td>220239000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1614</th>\n",
              "      <td>United States</td>\n",
              "      <td>1982</td>\n",
              "      <td>232187835</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1615</th>\n",
              "      <td>United States</td>\n",
              "      <td>1987</td>\n",
              "      <td>242803533</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1616</th>\n",
              "      <td>United States</td>\n",
              "      <td>1992</td>\n",
              "      <td>256894189</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1617</th>\n",
              "      <td>United States</td>\n",
              "      <td>1997</td>\n",
              "      <td>272911760</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1618</th>\n",
              "      <td>United States</td>\n",
              "      <td>2002</td>\n",
              "      <td>287675526</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1619</th>\n",
              "      <td>United States</td>\n",
              "      <td>2007</td>\n",
              "      <td>301139947</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            country  year  population\n",
              "1608  United States  1952   157553000\n",
              "1609  United States  1957   171984000\n",
              "1610  United States  1962   186538000\n",
              "1611  United States  1967   198712000\n",
              "1612  United States  1972   209896000\n",
              "1613  United States  1977   220239000\n",
              "1614  United States  1982   232187835\n",
              "1615  United States  1987   242803533\n",
              "1616  United States  1992   256894189\n",
              "1617  United States  1997   272911760\n",
              "1618  United States  2002   287675526\n",
              "1619  United States  2007   301139947"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jLpe3gF_vcPQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "us = data[data.country == 'United States']"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zI8uRe_CvcPV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "china = data[data.country == 'China']"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t529HNBJvcPb",
        "colab_type": "code",
        "outputId": "ee61bc66-5ef6-4b13-ef56-b178411f6ef8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 421
        }
      },
      "source": [
        "china"
      ],
      "execution_count": 0,
      "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>country</th>\n",
              "      <th>year</th>\n",
              "      <th>population</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>288</th>\n",
              "      <td>China</td>\n",
              "      <td>1952</td>\n",
              "      <td>556263527</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>289</th>\n",
              "      <td>China</td>\n",
              "      <td>1957</td>\n",
              "      <td>637408000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>290</th>\n",
              "      <td>China</td>\n",
              "      <td>1962</td>\n",
              "      <td>665770000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>291</th>\n",
              "      <td>China</td>\n",
              "      <td>1967</td>\n",
              "      <td>754550000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>292</th>\n",
              "      <td>China</td>\n",
              "      <td>1972</td>\n",
              "      <td>862030000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>293</th>\n",
              "      <td>China</td>\n",
              "      <td>1977</td>\n",
              "      <td>943455000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>294</th>\n",
              "      <td>China</td>\n",
              "      <td>1982</td>\n",
              "      <td>1000281000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>295</th>\n",
              "      <td>China</td>\n",
              "      <td>1987</td>\n",
              "      <td>1084035000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>296</th>\n",
              "      <td>China</td>\n",
              "      <td>1992</td>\n",
              "      <td>1164970000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>297</th>\n",
              "      <td>China</td>\n",
              "      <td>1997</td>\n",
              "      <td>1230075000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>298</th>\n",
              "      <td>China</td>\n",
              "      <td>2002</td>\n",
              "      <td>1280400000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>299</th>\n",
              "      <td>China</td>\n",
              "      <td>2007</td>\n",
              "      <td>1318683096</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    country  year  population\n",
              "288   China  1952   556263527\n",
              "289   China  1957   637408000\n",
              "290   China  1962   665770000\n",
              "291   China  1967   754550000\n",
              "292   China  1972   862030000\n",
              "293   China  1977   943455000\n",
              "294   China  1982  1000281000\n",
              "295   China  1987  1084035000\n",
              "296   China  1992  1164970000\n",
              "297   China  1997  1230075000\n",
              "298   China  2002  1280400000\n",
              "299   China  2007  1318683096"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2wrKueRwvcPk",
        "colab_type": "code",
        "outputId": "a80590c5-74f3-4729-f1ae-d7c905ddeb4a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 276
        }
      },
      "source": [
        "plt.plot(us.year, us.population)\n",
        "# Observe the 1e8 on the Y-axis \n",
        "\n",
        "# plt.plot(us.year, us.population / 10**6)\n",
        "# plt.plot(china.year, china.population / 10**6)\n",
        "# plt.legend(['United States', 'China'])\n",
        "# plt.xlabel('year')\n",
        "# plt.ylabel('population in million')\n",
        "plt.show()\n",
        "# Observe the population growth "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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vVm7lzO4tefzSnlqwuYpSoIvEsckZG3ng3UUUB5wRl/XkivR2mo5YhSnQReLQjr1FPPT+Yt5bsJG+qY145so+HNO0XrTLkihToIvEkX1FJbw+cy0vfJHNzn3F/PbMzvxy0LFaFk6AMALdzNoB44CWgANj3X30QdoOAGYCV7n7xEgWKlKVFZcEeHvuekZ/uoLvC/ZxSqdm3Dukq+6OKP8jnBF6MXCnu88zs2RgrplNc/elpRuZWXVgBPBJBdQpUiUFAs6Hi3N56pPlrN6ym76pjXj6yj6ceGzTaJcmMSicRaJzgdzQ451mlgm0BZYe0PRWYBIwINJFilQ17s5/lm/miY+zWLKxgC4tk/n7den8uFsLnfSUgyrXMXQzSwP6ArMO2N4WuAQ4nUMEupkNB4YDpKamlq9SkSpi7tp8RkzNYvbqfFIa1+HpK3tzYe+2umxfDivsQDez+gRH4He4e8EBu58B7nX3wKFGD+4+FhgLkJ6e7uUvVyRxZeYW8OTHWXy2LI9m9Wvx8EXHcdWAVGrW0AlPCU9YgW5mSQTD/A13f6eMJunAhFCYNwPONbNid38vYpWKJKicrXsYNS2L9zM2Ur9WDe4+uws3npxG3ZqahCblE84sFwNeBjLdfVRZbdy9fan2rwEfKMxFDi2vYB/PTl/BhNnrqFHduPnUY7nltA40qqtFJ+TIhDMEOBm4FlhkZgtC2+4HUgHcfUwF1SaSkHbsKWLMlyt5dcZqikucqwa249YzOtGyQe1olyZxLpxZLl8DYZ+NcfcbjqYgkUS1p7CYV2es4W//WcnO/cVc2LsNvz2zs67wlIjRQTqRClZYHGDCdzk8Nz2bzTv3M7hrC+46uwvdWjeIdmmSYBToIhWkJOBMztjAqGnLWZe/l4FpTXjxmn6kpzWJdmmSoBToIhHm7nyWmccTH2eRtWkn3Vs34NUbezCoc3NdFCQVSoEuEkHfrtrKyKnLmJeznfbN6vHcsL6c17M11XRRkFQCBbpIBCzftJNHp2Tyn+WbadmgFn+5pCeXp6eQpLsgSiVSoIschYJ9RYz+dAWvfbOG+rVqcP+5XbnuxDRqJ2kdT6l8CnSRIxAIOO/O38BjHy1j6+79DBuYyl1ndaFJPV0UJNGjQBcpp8UbdvDQ5CXMXbuNPu0a8eoNA+iZovuSS/Qp0EXCtH1PIU9+ksWbs3JoXLcmI4f2Ymi/FJ3wlJihQBc5jJKA89acdYycuowde4u47sQ0fnNmZxrWSYp2aSL/Q4Eucgjzc7bx0OQlLFy/g4FpTfjTRcfpCk+JWQp0kTJs2bWfkVOX8dac9bRIrsXoq/pwYe82ujBIYpoCXaSU4pIAb8zK4alPsthTWMLNp3bg1sGdqF9LvyoS+/RTKhIye3U+D76/mGXf7+RHHZvxxwuPo2OL+tEuSyRsCnSp8vIK9vGXDzN5b8FG2jSszYvX9GNIj1Y6vCJxR4EuVVZRSYDXZqzhmU+XU1Ti3HpGR345qCN1auoqT4lPCnSpkr5esYU//nsJ2Xm7OKNrCx48vztpzbTQhMQ3BbpUKRu27+XRKUv5cNH3pDapy8vXpzO4W8tolyUSEQp0qRL2F5fw0lereX56No5z55md+fmpHXQTLUkohw10M2sHjANaAg6MdffRB7S5BriX4NqjO4FfuHtG5MsVKb/Pl+Xxp38vYc3WPZzToxW/P68bKY3rRrsskYgLZ4ReDNzp7vPMLBmYa2bT3H1pqTargdPcfZuZnQOMBY6vgHpFwpazdQ8Pf7CETzPz6NC8Hq/fNJBTOjWPdlkiFeawge7uuUBu6PFOM8sE2gJLS7X5ptRTvgVSIlynSNg2Fezjhc+zGT87h5rVq/G7c7py48ntqVlDi01IYivXMXQzSwP6ArMO0ewm4KODPH84MBwgNTW1PG8tclhbdu1nzBcref3btZQEnCsGtOO2MzrRqmHtaJcmUinCDnQzqw9MAu5w94KDtDmdYKD/qKz97j6W4OEY0tPTvdzVipRhx54ixn61kldnrGFfUQmX9E3h9sGdSG2q4+RStYQV6GaWRDDM33D3dw7SphfwEnCOu2+NXIkiZdu5r4hXvl7DS1+vYue+Yi7o3YbbB3fS5fpSZYUzy8WAl4FMdx91kDapwDvAte6+PLIlivyvPYXFjJu5ljH/Wcn2PUWc1b0lvzmzs25rK1VeOCP0k4FrgUVmtiC07X4gFcDdxwAPAk2Bv4buf1Hs7umRL1eqsn1FJbw5K4e/frGSLbv2M6hLc357Zmd6pTSKdmkiMSGcWS5fE5xffqg2PwN+FqmiREorLA7w9tx1PPdZNt8X7OPEDk0Z85N+pKc1iXZpIjFFV4pKzCouCfDu/A08O30F6/L30i+1EaOu6M1JHZtFuzSRmKRAl5gTCDgfLMrlmWnLWbVlNz3aNuDhG3swqHNz3dJW5BAU6BIz3J2Pl2zi6WnLydq0ky4tk/nbtf05q3tLBblIGBToEnXuzhfLNzPqk+Us2rCDDs3q8eywvpzfszXVqinIRcKlQJeo+mblFp76ZDlz124jpXEdnhjai0v6tqVGdV2mL1JeCnSJijlr8nnqk+XMXLWVVg1q8+glPbi8fzvdb0XkKCjQpVItWr+Dp6Zl8UXWZprVr8WD53fn6uNTdV9ykQhQoEulWLNlNyOmLuOjxd/TqG4S953TletOPIa6NfUjKBIp+m2SCrVtdyHPTl/BP79dS1L1atw+uBM/O6U9ybWTol2aSMJRoEuF2F9cwrhv1vLc9BXs2l/MlQPa8ZszO9MiWbeyFakoCnSJKHdnyqJcRkxdxrr8vZzWuTn3n9uNLq2So12aSMJToEvEzF2bz5+nZDI/ZztdWyUz7qcDObWzlnwTqSwKdDlqa7fuZuTULKYsyqVFci1GXtaLy/qnUF0XBYlUKgW6HLHtewp5bno242auoUa1atzx4078/JQO1KulHyuRaNBvnpRbYXGAcTPX8Nz0bAr2FXFF/3b89qzOtGygE54i0aRAl7C5Ox8t/p4RU5exduseTunUjPvP7aaVgkRihAJdwjIvZxuPTslk7tptdG5Zn9duHMCgLi2iXZaIlKJAl0Nal7+HEVOX8cHCXJon1+LxS3sytH+Kbp4lEoPCWSS6HTAOaAk4MNbdRx/QxoDRwLnAHuAGd58X+XKlsuzYU8QLX2Tz2ow1VKsGtw3uxM2n6oSnSCwL57ezGLjT3eeZWTIw18ymufvSUm3OATqFvo4HXgx9lzhTWBzgjVlrGf3ZCnbsLWJovxTuPKsLrRrqhKdIrAtnkehcIDf0eKeZZQJtgdKBfhEwzt0d+NbMGplZ69BzJQ78sFrQ4x9lsmbrHk7u2JT7z+3GcW0aRrs0EQlTuf5+NrM0oC8w64BdbYF1pf69PrTtfwLdzIYDwwFSU1PLV6lUmAXrtvOXKZnMXpNPpxb1efWGAQzqovU7ReJN2IFuZvWBScAd7l5wJG/m7mOBsQDp6el+JK8hkbNx+14e/2gZkzM20qx+TR69pAdXprfTCU+ROBVWoJtZEsEwf8Pd3ymjyQagXal/p4S2SQwqLA7wyozVPPvZCkoCzq9P78gtg46lvk54isS1cGa5GPAykOnuow7SbDLwazObQPBk6A4dP49NM1du5Q/vLyY7bxc/7taShy7oTrsmdaNdlohEQDhDspOBa4FFZrYgtO1+IBXA3ccAHxKcsphNcNrijZEvVY5GXsE+Hv0wk/cXbCSlcR1evj6dwd1aRrssEYmgcGa5fA0c8uxYaHbLryJVlEROcUmAcTPX8vS05ewvDnDbGR355ekdtYanSALSQdMENndtPg+8t4TM3AJO7dycP114HO2b1Yt2WSJSQRToCWjrrv2MmLqMt+asp3XD2rx4TT+G9GilaYgiCU6BnkBKAs6E73IYOTWL3fuLufm0Dtx2Riddri9SReg3PUEsXL+dP7y3mIz1Ozi+fRP+fHEPOrXUOp4iVYkCPc7t2FPEE58s441ZOTStV4tnruzDRX3a6PCKSBWkQI9TgYAzad56Hv9oGdv2FHL9iWn89qzONKidFO3SRCRKFOhxKDO3gD+8t5g5a7fRL7UR424aqJtoiYgCPZ7s3FfE09NW8I+Za2hYJ4mRl/ViaP8UqlXT4RURUaDHBXdncsZGHp2SyeZd+xk2MJV7zu5Co7o1o12aiMQQBXqMy87byYPvL+GblVvp2bYhY69Lp0+7RtEuS0RikAI9Ru0pLObZz7J5+etV1EmqziMX9+DqgalU1+EVETkIBXqM+WHloEc+WMqG7XsZ2j+F+87pSrP6taJdmojEOAV6DMnbuY/7Ji1i+rI8urZK5u1bTmRAWpNolyUicUKBHiM+X5bHXW9nsLuwmAfO68YNJ6Vp5SARKRcFepTtLy5hxEdZvDJjNV1bJTNh2Am6ZF9EjogCPYqy83Zx2/j5LM0t4PoTj+F353bTfcpF5Igp0KPA3Xlrzjr+OHkptZOq8dJ16fy4u1YPEpGjo0CvZDv2FnH/u4uYsjCXk45tyqgr+tCqYe1olyUiCUCBXonmrMnn9gkL+L5gH/cM6cLNpx6reeUiEjGHnUZhZq+YWZ6ZLT7I/oZm9m8zyzCzJWamBaIPUBJwnv1sBVf8bSbVqsHEW07kl4M6KsxFJKLCGaG/BjwPjDvI/l8BS939AjNrDmSZ2RvuXhihGuPaxu17ueNfC5i9Op+L+7ThkYt7kKxb3IpIBThsoLv7l2aWdqgmQLIFV1SoD+QDxRGpLs5NXZzLvZMWUVwSYNQVvbm0X0q0SxKRBBaJY+jPA5OBjUAycKW7B8pqaGbDgeEAqampEXjr2LS3sIRHpizlzVk59EppyLNX9SWtWb1olyUiCS4SgX42sAA4AzgWmGZmX7l7wYEN3X0sMBYgPT3dI/DeMSczt4Dbxs9nRd4ubj6tA3ee2YWaNXTFp4hUvEgE+o3A4+7uQLaZrQa6ArMj8Npxw90ZN3Mtj36YScM6Sbx+00BO6dQ82mWJSBUSiUDPAQYDX5lZS6ALsCoCrxs38ncXcs/EDD7NzOP0Ls154vLeujuiiFS6wwa6mY0HBgHNzGw98BCQBODuY4BHgNfMbBFgwL3uvqXCKo4x32Rv4TdvLWDb7iIePL87N56cRvD8sIhI5Qpnlsuww+zfCJwVsYriRFFJgKenLefF/6ykfbN6vHLDAC3ULCJRpStFj0DO1j3cNmE+C9Zt56oB7Xjwgu7Uran/lCISXUqhcnp/wQZ+/+5izOCFq/txXq/W0S5JRARQoIdt1/5iHnx/Me/M20D6MY155qo+pDSuG+2yRET+jwI9DAvXb+e28fPJyd/DbYM7cdsZHbWakIjEHAX6IQQCzt+/WsWTn2TRvH4tJgw/kYHttcaniMQmBfpBbCrYx2/fWsCM7K0MOa4Vj1/Wk0Z1a0a7LBGRg1Kgl2Ha0k3cMzGDfUUBHr+0J1cOaKe55SIS8xTopewrKuHRKZm8/u1ajmvTgNFX9aVji/rRLktEJCwK9JDSN9X6+SntuevsLtSqoQWbRSR+VPlAd3de+2YNj320TDfVEpG4VqUDfcuu/dz9dgafZ21mcNcWjBzai6a6qZaIxKkqG+hfZOVx19sLKdhXxMMXHce1JxyjE58iEteqXKDvLy5hxEdZvDJjNV1aJvPGz46nS6vkaJclInLUqlSgZ+ft5NbxC8jMLeCGk9K475yu1E7SiU8RSQxVItDdnTdn5/DIB0upW7MGL1+fzuBuLaNdlohIRCV8oG/bXci9kxbyydJNnNKpGU9d3psWDWpHuywRkYhL6ED/YTWh/N2FPHBeN356cnuqVdOJTxFJTAkZ6IXFAUZNW87fvgyuJvTy9QPo0VarCYlIYgtnTdFXgPOBPHfvcZA2g4BnCK41usXdT4tkkeWxestubp8wn4XrdzBsYCp/OL+bVhMSkSohnKR7DXgeGFfWTjNrBPwVGOLuOWbWInLlhc/dmTh3PQ9NXkJS9WqM+Uk/hvTQakIiUnWEs0j0l2aWdogmVwPvuHtOqH1eZEoL3469Rdz/7iKmLMzlhA5NePrKPrRuWKeyyxARiapIHIvoDCSZ2RdAMjDa3csczVeE79bkc8eEBWwq2Mc9Q7pw86nHUl0nPkWkCopEoMRoudAAAAaESURBVNcA+gODgTrATDP71t2XH9jQzIYDwwFSU1OP6k2LSwI8Oz2b56evoF2Tukz8xUn0adfoqF5TRCSeRSLQ1wNb3X03sNvMvgR6A/9foLv7WGAsQHp6uh/pG67L38PtE+YzL2c7l/VL4U8XHUf9WjrxKSJVWyRS8H3geTOrAdQEjgeejsDrlumLrDxufXM+AM8O68uFvdtU1FuJiMSVcKYtjgcGAc3MbD3wEMHpibj7GHfPNLOpwEIgALzk7osrquC0pvXoe0xjHr24B+2a1K2otxERiTvmfsRHPo5Kenq6z5kzJyrvLSISr8xsrrunl7WvWmUXIyIiFUOBLiKSIBToIiIJQoEuIpIgFOgiIglCgS4ikiAU6CIiCUKBLiKSIKJ2YZGZbQbWltrUDNgSlWIqRyL3T32LX4ncv0Tt2zHu3rysHVEL9AOZ2ZyDXf2UCBK5f+pb/Erk/iVy3w5Gh1xERBKEAl1EJEHEUqCPjXYBFSyR+6e+xa9E7l8i961MMXMMXUREjk4sjdBFROQoKNBFRBJEhQa6mb1iZnlmtrjUtt5mNtPMFpnZv82sQWh7mpntNbMFoa8xpZ7TP9Q+28yeNTOryLrDUZ6+hfb1Cu1bEtpfO7Q9rvtmZteU+swWmFnAzPqE9sVc36Dc/Usys3+Etmea2e9KPWeImWWF+ndfNPpyoHL2raaZvRranmFmg0o9J+Y+OzNrZ2afm9nS0O/R7aHtTcxsmpmtCH1vHNpuodqzzWyhmfUr9VrXh9qvMLPro9WniHP3CvsCTgX6AYtLbfsOOC30+KfAI6HHaaXbHfA6s4ETAAM+As6pyLoroG81CC7R1zv076ZA9UTo2wHP6wmsjOXP7Qg+u6uBCaHHdYE1oZ/V6sBKoAPBtXQzgO5x1rdfAa+GHrcA5gLVYvWzA1oD/UKPkwkuRN8dGAncF9p+HzAi9PjcUO0W6sus0PYmwKrQ98ahx42j3b9IfFXoCN3dvwTyD9jcGfgy9HgacNmhXsPMWgMN3P1bD34a44CLI11reZWzb2cBC909I/Tcre5ekiB9K20YMAFi93ODcvfPgXoWXAS9DlAIFAADgWx3X+XuhQT7fVFF13445exbd2B66Hl5wHYgPVY/O3fPdfd5occ7gUygLcH/7v8INfsH/631ImCcB30LNAr17Wxgmrvnu/s2gv9NhlRiVypMNI6hL+G/P/iXA+1K7WtvZvPN7D9mdkpoW1tgfak260PbYtHB+tYZcDP72Mzmmdk9oe2J0LfSrgTGhx7HU9/g4P2bCOwGcoEc4El3zyfYl3Wlnh/L/TtY3zKAC82shpm1B/qH9sX8Z2dmaUBfYBbQ0t1zQ7u+B1qGHh/sM4qnz65cohHoPwV+aWZzCf7ZVBjangukuntf4LfAm6WPQceJg/WtBvAj4JrQ90vMbHB0SjxiB+sbAGZ2PLDH3ReX9eQ4cLD+DQRKgDZAe+BOM+sQnRKP2MH69grBMJsDPAN8Q7CvMc3M6gOTgDvcvaD0vtBfFFV2LnaNyn5Dd19G8BAEZtYZOC+0fT+wP/R4rpmtJDiy3QCklHqJlNC2mHOwvhH8pfnS3beE9n1I8DjnP4n/vv3gKv47Ooc4+tzgkP27Gpjq7kVAnpnNANIJjvBK/5USs/07xO9cMfCbH9qZ2TcEj0tvI0Y/OzNLIhjmb7j7O6HNm8ystbvnhg6p5IW2b6Dsz2gDMOiA7V9UZN2VpdJH6GbWIvS9GvAAMCb07+ZmVj30uAPQCVgV+lOqwMxOCJ1pvw54v7LrDsfB+gZ8DPQ0s7qhY7GnAUsTpG8/bLuC0PFzCB7vJE76BofsXw5wRmhfPYIn15YRPNHYyczam1lNgv9Dm1zZdYfjEL9zdUN9wszOBIrdPWZ/LkO1vAxkuvuoUrsmAz/MVLme/9Y6GbguNNvlBGBHqG8fA2eZWePQjJizQtviX0WecSU4YssFigiOUm8Cbic4ClgOPM5/r1a9jOCxvgXAPOCCUq+TDiwmOKvg+R+eE82v8vQt1P4nof4tBkYmWN8GAd+W8Tox17cj+LmsD7wd+uyWAneXep1zQ+1XAr+Pdr+OoG9pQBbBk4ufErwta8x+dgQPVzrBGWMLQl/nEpw19hmwItSPJqH2BrwQ6sMiIL3Ua/0UyA593RjtvkXqS5f+i4gkCF0pKiKSIBToIiIJQoEuIpIgFOgiIglCgS4ikiAU6CIiCUKBLiKSIP4fQghFcqvOWHAAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "guqVvwotvcPt",
        "colab_type": "code",
        "outputId": "35401e81-a7d0-4556-a7f1-d2f47ec6d68d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 251
        }
      },
      "source": [
        "us.population"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1608    157553000\n",
              "1609    171984000\n",
              "1610    186538000\n",
              "1611    198712000\n",
              "1612    209896000\n",
              "1613    220239000\n",
              "1614    232187835\n",
              "1615    242803533\n",
              "1616    256894189\n",
              "1617    272911760\n",
              "1618    287675526\n",
              "1619    301139947\n",
              "Name: population, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rV_qJ5NkvcQD",
        "colab_type": "code",
        "outputId": "b6f30b71-31d6-40b8-81be-ad89188863db",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 251
        }
      },
      "source": [
        "us.population / us.population.iloc[0] * 100"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1608    100.000000\n",
              "1609    109.159457\n",
              "1610    118.396984\n",
              "1611    126.123908\n",
              "1612    133.222471\n",
              "1613    139.787246\n",
              "1614    147.371256\n",
              "1615    154.109114\n",
              "1616    163.052553\n",
              "1617    173.219018\n",
              "1618    182.589685\n",
              "1619    191.135648\n",
              "Name: population, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 75
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "67FvB5QGvcQJ",
        "colab_type": "code",
        "outputId": "1bb9f85d-3c42-439b-87a6-dfd92c9353c5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "# Find the percentage growth from the first year \n",
        "plt.plot(us.year, us.population / us.population.iloc[0] * 100)\n",
        "plt.plot(china.year, china.population / china.population.iloc[0] * 100)\n",
        "plt.legend(['United States', 'China'])\n",
        "plt.xlabel('year')\n",
        "plt.ylabel('population growth (first year = 100)')\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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mAFNF5G2cjuaGwLrsxhYYGEh0dDRHjx7N7qHGy0qVKnV+4p4xOXL2BCx+2Vn60r8mDP/M6T+wPwCvmswK4g253CbAk7GVnYCRwFYR2eRu+xvwHlASWOj+S36Nqj6oqttFZDqwA+ex0pjMRh5dTvHixW2mrzEFTXo6bJ4KC1+ExFPOiKJuY6Gkv68jK3Ayu1P4Gud5/6UeBGf5DEBVV3DpUUrzMznmVZwObmOMcRzaBvOehgNroHZ76P92gV3gJi/ILClsAd5U1W0XbhAR69o3xnhX8mlY+ppTp6hUeRg0HlrebjWKvCyzpPAEcLn1l2/yQizGGOMsdLNjNix4Dk7HQutRcP04KFPJ15EVCpkNSb1soR5V3XC5bcYYk2PH98D8v8CexU6Z+punQO22vo6qUMnR6CNjjLmqUpOcJTBX/AeKlnDKWbe9D4rar6jcZv/FjTG+tXsRzH8GTkZCyFDo80/wv7LikSbnLCkYY3wjLgZ+fM7pP6jcAEZ+B/W7+zqqQs+jpCAiPVT153PfvR2UMaYAS0uFtf+Dpf+CdBf0eAE6PgbFSmZ9rPE6T+8U3gRaZ/hujDHZt3+1M+fgyHZo2Af6vQEVg30dlckgu4+PbC65MSb7khNgwVj49XMoXxtunQqN+1l5ijzI+hSMMd51ZCdMH+Wsc9Dpcej6VyhR1tdRmcuwpGCM8Z7N02Duk1DCz+lIrtfV1xGZLFhSMMZcfamJ8MOzzvrIdTrDsEk2zDSf8DQpJLi/n/ZWIMaYAuJYBHwzCg5vgy5PQ7e/2SS0fMSjn5SqXpfxuzHGXNL2b2H2o04SGDEDGvbydUQmmyx9G2OunCsZfnoB1k2EwLYw/FMobwsq5UeWFIwxV+bkfvjmLogNh2sfgZ4vQbESvo7K5JAlBWNMzv02H7570FmK65YvoOlAX0dkrlCmq1WISFERWZJbwRhj8om0VPjp/2Dabc6M5AeWWkIoIDK9U1DVNBFJF5HyqhqXW0EZY/KwuBiYcY+zPGbYvU5V0+JZrtBr8glPHh8lAFtFZCFw5lyjqj7mtaiMMXlTxGKYdb+z/sHQSdBimK8jMleZJ0lhlvsrW0SkNjAFqI7zxHGiqr4rIpWAr4FgYB9ws6qeFBEB3gX6AWeBu1Q1PLvnNcZ4QXqas17ysn9DtaYw/DOo2sjXURkvyDIpqOpnOfxsF/C0qoaLiD+w0X23cRewWFVfE5GxwFjgr0BfoKH7qz3wofu7McaXEo7AzHshchm0GgH93oQSZXwdlfGSLJOCiDQE/gU0A84/OFTVepkdp6oHgYPu16dFZCcQAAwCurl3+wxYipMUBgFTVFWBNSJSQURquj/HGOML+1Y4/QdJ8TBoPFxzh68jMl6W6egjt09w/mp3Ad1xHgl9kZ2TiEgwcA2wFqie4Rf9IZzHS+AkjAMZDot2t134WaNFZIOIbDh69Gh2wjDGeCo9HZa/BZ8NhJL+cP9iSwiFhCdJobSqLgZEVfer6jigv6cnEBE/YCbwhKrGZ9zmvivQbMSLqk5U1TBVDatatWp2DjXGeOLsCZh6Myx+BZrfBKOXQvXmvo7K5BJPOpqTRaQIsFtEHgFiAD9PPlxEiuMkhC9V9Vxn9eFzj4VEpCZwxN0eA9TOcHigu80Yk1sOrHdmJ585Av3fcoac2kI4hYondwqPA2WAx4A2wB3AqKwOco8mmgTsVNW3M2yak+H4UcDsDO13iqMDEGf9CcbkElVYPR4+uQGKFIV7f4K291lCKIQ8GX20HkBE0lX17mx8didgJM4ch03utr8BrwHTReReYD9ws3vbfJzhqBE4Q1Kzcy5jTE4lnoLZY+C3udC4PwweD6Ur+joq4yOejD66Fucvfj8gSERaAg+o6sOZHaeqK7j8ms49L7G/AmOyjNgYc/XEbnLWPoiLht6vwrVj7O6gkPPk8dE7QB/gOICqbgZsXQVj8jNV2PAJTOrl1DG6az50fMQSgvF4kZ0D8ud/LGneCccY43WpiTDvGdj0BdTvCUM+grKVfR2VySM8SQoHRKQjoO7RRI8DO70bljHGK07uh+kj4eBmuO5Z6DbW6Vg2xs2TpPAgTk2iAJwhoj9hz/6NyX8iFjvlKtLT4bZp0LivryMyeZAnSUFVdYTXIzHGeEd6Oqx4C35+1Slmd8sXULm+r6MyeZQnHc1rROQbEekrYr1QxuQrSXHw9R3w8z8gZCjct8gSQgGwcf9J9h8/k/WOOeBJUmgETATuxJnV/E8RsZq5xuR1h3fAxO6w+0e44TUY+jGUKOvrqEwOudLSmb/1IDf9dyVDP1zFR8v3euU8nkxeU2AhsFBEuuMUw3tYRDYDY1V1tVciM8bk3LaZMPsRKOEHo76HOh19HZHJodNJqUzfEM0nKyOJPplIUKUyjBvYjOFhtbM+OAc8mbxWGae0xUjgMPAoTkmKVsA3QF2vRGaMyb60VFj4EqwZD7U7wPBPoVxNX0dlciDmVCKfroxk2roDnE520Ta4Ii/0b0avZtUpWsR7T/I96WheDXwODFbV6AztG0RkgnfCMsZkW8IRp5jd/pXQ7gHo/Q8oVsLXUZls2nTgFB8v38sP2w4B0L9FTe7tXJeWtSvkyvk9SQqN3Y+QLqKqr1/leIwxORG11ilXkXgKbpoILW/xdUQmG9LSlYU7DvHx8kg27D+Jf8li3Nu5LqM6BhNQoXSuxuJpn4IxJi9ShfUfw4LnoHwA3LcQarTwdVTGQwnJLr7ZcIDJKyM5cCKRwIqleXFAM25uWxu/kh4VnLjqfHNWY8yVSzkLc5+ELdOgYW8YMtGqm+YTsacS+WzVPqaui+J0kos2dSryt75N6d28hlf7CzzhSUdzJ1VdmVWbMSYXnYiEr0fC4W3Q7TmnZEURT0aYG1/aEn2Kj5dHMm/rQVSVvu7+gtZBeSeZe3Kn8D7Q2oM2Y0xu2L0QZt4HKNw+HRr19nVEJhNp6crinYf5eEUk6yJP4FeyGHd3DGZUx2BqVyrj6/Auctmk4F5HoSNQVUSeyrCpHGAVtIzJbenpsOzfsPRfUD0EbpkCler5OipzGWdTXMzYGM3kFZHsO36WgAqleaF/U25pWxv/UsV9Hd5lZXanUAJnYZ1igH+G9nhgmDeDMsZcIPEkzHrAmZ0cegsMeAdK5L2/Mg0cikvis9X7mLo2irjEVFrVrsD4Pk3o07w6xYrm/Ud8l00KqvoL8IuIfKqq+wFEpAjgp6rxuRWgMYXeoW1O/aK4A9D339DuflsMJw/aFhPHpBWRfL85lnRVbgipwb2d69GmTt7pL/CEJ30K/xKRB3EW1lkPlBORd1X1394NzRjDlukw5zEoVd5ZHS2ova8jMhdYs/c4H/wcwYqIY5QtUZQ7rw3m7k55s7/AE54khWaqGi8iI4AfgLHARiDTpCAik4EBwBFVDXG3tQImAKUAF/Cwqq5zV199F+gHnAXuUtXwHF6TMfmfKwV+egHW/Q+COjrlKvyr+zoq46aqrIg4xvuLI1i37wRV/EryXN8m3NY+iHJ5uL/AE54kheLuFdcGAx+oaqqIeDKh7VPgA2BKhrY3gJdV9QcR6ed+3w3oCzR0f7UHPnR/N6bwOX0Ipo+CA2ugw8PQ6xUomr9/0RQUqsqSXUd4b3EEmw6coka5Uowb2Ixb2wVRqnjBGH/jSVKYAOwDNgPLRKQOTmdzplR1mYgEX9iMM3oJoDwQ6349CJjinj29RkQqiEhNVT3oQXzGFBz7VzvlKpJPw9BJ0MLGdOQF6enKTzsO88GS3WyLiSegQmlevSmEYW0CKVmsYCSDczJNCu6O5cOqGpChLQronsPzPQH8KCJv4qzlcK6ebwBwIMN+0e42SwqmcDhzDJa/BesmQoUgGPktVG/u66gKvbR0Zf7Wg3zwcwS7Dp8muHIZ3hgWyk3XBFA8H4wkyolMk4KqpovIs8D0DG2K0x+QEw8BT6rqTBG5GZgEXJ+dDxCR0cBogKCgoByGYUwekXwaVo+HVe9D6lloNcKpblo6dypimktzpaUzZ3Ms45dEsOfoGRpU8+OdW1oxILRmvhhWeiU8eXy0SESeAb4Gzq//pqoncnC+UcDj7tffAB+7X8cAGVeMCHS3XURVJ+KsBEdYWJgV6zP5kysZNnziTEY7ewyaDoQeL0JVW9TQl1Jc6Xz7azT/XbqH/cfP0qSGP+Nvb80NIb6vSZRbPEkK52rwjsnQpkBOplLGAl2BpUAPYLe7fQ7wiIhMw+lgjrP+BFMgpac5w0yX/BPioiC4C1z/MgS28XVkhVqyK43pG6KZsHQPMacSCQkox/9GtqFX0+oUKSTJ4BxPSmfnaGU1EfkKZ2RRFRGJBl4C7gfeFZFiQBLux0DAfJzhqBE4Q1Lvzsk5jcmzVOH3BbD4FTiyA2q2hBvfhXrdbSKaDyWmpPHVuij+t2wPh+OTuSaoAv8YHEK3xlWRQvpzyaz2UQ9V/VlEhlxqu6rOyuyDVfW2y2y66E8idz/FmEvsa0z+t381LBrnDDGtVA+GfQLNBltVUx86k+ziizX7+Wj5Xo4lpNCubiXeGt6KTg0qF9pkcE5mdwrXAT8DAy+xTYFMk4Ixhd6hbc6dwe4fwa8GDPgPXDPS5hz4UHxSKlNW7WPSikhOnk2lc4MqPNqjAe3rVfZ1aHlGZknhpPv7JFVdkRvBGFMgnNzn9BlsmQ6lysH145w1k62Anc+cOpvC5JX7+HRlJPFJLro3rsojPRrmu7pEuSGzpHA3TumJ97C1E4zJWsIRWPYmbJgMRYpCp8eh8xO2GpoPHU9I5uMVkXy+ej8JyS56N6vOoz0a0iKwvK9Dy7MySwo7RWQ3UEtEtmRoF5xugFDvhmZMPpEU78wzWD0eXEnQeiR0/SuUq+XryAqtYwnJTFi6hy/XRpHkSqNfi5o80r0BTWuWy/rgQi6z0tm3iUgN4EfgxtwLyZh8IjUJNkxy7g4ST0Dzm6D7C1Clga8jK7ROJ6Xy0fJIPl6+l6TUNAa1CmBM9/o0qOaf9cEGyHpG8yGgZS7FYkz+kJ4Gm6c5K6DFHXCGlfZ8EQLsKauvJKWm8cWa/YxfEsHJs6n0a1GDp3o1pkE1P1+Hlu9kNiT1e5yZwwtUNfWCbfWAu4B9qjrZqxEak1eowm/z4Oe/w9HfoFZrGPQB1Ovm68gKLVdaOjPDo3ln0W4OxiXRpWEV/tKnMaGBViYkpzK7U7gfeAp4R0ROAEdx1kEIBvbglNGe7fUIjckL9q1w5hpEr4fKDeHmKdD0Rpt45iOqyg/bDvHmT7vYe/QMLWtX4K3hLenYoIqvQ8v3MutTOAQ8CzzrLoFdE0gEflfVs7kSnTG+dnALLH4ZIhaBfy0Y+J5TtK6oJxVijDes2H2MN378jS3RcTSo5seEO9rQp3n1Qj/p7Grx6F+2qu7DWVPBmMJB1RlRtGgclPSHXn931kYuXtrXkRVamw6c4o0Fv7Fqz3ECKpTm38NCGdI6sNAUqsst9ueOMRdKPAXfPQy75jnVS2983+Ya+FDEkdO8+ePvLNh+iEplS/DigGaM6BBU4Ba3ySssKRiTUewmmH4nxMdAn39Bh4es38BHYk4l8s7C35kZHk3p4kV54vqG3NelHn4l7deWN9l/XWPAeVy08RP4YSyUrQJ3/wC12/k6qkLpeEIy45fs4Ys1+wG4u1NdHu5Wn8p+JX0cWeGQZVIQkU7AOKCOe/9zM5pzsp6CMXlPyhmY+yRs+Rrq94QhH0FZK5CW2xKSXXy8fC8fLdtLYmoaw9oE8vj1jQioYP04ucmTO4VJwJPARiDNu+EYk8uO7nIeFx3dBd2fhy7PWEnrXJaUmsaXa6MYvySCE2dS6BtSg6d7N7JZyD7iSVKIU9UfvB6JMbltyzfw/ePOiKKR30L97r6OqFBxpaUz69cY3l20m5hTiXRqUJm/9GlCq9o28cyXMpvRfG7O/hIR+TfO+gnJ57arariXYzPGO1zJsOA5p25R0LUwbLIVr8tFqsqP2w/z5k+7iDiSQGhgeV4fGkrnhjbxLC/I7E7hrQveh2V4rThrLBuTv5zcB9NHwcFN0PFR6PmSLXqTi1ZFHOP1H3ex+cAp6lUty4cjWnNDSA2beJaHZDajuTs4dY5UdW/Gbe7aR8bkL7/Nh+8edP6kuTxVol8AACAASURBVHUqNOnv64gKBVVl9Z7jjF8awcqI49QsX4o3hoYypHUAxYpa/01e40mfwgwuXmTnGy6x1rIxeVKaC35+BVa+CzVCnbpFler6OqoCLy1d+Wn7IT78ZQ9bouOo4leSF/o35Y4OdShV3Cae5VWZ9Sk0AZoD5UVkSIZN5XAK42VKRCYDA4AjqhqSof1RYAzOSKZ5qvqsu/054F53+2Oq+mP2L8eYC8QfhBn3QNQqaHM33PAaFM/yn6+5AsmuNGaFxzBx2V4ij52hTuUyvHpTCENbB1oyyAcyu1NojPNLvQIwMEP7aZwKqln5FPgAmHKuQUS6A4OAlqqaLCLV3O3NgFtxklAtYJGINFJVGwJrcm7vLzDzXmcewpCPIPRmX0dUoMUnpTJ1bRSTV0Ry5HQyIQHlGH+702dg9Ynyj8z6FGYDs0Wkg6quye4Hq+oyd3XVjB4CXlPVZPc+R9ztg4Bp7vZIEYkA2gGrs3teY0hPh+VvwdJ/OmWuR82Fak18HVWBdeR0EpNX7OPLNfs5neyic4MqvH1zKzo1qGwdyPmQJ30KX4jIYWC5+2uFqsbl8HyNgC4i8iqQBDyjquuBACBj4ol2t11EREYDowGCgoJyGIYpsM4ch29HO6WuWwyHAe9ASVt9yxv2HTvD/5btZWZ4NKlp6fQLqcmDXevTIrC8r0MzVyDLpKCqDUQkCOgC9AfGi8gpVW2Vw/NVAjoAbYHp2R3JpKoTcVaEIywsTHMQgymoDqyHb+6CM0eg/9sQdo8Vs/OCrdFxTPhlDz9sO0ixIkUY2iaQ0dfVo26Vsr4OzVwFntQ+CgQ64SSFlsB2YEUOzxcNzFJVBdaJSDpQBYgBamfYL9DdZkzWVGHtBPjp/6BcTbj3J6h1ja+jKlBUlZURx5nwyx5WRBzDv2QxHuhan7s7BVPN3zruCxJPHh9FAeuBf6rqg1d4vu+A7jizpBsBJYBjwBxgqoi8jdPR3BBYd4XnMoVBUjzMeQR2zIbG/WDwf23tg6soLV1ZsO0QE37Zw9aYOKr6l2Rs3ybc3j6IcqVs0l9B5ElSuAboDNwuImOB3cAvqjops4NE5CugG1BFRKKBl4DJwGQR2QakAKPcdw3bRWQ6sANwAWNs5JHJ0qFtTjG7k/ug1yvQ8TF7XHSVJKWeG1a6h33Hz1K3Sln+NaQFN10TYMNKCzhxfidnsZOIH05i6ALcAaCqdbwbWtbCwsJ0w4YNvg7D+EL45zD/GShVwaldFNzJ1xEVCPFJqXyxZj+TV+zjWEIyoYHleahrfXo3t2GlBYmIbFTVsEtt86RPYQNQEliFM/roOlXdf3VDNMZDKWdh/l9g0xdQ9zoYOgn8qvk6qnzvSHwSk1ZGMnVNFKeTXXRpWIWHurbi2vo2rLSw8eTxUV9VPer1SIzJSlI8fDEUotfBdX+Bbs9BEXuUcSX2Hk1g4rK9zAqPwZWeTr8WzrDSkAAbVlpYeZIUUtwdwNe53/8CvHIFcxWMyb7k0/DlMIgNd2oXNRvk64jyrTPJLhbuOMx3m2L45fejFC9ahJvbBnJ/l3rUqWzDSgs7T5LCZGAbcK5GwEjgE2DIZY8w5mpKPg1fDIPoDTD8E0sIOZDiSmfZ70eZvTmWhTsOkZSaTkCF0jzSvQF3XhtMVX9b/9g4PEkK9VV1aIb3L4vIJm8FZMyfJCfAl8Mhej0Mm2QJIRvS05V1+04we1Ms87ceJC4xlYplijOsTSCDWgXQJqgiRazz2FzAk6SQKCKdVXUFgIh0AhK9G5Yx/JEQDqyDoR9D85t8HVGep6psj41n9qYYvt98kEPxSZQpUZTezaozqFUAnRtWobitYWAy4UlSeBCYIiLnep5OAqO8F5IxOJVNp94CB9Y4CSHEnlZmJvLYGeZsimX25hj2Hj1D8aJC10bVeL5/U3o2rUaZEp78r25MFklBRIoCI1W1pYiUA1DV+FyJzBReKWedhBC1yil5HTI062MKoSPxSXy/5SBzNsWwOToOEWhftxL3d6lH35AaVChTwtchmnwo06Sgqmki0tn92pKB8b6Us/DVLbB/Jdw0EVoM83VEeUpcYioLth1kzuZYVu05jiqEBJTj+X5NGdCyJjXLl/Z1iCaf8+Se8lcRmYOzBOeZc42qOstrUZnCKeUsfHUrRC6Hm/4HocN9HVGekJSaxuKdR5i9KYalu46SkpZOcOUyPNqjITe2rEWDalYa3Fw9niSFUsBxoEeGNgUsKZirJzURpt0GkcvgpgnQ8hZfR+RTrrR0Vu45zuxNMfy0/TAJyS6q+Zdk5LV1uLFlLUIDy9tMY+MVnqyncHduBGIKsdRE+Oo2Z/nMwf+Flrf6OiKfUFXCo04xZ1MMc7cc5PiZFPxLFaN/i5oMalWL9vUqW/0h43We1D567xLNccAG95KdxuRcahJMGwF7l8Kg8dDqdl9HlOtOnElh5sZopq2PYs/RM5QsVoTrm1bnxla16Na4KiWLWSkPk3s8fXzUBKdPAWAoEAm0FJHuqvqEt4IzBVxqEnw9AvYshhs/gGtG+DqiXJOerqzee5yv1kXx4/ZDpKYprYMq8MbQUPq2qIG/rVVgfMSTpBAKdDq3voGIfIhTLbUzsNWLsZmCzJUM00c6aynf+D60HunriHLFkdNJfLMhmq/XHyDqxFnKly7OHR3qcGvbIBrX8Pd1eMZ4lBQqAn44j4wAygKV3MNVk70WmSm4XMnw9UjY/RMMfBda3+nriLwqLV1Ztvso09ZFsXjnEVzpSvu6lXi6dyP6NK9hi9aYPMWTpPAGsElElgKCUy31nyJSFljkxdhMQeRKdlZL2/0jDHgH2tzl64i8JvZUItM3HOCbDdHEnEqkctkS3Nu5Lre0rU29qjaM1ORNnow+miQi84F27qa/qWqs+/VfvBaZKXhcKfDNXfD7Auj/NoQVvIFtrrR0fv7tCNPWH2DpriOkK3RpWIXn+zfl+qbVKVHM6g6ZvM2jgiiqehCwkUYm584lhF3zod+b0PZeX0d0VR04cZZp66P4ZkM0R04nU82/JA93a8AtbWtTu1IZX4dnjMesSpbxvrRUmHE37JrnJIR29/s6oqsixZXOwh2HmbY+iuW7j1FEoHvjatzaLojujatSzKqRmnzIa0lBRCYDA4AjqhpywbangTeBqqp6TJypme8C/YCzwF2qGu6t2EwuOpcQfpsLfd8oEAlh79EEpq0/wMyN0Rw/k0JAhdI8eX0jbm4baLWHTL7nUVJwV0utnnF/VY3K4rBPgQ+AKRd8Vm2gN5Dx+L5AQ/dXe+BD93eTn6Wlwox7YOf3cMNr0P4BX0eUY0mpaSzYdoiv1kWxNvIExYoI1zetzq3tatOlYVWbaWwKDE9mND8KvAQcBtLdzYozf+GyVHWZiARfYtN/gGf5cx/FIGCKqiqwRkQqiEhNd1+GyY/SXDDzPtg5B/r8Ezo85OuIcuS3Q/F8vf4As8JjiEtMpU7lMjx7Q2OGtQmkmn8pX4dnzFXnyZ3C40BjVT1+pScTkUFAjKpuvqCYVwBwIMP7aHfbRUlBREYDowGCgoKuNCTjDWkumHU/7PgOer8K147xdUTZEnnsDHM3x/L9llh+P5xAiaJF6BNSg9va1qZDvcq2hKUp0DxJCgf4Y+JajolIGeBvOI+OckxVJwITAcLCwvRK4zJXWZoLvh0N22dBr79Dx0d8HZFHok+eZd6Wg3y/JZZtMc7SIe2CK/HKoOYMCK1FpbK2YI0pHDxJCnuBpSIyDzg/g1lV387mueoDdYFzdwmBQLiItANigNoZ9g10t5n8JM0F3z4A22ZCr1eg02O+jihTh+OTmLflIHO3xBIedQqAlrUr8EL/pvQPtQVrTOHkSVKIcn+VcH/liKpuBaqdey8i+4Aw9+ijOcAjIjINp4M5zvoT8pn0NPjuIdg2A64fB50e93VEl3Q8IZkfth1i7pZY1kaeQBWa1SzHszc0ZkCLWgRVtjkFpnDzZEbzywAi4ud+n+DJB4vIV0A3oIqIRAMvqeqky+w+H2c4agTOkNSCN9W1IEtPg+8ehq3ToeeL0PlJX0f0J3GJqfy4/RBztxxkZcQx0tKV+lXL8njPhgwItZXLjMnIk9FHIcDnQCX3+2PAnaq6PbPjVPW2LLYHZ3itQP7qjTSO9DSYPQa2TIMeL0CXp30dEQAJyS4W7zzM95tjWfb7MVLS0gmqVIYHrqvHwJa1aFLD31YuM+YSPHl8NBF4SlWXAIhIN+AjoKMX4zL5QfJpmHk//P4DdH8ervNtKayk1DR+/u0Ic7fEsnjnEZJd6dQsX4pRHeswINSWsDTGE54khbLnEgKAqi51V0g1hdnJ/fDVrXB0l09LVyS70lj++zHmboll4Y7DnElJo4pfSW5tW5uBLWvROqiiDSE1Jhs8Gn0kIv+H8wgJ4A6cEUmmsNq/Gr6+A9JT4Y4ZUL9Hrp7elZbOqj3HmbsllgXbDhGf5KJCmeLc2KoWA0NtLWNjroQnSeEe4GVglvv9cnebKYx+/RK+fxwqBMHt06FKg1w5raqyOTqOWeHRzDu3qH3JYvRqXp2BLWvRuUEVilsBOmOumCejj04CeXvAufG+9DRY9BKseh/qdYPhn0Lpil4/7cG4RL79NYaZG6PPL2rfq5mTCLo2qmqrlhlzlV02KYjIO6r6hIh8j1Pr6E9U9UavRmbyjqR4p2zF7wug7f1ww7+gqPcWlj+b4uLH7YeYuTGGlXuOoerMLr6/Sz36hdaknC1qb4zXZHancK4P4c3cCMTkUSci4avb4Njv0P8taHufV06Tnq6sjTzBzPBofth6kDMpadSuVJrHejRkSOsA6lS2sQ3G5IbLJgVV3eh+2UpV3824TUQeB37xZmAmD9i/yt2hnAYjZzmPja6yyGNnmBUezazwGGJOJeJXshgDQmsxtE0gYXVs5JAxuc2TjuZROAvgZHTXJdpMQRL+Ocx9EioGw+1fQ+X6V+2j4xJTmbslllnhMWzcf5IiAp0bVuXZGxrTu1kNSpewfgJjfCWzPoXbgNuBuu7aROf4Aye8HZjxkfQ0WPgirP7AGWo67BMoXeGKP9aVls7y3ceYER7Nwh2HSXGl07CaH2P7NmFwqwBqlLe1CYzJCzK7U1iFs55BFeCtDO2ngS3eDMr4SFI8zLwXdv8E7R5wFscpemUrtu48GM/MjdF8tymWYwnJVCxTnNvbBTG0dSAhAeVshrExeUxmfQr7gf3AtbkXjvGZE5HODOXjETDgPxCW86koR08nM3tTDDPDY9h5MJ7iRYUeTaoxpHUg3RtXo0Qxm09gTF7lSUG8DsD7QFOc0tlFgTOqWs7LsZncsm8FfD0SNB1Gfgt1r8v2RySlprF45xFmhkfzy+9HSUtXQgPL8/KNzRnY0hapMSa/8OTZwAfArcA3QBhwJ9DIm0GZXLTxM5j3FFSqB7dNy3aH8tboOKatj+L7zbHEJ7moXq4k93epx9DWATSs7u+loI0x3uLRA2NVjRCRoqqaBnwiIr8Cz3k3NONVaS5Y+H+w5r9QvycMm+xxh/KZZBdzNscydW0UW2PiKFW8CH2a12Bo60A6NahidYeMycc8SQpnRaQEsElE3sDpfLaHwvlZUhzMuAciFkH7h6D3PzzqUN4eG8fUtVHM3hRLQrKLxtX9efnG5gy+JoDypW2WsTEFgSdJYSROP8IjwJM4aykP9WZQxotO7IWpt8KJPTDwXWhzV6a7n01xMXfzQb5cF8XmA6coWawI/UNrMqJ9EK2DKtroIWMKGE8K4u13v0zEqZZq8qvI5TB9pPN65HdQt8tld9116DRT1+5n1q8xnE5yUb9qWV4c0IwhrQOoUMY6jY0pqDKbvLaVSxTCO0dVQ70SkfGODZ/A/GegUn24fZrTsXyBpNQ05m05yNR1UWzcf5ISRYvQt0UNbm8XRLu6leyuwJhCILM7hQG5FoXxnjQX/Pg3WPc/aNALhk2CUuX/tEvEkdN8uTaKWeExxCWmUq9KWZ7v15ShbQJtKKkxhUxWk9dyTEQm4ySWI6oa4m77NzAQSAH2AHer6in3tueAe4E04DFV/fFKzm+AxFMw427Y8zN0GAO9/w5FnLpCya40Fmw7xJdro1gXeYLiRYU+zWtwe/sgrq1X2e4KjCmkPJm8dpo/HiOVAIrj2eS1T3HmOEzJ0LYQeE5VXSLyOs6w1r+KSDOcuRDNgVrAIhFp5B4Ca3Li+B6Yeguc3Ac3vg+t7wRg79EEvloXxYyN0Zw8m0qdymUY27cJw9oEUsWvpG9jNsb4nCcdzednIInz5+MgoIMHxy0TkeAL2n7K8HYNMMz9ehAwTVWTgUgRiQDaAauzOo+5QHo67FkMM+8DKQJ3ziYl8Fp+dM8rWL33OMWKCL2bV+f2dnXoWL+ylac2xpyXrWpnqqrAdyLyEjD2Cs99D/C1+3UATpI4J9rddhERGQ2MBggKCrrCEAqIU1Gwd6n76xc4ewyqNiGm7yd8vrMI33y+mONnUgisWJq/9GnM8LBAqvlbVVJjzMU8eXw0JMPbIjilLpKu5KQi8jzgAr7M7rGqOhGYCBAWFnbZ0VEF2tkTsG/5H4ngxF6n3a8G2qAnW0tcw3sHm7JoYiRFiwg9m1Tj9vZBXNewqt0VGGMy5cmdwsAMr13APpzHPTkiInfhdED3dN95AMTgTIo7J9DdZgBSk+DAmj+SQOwmQKGEPwR3hnYP4Aq+jjkx/vz3l71EHEmgVvk0nurViJvDattaBcYYj3nSp3D31TqZiNwAPAt0VdWzGTbNAaaKyNs4Hc0NgXVX67z5TnoaHNryRxKIWgOuJChSDALbQbfnnKUxA1qTrEWYsTGaCVP2cOBEJE1q+PP+bdfQr0VNq0FkjMk2Tx4f1cNZerMDziik1cCTqro3i+O+AroBVUQkGngJZ7RRSWChe8jjGlV9UFW3i8h0YAfO3ciYQjXySBVORv6RBCKXQeJJZ1u1Zs7aBvW6Q51roaTT7382xcXUVVF8tHwvh+OTaVW7Ai8NaE7PptVsOKkxJsfkjyc4l9lBZA0wHvjK3XQr8KiqtvdybFkKCwvTDRs2+DqMnDlzDCJ/+SMRnIpy2ssFOHcB9bpB3a7gX/1Ph8UnpfL56v1MWhHJiTMpdKhXiUe6N6RTA5tbYIzxjIhsVNWwS23zpE+hjKp+nuH9FyLyl6sTWiGSchaiVv2RBA5tddpLlndqEHV8zEkElRvAJX65nziTwicrI/l01T5OJ7no3rgqj/RoQJs6lXLxIowxBZ0nSeEHERkLTMN5fHQLMF9EKgGo6gkvxpf/pZyFBWNh81eQlgJFikNQB+jxgvNIqGarTMtWH45P4qNle/lybRRJrjRuaF6DMd0bEBJQ/rLHGGNMTnmSFG52f3/ggvZbcZLExZXVjOPYbph+JxzZCWF3Q5P+EHQtlCib5aEHTpxlwi97+GZDNGmqDGpZi4e716dBNVvNzBjjPZ6MPqqbG4EUONtmwpzHoFhJuGMGNLjeo8P2HE3gv0v28N2mGIqKMLRNIA91rU9Q5TJeDtgYYzwbfVQceAg4t5r7UuB/qprqxbjyL1eyU5V0/cdQuz0M+wTKX3Jy9p/siI1n/NII5m89SMliRRh1bTCjr6tncwyMMbnKk8dHH+IUwfuv+/1Id9t93goq3zq5D765C2J/hWsfgevHQdHMl6kMjzrJ+J8jWPzbEfxKFuOhrvW5p3NdK05njPEJT5JCW1VtmeH9zyKy2VsB5Vu/zYfvHnR3xX8JTS+/HIWqsnrvccYviWBlxHEqlCnOU70aMeraYMqXsbWOjTG+40lSSBOR+qq6B85PZis8E8uykpYKi1+BVe9BzZYw/DOodOluGFVlya4jfPBzBOFRp6jqX5Ln+zXl9vZBlC2ZrdqExhjjFZ78JvoLsERE9gIC1AGuWumLfC0+FmbcA1GrIexe6PNPKH5xH0B6urJg+yHGL4lge2w8ARVK8/fBIQxvE0ip4kV9ELgxxlyaJ6OPFotIQ6Cxu2mXe92Dwm3PzzDzfkhNhCEfQ+jwi3ZJTUtnzqZY/rs0gj1Hz1CvSln+PSyUwdcEULxoER8EbYwxmfNk9FEp4GGgM84T8+UiMkFVr6h8dr6Vnga/vAG/vA5Vm8DNn0HVxn/aJSk1jW82HGDCL3uJOZVoReqMMfmGJ4+PpgCngffd728HPgcu/tO4oEs4CrPuc8pUtLwN+r/1p4loCckuvlizn4+XR3IsIZnWQRX4++DmdG9sReqMMfmDJ0khRFWbZXi/RER2eCugPGv/aphxt7PAzcD3nDWP3b/oT55J4ZNV+/h0ZSTxSS66NKzCmO7X0L5uJUsGxph8xZOkEC4iHVR1DYCItAfyaWnSHFB1RhYtehkq1oH7FkHNUOCPukRT10VxNiWNPs2r83C3BrSsXcHHQRtjTM54khTaAKtExF3bmSBgl4hsxVm2OdRr0fla4kn47mHYNR+a3giDPoBS5Yk6fpYPf9nDzI1OXaIbW9bioW71aVTd6hIZY/I3T5LCDV6PIi+KCYdvRjnDTm94Hdo/wK7DCXy49FfmbI6lWJEiDA8L5IHrrC6RMabg8GRI6v7cCCTPUHXqFv34NyhbDe5ewCYa8t/PN/LTjsOUKVGUezvX5b4u9ahezuoSGWMKFptGm1Hyafj+cdg2E23Ym/XX/JP3fjzBioiVlC9dnMd7NuSujsFULFvC15EaY4xXWFI45/B2mD4KPbGHPS2e4tlDPQif8jtV/EryXN8mjOhQBz8rRWGMKeDstxzAr1+i854muWhZ/q/sP/hmfTABFVKtFIUxptDxWlIQkcnAAOCIqoa42yoBXwPBwD7gZlU9Kc5g/neBfsBZ4C5VDfdWbOelJpI292mKbv6SX4u04IGEhyhXNYC3hjfgxla1rBSFMabQ8eadwqfABzgzos8ZCyxW1dfc6z6PBf4K9AUaur/a46zX0N6LsZF48DcSvxxJpYTfec81mEXV7ubvQxrTu1kNilgpCmNMIeW1pKCqy0Qk+ILmQUA39+vPcFZx+6u7fYqqKrBGRCqISE1VPeiN2DYt+YYGvzwKWpRXK/2Dzn1v5dGGVWz2sTGm0MvtPoXqGX7RHwKqu18HAAcy7BftbrsoKYjIaGA0QFBQUI6CqBTYmMhSzUkf+C7PNw/J0WcYY0xB5LOOZlVVEdEcHDcRmAgQFhaW7eMBghqGwtjFOTnUGGMKtNzuST0sIjUB3N+PuNtjgNoZ9gt0txljjMlFuZ0U5gCj3K9HAbMztN8pjg5AnLf6E4wxxlyeN4ekfoXTqVxFRKKBl4DXgOkici+wH7jZvft8nOGoEThDUm25T2OM8QFvjj667TKbel5iXwXGeCsWY4wxnrHZWcYYY86zpGCMMeY8SwrGGGPOs6RgjDHmPHH6ePMnETmKM4rpnCrAMR+FkxsK8vXZteVfBfn6Cuq11VHVqpfakK+TwoVEZIOqhvk6Dm8pyNdn15Z/FeTrK8jXdjn2+MgYY8x5lhSMMcacV9CSwkRfB+BlBfn67Nryr4J8fQX52i6pQPUpGGOMuTIF7U7BGGPMFbCkYIwx5rw8nxREZLKIHBGRbRnaWorIahHZKiLfi0g5d3uwiCSKyCb314QMx7Rx7x8hIu9JHlh7MzvX5t4W6t623b29lLs9X1+biIzI8DPbJCLpItLKvS3PXRtk+/qKi8hn7vadIvJchmNuEJFd7usb64truVA2r62EiHzibt8sIt0yHJPnfnYiUltElojIDvf/R4+72yuJyEIR2e3+XtHdLu7YI0Rki4i0zvBZo9z77xaRUZc7Z76jqnn6C7gOaA1sy9C2Hujqfn0P8Hf36+CM+13wOeuADoAAPwB989m1FQO2AC3d7ysDRQvCtV1wXAtgT17+ueXgZ3c7MM39ugywz/1vtSiwB6gHlAA2A83y2bWNAT5xv64GbASK5NWfHVATaO1+7Q/8DjQD3gDGutvHAq+7X/dzxy7ua1nrbq8E7HV/r+h+XdHX13c1vvL8nYKqLgNOXNDcCFjmfr0QGJrZZ4izyls5VV2jzk90CjD4aseaXdm8tt7AFlXd7D72uKqmFZBry+g2YBrk3Z8bZPv6FCgrIsWA0kAKEA+0AyJUda+qpuBc9yBvx56VbF5bM+Bn93FHgFNAWF792anqQVUNd78+DezEWQ9+EPCZe7fP+CPWQcAUdawBKrivrQ+wUFVPqOpJ/r+9uwuRqozjOP79lUXoQlSUlRauoFQQtexaCr3Ri4RRIGFJhdUGEV2kFXZTNwVRREUXBQXlVS8XZS9ehBtJJmVGuSptapkRpmxJZolJvsS/i+eZ2RM5qyPuzDnr7wPDzjznzOH579nZ/3mec+Z/0u/k+haGMmJKnxQa+JahD88c/nsrz05JayR9Kuny3DYB2FpYZ2tuK6NGsU0FQlKfpH5Jj+T20RBb0a3AW/l5lWKDxvG9A/wFDAJbgGcj4ndSLD8X3l/m+BrFtg64SdIYSZ1Ad15W+n0naRLQBXwJjI+huz3+AozPzxvtoyrtu6ZUNSn0AvdLWk0aAu7L7YPAuRHRBTwEvFmck6+IRrGNAS4Dbs8/Z0v63w2LSq5RbABIuhTYExEDB3tzBTSK7xLgH+BsoBN4WNLk9nTxiDWKbRHpH+LXwAvASlKspSapA1gMLIiIXcVleWRzzF6rP2J3XhtJEbGRNJ2CpKnADbl9L7A3P18taTPpCHsbMLGwiYm5rXQaxUb64K2IiN/ysg9J876vU/3YauYyNEqACu03GDa+24ClEbEf2C7pc6CHdKRZHC2VNr5hPnMHgAdr60laSZqn30lJ952kE0gJ4Y2IeDc3/yrprIgYzNND23P7Ng6+j7aRbjdcbF8+kv1ulUqOFCSdkX8eBzwGvJxfny7p+Px8MjAF+DEPC3dJmp6vgJgHfNCWzh9Co9iAPuBCSWPz3PSVwPpRElut7Rby+QRI879UJDYYNr4twNV52TjS1peqvgAAAm5JREFUCcuNpJO3UyR1SjqRlBSXtLrfh2OYz9zYHBOSrgMORERp/y5zX14DNkTE84VFS4DaFUR3MtTXJcC8fBXSdODPHFsfMFPSKflKpZm5rfrafab7UA/SkeMgsJ90tHwPMJ90NPI98DRD38y+mTT3uRboB24sbKcHGCBd7fFi7T1ViS2vf0eObwB4ZpTFdhWw6iDbKV1sR/B32QG8nffdemBhYTuz8vqbgUfbHdcRxDYJ+I50wvZjUknm0u470tRrkK7kW5sfs0hX8y0DNuU4Ts3rC3gpx/AN0FPYVi/wQ37c3e7YjtbDZS7MzKyuktNHZmY2MpwUzMyszknBzMzqnBTMzKzOScHMzOqcFMzMrM5JwazNal+4NCsDJwWzJkh6QtKCwusnJc2XtFDSV7nm/uOF5e9LWp1r999baN8t6TlJ64AZLQ7DrCEnBbPmLCKVbKiVfJhLqqo5hVT47mKgW9IVef3eiOgmfbv3AUmn5fZxpNr8F0XEZ60MwGw4lSyIZ9YuEfGTpB2SukjlldcA00i1b9bk1TpISWIFKRHMzu3n5PYdpEqii1vZd7PD4aRg1rxXgbuAM0kjh2uApyLileJKSremvBaYERF7JC0HTsqL/46I0peYtmOPp4/Mmvce6S5b00iVMfuA3lyjH0kTclXRk4GdOSGcR6qOalZqHimYNSki9kn6BPgjH+1/JOl84ItUmZndpIq2S4H7JG0gVRJd1a4+mx0uV0k1a1I+wdwPzImITe3uj9nR5OkjsyZIuoBUP3+ZE4KNRh4pmJlZnUcKZmZW56RgZmZ1TgpmZlbnpGBmZnVOCmZmVvcvoCfHRQvaBOoAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "z-XjryrDrOcz",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "\n",
        "### Visualizing data on movies\n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M-a8G3odvcQY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "movies = pd.read_csv('moviesData.csv')\n",
        "pd.set_option('display.max_rows', None)\n",
        "pd.set_option('display.max_columns', None)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KY0sz0WrvcQh",
        "colab_type": "code",
        "outputId": "f94416f8-51ac-4f1a-9e68-4ca14d2b1548",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 360
        }
      },
      "source": [
        "movies.head()"
      ],
      "execution_count": 0,
      "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>Unnamed: 0</th>\n",
              "      <th>title</th>\n",
              "      <th>title_type</th>\n",
              "      <th>genre</th>\n",
              "      <th>runtime</th>\n",
              "      <th>mpaa_rating</th>\n",
              "      <th>studio</th>\n",
              "      <th>thtr_rel_year</th>\n",
              "      <th>thtr_rel_month</th>\n",
              "      <th>thtr_rel_day</th>\n",
              "      <th>dvd_rel_year</th>\n",
              "      <th>dvd_rel_month</th>\n",
              "      <th>dvd_rel_day</th>\n",
              "      <th>imdb_rating</th>\n",
              "      <th>imdb_num_votes</th>\n",
              "      <th>critics_rating</th>\n",
              "      <th>critics_score</th>\n",
              "      <th>audience_rating</th>\n",
              "      <th>audience_score</th>\n",
              "      <th>best_pic_nom</th>\n",
              "      <th>best_pic_win</th>\n",
              "      <th>best_actor_win</th>\n",
              "      <th>best_actress_win</th>\n",
              "      <th>best_dir_win</th>\n",
              "      <th>top200_box</th>\n",
              "      <th>director</th>\n",
              "      <th>actor1</th>\n",
              "      <th>actor2</th>\n",
              "      <th>actor3</th>\n",
              "      <th>actor4</th>\n",
              "      <th>actor5</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>Filly Brown</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>80.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Indomina Media Inc.</td>\n",
              "      <td>2013</td>\n",
              "      <td>4</td>\n",
              "      <td>19</td>\n",
              "      <td>2013.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>899</td>\n",
              "      <td>Rotten</td>\n",
              "      <td>45</td>\n",
              "      <td>Upright</td>\n",
              "      <td>73</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Michael D. Olmos</td>\n",
              "      <td>Gina Rodriguez</td>\n",
              "      <td>Jenni Rivera</td>\n",
              "      <td>Lou Diamond Phillips</td>\n",
              "      <td>Emilio Rivera</td>\n",
              "      <td>Joseph Julian Soria</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>The Dish</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>101.0</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Warner Bros. Pictures</td>\n",
              "      <td>2001</td>\n",
              "      <td>3</td>\n",
              "      <td>14</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>7.3</td>\n",
              "      <td>12285</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>96</td>\n",
              "      <td>Upright</td>\n",
              "      <td>81</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Rob Sitch</td>\n",
              "      <td>Sam Neill</td>\n",
              "      <td>Kevin Harrington</td>\n",
              "      <td>Patrick Warburton</td>\n",
              "      <td>Tom Long</td>\n",
              "      <td>Genevieve Mooy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>Waiting for Guffman</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>84.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Sony Pictures Classics</td>\n",
              "      <td>1996</td>\n",
              "      <td>8</td>\n",
              "      <td>21</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>7.6</td>\n",
              "      <td>22381</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>91</td>\n",
              "      <td>Upright</td>\n",
              "      <td>91</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Christopher Guest</td>\n",
              "      <td>Christopher Guest</td>\n",
              "      <td>Catherine O'Hara</td>\n",
              "      <td>Parker Posey</td>\n",
              "      <td>Eugene Levy</td>\n",
              "      <td>Bob Balaban</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>The Age of Innocence</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>139.0</td>\n",
              "      <td>PG</td>\n",
              "      <td>Columbia Pictures</td>\n",
              "      <td>1993</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>7.2</td>\n",
              "      <td>35096</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>80</td>\n",
              "      <td>Upright</td>\n",
              "      <td>76</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>yes</td>\n",
              "      <td>no</td>\n",
              "      <td>yes</td>\n",
              "      <td>no</td>\n",
              "      <td>Martin Scorsese</td>\n",
              "      <td>Daniel Day-Lewis</td>\n",
              "      <td>Michelle Pfeiffer</td>\n",
              "      <td>Winona Ryder</td>\n",
              "      <td>Richard E. Grant</td>\n",
              "      <td>Alec McCowen</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>Malevolence</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Horror</td>\n",
              "      <td>90.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Anchor Bay Entertainment</td>\n",
              "      <td>2004</td>\n",
              "      <td>9</td>\n",
              "      <td>10</td>\n",
              "      <td>2005.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>5.1</td>\n",
              "      <td>2386</td>\n",
              "      <td>Rotten</td>\n",
              "      <td>33</td>\n",
              "      <td>Spilled</td>\n",
              "      <td>27</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Stevan Mena</td>\n",
              "      <td>Samantha Dark</td>\n",
              "      <td>R. Brandon Johnson</td>\n",
              "      <td>Brandon Johnson</td>\n",
              "      <td>Heather Magee</td>\n",
              "      <td>Richard Glover</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Unnamed: 0                 title    title_type   genre  runtime  \\\n",
              "0           1           Filly Brown  Feature Film   Drama     80.0   \n",
              "1           2              The Dish  Feature Film   Drama    101.0   \n",
              "2           3   Waiting for Guffman  Feature Film  Comedy     84.0   \n",
              "3           4  The Age of Innocence  Feature Film   Drama    139.0   \n",
              "4           5           Malevolence  Feature Film  Horror     90.0   \n",
              "\n",
              "  mpaa_rating                    studio  thtr_rel_year  thtr_rel_month  \\\n",
              "0           R       Indomina Media Inc.           2013               4   \n",
              "1       PG-13     Warner Bros. Pictures           2001               3   \n",
              "2           R    Sony Pictures Classics           1996               8   \n",
              "3          PG         Columbia Pictures           1993              10   \n",
              "4           R  Anchor Bay Entertainment           2004               9   \n",
              "\n",
              "   thtr_rel_day  dvd_rel_year  dvd_rel_month  dvd_rel_day  imdb_rating  \\\n",
              "0            19        2013.0            7.0         30.0          5.5   \n",
              "1            14        2001.0            8.0         28.0          7.3   \n",
              "2            21        2001.0            8.0         21.0          7.6   \n",
              "3             1        2001.0           11.0          6.0          7.2   \n",
              "4            10        2005.0            4.0         19.0          5.1   \n",
              "\n",
              "   imdb_num_votes   critics_rating  critics_score audience_rating  \\\n",
              "0             899           Rotten             45         Upright   \n",
              "1           12285  Certified Fresh             96         Upright   \n",
              "2           22381  Certified Fresh             91         Upright   \n",
              "3           35096  Certified Fresh             80         Upright   \n",
              "4            2386           Rotten             33         Spilled   \n",
              "\n",
              "   audience_score best_pic_nom best_pic_win best_actor_win best_actress_win  \\\n",
              "0              73           no           no             no               no   \n",
              "1              81           no           no             no               no   \n",
              "2              91           no           no             no               no   \n",
              "3              76           no           no            yes               no   \n",
              "4              27           no           no             no               no   \n",
              "\n",
              "  best_dir_win top200_box           director             actor1  \\\n",
              "0           no         no   Michael D. Olmos     Gina Rodriguez   \n",
              "1           no         no          Rob Sitch          Sam Neill   \n",
              "2           no         no  Christopher Guest  Christopher Guest   \n",
              "3          yes         no    Martin Scorsese   Daniel Day-Lewis   \n",
              "4           no         no        Stevan Mena      Samantha Dark   \n",
              "\n",
              "               actor2                actor3            actor4  \\\n",
              "0        Jenni Rivera  Lou Diamond Phillips     Emilio Rivera   \n",
              "1    Kevin Harrington     Patrick Warburton          Tom Long   \n",
              "2    Catherine O'Hara          Parker Posey       Eugene Levy   \n",
              "3   Michelle Pfeiffer          Winona Ryder  Richard E. Grant   \n",
              "4  R. Brandon Johnson       Brandon Johnson     Heather Magee   \n",
              "\n",
              "                actor5  \n",
              "0  Joseph Julian Soria  \n",
              "1       Genevieve Mooy  \n",
              "2          Bob Balaban  \n",
              "3         Alec McCowen  \n",
              "4       Richard Glover  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Aw9DObwSvcQm",
        "colab_type": "code",
        "outputId": "bb43a524-47ef-4af9-ef1f-dec41b986f7b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "movies.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(600, 31)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C1lfaCgEvcQq",
        "colab_type": "code",
        "outputId": "c180d7c6-bc41-4ca3-96d8-5cc206afc03f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 409
        }
      },
      "source": [
        "# Plot a histogram of the object named runtime in movies.\n",
        "# A histogram is a visual representation of the distribution of a dataset.\n",
        "# It is used to plot the frequency of score occurrences in a continuous dataset. \n",
        "# Observe the warning in the output \n",
        "# Slide 9\n",
        "plt.hist(movies.runtime)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/numpy/lib/histograms.py:839: RuntimeWarning: invalid value encountered in greater_equal\n",
            "  keep = (tmp_a >= first_edge)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/lib/histograms.py:840: RuntimeWarning: invalid value encountered in less_equal\n",
            "  keep &= (tmp_a <= last_edge)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([  2.,  35., 329., 179.,  40.,   8.,   4.,   1.,   0.,   1.]),\n",
              " array([ 39. ,  61.8,  84.6, 107.4, 130.2, 153. , 175.8, 198.6, 221.4,\n",
              "        244.2, 267. ]),\n",
              " <a list of 10 Patch objects>)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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OVdWvgc9x4S128+OQ5FJ6gfalqvpa17zmzouZxmG1nxdrJtyTvD7J5eeXgXcBR+h9LcLurttu4KHRVDgSsx37AeD93d0R1wMv9r1Nb85F88bvpXdeQG8cdiW5LMnVwFbg8ZWub1iSBLgPOF5Vn+5btabOi9nGYdWfF6P+je5KPYA/pPcb7h8AR4GPd+1vBA4CzwDfBq4ada1DOv4v03tr+b/05ghvm+3Y6d0N8Vl6dwE8BUyMuv4hj8MXu+M8TO8f7sa+/h/vxuFp4KZR17/MY/E2elMuh4FD3WPHWjsv5hiHVX1e+PUDktSgNTMtI0lrieEuSQ0y3CWpQYa7JDXIcJekBhnuktQgw12SGvR/BcSIj0lr4T0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L1L9ArkVvcQw",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "movies.runtime.describe()\n",
        "# observe that the count of runtime is one less than 600"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cowl_0S8vcQz",
        "colab_type": "code",
        "outputId": "7e69a8ef-407b-4db0-8948-5b8542c970ab",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "print(movies.runtime.isna().sum())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MlvShpIDvcQ3",
        "colab_type": "code",
        "outputId": "6192a2cf-4fa2-49ec-de20-4fb7176f491d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "movies = movies.dropna() # Drop the na datapoints \n",
        "movies.shape\n",
        "# One can also impute the values\n",
        "# Assignment"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(572, 31)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uBRNKq_lvcQ6",
        "colab_type": "code",
        "outputId": "1d189916-d3a4-4c8d-c313-1bb8dc12097f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "print(movies.runtime.isna().sum())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a1HnjaaOvcRE",
        "colab_type": "code",
        "outputId": "fd393f86-5ba9-4b86-e4b8-3e7996852ce5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        }
      },
      "source": [
        "plt.hist(movies.runtime, bins = 7, color='green', orientation='vertical')\n",
        "# In the histogram there are 7 bins.\n",
        "# Height of a bin represents the number of observations lying in that interval.\n",
        "# https://matplotlib.org/3.2.1/api/_as_gen/matplotlib.pyplot.hist.html \n",
        "plt.title(\"Distribution of movies' length\")\n",
        "plt.xlabel(\"Run time of movies\")\n",
        "plt.xlim(0,300)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(0.0, 300.0)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u-Z87UQlvcRI",
        "colab_type": "code",
        "outputId": "440d6ba1-d470-49e6-9971-af223e903755",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 360
        }
      },
      "source": [
        "movies.head()"
      ],
      "execution_count": 0,
      "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>Unnamed: 0</th>\n",
              "      <th>title</th>\n",
              "      <th>title_type</th>\n",
              "      <th>genre</th>\n",
              "      <th>runtime</th>\n",
              "      <th>mpaa_rating</th>\n",
              "      <th>studio</th>\n",
              "      <th>thtr_rel_year</th>\n",
              "      <th>thtr_rel_month</th>\n",
              "      <th>thtr_rel_day</th>\n",
              "      <th>dvd_rel_year</th>\n",
              "      <th>dvd_rel_month</th>\n",
              "      <th>dvd_rel_day</th>\n",
              "      <th>imdb_rating</th>\n",
              "      <th>imdb_num_votes</th>\n",
              "      <th>critics_rating</th>\n",
              "      <th>critics_score</th>\n",
              "      <th>audience_rating</th>\n",
              "      <th>audience_score</th>\n",
              "      <th>best_pic_nom</th>\n",
              "      <th>best_pic_win</th>\n",
              "      <th>best_actor_win</th>\n",
              "      <th>best_actress_win</th>\n",
              "      <th>best_dir_win</th>\n",
              "      <th>top200_box</th>\n",
              "      <th>director</th>\n",
              "      <th>actor1</th>\n",
              "      <th>actor2</th>\n",
              "      <th>actor3</th>\n",
              "      <th>actor4</th>\n",
              "      <th>actor5</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>Filly Brown</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>80.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Indomina Media Inc.</td>\n",
              "      <td>2013</td>\n",
              "      <td>4</td>\n",
              "      <td>19</td>\n",
              "      <td>2013.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>899</td>\n",
              "      <td>Rotten</td>\n",
              "      <td>45</td>\n",
              "      <td>Upright</td>\n",
              "      <td>73</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Michael D. Olmos</td>\n",
              "      <td>Gina Rodriguez</td>\n",
              "      <td>Jenni Rivera</td>\n",
              "      <td>Lou Diamond Phillips</td>\n",
              "      <td>Emilio Rivera</td>\n",
              "      <td>Joseph Julian Soria</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>The Dish</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>101.0</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Warner Bros. Pictures</td>\n",
              "      <td>2001</td>\n",
              "      <td>3</td>\n",
              "      <td>14</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>7.3</td>\n",
              "      <td>12285</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>96</td>\n",
              "      <td>Upright</td>\n",
              "      <td>81</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Rob Sitch</td>\n",
              "      <td>Sam Neill</td>\n",
              "      <td>Kevin Harrington</td>\n",
              "      <td>Patrick Warburton</td>\n",
              "      <td>Tom Long</td>\n",
              "      <td>Genevieve Mooy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>Waiting for Guffman</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>84.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Sony Pictures Classics</td>\n",
              "      <td>1996</td>\n",
              "      <td>8</td>\n",
              "      <td>21</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>7.6</td>\n",
              "      <td>22381</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>91</td>\n",
              "      <td>Upright</td>\n",
              "      <td>91</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Christopher Guest</td>\n",
              "      <td>Christopher Guest</td>\n",
              "      <td>Catherine O'Hara</td>\n",
              "      <td>Parker Posey</td>\n",
              "      <td>Eugene Levy</td>\n",
              "      <td>Bob Balaban</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>The Age of Innocence</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>139.0</td>\n",
              "      <td>PG</td>\n",
              "      <td>Columbia Pictures</td>\n",
              "      <td>1993</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>7.2</td>\n",
              "      <td>35096</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>80</td>\n",
              "      <td>Upright</td>\n",
              "      <td>76</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>yes</td>\n",
              "      <td>no</td>\n",
              "      <td>yes</td>\n",
              "      <td>no</td>\n",
              "      <td>Martin Scorsese</td>\n",
              "      <td>Daniel Day-Lewis</td>\n",
              "      <td>Michelle Pfeiffer</td>\n",
              "      <td>Winona Ryder</td>\n",
              "      <td>Richard E. Grant</td>\n",
              "      <td>Alec McCowen</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>Malevolence</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Horror</td>\n",
              "      <td>90.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Anchor Bay Entertainment</td>\n",
              "      <td>2004</td>\n",
              "      <td>9</td>\n",
              "      <td>10</td>\n",
              "      <td>2005.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>5.1</td>\n",
              "      <td>2386</td>\n",
              "      <td>Rotten</td>\n",
              "      <td>33</td>\n",
              "      <td>Spilled</td>\n",
              "      <td>27</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Stevan Mena</td>\n",
              "      <td>Samantha Dark</td>\n",
              "      <td>R. Brandon Johnson</td>\n",
              "      <td>Brandon Johnson</td>\n",
              "      <td>Heather Magee</td>\n",
              "      <td>Richard Glover</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Unnamed: 0                 title    title_type   genre  runtime  \\\n",
              "0           1           Filly Brown  Feature Film   Drama     80.0   \n",
              "1           2              The Dish  Feature Film   Drama    101.0   \n",
              "2           3   Waiting for Guffman  Feature Film  Comedy     84.0   \n",
              "3           4  The Age of Innocence  Feature Film   Drama    139.0   \n",
              "4           5           Malevolence  Feature Film  Horror     90.0   \n",
              "\n",
              "  mpaa_rating                    studio  thtr_rel_year  thtr_rel_month  \\\n",
              "0           R       Indomina Media Inc.           2013               4   \n",
              "1       PG-13     Warner Bros. Pictures           2001               3   \n",
              "2           R    Sony Pictures Classics           1996               8   \n",
              "3          PG         Columbia Pictures           1993              10   \n",
              "4           R  Anchor Bay Entertainment           2004               9   \n",
              "\n",
              "   thtr_rel_day  dvd_rel_year  dvd_rel_month  dvd_rel_day  imdb_rating  \\\n",
              "0            19        2013.0            7.0         30.0          5.5   \n",
              "1            14        2001.0            8.0         28.0          7.3   \n",
              "2            21        2001.0            8.0         21.0          7.6   \n",
              "3             1        2001.0           11.0          6.0          7.2   \n",
              "4            10        2005.0            4.0         19.0          5.1   \n",
              "\n",
              "   imdb_num_votes   critics_rating  critics_score audience_rating  \\\n",
              "0             899           Rotten             45         Upright   \n",
              "1           12285  Certified Fresh             96         Upright   \n",
              "2           22381  Certified Fresh             91         Upright   \n",
              "3           35096  Certified Fresh             80         Upright   \n",
              "4            2386           Rotten             33         Spilled   \n",
              "\n",
              "   audience_score best_pic_nom best_pic_win best_actor_win best_actress_win  \\\n",
              "0              73           no           no             no               no   \n",
              "1              81           no           no             no               no   \n",
              "2              91           no           no             no               no   \n",
              "3              76           no           no            yes               no   \n",
              "4              27           no           no             no               no   \n",
              "\n",
              "  best_dir_win top200_box           director             actor1  \\\n",
              "0           no         no   Michael D. Olmos     Gina Rodriguez   \n",
              "1           no         no          Rob Sitch          Sam Neill   \n",
              "2           no         no  Christopher Guest  Christopher Guest   \n",
              "3          yes         no    Martin Scorsese   Daniel Day-Lewis   \n",
              "4           no         no        Stevan Mena      Samantha Dark   \n",
              "\n",
              "               actor2                actor3            actor4  \\\n",
              "0        Jenni Rivera  Lou Diamond Phillips     Emilio Rivera   \n",
              "1    Kevin Harrington     Patrick Warburton          Tom Long   \n",
              "2    Catherine O'Hara          Parker Posey       Eugene Levy   \n",
              "3   Michelle Pfeiffer          Winona Ryder  Richard E. Grant   \n",
              "4  R. Brandon Johnson       Brandon Johnson     Heather Magee   \n",
              "\n",
              "                actor5  \n",
              "0  Joseph Julian Soria  \n",
              "1       Genevieve Mooy  \n",
              "2          Bob Balaban  \n",
              "3         Alec McCowen  \n",
              "4       Richard Glover  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iZyoQThXvcRN",
        "colab_type": "code",
        "outputId": "8122d4cf-bdd7-4f3b-a423-d315e2247bb5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 161
        }
      },
      "source": [
        "# create a pie chart from the object genre in the movies data frame.\n",
        "# A pie chart is a circular chart\n",
        "# It is Divided into wedge-like sectors, illustrating proportion.\n",
        "# The total value of the pie is always 100 percent.\n",
        "# https://matplotlib.org/3.1.1/gallery/pie_and_polar_charts/pie_features.html \n",
        "# Type of genre_counts\n",
        "genre_counts = movies.genre.value_counts()\n",
        "print(genre_counts)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drama                        298\n",
            "Comedy                        86\n",
            "Action & Adventure            62\n",
            "Mystery & Suspense            56\n",
            "Documentary                   40\n",
            "Horror                        22\n",
            "Science Fiction & Fantasy      8\n",
            "Name: genre, dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gPhejrhSvcRS",
        "colab_type": "code",
        "outputId": "31ed0366-9a50-47c6-f94d-bdb8a5afc40f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        }
      },
      "source": [
        "plt.pie(genre_counts)\n",
        "# plt.pie(genre_counts, labels=genre_counts)\n",
        "# plt.pie(genre_counts, labels=genre_counts.index.tolist())\n",
        "plt.show()\n",
        "# Change the label of the pie chart "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jz6N8abbvcRW",
        "colab_type": "code",
        "outputId": "5912ea7c-767a-4924-a48d-4a557b742fc6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 360
        }
      },
      "source": [
        "movies.head()"
      ],
      "execution_count": 0,
      "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>Unnamed: 0</th>\n",
              "      <th>title</th>\n",
              "      <th>title_type</th>\n",
              "      <th>genre</th>\n",
              "      <th>runtime</th>\n",
              "      <th>mpaa_rating</th>\n",
              "      <th>studio</th>\n",
              "      <th>thtr_rel_year</th>\n",
              "      <th>thtr_rel_month</th>\n",
              "      <th>thtr_rel_day</th>\n",
              "      <th>dvd_rel_year</th>\n",
              "      <th>dvd_rel_month</th>\n",
              "      <th>dvd_rel_day</th>\n",
              "      <th>imdb_rating</th>\n",
              "      <th>imdb_num_votes</th>\n",
              "      <th>critics_rating</th>\n",
              "      <th>critics_score</th>\n",
              "      <th>audience_rating</th>\n",
              "      <th>audience_score</th>\n",
              "      <th>best_pic_nom</th>\n",
              "      <th>best_pic_win</th>\n",
              "      <th>best_actor_win</th>\n",
              "      <th>best_actress_win</th>\n",
              "      <th>best_dir_win</th>\n",
              "      <th>top200_box</th>\n",
              "      <th>director</th>\n",
              "      <th>actor1</th>\n",
              "      <th>actor2</th>\n",
              "      <th>actor3</th>\n",
              "      <th>actor4</th>\n",
              "      <th>actor5</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>Filly Brown</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>80.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Indomina Media Inc.</td>\n",
              "      <td>2013</td>\n",
              "      <td>4</td>\n",
              "      <td>19</td>\n",
              "      <td>2013.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>5.5</td>\n",
              "      <td>899</td>\n",
              "      <td>Rotten</td>\n",
              "      <td>45</td>\n",
              "      <td>Upright</td>\n",
              "      <td>73</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Michael D. Olmos</td>\n",
              "      <td>Gina Rodriguez</td>\n",
              "      <td>Jenni Rivera</td>\n",
              "      <td>Lou Diamond Phillips</td>\n",
              "      <td>Emilio Rivera</td>\n",
              "      <td>Joseph Julian Soria</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>The Dish</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>101.0</td>\n",
              "      <td>PG-13</td>\n",
              "      <td>Warner Bros. Pictures</td>\n",
              "      <td>2001</td>\n",
              "      <td>3</td>\n",
              "      <td>14</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>28.0</td>\n",
              "      <td>7.3</td>\n",
              "      <td>12285</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>96</td>\n",
              "      <td>Upright</td>\n",
              "      <td>81</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Rob Sitch</td>\n",
              "      <td>Sam Neill</td>\n",
              "      <td>Kevin Harrington</td>\n",
              "      <td>Patrick Warburton</td>\n",
              "      <td>Tom Long</td>\n",
              "      <td>Genevieve Mooy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>Waiting for Guffman</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Comedy</td>\n",
              "      <td>84.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Sony Pictures Classics</td>\n",
              "      <td>1996</td>\n",
              "      <td>8</td>\n",
              "      <td>21</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>21.0</td>\n",
              "      <td>7.6</td>\n",
              "      <td>22381</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>91</td>\n",
              "      <td>Upright</td>\n",
              "      <td>91</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Christopher Guest</td>\n",
              "      <td>Christopher Guest</td>\n",
              "      <td>Catherine O'Hara</td>\n",
              "      <td>Parker Posey</td>\n",
              "      <td>Eugene Levy</td>\n",
              "      <td>Bob Balaban</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>The Age of Innocence</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Drama</td>\n",
              "      <td>139.0</td>\n",
              "      <td>PG</td>\n",
              "      <td>Columbia Pictures</td>\n",
              "      <td>1993</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>2001.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>7.2</td>\n",
              "      <td>35096</td>\n",
              "      <td>Certified Fresh</td>\n",
              "      <td>80</td>\n",
              "      <td>Upright</td>\n",
              "      <td>76</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>yes</td>\n",
              "      <td>no</td>\n",
              "      <td>yes</td>\n",
              "      <td>no</td>\n",
              "      <td>Martin Scorsese</td>\n",
              "      <td>Daniel Day-Lewis</td>\n",
              "      <td>Michelle Pfeiffer</td>\n",
              "      <td>Winona Ryder</td>\n",
              "      <td>Richard E. Grant</td>\n",
              "      <td>Alec McCowen</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>Malevolence</td>\n",
              "      <td>Feature Film</td>\n",
              "      <td>Horror</td>\n",
              "      <td>90.0</td>\n",
              "      <td>R</td>\n",
              "      <td>Anchor Bay Entertainment</td>\n",
              "      <td>2004</td>\n",
              "      <td>9</td>\n",
              "      <td>10</td>\n",
              "      <td>2005.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>19.0</td>\n",
              "      <td>5.1</td>\n",
              "      <td>2386</td>\n",
              "      <td>Rotten</td>\n",
              "      <td>33</td>\n",
              "      <td>Spilled</td>\n",
              "      <td>27</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>no</td>\n",
              "      <td>Stevan Mena</td>\n",
              "      <td>Samantha Dark</td>\n",
              "      <td>R. Brandon Johnson</td>\n",
              "      <td>Brandon Johnson</td>\n",
              "      <td>Heather Magee</td>\n",
              "      <td>Richard Glover</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Unnamed: 0                 title    title_type   genre  runtime  \\\n",
              "0           1           Filly Brown  Feature Film   Drama     80.0   \n",
              "1           2              The Dish  Feature Film   Drama    101.0   \n",
              "2           3   Waiting for Guffman  Feature Film  Comedy     84.0   \n",
              "3           4  The Age of Innocence  Feature Film   Drama    139.0   \n",
              "4           5           Malevolence  Feature Film  Horror     90.0   \n",
              "\n",
              "  mpaa_rating                    studio  thtr_rel_year  thtr_rel_month  \\\n",
              "0           R       Indomina Media Inc.           2013               4   \n",
              "1       PG-13     Warner Bros. Pictures           2001               3   \n",
              "2           R    Sony Pictures Classics           1996               8   \n",
              "3          PG         Columbia Pictures           1993              10   \n",
              "4           R  Anchor Bay Entertainment           2004               9   \n",
              "\n",
              "   thtr_rel_day  dvd_rel_year  dvd_rel_month  dvd_rel_day  imdb_rating  \\\n",
              "0            19        2013.0            7.0         30.0          5.5   \n",
              "1            14        2001.0            8.0         28.0          7.3   \n",
              "2            21        2001.0            8.0         21.0          7.6   \n",
              "3             1        2001.0           11.0          6.0          7.2   \n",
              "4            10        2005.0            4.0         19.0          5.1   \n",
              "\n",
              "   imdb_num_votes   critics_rating  critics_score audience_rating  \\\n",
              "0             899           Rotten             45         Upright   \n",
              "1           12285  Certified Fresh             96         Upright   \n",
              "2           22381  Certified Fresh             91         Upright   \n",
              "3           35096  Certified Fresh             80         Upright   \n",
              "4            2386           Rotten             33         Spilled   \n",
              "\n",
              "   audience_score best_pic_nom best_pic_win best_actor_win best_actress_win  \\\n",
              "0              73           no           no             no               no   \n",
              "1              81           no           no             no               no   \n",
              "2              91           no           no             no               no   \n",
              "3              76           no           no            yes               no   \n",
              "4              27           no           no             no               no   \n",
              "\n",
              "  best_dir_win top200_box           director             actor1  \\\n",
              "0           no         no   Michael D. Olmos     Gina Rodriguez   \n",
              "1           no         no          Rob Sitch          Sam Neill   \n",
              "2           no         no  Christopher Guest  Christopher Guest   \n",
              "3          yes         no    Martin Scorsese   Daniel Day-Lewis   \n",
              "4           no         no        Stevan Mena      Samantha Dark   \n",
              "\n",
              "               actor2                actor3            actor4  \\\n",
              "0        Jenni Rivera  Lou Diamond Phillips     Emilio Rivera   \n",
              "1    Kevin Harrington     Patrick Warburton          Tom Long   \n",
              "2    Catherine O'Hara          Parker Posey       Eugene Levy   \n",
              "3   Michelle Pfeiffer          Winona Ryder  Richard E. Grant   \n",
              "4  R. Brandon Johnson       Brandon Johnson     Heather Magee   \n",
              "\n",
              "                actor5  \n",
              "0  Joseph Julian Soria  \n",
              "1       Genevieve Mooy  \n",
              "2          Bob Balaban  \n",
              "3         Alec McCowen  \n",
              "4       Richard Glover  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "55v14aievcRg",
        "colab_type": "code",
        "outputId": "858aa32c-8f59-4b49-fb72-cf86069fc0f6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "moviesSub = movies[0:10]\n",
        "moviesSub.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10, 31)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p-7mW3WQvcRj",
        "colab_type": "code",
        "outputId": "2e177200-2394-41a6-b6d2-82d9a4041209",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        }
      },
      "source": [
        "#  draw a bar chart of the object named imdb underscore rating in movies.\n",
        "# A bar chart represents data in rectangular bars with length of the bar proportional to the value of the variable.\n",
        "plt.bar(moviesSub.title, moviesSub.imdb_rating)\n",
        "plt.xlabel('Movies title')\n",
        "plt.title('imdb_rating')\n",
        "# plt.xticks(rotation='vertical')\n",
        "plt.ylim(0,10)\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2WENhdRCFvtd",
        "colab_type": "code",
        "outputId": "e17608b1-4620-419f-b962-d9696c5a1f9c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 687
        }
      },
      "source": [
        "# Slide 10\n",
        "plt.figure(figsize=(10,10))\n",
        "mask = np.zeros_like(movies.corr(), dtype=np.bool)\n",
        "mask[np.triu_indices_from(mask)] = True\n",
        "sns.heatmap(movies.corr(), vmin = -1, cmap='coolwarm', annot=True, mask = mask)\n",
        "# vmin = -1, cmap='coolwarm', annot=True, mask = mask"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f1709b2c4e0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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r1qwhfc/uQuNesWwRP2zdxJhpL3P9gJE8NeXRAtu173wmDzw+I9/+xk1b8q8xM3lkwrN0PuM8Xpg5qdBrioiISPEqlaTQzGqZWf/Q+25m9tYh2g01s6hfKYb5Ztbx1+j7SC1evJju3btjZrRu04b0PXtIS0vL1SYtLY29e/fSuk0bzIzu3buzeNGi4PmLFtGjRw8AevTowaKD+w/R78bvvycQCNC+fXsAjjvuOKpUqQJAIBDgqRkzuPKfAwqNe9nijznrvD9iZrRofTJ70/ewMy0lX7sWrU+mdnRsvv0nndqByqHrtmh1EmmpO4o6ZCIiIkUXYSX3OgaVVqWwFtC/CO2GAgUmhWYWWdjJRWlTkgqLJyU1lbjYX5Km2NjY7Gnd7DYpKcTmbZOaCsCuXbuIjo4GoHbt2uzatStsv5u3bKFqtWr864EHGDhgADOmTycQCADw5ptv0iU+vsAkLq+dqclEx/4y5RwdE8fO1ORCzyvIh++/ye86dD2ic0VEROTIlVZS+DDQzMxWAI8B1czsFTNbZWbPWdBg4HjgQzP7EMDM9pjZ42b2OVBg5mBm35nZI2a2HPibmfU0s0VmttzMXjazaoUFZ2bXmdm4HNs3mNnY0Pt/mNlSM1thZtMOJnpmNsXMkszsazO771DxHOmAHS4zwyz8f6lkBQJ8/dVX9Ln+ep4YP55tP/zA3LlzSU1NZcEnn9CrV68SijZowYfvsmHdKv588d9L9LoiIiJSejeajAROdvd2ZtYN+D/gJGArsBA4w93Hm9lw4Fx3P1guqwoscfebC+k/1d3bm1ks8BrQw93Tzew2YDhwfyHnvwTcYWa3uHsm8E+gn5m1AS4PxZdpZpOBvwOzgDvcPS2UJM4zs1Pd/Yuc8RR0ofr16z9fpUqViwDatm1Lco7KYN6qIOSvHqakpBAbEwNArVq1SEtLIzo6mrS0tOz1gbExMQX2mxUI0LRpU+rXD97U0bVrV1atWkXt2rXZtm0bfa67jiwi2J+xj2F9L2VswivZfbz3v1f4cM4bADRt0Ya0lO3Zx9JSk6kdE1fIEOf25YqlvP7S09z10GQqVqx0WOeKiIgUhenh1WGVldFZ6u6b3T0LWAE0PkS7APBqEfqbHfoZD7QFFoaqktcCjQo72d33AB8Afzaz1kBFd/8S6A50ABJD/XUHmoZOuyxUDfyMYILbtoB48tm2bdtVGzZsiNqwYUPUP66+mnnz5uHurPrmG6pWrZo9HXxQdHQ0UVFRrPrmG9ydefPmER8fH/yw8fHMnTsXgLlz5xLfNVhM7RIfX2C/LVq2JD09nR9D08yff/45DRs2pHPnzjz3/PM8/cwzjJ/xXypVrpIrIQToecGlPDR+Fg+Nn0XH+LP55IN3cHfWrvqK46KqFmna+aDv1q9mxqRHufmux6hZK7rwE0RERKTYlZVH0mTkeB/g0HHtc/dAEfpLD/004H13v/IIYpoO3A6sAmbm6O8Zdx+Vs6GZNQFGAJ3cfaeZPQ1UKSCesDp16kRiYiJ9rruOylWqMGzYsOxjAwcMYOKk4F25/QcMYOyYMWRkZNCxUyc6duoEwN8uu4yHHnyQ9+bMoU6dOoy6/faw/UZGRtLn+usZNWoUDrRo3pzzzz//cMYIgHYdT2dF0qcM6/s3KleuTL8hd2YfGzX4Gh4aPwuA52dO5NOP3mN/xj4G9u5Ft569uPSq63lu5kT27dvL+IfvACAmri4j7nrssOMQEREJRw+vDs/cveQvahYDLHf3RqHp4xHu/ufQsYlAkrs/bWZfAr3cfUPo2B53D7sm0My+Azq6e4qZxQHLgPPcfZ2ZVQVOcPc1ZjY/dN2kMH0tB+KAU0PJXluCU91nuPsOM4sGqhO8cWYWcFqo/RfAbaHPkB1PYeOy/ttvS/6XUYhdB2qVdggF6tBSFUURkd+AEs3SfnxsUIl9z9a8ZcIxl4GWSqXQ3VPNbKGZfQX8DGw/RNME4F0z2+ru5x7BdZLNrDfwgplVDu2+E1hTxC5eAtq5+85QfyvN7E7gPQs+ATMTGODui83sM4JVxU0E10WKiIhIWaKHV4dVKpXCY0Xo+Ylj3X1eSVxPlcKiU6VQROQ3oWQrhaOHlFylcMQTqhT+FphZLWAp8HlJJYQiIiLy69KawvCO2aTQzP4LNMmz+zZ3n3OY/SwBKufZfbW7tzya+ERERESOJcdsUujufy2mfroURz8iIiJSxuk5hWFpdERERETk2K0UioiIiByOwv78a3mnSqGIiIiIqFIoIiIi5YTWFIal0RERERERVQpFRESkfNBzCsNTpVBERERElBSKiIiIiKaPRUREpLww1cLC0eiIiIiIiJJCERERKScirOReRWBm55vZajNbZ2YjCzje28ySzWxF6HV9jmPXmtna0Ova4hgeTR+LiIiIlDAziwQmAb8HNgOJZvaGu6/M03S2uw/Mc240cA/QEXBgWejcnUcTkyqFIiIiUi6YRZTYqwg6A+vc/Vt33w+8CPyliB/lD8D77p4WSgTfB84/okHJQZXCMsTcSzuEfFruWlTaIeSzLeYU1qzfU9ph5NOyWcPSDkFERMoIM+sL9M2xK8HdE3JsnwBsyrG9GehSQFeXmNnZwBpgmLtvOsS5JxxtzEoKRUREpHwowYdXhxLAhEIbhvcm8IK7Z5hZP+AZ4LyjDu4QNH0sIiIiUvK2AA1ybJ8Y2pfN3VPdPSO0OR3oUNRzj4SSQhERESkXLCKixF5FkAi0MLMmZlYJuAJ4I1e8ZvVzbPYCvgm9nwP0NLPaZlYb6Bnad1Q0fSwiIiJSwtz9gJkNJJjMRQJPufvXZnY/kOTubwCDzawXcABIA3qHzk0zswcIJpYA97t72tHGpKRQREREygcruTWFReHubwNv59l3d473o4BRhzj3KeCp4oxH08ciIiIiokqhiIiIlBNFW+tXbml0RERERESVQhERESknytiawrJGlUIRERERUVIoIiIiIpo+FhERkXKiiA+VLrc0OiIiIiKiSqGIiIiUE6ZaWDgaHRERERFRpVBERETKiQg9kiYcVQpFRERERJVCERERKR9MawrDUlJYRiUlJTF12jSysrI4/w9/4LLLLst1fH9mJo+PHs3adeuoUb06o0aNom7dugDMnj2bOe+9R0REBDfdeCMdOnQA4NrevYk67jgiIiOJjIhg/PjxADz77LO8O2cONWvWDLa79lo6d+pU5Fg//eIbRv/ndbKysrioWzy9L+ye6/iz78zn/+YvITIygtrVq3H3DZdTPzaa1d9v4eGnXyH9531ERERwXa8e9Iw/7YjHzN1JmDaZZYlLqVy5MkOG30Lz5i3ytVu3dg3jxjzG/v376dCpM3379cfMeGpGAkuXLKZihQrUq388Q4aNoFq1agBs2PAtkyaMY+/evUSYMeaJSVSqVOmIYxURESlrlBSWQYFAgEmTJ/Pgv/9NbGwsQ4YOpUt8PI0aNsxu896cOVSrVo2nZsxg/kcf8dRTTzFq1Ci+37iRjz7+mKlTp5KWmsqo229n+pNPEhkZCcDDDz+cnfzldNFFF3HpJZccfqxZWTzyzGtMuu1G6kbX5Jq7x3J2+5NoekK97DatG53ApfcPo0rlSrwydyHjX3yLhwZeQ5VKFbmv31U0rBdH8s4f+cddY+h6SmuqVz3uCEYNliUtZeuWLUyb/jSrV3/DlInjeXzchHztJk8az8Ahw2jVqg333n0Hy5IS6dipM+1Oa8+1vfsQGRnJ0089ySsvvUDv624gEAgw5rGHGT7iNpo0bcZPP/2UPZ4iInIM0ZrCsIq1jmpmtcysf+h9NzN76xDthppZVHFeO0ff882s46/RdyHXvT3H+8Zm9tWR9rVmzRqOP/546tevT8WKFTnn7LNZvGhRrjaLFi+mR48eAJx15pms+Pxz3J3FixZxztlnU6liRerVq8fxxx/PmjVrjjSUQn29fiMN6sZyYp0YKlaoQM/40/hoWe6P3rFtC6pUDlbVTm7eiO1puwBoVL8ODevFARBXuybRNaqxc/eeI45l8eJFnNe9B2ZG69ZtSU/fQ1paaq42aWmp7N27l9at22JmnNe9B4sXfwpA+/Yds5O9Vq3bkJKSAsBny5No3KQpTZo2A6BGjRpKCkVE5DenuCfXawH9i9BuKFBgUmhmhX7bFqVNKbi98CZFk5KaSlxsbPZ2bGwsqam5k5vU1FRi44IJVWRkJFFRUfz000+kpqYSF9p/8NyU0Llmxh133smgwYN5+513cvX35ptvclP//owZO5bdu3cXOdYdO3+kbnSt7O060bXYsfPHQ7b/v4+WcPqpbfLt/2r992QGApxYJ6bI184rNSWF2Lg62dsxsbGkhhK7XG1yjW1cvjYA7783hw4dg1PoW7ZsAeDuO0cyZNBNvPry7COOUURESpFFlNzrGFTcUT8MNDOzFcBjQDUze8XMVpnZcxY0GDge+NDMPgQwsz1m9riZfQ50LahjM/vOzB4xs+XA38ysp5ktMrPlZvaymVUrSoChaz1mZl+b2Vwz6xyqLn5rZr1CbaqY2Uwz+9LMPjOzc0P7e5vZa2b2rpmtNbNHQ/sfBo4zsxVm9lzoUpFm9mToOu+ZWYFzombW18ySzCzphRdfLOIwH5nRjz3GxAkTeOD++3nrrbf48ssvAbjgggt4asYMJk2cSHR0NE9On/6rXP/thUl8s2ET11xwbq79Kbt+4u6pz3PPDVcQUQb+BNHsF58jMjKSbucG10YGAgFWrvyam28ZxSOPjWXRooV8vmJ5KUcpIiJSvIr7G3gksN7d2wG3AKcRrAq2BZoCZ7j7eGArcK67H8wOqgJL3P137r4gTP+p7t4emAvcCfQIbScBw4sYY1XgA3c/CdgN/Av4PfBX4P5QmwGAu/spwJXAM2ZWJXSsHXA5cApwuZk1cPeRwM/u3s7d/x5q1wKYFLrOLqDABXvunuDuHd2945VXXAFAbEwMyTmqVykpKcTE5K6gxcTEkJKcDASTlr1791KjRg1iYmJIDu0/eG5s6NyDFbJatWpxeteurA5NK9euXZvIyEgiIiL44/nnH9Z0c53aNbOngwF2pO2iTu38axaXfLWGp96Yy5hhfahU8ZelrHt+3seQ0U/S/29/4pTmjYt83YP+9+b/MXhgPwYP7Ed0dDQpyTuyj6WmpBCToyoIwephSq6xTc7VZu77c0hcuoSbbxmJWXDtSWxsLCeffAo1a9akSpUqdOzYmfXr1h12rCIiUsrMSu51DPq1yzJL3X2zu2cBK4DGh2gXAF4tQn8H5+3iCSaaC0NVyWuBRkWMaT/wbuj9l8BH7p4Zen8wvjOBZwHcfRXwPdAydGyeu//o7vuAlWGuu8HdV4TeL+PQnz2fli1bsnXrVn744QcyMzP56OOPiY+Pz9UmvksX5s6dC8AnCxbwu1NPxcyIj4/no48/Zn9mJj/88ANbt26lZcuW7Nu3j7179wKwb98+ln/2GY0bBUNPS0vL7vfTTz+lUaOiDiW0bdqATT8ks2VHKpkHDvDe4s84u/3Judqs+m4zD858mTHD+hBds3r2/swDB7hl3EwuOLMjPTr/rsjXzOmCC//C+InTGD9xGvFdz+CDeXNxd1atWklU1apER+dOpqOjY4iKimLVqpW4Ox/Mm0t8fLA4vSwpkddeeYm77rmfKlWqZJ/Tvn1HvvtuA/v27SMQCPDVV1/QoGHRx0hERORY8GvffZyR430gzPX2uXugCP2lh34a8L67X3kEMWW6u4feZx2M0d2zzKwo41HUz5S3XZFvqY2MjOSmm27izjvvJJCVRc+ePWnUqBGz/vMfWrZoQXx8PH/4wx94bPRoruvTh+rVqzPyttsAaNSoEWeddRb9+vUjMjKS/jfdRGRkJDt27OCBf/0rGEwgQLdu3ejYMXg/zowZM/j222/BjLp16zJ40KCihkqFyEhuueZiBj2WQCAri15nd6bZifWY+uo7tGnSgHPan8z4F9/k530ZjJzwDAB1Y2ozdngf3l+yguWr1/PjnnTe+iQRgHv6XkmrRicU+fo5dezUmaTEJfTtc23wkTTDRmQfGzywH+MnTgPgpv6DGDd2NPszMujQsRMdOnYGYNqUiWRmZnLXHcGxbNWqDQMGDaVa9epc9NdLGIIGWngAACAASURBVD50IGZGx46d6dS5yxHFKCIipagMLFEqy+yX/KgYOjOLAZa7eyMz6waMcPc/h45NBJLc/Wkz+xLo5e4bQsf2uHvYNYFm9h3Q0d1TzCyOYPXtPHdfZ2ZVgRPcfY2ZzQ9dN+kQ/WRfy8zuBfa4++icx8xsOHCSu/cxs5bA+wQrhVeGYhgYav8WMNrd55vZTqCOu2eaWWPgLXc/OdRuBFDN3e8N9xm/Xb+++H4ZxSQudVVph5DPtphTSjuEArVs1rDwRiIiklOJzrPue3VsiX3PVrlk2DE3h1ysKbO7pxKc0v2K4I0mh5IAvHvwRpMjuE4y0Bt4wcy+ABYBrY+kr0OYDESEktfZQG93zyjknATgixw3moiIiIgcM4q1UihHR5XColGlUETkN6NkK4WvPVFylcKLh5TvSqGIiIiIHJvK3J+5M7P/Ak3y7L7N3eccZj9LgMp5dl/t7l8eTXwiIiJyjNKfuQurzCWF7v7XYupHt4eKiIiIFFGZSwpFREREfhXH6J+fKykaHRERERFRpVBERETKiWP0z8+VFFUKRURERESVQhERESkn9GfuwtLoiIiIiIgqhSIiIlJOaE1hWKoUioiIiIgqhSIiIlJO6DmFYWl0RERERESVQhERESkndPdxWBodEREREVGlsCypmJVR2iHks7N209IOIZ+a+5NLO4R8IjxA8sofSjuMfOLadi7tEERE5BihpFBERETKBz2SJixNH4uIiIiIKoUiIiJSTuiRNGFpdERERERElUIREREpJ7SmMCxVCkVERERElUIREREpJ/Tw6rA0OiIiIiKiSqGIiIiUD641hWGpUigiIiIiqhSKiIhIOaHnFIal0RERERERVQpFRESknFClMCyNjoiIiIioUigiIiLlg+4+Dk+VQhERERFRUigiIiIimj4WERGR8kI3moSlpPAYsHTZciYnzCArK4s/9uzBlX+7JNfx/ZmZPDLmCdauW0+N6tW587YR1KtbJ/v49h3J9Ok/mGuuupzLLr4IgD170nl8/CS+27gRA0YMGUjbNq2LHFPisuVMTpgeiun3XFFATI+OGZcd0x23jaBe3bqsWr2GsRMnBxs5XH3VFZx5enz2eYFAgAHDRhAbE8O/7rnzMEfqF0uWf8746bPIysrigt+fyz8u6ZUvvn+Pm8Ka9RuoUb0a944YTP26cWRmHmD0lOmsWreBiAhjcJ9rOO2UtkccR16Ll3/BEzP+Q1ZWFn/u0Y2rL7kw1/EVX69i/FPPsv67Tdx78wDOPb1z9rHh9z/KytXrObVNSx698+Zii0lERAQ0fVzmBQIBJkxJ4MH77mLG5PF8+NECvt+4KVebd96bS/WqVZn15BQu+cuFPPn0rFzHp06fSecOp+XaNylhOp06nMbMqROZNmEsDRs0OMyYpvHgfXczffIEPvzok3wxvfve+1SrWo1nnpzKxX/pxfRQTI0bNWLyuMeZNmEcD95/N09MmkIgEMg+779vvEXDBicWOZaC48ti7LSZPHb3rcya8BjzPvmU7zZtztXmf+/Pp3q1qrwwdSyX9fojU2e9AMCb738AwDPjH2HMvaOYNPNZsrKyjiqenHGNSXiG0XfdwrPjH2HugkVs2LQlV5u6cTHcPqgvPc7umu/8qy66gDuH9iuWWEREyiWzknsVKRw738xWm9k6MxtZwPHhZrbSzL4ws3lm1ijHsYCZrQi93iiO4SkTSaGZ1TKz/qH33czsrUO0G2pmUb9SDPPNrGMR2/Y2s4m/Rhx5rV6zluPr1+f4evWoWLEi3c4+k4WLl+Zq8+nipfTsfi4AZ595Op99/gXuDsDCRUuoV68OjRo2zG6/Jz2dL79eyR979gCgYsWKVKtW9bBjqp8jpk8XLylSTFWqVCYyMhKA/fszIcf/bpJTUliSmMQfe/6+yLEU5Ju16zihfl2Or1eXihUr0P3MrixYsixXmwVLkzj/3LMAOOf0Liz/4ivcne82baH9KScBULtWTapVrcqqdd8eVTy/xLWeE+vX5YR6dahYsQI9zoxnwdLccdWvE0fzxg2JKOD/UDqeehJRxx1XLLGIiEjpMrNIYBLwR6AtcKWZ5Z2a+gzo6O6nAq8Aj+Y49rO7twu9elEMykRSCNQC+heh3VCgwKQwNLhhFaVNWZOSmkaduNjs7bjYGFJTU3O1SU1NJS7UJjIykqpRUfz0025+/vlnXnzlNa658vJc7X/YvoOaNWrw2LgJ9Bs8nMfHT+LnffsOK6a4HDHFxsaQkpqWJ6a0AmMC+Gb1Gq7vP4i+A4cwpP9N2UnilIQZ3HDdtQUmRIcjJW0ndWJjsrfjYqJJTks7ZJsKofh+3L2b5o0bsjBxGQcCAbZu38Ga9RvYkZL73COVnLaTOrHRueNK3VksfYuISBFERJTcq3CdgXXu/q277wdeBP6Ss4G7f+jue0Obi4Gjm0orRFlJCh8GmpnZCuAxoJqZvWJmq8zsOQsaDBwPfGhmHwKY2R4ze9zMPgfyz7cF23xnZo+Y2XLgb2bW08wWmdlyM3vZzKoVJUAz+6eZrTGzpcAZOfZfaGZLzOwzM5trZnXNLMLM1ppZXKhNRKg0HFdAv33NLMnMkp578aXDG7VCzHp+Npdc1Ivj8lSXAoEAa9d/y4V/Op9p48dQpXJlXnz5tWK9djhtWrVk+uQJTBz7GC++/Cr79+9n8dJEatWqScvmzUssjoL8qUc34mJi6HvznUyY8R9Oat2CyAg910pERA5Pzu/30KtvniYnADnXXm0O7TuUPsA7ObarhPpdbGYXFUfMZeVGk5HAye7ezsy6Af8HnARsBRYCZ7j7eDMbDpzr7imh86oCS9y9sFX3qe7e3sxigdeAHu6ebma3AcOB+8OdbGb1gfuADsCPwIcES7oAC4B4d3czux641d1vNrNngb8D44AewOfunpy3b3dPABIANq1d6XmPx8ZEsyM5JXs7OSWVmJiYXG1iYmJITk4hLjaWQCBA+t691KhRnW9Wr+HjhZ/y5Mxn2JOeToRFUKliJc4+sytxsTG0adUSgLPPOJ0XXil6UhgbE01yjphSUlKJjYnO1SYm1CZvTDk1atCA446rwobvN/L1ylUsWpLI0qRl7N+fyd6f9/Lw6LGMHDGsyHFlxxddmx0pv1RTk1PTiIuOLrBNndgYDoTiq1m9OmbGoD5XZ7e76bZ7aHBC/cOOoSBx0bVzVR2TU9OIi6ldLH2LiEjhSvLh1Tm/34+Wmf0D6Aick2N3I3ffYmZNgQ/M7Et3X3801ykrlcK8lrr7ZnfPAlYAjQ/RLgC8WoT+Zod+xhOct18YqkpeCzQ65Fm/6ALMd/fkUIl3do5jJwJzzOxL4BaCySzAU8A1offXATOLcJ18WrVswZat29j2w3YyMzOZ//ECTu/SKVeb07t04r15HwLw8YJPaXfqKZgZ4x59kOeeSuC5pxK4uNeFXHnZJVx04Z+Irl2buNhYNm0O3uSw/PMvaNSw6BXpgmLq2qVzrjZdu3QuMKZtP2zPvrFk+44dbNy8mXp16tCn99W88MwMnn3qSe649WbanXrqESWEAK1bNGPzth/Yun0HmZkHmLdgEWd07pCrzRmdO/Duh58A8NGnS2h/ykmYGfsyMrKn0hNXfElkZCSNj/LGl1/iasqmHHHNXbCYMzq1L5a+RUTkmLMFyHmX54mhfbmYWQ/gDqCXu2cc3O/uW0I/vwXmA6flPfdwlZVKYV4ZOd4HOHSc+9w9cIhjOaWHfhrwvrtfeTTB5TEBGOPub4SqnPcCuPsmM9tuZucRXDfw9yPpPDIykkE33sDIu+8jKyuL83/fncaNGvL0s8/TskVzTu/SmT/27MHDj4/jmhtuonq1atxxW+GPKxl44w08NHosmQcOUL9eXW4ZOuiwYhp44w2Muvs+srIC/OH3PQ4Z07U33Ej1atWzY/pq5Upmv/IakZGRREREMPimftSsWeNIhuaQKkRGMvSG3oy472GyAln8qUc3mjQ8kRnPv0yr5k05s3MHLujRjX+Pm8yVNw6jevWq3Htz8PPv3PUTI+57GIsw4qJrc+fQm4o1ruE3XMPw+x4LPiqn+9k0bXgi059/ldbNm3Bm5/Z8s/Zbbn9kHLv3pLMwcQUzXnyNZ8c/DED/2x9g45Zt7N23j79eP5iRA66ny2mnFlt8IiK/eWXrOYWJQAsza0IwGbwCuCpnAzM7DZgGnO/uO3Lsrw3sdfeM0CzoGeS+CeWI2MG7VEuTmcUAy929USixGuHufw4dmwgkufvToWpcL3ffEDq2x93Drgk0s+8I3rmTElrTtww4z93XmVlV4AR3X2Nm80PXTSqgj/oEF3i2B34CPiA4HTzQzD4Drnf3ZWY2E2ji7t1C511CMGn8j7vfVtg4FDR9XNqcsreervKBvYU3KmERRfpvk5IX17Zz4Y1EREpPiX7JpC96vcS+Z6t2vajQz2ZmfyK4zCwSeMrd/21m9xPMe94ws7nAKcC20Ckb3b2XmZ1OMFnMIjjrO87dZxxtzGWiUujuqWa20My+An4Gth+iaQLwrpltdfdzj+A6yWbWG3jBzCqHdt8JrCnkvG1mdi+wCNhFcEr7oHuBl81sJ8FksUmOY28QnDY+oqljERERKT5etiqFuPvbwNt59t2d432PQ5z3KcFksViViUrhb1XouYdj3f2sorRXpbBoVCksOlUKRaSMK9EvmT2L3yix79lq8b3K3hdoIcpEpfC3KPRk8ps4wrWEIiIiUsxK8O7jY9FvJik0s/+Se+oW4DZ3n3OY/SwBKufZfbW7f3k4/bj7wwSfvygiIiJS5v1mkkJ3/2sx9dOlOPoRERGRsqWsrSksazQ6IiIiIqKkUERERER+Q9PHIiIiImHpRpOwVCkUEREREVUKRUREpJzQjSZhaXRERERERJVCERERKR9cawrDUqVQRERERFQpFBERkXJCawrD0uiIiIiIiCqFIiIiUj44WlMYjiqFIiIiIqJKoYiIiJQPrjWFYSkpLEP2R1Yp7RDySQ9UK+0Q8qk366HSDiGfXdc/UNoh5FPJ9/H9utWlHUY+jZq3Ku0QRESkAEoKRUREpHxQpTAsjY6IiIiIqFIoIiIi5YP+okl4qhSKiIiIiJJCEREREdH0sYiIiJQTeiRNeBodEREREVGlUERERMoJ3WgSliqFIiIiIqJKoYiIiJQPWlMYnkZHRERERFQpFBERkfLB0ZrCcFQpFBERERFVCkVERKR80JrC8DQ6IiIiIqJKoYiIiJQTek5hWKoUioiIiIgqhWWJuzNt6lQSExOpXLkyw2++mebNm+drt3btWsaMGcP+jAw6depEvxtvxMzYvXs3Dz30EDu2b6dO3bqMGjWK6tWrH7Lf7du3868HHsDdOXDgABf26sUFF1wAwPz585k9ezZOBLWjYxl8813UqFkrV6wzE55gedJiKleuzICht9O0eat8sa5ft5pJYx9k//4M2neM5599h2BmbPh2LU9OGs3+/fuJjIzk+puG06JVW/bs2c3kcQ+x/YctVKxYmf5DRtKwcdPDHstKLU+h2p//ARER7Ev8iL0fvZWvTeVTOlO1+18B58C2Tfw0ewoAETVjqHHJdUTUjAF3dj39OFm7Ug47hoPcnYRpk0kKjf/Q4SNo3rxFvnbr1q5h7JjgmHTs1Im+/fpjZiz45GOef+4/bNq0kTFjJ9CiZUsADhw4wPgnxrB+3ToCWQHOO68Hl11+ZZFiSkxaxpSE6WRlBTi/Z0+uuOzSXMf3Z2by2ONjWbtuHdWr1+COkbdQr25dln32GTNmzuLAgQNUqFCBG/r05rTf/Q6AESNvJy1tJ5UqVQLgoX/dR+1atfJeWkSk1LhqYWFpdMqQpMREtmzdyvQZMxg8eDATJ04ssN2kiRMZMngw02fMYMvWrSQlJQHw0ksv0a5dO6bPmEG7du14+aWXwvYbHR3NmDFjmDhpEmPHjePll14iNTWVQCDAtKlTefjhh3l84jM0atyMd996LVcMnyUtZtvWzUxIeIF+A2/lycmPFxjrk5Me58ZBtzIh4QW2bd3MimVLAHh25hT+duU/GT1hJpf/vQ/PzgwmZK+9NIsmTVvw+MRnGDT8DmYmPHH4A2lG9V7XsGvmaNLGjqTy7+KJrHN8riaRMXWJ6nYhO6c+QNq429n91rPZx2pc1pf0j98mbexIdk6+l6z0nw4/hhySkhLZumULCdNnMnDwUCZPHF9gu0mTJjBoyDASps9k65YtLEtKBKBRo8bcfufdnHTyKbnaL/jkYzIzM5k0JYFxT0zi3XfeZvv2HwqNJxAIMHHKNP593z08OWUS8z/+mO83bszV5t0571OtWjWenp7AxRf1YsbMZwCoWaMGD9xzJwmTJ3DL8KE8+vjYXOeNvGU4Uyc+wdSJTyghFBE5xpSJpNDM7jWzEUVs283M8pd9Dv+avc2s4KyrlCxevJju3btjZrRu04b0PXtIS0vL1SYtLY29e/fSuk0bzIzu3buzeNGi4PmLFtGjRw8AevTowaKD+w/Rb8WKFakYqupkZmbi7kCwsuXu7Nu3D3fn5717qR0TmyuOxCULOOe88zEzWrY+ifT0PexMy11N25mWws8/p9Oy9UmYGeecdz5LF38CgAF796ZD6OfB/jdv/I6TT20PwAkNGpG84wd27cw9BoWp0KAZB1J3kLUzGQIBMj5fTOU27XO1qdKpGz8vmovv2xv8zOm7AYLJY0Qkmeu+Du7fnwGZ+w/r+nktWfwp53X/fXD8W7chPT2dtLTUXG3S0lL5eW86rVsHf6/ndf89ixd/CkCDhg058cQG+fo1M/bt20cgEGD//v1UqFCBqKioQuNZvWYtxx9fn/r161GxYkXOOfssPl28JFebRUuW8Pvu5wFw9pln8Nnnn+PuNG/WjJiYGAAaN2rI/oz97M/MPKJxEREpaW5WYq9j0W96+tjMKrj7gdKO46DC4klJTSUu9pfkKzY2lpSUFKKjo39pk5JCbN42qcEEY9euXdlta9euza5duwrtNzk5mXvuvptt27ZxXZ8+2V/4AwcOpP9NN1G5ynHUP74BfW4alivWtNRkYmLrZG/HxMSRlppC7ejYHG1SiImJy9MmGYDefQfzr7tv5j9PTSYrK4t/jw5WChs3ac6SRR/R5uTfsXb1SpJ3bCc1NZlatX8Zg8JE1qhN1o+/JF1ZP6VRoUGzXG0qxNYDoFa/O7GICNLn/Zf9a74kMrYevm8vNf4+mMjoOPav+5r0d2dDKGE+EqkpqcTG5RiH2FhSU1KJjo7J1SYmNn+bcM448ywWL/6Uq/9+BRkZ+7ih741Ur16j0Hjy/nuIi41l1erV+dvEBdtERkZSNaoqP/20m5o1f+n/k4Wf0rxZMypVrJi9b/TY8URERHDmGV35+xWXY8fo/zGKiJRHpVYpNLM7zGyNmS0AWgFVzGxpjuONzezL0PvzzWyVmS0HLi6k33vN7D9mthD4j5nFmdmrZpYYep1RhNiqm9kGM6sY2q5xcNvMmpnZu2a2zMw+MbPWoTYXmtkSM/vMzOaaWd2C4jnC4TpsZlakL+S4uDgmT5nC9BkzmDd3Ljt37uTAgQP873//Y+LEiSTMep2GjZvx+svPFtrX4Xjv7dfpff0gpj79Kr1vGMSUJx4G4KK//YP09D2MGPRP3nnrVZo0a0FExK/wzzQykgqxddn15EP8+OJkqv/1OqxKFBYRScXGLdnz9gvsnHQPkdFxVOlwVvFfvxisWb2aiIgIZj37AjNmzuK/r73KD9u2lci1v/t+IzNmPsOQQf2z940ccTMJkycw5tGH+Orrlcz94MMSiUVERIpHqVQKzawDcAXQLhTDcmAZUMnMmrj7BuByYLaZVQGeBM4D1gGzi3CJtsCZ7v6zmT0PjHX3BWbWEJgDtAl3srvvNrP5wAXA66FYX3P3TDNLAG5097Vm1gWYHIptARDv7m5m1wO3AjfnjSfvterXr/98lSpVLgJo27YtySm/TMHmrQrCL1W+XG1C1b1atWqRlpZGdHQ0aWlp1KxZM3hOTEyh/cbExNCoUSO+/uor6tQJVgDrH3886QHj9LPO5fWXn+Pdt15j7pw3AWjeojWpKTuyz09NTSY6zxRzdEwsqaHK4C9tgtWw+fPe5Z99hwDQ9cxzmTr+EQCioqoyYOjtB38PDOhzGXXr5V4PWJjATzuDN4mERNSIJuvHnbnaZP2YRuam9ZAVIGtnCoGUH4iMrUvgxzQObN0YnHoG9q9cRoUGzYGPDyuGt958gzlz3gagRYtWpCTnGIeUFGJiY3K1j4mNITUlfJu8Ppr/AR06dKJChQrUqlWbNm1PYu3aNdSrXz/seXn/PSSnpGRXiHO1SU4hLjaWQCBA+t50atSont3+vn89yK03D+X4HNeKDcUbFRXFeeecw+o1a7KnoEVEygI9vDq80hqds4D/uvted/8JeCO0/yWCySChn7OB1sAGd1/rwUVvRSlZvZEjAesBTDSzFaHr1DCzakXoYzrwz9D7fwIzQ+edDrwc6m8acPBb8URgTqi6eQtw0iHiyWXbtm1XbdiwIWrDhg1R/7j6aubNm4e7s+qbb6hatWquqWMI3hwSFRXFqm++wd2ZN28e8fHxAMTHxzN37lwA5s6dS3zXrgB0iY8vsN+U5GQyMjIA2L17N1+vXMkJJ55ITGwsGzdu5MfQ9PMXnyVxQoNGnP/nixk9YSajJ8ykU9ez+OiDd3F31qz6mqioarmmjgFqR8dy3HFVWbPqa9ydjz54l05dzgx9jlhWfrkCgK8+X0a9408EIH3PbjJDa9TmzXmTNif9jqioqkX4df3iwOZvqRBbl4jasRAZSeXfxZPxzWe52mSsXEbFpsH/NrCoakTG1iOQlsyBzd9ix0VhVYMJUMWmbQns2HJY1wf484W9mDBxKhMmTqVr19P5YN77wfFf9Q1RVavmmjoOjkcMx0VVZdWq4O/1g3nv0yX+9LDXiKtThy8+D47hvn0/s3rVN5zYIP/aw7xatWzBli1b2fbDD2RmZvLRx5/QtUuXXG26dunM+/M+AODjBQtpd+qpmBl79uzhrnvvp0/vazipbdvs9oFAgB9/DN6Qc+DAARYnJtK4UaPCB0pERMqMsramcDbBhOs1wEPVuHZH0E96jvcRBCt4+3I2KGxq1d0XhqawuwGR7v6VmdUAdrl7QTFNAMa4+xuhc+49RDyH1KlTJxITE+lz3XVUrlKFYcN+Wcc3cMAAJk6aBED/AQMYO2YMGRkZdOzUiY6dOgHwt8su46EHH+S9OXOoU6cOo26/PWy/GzdtYvqTT2JmuDuXXHwxTZo0AeCqv/+dW2+9FYusSFxcPQYMuz1XrO07duWzpMUMuuEKKlWuwoCho7KPjRgUvKsY4Ib+w7MfSdOuQzyndQwmsP0G3crMhCfICgSoWKkS/QbdCsDmTd8zaey/wYwG/8/efYdHUW4PHP+ebOgkQDahqYQaig0llSYCgnpt15/tWq4o0nsTEEFQrJSAhEDoSLddRblXkF4DCaCIQAAVEEJLIiAEkrD7/v7YZckmIWwAk2DO53n2ye7MmZmz70x235x3ZlKtBl16DfKk6dzZ7fy5+BPKv/o6IsL5+LXYThyhTOsnyTjyG+m7t5O+9yeK17kTv97vg7Fz9n8LMalnATj73wVUaD8QRMg4coDzcavznkMmwSGhxMdtoUP7do5b0vS5fE1Vj+6dmRA1GYCuXXsQGTmK9LR0GgWHEBzs2K8bN64nZlI0p0+fZsTwN6lRsxbvjHyffzzyGOMiR9O1cweMMbR+oA01alz99j0Wi4XuXTrxxtDh2O122j7QmuqB1Zg9Zx5BdWoTER7Gg20e4MPRY2n3Wkd8fHx44/UBAHz97RKOJB5l7oJFzF3gKNq/P3IEJUuWZPDQt7DZLmK327mnYUMeatvmutpNKaVuNIOe55wbMddxAv01b1TkXmAWEMbl4eMYY8xoEYkD9gA/GWM+cg4f7wXuN8b8IiILAB9jzCNXWPdw4KwxZrTz9XxguzFmlPN1Q2PMDyLSDgg2xnTPJc9+OIaA3zHGTHJO24hjOPozcfQs7zLG/Cgi24HXjDFbRWQmUMMY0yJrPrn55ddf839nXMU5mydF1fxVeYZHF6rnq9OvvVPQKWRT3P3voEIjMIf7WSqliqx87aUd3fNDvn3PVqnX8KbrgRbI8LExZhuOquCPwP+AuEyzFwEv4hhKxlnh6wgscV5ocoK86QkEi8gOEdkFdM7DsvOACsCCTNNeANqLyI/Az8DjzunDcVQ5twLXfqdjpZRSSv0ljHjl2+NmVCCVwpuFiDwFPG6MeSk/tqeVQs9opdAzWilUSt0E8rWalpiwI9++Z6vWveumqxQWtnMKCw0RmQA8BDxc0LkopZRS6vrdrDeVzi83badQRF4BemWZvMEY0y2P6xkCPJ1l8mfGmB7Xk59SSiml1M3kpu0UGmNmAjNvwHreBd69/oyUUkopVZjp1ce5uznPhFRKKaWUUjfUTVspVEoppZTKi5v1quD8oq2jlFJKKaW0UqiUUkqpokHPKcydVgqVUkoppZRWCpVSSilVNOg5hbnT1lFKKaWUUtopVEoppZRSOnyslFJKqSJCLzTJnVYKlVJKKaWUdgqVUkopVTQY8cq3hydE5EERSRCR/SIyKIf5JURkkXP+ZhGpnmneYOf0BBFpeyPaRzuFSimllFL5TEQswETgIaAB8C8RaZAlrD3whzGmNhAJfOhctgHwHHA78CAQ7VzfddFOoVJKKaWKBIPk28MDocB+Y8yvxph0YCHweJaYx4HZzuefA61ERJzTFxpj0owxvwH7neu7LnqhSSFiN9fdyb/hSnilFXQK2Vx4dXBBp5DNyXS/gk4hm4rFkwo6hWy8sPPrL78UdBo5qlmrVkGnoJT6GxGRjkDHTJOmGGOmZHp9C/B7pteHgbAsq3HFGGMuishpwOqcHptl2VuuN2ft457GEgAAIABJREFUFCqllFKqSDCSf1cfOzuAU64aWIjo8LFSSimlVP47AtyW6fWtzmk5xoiIN1AOSPZw2TzTTqFSSimligRjJN8eHogD6ohIDREpjuPCkcVZYhYDLzufPwWsNMYY5/TnnFcn1wDqAFuut310+FgppZRSKp85zxHsDiwFLMAMY8zPIvI2EG+MWQxMB+aIyH4gBUfHEWfcp8Au4CLQzRhju96cxNHhVIXBvl8OFrqdYS+ExeRS9rMFnUI2hy/eWtApZFNYLzQprPRCE6UKRL7+i5H8/J6tUyvwpvv3KYXvG18ppZRSSuU7HT5WSimlVJGg//s4d1opVEoppZRSWilUSimlVNGglcLcaaVQKaWUUkpppVAppZRSRYNWCnOnlUKllFJKKaWdQqWUUkoppcPHSimllCoidPg4d1opVEoppZRSWilUSimlVNFgjFYKc6OVQqWUUkoppZVCpZRSShUNek5h7rRTeBMwxjAlJpr4uDhKlChB7779qV27Tra4/fv2Ejl2NOnp6QSHhNCxU1dEhPXr1jJ/3hx+//0QYyMnUCcoyLXMb7/9StSE8ZxPTUVEiBwfRfHixT3KaWrMROLjtjhzep1aV8hp/NiPSEtPJzgklA6duiEizP1kJptjN+Ll5UW5cuXp1XcAVqs/X36+iDWrVwJgs9k4/Psh5iz4HB8f36vmFLd1G9FTpmG323mozQM89/T/uc1Pz8jgo7Hj2Lf/F3x9fBgysD+VK1ViT8JeIqOinW8MXnr+OZo2Dgfgi68W879l3yMI1asHMqB3D4/aJ7d2mz9tNDu2bqB4iZK07zmc6rXqZYv7Yu5ENqz6L6nnzjB54TrX9AXTx7D7p62O95N+gTOnUoiev/qa8oiJmeQ6pvr07ZfjMbVv3z4ix44hPT2N4JAQOnXqgoiwbt1a5s+by++//05k5HjXMbV92zZmzprBxYyLeBfzpv2rr3F3w4Zu64yPj2dyTAx2u50H27blmWeecZufnpHBmNGj2bd/P74+PgwePJhKlSoBsGjRIpYuW4aXlxddOnemUaNGua6z/4ABnD9/HoBTp05RNyiIYcOGAbBjxw5ipkzh4sWL+Pr68sUXX+S5HZVS6u9EO4U3gfj4OBKPHGHKtJkkJOwhOupjxo6bkC1u4sQJ9OjVh7p16zF82BC2xscRHBJKYGB13nhzGFETxrvF22w2xoz6kL79X6dmzVqcOXMGi8XiUU5b47eQeOQIMdNmk5Cwm0lR4xk9Lipb3KSJ4+nWqy9169ZnxLA32BYfR6OQUJ586hle/PcrAHzz9X9YNH8uXXv05smnnuXJp54FYMvmTXz9ny886hDabDYmTIrhw5Ej8Lda6d5nABFhoQRWu80V892y7ylbpiyzp05m1Zp1TJv1CW8OHED1wECix43BYrGQnJJC5x59iAgL4Y8/TvHVN98yLXoCJUqU4J0PPmLV2nW0bd3KozbKyY6tGzh+9Hc+mPQfft27kzmT32foqNnZ4hqGNKfVw88yqOs/3ab/q30/1/Pl3y7k4G8J15SH45hKZOq0GSQk7GFiVBSR48Zni4ueOIGevXpRt2493ho2lK3x8QSHhBAYWJ0hbw4lasLHbvG+5Xx5660RWK1WDhw4wLChQ/hkzjzXfJvNxsToaN579138/f3p1bs3YeHhBFar5opZtnQpZcuWZcb06axes4YZM2YwePBgDh46xJq1a5k8eTIpyckMfuMNpk2dCnDFdY4eNcq13pEjRxIeEQHA2bNniZo4kZHvvEPFihU5derUNbWjUurmopXC3P2l5xSKyHAR6e9hbAsR+fYGbLOdiGTvnfzFROQJEWmQ6fVqEQm+EeveHLuRlq0eQESoV68+586dIyUl2S0mJSWZ86nnqFevPiJCy1YPEBu7EYDbqlXj1ltvy7bebdu2Ur1GDWrWrAWAr6+vx53CzbEbud+VUwPOnTubY06pqanUq9cAEeH+Vg8QG7sBgNKly7jiLlw4T06/p2tXr6R5i/s9yidh7z6qVqlClcqVKVasGC2aN2Vj7Ga3mI2xW2jTyrG+5k0bs/3HHRhjKFmyhOt9p6dnuOVis9lIS093/ExLx+rn51E+V7J9yxoat3gYEaFW3TtJPfcnp1KSssXVqnsn5f38c11X7LplhDdre015xMZuomWrVpmOqdz236VjqhWbnMdUtSscU7Vq1cZqtQIQGBhIWloaGRnprvl79+6latWqVKlShWLFinFf8+bEbtrkto5NsbG0bt0agGZNm/LDjz9ijCF20ybua96c4sWKUblyZapWrcrevXs9Wue51FR+3LGDCGencPXq1TRp3JiKFSsCUL58+WtqR6WU+ju5KSuFIuJtjLlY0Hlk8QTwLbDrRq84OSkZ/4AA12urvz/JScn4+VndYqz+2WNyk3jkMIIw9M3BnDl9mmbNW/DU08/kuszl7SUR4JZTAMlJSVlySsLf/3LHxt8Zc8mc2TNYteJ7Spcpw7sfjHZbf9qFC2zbGk+nrj08yicpOYWAgMzbsrInYZ97zpliLBYLZUqX5syZPylXzpfdCXsZM34Cx0+cZGDf3lgsFvz9rTz1zyd44ZUOlChenEb3NCT43ns8yudKTqWcxM+/sut1BWsl/kg5cdUOYFZJJ46SdOII9e8MuaY8kpOS3fafY9/kdExl3X+5H1OZbdiwnlq1a1Os2OXh9qTkZALc1ulPQoJ7tTM5+fLxbrFYKF26NGfOnCE5OZl69eq5LZuU7MjnauvctGkTd999N2VKlwbg8JEj2C5e5PWBAzl//jyPP/44HWvV8vi9KaVuTlopzN0NrxSKyBAR2Ssi64G6QEkR2ZJpfnUR+cn5/EER2SMi24Anr7Le4SIyR0Q2AHNEJEBEvhCROOejiYf5zRKRSSISKyK/OiuUM0Rkt4jMyhT3LxH5SUR2isiHmaafFZF3ReRH5zoqiUhj4DFglIj8ICKXvl2eFpEtzvZodoV8OopIvIjEL1w435O3cMPYbDZ27dpJ/wGD+HDUWDZt2sAPP2zPt+2/9PKrzPhkAfe1aMmSb752m7dl8ybqN7jdo6HjG6F+3SCmRU8gKnIUCz/7gvT0dP48e5ZNm7cwZ3oMCz+ZwYW0CyxftTpf8rmazeuXEhzRCi8PK7v57eDBA8ycMYMePXoWdCoArFm9mhb33ed6bbfZ2Ld/P2+PGMHId95hwYIF/PbbbwWYoVJKFbwbWikUkUbAc0BD57q3AVuB4iJSwxjzG/AssEhESgJTgZbAfmCRB5toADQ1xpwXkflApDFmvYhUA5YC9T1MtQIQgaMjtxhoArwGxIlIQ+AE8CHQCPgDWCYiTxhjvgLKALHGmCEi8hHQwRgzUkQWA98aYz53tgWAtzEmVEQeBt4CWmdNxBgzBZgCsO+Xg+bS9G+/WczSpf8FoE6duiSdPOlaJjkpCau/1W09Vn8ryUm5x2Rl9ffn9jvupFy5cgAEB4fwy/59NGyYczVsyTdfs8yVUxAn3XI66VZVurT+pEyVwaQcYgBa3N+KEW8N4fkXX3ZNW7d2Nc3v82zoGMDf6sfJk5m3lYy/1X2o1+qMCfD3x2azcS41FV9fH7eYwNtuo1Spkvx28BDHjh+ncqWKlHe2T9OICHbt3kPr+1t4nBfAiv9+ypplXwFQo04DUpKOueb9kXycCn4V87Q+gC3rlvFip4F5Wubbbxbz3dLvAAjKsv8c+yanYyrr/sv9mLoUN/Kdd+jXrz9VqlR1m+dvtXLSbZ1JruFm13atVpJOnnTtp9TUVHx9fbFarVlyTsLfuWxu6zx9+jQJe/cydOjQy3n4++Pj60vJkiUpWbIkd9xxB3v27KFGjRpXfX9KqZuX3qcwdze6UtgM+I8xJtUYcwZHhwvgUxydQZw/FwH1gN+MMfuMMQaY68H6FxtjzjuftwaiROQH53Z8RaSsh3l+49zmT8BxY8xPxhg78DNQHQgBVhtjTjqHqecBzZ3LpuMYJgZHh7d6Ltv50sO4bB559DEmRE1mQtRkIiIas3LF9xhj2LNnN6XLlHEb5gPw87NSqnQZ9uzZjTGGlSu+Jyy8ca7baHRvMAcPHODChQvYbDZ27vyJatUCrxj/j0cfZ3xUDOOjYgiLaMIqV067rphT6dKl2bNnF8YYVmXKKfHIYVfc5tiNbuennTt3lp0/7SAsIvf8M6sbVIcjiUc5euw4GRkZrF67noiwULeYiLBQlq1YBcDa9RtpeNediAhHjx3HZrMBcPzECQ4dPkzlihWpGBDA7oS9XLiQhjGG7T/uoNptt3qc0yWtHn6Gt8fN5+1x87k3rAUbV/8XYwy/JPxEqTJl8zx0fPTwAc6d/ZPade/K03KPPPoYUVHRREVFEx4RwcoVK1zHVJlc99+lY2oF4eERuW7j7NmzDH9rGO1eeYUGt9+ebX5QUBCJiYkcO3aMjIwM1qxdS3h4uFtMeFgYy5cvB2Dd+vXcfdddiAjh4eGsWbuW9IwMjh07RmJiIkFBQVdd5/r16wkNDXW7ajw8PJyff/4Zm83GhQsXSEhIoJYOHyulirj8OqdwEfCZiHwJGGPMPmdFLq/OZXruBYQbYy5kDnBW6K4mzfnTnun5pdfeQEYuy2Y4O5QANnJvwzQP43IVHBJKfNwWOrRv57j9S5/L1+706N6ZCVGTAejatQeRkaNIT0unUXAIwcGO8802blxPzKRoTp8+zYjhb1KjZi3eGfk+ZX18eOKfT9K3dw8QCA4OJSQ0zMOcwtgat4VO7f9NiRIl6NlngGter+6dGB8VA0Dnrj0ZHzmK9LQ07g0OpVGwo6M2e+Y0jhw5jIhQsWIlunbv7Vo+duMG7rm3ESVLlvK4jSwWC907d2DwsBHY7TbaPtCa6oHVmDV3PkF1atM4LJSH2rTmgzHjeLlDZ3zK+jBkoONK3p27drHo8y+xWCx4eXnRs0snypXzpVw5X5o1aUzX3n2xeFmoVasGDz94bRd2XHJXoybs2LqBgZ2fcN6S5i3XvGG9n+ftcY5TCD6dNZ7YdUtJT7tA3/YP07z14zzxr04AbF63lLBmbTw91nMUEhJKfFwcr7V/1XFLmj59XfO6d+9KlPMWPV27dicycgxpaekEBwdnOqY2MHnSJE6fPs3w4cOoWbMm74x8j2+/WUxiYiILFsxnwQLHexk58j3XhRwWi4UuXbrw5ptvYrPbadOmDYGBgXwyZw5BdeoQHh5O27ZtGTV6NK+2b4+Pjw+DBjoqooGBgTRr1oxOnTphsVjo2qWL6wKhnNZ5yZq1a3nm6afd3n+1atUIbtSILl274uXlRdu2bQnKdKsmpdTfk13PKcyVXO7f3ICVidwLzALCuDx8HGOMGS0iccAe4CdjzEfO4eO9wP3GmF9EZAHgY4x55ArrHg6cNcaMdr6eD2w3xoxyvm5ojPlBRNoBwcaY7ldYzyycw7wiUt35/I7M84ANQCyXh4+XAhOMMV+LyFljTFln/FPAI8aYdiIyAdhmjJnpnLca6G+MiRcRfyDeGFM9t/bLPHxcWNgL4T+9KWU/W9ApZHP4Yt4riH+1isWzX9Vc0LywF3QKV1RTK4VKFYR87aX9sO9kvn3PNqwTcNP1QG/oN74xZhuOquCPwP+AuEyzFwEv4hhKxlnh6wgscV5ociKPm+sJBIvIDhHZBXS+zvRdjDFHgUHAKhzvZasx5uvcl2IhMEBEtme60EQppZRShYRB8u1xM7qhlUJ1fbRS6BmtFHpGK4V5o5VCpQpEvvaetu9Lyrfv2Xvq+N90PcPC942vlFJKKaXyXaG7ebWIvAL0yjJ5gzGmWx7XMwR4Osvkz4wx715PfkoppZS6OektaXJX6DqFzgs1Zt6A9bwLaAdQKaWUUsoDha5TqJRSSin1V7hZLwDJL3pOoVJKKaWU0kqhUkoppYoGPacwd1opVEoppZRSWilUSimlVNGg5xTmTiuFSimllFJKK4VKKaWUKhr0nMLcaaVQKaWUUkpppVAppZRSRUPh/e/rhYNWCpVSSimllFYKlVJKKVU06DmFudNKoVJKKaWU0kphYVLcXCjoFLIpjPd0SvcqWdApZHOr9+GCTiGbDClR0Clkk2ovU9Ap5Ki4pLP3l0MFnUY2QbWqFXQKSv2tFMbvtMJEK4VKKaWUUko7hUoppZRSSoePlVJKKVVE6IUmudNKoVJKKaWU0kqhUkoppYoGvdAkd1opVEoppZRSWilUSimlVNFgNwWdQeGmlUKllFJKKaWVQqWUUkoVDXpOYe60UqiUUkoppbRSqJRSSqmiQe9TmDutFCqllFJKKa0UKqWUUqpoMHr1ca60UqiUUkoppbRSqJRSSqmiwa5XH+dKK4VKKaWUUkorhUoppZQqGvTq49xppVAppZRSSmml8GYQF7+VSVOmYbfbeLBNG5575im3+ekZGYwaE8m+/fvx8fFlyKABVK5Uia3btzN95idcvHgRb29vOrRvxz133w1A/0FvkJLyB8WLFwfg/ZEjqFC+fJ5ymjxlKja7nYfaPMCzzzydQ05j2bf/F3x9fHhj0OuunGbMnJ0pp1do6Mxp5uxPWL5yFWfPnuXrLz7LczsZY4iJmUR8XBwlSpSgT99+1K5dJ1vcvn37iBw7hvT0NIJDQujUqQsiwrp1a5k/by6///47kZHjqRMUBMDx48fo3Kkjt9x6KwD16taje4+enrfV1m1ET5mG3dlWzz39f9na6qOx41xtNWRgfypXqsSehL1ERkU73xy89PxzNG0cDsAXXy3mf8u+RxCqVw9kQO8ern2Za/tMnkycs3369utH7dq1c2yfsWPHkp6WRkhICJ06d0ZE+PPPP3n//fc5cfw4FStVYvDgwfj4+LBjxw7eHjGCypUrA9C4cWOef+EFAL766iuWfvcdxhgefPBB2j7+Qq75zYj5mG3xmyleogQ9+gymZu2gbHG/7EsgKvJ90tPTuTc4jFc79UREGPPBcBIP/w7AuXNnKVOmLGOipnPi+FF6df43VW+pBkBQvQZ06t4v17bKnNOUmGi2xm2hRIkS9Oo7IMdjav++vYwbO4r09HQahYTSsVNXRIQZ06ewZXMsxby9qVylKr369Kds2bKu5U6cOEG3zu351wv/5sn/ezrbepVSKj9ppbCQs9lsRE2K4d0RbzF10kRWr13LwUOH3GK+W/o9ZcuWZda0KTz5xGNMnzkbgHK+vrzz1ptMiZ7AgL69+WhMpNtygwb0ZXLUeCZHjc9Th9BmszFx0mRGjhjO1EkTWZVDTkuXLsuU0+NMnznLldPbbw0lJjqKAX378NGYsa5lwsNC+ThyTF6ax018fByJRxKZOm0GPXr2YmJUVI5x0RMn0LNXL6ZOm0HikUS2xscDEBhYnSFvDuWOO+7ItkyVKlWIioomKio6Tx1Cm83GhEkxvDdiGNOiJ7BqzToOHvrdLea7Zd9TtkxZZk+dzJOPP8a0WZ8AUD0wkOhxY4iZMI733h7G+ImTsNlsJCUl89U33zIxcjRToz/Gbrexau26q7dPXBxHEhOZNn06PXv2JOoK7TMxKopePXsybfp0jiQmEu9sn08//ZSGDRsybfp0GjZsyGeffupa5vY77iBq4kSiJk50dQgPHDjA0u++I3LcOCZGR7NlyxaOJh6+Yn7b4jdzNPEwUVPn0aVHf6ZMHJtj3JTosXTpOYCoqfM4mniY7Vs3A9Bv0HDGRE1nTNR0wps0J6xxM9cylarc4prnaYcQYGv8FhKPHCFm2iy69ezNpKiPc4yLnvgx3Xv1IWbaLBKPHGFrfBwADe+5l4mTpjIhegq33HILn3+6wG256VMn0yg4xON8lFLXx5j8e1wPEfETke9FZJ/zZ4UcYhqKyCYR+VlEdojIs5nmzRKR30TkB+ejoSfbLXSdQhEZLiL9PYxtISLf3oBtthORnL8hc44/e73b9FTC3n1UrVqFKlUqU6xYMe5r3oyNsZvdYjZt3swDrVoC0LxpE7b/+CPGGGrXqoXVagWgemA10tPSSc/IuOE5tWjenE055tQKgGZNm/BDDjkFBlYjLVNO9evVw+rnd815xcZuomWrVogI9erV59y5s6SkJLvFpKQkk5qaSr169RERWrZqxabYjQBUq1aNW2+97Zq3n5OEvfuoWqUKVSpfaqum2fbfxtgttGl1PwDNmzZm+487MMZQsmQJLBYLAOnpGWS+aM5ms5GWnu74mZbuUbvFxsbS6lL71K/PubNnSUlJcYtJSUlxtE99R/u0atWK2E2bHMtv2kTr1q0BaN26NZuc06/k999/p27dupQsWRKLxcIdd97J5o1rrxgfF7ue+1q2RUQIqnc7586d5Y8s++8P5/4Lqnc7IsJ9LduyZdN6txhjDBvXraLpfa2v2iZX4zimWjuPqQZXOaYaOI+p1sQ6j6l77w127cO69eqTlJTkWm7Txg1UqlyZatWqX3eeSqm/nUHACmNMHWCF83VWqcC/jTG3Aw8C40Qkc4VngDGmofPxgycbLXSdwr+KiNyUQ+VJyckE+Pu7Xgf4+5OcnJw9JsARY7FYKFO6DGfO/OkWs27DRmrXqkXxYsVc00ZHfkzn7r2Yu2AhJg9/1iRnycnf30qSRzmdcYtZn0NO1yM5KZmAgIBMeQWQnJScLcbqlnv2mJwcO3aMHt27MfD1AezcudPjnJKSU1zt4NielaRk945YcqYYR1uVdu2/3Ql7ea1rDzp270Wvrl2wWCz4+1t56p9P8MIrHXj2pVcoU7o0wffe40EuWfebv1snBSApKQn/rDHOfXvq1Cn8nJ3PChUqcOrUKVfcnt276da1K0OHDuXgwYMABAYGsvPnnzlz5gwXLlwgPi6OpJMnrphfSnIS/gEVXa+t/gEkJ5/M0lYnsVoD3GJSkt3fw66fd1C+vB9Vb7nVNe3EsaP079GeoQN7smvnj1fMIavkpKw5+ZOcpc2Ss7VZQLYYgO+XLXVVBc+fP88Xny/iX8+/5HEuSqnrZ5B8e1ynx4HZzuezgSeyvRdj9hpj9jmfJwIngICscXlRKDqFIjJERPaKyHqgLlBSRLZkml9dRH5yPn9QRPaIyDbgyausd7iIzBGRDcAcEQkQkS9EJM75aOJhfjWcJdqfRGRkpullRWSFiGxzznvcOf1tEemdKe5dEel1hXV3FJF4EYmfv3CRJ+nk2YGDh5g+cza9enR1TRvUvx9Toicw9qP32fnzLpavXPWXbPvKOR1k+sxZ9OrRLV+3ey38/PyYNXsOE6Im8lqHjoz66ANSU8/ly7br1w1iWvQEoiJHsfCzL0hPT+fPs2fZtHkLc6bHsPCTGVxIu8DyVavzJZ9LRAQRx4de7Vq1mDV7NhOjo3ns0Ud55+23AUfl9emnn+bNIUMYOnQoNWvWxMtZNfsrrV+znKb3tXK9ruBnJWbWp4yeMJ12r3Vj3Kh38m3/XbJo4TwsFgst7nfkNX/eJzz+xP9RqlSpfM1DKZV/Mn+/Ox8d87B4JWPMUefzY0Clq2wrFCgO/JJp8rvOYeVIESnhyUYLvHomIo2A54CGOPLZBmwFiotIDWPMb8CzwCIRKQlMBVoC+wFPelENgKbGmPMiMh+INMasF5FqwFKgvgfrGA9MMsZ8IiKZezEXgH8aY86IiD8QKyKLgRnAlzhKuV7O9xea04qNMVOAKQAH9ydkK9f5W62czFR1OJmU5Bp+dYs5mUSAvz82m41zqefw9fVxxY8Y+R6v9+tN1SpVLi/j71hH6dKlaXnffSTs3esagr4aa5ackpKS8fcoJ19XTm+PfI8B/fq45XQtvv1mMd8t/Q6AoDpBnDx5ubKUlHQSq797XlZ/q1sVJ6eYrIoVK06xYo6LOOrUqUOVKlU4cviI60KU3Phb/Th5MmtbuQ/1Wp0xl9sq1bX/Lgm87TZKlSrJbwcPcez4cSpXqkj5cuUAaBoRwa7de2h9f4ts2//mm29Y+p2jfeoEBWXZb+4VLshePUxKSnLt2/Lly5OSkoKfnx8pKSmUc26/dJkyrviQ0FAmTpzI6dOnKVeuHG3btqVt27YAzJo1i3J+7vv7f9/+h+XfOc4AqR1U162SmJzkXhV0tJV79TA56SR+1svvwWa7yOaN6xg1foprWub9V6tOXSpXuYXEI79Tu069bO0FsOSbr1m69L+ONquTNackt0ozOKqHSdmOqcsxy79fStyWzYx87yNXR3pvwh42rl/HrBlTOXfuLCJeFC9ejEcezVYMUErdQPZ8/Dd3mb/fcyIiy4HKOcwakmU9RkSumLmIVAHmAC8bY+zOyYNxdCaLO3MYCLx9tZwLQ6WwGfAfY0yqMeYMsNg5/VMcnUGcPxcB9YDfjDH7jGO8c64H619sjDnvfN4aiBKRH5zb8RWRslde1KUJcOkM8TmZpgvwnojsAJYDt+Do3R8AkkXkHqANsN0Yc/UxyhzUDarDkSOJHD12jIyMDNasXUdEWJhbTERYKN+vWAnA2vUbaHjXXYgIZ8+eZejwt2nf7t/c3qCBK95ms3H6tGMo9+LFi8TGxVE9MDDPOR1z5rR67VrCw9z7vOFhYXy/YgUA69Zv4G63nEbwaruX3XK6Vo88+pjrApDwiAhWrliBMYY9e3ZTpkwZ/PzcO3x+flZKly7Nnj27McawcsUKwsMjct3G6dOnsNlsABw9epTExEQqe9iZrRtUhyOJRzl67LizrdYTkaWtIsJCWbbCUaldu34jDe+6ExHh6LHjru0eP3GCQ4cPU7liRSoGBLA7YS8XLqRhjGH7jzuodtut2bYN8Oijj7ouAImIiGDFpfbZfal93Duofn5+jvbZ7WifFStWEB7uuOI5PDyc5cuXA7B8+XLCIxztlpKS4jr9ICEhAWOM6w+AS0PMJ06cYOOGDTRr4X6e30OP/NN1AUhoeDPWrFyKMYa9e36mdJkyVMiy/yo499/ePT9jjGHNyqWEhDd1zd+xfSu33FoNq//lId/M++/Y0USOJh6mUuWqV9wZs9YGAAAgAElEQVRn/3j0cT6OiuHjqBjCI5qwcsVy5zG1i9K5HlO7nMfUctcxtTU+ji8//5Shb71NyZIlXct8OCqS6bPmMn3WXB57/EmefvZf2iFUqogxxrQ2xtyRw+Nr4Lizs3ep05fjuTci4gssAYYYY2IzrfuocUgDZnKFwlRWBV4pzMUi4DMR+RJHR3mfp1fPZJF5nMgLCDfGXMgccOmv96vIqZf+Ao7x+0bGmAwROQBc+uSfBrTD8VfAjLylfJnFYqF7l068MXQ4drudtg+0pnpgNWbPmUdQndpEhIfxYJsH+HD0WNq91hEfHx/eeH0AAF9/u4QjiUeZu2ARcxc4iqrvjxxByZIlGTz0LWy2i9jtdu5p2JCH2rbJU07dunTmjaFvYbfbafNAa6oHBjJ7zlyC6tRx5fSRK6eyvPH66wAs/nYJiYlHmbdgIfMWLHTm9Dbly5dn2oyZrFq9hrS0NF74dzsebNuGl1543uO8QkJCiY+L47X2rzpuSdOnr2te9+5diXLe3qVr1+5ERo4hLS2d4OBggp3neW3cuIHJkyZx+vRphg8fRs2aNXln5Hvs/Gknc+d+gsXbGy8RunXvgY+PT4455NRW3Tt3YPCwEdjtNtf+mzV3PkF1atM4LJSH2rTmgzHjeLlDZ3zK+jBkoOPq2J27drHo8y+xWCx4eXnRs0snypXzpVw5X5o1aUzX3n2xeFmoVasGDz/Y1oP2CSEuLo72r75KiZIl6dOnz+X26daNqIkTHe3TrRuRY8eSlua4ZU9wiKN9nn7mGd5/7z2WLV1KxYoVGfzGGwBsWL+eJUuWYLFYKF68OAMHDXL9Tr07ciRnzpzB29ubrl27Uqbsldvt3pBwtsXH0u215ylRogTd+lw+r7pf9/aMiZoOQIeufYiK/ID0tDTuCQ7j3uDLfyStX7vSbegYYNfOH1k4dwbeFm/ES+jYrS8+Pr5XbS+A4JBQ4uM207H9y45b0vS5fA1cz+6d+DgqBoAuXXswLnI06WlpNAoOoVGw4/M3ZlIUGRkZDB0yEIC6devTrUfv7BtSSuWLm+jm1YuBl4EPnD+/zhogIsWB/wCfGGM+zzKvijHmqDg+jJ8APDoZXvJygcFfQUTuBWYBYVwePo4xxowWkThgD/CTMeYj5/DxXuB+Y8wvIrIA8DHGPHKFdQ8HzhpjRjtfz8dRtRvlfN3QGPODiLQDgo0x3a+wnsXAp8aYuSLSBRhljCnrPE+wtjGmh4jcD6wEahhjDjh31k9AMaCOMcZ2tbbIafi4oN2Ak2VvuItyYy5MuZGK2y9cPSifZVg8OoUkX523ly7oFHJUXNILOoUcBdWqVtApKPVXy9cvmf9tz8i379mH7il2ze9NRKw4RkyrAQeBZ4wxKSISDHQ2xrwmIi/iqAL+nGnRds5+zUocRSsBfnAuc9U7pxR4pdAYs01EFgE/4iiPxmWavQgYBdRwxl5wnqi5RERSgXWAZyUbh57AROdwrzewFujswXK9gPkiMhD33vo84BvnRTDxODqwl95XuoisAk550iFUSiml1F+rgOtgHnOectYqh+nxwGvO53O5wml0xhjPLhLIosArhX9XzgtMtgFPX7pk/Gq0UugZrRR6RiuFntNKoVIFJl+/ZP67Lf8qhQ/fe+2VwoJS4JXCvyMRaQB8i+MCGo86hEoppZT6a9kLYaGjMPlbdApF5BUcQ7yZbTDG5OkmeCIyBMj6D0g/M8a8m5f1GGN2ATXzsoxSSimlVEH6W3QKjTEzcZxseb3reRfIUwdQKaWUUjcHPWMud4XhPoVKKaWUUqqA/S0qhUoppZRSV3MT3aewQGilUCmllFJKaadQKaWUUkrp8LFSSimligi7XmiSK60UKqWUUkoprRQqpZRSqmjQW9LkTiuFSimllFJKK4VKKaWUKhqM/pu7XGmlUCmllFJKaaVQKaWUUkWDXn2cO60UKqWUUkoprRSq3FU8+mNBp5DNoaoRBZ1CNmVtpwo6hZuCzatwfuT4ZKQUdArZpHmX5sD+vQWdRjbVawcVdApKXTO9+jh3WilUSimllFJaKVRKKaVU0aCVwtxppVAppZRSSmmlUCmllFJFg93ofQpzo5VCpZRSSimllUKllFJKFQ16TmHutFKolFJKKaW0U6iUUkoppXT4WCmllFJFhA4f504rhUoppZRSSiuFSimllCoa7FopzJVWCpVSSimllFYKlVJKKVU0GL15da60UqiUUkoppbRSqJRSSqmiQa8+zp1WCpVSSimllFYKlVJKKVU06NXHudNKoVJKKaWU0krhzSAufiuTpkzDbrfxYJs2PPfMU27z0zMyGDUmkn379+Pj48uQQQOoXKkSW7dvZ/rMT7h48SLe3t50aN+Oe+6+G4BVq9ew4NPPEQGrnx8D+/ejXDnfa8pvw869jFrwX+x2O080a8SrD9/nNn/Osg38Z1083l5eVPApw1uv/JOq1goAHE0+xduz/8PxlDMgENXr31T1r3BNeRhjmBozka1xmylRogS9+r5OrdpB2eL279vLx2M/Ii09jUYhYXTo1A2Ry1ekffXlp8ycFsOcBV/iW64ch38/xMeRH/HL/v28+PKr/PP/nvE4p83bfmDC1NnY7Xb+8UBLXnjqcbf56RkZvBc5kb2//IavT1neGtCLKpUqcvHiRT6KmsLeX3/DZrPR9v7mvPjUE5w4mcS746L549RpRIRH27bkqUcfznNbxW3dRvSUadjtdh5q8wDPPf1/2fL6aOw49u3/BV8fH4YM7E/lSpXYk7CXyKhoR5CBl55/jqaNwwF48dUOlCpVCi8vLywWC9HjxuQpJ2MMU2Ki2Rq3xbn/BlC7dp1scfv37WXc2FGkp6fTKCSUjp26IiLMmD6FLZtjKebtTeUqVenVpz9ly5bl+PFjdO3UnltuvRWAunXr061Hb49y2rztB6KmzsLm2n9PZGun9yMnkvDLr5Tz8WGYc/99v3odC7/6xhX364FDTBn7AbdUrkSPN95yTT+ZlMIDLZrS47V2HrdTXPxWJk+Zis2575595ulsOY0aM9a1794Y9Lrr82DGzNmZPg9eoaHz82Dm7E9YvnIVZ8+e5esvPvM4F6VuNnpOYe60U1jI2Ww2oibF8MHIt/H3t9KjTz8iwkMJrFbNFfPd0u8pW7Yss6ZNYdWatUyfOZshg16nnK8v77z1Jlarld8OHOSNYW+x4JNZ2Gw2oqdMY9qkiZQr58vUGTP5+ttv+fcLz+c9P7udD+Z9w6S+r1Cpgi8vjJzMfQ3rU6tqRVdMvWpVmPdmF0qVKM6nqzYz/rOlfNj5OQCGTv+c1/7RgvDba5N6Ic2tc5ZXW+O3cPTIYSZP+4S9CbuZFDWe0eMmZoubPHEc3Xr1Jahufd4eNpht8VtoFBIGwMmTJ9i+bSsBAZfzL+vjQ4fO3YndtCFP+dhsdsbFzGDMiCEEWK106v8GTUIbUb3ara6YJd+vwqdsWebHjGfF2o3EzJ7P8Nd7s2pDLBkZGcz6eBQX0tJ4uXs/WjVrTPFixej26ksE1apBaup5OvQbTPDdd7mt8+p52ZgwKYYPR47A32qle58BRISFEljtNlfMd8u+p2yZssyeOplVa9YxbdYnvDlwANUDA4keNwaLxUJySgqde/QhIiwEi8UCwOj3Rl7zHxdb47eQeOQIMdNmkZCwm0lRHzNm3IRscdETP6Z7rz7UrVuf4cOGsDU+juCQUBrecy8vt2uPxWJh1oypfP7pAtq92gGAylWq8nFUTJ7ysdnsjI+ZwWjn/uvcfzBNQoPd2vq/36+kbNkyzI/5mBVrNzBl9nzeer03D7RoxgMtmgGODuGb74+mTs3qAEwf95Fr+Y59B9E8IjQPOdmYOGky7498x/l50Jfw8DC3z4OlS5e5Pg9Wr1nL9JmzGDJoIOV8fXn7raFYrVYOHDjIG8OGMf+T2QCEh4Xy2KOP8GqHTnlqI6XU30uhGD4WkY3XufxZ588WIvLtjcnKbf3tRKRqptfTRKTBjd5OThL27qNq1SpUqVKZYsWKcV/zZmyM3ewWs2nzZh5o1RKA5k2bsP3HHzHGULtWLaxWKwDVA6uRnpZOekYGxhgwhgtpFzDGkJp6Hquf3zXlt/O3w9xW0cqtAX4U8/ambeidrP5ht1tMSL2alCpRHIC7at3G8T/OAPBL4glsdjvht9cGoHTJEq64a7EldgP3t2qDiFC3XgPOnTtLSkqyW0xKSjKpqanUrdcAEeH+Vm3YHHu5szd9SjTtXu3o1jktX74CdYLq4W3J299Qu/ft55bKlalauRLFinnTsllj1m+Jd4vZsDmeti2bA3BfkzC27fgZYwwiwvm0NC7abKSlpePt7U2Z0qWx+lUgqFYNAEqXLkXgrbdwMiUlT3kl7N1H1SpVqFLZcUy1aN402zG1MXYLbVrdD0Dzpo3Z/uMOjDGULFnC1QFMT8+AG3jLr9jYTbRs1RoRod5V9l895/5r2ao1sbGOj4977w125Va3Xn2SkpKuK589+/ZzS+VKbvtvw5Y4t5gNm+N5sKWjMn5fk3C27tjp+P3KZMW6DbRs2jjb+n8/ksgfp85wV4P6HueU9fOgRfPmbMrx86AVAM2aNuGHHD4PAgOrkeb8PACoX6/eNX8GKHUzcX795cvjZlQoOoXGmOyfmPlMRCy5zG4HuDqFxpjXjDG7/vKkgKTkZAL8/V2vA/z9SU5Ozh4T4IixWCyUKV2GM2f+dItZt2EjtWvVonixYnh7e9OjWxc6de3Bv15qx8FDh3iwzQPXlN+JP85QqUI51+tKFXw56ez05eSrdVtpcqdjSPDQ8SR8Spei38T5PDdiIpGffYfNbr+mPACSk5LwDwhwvfb3DyA5S8cgOSkJq//lGKu/vytm86YNWK3+1KhZ65pzyCwpOYWK/lbX6wCrH0nJ7h24pJTLMd4WC2XKlOL0n3/SonEYpUqU4Ml2nXnmte48+8Qj+PqUdVv26PET7Pv1AA2Cauc5r0vHC4C/vzVbXsmZYhzHVGnXMbU7YS+vde1Bx+696NW1i6sjJiIMGjacrr36suS7pXnKCS7tv8sV2sz7xi3GP3Pu2fcxwPfLltIoOMT1+vixY/Tq3plBr/fl550/eZTPyeQUAtz2n5WTyX+4x6RcjvG2WChbpjSn/3T/3Vu1fhMtm2f/iFu5biP3N4vIU3U8OcvngWPfefJ54P47uT7T54FSSl1SKDqFWSp9a0TkaxH5VUQ+EJEXRGSLiPwkIrWccTVEZJNz2sgsq/MVkSUikiAik0Xkiu9RRM6KyBgR+RGIEJFhIhInIjtFZIo4PAUEA/NE5AcRKSUiq0UkONM63hWRH0UkVkQqOafXcr7+SURGXnqPBeHAwUNMnzmbXj26AnDx4kW+/e//iJ4wjgVzZlGzRnUWfvb5X57Hkk0/sOvgEV5u6xhWu2izs33fAfo88yBz3+zM4ZMpLN6w7S/PIydpFy7w2aL5PP9SuwLZfla79/2Cl5cXX86cxMIpH/PpV0tIPHbcNT/1/AWGfRhJj9depkzp0vmaW/26QUyLnkBU5CgWfvYF6enpAER++D6Txo/l3RHDWPzt/9ix8+d8zeuSRQvnYbFYaHG/o1rm5+fHjNnzGB81mdc6dGb0R++TmnouX3LZlbCPEiWKUzOwWrZ5K9dtpFWzJvmSR2YHDh5k+sxZ9OrRLd+3rVRBs5v8e9yMCkWnMIu7gc5AfeAlIMgYEwpMA3o4Y8YDk4wxdwJHsywf6oxrANQCnsxlW2WAzcaYu40x64EoY0yIMeYOoBTwiDHmcyAeeMEY09AYcz6HdcQaY+4G1gIdMuU43pnj4SslICIdRSReROLnL1yUbb6/1crJTJWQk0lJriEgt5iTjhibzca51HP4+vq44keMfI/X+/WmapUqAPzy628AVK1SBRGhebOm7Nq9J5dmurKKFXw5/sdp1+vjf5whoEL2c8pid+1n+pI1jOv+IsWLOYZhK1UoR9BtVbg1wA9vi4X776nPnkNZd2fulnzzFb27d6R3945U8LOSdPKka15S0kmsmaoqcKn6dDnGUTn05+jRRE4cP0bvbh3p0O55kpJO0qdnZ/7I49BsZv5WP04kXa7inExOwd/qPkTn73c55qLNxrlz5ynn48PyNRsIvfduvL29qVC+HHfUr8ue/b864i5eZNgHY2l9X9M8nY+WOa9LxwtAUlJytrysmWIcx1Sq65i6JPC22yhVqiS/HTzkWK+zYlahfHmaRISRsHffVXNZ8s3X9OzeiZ7dO+Hn50fSyROueZf2jVte/v5uw8JZ9/Hy75cSt2Uz/QYMclXgihUrjq+v45isXSeIylWqcOTwFX8lXQKsfpx023/JBFjdL4IK8Lscc9Fm4+y5VMr5XG6nK3X89v92AJvdTt3aNa+aR2bWLJ8Hjn3nyeeB4/2fTEri7ZHvMaBfH9fngVJKXVIYO4Vxxpijxpg04BdgmXP6T0B15/MmwALn8zlZlt9ijPnVGGNzxjTNZVs24ItMr+8Xkc0i8hPQErjdg3zTgUvnMW7NlGMEcOkyvvlXWtgYM8UYE2yMCX7+uWezza8bVIcjRxI5euwYGRkZrFm7joiwMLeYiLBQvl+xEoC16zfQ8K67EBHOnj3L0OFv077dv7m9weVTIP2tfhw69DunTjs6c9u2/0C12zy/UCGz26vfwqHjyRw5mULGxYss3fITLe6u5xaz51Ai7875msgeL+Dne3kI9PYat/Bn6gVS/nRUbeJ2/0rNKgHkxT8efYJxUVMYFzWF8IgmrFqxDGMMCXt2UaZMGfz83L8w/fyslC5dmoQ9uzDGsGrFMkLDm1C9Rk0+WfAFU2fNZ+qs+fj7BxD58WQqXMd5VvXq1OLw0WMcPX6CjIyLrFy3kSahjdximoQ2YunKtQCs2bCZe+66HRGhUoCVbTsclbbzFy6wK2EfgbdWxRjDhxNiCLztFp59/B/XlFfdoDocSTzK0WPHycjIYPXa9USEuXcuI8JCWbZiFQBr12+k4V13IiIcPXYcm80GwPETJzh0+DCVK1bk/IULpKaed+W7dfsPVM+hOpbVPx59nI+jYvg4KobwiCasXLEcYwx79uyidC77b49z/61csZzw8AgAtsbH8eXnnzL0rbcpWbKka5nTp0+5cj529CiJiUeo7EGHqG4O+69xaLBbTOPQYL5buQaANRtiude5/wDsdjurN2yiZbPsQ8cr1m6kVQ7Tr5qT8/PgmPPzYPXatYRn2XfhYWF8v2IFAOvWb+But8+DEbza7mW3zwOllLqkMF59nJbpuT3Tazvu+V6pOJt1em5F3AvOziMiUhKIBoKNMb+LyHCgZC7LXpJhLp9ZbuMGt6nFYqF7l068MXQ4drudtg+0pnpgNWbPmUdQndpEhIfxYJsH+HD0WNq91hEfHx/eeH0AAF9/u4QjiUeZu2ARcxc4qpDvjxyB1Wrlxeefo9/rg/H2tlCxYkUG9Ol1Tfl5WywMfP4Ruo5z3Hbl8SaNqHVLJaK/Wk6D6rfQomF9Ij/7jtQL6bw+eSEAlf3KM77Hi1i8vOj79IN0Hj0DA9QPrMqTzYNz32AuGoWEER+3mc7tX6JEiZL06DPANa93946Mi5oCQKeuvfg48iPS09K4NziURsG5V9v+SEmhX68upKam4uUlfPPVF0TFzKB06TJXbZveHV+h//D3sNvtPNzqfmpUu43p8z6lXu2aNAkL5uEH7ufdyIk836kXPj5leat/TwCeeLgtH3w8iZe798cYw0OtWlCreiA7du1h2ep11AysRvveAwHo8OJzhAff43E7WSwWunfuwOBhI7Dbba5jatbc+QTVqU3jsFAeatOaD8aM4+UOnfEp68OQgf0A2LlrF4s+/xKLxYKXlxc9u3SiXDlfjh47xvCRHwBgs9u4/77mhDS61+OcAIJDQomP20zH9i87bknTp79rXs/unVxXD3fp2oNxkaNJT0ujUXCIa//FTIoiIyODoUMc7XLp1jM7f/qJeXNn4+1tQcSLbt174eNz9SukvS0WenV8lQHO/fdQqxbUqHYbM+Z9St1M+++9yCie79QTX5+yDOt/+ffox593E+BvpWrlStnWvXrDJj4YNihP7QOOfdetS2feGPoWdrudNg+0pnpgILPnzCWoTh3X58FHrs+Dsrzx+usALP52CYmJR5m3YCHzFjh+F98f+Tbly5dn2oyZrFq9hrS0NF74dzsebNuGl67hbgRKFXY36wUg+UWyXilXIEmInDXGlBWRFkB/Y8wjzumrna/jM88TkcXAp8aYuSLSBRiVafn/4Rg6Puh8PsUY80X2rV7ervN5eSABR6XPAsQCnxtjhovIN8BYY8yqHPLKvI6ncAw5txORJcAnxphFItLRuXzZrDlkdnB/QsHvjCwCju4o6BSyOVQ1oqBTyKZ8xsmrB+WzdIsnf9PkrwteuXekC4pPxrWfJvBXSfPO33NFPVU9h3t/KnUdbuA9DK5u6vJcC0U3VIfW+fveboTCOHzsiV5AN+cw7y1Z5sUBUcBu4DfgP56s0BhzCpgK7ASWOtdzySxg8qULTTzMsTfQV0R2ALWB01eJV0oppdRfyG7Pv8fNqFBUCv+ORKQ0cN4YY0TkOeBfxpjHc1tGK4We0UqhZ7RS6DmtFHpOK4XqBsvXalrMsvyrFHZqc/NVCgvjOYV/F42AKHGcdX4KeLWA81FKKaWKNK2D5a5IdApFZDNQIsvkl4wxnt3F9hoYY9bhuL2OUkoppVShVyQ6hcaYsKtHKaWUUurvTCuFubtZLzRRSimllFI3UJGoFCqllFJK3az/fi6/aKVQKaWUUkpppVAppZRSRUP+3obvprsjjVYKlVJKKaWUVgqVUkopVUTo1ce500qhUkoppZTSSqFSSimlioab9X8S5xetFCqllFJKKe0UKqWUUkop7RQqpZRSqogwJv8e10NE/ETkexHZ5/xZ4QpxNhH5wflYnGl6DRHZLCL7RWSRiBT3ZLvaKVRKKaWUKlwGASuMMXWAFc7XOTlvjGnofDyWafqHQKQxpjbwB9Dek41qp1AppZRSRYLd5N/jOj0OzHY+nw084emCIiJAS+DzvC6vVx8XIl7GVtApZON17nRBp5BNpbO/FHQK2WQUK1PQKWTjLRkFnUI2vrbkgk4hRxe9ihV0Ctn8P3v3HRbF9TVw/HtZQEWwsEuzgL0mxi52Y49pJpa0X6LRxBZrYtTEdLuxd7FhjEaN6dVeERDssYEaNYoFFisWYPe+f+yKLE3AQvJ6Ps/DAztzZubsndnZu+fOLIkqf16nkI7/sfXcPB6S12mkk7/1m3mdghDpKKV6AD1STQrSWgdlc3EfrfVZ+9/nAJ9M4vIrpSKBZGCs1vpHwAhc0lon22NOA8Wzs1HpFAohhBDikfAwv7za3gHMtBOolFoH+GYwa3ia9WilVGaZB2itzyilygAblFL7gVxXc6RTKIQQQgjxkGmtW2Y2Tyl1Xinlp7U+q5TyAy5kso4z9t/HlVKbgBrAd0ARpZSzvVpYAjiTnZzkmkIhhBBCPBK0VT+0n3v0M9DF/ncX4Ke0AUqpokqpfPa/TUBD4KDWWgMbgY5ZLZ8R6RQKIYQQQvy7jAVaKaWigZb2xyilaiul5ttjKgORSqm92DqBY7XWB+3zhgLvKqWOYrvGcEF2NirDx0IIIYR4JNyHu4IfCq21GWiRwfRI4C3739uBxzNZ/jhQN6fblUqhEEIIIYSQSqEQQgghHg0P8+7j/yKpFAohhBBCCKkUCiGEEOLRYP2vXFSYR6RSKIQQQgghpFIohBBCiEeDXFOYNakUCiGEEEII6RQKIYQQQggZPhZCCCHEI0KGj7MmlUIhhBBCCCGVQiGEEEI8GqxSKsySVAqFEEIIIYRUCoUQQgjxaNDWvM7g3006hf8BO3buYlbQAqxWK0+1bskrnTo4zE9MSmLcpKlEHz1GIQ8PPho6GF8f75T55y/E0r1Pf9549SU6v9gegGvXEpg4bSYnTp1CAYMH9KVK5Uq5yi/k0N+M+349VqvmhcBqdG9Vz2H+ym17WLFtNwYnRQFXVz55uTVlfU0p88/GX+GFMQvp/VQDujSvm6sc0grd8xeTF63AarXyXItGvNH+KYf5uw9GMXnxCo6dPMOIgW/TPLBWyrwGL/WkrH9xAHxMnkwY2ve+5JRW+K69TF2wBKvVyjMtm/G/Ds85zN9z4BDTFn7N8ROn+PS9vjzZoF4ma7o3O3buZsb8RVgsVp5u3YJXO77gMD8xKYkxk6cTdfQ4hQp58On7g/D18Wbtpq2s+OGnlLjjJ04RNHkc5cqUzlUe4bv2MH3eYqxWK0+3as5rHZ9Pl8foyTOJOvY3hTzc+fT9Afj5eJOcnMz4GUFEHf8bi8VCmyeb8L+O7bmVmEj/Dz8nKSkJi8VK0wb16PZqpxy3zcx5C7FarbRr1YJXOr2YLqdxk6YRdew4hTw8+HjIu+lee93eGUiXVzrT+UXb8/nu51/5ffU6tNY83aYVHZ5/Jkc5aa0JmjuLnRE7yJcvHwPefZ9y5cqnizsaHcWUSV+SmJhIrTp16dGzD0opFi4IYkd4GC7Ozvj6FWPAoMG4u7uTnJzM9KmTOHY0GovVQvPmrej00is5yu22kIPHGffdOqxWKy/Uf4Lures7zF+5bTcrtuyynRPyufLJy20p62di/4kYRiz/M+V59mrXiBZPVMxVDkKInLvr8LFSavu9bEApdc3+u5lS6td7Wde/hVKqq1Kq2MPYlsViYfrsIEZ//jELZk1j4+ZtnDz1j0PMH2vW4VGwIF/Nm02H559lXvBXDvPnzF9E3Vo1HKbNDJpPnVo1WDRnBnOnT8a/ZMnc5We1Mvrbtczq2ZEfPujGn7sOcexcnENMu9qV+W7Ym6wc0pU3W9Rlwg8bHeZP+HEjjarkriORWU4TFixj8of9+Wby56wJieDv0zEOMT4mTz7u8yatG6XvhOZzdVZiQdMAACAASURBVGXJl5+w5MtPHliH0GKxMikomAkfD2HJtPGs2xbK3/+cdszRy8SH/XrSskmDB5KDLQ8LU+cuYOynwwmeOZn1W0I4keb4+n3tBjzc3VkaNINOzz3D3MVfA9CqWWPmT53A/KkT+HBQP/x8vHPdIbRYrEyZu5Dxnw5j8YyJrN8awolTju3x29qNeLi7s2zuVDo99zRzFy8DYGNIGElJSQRP+5J5k8bwy+p1nD1/AVcXFyaP+JiFU8ezYMpYduzaw4Ej0Tlqm2lz5jHms+EsnDmFDVu2pWubP9asx93dnSVBM+nw/DPMC17iMH/2gmCH197fJ0/x++p1zJw4jnnTJxEWEcmZmLM5aqudkTuIOXOGufODeaf/QGbPmJZh3KyZ0+g7YBBz5wcTc+YMOyMjAKheoyYzZ89j+qwgihcvzqqV3wCwbesWkpKSmDF7HpOnzuLPP37j/PlzOcoNbp8T1jCrd2d+GP42f+48yLGzac4Jtarw3YfdWTmsG2+2rMeEH9YDUK6YF8ve78rKYd2Y1eclRixfTbJFSjvi/tFaP7Sf/6K7dgq11g/uHem/qyvwUDqFR6KiKebnRzFfX1xcXGjWpBEhYTscYraH7aB1iycBaNKoAbv37ks5IENCw/H19SbA3z8l/lpCAvsPHOSp1i0BcHFxwd29YK7y++vkWUp6FaWEqQguzgba1qzEpv1HHWLc8+dL+ftGYhJKqZTHG/ZFU9xY2KFyeK8OHv2bEr7eFPfxwsXZmVYN6rAlYq9DTDFvE+UDSjjk8jAdij5GcT8fivl64+LiTItGgWzbsdMhxs/bi3Kl/B9ojoejj1LMz5divj64uLjQvHFDQsIjHWJCwiNo07wpAE0bBrJr71/pTnjrt4TwZOPcnyoORR+luO/tPJxp3rgB23akzSOSNs2b2POox659B9Bao5Tixq1bJFss3LqViLOzMwXd3FBK4VYgPwDJFgvJFgs5acnD0Ucp7ueb8tp7skkjtodHOMRsD99B6xbN7DnVZ9fe/Sltsy00HD8fb0r53/nAdeqf01SqWJ78+fNhMBio9lhVtoaG56itwsJCad6iJUopKlWqQkLCNeLjzQ4x8fFmrl+/TqVKVVBK0bxFS8LCbJ/va9asjcFgAKBipcrExdk6bErBzZs3sVgsJCba2tHNzS1HuYH9nGBKdU6oVYVN+x074+4FUp0TbiWh7HumgKsLzgbb29KtpGTy6OUpxCMrO5XC1JW+zUqpn5RSx5VSY5VSrymldiil9iulytrjSiulQu3TRqZZXSGl1G9KqSNKqTlKqUy3r5S6ppQapZTaq5QKU0r52KcHK6U65ja/DLZTWCl18nYuSqmCSql/lFIuSqnq9m3vU0r9oJQqat92bWCpUmqPUqqAUqqWfds7lVKrlVJ+9nX1V0odtC+//G5tnZE4czzeXnc6TF4mI2az4xuA2WzGyx5jMBgo6ObGlStXuXHjBstXfc8br7zkEH/u/AUKFyrEl1Om07P/u0ycNpMbN2/mJj0uXL6GbxGPlMfeRTw4f/laurjlW3fx9BdBTP55M0NfbAHA9VuJLFofTq+29/dzR2z8JbyNnndyMhYhNv5itpdPTEqi67BRdB8+hs07dt/X3G6LjY/H22RMeexl9CTOnP0c75c4c5o8TJ7EpTm+bDF3ji/3gm5cuXrVIWbTtu20aNLo/uVh9CTOHO8Yk6rNnA0GChYswOWrV2nWoB4F8uXjxa696PxWX15q/wyFPNwBWwWy+8ChtH+jB7WrP06ViumHWbPKycuU6rVnvHvbFCyY6rX33Y+88Upnh/hSAf7sP3CIy1eucvPmLcIjdxEb51hFuxtzXBwmrztD1EaTCXOadZjj4jClyt1k8koXA7B2zWpq1a4DQMNGTcifPz9vvPYS3bq8xgsdOuHhUShHuQFcuHQV36JpzgmXrqaLW75lJ09/PofJP21kaMeWKdP3nYjhhVHz6ThmAR+91CalkyjE/WC1Pryf/6KcvtqeAHoBlYHXgQpa67rAfKCfPWYqMFtr/TiQdlykrj2uClAWeJHMFQTCtNZPAFuAt+9Tfg601peBPUBT+6RngNVa6yTgK2Co1roasB/4VGu9CogEXtNaVweSgelAR611LWAhMMq+rmFADfvyvTLavlKqh1IqUikVuXT5ymw8xez7atkKOrR/jgIFCjhMt1gsRB87zrPt2jJ32iTy58vH8m+/v6/bTuvlxjX57ZMeDHy2CfPWhAIw+48Q/tesNm75XB/otnPqh1ljCB47nC/6v8XkxSs5fe5CXqf0r3bwSDT58rlSOsD/7sEPwKHoYzg5OfH9otksD5rGyh9/I+bceQAMBicWTBnHtwtmcSjqGMdP/nOXtd0fi5etpOPzz6R77QWULMHLHdoz9JMvGPbZCMqVKYWTU950elYsX4rBYKDZk7YPaVFHDuPk5MTir5czf9FX/Pj9Ks6dzdnQdk683KQWv33ai4HPN2Pe6jtXKVUrVYwfhr/Fsve7sGBNGLeSkh9YDkIIRzm90SRCa30WQCl1DFhjn74feNL+d0Pg9p0QS4BxqZbfobU+bl/+G6ARsCqTbSUCt69B3Am0uk/5ZWQF8BKwEXgZmKWUKgwU0VpvtscsBr7NYNmKwGPAWvswn4E7neF92CqKPwI/ZrRhrXUQEATwT/TBdBchmIyeXIi98wk/Ns6M0Wh0iDEajcTGxuFlMmGxWEi4fp1ChTw4dCSKLSHbmbdoMdcSEnBSTri6uNKkUX28TEYqV6wAQJOGDfhmVe46hd6F3TmXqgpw4dJVfAq7ZxrftmZlRn27FoD9J8+ybm8UU37ezNUbt1BK4erszCtNauYql9u8PItwIVWV6YL5El6eRbO9vLc9triPFzWrVCDqxD+U8PW+y1I5zdGTC3F3qk6x5nhMxuzneL+YjGnyiIvHlOb4ssXE4WUyYrFYuJZwnUIedypBG7eG0Lxx7quEGeZhjseUqtoLYLK3mbfJSLLFQkLCDQp7eLBo8yrq1nwCZ2dnihYpzGOVK3L46HGK+fqkLOvhXpAaj1dlx649lAnI3vWzJqOnQxXPllPWbZOQYH/tRUWzZXsoQcFL7rz2XF1o/0w72rVuSTv7pRvzv1qKV5p1ZuS3X35i9erfAShfviJxsXc+qJjj4jCaHC+/MJpMKcPCAHFxsQ4x69auJmJHOCNHj0+5PGHzpg3UrFUbZ2dnihQpSuUqVYmOjsLXzy9b7XWbdxEPzl1Mc05INZqQVtuaVRi1Yk266WV8Tbjlc+Ho2Viq+ucsByEy81+91u9hyelH1Fup/ramemzFsYOZWaunnZ7V3knSd/aeJdX6k7HnbR/yTV1mym5+af0MtFVKeQK1gA1ZxKalgANa6+r2n8e11q3t854GZgI1gQilVI7v9q5YoTxnYs5y9tx5kpKS2LRlGw3q1XGIaVCvDmvW227e2LJtO9WrPY5SiinjR7N0YRBLFwbx4nPP8krnDrR/th2eRYviZTLxz+kzAOzau48A/xI5TQ2Aqv5+nIq9yGnzJZKSLfy56zBNHyvnEHPywp1h0S0Hj+HvZev8BA94lT8+7ckfn/bktaa1eKtVvXvuEAJULluKf85eIOZCHEnJyazdHkHj2k9ka9kr1xJITEoC4NKVq+w7cozSJe7/G1Kl8mU4ffYcMecvkJSUzPptYTSqU+vuC973PMo5HF8btobQoF5th5gGdWuzeoPts9HmkDBqVHsspSNhtVrZtG07zZs0vMc8ynL67DnO2ttjw9btNKzr2B4N69Zi9YYt9jzCqVGtKkopfLyM7Np3AIAbN29y8Eg0ASWKcenyFa5eSwDg1q1EIvfuw79E9i8FTts2G7dso0Fdx7apX68Oa9ZvsucUmtI2U8eNZNmCOSxbMIcOzz3Dq51epP0z7QC4eOkyYLszedv2MFo0bXzXXJ5+9nmmzZjLtBlzCazfkA3rbXcvHz58ELeCBfH0dOxYenoacXNz4/Dhg2it2bB+HYGBtjuAd0ZG8P2qlXz86Rfkz58/ZRkvb2/27d0DwM2bNzhy+BAlcnEDmu2cEM/pOPs5YedBmj6e9pxw50PblgNHU84Jp+MupdxYEhN/mRPn4ynmWTjHOQghcudBfCVNCLZq29fAa2nm1VVKlQZOYqvMBeVi/SewddxWAs8BLrnO1E5rfU0pFYFt6PtXrbUFuKyUuqiUaqy13optOPp21fAqcPuj7xHASylVX2sdqpRyASoAh4CSWuuNSqlt2NrEHbiUk9wMBgP9er3NsE8+x2q10rZVC0oF+BP89TIqlC9Hg3p1eap1S8ZOnMIbb/fGw92d4UPfu+t6+/Z6mzETJpOUnIyfrw/vD8xwdP2unA1OfNChJb1nr8JqtdI+8HHK+ZmY+fs2qpb0pdnj5Vi+dRdhUSdxMTjhUSA/I15rl6ttZT8nA4O7vcKAUVNsX/fyZEPKlCxG0IqfqFQ2gCa1q3Pw6AmGTpjF1YTrbNu5j3krf+abSZ9z4sw5xgUtQTk5oa1W3mjfltI56EjkJMdBb3flvc/H2b6CpUVTSvuXYP6yVVQqV5pGdWtxKPoYw8dN5uq162yP2M3C5d+xZNr4+5qHwWCgf8/uDPlslO0rj1o+SWn/kixcupyK5crSsF4dnm7VnNGTpvNaj74U8nDn4/cHpSy/78AhvEwmh6pcbjgbDAzs8SaDPxtt+/qXFrY8FixdSaVyZWhYrzbtWj3JqMkzebXnADw83Pl0cH8A2rdrw9hps+nSdzBaa55q0YyypQI4duIko6fMxmq1orWVZg3r0yAHHW/ba+8thn46wt42zSkV4M+ir7+hYvlyNKhXh3atWjBm0jRe7/EOHu7ufDRk0F3X+9mYL7ly9SrOBgP9e7+d45u8atepS2REOD26d7F9Jc2gwSnz+vftybQZcwHo3acfUyZPIPHWLWrVrkOt2rY77efOnkFSUhIfDx8KQMWKlXmn30CefuZ5pk7+kj693gKtadmqDaVLl8lRbmA/J3RqTe9ZK7BqTfvAapTz82Lmb1uo6u9Hs8fLs3zLTsKO2M8JbvkZ8frTAOw+fpqFa8NwMTihlOLDzq0p6p7zm12EyIxVCoVZUncrpSqlrmmt3ZVSzYDBWutn7NM32R9Hpp5n7/Qtw9YB+gkYmGr5L7B1qMphG6rto3XGXyV5e7v2vzsCz2itu9pvOPkJKAD8CbyTk/yyeJ4dsQ0PN7s9ZKyUqg7MAdyA48CbWuuLSqkOwGjgBlAf2xDyNKAwto72FCDY/hwLY6smfq21HptVW2c0fJzXvI7d0zcSPRA3/LJ/s8DDkuSSu7u3H6Rkw7/rWk0AJ23J6xQylOx0z58t77vrhpzf5PGg+R9bn9cpZCh/6zfzOgWRew/1HvOPghMf2vvsyK6u/7n75+/aKRQPj3QKs0c6hdkjncLsk05h9kinUDwAD7XjNHzhrYf2PjuqW77/XKdQ7vUXQgghhBB5/2/ulFLhQL40k1/XWu9/ANsaDqT9P1ffaq1HZRQvhBBCCPGoyPNOodb6wfxD14y3NYo73yEohBBCiEeIXDGXNRk+FkIIIYQQeV8pFEIIIYR4GKzynTRZkkqhEEIIIYSQSqEQQgghHg3yNXxZk0qhEEIIIYSQSqEQQgghHg0Z/w81cZtUCoUQQgghhFQKhRBCCPFosMo1hVmSSqEQQgghhJBKoRBCCCEeDXL3cdakUiiEEEIIIaRSKIQQQohHg/xHk6xJpVAIIYQQQkil8N8kySlfXqeQzk2fMnmdQjon3arkdQrpmPT5vE4hHYuTS16nkI5VGfI6hQw5WxPzOoX/hH8Wf5vXKaTjO6g/SZF/5nUa6XjUbpvXKYgMyCWFWZNKoRBCCCGEkEqhEEIIIR4NWq4pzJJUCoUQQgghhHQKhRBCCCGEDB8LIYQQ4hEh/+Yua1IpFEIIIYQQUikUQgghxKNBbjTJmlQKhRBCCCGEVAqFEEII8WiQSmHWpFIohBBCCCGkUiiEEEKIR4MUCrMmlUIhhBBCCCGVQiGEEEI8GuSawqxJpVAIIYQQQkilUAghhBCPBi3/0SRLUikUQgghhBBSKRRCCCHEo8Eq1xRmSSqFQgghhBBCKoX/VpGRkcyZOxer1UrbNm3o3Lmzw/zEpCQmTphA9NGjFPLw4IMPPsDHxweAFStWsHrNGpycnOjdqxe1atUiMTGR94cMISkpCYvFQqNGjXj9f/8DYM+ePcxfsIDk5GTKlSvHoIEDMRgM2c41dM8BJi1eidWqea55Q7o838Zh/u5D0Uxe/C1HT51hRP/utAisaXuOB44w5atVKXEnY84xsn93mtapnqs201oTHDSV3ZGh5MuXn94DP6RMuYrp4o4fPcysyaNJTLxFjdr16dpjAEopThyPZv7MCdy8eQMvb1/6vf8pbm4Fbbn9fZR5M77kxo0ElHJi9OR5uLrmy1ZeO3buZua8hVitVtq1asErnV50mJ+YlMS4SdOIOnacQh4efDzkXXx9vFPmn78QS7d3BtLllc50fvF5AFb9+Au/r1mHUorSpfwZMqAvrq6u2W6riMidzA6aj9VqoW3r1rzcuWO6nL6cOJnoo0fx8CjE8GHv4+vjw87du1mw6CuSk5Nxdnbm7e5dqfHEEw7LfvL5SM6eP8e8WTPumkdkZCSz5wbZj/PWvJTBcT5hwsRUx/kwfO3H+fIVK1Md5z2pXasWAD/++BN/rF6N1pqn2rbhhfbtU9b3088/88uvv+Hk5ETdOnV4q3u3LPPbsXMXs4IWYLVaeap1S17p1CFdfuMmTSX66DEKeXjw0dDB6fZd9z79eePVl+j8YnsuxMYxbtJULl66hFKKp9u04sXnn71rO6WmtSZo7ix2RuwgX758DHj3fcqVK58u7mh0FFMmfUliYiK16tSlR88+KKVYuCCIHeFhuDg74+tXjAGDBuPu7s758+fo07M7xUuUAKBixcq8029gjnK7za1aLbxe7wlOTlzZtJqLv3zrMN/0v7dxq1INAOWaH0Ohwhzv0ZkCVarh9b+3U+Jc/EpybsY4EnaG5iqPzGzfe4gJS77HarXSvlkgXZ9r5TD/69838tPGUAwGJ4oWcueTt1/Fz8vzvuYg8oZcU5g1qRT+C1ksFmbOmsWIL75g7pw5bNq8mZOnTjnErFm9Gnd3dxYuWED7F15g4cKFAJw8dYrNW7YwZ84cRo4YwYyZM7FYLLi4uDB2zBhmzZzJzBkz2BkZyaHDh7FarUycNIlhQ4cyZ/ZsvL29WbduXfZztVr5cuFypgzry/KJn7AmJILjp886xPgYPfm49xu0bljHYXrtqhX5etxwvh43nJkfDyS/qyv1qlXJZavBnsgwzsX8w9Sg5bzd930WzJqQYdz8mRPp0W8IU4OWcy7mH/bsDANg7vRxvNq1FxNmfkXd+k345btltudoSWbGxBG89c5gJs76mk/HTMfZkL3PUxaLhWlz5jHms+EsnDmFDVu2ceLUPw4xf6xZj7u7O0uCZtLh+WeYF7zEYf7sBcHUrVUj5XGs2cwPv/zO7MnjWTBzClaLlQ1btmW7nSwWCzNmz2XU558yb/ZMNm3Zku74+nP1Wtzd3QmeH8SL7Z9jwaLFABQuVIgRn35E0KzpvP/uQMZPnOyw3LaQ7RQokD/becycNZuRX3xO0JzZbNqcPo/V9uN80YL5vPBCexYuXATcOc7nzpnNqBFfMHPmLCwWCydOnOCP1auZOnkSs2fOIHzHDmJiYgDYu3cvoWFhzJo5g6A5s+nY4cV0OaXNb/rsIEZ//jELZk1j4+ZtnEy379bhUbAgX82bTYfnn2Ve8FcO8+fMX+Sw7wwGJ3p178rC2dOZPmEcP/32R7p13s3OyB3EnDnD3PnBvNN/ILNnTMswbtbMafQdMIi584OJOXOGnZERAFSvUZOZs+cxfVYQxYsXZ9XKb1KW8fUrxrQZc5k2Y26uO4QoJ7y69uHM+E84OaQXHvWb4lq8pENI3NfzOPVhP0592I9La37mWsR2AG4c3Jcy/fSoD9CJt7i+f1fu8siExWplXPC3TBvSk2/Hf8Dq0F0cP33OIaZSQAmWjBzM8rHDaFG3OtO++fm+5iDE3SilPJVSa5VS0fbfRTOIeVIptSfVz02lVHv7vGCl1N+p5mWr2vKv7xQqpZ5TSg2z/91eKVUl1bwvlFIt8y67ByMqKopixYrh5+eHi4sLTZs0ISzU8ZNyaFgYLVvannrjRo3Ys3cvWmvCQkNp2qQJri4u+Pr6UqxYMaKiolBKUaBAAQCSk5NJtlhQwJWrV3F2dqaEvTpQs0YNtoWEZDvXg0dPUMLXi+I+Xrg4O9OqQW22RO51iCnmbaR8QAmclMp0PRvCdlG/elXy58t+tSutiPCtNGneFqUUFSo9RkLCNS7GxznEXIyP48aNBCpUegylFE2atyUibCsAZ8/8Q+XHbK+bx2vUIXz7ZgD27YrAv1RZSpWxVWM8ChXGKZuV1MPRRynu50sxX19cXFx4skkjtodHOMRsD99B6xbNAGjasD679u5P+TS7LTQcPx9vSvk7vqlarBZuJSZisVi4eSsRk2f2qxhHoqIpVswPPz9f+/HVmO1h4Q4xoeHhtGrRHIAmjRqy2358lStbFqPRCECpAH8SbyWSmJQEwI0bN/jux5949WXHal/meUThl+Y4Dw0Nc8wjLJyWLVsAjsd5aGiYw3HuV6wYR6KiOPXPP1SsWIH8+fNjMBh4/LHHCQmxdTh+/e13OnfqhKuLCwBFihS5ezv5+aXsu2ZNGhEStsMhZnvYDlq3eNLeTg3YvXdfyr4LCQ3H19ebAH//lHijpyfly5UFwM2tAP4lSxBnNmervW4LCwuleYuWKKWoVKkKCQnXiI93XEd8vJnr169TqVIVlFI0b9GSsDBbO9SsWTtlJKBipcrExcWl28a9yF+2AknnY0iOPQeWZK6GbaFgrfqZxnvUb8q10M3pprvXbUTC3kh04q37mt+BYycp6eNFCW8TLs7OtA6syead+x1ialctn3IueqxcKc7HX7qvOQiRDcOA9Vrr8sB6+2MHWuuNWuvqWuvqQHPgOrAmVcj7t+drrfdkZ6P/6k6hUspZa/2z1nqsfVJ7IKVTqLX+RGud/bLWQ6KUuqdh+TizGS+TKeWxyWTCnOaNw2w2Y/LyAsBgMODm5saVK1cwm8142affXvb2m47FYuGdvn155dVXqVGjBpUqVaJwoUJYLRaioqIA2LZtG3GxsdnO9UL8JXyMdz7AeHsWJTYXJ9C1oZG0blDn7oFZuGiOw2i6M3RnNHoTb3Z8w4s3x+FpvNM+nkZvLtpjSvqXJtLeQQzbthFz3HkAYmL+QSnFqI/fZeiAbvy0amm2c4ozxzvsSy+jZ7pOQJw5Hm97jMFgoGBBN65cucqNGzdY/t2PvPGKYyfLy2ik0wvP8Uq3XnR64y3cC7pRu2b2h9zTHl9eGRxfcWYzXl6pcnIryJUrVx1itoZsp1zZsimdrOAlS+nwQnvy5cvesLo5m8e5V6rjvKDDcZ56WSNms5lSAQEc+OsAV65c4ebNm0RERhIbZzuez8Sc4cCBAwwYOIj3hwzliP2Yz7yd4vH2St1OxkzyS91Oqfbdqu9545WXMl3/ufMXOHr8bypVrJBlHmmZ4+IweaU6zk0mzGk6dua4OEwObeuVLgZg7ZrV1Kp953V3/tw5BvTtxbAh73Lgr/3p4rPD2dNIcqrXXXJ8HM5FjRnHmrxx8fLl+oG96eZl1lm8VxfiL+NjvPOBwNuzCBcuXs40/qdNYTR4ovJ9z0PkDW3VD+3nHj0PLLb/vRhb/ycrHYE/tNbX72Wjed4pVEq9oZTap5Taq5RaYi95zlFKhQPjlVJdlVIzlFINgOeAL+2l0LL22I729dRRSm23r2eHUspDKVXV/vce+zbSX3hjW7agUuo3+7J/KaVeymKd+ZVSi5RS+5VSu5VST9pjuyqlflZKbQDW29e50L7cbqXU85lsu4dSKlIpFfnN8uUPoolTGAwGZs6YwZKvviIqKooTJ06glGLYsGEEzZvHgIEDKVCgQLarYPdL3MXLHDsVQ+ATuR86vh96DfiANb//wLAB3bhx4zrOzrbOjtWSzOGD++g3+BO+GDeLiNAt7N8T+cDzWbxsJR2ffyalwnvb1WvX2B4ewdL5s1i5eB43bt5k7cb7/+aZlRMnT7Fg0WIG9OsDwLFjxzl79hyNGmReEXoY/P396dSpIx9+9BEfffwJZcuUwcnJdjxbLFauXr3KlMmTeKt7N0aPGfvAri/6atkKOrR/Lt2+u+3GjRt8Pnocfd7uRkE3tweSw92sWL4Ug8FAsydtlVhPT08WLl7K1BlzeOvtXkwYP4br1xMeaA4egU24tmMbaKvDdEORoriWLEXCvp0PdPt38/u2CA4dP8Ubz7TI0zzEf1Pq93f7T48cLO6jtb59LdY5wOcu8S8D36SZNsre95mslMrWp/U8vdFEKVUV+AhooLWOU0p5ApOAEvZpFqVUVwCt9Xal1M/Ar1rrVfblb6/HFVgBvKS1jlBKFQJuAL2AqVrrpfaYzHo7bYEYrfXT9vUVzmKdA2zp6MeVUpWANUqp2x/1awLVtNbxSqnRwAatdTelVBFgh1Jqndba4SyrtQ4CggCOHzumAUxGI7GpPtXHxcWlDNndZjQaiYuNxctkwmKxcP36dQoVKoTRaCQ2VaUvLi4OU5pl3d3dqVatGpE7d1KqVCkqV67MhC+/BGDnrl2cOXMmk2ZKz9uzCOfNF1MeX4i/iJdn1sNyaa0L3UnTOtVxds55Z3T1r9+xfvUvAJQtXxlz3IWUeWbzBTyNJod4T6OJePOd9ok3X6CoPaZ4yQCGj7BdIxdz5hS7I0Lty3hTueoTFCpse141atfn72NRPF699l3zMxk9HfZlrDk+3f4wGT25EBeHl8mIxWIhIeE6hQp5cCgqmi3bQwkKXsK1F2h+BQAAIABJREFUhASclBOuri4ULVIEXx9vihQuDEDjBoEcPHSEVk82zVabpT2+YjM4vkxGI7GxcSnHV8L1BAoV8kiJ/3zkaIa8N5Bifn4AHDx8mKijR3n9zbewWCxcunyZwcM+ZMLY0ZnmYczmcR6b6jhPcDjOUy9rTlm2bZs2tG1ju9lpUfBiTCbbdJPJSMMGDVBKUbFiRZyU4vKVKyntmL6dPLkQm7qdzJnkF5cmPw8OHYliS8h25i1afGffubjS/tl2JCcn89no8bRo1oTG2exE//bLT6xe/TsA5ctXJC421XEeF4fR5HicG00mh2HhuLhYh5h1a1cTsSOckaPHp5xHXVxccXGxDZmWK18BXz8/zpw+TfkK6W/WykpyvBnnVK87Z08TyRczHiJ3r9+U2OBZ6aZ71GtCQuR2sFhytO3s8PYszHnzndGMC/GX8C6a/hgI/+sIC39aS9BH/XB1kXsy/794mP/mLvX7e0aUUusA3wxmDU+zHq2UyjRxpZQf8DiwOtXkD7B1Jl3tOQwFvrhbznldKWwOfKu1jgPQWsfbp3+rtc7J2aAicFZrHWFfzxWtdTIQCnyolBoKBGitb2Sy/H6glVJqnFKqsdb6chbrbAR8bZ92GDgJ3O4Urk31HFoDw5RSe4BNQH7gzsVFWahQoQIxMTGcO3eOpKQkNm/ZQmBgoENMYL16KTeEbN22jSeqVUMpRWBgIJu3bCExKYlz584RExNDhQoVuHT5MteuXQPg1q1b7N69m5L26wgvXbKdIBOTkvj2229p165ddtIEoHLZAP45d4GYC3EkJSezdnskTWpVy/byAGu2R9C64d07WBlp80wHxk8PZvz0YOrUb8yWDX+itSbq8F+4ublT1NPxzbKop4kCBQoSdfgvtNZs2fAndeo1BuDyJVvn1mq18v3yxbR6ylbcfaJWXU6dPM6tmzexWJI5+NduSviXylZ+lcqX40zMWc6eO09SUhIbt2yjQV3H51q/Xh3WrN8EwOaQUGpUs13vOHXcSJYtmMOyBXPo8NwzvNrpRdo/0w5vLxOHDkdx8+YttNbs2rsf/5Ilst1mFSuU58yZGM6mHF9bqV+vXpqc6rJ2/QYAtmwLobr9+Lp27Roff/YF3bu+QdUqdyq7zz7djuVLglmyaD6TvhxL8eLFsuwQ2vKoQEzMmTTHuWMetuN8PZD2OK+X5jg/Q8UKtpfh7eP5woULhGzfzpPNmgHQILA+e/ftA+D06TMkJSdTuFChrNsp1b7btGUbDeo5XuLQoF4d1qzfaG+n7VSv9jhKKaaMH83ShUEsXRjEi889yyudO9D+2XZorZkwdSYBJUvQ8YUMBw8y9PSzz6fcABJYvyEb1q9Da83hwwdxK1gQT0/HzqqnpxE3NzcOHz6I1poN69cRGGjrgO6MjOD7VSv5+NMvyJ//zk1Bly9fwmLvhJ07e5aYmDP42jv9OXHzeBSuvsVw9vIBgzMegU1I2BmWLs7FrwSGgu7cjD6Ubp57g6ZcfQBDxwBVyvjzz7lYzlwwk5SczJqwXTSp9ZhDzOETpxm9YAWT3nsLz8IeDyQPIbTWLbXWj2Xw8xNw3t7Zu93pu5DFqjoDP2itk1Kt+6y2uQUsAupmJ6d/68ef+zJmobVeZh+Gfhr4XSnVU2u9IYO4KKVUTaAdMFIptR74IRebTJ23AjporY/kdCUGg4HevXvz0UcfYbFaad26NQEBAXy1ZAkVypcnMDCQNm3a8OWECXTr3h0PDw+GDR0KQEBAAI0bN6Znz54YDAb69O6NwWDgYnw8EyZOxGq1orWmcePG1LN3BFZ99x07duzAarXy9NNPU7169q9PczYYGPzmy/QfPR2r1cqzTzagTMlizF35C5XL+NOk9hMcPHaCIRPncjXhOlt37Wfeql9ZPuETAGIumLlgvkjNyhmO7OdIjdr12R0ZyoC3X8LV/pU0tw3p15Xx04MB6N7nPWZNHkVS4i2q1wqkem1bhztk81rW/PY9AHUbNKVZq6cBcHcvxDPtX+LDd98CFDVq16dmnQbZyslgMNCv11sM/XSE7WtNWjanVIA/i77+horly9GgXh3atWrBmEnTeL3HO3i4u/PRkEFZrrNyxQo0aVifXgMHYzAYKFemNE+3bZXlMmlz6tu7Jx9+/BlWq5U2rVpSKsCfxUuWUqF8OeoH1qNt61aMmzCJrm/1wMPDgw+HvA/AT7/+xpmYs3z9zQq+/mYFAGNGfk7Ru9y0kVkefXr3ZvhHH2O1WmnduhWl7Md5+fLlqR8YSNs2rRk/YQJvdn8LDw8PPhg6BIBSAQE0adyInj174WQw8E7vPik3T4wYNZqrV65gcHbmnT69cXd3B6B161ZMmjKFnr374OzszOB3302pkmWWX79ebzPsk89tX5nTqgWlAvwJ/noZFcqXo0G9ujzVuiVjJ07hjbd74+HuzvCh72X5nP86eIh1GzdRulQAPfvZ9nO3N/5HvTq1st1utevUJTIinB7du9i+kmbQ4JR5/fv2ZNqMuQD07tOPKZMnkHjrFrVq16FWbdt7wtzZM0hKSuLj4bZzxu2vnvlr/36Wfr0YZ2cDSjnxTt8BeHhk3mnOlNXKheDZFB860vaVNJvXkHjmFJ4d/setv6NJ2GW7qcmjfsYdP2eTNy6eJm4cyt01jXfjbDDwftcO9Bs3G4vVynNNAylbwo85q36ncumSNK31ONOW/cSNm7cYNjUYAB9TUSa/93bWKxb/Cdb/zlfS/Ax0Acbaf/+URewr2CqDKZRSflrrs8p2kmsP/JWdjaq8/M4e+/DxD0B9rbU51fBx6iHirkBtrXVfpdR0YJfWepF9XjDwK7bGO8ydoV4PbEO9/sDf9tLrBOC01npKBnkUA+K11jeVUs8Ab2HreWe0zv5AVa11d/uw8VpslcJXbudpX+dooBDQz779Glrr3Vm1x+3h438Tzysn8zqFdE64P57XKaRj0ufzOoV0LE4ueZ1COlb1cK9XzS5na2Jep5DODSf3vE4hHfVJr7xOIR3fQf3zOoUMedRum9cp/Fdk/snsAej62fmH9j4b/JlPrp+bUsoIrMTWjzkJdLZfmlYb6KW1fsseVwoIAUpqfefiXPv9DV7Y2nePfZlrd9tunlYKtdYHlFKjgM1KKQuQZacJWA7MU0r1x3anze31JNpvDpmulCqArfPWElvH7nWlVBK2sfXMxrMex3YDixVIAnpnsc5ZwGyl1H4gGeiqtb6VQcVhBDAF2KeUcgL+Bp7JRrMIIYQQ4gF4mNcU3guttRlId4eT1joSW+Hq9uMTQPEM4prnZrt5WikUjqRSmD1SKcweqRRmn1QKs0cqhdknlcJse6iVwi6fnHto77OLv/B9qM/tfvi3XlMohBBCCHFfSSEsa49Up9A+Rr8+g1kt7KVaIYQQQohH0iPVKbR3/LJ/a60QQggh/t+w/keuKcwref09hUIIIYQQ4l/gkaoUCiGEEOLR9V+5+zivSKVQCCGEEEJIpVAIIYQQjwa5+zhrUikUQgghhBDSKRRCCCGEEDJ8LIQQQohHhLZa7x70CJNKoRBCCCGEkEqhEEIIIR4N8uXVWZNKoRBCCCGEkEqhEEIIIR4N8pU0WZNKoRBCCCGEkErhv4ni3/cJRul/351aLio5r1NIx4ohr1NI59+47xIonNcpZMhoOZfXKaTjqm7mdQrpmGMu53UK6ZS4djGvU0jHvOp7LgcvyOs00ikx49u8TiHPyb+5y5pUCoUQQohHwOm+nfI6BfEvJ5VCIYQQQjwSpFKYNakUCiGEEEIIqRQKIYQQ4tFg/Rdea/1vIpVCIYQQQgghlUIhhBBCPBrkmsKsSaVQCCGEEEJIpVAIIYQQjwapFGZNKoVCCCGEEEI6hUIIIYQQQoaPhRBCCPGI0FqGj7MilUIhhBBCCCGVQiGEEEI8GqxW+fLqrEilUAghhBBCSKVQCCGEEI8G+UqarEmlUAghhBBCSKVQCCGEEI8GreWawqxIpVAIIYQQQkil8L8gMjKS2XODsFqttG3Tmpc6d3aYn5iUxIQJE4k+epRCHh588MEwfH18uHLlCiNHjyYqKppWLVvyTp/eKcsM//hj4uMvYrFYeKxqVd7p0xuDwZCr/EL3HGDiV6uwWq08/2RDujzf2mH+rkPRTP7qO46eOsPI/m/Sol5N2/M6EMXkJatS4k7GnGdkv240q/NErvLQWrNg7nR2RYaRL19++g4aRtlyFdLFHYs+wvTJY0lMvEXN2oF079kPpRQAv/38PX/+9gNOTgZq1QnkjW69iD5yiNnTJ9i2Abz0alcCGzTOVk4RO3cxK2g+VquVp1q34uVOHRzmJyYlMX7SFKKPHqOQhwfDhw7G18eHw0eimDxjFrc3+vqrL9OoQSAA/+v2NgUKFMDJyQmDwcCsKRNz3FYPIi8Ai8XCO4MGYzIaGfnpRznKSWvNwrnT2BUZjmu+fPQb9AFlMtl/MyaPITExkZq169GtZ3+UUkwc+xkxp/8BICHhGgULujNxxoKU5WIvnGdg7y50frUrz3d4OVs5he/aw4x5wVisVp5u1ZzXOrZP105jJs/kyLHjFPbw4JP3B+Dn483aTVtZ/uMvKXHHT5wiaNJYypcpxfwly1m9cQtXE67x54qvctRGABGRO5kTNA+Lfd+91LlTupy+nDgpZd99OGxIyvlgxOixREVH06plC/r27pWyzKYtW1m+YiUWq4V6deryVreuOc4rtUJ16lGy70AwOBH32y+c/+Zrh/ku3j6UHvYRBnd3cHLizLw5XAkPxbNla3xeejUlrkCZshzq0Y0bx6LvKR+AkL+iGb/yT6xWKy80qkm3to6v4SVrt/NDyC4MTk4UdS/IZ12ep5ixCABTvlvL1r+iAOjRrilt6jx2z/kA5KtcnSId30Q5OZGwfT1X1/7oML/wi13IV8G2LeXqisG9MDFDugJg6jMc11LluXX8MOY5Y+9LPo8CuaYwa9Ip/JezWCzMnDWb0aNGYjKZ6D9wEIGBgQT4+6fErF69Gnd3dxYtmM+mzZtZuHARH34wDFdXV954/XVOnjjJiZMnHdb74QcfUNDNDa01I0eNZuu2bTRr2jTn+VmtjF+0khkf9sPbWIQuw8fTuNbjlCnhlxLja/Lkk16v8/Vv6xyWrV21AkvHfgjA5WsJdBj4GYHVKuc4h9t2RYZzNuY0M+ctJerIQYJmTmbc5Nnp4ubOmkzv/oOpULEKIz8dyu6dO6hZux779+4mImwbk2YswMXFlUuXLgLgH1CaL6fOxWBwJj7ezLt9u1OnXn0MhqxfPhaLhemz5zJu5OeYjEb6Dnqf+vXqEuBfMiXmzzVrcS/ozuJ5c9i4eSvzg7/io6HvUyoggFlTJmIwGDDHx9Or3yDq16uT0nGfMHokhQsXylU7Pci8fvj5V/xLluD69Rs5zuv2/psxbynRRw4SNHMSYyfPSRcXNGsSvfu/T/mKVRj16RB27wynZu1A3hv2WUpM8PyZuLkVdFgueP5MatSqm+18LBYrU+cuZMLnw/EyGuk1+AMa1q1NKf8SKTG/r92Au3tBls2dxvotIQQtXsanQwbSqlljWjWzdTqOnzjFR2MmUL5MKQDq163JC0+34bXeA3LQOrdzsjBz9hzGjByByWSk36B3CQysl+Z8sAZ3d3eC5wexafMWFiwKZviwobi6utLl9dc4cfKUw/ngypUrzF+4kBlTp1CkcGG+nDSZ3Xv2UqN67j6c4eSE/4D3iHp/IEmxF6g0Zz6Xt2/j5skTKSF+r3chftN64n7+kfwBpSg3dgJ/vdKR+HVriF+3BoD8pctQbsTY+9IhtFitjPnmd+YMfB2fooV4bcw8mlarSNli3ikxlfz9WNq0BwVcXVm5OYIp361lfI9ObNkfxaF/zrLio14kJVvoPjGYho+Vw71A/ntLSjlRtHN3YmeMwHIpHu/3x3BjfyTJ506nhFz+fnHK3wWbtsW1ROmUx1fX/YRyzUfBRq3uLQ8hUsnT4WOl1DX772JKqVV3i38UHYmKwq9YMfz8/HBxcaFpkyaEhoY5xISGhdOyZQsAGjdqxJ69e9Fakz9/fh6rWhUXV5d06y3o5gbY3mSSk5NRqFzld+DoCUr4elHcx4SLszOt69diS+Q+h5hiXkbKBxTHSWW+jQ3hu6lfvQr587nmKg+AHWEhNGveBqUUFStVJSHhGvHxZoeY+HgzN64nULFSVZRSNGvehvDQbQCs/v0nXuj0Ki4uthyKFCkKQL78+VM6gEmJiSlVxbs5EhVNMT8//Hx9cXFxoVmTRmwPC3eI2R62g9YtngSgSaMG7N67z77v8qV0tBITk8jl7nmoecXGxREeEclTrXP3JhURto2m9v1Xwb7/LqbZfxfjzVy/fp0K9v3XtHkbdtj3321aa7Zv3Uijpi1TpoWHbsXbx4+SAaXJrsPRRynu60MxXx9cXJxp3rgBITsiHGJCwiNp29z2Yappw0B27vsr3X9MWL81hOaNGqQ8rlqxAkbPotnOI7UjUdEUK+aHn9/tfdeE0DT7LjQ8nFYtbp8PGqY7H7i6OJ4Pzp47R/FixShSuDAANao/wbaQkFzlB1CwUmVuxpwm8WwMOjmZixvWU6Rhmsq61hjsnXZDwYIkxcWlW49ni1bEb1yXbnpu/PX3GUp6e1LCyxMXZ2fa1H6MTXuPOMTUqViaAq6213610iU4f+kKAMdjYqlVPgBng4EC+VypUMKHkANH7zkn11LlSI47h8V8ASzJ3NgVQoFqtTONd6vViOs77+yXW1F/oW/l/MPXo05b9UP7+S/6V1xTqLWO0Vp3zOs87hel1H2rwJrNZrxMppTHJpMJs9mcPsbLCwCDwUBBNzeuXLly13V/+NHHvPzqqxQoUIBGjRrmKr/Yi5fwMd55g/M2FiH24qUcr2fN9p20bpD5CTE74s2xmOztAGA0eRFvjk0XYzRmHBNz5h8OHdjP0EG9+WjoAKKjDqfERR0+yIDeXRn0zpv0fOfdu1YJAeLM8Xh5pd53RuLM8Q4x5lQxd/bdVQAOHYnirT796NF3AANSDe8rpRj2yWf0GfAuv/25Oltt8zDymh20gLe7dcmy85+VeHMcJq87lRujyQtzmv1nznD/OXYoDh7YR5EinhQrbqvo3bhxnR9XLaPzq11ylE+sOR4vkzHlsZfRSKz5omNM/J0YZ4MB94JuXL561SFm47ZQmjdpwP2Q/nxgJC7N+SDObE6z7wpmeT4o5leM06fPcO78eSwWC9tDw4jNoJOWXS4mL5IuXEh5nBh7AReTl0NMTPBCjK3a8PjKHyg3dgL/TJ+cbj2ezVoQv35trvNI7cKlK/gWvVNZ9ylaiAuXMm+TH0J20ahqOQAqlLR1Am8kJnLxWgIRR/7m/MW7n1/vxlDYE8vFO/vOcjEeQ2FjxrFFTTgbvbl15K973q4QWbnnTqFS6kel1E6l1AGlVA/7tGup5ndUSgXb/y6tlApVSu1XSo1MFVNKKfWX/W+DUupLpVSEUmqfUqqnfXozpdQmpdQqpdRhpdRSZS/ZKKXqKKW2K6X2KqV2KKU8MltPJs/BTym1RSm1Ryn1l1KqsX16W6XULvt619unedqf8z6lVJhSqpp9+mdKqSVKqRBgiVLKSyn1nX37EUqp3PW6HqDRI0ew7OuvSUpKYu/efXdf4AGJu3iZY//EUL9alTzLAcBitXD16hXGTppFl269mDj2s5SqT4VKVZg6O5jxk+fy/bdLSUy89cDzqVyxAvNnTWfG5C9Z/u13JCYmAjB53BhmT53EqM8/4edf/2DfXwceeC53yytsRwRFihSmQrlyDzWXjGzbvI5GTVukPF65NJhn2neiQAG3h57LwSPR5MvnSpkA/7sH5xEPD3f6vdOH0WPH896Qofj4+ODk9GDrBZ4tWhL35+/s7/wCR4cNptQHH0OqDxNulatgvXWTmyf+fqB5ZOS3sL0cPBlDl9a2U3aDKuVo9Fh5uoxbwLD531GtTMlcf/DJLbdaDbmxJwzkztl7ZtXWh/bzX3Q/KlrdtNbxSqkCQIRS6rssYqcCs7XWXyml3skkpjtwWWtdRymVDwhRSq2xz6sBVAVigBCgoVJqB7ACeElrHaGUKgTcyGw9WuuMzjKvAqu11qOUUgbATSnlBcwDmmit/1ZKedpjPwd2a63bK6WaA18B1e3zqgCNtNY3lFLLgMla621KKX9gNZDugjl7R7oHwKiRI3jlZccL4I1Go8On9ri4OIxGY/qY2Fi8TCYsFgsJ169TqFD2rjdzdXWlfv1AQsPCqFmzRraWSc2raBHOp6qeXDBfwqtokRytY13YLprVeQJn55zf6PLHrz+w9s9fAShXoRJxsXcqS+a4WDyNjhUKT6Nj9Sl1jNHoRWCDJiilKF+xMko5ceXKZQoXvvN8SvgHkD9/AU6d/Jty5StlmZvJ6ElsbOp9Z8Zk9HSIMdpjHPedh0NMQMmSFCiQn79PnqJi+XKY7JWpokWK0LB+PY5ERVPtsap3basHmdeBg4cJDY9gR+ROEhOTuH7jOmMnTGbY4EFZ5vLHrz+wLmX/VSQu9k6FyRznWBW05ZXR/rtTObNYkgnfvpUvpwalTIuOOkhoyGaWLJxLQsI1nJTCxdWVds++mGVuXkZPYuPuVHJizWa8jI7Dvl6ethhvk5Fki4VrCdcp7HGnnTZs3U6Lxvfv82D684EZU5rzgcloTLPvEu56PgisV5fAerbrLX//408M99ApTIqLxcX7TsXX1cubpDjHiq+p3bNED3kXgISDB3BydcW5cGGSL9lGGTyfbEn8hvszdAzgXaQQ51JV985fvIJ3kfRtEnboGPP/2MqC97ri6nLn7fHtdk14u10TAIbNX0WAT8YVvZywXI7HUPTOegxFPbFcNmcYW6BWQy6tnH/P2xTibu7Hx8H+Sqm9QBhQEiifRWxD4Bv730syiWkNvKGU2gOEA8ZU69yhtT6tbV80tAcoBVQEzmqtI4D/a++8w+wqqy/8rkxogST0DqGFKgFCIKGIgAQRBBQpAqLUSJH6Q6oKKEWQIhIUgYAQQIqCdAg9hiIt9N5raFJCSZ31++M7d3JnMi0wud+Zmf0+z33IPbecxb13ztlnf3uvje3PbE9p432a8hCwm6RjgVVtjweGAKMrQaTtyvra+hXttu8E5isCUYDrbFeKPDYBhhf7vw7oI2mupju2fa7tQbYHNQ0IAVZYfnneeedtxo0bx+TJk7ln9GiGDBnc6DlDBg/m9tvvAOA/Y8aw2oABrda9ffXVV3z0v/S/M3XqVB588CGWWGLxFp/fGisv2483x73P2+9/yOQpUxh1/yN8e81VZ+g9Rt338NdeOv7+D37E6cNHcPrwEaw9ZH3uvvNWbPP8c0/Ta845mXfexgfveeedjzl6zcnzzz2Nbe6+81bWHpJO2oPXWZ+nnhgLpKXkKVMm06dPX94b9y5Tp04B4P33x/H2W2+w4IILt6ltheX78/Y77/LuuPeYPHkyd48ewzqDGzc6rDN4bUbdcRcAo8fcx+oDVkUS745LS3kA773/Pm+89RYLL7ggX02Y0NDE8dWECTwy9jGWmsEs1MzQtceuu/CPi0ZwyQXncfRh/8fqAwa0GRBC+v5OGz6C04aPYO0h3+ae4vt7ofj+5mny/c0z73z06tWLF4rv7547b2WtIes3PP7E2EdYbPElmW/+aUHJ8acM55wLr+CcC6/gB1tvyzbb/7TNgBBghf7L8ta743j3vfeZPHkKd/7nPtZdu/HvdN21B3HLnfcAcM+9DzBwwCoNf3v19fXcfe/9bPztjlk6huK7e/udhuPB3aNHNwRzFYYMHsxtd1SOB/e2eTwA+KQIxsaP/5zrb7yJzb63aavPb40vnnuO2RdbnFkXXgT17Mk8G3+XT+5rXPc56b1x9BmYPsvZl+yHZp2tISBEYp4NN+7QoHCVpRbljfc/4u0PP2bylCnc+vBTfGe1FRo957k33uX4S27gT/vuyLx9ph2qp9bX88nnXwLwwlvjePHt91hn5WW/saZJr79EzwUWoW6+BaGuJ3MMXI+vnnh4uuf1XGhRevSak0mvvvCN9xlETWFbfKNMoaQNScHPOra/lHQ3MDvJuaNC0xattj4pAfvbblQsVeyres1uKq3rb/Z9msP2aEkbAFsAf5d0OvBxGy9rji+q/t0DGGJ7wtd4nwbq6urYd599OPrXv6G+vp5NNx3KUv36cfHIkfTv3591hgxhs+9tyimnnspue+xJ7969OfLwwxpe/7Ndd+PLL79kypQp3H///ZxwwvH06d2bY4/7HZMnT8Y2qw1YlS023/xr6etZV8evdt2eA046m/r6erbccB2WXWJR/nbVDay09JJsMGgAz7z8Ooedfi6fffEl/3n0Kc696kauOPU3ALzzwUe899HHDFzpmy87rrnWEB59+L/su+fOzDbbbPzy4MMbHjvkl3twemFPMmzfg5IlzcRJDBy0NgMHpSB746Gbc/afTubAfXelZ89ZOOCQI5HEs888yTVXXUZdXR3q0YNh+x5En75tZ0Pr6ur45d57ceRvj6O+firfG7oJS/Vbkr9fchnL91+OdQevzfc33YQ/nPYnfr7X3vSeqzdHH/5/ADz1zDNc8c+rqauro0ePHhywzy/o27cP744bx7HHJ/uJqfVT2eg7G7DWmgNn6HOaGbo6goFrDeHRhx9gvz13YrbZZmO/g49oeOz/frlHg73MXvsezPAz/sCkiRNZY9Dghu8PYMzoOxstHX8TetbVceCw3fnVsScm657vbsjSSy7BBZdeyQrLLcN6gwex+dCNOPGM4ez0iwPo03sufnvotI7ix59+lgXmn49FF16o0fue8/dLuH30vUycOIltd9+HLYZuzG47btd0981SV1fHfvvszVG/OSYdD4ZuwlL9+nHRyEtYvn9/1hkymM02Hcopp57OrnsOo3fvuTjqsKrjwW578EXD8eABTjxGletiAAAgAElEQVT+d/Rbckn++rfzeOXVtIiy844/YfHFFvv6H1z9VN748xn0P+V01KOOD2++gQmvvcoiu+3Jl88/x6f3jeGtvw6n36GHs+B224PhtZNPaHj5XANWZ9IH7zPp3Xe+voYm9Kyr44ifbM4+Z46kvt5svd4aLLfogvzlujtZud+ibLjaipzxr1F8OXESvzr3SgAWmbcvZ+63E1OmTmX3Uy8AYM7ZZ+OE3beh59e072pEfT2fXDmC+fc7GqkHXzxwF1PGvUWfLXZg0hsvM+HJFCD2WnM9vnzkvulevsBBv6PnQovRY7bZWfj35/DxZX9l4rOPf3NdQbdGTTvlZujF0tbAnra3lLQiKXu3GXA+sCXwPHAVMN72rpKuA660fYmkfYA/2p5L0lLADba/VSynbg5sZ3uypOWBt4G1gENt/6DY93DgYeAy4DmmLR/3Ji0f797c+9iuDtwq/x/9gLdsT5X0S2A54ATgUaqWj4tl8j8DH9j+fRGonmF7jSLL+LntU4v3vIy0zPzH4v7qth9r7fN89eWXSndpMe+nr+WWMB1v9Wn/Ummt6O0Zb67pjnymr9d1O7OZb8q43BKmY2LP2tdAtsVHe+2WW8J0rHzML3NLmI6P/nl1bgktsvjwq3JLaEpNCzQ33WVszc6zo0auUdvi0w7gm9YU3gLsLelZUgBY8Uo5ArgB+IAUuFVy8QcCl0k6HLi2hfc8n7Qs/GjRSPIB8MMWnovtSZJ2AM4q6hq/ImUvZ+R9NgR+JWky8DnwM9sfFAHq1ZJ6AO8DQ4FjgQskPQF8CbTU0ngAcHbxvJ7AaGDvFp4bBEEQBMFMxvWdswGkVnyjTGHQsUSmsH1EprDzEpnC9hOZwvYRmcIZo7tnCofu/EjNzrO3Xbpmt8sUBkEQBEEQdAo6awNIrehWQaGkVZm+63mi7cHNPT8IgiAIgqC70K2CQttPMs1TMAiCIAiCboQ7qal0rSjFmLsgCIIgCIIgL90qUxgEQRAEQfelPmoKWyUyhUEQBEEQBEFkCoMgCIIg6B6ET2HrRKYwCIIgCIIgiExhEARBEATdg/ApbJ3IFAZBEARBEASRKQyCIAiCoHsQPoWtE5nCIAiCIAiCIDKFQRAEQRB0D6KmsHUiUxgEQRAEQVAiJG0n6WlJ9ZIGtfK8zSQ9L+klSUdUbV9a0n+L7VdImrU9+42gMAiCIAiCoFw8BWwDjG7pCZLqgLOB7wMrAztKWrl4+GTgDNvLAR8De7RnpxEUBkEQBEHQLXB9fc1u30in/azt59t42trAS7ZfsT0JuBzYWpKAjYF/Fs+7CPhhe/YbNYUlYulll1NHvI+kYbbP7Yj3guU65m3oOF19O0JMQcd9Vot887co6Njvr2Po+poW7pi3oWt/VkvddW9HyAG69ue0+IY7doQcoJyfE5RXV1uMuf47HXKebQ+ShgHDqjad28Gf2WLAm1X33wIGA/MBn9ieUrV9sfa8YWQKuybD2n5KFsqoKzS1j9DUfsqoKzS1j9DUfsqqqzTYPtf2oKpbo4BQ0u2SnmrmtnUuzZEpDIIgCIIgqDG2N/mGb/E2sETV/cWLbR8Bc0vqWWQLK9vbJDKFQRAEQRAEnY+HgP5Fp/GswE+A62wbuAvYtnjez4Fr2/OGERR2Tcpa51FGXaGpfYSm9lNGXaGpfYSm9lNWXV0CST+S9BawDnCjpFuL7YtKugmgyAL+ErgVeBa40vbTxVscDhwi6SVSjeGIdu03BZRBEARBEARBdyYyhUEQBEEQBEEEhUEQBEEQBEEEhUEQBEEQBAERFHZ6lBgsaZviNrhwMw+aIKmHpO1z6+gsSJovt4YgqDXFcaJPbh1lRlKv3BqCmUMEhZ0YSZsCLwLHApsXt+OAF4vHsiJpIUkjJN1c3F9ZUrvmL84MbNcDh+Xaf2tImk3STpKOkvTbyi2zrAckXSVp8zJcaEiqk3Rpbh2dBUn7S5ont47OgKTLJPWRNCdp5uwzkn6VWdMcklbIqaEpktaV9AzwXHF/NUl/ySwr6EAiKOzcnAlsYvv7tvcsbpsBQ4vHcvN3Uqv8osX9F4CDsqlJ3C7pUElLSJq3csusCZKH1NbAFOCLqltOlifZTuxCutA4UdLyucTYngr0K/y4SoWk9STdJukFSa9IelXSK5llLQQ8JOlKSZuVJLAfL+mzJrc3JV0jaZmM0la2/RlpPuzNwNKk330WJG0JPAbcUtxfXdJ1ufRUcQbwPZI5MrYfBzbIqijoUGKiSeemJ2mmYVPeBmapsZbmmN/2lZKOhOSpJGlqZk07FP/dr2qbgZwnJIDFi4C+NBQGqLcBt0naCLgE2FfS48ARtu/PIOsV4N7iBNkQNNs+PYOWakYABwOPALl/4wDY/rWk3wCbArsBwyVdCYyw/XImWX8iHbMuA0Qy210WeBS4ANgwk65ZJM1CCgqH254sKadf27HA2sDdALYfk7R0Rj0N2H6zyfVFKX7vQccQQWHn5gJSJuBypg3FXoJ0oG2XUeVM5ouiLs0AkoYAn+YUZLsUB9ZmuE/SqrafzC2kQvHd/ZSUMXkP2B+4DlgduIqUTak1Lxe3HkDvDPtviU9t35xbRFNsW9I4YBwpCz0P8E9Jt9nOUUqxle3Vqu6fK+kx24dLOiqDngp/A14DHgdGS+oHfJZRz2TbnzYJvspgKvympHUBF0H0gSTT5KCLEObVnRxJK5GWHRcrNr1NGnPzTD5VCUkDgbOAb5HqdBYAtrX9RGZd3wJWBmavbLN9cSYtT5IO9j2B/qRM2ERSFsW2B+TQVWh7ARgJXGj7rSaPHW775DzKykPxGwfYHqgDriZ9fwDYfjSHLgBJBwI/Az4Ezgf+XWTAegAv2l42g6b7SUuQ/yw2bQscYntIERyuXmtNLVE1NzbHvkcAdwBHAD8GDgBmsb13Dj1VuuanKFsiHaNGAQfa/iinrqDjiKAwmKlI6gmsQDqAPG97cmY9x5CWqFYGbgK+D4yxvW1rr5uJevq19rjt12ulpSmS5JIdICQtQGoWWoXGQf3GmfTc1crDzqULQNJxwAXN/YYkrWS75hmeom7wTNLoLgMPkJbd3wbWtD2m1poKXQsBJwKL2v6+pJWBdWxnWXEpunuPJi39Q6rNPt72hBx6Ck11wMW2d86lIZj5RFAYzDSKg8gWwFJUlSrkrP8qMnOrAWNtr1acDC6xPTSXpkLXSNu7tLWtxppKFYAVmkYBVwCHAnuTBr1/YPvwXJoKXcvYfqWtbTmQtCCNv783MsopJYVDwoXA0cVxoSfpGLFqBi11wO22N6r1vttC0hhgY9uTcmsJZg5RUxjMTK4HJgBPAvWZtVT4yna9pClKXmTvk+owc7NK9Z3ixLBmJi0VLiUFYD+gKgDLqgjmsz1C0oG27wHukfRQZk2QlkMHNtl2FRm/w6KD9XRS9//7QD9S/dcqrb1uJmtaANiL6S8Ud8+lqaA0TXG2p0qql9TXdtYa7GYoa6NX0EFEUBjMTBbPWRPXAg9Lmhs4j9Qp+jmQo4sWgOIkdBQwh6RKYbuASSQ7mJyUMQCrlB+8K2kL4B0gm6WQpBVJQVZfSdtUPdSHquxcJo4HhpCyTmsUHeQ/zazpWuA/wO2Uq2u1bE1xnwNPSrqNxsHXAfkkAeVt9Ao6iFg+7iJIGmb73JbuZ9J0MnCH7VE5dbSEpKWAPrkbXwAknWT7yNw6qpH0QNEAcCvwZ1IA9s8cDQpVmn5ACiqWIDUx9QGOs53Fw03S1iQbk61IndkVxgOX274vhy4ASQ/bHlRYCK1RZMgfb9L9W2tNpWomqdBCU9x2hQ9fDj0/b2677YtqraU5JM0FYPvz3FqCjiUyhV2Hpsa02Y1qSUXk1xTdjpOZ1lGbbYRUYeC7M7CM7d9JWlLS2rYfzKUJwPaRkhYjLfFVL6uNzqeK4yX1Bf6PaQHYwRn1YPuG4p+fAtlrrmxfC1wraZ1Mvo2t8Ulx8h4NXCrpffIbot8gaXPbN2XW0ZSnge9Q1RRHxuEOti9SMmmvmMVnb9KDBueGkRTZeUkfAj+z/XRWYUGHEZnCYKYh6VWSXc6TZelilfRXUn3jxrZXUhoDNsr2Wpl1/YHkL/kM05bVbHurfKrKh9JElb8CC9n+lqQBJO+74zPrKl2tnNLItgmkIGdnoC9waU77EEnjgTlJtj2luFAsdD1qe2Bb22qoZ0PgIpJ3okiZ8Z9nvkhE0n2kZpy7ivsbAifaXjenrqDjiExhJ0bSIa09XoLi3zeBp8oSEBYMtj1Q0lgA2x+rHGPTfgSsYHtim8+cyUg6i1aMcjPXNZ0H/IpkNoztJyRdRqqfy0npauVsV2cFS7HsaLtUdWiSFiZ5vM4haQ2mrbD0AXplEwanAZvafh4aLob+Qf7mszkrASGA7buLi4+gixBBYeemcoBdAViLaTVNWwJZl0MLXgHuLuweqg19cwark4vO3kpB+QKUozP6FdJowuxBIfBw8d/1SH6OVxT3tyNlMnPSy/aDTSY9ZDEYbkKv3LY4FYpsXGtBfc2zcpJWtP1cldl3U025TL6/B+wKLE7q1K4wntQAlotZKgEhgO0XlCaI5OYVpdGJI4v7PyUdu4IuQgSFnRjbxwFIGg0MtD2+uH8scGNGaRVeLW6zFrcy8GfgGmBBSSeQJir8Oq8kAL4EHpN0B40D6Jpn5SrF7JL2AdavTHWQdA4pG5aTDyUty7Sgflvg3bySgBLVylWycZJ+T/psRjJtCXmRTLIOAYaRMmBNMZDF+7L4rV8k6ce2/5VDQws8LOl80rxxSN/dw608v1bsDhxHmtxj0vEgt51Q0IFETWEXQNLzwIDK0qOk2YAnbK+QV1k5KWxEvks6Ud6RY7JDU8rYbVj8rtax/b/i/jzAAzl/V8VEjHOBdYGPSRcdO+ec/FLoqtTKTWKabU7upqrpOo1L0H08e9OpHM1tqzWFTdVvgQ2KTfcAv8vlE1gcw/cD1i82/Qf4SxnKS4KuTWQKuwYXAw9Kuqa4/0My1hBJ+pPtgyRdTzPLWDmbJySdBoywfXYuDc1R0m7DPwBjlUa5iXTCPDarInjd9iZFHVOPSnY8N2WrlSv4QtLOwOWkv8Mdyd99fB/Tm3w3t63WjCBZ0Wxf3N+FNOFkmxZfMXPpCZxZKbUpSl5my6SlgcI3cTvbnxT35yFZL30vr7Kgo4hMYRehqNX5dnF3tO2xGbWsafsRSd9p7vHCCDkLkvYEdiMddC8E/lGGqQEl7jZcGBhc3P2v7XFVj61SaysKSa8A/yLN9M2e4a1G0lZMyzTdXWWfk0vPUqQ5w+uRgsJ7gYNsv5ZBS6Wh4xJgJxo3dJxje8Vaa6qmOf/EnJ6Kkh4ANqn4ABbWQqNyd/lKGmt7jba2BZ2XyBR2HXoBn9m+UNICkpa2/WoOIbYfKf65uu0zqx+TdCBpaSYLts8Hzpe0Aik4fELSvcB51V11GShlt2ERBF7bwsMjqX2GZzWSdc+Iwv/yAlKm4rPWXzZzKSyF1iKNBgQ4UNJ6zmhIXgR/W7f0uKQjbZ9UIzllbeio8JWk9W2PAZC0HvBVRj2zVxtD2/5cUs5u6Ar1kpZ0MT9bUj9aaWoKOh+RKewCSDoGGESyNFle0qLAVbbXy6yrOe+v7FeVxVLMD0hB4RLAlaTanS9s/ySTpifcZCRgc9vKRO7vsshEXwbMTZo9/HvbL2XS8gTpIqi+uF8HjC3591dzH74SNnQAIGl1Uqa+b7HpY1KmPsu0o+JCdf9KV7akNYHhttfJoadK12akmt57SNnebwPDbN+aU1fQcUSmsGvwI2AN4FEA2+9IylbjJGlH0hLR0kqD0yv0Bv6XR1VC0hmkgPBOkulqxbrn5KKxIhdl7TZsjZpfURbB1hakgH4pUob1UtLJ6Sam1WTmYG6m/b77tvbEklDzqUe2/6U0s3oVqmZD2/5drbU04Unbq0nqU+jJmnkGDgKukvQO6XtaGNghrySwfUtRqjSk2HSQ7Q9zago6lggKuwaTbFtSxaYjt5nofSQrjPlpbEExHsg9Z/gJ4NdNjH0rrJ2jTq5gH1K3YcWC5j/AXzLoKDsvAncBf3TjucL/lLRBC6+pBScxfVPOERn1tIccQf05pFKXjYDzSZZQZfBUfVXSLSRPzjtzi7H9UOGSUOn0L0PjWWVZ/THbN0j6KXCUpDNzd/8HHUcsH3cBJB0K9AeGkk5OuwOX2T4rq7BOSI4ltc6KpAdsD2n7mR26z7mqa62aebyWdXJN970Iqa4Q4MHqppwykmP5v1ISUfXfuYCbbX+7zRfPXF29SCsIPyHVyd5AqlUdk0nPdsAttsdL+nWh6fiMJt8VXU+Q6noHkBr1RgDb2262qTDofGQb+B10HLZPJdVU/Yt0ZfnbMgSEkraR9KKkTyV9Jmm8pNzLMm1R8yU1AEk/kDRW0v9yf1aSBrZ2qzyv1gFhsc8WA8KC7WoipHkWKP7bE1hXUi47k/ZyVYZ9VvwIvyxqnyeTz1C7Adtf2r7S9jakUpw+ZGyIA35TBITrkzxVR5BmfudmilMmaWvg7MLaq4x2TMHXJJaPuwi2b5P0X4rvVNK8FdPhjJwCbFk265A2yJU6/xPJE+1J50/fNzd1okK26RPtJFdQfwEpe/I008YmmjT5odZa2jW72vaJNRM1jesLo+g/kmqgTZpnnZ2icWkHYDNSPe/2rb9iplKZn70FyRnhRkm553sDjJd0JGm83QaFA0AZxu8FHUQEhV0ASb8gjR6aQDohiXSwXSanLuC9ThYQ5uRN4KkSBITY3ii3hm9Ars9viO2VM+27KaVsUCoCiDsK4+N/SbqBZL1SBp/Q14CxJCeCX7VQc1xL3pb0N1JJ0MlKE07KsLK3A6mJcA/b4yQtSQrwgy5C1BR2ASS9SBpHVqouMElnkrrm/k3jeb41z560lxx1csV+1wJ+T1qyqv6sTm/xRTNfUy/SzNolbQ+T1J9ke5TVlLk1ctnkSBoBnGb7mVrvuy0k9bL9ZW4dkN/GqCUk9Wmt47jWtarF395mpJWDF4t61VVtjyoen8f2x7XS014k3Z/bNif4ZkSmsGvwMlCKg34T+pB0bVq1LdeSWqvNI5UC7hwBYcEJwOckm45ZM2loyoXAI6Q5wwBvk+rQShsUkqdODtKoyfsljSMF9SLNPs7mUyhpHVIt2lzAkpJWA35he99cmoA7JP0YuLoMWfEK7bCg2Y7UxFcTiiD+6qr775IcHSrcQf7RgM0xe9tPCcpMZAq7AJLWIJ3A/0vjLNMBLb6om1FYhbSEbWetk5P0lO1v5dTQFEkP2x5Und2R9Ljt1TJoaVedXC4kvUTKqj7JtJpCclp1FDXG2wLXVX1/WX9nksYDcwJTSOUuleC5Ty5N7aFsGc6y6akQ7g2dn8gUdg3+RvLWanRCyo2kC2nmRG5791pr6QR1cjdJ2rSyPFQSJkmag+I7lLQsVRcdNaaUdXJVfGD7urafVltsvyk16r2Z2tJza4HtVjtVM/qEtkXZsidl0xN0ESIo7BrMYvuQ3CKaoXqZcXbS5JV3MmkBSl0ntw9wqKSJJJuOMmRQjgFuAZaQdCmwHml+bc2xfVH1/TLVyRWMlXQZcD3lqZ99U9K6gCXNAhwIlL3xK8c87faQpau9ExKfUycngsKuwc2ShjH9CSmrJU3TGaeS/gFkMYOtopR1cmXLoBSdovOQbHKGkA72B+ZuZippnRzAHKS/vez1s1XsDZwJLEb6nY8iTc0pM2UNKnLVqrZEts9JUj+gv+3bi5WEnrbHFw/vkktX0DFETWEXQNKrzWy27dyWNI2QtAJwo+3lMmooTZ3cjJCjVqfyWdVyn21Rxjq59pChe7UOuNj2zrXaZ0eQqyZN0tLA/qR52g3JEttb1VpLoWdZ4C3bEyVtSPLAvLiw88nmQytpL2AYMK/tZYuVlnNsf7fWWoKZQ2QKuwC2l86toSlKhUxTSR21FcYBh+dR1ECZ6uRmhByZgduVRiheATT4tpUgA12qOrl2Uuvu1amS+kma1fakWu23E/NvUgb6espRl/0vYJCk5YBzgWuBy4DNIevf4H7A2qSmRgq7nAUzaQlmAhEUdhEkfQtYmSpLANsX59Jj25KeKWEGpzR1cjNIjpT+DsV/q5ccc5uid8Y6OcgT1L8C3CvpOhoH9dm8L9tBrgB2gu0/Z9p3c9TbniLpR8BZts+SNDa3KGCi7UmVizJJPYmmly5FBIVdAEnHABuSgsKbgO+TaveyBYUFj0hay/ZDmXUA5a2TKyttZaAlDbV9W630FHTGOjnIc+J8ubj1oETzaYuZ0OuTPpMxtq+pPJbRJ/TM4jg6isZ12Y9m0jNZ0o7Az4Eti21lGCd3j6SjgDkkDQX2JWVXgy5C1BR2ASQ9CawGjLW9mqSFgEtsD82s6zlgOeB1UqaiDIa+pauTaw+5Jq20Rq3rvzprnRyU01dO0lm296/xPv9COib8o9i0A/Cy7ayBvaSTSE0SL1M1uzqXf6mklUkXQPfb/kdR87i97ZNz6KnS1QPYg9RQJeBW4PwyGZEH34zIFHYNvrJdL2mKpD7A+8ASuUUB38stoBlKVSfXCSattEZNl0Q7eZ1c2bpXIZVO1JqNgZUqQYSki4Ay+BJuByxTot/V68DBtiv1sm8AZ2XUU2EO4ALb50HDhdoclHOiVvA1iKCwa/CwpLmB80h2K58D9+eVlHeaQyuUrU7utFYeM+kkWlZyZAdKVSfX3kkrtk+smahy8xKwJCnogXTx+lI+OQ08BcxNuqAuA3cAmzCtUW8O0tL2ui2+ojaUVVfQQURQ2AWo8mg7R9ItQB/bT+TUVFbKVifXCSatlI2y1cmVfdJKKZB0PSl47g08K+nB4v5g4MGc2grmBp6T9BCNawqzWNIAs9tucG6w/XlhvJ+bsuoKOogICrsIkhYD+lF8p5I2sD06r6pOyclArZsnSjdppagdGmL7vlae9lqN5DRg+7jWHq91nVwnmLTSGrVc/j+1hvv6OhyTW0ATvpA0sFI+ImlN4KvMmqC8uoIOIhpNugCSTiYtiz7DNM82Z7zK7bTkagiQdAVp6f9ntr9VBIn32V691lqqNJWuOaItMpofN0xasV2mSSstImlX23/PrSOYHklrAZeTxoIKWBjYwfYjoSuYmURQ2AWQ9DwwwHZnMGEuNRmDitJNWpF0Kqk29erO0l2Y8fsrzaSVqqXaZslxsShpPK1ryjnju6m+WUn2L1/k1FX4cK5Q3H3e9uRcWqopq66gY4jl467BK6SDWASFnZcyTlr5BWlJe4qkCUyzFMp6Ai8rJZq0Ulmq3YaUybmkuL8j8F4OQS5me0v6PfAuMJL0e9oZWCSHpmpcNXu8mMa0NcnLtKZI2tj2nYWXYzXLS8J2zlnaFdZi2jjAgYWu3J64QQcRQWHX4EvgMUl30LhI+oB8kspHWevkCko3aaX6RNmJyDE5BEo0acX2PQCSTmviyXm9pNyNMVs1yX7/VdLjwG9zCWpKkRX/d2FmfUSNd/8d4E6mGVZXYyBrUChpJLAs8BhVpUrkH5QQdBARFHYNrituQSsUXo5nAy3WydlueoU+0ynrpBVJdzQddN/ctpJxZqb9lnHSypySlrH9CkBhgDxnZk1fSNqZVJdmUvbyi9ZfMvNpkpnrAQwCJtRah+1Kw8vvbL9a/Vjx/eVmELByZyknCWacqCkMuhVlrZMr06QVSbMDvYC7SOMTK9m3PsAttlfMoKl0dXIVyjppRdJmwLmk8hKR3AmG2R6VUdNSpOB5PdL3eS9wkO3XcmkCkHRh1d0ppBWD82xn8S1srjZW0iO218yhp0rDVcABtt/NqSOYeUSmsAsgaT3gWKZZ0lRqv3IZMpeZstbJlWnSyi+Ag4BFSR3RlaDwM2B4Bj1Qwjq5CmWdtGL7lsLaqBLEP5e7Ga0I/rbOqaE5bO+WWwOApBWBVYC+TbKXfYDZ86hqxPzAM4XPZBn8HIMOJjKFXYBixvDBpBN4Q3G77Y+yiQpmCEmvNrM5a2AvaX/bZRit1UBzGdUyZFklXQysRCrjyD5ppdD0BGnG8JW2X86lo5piCXR/pjUqAPmDCkkLAHsxva7da6xja+CHwFY0LgkaD1zeRj30TEfSd5rbXqljDTo/kSnsGnxq++bcIjoDZa2TK9ukFQDbZxXNE0vR+ESZs6i8jHVyUL5JK5CaFXYArpRUT8pCX2n7jYya/k3yc7weqM+ooynXAv8Bbidf1zi2rwWulbSO7eyjSpti+x5J/YD+tm8v/FTrcusKOo7IFHYBJP2B9Id5NY1T+o9mE1UyylgnNyPk8N9rqdMwZ1d7Gevk2kOtJ600s//+wG+AnW1nO4lL+q/twbn23xKSHstpFF+l4zDbp7Q0Uzu3o4SkvYBhwLy2ly1+V+fkvqgOOo7IFHYNKgfZ6iU0Axtn0FJWylgnNyPksFopXadhGevk2sl6OXZaZHV2KG5TgcNy6KjizMLqZRTluoC9QdLmtm/KrKNiY5TbOqgl9gPWBv4LYPtFSQvmlRR0JBEUdgFsb5RbQ9mxfSbphFS6Orl2kiMwe4rU1FGaTsMy1smVlWLKyizAlcB2lSX3zKwK7EK6YK0sH5fhAvZA4ChJE4HJZGpAs3190c2+qu1Da7nvdjLR9qSKSbuknuQ5NgUziQgKOzGSDmmyycCHwJimHldBoqR1cqWiyv6lN+XrNCxjnVypqDouXAd8Vfz7h5UTec7mF2A7YJkydWlD20btklax/XSNtEwtHCXKyD2SjgLmkDQU2JdUHxp0ESIo7Nw0dyBbCjha0rG2L6+xntJTRkf+Ek5aOZWUKTmZ1AlZobItG7ZfB04BTqmqkzuZ8he713L5v3JcWIE0kuzaYv9bAg/WUEdzPAXMDWTx//sGjARqWdP7mKTrgKto3M2ee8zdEcAewJOkkpybgPOzKgo6lGg06YJImhe4vdaNCZ0BSc9Ssjo5AEljbbc4aSUHLYgUgeIAAAWRSURBVBjoPmF7QC5NhYamdXJX2D4tp6a2kLSr7b/XeJ+jgS1sjy/u9wZutL1BLXU00XQ3MAB4iPJkn9uk1n+fTcy0K7jWFjlB9yMyhV0Q2/9TZa0oaErp6uQK7pD0Y0owaUXSPqRloWWKGr4KvUkTKLJRtjq59k5aqXVAWLAQUL1MO6nYlpNj2n5KKan132QP0qjLTwAkzQNku/CRdKXt7SU9SfNd0VkvFIOOIzKFXRBJGwG/sZ27eLs0NKmTW520jFaaTIWk8SS/vSmkmavZJq1I6kuaxXwSabmowvhME1aq6+TmYFqdXAO56uSqzHybnbRi++AcugAkHQ1sD1xTbPohKat6Ui5NnZVaW0I1l5nMuZogaRHb7xZZ+ukoyjqCLkBkCjsxLVy1zQu8A/ys9opKTWnr5KDtQvdaYvtT4FNSYFMWSlknV5nkIOm0JlNVrpeU1VbE9gmSbga+XWzazfbYHFokjbG9fnHxU33MKsuYybaodWNMD0nz2P4YGkqCsp2vXcw6juCv6xOZwk5MM1dtBj6y/UVzzw9KXSdXykkrZaOMdXKFjmcLXdWTVm6yvVJOXUH7KWYNr086jo6xfU0bL5mZWn4GHEVqNIHUtX2C7ZGZ9DQN5hvRCYL6oJ1EprATE1dt7aesdXJVk1bmL+qGqietLJZLV4kpY50cpNnjd0tqNGklr6SgvUj6C7AcyQMT4BeSNrG9Xw49ti8uMs2VEqBtbD+TQ0uhpzeApN+T6rFHkn7nOwOL5NIVdDyRKQy6BWWskwOQdCDTJq28TeNJK+fZ7gzTVmpGmevkJM1G55u0EgCSngNWqjR5FTZRT0emtzGSHre9Wlvbgs5LBIVBUAI68aSVmiNpINPq5EbnqpOrJiatdG4k3QDsV1l9KUpzhtveMq+yciHpPuBs4HLScvKOpM9t3azCgg4jgsIgKAkxaaXz0sQ7MSatdBKqXAn6khqYHizuDwYetL1hPnXlQ9JSwJmkWd4mld4cZPu1fKqCjiSCwiAoAS1NWrF9QD5VwdehatLKzrbLPmmlW1NlKdQsle7yIOguRKNJEJSDQZRw0krQfpqZtHJYXkVBW0TQN2MUk1aaM6+OSStdhAgKg6AclHXSStAOyjZpJWgfYbUyw9xQ9e/ZgR+RfHGDLkIsHwdBRso+aSVonbJOWglmjJasVmz/NquwklN0aY+JRpOuQ2QKgyAvpZ60ErRJKSetBDPMVk1sVf4q6XEggsLW6Q8smFtE0HFEUBgEGakakzZL0/omSXPkURW0F9vHQcOklYFVk1aOBW7MKC2YMb6QtDONrVZiMlQTmiy3G3iPqJ3tUkRQGAQZKeuklWCGKeuklaB97ESyWjmTaVYrO2VVVEJs9y7mMPcn1RRCKzWZQecjagqDICNlnbQSzBhlnrQSBB2FpD2BA4HFSfZZQ4D7bW/c6guDTkMEhUEQBB1AGSetBO1D0tLA/kxvHh+NXlVIepJUO/uA7dUlrQicaHubzNKCDiKWj4MgCDoA248Cj+bWEXwt/g2MAK4nTaQJmmeC7QmSkDSb7eckrZBbVNBxRFAYBEEQdHcm2P5zbhGdgLckzU0Kom+T9DHwemZNQQcSy8dBEARBt0bSTqTmiVE09gmNzG8LFCMC+wK32J7U1vODzkEEhUEQBEG3RtJJwC7Ay0xbPnY0UATdjQgKgyAIgm6NpJdIs8cj4xV0a3rkFhAEQRAEmXkKmDu3iCDITTSaBEEQBN2duYHnJD1EzB4PujERFAZBEATdnWNyCwiCMhA1hUEQBEEQBEFkCoMgCILuiaQxtteXNJ7GM3xF6j7uk0laEGQhMoVBEARBEARBdB8HQRAEQRAEERQGQRAEQRAERFAYBEEQBEEQEEFhEARBEARBQASFQRAEQRAEAfD/xQU2pL7HwEkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kvZ5jboevcRm",
        "colab_type": "code",
        "outputId": "2ad04a83-99ef-41b1-fedc-a84a5c5c9d0c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        }
      },
      "source": [
        "# imdb underscore rating and audience underscore score.\n",
        "# draw a scatter plot with these two objects by using plot function.\n",
        "# Scatter plot is a graph in which the values of two variables are plotted along two axes.\n",
        "# The pattern of the resulting points reveals the correlation.\n",
        "plt.scatter(movies.imdb_rating, movies.audience_score, c='red')\n",
        "# plt.scatter(movies.critics_score, movies.audience_score, c='red')\n",
        "plt.xlim(0,11) # imdb varies from 0 to 10\n",
        "plt.ylim(0,101) # audience varies from 0 to 100\n",
        "plt.title('Scatter plot of imdb rating and audience score')\n",
        "plt.show()\n",
        "# Concept of correlation is needed here (intuition wise).\n",
        "# Difference between auto-correlation (do not mix with correlation) "
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZgUZu-hUvcRs",
        "colab_type": "code",
        "outputId": "20bd3c3b-4a3f-495a-ddb8-5bcac5a05624",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 904
        }
      },
      "source": [
        "# Range, quartile, information in boxplot \n",
        "# How to deal with outliers \n",
        "plt.figure(figsize=(8,10))\n",
        "movies['diff'] = movies['audience_score'] - movies['critics_score']\n",
        "chart = sns.boxplot('genre', 'diff', data=movies)\n",
        "chart.set_xticklabels(\n",
        "    chart.get_xticklabels(), \n",
        "    rotation=90, \n",
        "    horizontalalignment='right',\n",
        "    fontweight='light',\n",
        "    fontsize='x-large'\n",
        ")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Text(0, 0, 'Drama'),\n",
              " Text(0, 0, 'Comedy'),\n",
              " Text(0, 0, 'Horror'),\n",
              " Text(0, 0, 'Documentary'),\n",
              " Text(0, 0, 'Action & Adventure'),\n",
              " Text(0, 0, 'Mystery & Suspense'),\n",
              " Text(0, 0, 'Science Fiction & Fantasy')]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 102
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wrDSdwETvieQ",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "\n",
        "## Various distributions \n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qub6j1-iwc_B",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "### Bernoulli Distribution\n",
        "---\n",
        "Tossing a biased coin\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gbxedAMywlEW",
        "colab_type": "code",
        "outputId": "ff29970c-47a4-4ad5-dfc8-7afa47a4f601",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 316
        }
      },
      "source": [
        "probs = np.array([0.70, 0.3])\n",
        "side = [0, 1]\n",
        "plt.bar(side, probs)\n",
        "plt.title('Bernoulli Distribution of a Biased Coin', fontsize=12)\n",
        "plt.ylabel('Probability', fontsize=12)\n",
        "plt.xlabel('Outcome', fontsize=12)\n",
        "axes = plt.gca()\n",
        "axes.set_ylim([0,1])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(0.0, 1.0)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MK38xd0jxfx6",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "### Uniform Distribution\n",
        "---\n",
        "Rolling a dice"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kY2oQeeU2ZrO",
        "colab_type": "code",
        "outputId": "6baa0cbe-8727-406e-d040-1a0af10c6956",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299
        }
      },
      "source": [
        "# Skewed pictorial representation \n",
        "probs = [1/6]*6\n",
        "side = [1,2,3,4,5,6]\n",
        "s = pd.Series(probs,side)\n",
        "\n",
        "#Set descriptions:\n",
        "plt.title(\"Uniform Distribution\",fontsize=16)\n",
        "plt.ylabel('side', fontsize=16)\n",
        "plt.xlabel('probability',fontsize=16)\n",
        "\n",
        "#Set tick colors:\n",
        "ax = plt.gca()\n",
        "ax.tick_params(axis='x', colors='blue')\n",
        "ax.tick_params(axis='y', colors='red')\n",
        "ax.set_ylim([0,1])\n",
        "\n",
        "#Plot the data:\n",
        "\n",
        "\n",
        "s.plot(kind = 'bar')\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEaCAYAAAD65pvjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAZy0lEQVR4nO3deZQldX338fcHEETALSAqAww5okjUII4ocRuPG6AB9wyJCwaZx0dJzNFHg4+CEzBuOS6JQiIq4vIIAVQcFYMojIiCYVgVCDoiyiDLoIiyM/p9/qhquHOre2Z6prtuT8/7dU6fvvWr3636Vi/3c+tXy01VIUnSoE1GXYAkaeYxHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4aLWSHJ9k+QTz5iepJM9dx+VePdS2W5Izk/yuXe6L17HsaZXkoLa+sa/bklyd5CtJXpkkQ/3ntv0OmsQ65idZlGSt/0cH6po70HZ1ki+s7TLWta512UbNbIaDRuUo4CVDbR8G/hR4JbA38N2+i5qkV9DUuR9wOHAXcAJwRpItB/pd1/b7xiSWPR94N5P7H/1Gu57rJvGcyZrP+HWtyzZqBtts1AVo41RVPxun+bHA2VX1X1OxjiRbVNVdU7GsCVxcVcsGpj+f5GTgZOCDwN8BtDWcN11FJLkfsLKqVgArpms9qzPd26j+ueegKTU2jJFkQZIr2iGXpUmePtTv3mGlseEpYC7w6rHhmoG++yQ5N8kdSW5JcmqSxwwtb0mSc5L8ZZKLktwFvHFg6OvFST6R5DdJfpvko0k2TfLk9nm3JbksyQvWZ/ur6kvAV4FDkjygra0z5NKu94wkv26366okx7TzFtG8Owe4Z/DnMbCsNyb5YJJf0eyxPHi8YaWB9R2SZFmSO5NcmOTZ4/z8lozzvKuTHD+Jug4aev6rklzSrvemJJ9P8ohx1rHGvxn1y3DQdHgG8FaaoZa/AjYFvp7kwRP0v5BmSGIFcFr7eG9ogoFmqOLWdln/G3gccE6SHYaW82jg34CPAS8AvjMw76PAbe0yPga8uW37HHAc8FLgN8CXk2y7jts95jRgC2DeeDOTbA2cDvwBOAjYFziS+/bkPwV8un38dAZ+HgPeSbO9C2mG5+5cTT3zgbe0z1lAEybfHA7YtbA2dd0ryULg88AVND/fw2h+L99tfwaDJvs3o2nmsJKmwwOBParqZoAk1wPn04zNf3G4c1X9Djgvyd3AiqoaHJ54D3AVsG9VrWyXdy7wE5oXk7cM9N0WeH5VXTzWkGR++/DMqhrre0aSFwKHAs+oqnPavtcBlwAvBD677pvPL9vvj5hg/m7AQ4C3V9WlA+3HA1TV8tx3EsAPx7Z7yA3AS2rg5mhDx8EHPQzYu6quaft9B/gF8C7g1WvcmtZa1jVWy6Y0x5WWVNWCgfb/Ab4H/C1NkI+Z1N+Mpp97DpoO5479k7d+1H7faTILSbIVsCfwn4MvRFX1c+D7wLOGnnL1YDAM+ebQ9P8At40Fw0AbwI6TqXMcY6/SE93V8qfAb4FPtMMu67K+U2vt75p53lgwAFTV77nv4PV0eQxNKP2/wcb25/0Lur+7Kfmb0dQxHLQmK2l28cez6UCfQb8ZnBg4KHz/Sa77ITQvtOOdfXM98NChttWdpXPz0PTdNC/Q96qqu9uHk61z2NiL/bj1VNUtwLOBXwHHAL9M8uMkL5vEOiZzRtINE7QND8tNpbHfzdr+7qbqb0ZTxHDQmtwIbJtk83HmPbL9Pt6Lz1S4mebd98PHmfdwhl5QmPidet9eSHMM4IKJOlTVxVX1MpoXyb2BnwEnJXncWq5jMtu6/QRt1w5M3wmM9zsefhFfW2O/m7X93WmGMRy0JmfRHJvaf5x5L6N5Z3jldKy4qm6jeYF9RTuGDUCSnYG/AJZMx3rXR/vuf3/gP6rq9jX1r6qV7TGWw2n+Hx/bzhp757zluE+cnKcODl0l2YYmwM4d6PML4NGDbwKSPBPYZmhZa1vXlTRvGhYMNib5C2BnZuDvTqvygLTW5NvAGcDxSXYDfkjzgrEAOAB4XVX9cRrXfzjN+PjX21M9twb+CbgF+NA0rndt7NGe2bQ5zdj4i2gujDsDeMdET0ryIpqzjE4Ffg5sBfw98Hvue8G+vP3+1iTfBP5QVUvXsc4bgG+1p6LeBfxju86jBvqc2NZ0XHvq6i40B/tvGVrWWtVVVX9IcgTNcZUvAF+gGcb6Z5pjLset47aoJ4aDVquqKskBNKdBvobmxfpu4GLgxVX11Wle/3+1Zxa9GzipXfcSmjN9fjWd614LJ7ff76QZfruQJjRPWcPB4p8Cd9D8LB9BEwrnA8+rqrGzgb5OczzijcARNMdeJjwdaQ2+S/Mzey8wh+YFft+q+slYh6o6K8kbgP9Ds0d4EfAq4EtDy1rruqrq2CS3A2+jufbjVprTfN/e7hVqBosfEypJGuYxB0lSR7/hkBxHciPJjyeYH5J/I1lGcinJnr3WJ0kC+t9zOB7YZzXz9wV2bb8WAv/eQ02SpCH9hkPV2az+/OYDgM9RVTSn9z2YoZt0SZKm30w75rADcM3A9HKm9ypOSdI4NtxTWZs7Pi4E2HarrZ40d7fdRlyQJG1YLrjggpuqarvx5s20cLiWVW96NodVL/G/T9WxwLEAc+fNq6VL1/X6IEnaOCX5xUTzZtqw0mLgNe1ZS08FbqFqOj/yUJI0jn73HJITaD54ZFua+8K/G7gfAFX/QXP15H7AMuB24HW91idJAvoOh6oD1zC/gDf1U4wkaSIzbVhJkjQDGA6SpA7DQZLUYThIkjoMB0lSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnqMBwkSR2GgySpw3CQJHUYDpKkDsNBktRhOEiSOgwHSVKH4SBJ6jAcJEkdhoMkqcNwkCR1GA6SpA7DQZLUYThIkjoMB0lSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1NF/OCT7kFxJsozksHHm70RyFslFJJeS7Nd7jZK0kes3HJJNgaOBfYHdgQNJdh/q9S7gJKqeCCwAjum1RklS73sOewHLqLqKqruBE4EDhvoU8MD28YOAX/VYnyQJ2Kzn9e0AXDMwvRx4ylCfRcC3SP4O2Ap47rhLShYCCwHYaacpLlOSNm4z8YD0gcDxVM0B9gM+T9Kts+pYquZRNY/ttuu7Rkma1foOh2uBHQem57Rtgw4GTgKg6lzg/sC2fRQnSWr0HQ7nA7uS7EKyOc0B58VDfX4JPAeA5LE04bCizyIlaWPXbzhUrQQOBU4HrqA5K+kykiNJ9m97vRU4hOQS4ATgIKqq1zolaSPX9wFpqDoNOG2o7YiBx5cDT+u3KEnSoJl4QFqSNGKGgySpw3CQJHUYDpKkDsNBktRhOEiSOgwHSVKH4SBJ6jAcJEkdhoMkqcNwkCR1GA6SpA7DQZLUYThIkjoMB0lSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnqMBwkSR2GgySpw3CQJHUYDpKkDsNBktRhOEiSOgwHSVKH4SBJ6jAcJEkdhoMkqaP/cEj2IbmSZBnJYRP0eSXJ5SSXkXyx5wolaaO3Wa9rSzYFjgaeBywHzidZTNXlA312Bd4BPI2qm0ke1muNkqTe9xz2ApZRdRVVdwMnAgcM9TkEOJqqmwGourHfEiVJfYfDDsA1A9PL27ZBjwYeTfJ9kvNI9umtOkkS0Pew0trZDNgVmA/MAc4meTxVv12lV7IQWAjATjv1W6EkzXJ97zlcC+w4MD2nbRu0HFhM1T1U/Rz4CU1YrKrqWKrmUTWP7babrnolaaPUdzicD+xKsgvJ5sACYPFQn1Np9hog2ZZmmOmqHmuUpI1ev+FQtRI4FDgduAI4iarLSI4k2b/tdTrwa5LLgbOAt1H1617rlKSNXKpq1DWst3nz5tXSpUtHXYYkbVCSXFBV88ab5xXSkqQOw0GS1GE4SJI6JhUOSZ6Y5MtJbkqyMsmebft748VqkjRrrHU4JHk6cC6wG/DFoef+EXjD1JYmSRqVyew5vJ/mNNM/A94yNO9CYM+pKkqSNFqTuX3GnsBLq6qSDJ//ehPgZcqSNEtMZs/hTuABE8x7BHDL+pcjSZoJJhMO5wD/kOYzGcaM7UEcDJw5ZVVJkkZqMsNKhwPfBy4BTqEJhtcm+TDwJODJU1+eJGkU1nrPoaouAZ4J3AC8EwjNfZIAnlVVV059eZKkUZjU5zlU1YXAc5LcH3go8Nuqun1aKpMkjcw6fdhPVd0J/GqKa5EkzRCrDYckR0xiWVVVR61nPZKkGWBNew6LhqaL5ljDsLGzlgwHSZoFVntAuqo2GfsCHgf8HDgMmAts2X5/R9v+Z9NaqSSpN5M55vBx4FNV9cGBtl8CH0iyCXA08JypLE6SNBqTuQjuKcBEH7d2PvDU9S9HkjQTTCYcbgGeN8G85+PtMyRp1pjMsNJxwDuSbA2cTHMx3PbAK4GFwHunvjxJ0ihMJhyOoDkr6R+477MbAtxGEwyLprQySdLIrHU4VNUfgcOTfAh4PM2dWK8DLq0qh5QkaRaZ9BXSVfVb4HvTUIskaYZY0xXSzwQurKpb28erVVVnT1llkqSRWdOewxKaU1T/u308/Alwg1dLF7ApkqQN3prC4dnA5QOPJUkbgdWGQ1V9d2Dye8AmVbVyrCHJC2huq3FmVV00PSVKkvo2mQPSJwB3Aa8BSPIG4Jh23j1JXlhV357i+iRJIzCZK6SfCpw2MP024FPAg4Av03w6nCRpFphMODwMuBYgyaOAXYCPV9Xvgc/QXPsgSZoFJhMOvwP+pH08H7ipqi5tp/8A3H8K65IkjdBkjjn8ADgsyUqaW2gMDjE9Clg+lYVJkkZnMnsOb6fZc1hMs5ewaGDeXwHnTl1ZkqRRmsy9lX4K7JrkT6rq10Oz3wxcP6WVSZJGZl3urTQcDFTVj6amHEnSTDCZYaWpkexDciXJMpLDVtPvZSRFMq/H6iRJ9B0OyaY0nzW9L7A7cCDJ7uP024ZmqOqHvdYnSQL633PYC1hG1VVU3Q2cCBwwTr+jgA8Ad/ZZnCSp0Xc47ABcMzC9vG27T7InsCNV31jtkpKFJEtJlrJixVTXKUkbtf6POaxOsgnwYeCta+xbdSxV86iax3bbTXtpkrQx6TscrgV2HJie07aN2YbmLq9LSK6muZ/TYg9KS1K/+g6H84FdSXYh2RxYQHNRXaPqFqq2pWouVXOB84D9qVrac52StFHrNxyaz4I4FDgduAI4iarLSI4k2b/XWiRJE5r0RXDrreo0Vr0vE1QdMUHf+dNfkCRp2Mw6IC1JmhEMB0lSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnqMBwkSR2GgySpw3CQJHUYDpKkDsNBktRhOEiSOgwHSVKH4SBJ6jAcJEkdhoMkqcNwkCR1GA6SpA7DQZLUYThIkjoMB0lSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUkf/4ZDsQ3IlyTKSw8aZ/xaSy0kuJfkOyc691yhJG7l+wyHZFDga2BfYHTiQZPehXhcB86h6AnAK8MFea5Qk9b7nsBewjKqrqLobOBE4YJUeVWdRdXs7dR4wp98SJUl9h8MOwDUD08vbtokcDHxzWiuSJHVsNuoCJpS8CpgHPGuC+QuBhQDstFNvZUnSxqDvPYdrgR0Hpue0batKngu8E9ifqrvGXVLVsVTNo2oe2203DaVK0sar73A4H9iVZBeSzYEFwOJVeiRPBD5BEww39lyfJIm+w6FqJXAocDpwBXASVZeRHEmyf9vrX4CtgZNJLiZZPMHSJEnTpP9jDlWnAacNtR0x8Pi5PVckSRriFdKSpA7DQZLUMXNPZe3B3MO+0ev6rn7/C3tdn9s3tfrcvtm8beD2TbXp2D73HCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnqMBwkSR2GgySpw3CQJHUYDpKkDsNBktRhOEiSOgwHSVKH4SBJ6jAcJEkdhoMkqcNwkCR1GA6SpA7DQZLUYThIkjoMB0lSh+EgSeowHCRJHYaDJKnDcJAkdRgOkqQOw0GS1GE4SJI6DAdJUofhIEnq6D8ckn1IriRZRnLYOPO3IPnPdv4PSeb2XqMkbeT6DYdkU+BoYF9gd+BAkt2Heh0M3EzVo4CPAB/otUZJUu97DnsBy6i6iqq7gROBA4b6HAB8tn18CvAckvRYoyRt9FJVPa4tLwf2oer17fSrgadQdehAnx+3fZa30z9r+9w0tKyFwEKALeExd8KVPWxBa/tt4Yab1txvQ+X2bbhm87aB2zfldq6q7cabsVmPRUytqmOBYwHu6HnVCUurmNfzanvj9m24ZvO2gdvXp76Hla4FdhyYntO2jd8n2Qx4EPDrPoqTJDX6DofzgV1JdiHZHFgALB7qsxh4bfv45cCZ9Dr2JUnqd1ipaiXJocDpwKbAcVRdRnIksJSqxcCngc+TLAN+QxMgM82xoy5gmrl9G67ZvG3g9vWm3wPSkqQNgldIS5I6DAdJUofhIEnqMBxEwm4Jz0nYeqh9n1HVNFUS9kp4cvt494S3JOw36rqmS8LnRl3DdEl4evv7e/6oa5kKCU9JeGD7eMuEf0r4WsIHEh408vo8IL3uEl5XxWdGXcf6SPh74E3AFcAewJur+Go778Iq9hxlfesj4d009/HaDDgDeApwFvA84PQq/nmE5a23pHMaeIBnA2cCVLF/70VNoYT/rmKv9vEhNH+nXwGeD3ytivePsr71lXAZ8OdVrEw4FridsVsGNe0vHWl9hsO6S/hlFTuNuo71kfAjYO8qbk2YS/PH+fkq/jXhoiqeONoK1127bXsAWwDXA3Oq+F3ClsAPq3jCSAtcTwkXApcDnwKKJhxOoD39u4rvjq669Tf495dwPrBfFSsStgLOq+Lxo61w/SRcUcVj28ervBFLuLiKPUZX3YZ8+4yeJFw60Sxg+z5rmSabVHErQBVXJ8wHTknYmWYbN2Qrq/gDcHvCz6r4HUAVdyT8ccS1TYV5wJuBdwJvq+LihDs29FAYsEnCQ2iGv1PFCoAqbktYOdrSpsSPB0YfLkmYV8XShEcD94y6OMNhzbYHXgDcPNQe4Af9lzPlbkjYo4qLAdo9iBcBx8GG/c4MuDvhAVXcDjxprLEdz93gw6GKPwIfSTi5/X4Ds+t/+kHABTT/a5XwiCqua4+NbehvXABeD/xrwruAm4BzE64BrmnnjZTDSmuQ8GngM1WcM868L1bx1yMoa8okzKF5h339OPOeVsX3R1DWlEjYooq7xmnfFnhEFT8aQVnTJuGFwNOq+L+jrmU6JTwA2L6Kn4+6lqnQHpTehSbYl1dxw4hLAgwHSdI4PJVVktRhOEiSOgwHaTWSzE1SSabsAGG7vPesRb8lSZYMTM9vnzt/NX32SLIoyUOnql5tnGbTmQ3SbPPGdeizB/Bu4As0t7yX1onhoI1Oki2qqnMW00xTVZdPRR9pXTispA1WO3xSSR6f5Kwktye5LsmRSTZp+4wNxbw0ySeTrIDmVMEk90vyniRXJ7m7/f6eJPcbZ3WbJ/lwkhvb9Xw9ydyhehYkOTPJiiS3JrkoyWvHWVbbPe9MsjzJHUnOTrLHUIdVhowmWMi9fZIcBPfezuWn7XZXOzT2oyRfGef5Yz+fDf4+WppahoNmg1OBbwMvBr4IHA4cMdTnYzQXTr0aOKht+yxwGPA54EXA8cA/tu3D3gHsCryO5h4/TwK+NRQkf0pz+5G/aWv5GvCpJG8YZ3mvAfYDDm3r2R74znoeK/gGMHYs4xXA3u3XdcC/Ay9K8sih5/wv4Oc0n84o3aeq/PJrg/wCFtHcU+iwofZPAr8HHgzMb/t8ZajP49r2RUPt72rbn9BOz22nLwc2Gej3tLb94Alq24Rm2PaTwCVD84rmititBtrm0twy4aiBtiXAkoHpsW2Zv5o+B7V9HjW0zm2A3wGHD7RtB9w1/PPzy6+qcs9Bs8JJQ9MnAlvTBMCY4SGVZ7bfvzDUPjb9rKH2U6rq3ltuVNX3geU078wBSLJrkhOSXEvzQn8PzW0QHjNOzadV1W0Dy7saOG9weVOpqn5Ps22vHxtyowmS0NwqRVqF4aDZYPh2A2PTOwy0XTfU56ETtF8/NH+idYy17QCQZGua24L/Oc1Q1TOAJ9O88G6xFjWvsrxpcgywE7BfkgALafaobpzGdWoD5dlKmg22B64amga4lvv+xofvEzN2mufDgZ8NtD98aP7wMofbLm4f7w3sDDyjqu69D1eSif7HJlretRP0X29V9eMk36M5znAn8Kj2sdThnoNmg1cOTS8AboXV3ljv7IG+g/6m/b5kqP3lA8MxJHkaMAc4t216QPv9noE+DwEOmGD9+yXZaqDvXOCpA8tbV2On6G45wfxjaD4AaRHwk6o6cz3Xp1nKPQfNBoe0L9zn09xe/fU0B5pvaUZPutp30ScAi9p39z+gefd/OHBCVQ0HyzbAqUk+QXMg933AT+Hej+X8Ac0B36OTvBvYCu69FfN4H/l4B83ZTv9CM+z0T+3zP7IO2z9o7LqHNyX5LE1YXVpVd7ftXwI+SnNA/a3ruS7NYu45aDY4gOajPxcDr6I5nfOotXjeQcAHgL8FTgMObqfHuzbhfcAymtNdjwEuBF5QVfcAVNUK4CXApjSns76P5hPahg94j/kczamnH6c5dXYF8JyqWq+rmqvqEpq9gr8EzqEJzEcOzL8H+CrNsNJ4p+xKgLfs1gYsySKaW0Xcr6pmwyeDTbt2L2kZ8L2qevWo69HM5bCStBFI8kCaU3v/GtgR+NBoK9JMZzhIG4c9gbOAG4E3V9XFa+ivjZzDSpKkDg9IS5I6DAdJUofhIEnqMBwkSR2GgySpw3CQJHX8f3oYtLB5r35IAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rq6LjHfy55Aa",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "\n",
        "### Binomial Distribution\n",
        "\n",
        "---\n",
        "Tossing a coin certain number of times\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KYgOl-dK8928",
        "colab_type": "code",
        "outputId": "374b5b87-daea-401e-9973-2e0b5e728ba9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 316
        }
      },
      "source": [
        "x = np.arange(0, 25)\n",
        "prob = 0.2\n",
        "p = 100   # shape parameter\n",
        "binom = stats.binom.pmf(x,p, prob)\n",
        "plt.plot(x, binom, '-o')\n",
        "plt.xlabel('Random Variable', fontsize=12)\n",
        "plt.ylabel('Probability', fontsize=12)\n",
        "plt.title(\"Binomial Distribution\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Binomial Distribution')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 40
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VLkr2uunHSb9",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "### Gaussian Distribution\n",
        "---\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TLAOoVEkHkjI",
        "colab_type": "code",
        "outputId": "531d54f4-2c5d-41e5-ba89-600c1ba9200a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 316
        }
      },
      "source": [
        "n = np.arange(-100, 100)\n",
        "mean = 0\n",
        "normal = stats.norm.pdf(n, mean, 20)\n",
        "plt.plot(n, normal)\n",
        "plt.xlabel('Random Variable', fontsize=12)\n",
        "plt.ylabel('Probability', fontsize=12)\n",
        "plt.title(\"Normal Distribution\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Normal Distribution')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0-SuMxrQIE0p",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "### Poisson Distribution\n",
        "---\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y67wZdOYIUfe",
        "colab_type": "code",
        "outputId": "c23aa430-56b8-4be7-f40b-c071de275ad4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 298
        }
      },
      "source": [
        "# n = number of events, lambd = expected number of events which can take place in a period\n",
        "# The Poisson distribution is the discrete probability distribution of the number of events \n",
        "# occurring in a given time period, given the average number of times the event occurs over that time period.\n",
        "n = np.arange(0, 50)\n",
        "for Lambda in range(0,10,2):\n",
        "    poisson = stats.poisson.pmf(n, Lambda)\n",
        "    plt.plot(n, poisson, '-o', label=\"λ = {:f}\".format(Lambda))\n",
        "    plt.xlabel('Number of Events', fontsize=12)\n",
        "    plt.ylabel('Probability', fontsize=12)\n",
        "    plt.title(\"Poisson Distribution\")\n",
        "    plt.legend()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tarU9XQgJlru",
        "colab_type": "text"
      },
      "source": [
        "---\n",
        "### Exponential Distribution\n",
        "---\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "toSVI_43J1SW",
        "colab_type": "code",
        "outputId": "9206c8d3-ab48-469d-9c5c-6adac5078a9b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 316
        }
      },
      "source": [
        "Lambda = 0.5\n",
        "x = np.arange(0, 15, 0.1)\n",
        "y = Lambda*np.exp(-Lambda*x)\n",
        "plt.plot(x,y, label=\"λ = {:f}\".format(Lambda))\n",
        "plt.xlabel('Random Variable', fontsize=12)\n",
        "plt.ylabel('Probability', fontsize=12)\n",
        "plt.title(\"Exponential Distribution\")\n",
        "plt.legend()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x7fdb9ed02c18>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k5QUJNIqvfHW",
        "colab_type": "text"
      },
      "source": [
        "--- \n",
        "## References\n",
        "\n",
        "* [Data Visualization with Python](https://www.youtube.com/watch?v=a9UrKTVEeZA)\n",
        "\n",
        "* [Movies dataset](http://www2.stat.duke.edu/~mc301/data/movies.html)\n",
        "\n",
        "---"
      ]
    }
  ]
}