hw03 (1).ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "hw03.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#Homework 3: Twitter Analysis \n",
        "\n",
        "##Kobie Williams \n",
        "\n",
        "###4/18/2022"
      ],
      "metadata": {
        "id": "HjQHg6iemtRL"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "z-70-MkAlwbQ"
      },
      "outputs": [],
      "source": [
        "#1c: \n",
        "import numpy as np \n",
        "import pandas as pd \n",
        "import matplotlib.pyplot as plt \n",
        "import seaborn as sns \n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#1d \n",
        "df = pd.read_csv('https://drive.google.com/uc?export=download&id=1__QUstuyI7rW96U_hadauOxL1ZHgW4GN')"
      ],
      "metadata": {
        "id": "X3ZFLEOEomid"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.head(2)"
      ],
      "metadata": {
        "id": "ub3AC0IAosGR",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 367
        },
        "outputId": "02326b2e-5d13-4a3a-f620-88923741ecf6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Date     Screen Name Full Name  \\\n",
              "0  3/15/16  @_Lightscap3s_      Otis   \n",
              "1  3/21/16  @_Lightscap3s_      Otis   \n",
              "\n",
              "                                          Tweet Text      Tweet ID        App  \\\n",
              "0  RT @NatureBridge: \"NatureBridge is Highlight o...  7.100000e+17  RoundTeam   \n",
              "1  RT @NatureBridge: By 2050 we want more fish th...  7.120000e+17  RoundTeam   \n",
              "\n",
              "   Followers  Follows  Retweets  Favorites Verfied User Since    Location  \\\n",
              "0       2644    590.0         1          0      No     6/8/09  Carmel, IN   \n",
              "1       2641    587.0         2          0      No     6/8/09  Carmel, IN   \n",
              "\n",
              "                                                 Bio Profile Image  \n",
              "0  Artist @ Framed Lightscap3s LLC | Landscape, M...          View  \n",
              "1  Artist @ Framed Lightscap3s LLC | Landscape, M...          View  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-8b486531-44bb-464c-a611-0a0c2ac8034f\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Date</th>\n",
              "      <th>Screen Name</th>\n",
              "      <th>Full Name</th>\n",
              "      <th>Tweet Text</th>\n",
              "      <th>Tweet ID</th>\n",
              "      <th>App</th>\n",
              "      <th>Followers</th>\n",
              "      <th>Follows</th>\n",
              "      <th>Retweets</th>\n",
              "      <th>Favorites</th>\n",
              "      <th>Verfied</th>\n",
              "      <th>User Since</th>\n",
              "      <th>Location</th>\n",
              "      <th>Bio</th>\n",
              "      <th>Profile Image</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>3/15/16</td>\n",
              "      <td>@_Lightscap3s_</td>\n",
              "      <td>Otis</td>\n",
              "      <td>RT @NatureBridge: \"NatureBridge is Highlight o...</td>\n",
              "      <td>7.100000e+17</td>\n",
              "      <td>RoundTeam</td>\n",
              "      <td>2644</td>\n",
              "      <td>590.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>6/8/09</td>\n",
              "      <td>Carmel, IN</td>\n",
              "      <td>Artist @ Framed Lightscap3s LLC | Landscape, M...</td>\n",
              "      <td>View</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>3/21/16</td>\n",
              "      <td>@_Lightscap3s_</td>\n",
              "      <td>Otis</td>\n",
              "      <td>RT @NatureBridge: By 2050 we want more fish th...</td>\n",
              "      <td>7.120000e+17</td>\n",
              "      <td>RoundTeam</td>\n",
              "      <td>2641</td>\n",
              "      <td>587.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>6/8/09</td>\n",
              "      <td>Carmel, IN</td>\n",
              "      <td>Artist @ Framed Lightscap3s LLC | Landscape, M...</td>\n",
              "      <td>View</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8b486531-44bb-464c-a611-0a0c2ac8034f')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-8b486531-44bb-464c-a611-0a0c2ac8034f button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-8b486531-44bb-464c-a611-0a0c2ac8034f');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#2a\n",
        "df['App'].value_counts().head(9)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iYkoTzrf3aKl",
        "outputId": "0b5604ba-1765-483e-fac7-e9613e61105f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Twitter for iPhone     1431\n",
              "Twitter Web Client     1395\n",
              "TweetDeck               924\n",
              "Twitter for iPad        570\n",
              "Twitter for Android     470\n",
              "Hootsuite               292\n",
              "Storify                  74\n",
              "RoundTeam                71\n",
              "Buffer                   66\n",
              "Name: App, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.head(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 249
        },
        "id": "GBWsqbQJBS0K",
        "outputId": "4c4f0da6-e774-49ba-e6e2-ff3b1fa02b32"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      Date     Screen Name Full Name  \\\n",
              "0  3/15/16  @_Lightscap3s_      Otis   \n",
              "\n",
              "                                          Tweet Text      Tweet ID        App  \\\n",
              "0  RT @NatureBridge: \"NatureBridge is Highlight o...  7.100000e+17  RoundTeam   \n",
              "\n",
              "   Followers  Follows  Retweets  Favorites Verfied User Since    Location  \\\n",
              "0       2644    590.0         1          0      No     6/8/09  Carmel, IN   \n",
              "\n",
              "                                                 Bio Profile Image  \n",
              "0  Artist @ Framed Lightscap3s LLC | Landscape, M...          View  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-ffdcd6b6-4a1f-4d99-b7ed-13884f145b16\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Date</th>\n",
              "      <th>Screen Name</th>\n",
              "      <th>Full Name</th>\n",
              "      <th>Tweet Text</th>\n",
              "      <th>Tweet ID</th>\n",
              "      <th>App</th>\n",
              "      <th>Followers</th>\n",
              "      <th>Follows</th>\n",
              "      <th>Retweets</th>\n",
              "      <th>Favorites</th>\n",
              "      <th>Verfied</th>\n",
              "      <th>User Since</th>\n",
              "      <th>Location</th>\n",
              "      <th>Bio</th>\n",
              "      <th>Profile Image</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>3/15/16</td>\n",
              "      <td>@_Lightscap3s_</td>\n",
              "      <td>Otis</td>\n",
              "      <td>RT @NatureBridge: \"NatureBridge is Highlight o...</td>\n",
              "      <td>7.100000e+17</td>\n",
              "      <td>RoundTeam</td>\n",
              "      <td>2644</td>\n",
              "      <td>590.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>6/8/09</td>\n",
              "      <td>Carmel, IN</td>\n",
              "      <td>Artist @ Framed Lightscap3s LLC | Landscape, M...</td>\n",
              "      <td>View</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ffdcd6b6-4a1f-4d99-b7ed-13884f145b16')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-ffdcd6b6-4a1f-4d99-b7ed-13884f145b16 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-ffdcd6b6-4a1f-4d99-b7ed-13884f145b16');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#2b \n",
        "#We want to take out the retweets, so use reg ex \n",
        "print('Original tweets:', str(df[\"Tweet Text\"].str.extract(r'(^[^R][^T])', expand=False).count()))\n",
        "print() \n",
        "print('Retweets', str(df[\"Retweets\"].sum()))\n"
      ],
      "metadata": {
        "id": "6ijhcSX03f7x",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b381998e-05d5-41c0-91aa-cb50b36c84c6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Original tweets: 2926\n",
            "\n",
            "Retweets 12779\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#2c \n",
        "\n",
        "#Histogram \n",
        "plt.hist(df['Followers'], bins=800)\n",
        "plt.xlim(left=0,right=100000) \n",
        "plt.xlabel('Followers') \n",
        "plt.ylabel('Users') \n",
        "plt.title('Follower Count Histogram') \n",
        "plt.grid(True) \n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "pA0k5NgYBJwG",
        "outputId": "4123812e-52bd-4af1-8622-a9b3989ebacc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#2D \n",
        "print('Top 25 Locations (based on number of tweets): \\n', df['Location'].value_counts().head(25))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "55gXnrAXGrJz",
        "outputId": "d21b283b-e9b0-49a4-a76e-85827209cf40"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Top 25 Locations (based on number of tweets): \n",
            " Caledon, Ontario                  592\n",
            "Dundas Valley, NSW                187\n",
            "Springbrook Public School         184\n",
            "Ontario, Canada                   163\n",
            "EveningShadowofCanadianRockies    142\n",
            "New South Wales, Australia        126\n",
            "Canada                            119\n",
            "Virginia Beach, VA                112\n",
            "Kurrajong Heights, near Sydney    110\n",
            "PDSB                               81\n",
            "Washington DC                      78\n",
            "Grand Haven Michigan               60\n",
            "Calgary, Alberta.                  60\n",
            "Boston, MA                         59\n",
            "Alberta, Canada                    59\n",
            "Australia                          57\n",
            "Durham NC                          54\n",
            "Ontario                            53\n",
            "Sydney                             52\n",
            "Sackville North, NSW Australia     49\n",
            "Bainbridge Island, WA              49\n",
            "Mississauga, Ontario, Canada       45\n",
            "Elon, NC                           44\n",
            "Toronto                            38\n",
            "Ottawa, Ontario                    37\n",
            "Name: Location, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#2d: \n",
        "print('Top 25 locations(based on number of users from that location)', df[['Screen Name', 'Location']].groupby('Location').nunique().head(25))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "onrXE7kBHlDZ",
        "outputId": "a457e76f-ef44-44cf-9761-863e02292fdd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Top 25 locations(based on number of users from that location)                                  Screen Name\n",
            "Location                                    \n",
            "  Sierra  Foothills CA    2015             1\n",
            " BC, CANADA                                1\n",
            " ~London, Avalon & World Wide~             1\n",
            "#1 City for Crony-Capitalists              1\n",
            "#DiversityInApps                           1\n",
            "11 states + DC                             1\n",
            "1620 Blohm Drive, Ottawa, ON               1\n",
            "30 miles east of KC on Hwy 50              1\n",
            "40°41′21″N 74°2′40″W                       1\n",
            "424                                        1\n",
            "4929 Jane St, Toronto                      1\n",
            "50 Ladore Drive, Brampton                  1\n",
            "51.4117000,-95.3813999                     1\n",
            "57.294032,-2.387916                        1\n",
            "70 Pond Hill Rd Wallingford                1\n",
            "75% of the earth                           1\n",
            "@JohnLundin, editor                        1\n",
            "@KinderWonders                             1\n",
            "Abbotsford                                 1\n",
            "Aberdeen                                   2\n",
            "Aberdeenshire                              1\n",
            "Aberystwyth, UK                            1\n",
            "Abingdon,VA                                1\n",
            "Abu Dhabi, United Arab Emirates            1\n",
            "Addis Ababa , Ethiopia                     1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#2e\n",
        "\n",
        "print(df['Date'].value_counts()) \n",
        "plt.figure(figsize=(20,10))\n",
        "plt.hist(df['Date'], bins=74) \n",
        "plt.xlabel('Date') \n",
        "plt.ylabel('Count') \n",
        "plt.title('Tweets made per day') \n",
        "plt.grid(True) \n",
        "plt.xticks(rotation='vertical') \n",
        "plt.show() "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 571
        },
        "id": "ObPrSucrIF_J",
        "outputId": "9715c0d8-84b8-44a4-9b0b-e5ba9491878a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "4/20/16    304\n",
            "5/4/16     231\n",
            "4/13/16    230\n",
            "5/18/16    224\n",
            "3/30/16    210\n",
            "          ... \n",
            "3/27/16     14\n",
            "4/3/16      13\n",
            "3/26/16     12\n",
            "4/10/16      9\n",
            "3/8/16       5\n",
            "Name: Date, Length: 85, dtype: int64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x720 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dates = pd.to_datetime(df[\"Date\"]).dt.day_name()\n",
        "print(dates)\n",
        "# print(dates)\n",
        "\n",
        "# tempVari = df[\"Date\"]\n",
        "# Histogram (Tweet per Day)\n",
        "\n",
        "plt.hist(dates, bins=74)\n",
        "# plt.xlim(right = df[\"Followers\"].max())\n",
        "# plt.xlim(left = 0, right = 100000)\n",
        "plt.xlabel('Date')\n",
        "plt.ylabel('Count')\n",
        "plt.title('Tweets made per day')\n",
        "plt.grid(True)\n",
        "# Rotates and right-aligns the x labels so they don't crowd each other.\n",
        "# fig, ax = plt.subplots()\n",
        "# plt.xticks(df[\"Date\"].to_numpy(), rotation='vertical')\n",
        "# for label in ax.get_xticklabels(which='major'):\n",
        "#     label.set(rotation=30, horizontalalignment='right')\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 509
        },
        "id": "fiY_7WYaIjko",
        "outputId": "d82c9ce9-3107-4613-b579-4f798f435747"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0         Tuesday\n",
            "1          Monday\n",
            "2       Wednesday\n",
            "3       Wednesday\n",
            "4       Wednesday\n",
            "          ...    \n",
            "5509    Wednesday\n",
            "5510     Saturday\n",
            "5511      Tuesday\n",
            "5512     Thursday\n",
            "5513      Tuesday\n",
            "Name: Date, Length: 5514, dtype: object\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#2f \n",
        "\n",
        "tweet_corpus = pd.DataFrame(df[\"Tweet Text\"].to_numpy(), columns=['doc_text'])\n",
        "# print(tweet_corpus)\n",
        "\n",
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "\n",
        "# Specify stop words that should be ignored.\n",
        "stop_list = ['a', 'an', 'the', 'and', 'has', 'I', 'in', 'for', 'but', 'of',\n",
        "              'not', 'can', 'are', 'not', 'when', 'it', 'is', 'its', 'comes',\n",
        "              'do', 'be', 'how', 'put', 'able', 'been', 'just', 'into', 'so', 'me'\n",
        "              'you', 'we', 'our', 'on', 'to', 'rt', 'co', 'your', 'this', 'with'\n",
        "              'at', 'about', 'from', 'that', 'great', 'you', 'by', 'with', 'at',\n",
        "              'what', ]\n",
        "\n",
        "# The next 2 lines accomplish several steps:\n",
        "# - makes everything lowercase (optional)\n",
        "# - removes stop words\n",
        "# - removes punctuation\n",
        "# - tokenization\n",
        "# Note that there is no easy way to do stemming without another library, nltk.\n",
        "count_vect = CountVectorizer(lowercase=True, stop_words=stop_list)\n",
        "sparse_counts = count_vect.fit_transform(tweet_corpus['doc_text'])\n",
        "\n",
        "counts = np.asarray(sparse_counts.todense())\n",
        "\n",
        "count_vect.get_feature_names_out()\n",
        "\n",
        "terms = count_vect.get_feature_names_out()\n",
        "total_counts = counts.sum(axis=0)\n",
        "\n",
        "df_counts = pd.DataFrame()\n",
        "df_counts['term'] = terms\n",
        "df_counts['count'] = total_counts\n",
        "df_counts = df_counts.sort_values(by='count', ascending=False)\n",
        "\n",
        "# Just keep the top 10\n",
        "df_counts = df_counts.iloc[:10]\n",
        "\n",
        "df_counts.plot(y='count', x='term', kind='barh', legend=None, figsize=(10, 5))\n",
        "plt.xlabel('Count')\n",
        "plt.ylabel('Term')\n",
        "plt.title('Most frequently used terms')\n",
        "plt.show()\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 642
        },
        "id": "2xDm0EpiLhXL",
        "outputId": "194fa496-87c0-4ccc-c3c1-e9c189aedb15"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#2f\n",
        "\n",
        "count_vect = CountVectorizer(lowercase=True, stop_words=stop_list, token_pattern=r\"(\\#\\w+)\")\n",
        "sparse_counts = count_vect.fit_transform(tweet_corpus['doc_text'])\n",
        "\n",
        "counts = np.asarray(sparse_counts.todense())\n",
        "\n",
        "count_vect.get_feature_names_out()\n",
        "\n",
        "terms = count_vect.get_feature_names_out()\n",
        "total_counts = counts.sum(axis=0)\n",
        "\n",
        "df_counts = pd.DataFrame()\n",
        "df_counts['term'] = terms\n",
        "df_counts['count'] = total_counts\n",
        "df_counts = df_counts.sort_values(by='count', ascending=False)\n",
        "\n",
        "# Just keep the top 10\n",
        "df_counts = df_counts.iloc[:10]\n",
        "\n",
        "df_counts.plot(y='count', x='term', kind='barh', legend=None, figsize=(10, 5))\n",
        "plt.xlabel('Count')\n",
        "plt.ylabel('Term')\n",
        "plt.title('Most frequently used Topics')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 327
        },
        "id": "rw9-IRePi2bI",
        "outputId": "15d9f529-94e0-49cf-f496-30aa2ec9c2eb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import networkx as nx\n",
        "\n",
        "#2g\n",
        "\n",
        "# We'll represent this as a directed graph\n",
        "G = nx.DiGraph()\n",
        "\n",
        "nodes = df[\"Screen Name\"].unique()\n",
        "edges = []\n",
        "\n",
        "for index, row in df.iterrows():\n",
        "  from_node = row[\"Screen Name\"]\n",
        "  for name in nodes:\n",
        "    if name in row[\"Tweet Text\"]:\n",
        "      to_node = name\n",
        "      if G.has_edge(from_node, to_node):\n",
        "        w = G.get_edge_data(from_node, to_node)['weight']\n",
        "        # print('  found existing edge, increasing weight to:', w+1)\n",
        "        G.add_edge(from_node, to_node, weight=w+1)\n",
        "      else:\n",
        "        # Otherwise, add the edge with a weight of 1\n",
        "        # print('  adding edge with weight: 1')\n",
        "        G.add_edge(from_node, to_node, weight=1)"
      ],
      "metadata": {
        "id": "J1RzJ1hKQjxt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#2g\n",
        "\n",
        "print(nx.info(G),'\\n')\n",
        "# networkx can calculate these measures and return a dictionary\n",
        "# with a key for each node.\n",
        "print('- In Degree Centrality:\\n', nx.in_degree_centrality(G))\n",
        "print('\\n- Out Degree Centrality:\\n', nx.out_degree_centrality(G))\n",
        "print('\\n- Betweenness Centrality:\\n', nx.betweenness_centrality(G))\n",
        "print('\\n- Closeness Centrality:\\n', nx.closeness_centrality(G))\n",
        "print('\\n- Eigenvector Centrality\\n', nx.eigenvector_centrality(G))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Q2OdR1F4QoWY",
        "outputId": "b64c6594-a2f9-4940-ef07-251d85bae32f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "DiGraph with 1511 nodes and 2966 edges \n",
            "\n",
            "- In Degree Centrality:\n",
            " {'@_Lightscap3s_': 0.0, '@NatureBridge': 0.009933774834437087, '@_Lindsay_Conway': 0.0, '@savageducates': 0.0026490066225165563, '@_mcisneros19': 0.001986754966887417, '@doctormorrison': 0.016556291390728478, '@amk_elon': 0.004635761589403974, '@DannyBavis': 0.005298013245033113, '@paigebl213': 0.001986754966887417, '@sgilley12': 0.0026490066225165563, '@_swatik_': 0.0, '@EnviroEducators': 0.046357615894039736, '@_withah': 0.0, '@ItsAboutTimeEDU': 0.005960264900662251, '@02Benson': 0.0, '@COrgbon': 0.001986754966887417, '@GreeningForward': 0.0013245033112582781, '@109ThornKs': 0.0, '@RangerRidley': 0.16225165562913907, '@1915Aurora': 0.0, '@ArmeniaTree': 0.013245033112582781, '@CivilNetTV': 0.007947019867549669, '@JasonSohigian': 0.004635761589403974, '@1GratefulWorld': 0.0, '@CNC90': 0.006622516556291391, '@fatim_to': 0.009933774834437087, '@MrsEimers': 0.007947019867549669, '@OLVPrincipal': 0.00728476821192053, '@1stof7gens': 0.011258278145695364, '@AlbertaEE': 0.022516556291390728, '@cgeducation': 0.006622516556291391, '@GEOEC': 0.022516556291390728, '@RachelNotley': 0.006622516556291391, '@2015_Project': 0.0, '@22C0in': 0.0, '@EPA': 0.1119205298013245, '@2LisaMayer': 0.0006622516556291391, '@actionbonnie': 0.0013245033112582781, '@3PennyMovies': 0.0, '@Sierra_BC': 0.025827814569536423, '@3wlittlefalls': 0.0013245033112582781, '@MahaffyStars': 0.0006622516556291391, '@500eco': 0.0, '@5intadewi': 0.0, '@CKEnvCentre': 0.015231788079470199, '@6Veronicadr': 0.0, '@MHEducation': 0.005298013245033113, '@A_Dobbie11': 0.0, '@KinderKids123': 0.03576158940397351, '@PeelSchools': 0.06026490066225165, '@AACPS_PGD': 0.0, '@MindShiftKQED': 0.025165562913907286, '@AAPCA_States': 0.0, '@AAPremlall': 0.018543046357615896, '@ZoeWeil': 0.0013245033112582781, '@SustyQ': 0.005298013245033113, '@ChrisVella2': 0.027152317880794703, '@stevenbody': 0.025827814569536423, '@PaulKelba': 0.039735099337748346, '@ycedillo94': 0.003973509933774834, '@aarniolinna': 0.0013245033112582781, '@eerjournal': 0.005960264900662251, '@aaronpaquette': 0.0, '@aawasp': 0.0, '@EPAregion2': 0.007947019867549669, '@AB_EP': 0.0006622516556291391, '@Abby_Retweet': 0.0, '@UncleChaps': 0.0033112582781456954, '@jackehill': 0.008609271523178808, '@AbbyFDK': 0.0, '@KinderFynes': 0.025165562913907286, '@ABEnvNet': 0.0006622516556291391, '@AbshireELC': 0.0, '@CreativeSTAR': 0.023841059602649005, '@academe_atl_hs': 0.0, '@TorontoWaldorf': 0.001986754966887417, '@ACGCNow': 0.0, '@eecom_info': 0.005960264900662251, '@acostello715': 0.0, '@ACTcoachmodel': 0.0, '@AdawDeng': 0.0, '@CommunitiesONHS': 0.0026490066225165563, '@Adrian_T_Graham': 0.009933774834437087, '@SpringbrookPS': 0.003973509933774834, '@DavidSuzukiSS': 0.007947019867549669, '@peterlbursey': 0.007947019867549669, '@vsilva_k': 0.004635761589403974, '@adriancamm': 0.0, '@willjohnst': 0.0033112582781456954, '@AdvanceTeaching': 0.0, '@McGrawHillK12': 0.01456953642384106, '@AEWrightSchool': 0.0, '@perfinker': 0.005960264900662251, '@afterschool4all': 0.0, '@mellyball': 0.004635761589403974, '@ScienceCenters': 0.001986754966887417, '@campSTEM': 0.0026490066225165563, '@MfentonFenton': 0.0026490066225165563, '@RethinkSchools': 0.004635761589403974, '@AfterschoolBudE': 0.0, '@agileschools': 0.0, '@AgNews_Otto': 0.0, '@AHCeagles': 0.0, '@ON_EcoSchools': 0.023178807947019868, '@PDSB_eco': 0.029801324503311258, '@AHeathensDay': 0.0, '@AIHA': 0.0, '@aimunro': 0.0, '@Pembina': 0.009271523178807948, '@AIRNow': 0.0, '@AJDownham': 0.0, '@AJGRaalte': 0.0, '@Moonbattery1': 0.0013245033112582781, '@akgtCanada': 0.0, '@akperera': 0.0, '@AlabamaDeptofEd': 0.0, '@EDGreenRibbon': 0.005960264900662251, '@AlbertaEcotrust': 0.0033112582781456954, '@enertweets': 0.0033112582781456954, '@insideeducation': 0.004635761589403974, '@aleighzee': 0.0, '@Alexis_Curious': 0.0006622516556291391, '@alexleslieking': 0.0006622516556291391, '@RLCParks': 0.0013245033112582781, '@aliceleung': 0.0026490066225165563, '@AlisonSoligo': 0.0, '@AlistairWhitby': 0.005960264900662251, '@gehedges': 0.003973509933774834, '@Good_Policies': 0.0033112582781456954, '@anacostiaws': 0.0013245033112582781, '@alkinahan': 0.0, '@OCSBeco': 0.01390728476821192, '@ThomasMoreOCSB': 0.005298013245033113, '@allan_crawshaw': 0.0, '@allsaykitsash': 0.0, '@PlanktonPundit': 0.023178807947019868, '@almmog': 0.0, '@artcollisions': 0.006622516556291391, '@AlouOraelosi': 0.0, '@althourk': 0.0, '@Am3liaGBall3w': 0.0, '@amandacyr4': 0.0, '@AmandaNicole487': 0.0, '@AmberKraver': 0.0, '@Ambiente_MM': 0.0, '@NAAEEStaff': 0.026490066225165563, '@AmericanForests': 0.001986754966887417, '@GreeningDetroit': 0.001986754966887417, '@IslandWood': 0.029801324503311258, '@CWF_FCF': 0.031788079470198675, '@amycoyote': 0.006622516556291391, '@courtney_beavan': 0.003973509933774834, '@fowl_love': 0.004635761589403974, '@amongstwits': 0.0, '@ELKissner': 0.009933774834437087, '@AMuddyLife': 0.0, '@amusebook': 0.0, '@Rylone3': 0.0033112582781456954, '@AnaLakhani': 0.0, '@andrewbieler': 0.0, '@kathleenaikens': 0.001986754966887417, '@andrewnepean': 0.001986754966887417, '@AngieClarksmama': 0.0, '@vickiemorgado1': 0.0033112582781456954, '@Angiesthinkin': 0.0, '@annabwild': 0.0, '@BeWildON': 0.004635761589403974, '@annaisu': 0.0, '@annasbelle': 0.0, '@ElizAnnSeton': 0.001986754966887417, '@AnnasClass': 0.0013245033112582781, '@AnnemarieHagan': 0.0, '@visitpama': 0.0026490066225165563, '@AnneMarieOB19': 0.0, '@DurhamCatholic': 0.0026490066225165563, '@GanaraskaFC': 0.003973509933774834, '@annie5133': 0.0, '@AnnieCrawley': 0.0006622516556291391, '@PatriciaNewman': 0.0033112582781456954, '@ANPatterson317': 0.0, '@antiochseattle': 0.001986754966887417, '@gambassa': 0.001986754966887417, '@AnushOConnor': 0.0, '@Apps4Ecology': 0.0026490066225165563, '@Learn_OnTheFly': 0.010596026490066225, '@aprendetips': 0.0, '@AprilKelley07': 0.0, '@Arbara0728B': 0.0, '@ArcandjMs': 0.0026490066225165563, '@Architecturhack': 0.0, '@EZECNSW': 0.024503311258278145, '@ArizonaDEQ': 0.0, '@arm_news': 0.0, '@ArmstrongYYC': 0.0026490066225165563, '@ArthurJChapman': 0.0, '@BigHistoryPro': 0.01390728476821192, '@ArtPlaceAmerica': 0.0, '@asforan': 0.0, '@kristapetrie': 0.0013245033112582781, '@MatthewOldridge': 0.0013245033112582781, '@ASMEMilwaukee': 0.0, '@STEMhero': 0.0013245033112582781, '@ASRosentreter': 0.0, '@AstronautThijs': 0.0, '@jeffkirschner': 0.0026490066225165563, '@litterati': 0.007947019867549669, '@ATHeritageArea': 0.0, '@AtifSherrif': 0.0, '@ATS_Douglas': 0.0, '@AudreyGoz': 0.0, '@aungmoeeco': 0.0, '@EPAresearch': 0.008609271523178808, '@avivaloca': 0.0, '@aylward_tomas': 0.0, '@B7Anto': 0.0, '@BacktoNatureNet': 0.0006622516556291391, '@badgerforest': 0.0, '@balmeras': 0.0, '@bar_zie': 0.0, '@jackiegerstein': 0.009933774834437087, '@barbosa0415': 0.0, '@Barlutti': 0.0, '@bashaierk': 0.001986754966887417, '@TLBoudell': 0.0026490066225165563, '@BBPB_bali': 0.001986754966887417, '@SparkShiftLab': 0.0013245033112582781, '@bcaunter1': 0.0, '@BCCFarm': 0.0, '@OurGreenChange': 0.0006622516556291391, '@bcsanswers': 0.0013245033112582781, '@wshsecology': 0.001986754966887417, '@LShenstone': 0.01390728476821192, '@BCspecies': 0.0, '@beachcat11': 0.0, '@BEANOntario': 0.0, '@BearTrust': 0.0033112582781456954, '@EEPSA': 0.004635761589403974, '@parks4all': 0.0006622516556291391, '@MrSoclassroom': 0.0033112582781456954, '@beccakedenburg': 0.0, '@BeckyBgomez3': 0.0, '@BEd_UOIT': 0.0, '@BeebeHealthcare': 0.0, '@BeeHouzz': 0.0, '@AFolkHero': 0.0006622516556291391, '@BeingExample': 0.0, '@BelfountainGr2': 0.0013245033112582781, '@BelfountainPS': 0.0026490066225165563, '@deanneprins': 0.0013245033112582781, '@BenDessen': 0.001986754966887417, '@BernardEcoTeam': 0.0, '@edutopia': 0.006622516556291391, '@Beth_Christie_': 0.003973509933774834, '@cblack__': 0.003973509933774834, '@bethanyvsmith': 0.0, '@harrell_art': 0.0013245033112582781, '@BethEdwards423': 0.0, '@bethlisser': 0.001986754966887417, '@bettie_green': 0.0, '@cpaws': 0.004635761589403974, '@bgreen': 0.0, '@ChildrenNature': 0.005960264900662251, '@bgsulrnd': 0.0006622516556291391, '@gaofei9': 0.0006622516556291391, '@BhappiJJ': 0.0, '@clclyne': 0.0006622516556291391, '@BHSAACPS': 0.0, '@BidgeeLandcare': 0.0, '@bidgeewidgee': 0.0, '@vic72941': 0.004635761589403974, '@vivianharris45': 0.01456953642384106, '@bienenstock': 0.0, '@BillBrydon': 0.0, '@bjacobsc': 0.0026490066225165563, '@BillionOyster': 0.0, '@Revkin': 0.003973509933774834, '@BillmillerBill': 0.0, '@Sustainablehero': 0.00728476821192053, '@BillNigh': 0.0, '@BinaIsrani': 0.0, '@Bio_Outreach': 0.0, '@Smtp_Canada': 0.001986754966887417, '@BirdStudiesCan': 0.0026490066225165563, '@Liza_Barney': 0.0026490066225165563, '@bjmcgough': 0.0, '@participatelrn': 0.004635761589403974, '@BL_Modular': 0.0, '@BluebellBw': 0.0, '@bluechannel24': 0.0, '@blujay4534': 0.0, '@Bo_Kohen': 0.0, '@boggs_e': 0.0, '@book_diva': 0.0, '@BotSocSA': 0.001986754966887417, '@KirstenboschNBG': 0.0026490066225165563, '@boxy_': 0.0, '@brad_crossman': 0.0, '@Brainpool_EU': 0.0, '@brasildeovelhas': 0.0, '@brendankference': 0.0, '@BrewongleEEC': 0.011258278145695364, '@Joe_Teft': 0.0033112582781456954, '@cya_outside': 0.004635761589403974, '@FSCaustralia': 0.0013245033112582781, '@briandonovan': 0.0, '@brianne_yvonne': 0.0, '@rfldn': 0.003973509933774834, '@BriarwoodLLC': 0.0, '@BridalShuttle': 0.0, '@BrilRedJoanne': 0.0, '@JodyAllair': 0.003973509933774834, '@brisdaleps': 0.001986754966887417, '@katlager': 0.0013245033112582781, '@BrockBECE': 0.0, '@BrockEducation': 0.0, '@brookecarr80': 0.0, '@BruceWard': 0.0, '@UWCollegeOfEd': 0.00728476821192053, '@bruni_brunella': 0.0, '@KnoxHartford': 0.0006622516556291391, '@BryceRecsky': 0.0, '@BSC_BC': 0.0, '@VivianORC': 0.0026490066225165563, '@BTCEA': 0.0006622516556291391, '@bucknleaf': 0.0, '@burntelmps': 0.0013245033112582781, '@bwood___4': 0.0, '@FocusOnForests': 0.007947019867549669, '@CaberTV': 0.0, '@cadman_john': 0.0, '@cherandpete': 0.0026490066225165563, '@cadolles': 0.0, '@CaGBC': 0.0013245033112582781, '@CanadaGreenJobs': 0.005298013245033113, '@CAGreenRibbon': 0.0013245033112582781, '@CEEIN4u': 0.0013245033112582781, '@projectwet': 0.0033112582781456954, '@TheCACoast': 0.0013245033112582781, '@cali_toranzo': 0.0, '@CalSpillWatch': 0.0, '@CA_Pesticides': 0.001986754966887417, '@CambridgeEngZa': 0.0, '@cameroma': 0.0, '@cleanshorelines': 0.006622516556291391, '@CampKawartha': 0.0013245033112582781, '@NaturesYear': 0.005960264900662251, '@CanadaRenewable': 0.0, '@CanadianFishn': 0.0, '@CanGeoEdu': 0.0, '@capn_madd_katt': 0.0, '@CapobiaNB': 0.0, '@CaraClimpsonLee': 0.0, '@CarbonConvoCA': 0.0, '@carissahalton': 0.0, '@Caro42S': 0.0, '@CarolBarash': 0.0, '@caroljd1964': 0.0, '@carolspeers': 0.0, '@CarsonSieving': 0.0, '@cascience': 0.001986754966887417, '@JoeyElle': 0.0026490066225165563, '@castleoaksps': 0.0, '@Catalina_Stout': 0.0, '@CatherineJudd1': 0.0006622516556291391, '@CDCasthma': 0.0, '@CDCEnvironment': 0.0, '@CDeeperlearning': 0.0, '@WestSydUFood_Ag': 0.004635761589403974, '@CdnOnlineSchool': 0.0, '@CDolmont': 0.001986754966887417, '@CentennialSP': 0.0, '@mossomcreek': 0.001986754966887417, '@NoonsCreek': 0.0026490066225165563, '@CentennialSrPS': 0.0, '@cfectnews': 0.0, '@CFrizelle': 0.0, '@ChantalRegimbal': 0.0, '@chaputski27': 0.0013245033112582781, '@ChefDeannaNY': 0.0, '@CherineSpirou': 0.004635761589403974, '@tevella71': 0.001986754966887417, '@FieldofMarsEEC': 0.007947019867549669, '@steve_papp': 0.008609271523178808, '@CherylSchnell': 0.0, '@WisDPIenviroed': 0.0013245033112582781, '@CherylZelmer': 0.0, '@HeatherMMcKay': 0.005298013245033113, '@ChescoChamber': 0.0, '@StroudCenter': 0.0013245033112582781, '@mbingley': 0.001986754966887417, '@chocolat3b': 0.0, '@chris_garces1': 0.0, '@chrisobrienisok': 0.0, '@chrisrob1106': 0.0, '@ChristianLifeLd': 0.0, '@KateHelene': 0.009933774834437087, '@DebHoggoz': 0.009933774834437087, '@MikeBartlettEdu': 0.005298013245033113, '@YES21stC': 0.001986754966887417, '@bournda': 0.0013245033112582781, '@LongneckLagoon': 0.004635761589403974, '@RNP_EEC': 0.0013245033112582781, '@coolaustralia': 0.004635761589403974, '@LSF_LST': 0.005960264900662251, '@nichall17': 0.0033112582781456954, '@MRsalakas': 0.0033112582781456954, '@CitSciOZ': 0.0006622516556291391, '@Chronicle5': 0.0, '@eIncBoston': 0.003973509933774834, '@CineSeda': 0.0, '@CitizenCotto': 0.0, '@inthebigmuddy': 0.0013245033112582781, '@ckoos1': 0.0, '@clairewiththere': 0.0, '@ClaudiaIMacias': 0.0, '@claudioalpalice': 0.0, '@CleanAirMoms_IA': 0.0, '@CliftIndustries': 0.0, '@CliftonPS': 0.001986754966887417, '@MrsStajduhar1A': 0.0013245033112582781, '@ClimateWise2015': 0.0, '@ClintonBreau': 0.0, '@cmkelleyteach': 0.0, '@cmr3958': 0.0, '@cmresidents': 0.0, '@coad4kids': 0.0, '@CoastalJCU': 0.0, '@Cobra_Principal': 0.0, '@CodyMillerPKY': 0.0006622516556291391, '@pkyongedrs': 0.0013245033112582781, '@COEOoutdoors': 0.0, '@ColbyCollege': 0.001986754966887417, '@HumanEcology': 0.0026490066225165563, '@colchambers': 0.0, '@computerjen': 0.0, '@ConnectedGarden': 0.0, '@envirochelle': 0.0033112582781456954, '@sshellery': 0.0026490066225165563, '@STEMTeachTools': 0.0033112582781456954, '@ConnectingTrue': 0.0, '@connectinnature': 0.0, '@contej': 0.0, '@cooper4trustee': 0.0, '@cordym': 0.0006622516556291391, '@DavidSpencerEdu': 0.009271523178807948, '@CoreFav': 0.0, '@corina_walker': 0.0006622516556291391, '@cosydirect': 0.0, '@CountrysidePDSB': 0.0, '@CourseCreator': 0.0, '@TAudubon': 0.0013245033112582781, '@CPIEcd': 0.0, '@GRAINE_RA': 0.0033112582781456954, '@CPSchoolCouncil': 0.0, '@CPSgarden': 0.0, '@CPTibbs': 0.0, '@CranstonSchool': 0.0, '@CrawshawAllan': 0.0, '@CREATEenviro': 0.0, '@kprschools': 0.001986754966887417, '@CristinaGardens': 0.0, '@Crozier_SI': 0.0, '@CruisingKitty': 0.0, '@CUGeology': 0.0, '@CuriousDaffodil': 0.0006622516556291391, '@PlumLandingPBS': 0.0013245033112582781, '@CurrenCougars': 0.0026490066225165563, '@MoserMmoser': 0.0026490066225165563, '@cvr_synergy': 0.0, '@CVWMA2': 0.0, '@ilonadougherty': 0.001986754966887417, '@ForestSchoolCan': 0.003973509933774834, '@cwppra': 0.0, '@planthugger': 0.0006622516556291391, '@dancewithwonder': 0.0, '@Dandeliondirtrd': 0.0, '@daniel_ottmann': 0.0, '@DanielaGinta': 0.0, '@DaniLStocks': 0.0, '@DasBridges': 0.0, '@davidfprocter': 0.0, '@Davidso8Darlene': 0.0, '@LauraGilchrist4': 0.0026490066225165563, '@seagreenED': 0.001986754966887417, '@Mr_Crozier': 0.003973509933774834, '@DSSSEcoAction': 0.001986754966887417, '@leslie_edu': 0.0026490066225165563, '@dawnbazely': 0.0, '@gladyswlkong': 0.001986754966887417, '@dbudlovsky': 0.0, '@DCPSEco': 0.0, '@DeanShpprd': 0.0, '@DebiJules': 0.0, '@Deborah_Baer': 0.0, '@deeptimerocks': 0.0, '@DeidreAusten': 0.0, '@DELawSchool': 0.0006622516556291391, '@UMKCLaw': 0.0013245033112582781, '@DellaLataille': 0.0, '@deni_nancy': 0.0, '@DenisonJudi': 0.0, '@DeronBilous': 0.0, '@DFLinton': 0.0006622516556291391, '@DFWM_MONTREAL': 0.0, '@DianeN56': 0.0, '@DibellinDiane': 0.0, '@digitalcloudgal': 0.0, '@digitalperiod': 0.0, '@director_fv': 0.0, '@DiveNag': 0.0, '@dkemball': 0.0, '@DLitowski': 0.0, '@DMashak': 0.0, '@selfgovwest': 0.001986754966887417, '@doccarpenter': 0.0, '@NBNC_VT': 0.0013245033112582781, '@DoggedWaterCo': 0.0, '@envirojer': 0.012582781456953643, '@DoloresCascone': 0.0, '@DoreenDunne': 0.0, '@dori5': 0.0, '@dovetailinc': 0.0, '@dowhatulove247': 0.0, '@DP_Dietrich': 0.0, '@DPaulsonSTEM': 0.0, '@Dr_chrishair': 0.0, '@dr_riina': 0.0, '@DRBC1961': 0.0, '@DrBGillette': 0.0006622516556291391, '@PowellGardens': 0.0013245033112582781, '@DreamRiderHQ': 0.001986754966887417, '@DREandVICKI': 0.0, '@drfr4n': 0.0, '@DrMazzula': 0.0, '@NLM_SIS': 0.0013245033112582781, '@DrQuesada': 0.0, '@DrTillieHarris': 0.0, '@femaregion2': 0.0006622516556291391, '@dtangred': 0.0, '@erinmutch': 0.0006622516556291391, '@duncwhite': 0.001986754966887417, '@ndhalls': 0.0026490066225165563, '@e_malyk': 0.0, '@eamorrowesq': 0.0, '@EANumeracy': 0.0, '@earth2holly': 0.0, '@Earthducation': 0.0, '@earthforce': 0.0013245033112582781, '@vincemeldrum': 0.0006622516556291391, '@EarthVitalSigns': 0.0, '@EastWestLit': 0.0, '@ece_fs': 0.0, '@Jackiecoryell': 0.0006622516556291391, '@eco_partners': 0.0, '@EcoCentres': 0.0013245033112582781, '@ecoclub_ffm': 0.0026490066225165563, '@FFMcGinnCES': 0.0026490066225165563, '@scorvese': 0.001986754966887417, '@ecodigitography': 0.0, '@EcoFriendlySask': 0.0006622516556291391, '@SEPNetwork': 0.004635761589403974, '@EcoSchools': 0.0026490066225165563, '@TrumacarPrimary': 0.0006622516556291391, '@EcoSchoolsTDSB': 0.0026490066225165563, '@ecyspokane': 0.0, '@Ed_Tmprince': 0.0, '@EdCamp905': 0.0, '@edcampGSU': 0.0, '@LHuffling': 0.0026490066225165563, '@NSTA': 0.0026490066225165563, '@eden_janna': 0.0, '@Mr_Marshall': 0.0033112582781456954, '@EdenwoodMS': 0.0, '@EdGameTec': 0.0, '@sustain_a_b0wl': 0.0006622516556291391, '@EdmScience': 0.0, '@EdSpeakersCo': 0.0, '@edtechsynergy': 0.0, '@EdTechTill': 0.0, '@educationarena': 0.0, '@EEASC1': 0.0013245033112582781, '@RSWCD': 0.0006622516556291391, '@EHordyskiLuong': 0.0, '@museumofscience': 0.0013245033112582781, '@EIRCorg': 0.0, '@ejabel2': 0.0, '@ElaineE1ho': 0.0, '@GreenLearning': 0.001986754966887417, '@elemenous': 0.0, '@MsYorksClass': 0.005298013245033113, '@EliaMSLibraryLC': 0.0, '@JFVandermeij': 0.0026490066225165563, '@mcd_boulanger': 0.0033112582781456954, '@ElisaLitvin': 0.0, '@ElizabethBastos': 0.0, '@ElizabethNeves6': 0.0, '@emahoneywest': 0.0, '@EmbarrassingPET': 0.0, '@EMillerFCPSAA': 0.0, '@EmmanuelQ': 0.0, '@emmoretti': 0.0, '@MrsMorgado1': 0.001986754966887417, '@StTimothyDPCDSB': 0.001986754966887417, '@StTimsEcoTeam': 0.0026490066225165563, '@Energy_Lit': 0.0, '@enerscore': 0.0, '@EnertechB': 0.0, '@envir490': 0.0, '@pie_saster': 0.0006622516556291391, '@envirochap_d': 0.0, '@TheBurdenFilm': 0.0013245033112582781, '@EnvirologicTech': 0.0, '@EnvironEdofIL': 0.0, '@environmentaide': 0.0, '@EnvironmentYork': 0.0, '@EPAclimatectr': 0.0, '@EPAgreenbldg': 0.0, '@EPAland': 0.0, '@EPAnewengland': 0.0, '@EPAregion3': 0.0, '@EPAregion7': 0.0, '@EPN_SouthBayLA': 0.0, '@EricHarvieSchl': 0.0, '@MamaJoules': 0.0013245033112582781, '@Erik20234': 0.0, '@Erin_YYC': 0.0, '@lbingley': 0.0006622516556291391, '@ErinDealey': 0.0, '@esargent184': 0.0, '@ESGenviroclub': 0.0, '@EthiopiaOnline': 0.0, '@EvaApelqvist': 0.0, '@Evo_Explorer': 0.0, '@Ew331Melissa': 0.0, '@ExploLive': 0.0, '@ExpTotalHealth': 0.0, '@eye4msu': 0.0, '@Ezab1': 0.0, '@JAnnSheridan': 0.0006622516556291391, '@hollowsashomes': 0.0006622516556291391, '@FairMountain': 0.0, '@FaithCommonGood': 0.0, '@FalakSaleem159': 0.0, '@FalconridgeCBE': 0.0, '@FarrahFazia': 0.0, '@msvdevine': 0.0013245033112582781, '@fayzaprebtani': 0.0, '@FDKlorenville': 0.0, '@FieldsAECG': 0.0, '@findog99': 0.0, '@fionammorrison': 0.0, '@firstgreatwater': 0.0, '@fishingprofs': 0.0, '@FoodNasta': 0.0, '@FoodSharer': 0.0, '@Fooshroo': 0.0, '@forestleaderBH': 0.0, '@forestofavon': 0.0, '@ForgeRat': 0.0, '@FosteringSols': 0.0006622516556291391, '@franharrop': 0.0, '@FranVanisle': 0.0, '@FredVillaume': 0.0, '@FriendlyForrest': 0.0, '@friesenmelanie': 0.0, '@youthwavemakers': 0.001986754966887417, '@fruitcandybar': 0.0, '@FSNatureLIVE': 0.0, '@usfs_nrs': 0.003973509933774834, '@FSS_Tech': 0.0, '@FutureJustice0': 0.0, '@gaga20219gs': 0.0, '@gallienus': 0.0, '@games4teaching': 0.0, '@Garethomson': 0.0, '@GaribottiAM': 0.0, '@GaryM': 0.0, '@echo_nature': 0.001986754966887417, '@garza3315': 0.0, '@GENEius_Science': 0.0, '@geo_teira': 0.0, '@KathyWorobec': 0.0013245033112582781, '@GeofferyKehrig': 0.0, '@GeoffKennah': 0.0, '@GeoGtzz': 0.0, '@Georgeann8956': 0.0, '@GFT2day': 0.0, '@ggbeck': 0.0, '@ggomezvarua': 0.0, '@GiboJess': 0.0, '@girlshealth': 0.0, '@giuseppemerlin8': 0.0, '@GL_Explorations': 0.0, '@GlobalEE2016': 0.0006622516556291391, '@gm8585': 0.0006622516556291391, '@gnyagg': 0.0, '@Goosewalker': 0.0, '@goproject': 0.0, '@gorillalms': 0.0, '@governmentbuzz': 0.0, '@Gowest_inFDK': 0.0, '@gpduhon': 0.0, '@Gr8LakesLady': 0.0, '@Grade1TweetsBA': 0.0013245033112582781, '@Grade4F3SFV': 0.0, '@grade4wonders': 0.0, '@GreenClubAS': 0.0013245033112582781, '@Grade6Griffins': 0.0, '@GRC_News': 0.0, '@green_ombudsman': 0.0, '@GreenAcorns': 0.0, '@Kimberly_Gray': 0.0006622516556291391, '@Greennomad73': 0.0, '@GreenSchoolsNN': 0.0, '@greenseattle': 0.0, '@greensquad14': 0.0013245033112582781, '@greenVCC': 0.0, '@Greg_P_Nichols': 0.0, '@Grim_Law': 0.0, '@grnmn1': 0.0, '@groundworkpdx': 0.0, '@GrouperDoc': 0.0, '@GrsoukupGreg': 0.0, '@grumblesthacook': 0.0, '@GUC_Info': 0.0, '@GuidaMicael': 0.0, '@GUSDSUPT': 0.0, '@GVCatholic': 0.0013245033112582781, '@gwenckatz': 0.0, '@GWSGrade1s': 0.0, '@H2OAlliance': 0.0, '@hackerlibrarian': 0.0, '@HaltonMGs': 0.0, '@HameedEd': 0.0006622516556291391, '@ThornLodgePS': 0.0013245033112582781, '@HandsOnArtists': 0.0, '@hapara_team': 0.0006622516556291391, '@hazleheadschool': 0.0, '@hbreen2165': 0.0, '@heartfeltlauren': 0.0, '@hechternacht': 0.0, '@henhere': 0.0, '@hernick_': 0.0, '@Hfactor241': 0.0, '@hhsatilmis': 0.0, '@HillsideOE': 0.0, '@Hipwords_writer': 0.0, '@hnk511': 0.0, '@Hollywood3Love': 0.0, '@hortancaster': 0.0, '@Howell2Mike': 0.0, '@HStemtastic': 0.0, '@HuffmanVicki': 0.0, '@HumberviewSS': 0.0, '@IanEcoCheck': 0.0, '@ianfairhurst': 0.0, '@iantindal': 0.0, '@IcsStef': 0.0, '@idpetition': 0.0, '@IncosStrategies': 0.0, '@InsightAlberta': 0.0, '@InSunWeTrust': 0.0, '@IOERC7': 0.0, '@irasocol': 0.0, '@IrvineNature': 0.0, '@AnimalTales': 0.0013245033112582781, '@isabelrodreegiz': 0.0, '@iSchoolSU': 0.0026490066225165563, '@NorthCarolinaEE': 0.004635761589403974, '@IslandRooms': 0.0, '@IsraelNewsNow': 0.0, '@isurus9': 0.0, '@itknowingness': 0.0, '@ITOFoundation': 0.0, '@JackieMatt66': 0.0, '@jacksmith2030': 0.0, '@Jackthelad1947': 0.0, '@Jacob_Derenne': 0.0, '@Jacobcha4': 0.0, '@jaguarchris4': 0.0, '@jaime_brush': 0.0, '@JamesRoy': 0.0, '@focus2achieve': 0.0013245033112582781, '@JanisIrwin': 0.0, '@janjigian244': 0.0, '@JanManimoi': 0.0, '@jannaebridgeman': 0.0, '@jaroland74': 0.0, '@jaschill81': 0.0, '@JasonBruderer': 0.0, '@JasonBuccheri': 0.0, '@JasonKappan': 0.0, '@jaydee_ell': 0.0, '@JayleneBrass1': 0.0, '@JayWigmore': 0.0033112582781456954, '@Jazeyfantazy': 0.0, '@Jazmin_Ortega': 0.0, '@jbarenburg': 0.0, '@jbeyer75': 0.0, '@jdlovesLA': 0.0, '@jeffvardy': 0.0, '@jenkatwork': 0.0013245033112582781, '@JennMacBrown': 0.0, '@JennyMBurns': 0.0, '@JennySeydel': 0.0, '@JenWright9': 0.0, '@JessCHanks': 0.0, '@jessicaprodor': 0.0, '@JessicaWoolliam': 0.0, '@jgreen1570': 0.0, '@Jill_Pattison': 0.0, '@JKRosebluff': 0.0026490066225165563, '@SkScienceCentre': 0.001986754966887417, '@jltill': 0.0, '@jmcconville1000': 0.0013245033112582781, '@jmcdougaldps': 0.0, '@joanofawk': 0.0, '@JoanRuf': 0.0, '@JodiKuriger': 0.0, '@joebags24': 0.0, '@jonemasonmc': 0.0, '@JordanAtlas23': 0.0, '@JordanKamer': 0.0, '@josephenderson': 0.0, '@joshpena14': 0.0, '@journeynorthED': 0.001986754966887417, '@joyce82506190': 0.0, '@JoYohana': 0.0013245033112582781, '@jradojkovich': 0.0, '@juanitag': 0.0, '@JujyCakes': 0.0, '@JuliaBurgess': 0.0, '@JuliaDeRose3': 0.001986754966887417, '@MsPizzolon': 0.0013245033112582781, '@YRDSBGetOut': 0.001986754966887417, '@jwsimmer': 0.0, '@kaamartseth': 0.0, '@dean_anonym': 0.0006622516556291391, '@KACEEandKGS': 0.0, '@KaijaF': 0.0, '@KalaVandeberg': 0.0, '@MaryCunningham_': 0.0006622516556291391, '@KamalKheraLib': 0.0, '@kamla_sharbear': 0.0, '@KateDobson12': 0.0, '@KatieLMHash': 0.0, '@katsogianopoulo': 0.0, '@katyscott22': 0.0013245033112582781, '@Kaymie': 0.0, '@kaysuza': 0.0, '@kb_leecaster': 0.0, '@KCBOMBARD': 0.0, '@kcharlesocsb': 0.0, '@KE_America': 0.0, '@kegemen46': 0.0, '@Kelly_M_Wright': 0.0, '@kellyeskerod': 0.0, '@kelvossen': 0.0, '@ADutke': 0.0006622516556291391, '@Kemurphyshawca1': 0.0, '@kennycooks': 0.0, '@kerrymackin': 0.0, '@kerryn_t': 0.0, '@Kids_CountrySRV': 0.0, '@kidsandcaffeine': 0.0, '@KieraKent': 0.0, '@kimbutterfly': 0.0, '@kimgauthier3': 0.0, '@kindercanuck': 0.0, '@KinderCurator': 0.0, '@kinderkfoley': 0.0, '@natureplaysign': 0.0013245033112582781, '@kirschan': 0.0, '@kittycochrane': 0.0, '@KL_CornellPress': 0.0013245033112582781, '@klewis_prieur': 0.0, '@stpatricksIRISH': 0.001986754966887417, '@klr16': 0.0, '@km50robinson': 0.0, '@KnowltonCockett': 0.0006622516556291391, '@kokopellez': 0.0, '@KonaDawg': 0.0, '@kristin_alie': 0.0, '@KristinCHarr': 0.0, '@ktbromberg': 0.0, '@ktlewis14': 0.0, '@kzelmer': 0.0013245033112582781, '@L4peaceLaura': 0.0, '@ladyoftheoak': 0.0, '@LainaBarley': 0.0, '@LakeGuardian': 0.0, '@lalojimjuarez': 0.0, '@laura_magrath': 0.0, '@Laura_Warburton': 0.0, '@laurabWB': 0.0, '@LauraLane11': 0.0, '@LaurierGreen': 0.0, '@Law1Gloria': 0.0, '@lawbibliophile': 0.0, '@LBBirney': 0.0, '@LBLNature': 0.0006622516556291391, '@lcfralick42': 0.0, '@ldiazammo': 0.0, '@LdnOntCommunity': 0.0, '@NatureMattersVa': 0.001986754966887417, '@VirginiaDCR': 0.0026490066225165563, '@ChatSalad': 0.0006622516556291391, '@MirandaRHK': 0.001986754966887417, '@LearnFromNature': 0.0, '@learningmurd': 0.0006622516556291391, '@learnPSNSW': 0.0, '@ledwards_l': 0.0, '@leila_wills': 0.0, '@LemireMichelle': 0.0, '@Lemurprincess': 0.0, '@Lesesky': 0.0, '@LfSScotland': 0.0, '@lhendersonsmall': 0.0, '@m_h_allen': 0.0006622516556291391, '@Libramlad': 0.0, '@LifeGreenGroup': 0.0, '@linda_santilli': 0.0, '@LindaBouzanis': 0.0, '@LINEBristol': 0.0, '@Livable4All': 0.0, '@LiveGourmet': 0.0, '@Living_Almanac': 0.0, '@LizUgoEYC': 0.0, '@LLummiss': 0.0, '@Llunee1': 0.0, '@lmerrim': 0.0, '@ozarknatsci': 0.0013245033112582781, '@LndOntRetweets': 0.0, '@LoudounEarthDay': 0.0, '@louisearbourfi': 0.0, '@MmeBergevin': 0.0006622516556291391, '@lscott1967': 0.0, '@LTHSAPES': 0.0, '@Macdlcross': 0.0, '@ThinkEarthEd': 0.001986754966887417, '@madameaiello': 0.0, '@MadameNguyen': 0.0, '@Madelle10': 0.0, '@maggiefay_': 0.0, '@MaggieSmylie': 0.0, '@magikbegins': 0.0, '@makufka': 0.0, '@saracole': 0.0013245033112582781, '@marcelniederer5': 0.0, '@MargaretE211': 0.0, '@MariahNPhillips': 0.0, '@marine_bio_hull': 0.0, '@markhaarmann': 0.0, '@MaRkrRSPB': 0.0, '@MarlaPaxton': 0.0, '@maropacheco59': 0.0, '@martinjhall1': 0.0, '@MarylandLover': 0.0, '@matthieunappee9': 0.0, '@matthulley13': 0.0006622516556291391, '@ProjectPeachUK': 0.0013245033112582781, '@MaureenShenher': 0.0, '@MauricioArgoteC': 0.0, '@MBGTeenNetwork': 0.0, '@MBStudent': 0.0, '@MburaKenya': 0.0, '@mbylsma': 0.0, '@McCarrenBill': 0.0, '@MCFeneley': 0.0, '@McHughEduCentre': 0.0013245033112582781, '@mclibdotnet': 0.0, '@mclloyd86': 0.0, '@MCOdd62': 0.0, '@MCOE_Now': 0.0, '@MCTTRAIN1': 0.0, '@mcudney': 0.0, '@MDCPSCapital': 0.0, '@MDnaturalist': 0.0, '@meadvillps': 0.0, '@medeiros_martin': 0.0, '@MeganKautzer': 0.0, '@meghan_417': 0.0, '@mevingham': 0.0, '@mezzosue': 0.0, '@MG_Ontario': 0.0, '@MGGS_CEE': 0.0, '@MGGS_SouthYarra': 0.0, '@michaelkinder': 0.0, '@Michellestwitr': 0.0, '@MidEarly': 0.0, '@miguelearaujop': 0.0, '@miguelmcminn': 0.0, '@mihrjan': 0.0, '@MiJiKim3': 0.0, '@MikeMorris24B': 0.0, '@mikewh': 0.0, '@MillarWestern': 0.0, '@millinium02': 0.0, '@MilneOEC': 0.0, '@MinnesotaEE': 0.0, '@missalmberg': 0.0006622516556291391, '@missbeddow': 0.0, '@MissFajardoC': 0.0, '@Mississauga_Cal': 0.0, '@missouriEE': 0.0, '@mjtravaille': 0.0, '@mkbamford': 0.0, '@mkkinderdesign': 0.0, '@mkmknani': 0.0, '@mmdetrick': 0.0, '@MmeHibou40': 0.0, '@mmenicoletti': 0.0, '@MobileMovieMag': 0.0, '@MollyFeldstein': 0.0, '@MonicaIbacache': 0.0, '@MonsieurPareja': 0.0, '@moralesandbee': 0.0, '@moreno_jfm': 0.0, '@morerye': 0.0, '@mpchristiner': 0.0, '@MPJ_Prin': 0.0, '@mr_comstock': 0.0, '@mr_isaacs': 0.0, '@MrsMurat': 0.0013245033112582781, '@tina_zita': 0.0013245033112582781, '@Mr_Reyes_Hist': 0.0, '@MzMozer': 0.0026490066225165563, '@Mr_Sciortino': 0.0, '@mrclarke7': 0.0, '@MrCoops89': 0.0, '@MrDulku': 0.0, '@MrDustoRBPS': 0.0, '@MrGearrensClass': 0.0, '@NCReserve': 0.0026490066225165563, '@TurnerCreekES': 0.0026490066225165563, '@MrHamstraTweets': 0.0, '@MrMansueto': 0.0, '@MrMatthewNg': 0.0, '@mrmuzzdog': 0.0, '@jenniferatkinso': 0.0006622516556291391, '@MrP_Tweeting': 0.0, '@mrs_rbrown': 0.0, '@MrsBteaching': 0.0, '@MrsGeekChic': 0.0, '@MrsHansonSusan': 0.0, '@MrsHearder': 0.0, '@MrsHelenDouglas': 0.0, '@MrsHughesx': 0.0, '@MrsKHenderson': 0.0, '@mrslyonsgrade3': 0.0, '@MrsMehtaMusic': 0.0, '@MrsNeal0': 0.0013245033112582781, '@ONTSpecialNeeds': 0.0013245033112582781, '@MrsNFarenick': 0.0, '@mrstepien': 0.001986754966887417, '@YourRiverwood': 0.0013245033112582781, '@MRSSsd42': 0.0, '@MrsSwatogor': 0.0, '@MrsTindale': 0.0, '@MrWigmoresclass': 0.0, '@ms_forrest': 0.0, '@Ms_Konings': 0.0, '@ms_maxx': 0.0, '@Ms_SAndrews': 0.0, '@MsADeJong': 0.0, '@MsBirchard': 0.0, '@mscurrieskinder': 0.0, '@MsG_ShelterBay': 0.0, '@MsGandhi123': 0.0, '@MsJamieLy': 0.0, '@mskala3': 0.0, '@mskyliedale': 0.0, '@msladylainey': 0.0, '@msleford_g': 0.0, '@msp472': 0.0, '@msstewart': 0.0, '@MsSumra1': 0.0, '@MsTayica': 0.0, '@MsVilladsen': 0.0, '@MsWelbergen': 0.0013245033112582781, '@Mturnermc': 0.0, '@MugeAvcioglu': 0.0, '@MumbiNMaina': 0.0, '@muvaffakiyet': 0.0, '@MVChertan': 0.0, '@MyTownTutorsMA': 0.0, '@NEEFusa': 0.001986754966887417, '@nadine1osborne': 0.0, '@NancyPeelSB': 0.0, '@NatBioTeach': 0.0, '@NatlAfterSchool': 0.0, '@natlearn': 0.0, '@naturalinquirer': 0.0, '@naturalleaders': 0.0, '@NatureVibezzz': 0.0, '@NayiDishaStudio': 0.0, '@NDE_GOV': 0.0, '@NDHS_Ottawa': 0.0013245033112582781, '@NEAHealthy': 0.0, '@slowfamily': 0.0013245033112582781, '@NeilGussman': 0.0, '@NESCWVU': 0.0, '@NetToolsGalore': 0.0, '@NettTech': 0.0, '@neufeld_an': 0.0, '@laura_h_obrien': 0.0006622516556291391, '@NewTechScience': 0.0, '@NFFTT': 0.0, '@NicStrs': 0.0, '@nikulak': 0.0, '@NiliMajumder': 0.0, '@NJGrow': 0.0, '@NLM_K12': 0.0, '@nlmcgee': 0.0, '@NLWildlife': 0.0, '@NodeSystems': 0.0, '@Non_Toxic_Kids': 0.0, '@NoreenNuzhat': 0.0, '@NorfolkEYFS': 0.0, '@NorfolkTour': 0.0, '@NRatwatte': 0.0, '@NRCS_CT': 0.0, '@NRGrenaissance': 0.0, '@NShrubs': 0.0, '@nspma': 0.0, '@nstulak': 0.0, '@nthistorian': 0.0, '@ntrlconnections': 0.0, '@ntxscied': 0.0, '@NUCA_RI': 0.0, '@numbalum89': 0.0, '@nycbotanist': 0.0, '@NYEnviroFund': 0.0, '@NYFarmer': 0.0, '@NygaroMy': 0.0, '@NYSFoz': 0.0, '@OAK_Updates': 0.0, '@obrien_damian': 0.0, '@oceantruths': 0.0, '@OCESS': 0.0, '@SJAocsb': 0.0006622516556291391, '@SLEC_LEO': 0.0013245033112582781, '@OCT_OEEO': 0.0, '@OliviaParkZZ': 0.0, '@onahunttoday': 0.0, '@onekellycas': 0.0, '@organicgay': 0.0, '@OSMTownship': 0.0, '@osstfd19_otbu': 0.0, '@Outdoor_Easy': 0.0, '@OutdoorAmy': 0.0, '@outdooredgirl': 0.0, '@OutdoorFamMag': 0.0, '@OzPIEF': 0.0013245033112582781, '@PaddleNiagara': 0.0, '@PAESTA': 0.0, '@pamela_dixon': 0.0, '@pantheracad': 0.0, '@ParmSingh82': 0.0, '@partners4wild': 0.0, '@PathwayCare': 0.0, '@PatLetizia': 0.0, '@pattimarathon': 0.0, '@pauldhondt': 0.0, '@paulgenge': 0.0, '@tommasolana': 0.0013245033112582781, '@paulmlbishop': 0.0, '@paulparentphoto': 0.0, '@PCYI_YAC': 0.0, '@TRCA_Edu': 0.0013245033112582781, '@SLSSPeel': 0.0013245033112582781, '@tomkenroadms': 0.0013245033112582781, '@PeelLC': 0.0, '@penguinlearners': 0.0, '@pennymoney21': 0.0, '@wonderstaples': 0.001986754966887417, '@PeterPauerPhoto': 0.0, '@PeteyPablo623': 0.0, '@phaneritic': 0.0, '@pharand_nadine': 0.0006622516556291391, '@PhilB6vis': 0.0, '@philhart': 0.0, '@philiplbell': 0.0, '@philkil': 0.0, '@Pinellas_Ext_NR': 0.0006622516556291391, '@UF_IFAS': 0.0013245033112582781, '@pink2yoo': 0.0, '@plasticocean22': 0.0, '@PlaydohRepublic': 0.0006622516556291391, '@pmmulcaire': 0.0, '@PoliticalBee': 0.0, '@PollysInsights': 0.0, '@Porpherya': 0.0, '@potentheart': 0.0, '@PoynorAE': 0.0, '@prairiemusik': 0.0, '@principalaim': 0.0, '@principalfero': 0.0, '@PrincipalInce': 0.0, '@printedfinger': 0.0, '@ProfeEdTech': 0.0, '@ProfRayWills': 0.0, '@PsychSportMed': 0.0, '@PtboCanada': 0.0, '@Purple_Tragedy': 0.0, '@PUSDStudentRep': 0.0, '@pwpreserve': 0.0013245033112582781, '@SandiFunke': 0.0013245033112582781, '@Q1moldyfruitgM': 0.0, '@QueensEduc': 0.0, '@QuestTeaching': 0.0, '@quitspitindia': 0.0, '@R_EIIa_Design': 0.0, '@RachAClark': 0.0, '@RachelOrvis': 0.0, '@RaeSnape': 0.0, '@RamiroMacias': 0.0, '@randy_cwf': 0.0, '@sdanos': 0.0006622516556291391, '@RoyStrumAP': 0.0006622516556291391, '@techdde': 0.0006622516556291391, '@TDSB_mendoza': 0.0006622516556291391, '@ReadyOwl': 0.0006622516556291391, '@YRDSBEcoSchools': 0.0006622516556291391, '@S_Weyrich': 0.0006622516556291391, '@bohndrake': 0.0013245033112582781, '@MsHoeg': 0.0006622516556291391, '@RBPSBobcats': 0.0013245033112582781, '@RasWard2': 0.0, '@RavencrestP': 0.0, '@RAVENtrust': 0.0, '@RCE_GWS': 0.0006622516556291391, '@REEBfil': 0.0, '@ReejRiaz': 0.0, '@RemyRodden': 0.0, '@RENEBenoitpro': 0.0, '@RetweetEthiopia': 0.0, '@rhodes_sheila': 0.0, '@RichardKlee1': 0.0, '@RiversidePDSB': 0.0, '@rljessen': 0.0, '@rltauritz': 0.0, '@robfontella': 0.0, '@RoJeHoRon': 0.0, '@ronniegai': 0.0, '@RonnieList': 0.0, '@ropyhiwopuq': 0.0, '@RosalbaBortolo1': 0.0, '@Rosanna_Deo': 0.0, '@RedgersGr1': 0.0006622516556291391, '@RosePillay1': 0.0, '@rostomzavarian': 0.0, '@RRossachacj': 0.0, '@rrrwong': 0.0, '@RSPB_NEScotland': 0.0, '@rudnern': 0.0, '@RussellsPal': 0.0, '@RuthRECE': 0.0, '@S_HastingsSimon': 0.0, '@s60long': 0.0, '@Sabahesyreg': 0.0, '@Sachunterricht': 0.0, '@saclibFriends': 0.0, '@safetybora': 0.0, '@saharahbergen': 0.0, '@Sailing4GrtLks': 0.0, '@samoester': 0.0, '@SanAngeloMPO': 0.0, '@SandburgNet': 0.0, '@sandra_cabra': 0.0, '@sandraHighland1': 0.0, '@sangichandra': 0.0, '@SaraDucey1': 0.0, '@SaraGomezAranci': 0.0, '@sarahdateechur': 0.0, '@sarlowes': 0.0, '@SaskOutdoors': 0.0, '@saskretweeter': 0.0, '@SAVEDORETREES': 0.0, '@SavePeaceValley': 0.0, '@SBPE16': 0.0, '@Sbrnwg': 0.0, '@SCDSB_OutdoorEd': 0.0, '@schnare_s': 0.0, '@SciMathFun': 0.0, '@SCSSciInstitute': 0.0, '@SD_Ag_Labs': 0.0, '@sdpgreenfutures': 0.0, '@Seasaver': 0.0, '@SeattleFdn': 0.0, '@SeattleGreenBiz': 0.0, '@SeeDifferentCAN': 0.0, '@seemann_spazzy': 0.0, '@SelbieFuller': 0.0, '@selectiveecho': 0.0, '@SenoraHansen': 0.0, '@SensusGlobal': 0.0, '@SergentFrederic': 0.0, '@sergepascucci': 0.0, '@sevenslide': 0.0, '@SG_Fair': 0.0, '@sgmhpreparednes': 0.0, '@Shambles151': 0.0, '@ShaneHipwell': 0.0, '@ShanHaldorson': 0.0, '@shapeyourdesign': 0.0, '@sharkers': 0.0, '@SharlaPeltier': 0.0, '@shaunyk': 0.0006622516556291391, '@SheilaBoudreau': 0.0, '@SheilaColla': 0.0, '@World_of_K': 0.0006622516556291391, '@ShelbyiCramer': 0.0, '@sherjonnat': 0.0, '@sherylthird': 0.0, '@significaRSE': 0.0, '@simply_enviro': 0.0, '@Sisyphus38': 0.0, '@SJ_Schools': 0.0, '@sjandrews76': 0.0, '@SJforKids': 0.0, '@SJMcIsaac': 0.0, '@SKassid': 0.0, '@skelly_mc': 0.0, '@skilletcreek': 0.0, '@SkonskyL': 0.0, '@ParentsPlaceOrg': 0.0006622516556291391, '@smcdonald229640': 0.0, '@SolarVW': 0.0, '@SolomonRDavid': 0.0, '@SophiaW_': 0.0, '@SOULFRIEND4EVER': 0.0, '@soulteeorders': 0.0, '@SOuLupdate': 0.0, '@Soyserpico': 0.0, '@SPEDPhysEd': 0.0, '@spencefountain1': 0.0, '@spirrison': 0.0, '@SpringbayStudio': 0.0, '@sschurig': 0.0, '@SSFParksandRec': 0.0, '@sssSnakespert': 0.0, '@StanCameron': 0.0, '@stanleymillsps': 0.0, '@StanleyParkVan': 0.0, '@staoapso': 0.0, '@stargeza': 0.0, '@STARS_Regina': 0.0, '@steam_math': 0.0, '@Steffanie9812': 0.0, '@stemnetwork': 0.0, '@stephenpcovert': 0.0, '@StinkyCecil': 0.0, '@StoffeyLurline': 0.0, '@StormnJ1': 0.0, '@METSchoolPanama': 0.0013245033112582781, '@studysync': 0.0, '@stump_bot': 0.0, '@SudOuestMtl9': 0.0, '@SueEckel': 0.0, '@suefried': 0.0, '@SueLawton2010': 0.0, '@SueOvertonAP': 0.0, '@SunBrilliance': 0.0, '@sunfloweroville': 0.0, '@Supermanskye': 0.0, '@surishaikh': 0.0, '@susanwright1031': 0.0, '@Sustainable613': 0.0, '@SuzanneAxelsson': 0.0, '@SuzanneDunbar5': 0.0, '@swahl': 0.0, '@SwanLakeOE': 0.0, '@taBrielleGab3p': 0.0, '@TacomaTalks': 0.0, '@tammysross1': 0.0, '@tanya_l_p': 0.0, '@taradayorzecho': 0.0, '@PuyallupWater': 0.0006622516556291391, '@tcdixon3': 0.0, '@TDSB_STEM': 0.0, '@TeachOwl': 0.0, '@Teachwith_Hart': 0.0, '@TechDiscountsMN': 0.0, '@EnvInitiative': 0.0006622516556291391, '@TechieAng': 0.0, '@TedGroschScifi': 0.0, '@telesange': 0.0, '@temarabrown': 0.0, '@TenStrands': 0.0, '@terryamerson': 0.0, '@TexasSpaceGrant': 0.0, '@the_connectory': 0.0, '@TheEarthNetwork': 0.0, '@thegatewaybug': 0.0, '@TheGentYYC': 0.0, '@TheodoraNaso': 0.0, '@TheOneHeLuvs': 0.0, '@TheRealEmmaRose': 0.0, '@TheWild_Goose': 0.0, '@TheWire_Ebooks': 0.0, '@MarylandMunros': 0.0006622516556291391, '@thewonders80': 0.0, '@ThinkinEd': 0.0, '@Tim_W_Patterson': 0.0, '@tinhlavu': 0.0, '@TocoJuju': 0.0, '@TodayAtSch00L': 0.0, '@toffler_sarah': 0.0, '@ToniFalcion': 0.0, '@tonydec3112': 0.0, '@tooba_shakeel': 0.0, '@Tools73': 0.0, '@TracyEdmunds': 0.0, '@trembathkindie': 0.0, '@TrentUSoE': 0.0, '@TrillmaticRT': 0.0, '@Trish_ll': 0.0, '@TruDavidJackson': 0.0, '@TSMScouncil': 0.0, '@TTHDragons': 0.0, '@twitturriculum': 0.0, '@txbutterfly380': 0.0, '@UCDSB': 0.0, '@unarose7': 0.0, '@Unitingschools': 0.0, '@UOITGoGreen': 0.0, '@UOITsummercamps': 0.0, '@urban_sci': 0.0, '@urbanclimate': 0.0, '@USCCanada': 0.0, '@usfsdnf': 0.0, '@USFSRockyMtns': 0.0, '@USGBC_GA': 0.0, '@USGBCNJ': 0.0, '@UTOC_club': 0.0, '@uttjess': 0.0, '@ecopedagogue': 0.0006622516556291391, '@UVtreatsAIS': 0.0, '@uwpoe': 0.0, '@VacaRecycling': 0.0, '@ValValedwards14': 0.0, '@VanHJab': 0.0, '@VanRod1': 0.0, '@vansopinion8ted': 0.0, '@VaughanRetweets': 0.0, '@Venkataramanaia': 0.0, '@verenanz': 0.0, '@vickipage1332': 0.0, '@laur_stoot': 0.0006622516556291391, '@VigilesGroup': 0.0, '@VillageCoal': 0.0, '@VisitBraggCreek': 0.0, '@VisualPersist': 0.0, '@vivian_wood': 0.0, '@VnP_Topsoil': 0.0, '@VocesAnalisa': 0.0, '@vp_slee': 0.0, '@VPKThomas': 0.0, '@VPLoiLam': 0.0, '@vrydberg': 0.0, '@vtprincipals': 0.0013245033112582781, '@VTrecycles': 0.0006622516556291391, '@WaldorfSWLondon': 0.0, '@ward_mills23': 0.0, '@WarwickEY': 0.0, '@WatsEd': 0.0, '@WccampbellWendy': 0.0, '@WCEEStaff': 0.0, '@WeAreTheFace1': 0.0, '@webbersed': 0.0, '@webbhalpern': 0.0, '@WelcomePtbo': 0.0, '@Wendy_Dowling': 0.0, '@WenzelAlex': 0.0, '@WestwoodGI': 0.0, '@WetWednesdays_': 0.0, '@WickedDecent': 0.0, '@WidowDNA': 0.0, '@WildHomesLondon': 0.0, '@WildLearning1': 0.0, '@WilkyEcoTeam': 0.0, '@williamsden_': 0.0, '@winecountrydog': 0.0, '@winevalleygirl': 0.0, '@withoutmary': 0.0, '@WM_Books': 0.0, '@Woodstockbs10': 0.0, '@WPeelsb': 0.0, '@wpokorny': 0.0, '@wrenasmir': 0.0, '@wywemubaluza': 0.0, '@XFazio_BrockU': 0.0, '@Xnonsense0': 0.0, '@YAM2200': 0.0, '@yannist2edu': 0.0, '@yawnSwanson': 0.0, '@YEKA_Envi_Solu': 0.0, '@ymahdessian': 0.0, '@YorkUScientists': 0.0, '@YosemiteNPS': 0.0, '@youthdotgov': 0.0, '@YukonEvents': 0.0, '@YuppieCuntx': 0.0, '@yycbike2school': 0.0, '@zeiss_micro': 0.0, '@ZeroSumGameNOT': 0.0, '@zoebadcock': 0.0, '@ZohrinM': 0.0, '@ZwartblesIE': 0.0, '@zwaste': 0.0}\n",
            "\n",
            "- Out Degree Centrality:\n",
            " {'@_Lightscap3s_': 0.0006622516556291391, '@NatureBridge': 0.0, '@_Lindsay_Conway': 0.0006622516556291391, '@savageducates': 0.0, '@_mcisneros19': 0.0033112582781456954, '@doctormorrison': 0.009271523178807948, '@amk_elon': 0.006622516556291391, '@DannyBavis': 0.0013245033112582781, '@paigebl213': 0.0, '@sgilley12': 0.0, '@_swatik_': 0.0006622516556291391, '@EnviroEducators': 0.005960264900662251, '@_withah': 0.0006622516556291391, '@ItsAboutTimeEDU': 0.0006622516556291391, '@02Benson': 0.0013245033112582781, '@COrgbon': 0.0013245033112582781, '@GreeningForward': 0.0006622516556291391, '@109ThornKs': 0.0006622516556291391, '@RangerRidley': 0.06887417218543046, '@1915Aurora': 0.001986754966887417, '@ArmeniaTree': 0.001986754966887417, '@CivilNetTV': 0.001986754966887417, '@JasonSohigian': 0.0013245033112582781, '@1GratefulWorld': 0.0026490066225165563, '@CNC90': 0.001986754966887417, '@fatim_to': 0.006622516556291391, '@MrsEimers': 0.0033112582781456954, '@OLVPrincipal': 0.0026490066225165563, '@1stof7gens': 0.0033112582781456954, '@AlbertaEE': 0.003973509933774834, '@cgeducation': 0.0026490066225165563, '@GEOEC': 0.005960264900662251, '@RachelNotley': 0.0026490066225165563, '@2015_Project': 0.0006622516556291391, '@22C0in': 0.0006622516556291391, '@EPA': 0.0, '@2LisaMayer': 0.0013245033112582781, '@actionbonnie': 0.0, '@3PennyMovies': 0.0006622516556291391, '@Sierra_BC': 0.0026490066225165563, '@3wlittlefalls': 0.0013245033112582781, '@MahaffyStars': 0.0006622516556291391, '@500eco': 0.0006622516556291391, '@5intadewi': 0.0013245033112582781, '@CKEnvCentre': 0.001986754966887417, '@6Veronicadr': 0.0006622516556291391, '@MHEducation': 0.0006622516556291391, '@A_Dobbie11': 0.001986754966887417, '@KinderKids123': 0.011920529801324502, '@PeelSchools': 0.00728476821192053, '@AACPS_PGD': 0.0006622516556291391, '@MindShiftKQED': 0.0, '@AAPCA_States': 0.0006622516556291391, '@AAPremlall': 0.005960264900662251, '@ZoeWeil': 0.0013245033112582781, '@SustyQ': 0.005298013245033113, '@ChrisVella2': 0.017880794701986755, '@stevenbody': 0.019205298013245033, '@PaulKelba': 0.024503311258278145, '@ycedillo94': 0.0006622516556291391, '@aarniolinna': 0.0013245033112582781, '@eerjournal': 0.0013245033112582781, '@aaronpaquette': 0.0006622516556291391, '@aawasp': 0.0013245033112582781, '@EPAregion2': 0.0013245033112582781, '@AB_EP': 0.0013245033112582781, '@Abby_Retweet': 0.0013245033112582781, '@UncleChaps': 0.0, '@jackehill': 0.0, '@AbbyFDK': 0.0006622516556291391, '@KinderFynes': 0.007947019867549669, '@ABEnvNet': 0.0013245033112582781, '@AbshireELC': 0.0006622516556291391, '@CreativeSTAR': 0.001986754966887417, '@academe_atl_hs': 0.0006622516556291391, '@TorontoWaldorf': 0.0, '@ACGCNow': 0.0013245033112582781, '@eecom_info': 0.0, '@acostello715': 0.0006622516556291391, '@ACTcoachmodel': 0.0006622516556291391, '@AdawDeng': 0.0006622516556291391, '@CommunitiesONHS': 0.0, '@Adrian_T_Graham': 0.005298013245033113, '@SpringbrookPS': 0.005298013245033113, '@DavidSuzukiSS': 0.005960264900662251, '@peterlbursey': 0.004635761589403974, '@vsilva_k': 0.0026490066225165563, '@adriancamm': 0.0006622516556291391, '@willjohnst': 0.0, '@AdvanceTeaching': 0.0006622516556291391, '@McGrawHillK12': 0.0, '@AEWrightSchool': 0.0006622516556291391, '@perfinker': 0.005960264900662251, '@afterschool4all': 0.0033112582781456954, '@mellyball': 0.0013245033112582781, '@ScienceCenters': 0.0013245033112582781, '@campSTEM': 0.0013245033112582781, '@MfentonFenton': 0.0006622516556291391, '@RethinkSchools': 0.0013245033112582781, '@AfterschoolBudE': 0.0006622516556291391, '@agileschools': 0.0006622516556291391, '@AgNews_Otto': 0.0006622516556291391, '@AHCeagles': 0.001986754966887417, '@ON_EcoSchools': 0.003973509933774834, '@PDSB_eco': 0.008609271523178808, '@AHeathensDay': 0.0006622516556291391, '@AIHA': 0.0006622516556291391, '@aimunro': 0.0013245033112582781, '@Pembina': 0.004635761589403974, '@AIRNow': 0.0006622516556291391, '@AJDownham': 0.0006622516556291391, '@AJGRaalte': 0.0006622516556291391, '@Moonbattery1': 0.0, '@akgtCanada': 0.0006622516556291391, '@akperera': 0.0006622516556291391, '@AlabamaDeptofEd': 0.0006622516556291391, '@EDGreenRibbon': 0.0006622516556291391, '@AlbertaEcotrust': 0.001986754966887417, '@enertweets': 0.0033112582781456954, '@insideeducation': 0.0, '@aleighzee': 0.0006622516556291391, '@Alexis_Curious': 0.0013245033112582781, '@alexleslieking': 0.0006622516556291391, '@RLCParks': 0.0013245033112582781, '@aliceleung': 0.0006622516556291391, '@AlisonSoligo': 0.0006622516556291391, '@AlistairWhitby': 0.0026490066225165563, '@gehedges': 0.0006622516556291391, '@Good_Policies': 0.0013245033112582781, '@anacostiaws': 0.0013245033112582781, '@alkinahan': 0.001986754966887417, '@OCSBeco': 0.009271523178807948, '@ThomasMoreOCSB': 0.001986754966887417, '@allan_crawshaw': 0.0006622516556291391, '@allsaykitsash': 0.0006622516556291391, '@PlanktonPundit': 0.0006622516556291391, '@almmog': 0.0013245033112582781, '@artcollisions': 0.0013245033112582781, '@AlouOraelosi': 0.0013245033112582781, '@althourk': 0.0006622516556291391, '@Am3liaGBall3w': 0.0006622516556291391, '@amandacyr4': 0.0006622516556291391, '@AmandaNicole487': 0.0006622516556291391, '@AmberKraver': 0.0006622516556291391, '@Ambiente_MM': 0.0006622516556291391, '@NAAEEStaff': 0.007947019867549669, '@AmericanForests': 0.001986754966887417, '@GreeningDetroit': 0.0006622516556291391, '@IslandWood': 0.0033112582781456954, '@CWF_FCF': 0.010596026490066225, '@amycoyote': 0.004635761589403974, '@courtney_beavan': 0.0006622516556291391, '@fowl_love': 0.0013245033112582781, '@amongstwits': 0.0006622516556291391, '@ELKissner': 0.0013245033112582781, '@AMuddyLife': 0.0006622516556291391, '@amusebook': 0.0006622516556291391, '@Rylone3': 0.0026490066225165563, '@AnaLakhani': 0.0006622516556291391, '@andrewbieler': 0.0006622516556291391, '@kathleenaikens': 0.0006622516556291391, '@andrewnepean': 0.0013245033112582781, '@AngieClarksmama': 0.0006622516556291391, '@vickiemorgado1': 0.0, '@Angiesthinkin': 0.0006622516556291391, '@annabwild': 0.0006622516556291391, '@BeWildON': 0.0006622516556291391, '@annaisu': 0.0006622516556291391, '@annasbelle': 0.001986754966887417, '@ElizAnnSeton': 0.001986754966887417, '@AnnasClass': 0.0006622516556291391, '@AnnemarieHagan': 0.0006622516556291391, '@visitpama': 0.0, '@AnneMarieOB19': 0.0013245033112582781, '@DurhamCatholic': 0.0013245033112582781, '@GanaraskaFC': 0.001986754966887417, '@annie5133': 0.0006622516556291391, '@AnnieCrawley': 0.0006622516556291391, '@PatriciaNewman': 0.0006622516556291391, '@ANPatterson317': 0.0006622516556291391, '@antiochseattle': 0.0026490066225165563, '@gambassa': 0.001986754966887417, '@AnushOConnor': 0.001986754966887417, '@Apps4Ecology': 0.0013245033112582781, '@Learn_OnTheFly': 0.024503311258278145, '@aprendetips': 0.0006622516556291391, '@AprilKelley07': 0.0006622516556291391, '@Arbara0728B': 0.0006622516556291391, '@ArcandjMs': 0.0006622516556291391, '@Architecturhack': 0.0006622516556291391, '@EZECNSW': 0.018543046357615896, '@ArizonaDEQ': 0.0006622516556291391, '@arm_news': 0.0006622516556291391, '@ArmstrongYYC': 0.0006622516556291391, '@ArthurJChapman': 0.0006622516556291391, '@BigHistoryPro': 0.0, '@ArtPlaceAmerica': 0.0006622516556291391, '@asforan': 0.005298013245033113, '@kristapetrie': 0.0, '@MatthewOldridge': 0.0006622516556291391, '@ASMEMilwaukee': 0.0006622516556291391, '@STEMhero': 0.0, '@ASRosentreter': 0.0006622516556291391, '@AstronautThijs': 0.0013245033112582781, '@jeffkirschner': 0.0013245033112582781, '@litterati': 0.001986754966887417, '@ATHeritageArea': 0.0013245033112582781, '@AtifSherrif': 0.0006622516556291391, '@ATS_Douglas': 0.0006622516556291391, '@AudreyGoz': 0.0006622516556291391, '@aungmoeeco': 0.0013245033112582781, '@EPAresearch': 0.0013245033112582781, '@avivaloca': 0.0006622516556291391, '@aylward_tomas': 0.0006622516556291391, '@B7Anto': 0.0006622516556291391, '@BacktoNatureNet': 0.0013245033112582781, '@badgerforest': 0.0006622516556291391, '@balmeras': 0.0013245033112582781, '@bar_zie': 0.0013245033112582781, '@jackiegerstein': 0.0, '@barbosa0415': 0.0006622516556291391, '@Barlutti': 0.0006622516556291391, '@bashaierk': 0.0013245033112582781, '@TLBoudell': 0.006622516556291391, '@BBPB_bali': 0.0013245033112582781, '@SparkShiftLab': 0.0006622516556291391, '@bcaunter1': 0.0006622516556291391, '@BCCFarm': 0.0006622516556291391, '@OurGreenChange': 0.0, '@bcsanswers': 0.0013245033112582781, '@wshsecology': 0.0013245033112582781, '@LShenstone': 0.005298013245033113, '@BCspecies': 0.0006622516556291391, '@beachcat11': 0.0013245033112582781, '@BEANOntario': 0.0006622516556291391, '@BearTrust': 0.00728476821192053, '@EEPSA': 0.0013245033112582781, '@parks4all': 0.0, '@MrSoclassroom': 0.001986754966887417, '@beccakedenburg': 0.0006622516556291391, '@BeckyBgomez3': 0.0006622516556291391, '@BEd_UOIT': 0.0013245033112582781, '@BeebeHealthcare': 0.0006622516556291391, '@BeeHouzz': 0.0006622516556291391, '@AFolkHero': 0.0, '@BeingExample': 0.0006622516556291391, '@BelfountainGr2': 0.0013245033112582781, '@BelfountainPS': 0.0033112582781456954, '@deanneprins': 0.0013245033112582781, '@BenDessen': 0.0013245033112582781, '@BernardEcoTeam': 0.0013245033112582781, '@edutopia': 0.0, '@Beth_Christie_': 0.001986754966887417, '@cblack__': 0.001986754966887417, '@bethanyvsmith': 0.0006622516556291391, '@harrell_art': 0.0, '@BethEdwards423': 0.0013245033112582781, '@bethlisser': 0.0006622516556291391, '@bettie_green': 0.0006622516556291391, '@cpaws': 0.0013245033112582781, '@bgreen': 0.0006622516556291391, '@ChildrenNature': 0.0026490066225165563, '@bgsulrnd': 0.0006622516556291391, '@gaofei9': 0.0006622516556291391, '@BhappiJJ': 0.0006622516556291391, '@clclyne': 0.0, '@BHSAACPS': 0.0006622516556291391, '@BidgeeLandcare': 0.001986754966887417, '@bidgeewidgee': 0.0026490066225165563, '@vic72941': 0.005960264900662251, '@vivianharris45': 0.008609271523178808, '@bienenstock': 0.0006622516556291391, '@BillBrydon': 0.0013245033112582781, '@bjacobsc': 0.0006622516556291391, '@BillionOyster': 0.0006622516556291391, '@Revkin': 0.0, '@BillmillerBill': 0.0006622516556291391, '@Sustainablehero': 0.0, '@BillNigh': 0.0006622516556291391, '@BinaIsrani': 0.0006622516556291391, '@Bio_Outreach': 0.0006622516556291391, '@Smtp_Canada': 0.0013245033112582781, '@BirdStudiesCan': 0.0006622516556291391, '@Liza_Barney': 0.0013245033112582781, '@bjmcgough': 0.0006622516556291391, '@participatelrn': 0.001986754966887417, '@BL_Modular': 0.0006622516556291391, '@BluebellBw': 0.0006622516556291391, '@bluechannel24': 0.0006622516556291391, '@blujay4534': 0.0006622516556291391, '@Bo_Kohen': 0.0006622516556291391, '@boggs_e': 0.0006622516556291391, '@book_diva': 0.0006622516556291391, '@BotSocSA': 0.0006622516556291391, '@KirstenboschNBG': 0.0013245033112582781, '@boxy_': 0.001986754966887417, '@brad_crossman': 0.0013245033112582781, '@Brainpool_EU': 0.0013245033112582781, '@brasildeovelhas': 0.0006622516556291391, '@brendankference': 0.0006622516556291391, '@BrewongleEEC': 0.00728476821192053, '@Joe_Teft': 0.004635761589403974, '@cya_outside': 0.004635761589403974, '@FSCaustralia': 0.0013245033112582781, '@briandonovan': 0.0006622516556291391, '@brianne_yvonne': 0.0006622516556291391, '@rfldn': 0.0006622516556291391, '@BriarwoodLLC': 0.0026490066225165563, '@BridalShuttle': 0.0013245033112582781, '@BrilRedJoanne': 0.0006622516556291391, '@JodyAllair': 0.0, '@brisdaleps': 0.0013245033112582781, '@katlager': 0.0006622516556291391, '@BrockBECE': 0.0013245033112582781, '@BrockEducation': 0.0006622516556291391, '@brookecarr80': 0.0006622516556291391, '@BruceWard': 0.0013245033112582781, '@UWCollegeOfEd': 0.0013245033112582781, '@bruni_brunella': 0.0006622516556291391, '@KnoxHartford': 0.0, '@BryceRecsky': 0.0006622516556291391, '@BSC_BC': 0.001986754966887417, '@VivianORC': 0.001986754966887417, '@BTCEA': 0.0006622516556291391, '@bucknleaf': 0.0006622516556291391, '@burntelmps': 0.0026490066225165563, '@bwood___4': 0.0006622516556291391, '@FocusOnForests': 0.0006622516556291391, '@CaberTV': 0.0006622516556291391, '@cadman_john': 0.0006622516556291391, '@cherandpete': 0.0, '@cadolles': 0.0006622516556291391, '@CaGBC': 0.0013245033112582781, '@CanadaGreenJobs': 0.001986754966887417, '@CAGreenRibbon': 0.0033112582781456954, '@CEEIN4u': 0.0006622516556291391, '@projectwet': 0.0026490066225165563, '@TheCACoast': 0.0, '@cali_toranzo': 0.0006622516556291391, '@CalSpillWatch': 0.0006622516556291391, '@CA_Pesticides': 0.0, '@CambridgeEngZa': 0.0006622516556291391, '@cameroma': 0.0013245033112582781, '@cleanshorelines': 0.0013245033112582781, '@CampKawartha': 0.001986754966887417, '@NaturesYear': 0.0, '@CanadaRenewable': 0.0013245033112582781, '@CanadianFishn': 0.0006622516556291391, '@CanGeoEdu': 0.0013245033112582781, '@capn_madd_katt': 0.0006622516556291391, '@CapobiaNB': 0.0006622516556291391, '@CaraClimpsonLee': 0.0006622516556291391, '@CarbonConvoCA': 0.001986754966887417, '@carissahalton': 0.0026490066225165563, '@Caro42S': 0.0006622516556291391, '@CarolBarash': 0.0006622516556291391, '@caroljd1964': 0.0013245033112582781, '@carolspeers': 0.0013245033112582781, '@CarsonSieving': 0.0006622516556291391, '@cascience': 0.0013245033112582781, '@JoeyElle': 0.0013245033112582781, '@castleoaksps': 0.0006622516556291391, '@Catalina_Stout': 0.0013245033112582781, '@CatherineJudd1': 0.0006622516556291391, '@CDCasthma': 0.0006622516556291391, '@CDCEnvironment': 0.0013245033112582781, '@CDeeperlearning': 0.001986754966887417, '@WestSydUFood_Ag': 0.009271523178807948, '@CdnOnlineSchool': 0.0006622516556291391, '@CDolmont': 0.0013245033112582781, '@CentennialSP': 0.0013245033112582781, '@mossomcreek': 0.0006622516556291391, '@NoonsCreek': 0.0013245033112582781, '@CentennialSrPS': 0.0013245033112582781, '@cfectnews': 0.0006622516556291391, '@CFrizelle': 0.0006622516556291391, '@ChantalRegimbal': 0.0006622516556291391, '@chaputski27': 0.0013245033112582781, '@ChefDeannaNY': 0.0006622516556291391, '@CherineSpirou': 0.004635761589403974, '@tevella71': 0.001986754966887417, '@FieldofMarsEEC': 0.0026490066225165563, '@steve_papp': 0.005298013245033113, '@CherylSchnell': 0.0006622516556291391, '@WisDPIenviroed': 0.0006622516556291391, '@CherylZelmer': 0.0013245033112582781, '@HeatherMMcKay': 0.0013245033112582781, '@ChescoChamber': 0.0006622516556291391, '@StroudCenter': 0.0, '@mbingley': 0.0026490066225165563, '@chocolat3b': 0.0006622516556291391, '@chris_garces1': 0.0006622516556291391, '@chrisobrienisok': 0.0006622516556291391, '@chrisrob1106': 0.001986754966887417, '@ChristianLifeLd': 0.0006622516556291391, '@KateHelene': 0.0013245033112582781, '@DebHoggoz': 0.005960264900662251, '@MikeBartlettEdu': 0.008609271523178808, '@YES21stC': 0.004635761589403974, '@bournda': 0.0, '@LongneckLagoon': 0.0033112582781456954, '@RNP_EEC': 0.0, '@coolaustralia': 0.0006622516556291391, '@LSF_LST': 0.0006622516556291391, '@nichall17': 0.0013245033112582781, '@MRsalakas': 0.004635761589403974, '@CitSciOZ': 0.0013245033112582781, '@Chronicle5': 0.0006622516556291391, '@eIncBoston': 0.0006622516556291391, '@CineSeda': 0.001986754966887417, '@CitizenCotto': 0.0006622516556291391, '@inthebigmuddy': 0.0013245033112582781, '@ckoos1': 0.0006622516556291391, '@clairewiththere': 0.001986754966887417, '@ClaudiaIMacias': 0.0006622516556291391, '@claudioalpalice': 0.0006622516556291391, '@CleanAirMoms_IA': 0.0006622516556291391, '@CliftIndustries': 0.0006622516556291391, '@CliftonPS': 0.0013245033112582781, '@MrsStajduhar1A': 0.0006622516556291391, '@ClimateWise2015': 0.0013245033112582781, '@ClintonBreau': 0.0006622516556291391, '@cmkelleyteach': 0.0006622516556291391, '@cmr3958': 0.0006622516556291391, '@cmresidents': 0.0013245033112582781, '@coad4kids': 0.0006622516556291391, '@CoastalJCU': 0.0013245033112582781, '@Cobra_Principal': 0.0006622516556291391, '@CodyMillerPKY': 0.0006622516556291391, '@pkyongedrs': 0.0013245033112582781, '@COEOoutdoors': 0.0006622516556291391, '@ColbyCollege': 0.0006622516556291391, '@HumanEcology': 0.0013245033112582781, '@colchambers': 0.0006622516556291391, '@computerjen': 0.0006622516556291391, '@ConnectedGarden': 0.001986754966887417, '@envirochelle': 0.001986754966887417, '@sshellery': 0.0026490066225165563, '@STEMTeachTools': 0.001986754966887417, '@ConnectingTrue': 0.0006622516556291391, '@connectinnature': 0.0006622516556291391, '@contej': 0.0013245033112582781, '@cooper4trustee': 0.0013245033112582781, '@cordym': 0.0006622516556291391, '@DavidSpencerEdu': 0.031125827814569535, '@CoreFav': 0.0006622516556291391, '@corina_walker': 0.003973509933774834, '@cosydirect': 0.0006622516556291391, '@CountrysidePDSB': 0.0013245033112582781, '@CourseCreator': 0.0006622516556291391, '@TAudubon': 0.0006622516556291391, '@CPIEcd': 0.0006622516556291391, '@GRAINE_RA': 0.0, '@CPSchoolCouncil': 0.0006622516556291391, '@CPSgarden': 0.0006622516556291391, '@CPTibbs': 0.0006622516556291391, '@CranstonSchool': 0.0006622516556291391, '@CrawshawAllan': 0.0006622516556291391, '@CREATEenviro': 0.0013245033112582781, '@kprschools': 0.0013245033112582781, '@CristinaGardens': 0.0006622516556291391, '@Crozier_SI': 0.0006622516556291391, '@CruisingKitty': 0.0006622516556291391, '@CUGeology': 0.0006622516556291391, '@CuriousDaffodil': 0.0006622516556291391, '@PlumLandingPBS': 0.0013245033112582781, '@CurrenCougars': 0.0006622516556291391, '@MoserMmoser': 0.001986754966887417, '@cvr_synergy': 0.0006622516556291391, '@CVWMA2': 0.0006622516556291391, '@ilonadougherty': 0.0006622516556291391, '@ForestSchoolCan': 0.0013245033112582781, '@cwppra': 0.0006622516556291391, '@planthugger': 0.0013245033112582781, '@dancewithwonder': 0.0013245033112582781, '@Dandeliondirtrd': 0.0006622516556291391, '@daniel_ottmann': 0.0013245033112582781, '@DanielaGinta': 0.0006622516556291391, '@DaniLStocks': 0.0006622516556291391, '@DasBridges': 0.0006622516556291391, '@davidfprocter': 0.0006622516556291391, '@Davidso8Darlene': 0.0006622516556291391, '@LauraGilchrist4': 0.0, '@seagreenED': 0.0006622516556291391, '@Mr_Crozier': 0.005298013245033113, '@DSSSEcoAction': 0.0026490066225165563, '@leslie_edu': 0.0026490066225165563, '@dawnbazely': 0.001986754966887417, '@gladyswlkong': 0.0013245033112582781, '@dbudlovsky': 0.0006622516556291391, '@DCPSEco': 0.0006622516556291391, '@DeanShpprd': 0.0006622516556291391, '@DebiJules': 0.001986754966887417, '@Deborah_Baer': 0.001986754966887417, '@deeptimerocks': 0.0006622516556291391, '@DeidreAusten': 0.0006622516556291391, '@DELawSchool': 0.0006622516556291391, '@UMKCLaw': 0.0013245033112582781, '@DellaLataille': 0.001986754966887417, '@deni_nancy': 0.0013245033112582781, '@DenisonJudi': 0.0013245033112582781, '@DeronBilous': 0.0026490066225165563, '@DFLinton': 0.0006622516556291391, '@DFWM_MONTREAL': 0.0013245033112582781, '@DianeN56': 0.0006622516556291391, '@DibellinDiane': 0.0006622516556291391, '@digitalcloudgal': 0.0006622516556291391, '@digitalperiod': 0.0006622516556291391, '@director_fv': 0.0006622516556291391, '@DiveNag': 0.0006622516556291391, '@dkemball': 0.0013245033112582781, '@DLitowski': 0.0006622516556291391, '@DMashak': 0.0006622516556291391, '@selfgovwest': 0.0, '@doccarpenter': 0.0006622516556291391, '@NBNC_VT': 0.001986754966887417, '@DoggedWaterCo': 0.0006622516556291391, '@envirojer': 0.005298013245033113, '@DoloresCascone': 0.0013245033112582781, '@DoreenDunne': 0.0013245033112582781, '@dori5': 0.0013245033112582781, '@dovetailinc': 0.0006622516556291391, '@dowhatulove247': 0.0006622516556291391, '@DP_Dietrich': 0.0006622516556291391, '@DPaulsonSTEM': 0.0006622516556291391, '@Dr_chrishair': 0.0006622516556291391, '@dr_riina': 0.0006622516556291391, '@DRBC1961': 0.0006622516556291391, '@DrBGillette': 0.0006622516556291391, '@PowellGardens': 0.0013245033112582781, '@DreamRiderHQ': 0.0013245033112582781, '@DREandVICKI': 0.001986754966887417, '@drfr4n': 0.0006622516556291391, '@DrMazzula': 0.0013245033112582781, '@NLM_SIS': 0.0013245033112582781, '@DrQuesada': 0.0006622516556291391, '@DrTillieHarris': 0.001986754966887417, '@femaregion2': 0.0013245033112582781, '@dtangred': 0.0006622516556291391, '@erinmutch': 0.0013245033112582781, '@duncwhite': 0.001986754966887417, '@ndhalls': 0.0026490066225165563, '@e_malyk': 0.0013245033112582781, '@eamorrowesq': 0.0006622516556291391, '@EANumeracy': 0.0006622516556291391, '@earth2holly': 0.0006622516556291391, '@Earthducation': 0.0006622516556291391, '@earthforce': 0.001986754966887417, '@vincemeldrum': 0.0006622516556291391, '@EarthVitalSigns': 0.0006622516556291391, '@EastWestLit': 0.0006622516556291391, '@ece_fs': 0.0006622516556291391, '@Jackiecoryell': 0.0, '@eco_partners': 0.0006622516556291391, '@EcoCentres': 0.0013245033112582781, '@ecoclub_ffm': 0.0026490066225165563, '@FFMcGinnCES': 0.0026490066225165563, '@scorvese': 0.001986754966887417, '@ecodigitography': 0.0013245033112582781, '@EcoFriendlySask': 0.0006622516556291391, '@SEPNetwork': 0.0013245033112582781, '@EcoSchools': 0.0006622516556291391, '@TrumacarPrimary': 0.0, '@EcoSchoolsTDSB': 0.003973509933774834, '@ecyspokane': 0.0006622516556291391, '@Ed_Tmprince': 0.0006622516556291391, '@EdCamp905': 0.0006622516556291391, '@edcampGSU': 0.0013245033112582781, '@LHuffling': 0.001986754966887417, '@NSTA': 0.0013245033112582781, '@eden_janna': 0.0006622516556291391, '@Mr_Marshall': 0.001986754966887417, '@EdenwoodMS': 0.0013245033112582781, '@EdGameTec': 0.004635761589403974, '@sustain_a_b0wl': 0.0, '@EdmScience': 0.0033112582781456954, '@EdSpeakersCo': 0.0013245033112582781, '@edtechsynergy': 0.0006622516556291391, '@EdTechTill': 0.0006622516556291391, '@educationarena': 0.0006622516556291391, '@EEASC1': 0.0013245033112582781, '@RSWCD': 0.0006622516556291391, '@EHordyskiLuong': 0.0006622516556291391, '@museumofscience': 0.0013245033112582781, '@EIRCorg': 0.0006622516556291391, '@ejabel2': 0.0006622516556291391, '@ElaineE1ho': 0.0006622516556291391, '@GreenLearning': 0.0006622516556291391, '@elemenous': 0.0013245033112582781, '@MsYorksClass': 0.0006622516556291391, '@EliaMSLibraryLC': 0.0013245033112582781, '@JFVandermeij': 0.0013245033112582781, '@mcd_boulanger': 0.0, '@ElisaLitvin': 0.0006622516556291391, '@ElizabethBastos': 0.0006622516556291391, '@ElizabethNeves6': 0.0026490066225165563, '@emahoneywest': 0.0013245033112582781, '@EmbarrassingPET': 0.0006622516556291391, '@EMillerFCPSAA': 0.0006622516556291391, '@EmmanuelQ': 0.0013245033112582781, '@emmoretti': 0.001986754966887417, '@MrsMorgado1': 0.0013245033112582781, '@StTimothyDPCDSB': 0.001986754966887417, '@StTimsEcoTeam': 0.001986754966887417, '@Energy_Lit': 0.0006622516556291391, '@enerscore': 0.0006622516556291391, '@EnertechB': 0.0013245033112582781, '@envir490': 0.0006622516556291391, '@pie_saster': 0.0, '@envirochap_d': 0.0006622516556291391, '@TheBurdenFilm': 0.0013245033112582781, '@EnvirologicTech': 0.0013245033112582781, '@EnvironEdofIL': 0.0006622516556291391, '@environmentaide': 0.0006622516556291391, '@EnvironmentYork': 0.0006622516556291391, '@EPAclimatectr': 0.0006622516556291391, '@EPAgreenbldg': 0.0006622516556291391, '@EPAland': 0.0006622516556291391, '@EPAnewengland': 0.0006622516556291391, '@EPAregion3': 0.001986754966887417, '@EPAregion7': 0.0006622516556291391, '@EPN_SouthBayLA': 0.0006622516556291391, '@EricHarvieSchl': 0.006622516556291391, '@MamaJoules': 0.0006622516556291391, '@Erik20234': 0.0006622516556291391, '@Erin_YYC': 0.0006622516556291391, '@lbingley': 0.0006622516556291391, '@ErinDealey': 0.0006622516556291391, '@esargent184': 0.0013245033112582781, '@ESGenviroclub': 0.0013245033112582781, '@EthiopiaOnline': 0.0006622516556291391, '@EvaApelqvist': 0.0006622516556291391, '@Evo_Explorer': 0.0013245033112582781, '@Ew331Melissa': 0.001986754966887417, '@ExploLive': 0.0006622516556291391, '@ExpTotalHealth': 0.0006622516556291391, '@eye4msu': 0.0006622516556291391, '@Ezab1': 0.001986754966887417, '@JAnnSheridan': 0.0006622516556291391, '@hollowsashomes': 0.001986754966887417, '@FairMountain': 0.0006622516556291391, '@FaithCommonGood': 0.001986754966887417, '@FalakSaleem159': 0.0013245033112582781, '@FalconridgeCBE': 0.0026490066225165563, '@FarrahFazia': 0.0006622516556291391, '@msvdevine': 0.0026490066225165563, '@fayzaprebtani': 0.0013245033112582781, '@FDKlorenville': 0.0006622516556291391, '@FieldsAECG': 0.0006622516556291391, '@findog99': 0.0006622516556291391, '@fionammorrison': 0.0006622516556291391, '@firstgreatwater': 0.0006622516556291391, '@fishingprofs': 0.0006622516556291391, '@FoodNasta': 0.0006622516556291391, '@FoodSharer': 0.0006622516556291391, '@Fooshroo': 0.0006622516556291391, '@forestleaderBH': 0.0006622516556291391, '@forestofavon': 0.0006622516556291391, '@ForgeRat': 0.0013245033112582781, '@FosteringSols': 0.0006622516556291391, '@franharrop': 0.0006622516556291391, '@FranVanisle': 0.0006622516556291391, '@FredVillaume': 0.0006622516556291391, '@FriendlyForrest': 0.0013245033112582781, '@friesenmelanie': 0.0013245033112582781, '@youthwavemakers': 0.0013245033112582781, '@fruitcandybar': 0.0006622516556291391, '@FSNatureLIVE': 0.001986754966887417, '@usfs_nrs': 0.0, '@FSS_Tech': 0.0006622516556291391, '@FutureJustice0': 0.001986754966887417, '@gaga20219gs': 0.0006622516556291391, '@gallienus': 0.0006622516556291391, '@games4teaching': 0.0013245033112582781, '@Garethomson': 0.0026490066225165563, '@GaribottiAM': 0.0026490066225165563, '@GaryM': 0.0013245033112582781, '@echo_nature': 0.0, '@garza3315': 0.0006622516556291391, '@GENEius_Science': 0.0006622516556291391, '@geo_teira': 0.0006622516556291391, '@KathyWorobec': 0.001986754966887417, '@GeofferyKehrig': 0.0006622516556291391, '@GeoffKennah': 0.0006622516556291391, '@GeoGtzz': 0.0006622516556291391, '@Georgeann8956': 0.0006622516556291391, '@GFT2day': 0.0006622516556291391, '@ggbeck': 0.0006622516556291391, '@ggomezvarua': 0.0006622516556291391, '@GiboJess': 0.0006622516556291391, '@girlshealth': 0.0006622516556291391, '@giuseppemerlin8': 0.0006622516556291391, '@GL_Explorations': 0.0013245033112582781, '@GlobalEE2016': 0.006622516556291391, '@gm8585': 0.0013245033112582781, '@gnyagg': 0.0006622516556291391, '@Goosewalker': 0.0006622516556291391, '@goproject': 0.0006622516556291391, '@gorillalms': 0.0006622516556291391, '@governmentbuzz': 0.0006622516556291391, '@Gowest_inFDK': 0.0013245033112582781, '@gpduhon': 0.0006622516556291391, '@Gr8LakesLady': 0.0006622516556291391, '@Grade1TweetsBA': 0.0013245033112582781, '@Grade4F3SFV': 0.0013245033112582781, '@grade4wonders': 0.0006622516556291391, '@GreenClubAS': 0.0, '@Grade6Griffins': 0.0013245033112582781, '@GRC_News': 0.0006622516556291391, '@green_ombudsman': 0.0006622516556291391, '@GreenAcorns': 0.0006622516556291391, '@Kimberly_Gray': 0.0, '@Greennomad73': 0.0006622516556291391, '@GreenSchoolsNN': 0.0006622516556291391, '@greenseattle': 0.0006622516556291391, '@greensquad14': 0.0013245033112582781, '@greenVCC': 0.0006622516556291391, '@Greg_P_Nichols': 0.0006622516556291391, '@Grim_Law': 0.0006622516556291391, '@grnmn1': 0.0006622516556291391, '@groundworkpdx': 0.0006622516556291391, '@GrouperDoc': 0.0013245033112582781, '@GrsoukupGreg': 0.0006622516556291391, '@grumblesthacook': 0.0006622516556291391, '@GUC_Info': 0.0006622516556291391, '@GuidaMicael': 0.0026490066225165563, '@GUSDSUPT': 0.0013245033112582781, '@GVCatholic': 0.0013245033112582781, '@gwenckatz': 0.0006622516556291391, '@GWSGrade1s': 0.0013245033112582781, '@H2OAlliance': 0.0013245033112582781, '@hackerlibrarian': 0.0006622516556291391, '@HaltonMGs': 0.0006622516556291391, '@HameedEd': 0.0006622516556291391, '@ThornLodgePS': 0.0026490066225165563, '@HandsOnArtists': 0.0006622516556291391, '@hapara_team': 0.0006622516556291391, '@hazleheadschool': 0.0006622516556291391, '@hbreen2165': 0.0006622516556291391, '@heartfeltlauren': 0.0006622516556291391, '@hechternacht': 0.0006622516556291391, '@henhere': 0.0006622516556291391, '@hernick_': 0.0013245033112582781, '@Hfactor241': 0.0006622516556291391, '@hhsatilmis': 0.0006622516556291391, '@HillsideOE': 0.0013245033112582781, '@Hipwords_writer': 0.0006622516556291391, '@hnk511': 0.0013245033112582781, '@Hollywood3Love': 0.0006622516556291391, '@hortancaster': 0.0006622516556291391, '@Howell2Mike': 0.0006622516556291391, '@HStemtastic': 0.0013245033112582781, '@HuffmanVicki': 0.0006622516556291391, '@HumberviewSS': 0.0006622516556291391, '@IanEcoCheck': 0.0006622516556291391, '@ianfairhurst': 0.0006622516556291391, '@iantindal': 0.0006622516556291391, '@IcsStef': 0.001986754966887417, '@idpetition': 0.0006622516556291391, '@IncosStrategies': 0.0013245033112582781, '@InsightAlberta': 0.0006622516556291391, '@InSunWeTrust': 0.0006622516556291391, '@IOERC7': 0.0013245033112582781, '@irasocol': 0.0006622516556291391, '@IrvineNature': 0.0006622516556291391, '@AnimalTales': 0.0, '@isabelrodreegiz': 0.0006622516556291391, '@iSchoolSU': 0.0013245033112582781, '@NorthCarolinaEE': 0.001986754966887417, '@IslandRooms': 0.0013245033112582781, '@IsraelNewsNow': 0.0006622516556291391, '@isurus9': 0.0006622516556291391, '@itknowingness': 0.0006622516556291391, '@ITOFoundation': 0.0006622516556291391, '@JackieMatt66': 0.0006622516556291391, '@jacksmith2030': 0.0006622516556291391, '@Jackthelad1947': 0.0006622516556291391, '@Jacob_Derenne': 0.0006622516556291391, '@Jacobcha4': 0.0006622516556291391, '@jaguarchris4': 0.0006622516556291391, '@jaime_brush': 0.0013245033112582781, '@JamesRoy': 0.0006622516556291391, '@focus2achieve': 0.0, '@JanisIrwin': 0.0026490066225165563, '@janjigian244': 0.001986754966887417, '@JanManimoi': 0.001986754966887417, '@jannaebridgeman': 0.0006622516556291391, '@jaroland74': 0.0006622516556291391, '@jaschill81': 0.0006622516556291391, '@JasonBruderer': 0.0006622516556291391, '@JasonBuccheri': 0.0006622516556291391, '@JasonKappan': 0.0006622516556291391, '@jaydee_ell': 0.0006622516556291391, '@JayleneBrass1': 0.0006622516556291391, '@JayWigmore': 0.0026490066225165563, '@Jazeyfantazy': 0.0006622516556291391, '@Jazmin_Ortega': 0.0006622516556291391, '@jbarenburg': 0.0006622516556291391, '@jbeyer75': 0.0006622516556291391, '@jdlovesLA': 0.0006622516556291391, '@jeffvardy': 0.0006622516556291391, '@jenkatwork': 0.0006622516556291391, '@JennMacBrown': 0.0006622516556291391, '@JennyMBurns': 0.0006622516556291391, '@JennySeydel': 0.0006622516556291391, '@JenWright9': 0.0026490066225165563, '@JessCHanks': 0.0006622516556291391, '@jessicaprodor': 0.0006622516556291391, '@JessicaWoolliam': 0.0006622516556291391, '@jgreen1570': 0.0006622516556291391, '@Jill_Pattison': 0.0006622516556291391, '@JKRosebluff': 0.0006622516556291391, '@SkScienceCentre': 0.0013245033112582781, '@jltill': 0.0006622516556291391, '@jmcconville1000': 0.0026490066225165563, '@jmcdougaldps': 0.001986754966887417, '@joanofawk': 0.0013245033112582781, '@JoanRuf': 0.0006622516556291391, '@JodiKuriger': 0.0013245033112582781, '@joebags24': 0.0006622516556291391, '@jonemasonmc': 0.0006622516556291391, '@JordanAtlas23': 0.0013245033112582781, '@JordanKamer': 0.0006622516556291391, '@josephenderson': 0.0013245033112582781, '@joshpena14': 0.0026490066225165563, '@journeynorthED': 0.0033112582781456954, '@joyce82506190': 0.0013245033112582781, '@JoYohana': 0.001986754966887417, '@jradojkovich': 0.0006622516556291391, '@juanitag': 0.0006622516556291391, '@JujyCakes': 0.0006622516556291391, '@JuliaBurgess': 0.0006622516556291391, '@JuliaDeRose3': 0.001986754966887417, '@MsPizzolon': 0.0013245033112582781, '@YRDSBGetOut': 0.001986754966887417, '@jwsimmer': 0.0006622516556291391, '@kaamartseth': 0.0006622516556291391, '@dean_anonym': 0.0, '@KACEEandKGS': 0.0006622516556291391, '@KaijaF': 0.0006622516556291391, '@KalaVandeberg': 0.0006622516556291391, '@MaryCunningham_': 0.0, '@KamalKheraLib': 0.001986754966887417, '@kamla_sharbear': 0.0006622516556291391, '@KateDobson12': 0.0006622516556291391, '@KatieLMHash': 0.001986754966887417, '@katsogianopoulo': 0.0006622516556291391, '@katyscott22': 0.0013245033112582781, '@Kaymie': 0.0006622516556291391, '@kaysuza': 0.001986754966887417, '@kb_leecaster': 0.0013245033112582781, '@KCBOMBARD': 0.0006622516556291391, '@kcharlesocsb': 0.0006622516556291391, '@KE_America': 0.0006622516556291391, '@kegemen46': 0.0006622516556291391, '@Kelly_M_Wright': 0.0013245033112582781, '@kellyeskerod': 0.0006622516556291391, '@kelvossen': 0.0006622516556291391, '@ADutke': 0.0, '@Kemurphyshawca1': 0.0006622516556291391, '@kennycooks': 0.0006622516556291391, '@kerrymackin': 0.0006622516556291391, '@kerryn_t': 0.0006622516556291391, '@Kids_CountrySRV': 0.0006622516556291391, '@kidsandcaffeine': 0.0006622516556291391, '@KieraKent': 0.0013245033112582781, '@kimbutterfly': 0.0006622516556291391, '@kimgauthier3': 0.0006622516556291391, '@kindercanuck': 0.001986754966887417, '@KinderCurator': 0.0006622516556291391, '@kinderkfoley': 0.0006622516556291391, '@natureplaysign': 0.0033112582781456954, '@kirschan': 0.0013245033112582781, '@kittycochrane': 0.0013245033112582781, '@KL_CornellPress': 0.0006622516556291391, '@klewis_prieur': 0.0013245033112582781, '@stpatricksIRISH': 0.0013245033112582781, '@klr16': 0.0006622516556291391, '@km50robinson': 0.0006622516556291391, '@KnowltonCockett': 0.0013245033112582781, '@kokopellez': 0.0006622516556291391, '@KonaDawg': 0.0006622516556291391, '@kristin_alie': 0.001986754966887417, '@KristinCHarr': 0.0006622516556291391, '@ktbromberg': 0.0006622516556291391, '@ktlewis14': 0.0006622516556291391, '@kzelmer': 0.0006622516556291391, '@L4peaceLaura': 0.0006622516556291391, '@ladyoftheoak': 0.0006622516556291391, '@LainaBarley': 0.0006622516556291391, '@LakeGuardian': 0.0006622516556291391, '@lalojimjuarez': 0.0006622516556291391, '@laura_magrath': 0.0006622516556291391, '@Laura_Warburton': 0.0006622516556291391, '@laurabWB': 0.0013245033112582781, '@LauraLane11': 0.0006622516556291391, '@LaurierGreen': 0.0006622516556291391, '@Law1Gloria': 0.003973509933774834, '@lawbibliophile': 0.0006622516556291391, '@LBBirney': 0.0006622516556291391, '@LBLNature': 0.0013245033112582781, '@lcfralick42': 0.0006622516556291391, '@ldiazammo': 0.0006622516556291391, '@LdnOntCommunity': 0.0006622516556291391, '@NatureMattersVa': 0.0033112582781456954, '@VirginiaDCR': 0.0, '@ChatSalad': 0.0, '@MirandaRHK': 0.0006622516556291391, '@LearnFromNature': 0.001986754966887417, '@learningmurd': 0.0013245033112582781, '@learnPSNSW': 0.001986754966887417, '@ledwards_l': 0.0006622516556291391, '@leila_wills': 0.0006622516556291391, '@LemireMichelle': 0.0013245033112582781, '@Lemurprincess': 0.0006622516556291391, '@Lesesky': 0.0006622516556291391, '@LfSScotland': 0.0006622516556291391, '@lhendersonsmall': 0.0006622516556291391, '@m_h_allen': 0.0006622516556291391, '@Libramlad': 0.0006622516556291391, '@LifeGreenGroup': 0.0013245033112582781, '@linda_santilli': 0.0013245033112582781, '@LindaBouzanis': 0.0013245033112582781, '@LINEBristol': 0.0006622516556291391, '@Livable4All': 0.0006622516556291391, '@LiveGourmet': 0.0006622516556291391, '@Living_Almanac': 0.0006622516556291391, '@LizUgoEYC': 0.0013245033112582781, '@LLummiss': 0.0006622516556291391, '@Llunee1': 0.0006622516556291391, '@lmerrim': 0.0006622516556291391, '@ozarknatsci': 0.001986754966887417, '@LndOntRetweets': 0.0013245033112582781, '@LoudounEarthDay': 0.0006622516556291391, '@louisearbourfi': 0.0006622516556291391, '@MmeBergevin': 0.0, '@lscott1967': 0.0006622516556291391, '@LTHSAPES': 0.0006622516556291391, '@Macdlcross': 0.0006622516556291391, '@ThinkEarthEd': 0.001986754966887417, '@madameaiello': 0.0006622516556291391, '@MadameNguyen': 0.001986754966887417, '@Madelle10': 0.0006622516556291391, '@maggiefay_': 0.001986754966887417, '@MaggieSmylie': 0.0013245033112582781, '@magikbegins': 0.0006622516556291391, '@makufka': 0.0006622516556291391, '@saracole': 0.001986754966887417, '@marcelniederer5': 0.0006622516556291391, '@MargaretE211': 0.0006622516556291391, '@MariahNPhillips': 0.0013245033112582781, '@marine_bio_hull': 0.0006622516556291391, '@markhaarmann': 0.0013245033112582781, '@MaRkrRSPB': 0.0006622516556291391, '@MarlaPaxton': 0.0013245033112582781, '@maropacheco59': 0.0013245033112582781, '@martinjhall1': 0.0006622516556291391, '@MarylandLover': 0.0013245033112582781, '@matthieunappee9': 0.0006622516556291391, '@matthulley13': 0.0006622516556291391, '@ProjectPeachUK': 0.0013245033112582781, '@MaureenShenher': 0.0013245033112582781, '@MauricioArgoteC': 0.0006622516556291391, '@MBGTeenNetwork': 0.0013245033112582781, '@MBStudent': 0.0006622516556291391, '@MburaKenya': 0.0006622516556291391, '@mbylsma': 0.0006622516556291391, '@McCarrenBill': 0.0006622516556291391, '@MCFeneley': 0.0006622516556291391, '@McHughEduCentre': 0.0013245033112582781, '@mclibdotnet': 0.001986754966887417, '@mclloyd86': 0.0006622516556291391, '@MCOdd62': 0.0033112582781456954, '@MCOE_Now': 0.0013245033112582781, '@MCTTRAIN1': 0.0013245033112582781, '@mcudney': 0.0006622516556291391, '@MDCPSCapital': 0.0006622516556291391, '@MDnaturalist': 0.0013245033112582781, '@meadvillps': 0.0006622516556291391, '@medeiros_martin': 0.0006622516556291391, '@MeganKautzer': 0.0006622516556291391, '@meghan_417': 0.0006622516556291391, '@mevingham': 0.0006622516556291391, '@mezzosue': 0.0006622516556291391, '@MG_Ontario': 0.0006622516556291391, '@MGGS_CEE': 0.0006622516556291391, '@MGGS_SouthYarra': 0.0006622516556291391, '@michaelkinder': 0.0006622516556291391, '@Michellestwitr': 0.0006622516556291391, '@MidEarly': 0.0006622516556291391, '@miguelearaujop': 0.0006622516556291391, '@miguelmcminn': 0.0006622516556291391, '@mihrjan': 0.0013245033112582781, '@MiJiKim3': 0.0006622516556291391, '@MikeMorris24B': 0.0006622516556291391, '@mikewh': 0.0006622516556291391, '@MillarWestern': 0.0006622516556291391, '@millinium02': 0.0006622516556291391, '@MilneOEC': 0.001986754966887417, '@MinnesotaEE': 0.0006622516556291391, '@missalmberg': 0.0006622516556291391, '@missbeddow': 0.0006622516556291391, '@MissFajardoC': 0.0013245033112582781, '@Mississauga_Cal': 0.0006622516556291391, '@missouriEE': 0.0006622516556291391, '@mjtravaille': 0.0006622516556291391, '@mkbamford': 0.0013245033112582781, '@mkkinderdesign': 0.0006622516556291391, '@mkmknani': 0.0006622516556291391, '@mmdetrick': 0.0006622516556291391, '@MmeHibou40': 0.0013245033112582781, '@mmenicoletti': 0.0013245033112582781, '@MobileMovieMag': 0.0006622516556291391, '@MollyFeldstein': 0.0013245033112582781, '@MonicaIbacache': 0.0006622516556291391, '@MonsieurPareja': 0.0006622516556291391, '@moralesandbee': 0.0006622516556291391, '@moreno_jfm': 0.0006622516556291391, '@morerye': 0.0013245033112582781, '@mpchristiner': 0.0006622516556291391, '@MPJ_Prin': 0.0026490066225165563, '@mr_comstock': 0.0013245033112582781, '@mr_isaacs': 0.0006622516556291391, '@MrsMurat': 0.0, '@tina_zita': 0.0026490066225165563, '@Mr_Reyes_Hist': 0.001986754966887417, '@MzMozer': 0.003973509933774834, '@Mr_Sciortino': 0.0006622516556291391, '@mrclarke7': 0.0006622516556291391, '@MrCoops89': 0.0006622516556291391, '@MrDulku': 0.001986754966887417, '@MrDustoRBPS': 0.001986754966887417, '@MrGearrensClass': 0.001986754966887417, '@NCReserve': 0.001986754966887417, '@TurnerCreekES': 0.001986754966887417, '@MrHamstraTweets': 0.0006622516556291391, '@MrMansueto': 0.001986754966887417, '@MrMatthewNg': 0.0006622516556291391, '@mrmuzzdog': 0.003973509933774834, '@jenniferatkinso': 0.0, '@MrP_Tweeting': 0.0006622516556291391, '@mrs_rbrown': 0.0006622516556291391, '@MrsBteaching': 0.0006622516556291391, '@MrsGeekChic': 0.0013245033112582781, '@MrsHansonSusan': 0.0013245033112582781, '@MrsHearder': 0.0013245033112582781, '@MrsHelenDouglas': 0.0006622516556291391, '@MrsHughesx': 0.0013245033112582781, '@MrsKHenderson': 0.0013245033112582781, '@mrslyonsgrade3': 0.0026490066225165563, '@MrsMehtaMusic': 0.0006622516556291391, '@MrsNeal0': 0.001986754966887417, '@ONTSpecialNeeds': 0.0013245033112582781, '@MrsNFarenick': 0.0006622516556291391, '@mrstepien': 0.0006622516556291391, '@YourRiverwood': 0.0, '@MRSSsd42': 0.0006622516556291391, '@MrsSwatogor': 0.0006622516556291391, '@MrsTindale': 0.001986754966887417, '@MrWigmoresclass': 0.001986754966887417, '@ms_forrest': 0.001986754966887417, '@Ms_Konings': 0.001986754966887417, '@ms_maxx': 0.0006622516556291391, '@Ms_SAndrews': 0.0006622516556291391, '@MsADeJong': 0.0006622516556291391, '@MsBirchard': 0.0006622516556291391, '@mscurrieskinder': 0.0013245033112582781, '@MsG_ShelterBay': 0.0013245033112582781, '@MsGandhi123': 0.0013245033112582781, '@MsJamieLy': 0.0006622516556291391, '@mskala3': 0.0006622516556291391, '@mskyliedale': 0.001986754966887417, '@msladylainey': 0.0006622516556291391, '@msleford_g': 0.0006622516556291391, '@msp472': 0.0006622516556291391, '@msstewart': 0.0006622516556291391, '@MsSumra1': 0.0013245033112582781, '@MsTayica': 0.0006622516556291391, '@MsVilladsen': 0.0006622516556291391, '@MsWelbergen': 0.0006622516556291391, '@Mturnermc': 0.0013245033112582781, '@MugeAvcioglu': 0.0006622516556291391, '@MumbiNMaina': 0.0013245033112582781, '@muvaffakiyet': 0.0013245033112582781, '@MVChertan': 0.0006622516556291391, '@MyTownTutorsMA': 0.0006622516556291391, '@NEEFusa': 0.0026490066225165563, '@nadine1osborne': 0.0006622516556291391, '@NancyPeelSB': 0.0006622516556291391, '@NatBioTeach': 0.0006622516556291391, '@NatlAfterSchool': 0.0013245033112582781, '@natlearn': 0.0006622516556291391, '@naturalinquirer': 0.0006622516556291391, '@naturalleaders': 0.0006622516556291391, '@NatureVibezzz': 0.0006622516556291391, '@NayiDishaStudio': 0.001986754966887417, '@NDE_GOV': 0.0006622516556291391, '@NDHS_Ottawa': 0.0013245033112582781, '@NEAHealthy': 0.0006622516556291391, '@slowfamily': 0.001986754966887417, '@NeilGussman': 0.0006622516556291391, '@NESCWVU': 0.0006622516556291391, '@NetToolsGalore': 0.0006622516556291391, '@NettTech': 0.0013245033112582781, '@neufeld_an': 0.0006622516556291391, '@laura_h_obrien': 0.0, '@NewTechScience': 0.0006622516556291391, '@NFFTT': 0.0006622516556291391, '@NicStrs': 0.0013245033112582781, '@nikulak': 0.0006622516556291391, '@NiliMajumder': 0.0006622516556291391, '@NJGrow': 0.0006622516556291391, '@NLM_K12': 0.0013245033112582781, '@nlmcgee': 0.0006622516556291391, '@NLWildlife': 0.0006622516556291391, '@NodeSystems': 0.0006622516556291391, '@Non_Toxic_Kids': 0.0006622516556291391, '@NoreenNuzhat': 0.0013245033112582781, '@NorfolkEYFS': 0.0006622516556291391, '@NorfolkTour': 0.0006622516556291391, '@NRatwatte': 0.0006622516556291391, '@NRCS_CT': 0.0013245033112582781, '@NRGrenaissance': 0.003973509933774834, '@NShrubs': 0.0013245033112582781, '@nspma': 0.0006622516556291391, '@nstulak': 0.0006622516556291391, '@nthistorian': 0.0006622516556291391, '@ntrlconnections': 0.0006622516556291391, '@ntxscied': 0.0006622516556291391, '@NUCA_RI': 0.0006622516556291391, '@numbalum89': 0.0013245033112582781, '@nycbotanist': 0.001986754966887417, '@NYEnviroFund': 0.0013245033112582781, '@NYFarmer': 0.0006622516556291391, '@NygaroMy': 0.0013245033112582781, '@NYSFoz': 0.0006622516556291391, '@OAK_Updates': 0.0006622516556291391, '@obrien_damian': 0.0006622516556291391, '@oceantruths': 0.0006622516556291391, '@OCESS': 0.0006622516556291391, '@SJAocsb': 0.0006622516556291391, '@SLEC_LEO': 0.0013245033112582781, '@OCT_OEEO': 0.0013245033112582781, '@OliviaParkZZ': 0.0013245033112582781, '@onahunttoday': 0.0013245033112582781, '@onekellycas': 0.0013245033112582781, '@organicgay': 0.0006622516556291391, '@OSMTownship': 0.0006622516556291391, '@osstfd19_otbu': 0.0013245033112582781, '@Outdoor_Easy': 0.005298013245033113, '@OutdoorAmy': 0.0006622516556291391, '@outdooredgirl': 0.0013245033112582781, '@OutdoorFamMag': 0.0006622516556291391, '@OzPIEF': 0.0026490066225165563, '@PaddleNiagara': 0.0013245033112582781, '@PAESTA': 0.0006622516556291391, '@pamela_dixon': 0.0013245033112582781, '@pantheracad': 0.0006622516556291391, '@ParmSingh82': 0.001986754966887417, '@partners4wild': 0.0006622516556291391, '@PathwayCare': 0.0006622516556291391, '@PatLetizia': 0.001986754966887417, '@pattimarathon': 0.0006622516556291391, '@pauldhondt': 0.0006622516556291391, '@paulgenge': 0.0006622516556291391, '@tommasolana': 0.0013245033112582781, '@paulmlbishop': 0.0006622516556291391, '@paulparentphoto': 0.0013245033112582781, '@PCYI_YAC': 0.0026490066225165563, '@TRCA_Edu': 0.0026490066225165563, '@SLSSPeel': 0.001986754966887417, '@tomkenroadms': 0.001986754966887417, '@PeelLC': 0.0006622516556291391, '@penguinlearners': 0.0006622516556291391, '@pennymoney21': 0.0006622516556291391, '@wonderstaples': 0.005960264900662251, '@PeterPauerPhoto': 0.001986754966887417, '@PeteyPablo623': 0.0006622516556291391, '@phaneritic': 0.0006622516556291391, '@pharand_nadine': 0.0013245033112582781, '@PhilB6vis': 0.0006622516556291391, '@philhart': 0.0006622516556291391, '@philiplbell': 0.001986754966887417, '@philkil': 0.0006622516556291391, '@Pinellas_Ext_NR': 0.0006622516556291391, '@UF_IFAS': 0.0013245033112582781, '@pink2yoo': 0.0006622516556291391, '@plasticocean22': 0.0006622516556291391, '@PlaydohRepublic': 0.0013245033112582781, '@pmmulcaire': 0.0006622516556291391, '@PoliticalBee': 0.0013245033112582781, '@PollysInsights': 0.0006622516556291391, '@Porpherya': 0.0026490066225165563, '@potentheart': 0.0006622516556291391, '@PoynorAE': 0.0006622516556291391, '@prairiemusik': 0.0026490066225165563, '@principalaim': 0.0006622516556291391, '@principalfero': 0.0006622516556291391, '@PrincipalInce': 0.0006622516556291391, '@printedfinger': 0.0006622516556291391, '@ProfeEdTech': 0.0006622516556291391, '@ProfRayWills': 0.0006622516556291391, '@PsychSportMed': 0.0006622516556291391, '@PtboCanada': 0.0006622516556291391, '@Purple_Tragedy': 0.0006622516556291391, '@PUSDStudentRep': 0.0006622516556291391, '@pwpreserve': 0.0006622516556291391, '@SandiFunke': 0.0013245033112582781, '@Q1moldyfruitgM': 0.0006622516556291391, '@QueensEduc': 0.0006622516556291391, '@QuestTeaching': 0.0006622516556291391, '@quitspitindia': 0.0013245033112582781, '@R_EIIa_Design': 0.0013245033112582781, '@RachAClark': 0.0013245033112582781, '@RachelOrvis': 0.0013245033112582781, '@RaeSnape': 0.0006622516556291391, '@RamiroMacias': 0.0006622516556291391, '@randy_cwf': 0.0033112582781456954, '@sdanos': 0.0013245033112582781, '@RoyStrumAP': 0.0033112582781456954, '@techdde': 0.0013245033112582781, '@TDSB_mendoza': 0.0006622516556291391, '@ReadyOwl': 0.0006622516556291391, '@YRDSBEcoSchools': 0.0006622516556291391, '@S_Weyrich': 0.0006622516556291391, '@bohndrake': 0.0, '@MsHoeg': 0.0, '@RBPSBobcats': 0.0033112582781456954, '@RasWard2': 0.0006622516556291391, '@RavencrestP': 0.0013245033112582781, '@RAVENtrust': 0.0006622516556291391, '@RCE_GWS': 0.003973509933774834, '@REEBfil': 0.0006622516556291391, '@ReejRiaz': 0.0006622516556291391, '@RemyRodden': 0.0006622516556291391, '@RENEBenoitpro': 0.0006622516556291391, '@RetweetEthiopia': 0.0006622516556291391, '@rhodes_sheila': 0.0013245033112582781, '@RichardKlee1': 0.0006622516556291391, '@RiversidePDSB': 0.001986754966887417, '@rljessen': 0.0013245033112582781, '@rltauritz': 0.0006622516556291391, '@robfontella': 0.0006622516556291391, '@RoJeHoRon': 0.0006622516556291391, '@ronniegai': 0.0026490066225165563, '@RonnieList': 0.0006622516556291391, '@ropyhiwopuq': 0.0006622516556291391, '@RosalbaBortolo1': 0.0013245033112582781, '@Rosanna_Deo': 0.001986754966887417, '@RedgersGr1': 0.0, '@RosePillay1': 0.0006622516556291391, '@rostomzavarian': 0.001986754966887417, '@RRossachacj': 0.0006622516556291391, '@rrrwong': 0.0006622516556291391, '@RSPB_NEScotland': 0.0006622516556291391, '@rudnern': 0.0006622516556291391, '@RussellsPal': 0.0006622516556291391, '@RuthRECE': 0.0006622516556291391, '@S_HastingsSimon': 0.0033112582781456954, '@s60long': 0.0013245033112582781, '@Sabahesyreg': 0.0006622516556291391, '@Sachunterricht': 0.0006622516556291391, '@saclibFriends': 0.0006622516556291391, '@safetybora': 0.0006622516556291391, '@saharahbergen': 0.0013245033112582781, '@Sailing4GrtLks': 0.0006622516556291391, '@samoester': 0.0006622516556291391, '@SanAngeloMPO': 0.0006622516556291391, '@SandburgNet': 0.0006622516556291391, '@sandra_cabra': 0.0006622516556291391, '@sandraHighland1': 0.0013245033112582781, '@sangichandra': 0.0006622516556291391, '@SaraDucey1': 0.0006622516556291391, '@SaraGomezAranci': 0.0006622516556291391, '@sarahdateechur': 0.0006622516556291391, '@sarlowes': 0.0006622516556291391, '@SaskOutdoors': 0.0006622516556291391, '@saskretweeter': 0.0013245033112582781, '@SAVEDORETREES': 0.0006622516556291391, '@SavePeaceValley': 0.0006622516556291391, '@SBPE16': 0.0006622516556291391, '@Sbrnwg': 0.0006622516556291391, '@SCDSB_OutdoorEd': 0.0006622516556291391, '@schnare_s': 0.0006622516556291391, '@SciMathFun': 0.0033112582781456954, '@SCSSciInstitute': 0.0006622516556291391, '@SD_Ag_Labs': 0.0006622516556291391, '@sdpgreenfutures': 0.0006622516556291391, '@Seasaver': 0.0006622516556291391, '@SeattleFdn': 0.0006622516556291391, '@SeattleGreenBiz': 0.0013245033112582781, '@SeeDifferentCAN': 0.001986754966887417, '@seemann_spazzy': 0.0006622516556291391, '@SelbieFuller': 0.0006622516556291391, '@selectiveecho': 0.0013245033112582781, '@SenoraHansen': 0.0006622516556291391, '@SensusGlobal': 0.0006622516556291391, '@SergentFrederic': 0.0006622516556291391, '@sergepascucci': 0.0013245033112582781, '@sevenslide': 0.0006622516556291391, '@SG_Fair': 0.0006622516556291391, '@sgmhpreparednes': 0.0006622516556291391, '@Shambles151': 0.0013245033112582781, '@ShaneHipwell': 0.0006622516556291391, '@ShanHaldorson': 0.0006622516556291391, '@shapeyourdesign': 0.0006622516556291391, '@sharkers': 0.0006622516556291391, '@SharlaPeltier': 0.0013245033112582781, '@shaunyk': 0.0006622516556291391, '@SheilaBoudreau': 0.0006622516556291391, '@SheilaColla': 0.0013245033112582781, '@World_of_K': 0.0006622516556291391, '@ShelbyiCramer': 0.0006622516556291391, '@sherjonnat': 0.0006622516556291391, '@sherylthird': 0.0006622516556291391, '@significaRSE': 0.0006622516556291391, '@simply_enviro': 0.0006622516556291391, '@Sisyphus38': 0.001986754966887417, '@SJ_Schools': 0.0006622516556291391, '@sjandrews76': 0.0006622516556291391, '@SJforKids': 0.0006622516556291391, '@SJMcIsaac': 0.0006622516556291391, '@SKassid': 0.001986754966887417, '@skelly_mc': 0.0006622516556291391, '@skilletcreek': 0.0006622516556291391, '@SkonskyL': 0.0006622516556291391, '@ParentsPlaceOrg': 0.0, '@smcdonald229640': 0.0006622516556291391, '@SolarVW': 0.001986754966887417, '@SolomonRDavid': 0.0006622516556291391, '@SophiaW_': 0.0006622516556291391, '@SOULFRIEND4EVER': 0.0013245033112582781, '@soulteeorders': 0.0006622516556291391, '@SOuLupdate': 0.001986754966887417, '@Soyserpico': 0.0006622516556291391, '@SPEDPhysEd': 0.0006622516556291391, '@spencefountain1': 0.0013245033112582781, '@spirrison': 0.0013245033112582781, '@SpringbayStudio': 0.0013245033112582781, '@sschurig': 0.0006622516556291391, '@SSFParksandRec': 0.0006622516556291391, '@sssSnakespert': 0.0006622516556291391, '@StanCameron': 0.0006622516556291391, '@stanleymillsps': 0.0013245033112582781, '@StanleyParkVan': 0.0006622516556291391, '@staoapso': 0.0006622516556291391, '@stargeza': 0.0006622516556291391, '@STARS_Regina': 0.0006622516556291391, '@steam_math': 0.0006622516556291391, '@Steffanie9812': 0.0006622516556291391, '@stemnetwork': 0.0006622516556291391, '@stephenpcovert': 0.0006622516556291391, '@StinkyCecil': 0.0006622516556291391, '@StoffeyLurline': 0.0006622516556291391, '@StormnJ1': 0.0006622516556291391, '@METSchoolPanama': 0.0, '@studysync': 0.0013245033112582781, '@stump_bot': 0.0006622516556291391, '@SudOuestMtl9': 0.0013245033112582781, '@SueEckel': 0.0006622516556291391, '@suefried': 0.0006622516556291391, '@SueLawton2010': 0.001986754966887417, '@SueOvertonAP': 0.0013245033112582781, '@SunBrilliance': 0.0006622516556291391, '@sunfloweroville': 0.0006622516556291391, '@Supermanskye': 0.0006622516556291391, '@surishaikh': 0.0013245033112582781, '@susanwright1031': 0.0006622516556291391, '@Sustainable613': 0.0006622516556291391, '@SuzanneAxelsson': 0.0013245033112582781, '@SuzanneDunbar5': 0.0006622516556291391, '@swahl': 0.0006622516556291391, '@SwanLakeOE': 0.0033112582781456954, '@taBrielleGab3p': 0.0006622516556291391, '@TacomaTalks': 0.0006622516556291391, '@tammysross1': 0.0006622516556291391, '@tanya_l_p': 0.0006622516556291391, '@taradayorzecho': 0.0013245033112582781, '@PuyallupWater': 0.0, '@tcdixon3': 0.005298013245033113, '@TDSB_STEM': 0.0006622516556291391, '@TeachOwl': 0.001986754966887417, '@Teachwith_Hart': 0.001986754966887417, '@TechDiscountsMN': 0.0006622516556291391, '@EnvInitiative': 0.0, '@TechieAng': 0.0006622516556291391, '@TedGroschScifi': 0.0013245033112582781, '@telesange': 0.0006622516556291391, '@temarabrown': 0.0013245033112582781, '@TenStrands': 0.0013245033112582781, '@terryamerson': 0.0006622516556291391, '@TexasSpaceGrant': 0.0006622516556291391, '@the_connectory': 0.0006622516556291391, '@TheEarthNetwork': 0.0006622516556291391, '@thegatewaybug': 0.0006622516556291391, '@TheGentYYC': 0.001986754966887417, '@TheodoraNaso': 0.0013245033112582781, '@TheOneHeLuvs': 0.0006622516556291391, '@TheRealEmmaRose': 0.0013245033112582781, '@TheWild_Goose': 0.0006622516556291391, '@TheWire_Ebooks': 0.0006622516556291391, '@MarylandMunros': 0.0, '@thewonders80': 0.0013245033112582781, '@ThinkinEd': 0.001986754966887417, '@Tim_W_Patterson': 0.0013245033112582781, '@tinhlavu': 0.0013245033112582781, '@TocoJuju': 0.0013245033112582781, '@TodayAtSch00L': 0.0006622516556291391, '@toffler_sarah': 0.0006622516556291391, '@ToniFalcion': 0.0026490066225165563, '@tonydec3112': 0.0006622516556291391, '@tooba_shakeel': 0.0006622516556291391, '@Tools73': 0.0006622516556291391, '@TracyEdmunds': 0.0006622516556291391, '@trembathkindie': 0.0006622516556291391, '@TrentUSoE': 0.0006622516556291391, '@TrillmaticRT': 0.0006622516556291391, '@Trish_ll': 0.0013245033112582781, '@TruDavidJackson': 0.0006622516556291391, '@TSMScouncil': 0.0013245033112582781, '@TTHDragons': 0.0006622516556291391, '@twitturriculum': 0.0006622516556291391, '@txbutterfly380': 0.0006622516556291391, '@UCDSB': 0.0013245033112582781, '@unarose7': 0.0013245033112582781, '@Unitingschools': 0.0006622516556291391, '@UOITGoGreen': 0.0013245033112582781, '@UOITsummercamps': 0.0013245033112582781, '@urban_sci': 0.0006622516556291391, '@urbanclimate': 0.0006622516556291391, '@USCCanada': 0.0006622516556291391, '@usfsdnf': 0.0006622516556291391, '@USFSRockyMtns': 0.0006622516556291391, '@USGBC_GA': 0.0006622516556291391, '@USGBCNJ': 0.0006622516556291391, '@UTOC_club': 0.0006622516556291391, '@uttjess': 0.0006622516556291391, '@ecopedagogue': 0.0, '@UVtreatsAIS': 0.0006622516556291391, '@uwpoe': 0.0006622516556291391, '@VacaRecycling': 0.0006622516556291391, '@ValValedwards14': 0.0013245033112582781, '@VanHJab': 0.0006622516556291391, '@VanRod1': 0.0006622516556291391, '@vansopinion8ted': 0.0006622516556291391, '@VaughanRetweets': 0.0006622516556291391, '@Venkataramanaia': 0.0006622516556291391, '@verenanz': 0.0013245033112582781, '@vickipage1332': 0.0006622516556291391, '@laur_stoot': 0.0, '@VigilesGroup': 0.0006622516556291391, '@VillageCoal': 0.0006622516556291391, '@VisitBraggCreek': 0.0006622516556291391, '@VisualPersist': 0.003973509933774834, '@vivian_wood': 0.0006622516556291391, '@VnP_Topsoil': 0.0006622516556291391, '@VocesAnalisa': 0.0006622516556291391, '@vp_slee': 0.0013245033112582781, '@VPKThomas': 0.0013245033112582781, '@VPLoiLam': 0.0006622516556291391, '@vrydberg': 0.0006622516556291391, '@vtprincipals': 0.0013245033112582781, '@VTrecycles': 0.0006622516556291391, '@WaldorfSWLondon': 0.0006622516556291391, '@ward_mills23': 0.0006622516556291391, '@WarwickEY': 0.0006622516556291391, '@WatsEd': 0.001986754966887417, '@WccampbellWendy': 0.001986754966887417, '@WCEEStaff': 0.0006622516556291391, '@WeAreTheFace1': 0.0006622516556291391, '@webbersed': 0.0006622516556291391, '@webbhalpern': 0.0013245033112582781, '@WelcomePtbo': 0.0006622516556291391, '@Wendy_Dowling': 0.0013245033112582781, '@WenzelAlex': 0.0006622516556291391, '@WestwoodGI': 0.004635761589403974, '@WetWednesdays_': 0.0006622516556291391, '@WickedDecent': 0.0006622516556291391, '@WidowDNA': 0.0006622516556291391, '@WildHomesLondon': 0.0006622516556291391, '@WildLearning1': 0.0006622516556291391, '@WilkyEcoTeam': 0.0013245033112582781, '@williamsden_': 0.0006622516556291391, '@winecountrydog': 0.0006622516556291391, '@winevalleygirl': 0.0006622516556291391, '@withoutmary': 0.0013245033112582781, '@WM_Books': 0.0006622516556291391, '@Woodstockbs10': 0.0006622516556291391, '@WPeelsb': 0.0006622516556291391, '@wpokorny': 0.0013245033112582781, '@wrenasmir': 0.0006622516556291391, '@wywemubaluza': 0.0006622516556291391, '@XFazio_BrockU': 0.0006622516556291391, '@Xnonsense0': 0.0006622516556291391, '@YAM2200': 0.0006622516556291391, '@yannist2edu': 0.0006622516556291391, '@yawnSwanson': 0.0006622516556291391, '@YEKA_Envi_Solu': 0.0006622516556291391, '@ymahdessian': 0.0006622516556291391, '@YorkUScientists': 0.0013245033112582781, '@YosemiteNPS': 0.0006622516556291391, '@youthdotgov': 0.0006622516556291391, '@YukonEvents': 0.0013245033112582781, '@YuppieCuntx': 0.0006622516556291391, '@yycbike2school': 0.0013245033112582781, '@zeiss_micro': 0.0006622516556291391, '@ZeroSumGameNOT': 0.0006622516556291391, '@zoebadcock': 0.0006622516556291391, '@ZohrinM': 0.0006622516556291391, '@ZwartblesIE': 0.0006622516556291391, '@zwaste': 0.0013245033112582781}\n",
            "\n",
            "- Betweenness Centrality:\n",
            " {'@_Lightscap3s_': 0.0, '@NatureBridge': 0.0, '@_Lindsay_Conway': 0.0, '@savageducates': 0.0, '@_mcisneros19': 0.00010113741118441382, '@doctormorrison': 0.00495635599288486, '@amk_elon': 0.0002588290437985788, '@DannyBavis': 1.7795655428350636e-05, '@paigebl213': 0.0, '@sgilley12': 0.0, '@_swatik_': 0.0, '@EnviroEducators': 0.00807567055095686, '@_withah': 0.0, '@ItsAboutTimeEDU': 0.0013519325547816851, '@02Benson': 0.0, '@COrgbon': 0.0, '@GreeningForward': 0.0, '@109ThornKs': 0.0, '@RangerRidley': 0.0592180253584604, '@1915Aurora': 0.0, '@ArmeniaTree': 0.0007662633470698984, '@CivilNetTV': 8.777357927490246e-07, '@JasonSohigian': 0.0, '@1GratefulWorld': 0.0, '@CNC90': 0.0, '@fatim_to': 0.0015714030752936392, '@MrsEimers': 0.0007718589127486735, '@OLVPrincipal': 0.0, '@1stof7gens': 0.0005389870892221029, '@AlbertaEE': 0.002470259946170794, '@cgeducation': 0.0, '@GEOEC': 0.006727119183565615, '@RachelNotley': 0.0, '@2015_Project': 0.0, '@22C0in': 0.0, '@EPA': 0.0, '@2LisaMayer': 0.0, '@actionbonnie': 0.0, '@3PennyMovies': 0.0, '@Sierra_BC': 0.0038144169082240933, '@3wlittlefalls': 0.0, '@MahaffyStars': 0.0, '@500eco': 0.0, '@5intadewi': 0.0, '@CKEnvCentre': 2.2565124338589505e-05, '@6Veronicadr': 0.0, '@MHEducation': 3.5109431709960983e-06, '@A_Dobbie11': 0.0, '@KinderKids123': 0.004403431385971579, '@PeelSchools': 0.0032212530552722654, '@AACPS_PGD': 0.0, '@MindShiftKQED': 0.0, '@AAPCA_States': 0.0, '@AAPremlall': 0.002713031050732275, '@ZoeWeil': 0.0, '@SustyQ': 0.00031044212001514514, '@ChrisVella2': 0.0028833358826087408, '@stevenbody': 0.002991515471609429, '@PaulKelba': 0.018237631301792113, '@ycedillo94': 0.0, '@aarniolinna': 3.5105362007663826e-05, '@eerjournal': 0.00041212621255542537, '@aaronpaquette': 0.0, '@aawasp': 0.0, '@EPAregion2': 0.0003831316735349492, '@AB_EP': 0.0001517531119625561, '@Abby_Retweet': 0.0, '@UncleChaps': 0.0, '@jackehill': 0.0, '@AbbyFDK': 0.0, '@KinderFynes': 0.002023853230977638, '@ABEnvNet': 2.663573490268947e-06, '@AbshireELC': 0.0, '@CreativeSTAR': 0.002984236323462035, '@academe_atl_hs': 0.0, '@TorontoWaldorf': 0.0, '@ACGCNow': 0.0, '@eecom_info': 0.0, '@acostello715': 0.0, '@ACTcoachmodel': 0.0, '@AdawDeng': 0.0, '@CommunitiesONHS': 0.0, '@Adrian_T_Graham': 0.00020896625503692812, '@SpringbrookPS': 1.876842623751896e-05, '@DavidSuzukiSS': 0.0005342685690532382, '@peterlbursey': 9.319757446501425e-05, '@vsilva_k': 0.0, '@adriancamm': 0.0, '@willjohnst': 0.0, '@AdvanceTeaching': 0.0, '@McGrawHillK12': 0.0, '@AEWrightSchool': 0.0, '@perfinker': 0.0032255212366268, '@afterschool4all': 0.0, '@mellyball': 2.6332073782470735e-06, '@ScienceCenters': 0.0, '@campSTEM': 0.0, '@MfentonFenton': 4.388678963745123e-07, '@RethinkSchools': 0.0, '@AfterschoolBudE': 0.0, '@agileschools': 0.0, '@AgNews_Otto': 0.0, '@AHCeagles': 0.0, '@ON_EcoSchools': 0.002083010634022445, '@PDSB_eco': 0.004440303346113509, '@AHeathensDay': 0.0, '@AIHA': 0.0, '@aimunro': 0.0, '@Pembina': 0.0003873374908752048, '@AIRNow': 0.0, '@AJDownham': 0.0, '@AJGRaalte': 0.0, '@Moonbattery1': 0.0, '@akgtCanada': 0.0, '@akperera': 0.0, '@AlabamaDeptofEd': 0.0, '@EDGreenRibbon': 0.0009282056008320935, '@AlbertaEcotrust': 8.777357927490246e-07, '@enertweets': 0.0, '@insideeducation': 0.0, '@aleighzee': 0.0, '@Alexis_Curious': 0.0, '@alexleslieking': 0.0, '@RLCParks': 0.0, '@aliceleung': 0.00010269508775163589, '@AlisonSoligo': 0.0, '@AlistairWhitby': 7.0218863419921966e-06, '@gehedges': 4.388678963745123e-07, '@Good_Policies': 2.1943394818725615e-06, '@anacostiaws': 0.0, '@alkinahan': 0.0, '@OCSBeco': 0.0021492579962949796, '@ThomasMoreOCSB': 8.777357927490246e-06, '@allan_crawshaw': 0.0, '@allsaykitsash': 0.0, '@PlanktonPundit': 0.00039103129566969046, '@almmog': 0.0, '@artcollisions': 0.0, '@AlouOraelosi': 0.0, '@althourk': 0.0, '@Am3liaGBall3w': 0.0, '@amandacyr4': 0.0, '@AmandaNicole487': 0.0, '@AmberKraver': 0.0, '@Ambiente_MM': 0.0, '@NAAEEStaff': 0.015296821530922022, '@AmericanForests': 0.0, '@GreeningDetroit': 9.874527668426527e-05, '@IslandWood': 0.007102338727653064, '@CWF_FCF': 0.006044599037847254, '@amycoyote': 0.0007090464445312012, '@courtney_beavan': 6.42053283160283e-06, '@fowl_love': 0.00020495130760689724, '@amongstwits': 0.0, '@ELKissner': 0.0008488204937653938, '@AMuddyLife': 0.0, '@amusebook': 0.0, '@Rylone3': 2.8031128736983208e-05, '@AnaLakhani': 0.0, '@andrewbieler': 0.0, '@kathleenaikens': 0.00010313395564801038, '@andrewnepean': 0.0, '@AngieClarksmama': 0.0, '@vickiemorgado1': 0.0, '@Angiesthinkin': 0.0, '@annabwild': 0.0, '@BeWildON': 4.388678963745123e-07, '@annaisu': 0.0, '@annasbelle': 0.0, '@ElizAnnSeton': 0.0, '@AnnasClass': 0.0, '@AnnemarieHagan': 0.0, '@visitpama': 0.0, '@AnneMarieOB19': 0.0, '@DurhamCatholic': 2.1943394818725614e-07, '@GanaraskaFC': 0.00031203507432227815, '@annie5133': 0.0, '@AnnieCrawley': 0.0, '@PatriciaNewman': 1.7554715854980491e-06, '@ANPatterson317': 0.0, '@antiochseattle': 0.0, '@gambassa': 0.00010269508775163588, '@AnushOConnor': 0.0, '@Apps4Ecology': 0.0, '@Learn_OnTheFly': 0.015284828922776692, '@aprendetips': 0.0, '@AprilKelley07': 0.0, '@Arbara0728B': 0.0, '@ArcandjMs': 0.0, '@Architecturhack': 0.0, '@EZECNSW': 0.0038381985557532448, '@ArizonaDEQ': 0.0, '@arm_news': 0.0, '@ArmstrongYYC': 0.0, '@ArthurJChapman': 0.0, '@BigHistoryPro': 0.0, '@ArtPlaceAmerica': 0.0, '@asforan': 0.0, '@kristapetrie': 0.0, '@MatthewOldridge': 0.0, '@ASMEMilwaukee': 0.0, '@STEMhero': 0.0, '@ASRosentreter': 0.0, '@AstronautThijs': 0.0, '@jeffkirschner': 6.583018445617684e-07, '@litterati': 0.00038335110748313647, '@ATHeritageArea': 0.0, '@AtifSherrif': 0.0, '@ATS_Douglas': 0.0, '@AudreyGoz': 0.0, '@aungmoeeco': 0.0, '@EPAresearch': 5.485848704681404e-06, '@avivaloca': 0.0, '@aylward_tomas': 0.0, '@B7Anto': 0.0, '@BacktoNatureNet': 0.0, '@badgerforest': 0.0, '@balmeras': 0.0, '@bar_zie': 0.0, '@jackiegerstein': 0.0, '@barbosa0415': 0.0, '@Barlutti': 0.0, '@bashaierk': 0.0, '@TLBoudell': 0.0001871012725214805, '@BBPB_bali': 0.0, '@SparkShiftLab': 0.0, '@bcaunter1': 0.0, '@BCCFarm': 0.0, '@OurGreenChange': 0.0, '@bcsanswers': 0.0002062679112960208, '@wshsecology': 0.0, '@LShenstone': 0.0005868246677226772, '@BCspecies': 0.0, '@beachcat11': 0.0, '@BEANOntario': 0.0, '@BearTrust': 0.0018783825244399548, '@EEPSA': 0.0008032379673394511, '@parks4all': 0.0, '@MrSoclassroom': 0.0004849490254938361, '@beccakedenburg': 0.0, '@BeckyBgomez3': 0.0, '@BEd_UOIT': 0.0, '@BeebeHealthcare': 0.0, '@BeeHouzz': 0.0, '@AFolkHero': 0.0, '@BeingExample': 0.0, '@BelfountainGr2': 0.0, '@BelfountainPS': 4.227000790665162e-05, '@deanneprins': 0.0, '@BenDessen': 0.0, '@BernardEcoTeam': 0.0, '@edutopia': 0.0, '@Beth_Christie_': 0.0, '@cblack__': 0.0, '@bethanyvsmith': 0.0, '@harrell_art': 0.0, '@BethEdwards423': 0.0, '@bethlisser': 0.0, '@bettie_green': 0.0, '@cpaws': 0.0, '@bgreen': 0.0, '@ChildrenNature': 0.00032261194550459974, '@bgsulrnd': 0.0, '@gaofei9': 0.0, '@BhappiJJ': 0.0, '@clclyne': 0.0, '@BHSAACPS': 0.0, '@BidgeeLandcare': 0.0, '@bidgeewidgee': 0.0, '@vic72941': 1.5517114907527398e-06, '@vivianharris45': 0.00033626928605163934, '@bienenstock': 0.0, '@BillBrydon': 0.0, '@bjacobsc': 0.0, '@BillionOyster': 0.0, '@Revkin': 0.0, '@BillmillerBill': 0.0, '@Sustainablehero': 0.0, '@BillNigh': 0.0, '@BinaIsrani': 0.0, '@Bio_Outreach': 0.0, '@Smtp_Canada': 0.00030940186694403105, '@BirdStudiesCan': 0.0, '@Liza_Barney': 4.388678963745123e-07, '@bjmcgough': 0.0, '@participatelrn': 0.00041567418635092746, '@BL_Modular': 0.0, '@BluebellBw': 0.0, '@bluechannel24': 0.0, '@blujay4534': 0.0, '@Bo_Kohen': 0.0, '@boggs_e': 0.0, '@book_diva': 0.0, '@BotSocSA': 0.0, '@KirstenboschNBG': 0.0, '@boxy_': 0.0, '@brad_crossman': 0.0, '@Brainpool_EU': 0.0, '@brasildeovelhas': 0.0, '@brendankference': 0.0, '@BrewongleEEC': 0.0010628541368546216, '@Joe_Teft': 0.00011442868667073131, '@cya_outside': 0.0004849369333655675, '@FSCaustralia': 0.0, '@briandonovan': 0.0, '@brianne_yvonne': 0.0, '@rfldn': 0.0005200584572037971, '@BriarwoodLLC': 0.0, '@BridalShuttle': 0.0, '@BrilRedJoanne': 0.0, '@JodyAllair': 0.0, '@brisdaleps': 0.0, '@katlager': 0.0, '@BrockBECE': 0.0, '@BrockEducation': 0.0, '@brookecarr80': 0.0, '@BruceWard': 0.0, '@UWCollegeOfEd': 0.0, '@bruni_brunella': 0.0, '@KnoxHartford': 0.0, '@BryceRecsky': 0.0, '@BSC_BC': 0.0, '@VivianORC': 0.0, '@BTCEA': 0.0007420044199039098, '@bucknleaf': 0.0, '@burntelmps': 0.0, '@bwood___4': 0.0, '@FocusOnForests': 0.0008205637807722059, '@CaberTV': 0.0, '@cadman_john': 0.0, '@cherandpete': 0.0, '@cadolles': 0.0, '@CaGBC': 0.0, '@CanadaGreenJobs': 0.0018285485118929939, '@CAGreenRibbon': 0.0002317607860449038, '@CEEIN4u': 0.00038005959826032765, '@projectwet': 0.0015430980604119466, '@TheCACoast': 0.0, '@cali_toranzo': 0.0, '@CalSpillWatch': 0.0, '@CA_Pesticides': 0.0, '@CambridgeEngZa': 0.0, '@cameroma': 0.0, '@cleanshorelines': 0.0, '@CampKawartha': 0.00020626791129602074, '@NaturesYear': 0.0, '@CanadaRenewable': 0.0, '@CanadianFishn': 0.0, '@CanGeoEdu': 0.0, '@capn_madd_katt': 0.0, '@CapobiaNB': 0.0, '@CaraClimpsonLee': 0.0, '@CarbonConvoCA': 0.0, '@carissahalton': 0.0, '@Caro42S': 0.0, '@CarolBarash': 0.0, '@caroljd1964': 0.0, '@carolspeers': 0.0, '@CarsonSieving': 0.0, '@cascience': 0.0, '@JoeyElle': 0.001101807392162126, '@castleoaksps': 0.0, '@Catalina_Stout': 0.0, '@CatherineJudd1': 0.0, '@CDCasthma': 0.0, '@CDCEnvironment': 0.0, '@CDeeperlearning': 0.0, '@WestSydUFood_Ag': 0.00083749676822715, '@CdnOnlineSchool': 0.0, '@CDolmont': 9.13522951654811e-06, '@CentennialSP': 0.0, '@mossomcreek': 0.0, '@NoonsCreek': 0.0, '@CentennialSrPS': 0.0, '@cfectnews': 0.0, '@CFrizelle': 0.0, '@ChantalRegimbal': 0.0, '@chaputski27': 0.00010269508775163586, '@ChefDeannaNY': 0.0, '@CherineSpirou': 0.00016789100664984407, '@tevella71': 0.0, '@FieldofMarsEEC': 0.0003267754359218817, '@steve_papp': 0.0004487544475651155, '@CherylSchnell': 0.0, '@WisDPIenviroed': 8.777357927490246e-07, '@CherylZelmer': 0.0, '@HeatherMMcKay': 0.00010430301077148472, '@ChescoChamber': 0.0, '@StroudCenter': 0.0, '@mbingley': 0.0014084316123032248, '@chocolat3b': 0.0, '@chris_garces1': 0.0, '@chrisobrienisok': 0.0, '@chrisrob1106': 0.0, '@ChristianLifeLd': 0.0, '@KateHelene': 2.732316794960798e-06, '@DebHoggoz': 6.215236108213618e-05, '@MikeBartlettEdu': 0.00012414240213591362, '@YES21stC': 1.4628929879150408e-07, '@bournda': 0.0, '@LongneckLagoon': 5.19675318564105e-07, '@RNP_EEC': 0.0, '@coolaustralia': 0.00020539017550327173, '@LSF_LST': 4.9835887788305727e-05, '@nichall17': 3.82790331837769e-07, '@MRsalakas': 0.0, '@CitSciOZ': 0.0, '@Chronicle5': 0.0, '@eIncBoston': 2.1943394818725615e-06, '@CineSeda': 0.0, '@CitizenCotto': 0.0, '@inthebigmuddy': 0.00020626791129602074, '@ckoos1': 0.0, '@clairewiththere': 0.0, '@ClaudiaIMacias': 0.0, '@claudioalpalice': 0.0, '@CleanAirMoms_IA': 0.0, '@CliftIndustries': 0.0, '@CliftonPS': 0.0, '@MrsStajduhar1A': 0.0, '@ClimateWise2015': 0.0, '@ClintonBreau': 0.0, '@cmkelleyteach': 0.0, '@cmr3958': 0.0, '@cmresidents': 0.0, '@coad4kids': 0.0, '@CoastalJCU': 0.0, '@Cobra_Principal': 0.0, '@CodyMillerPKY': 0.0, '@pkyongedrs': 0.0, '@COEOoutdoors': 0.0, '@ColbyCollege': 0.0, '@HumanEcology': 0.0, '@colchambers': 0.0, '@computerjen': 0.0, '@ConnectedGarden': 0.0, '@envirochelle': 0.0, '@sshellery': 0.00041253582259204153, '@STEMTeachTools': 0.0, '@ConnectingTrue': 0.0, '@connectinnature': 0.0, '@contej': 0.0, '@cooper4trustee': 0.0, '@cordym': 0.00010379225749257216, '@DavidSpencerEdu': 0.00517290486162789, '@CoreFav': 0.0, '@corina_walker': 0.0, '@cosydirect': 0.0, '@CountrysidePDSB': 0.0, '@CourseCreator': 0.0, '@TAudubon': 8.777357927490246e-07, '@CPIEcd': 0.0, '@GRAINE_RA': 0.0, '@CPSchoolCouncil': 0.0, '@CPSgarden': 0.0, '@CPTibbs': 0.0, '@CranstonSchool': 0.0, '@CrawshawAllan': 0.0, '@CREATEenviro': 0.0, '@kprschools': 0.000515889212188239, '@CristinaGardens': 0.0, '@Crozier_SI': 0.0, '@CruisingKitty': 0.0, '@CUGeology': 0.0, '@CuriousDaffodil': 0.0, '@PlumLandingPBS': 0.0, '@CurrenCougars': 0.0003780115480772466, '@MoserMmoser': 0.00022331061460523102, '@cvr_synergy': 0.0, '@CVWMA2': 0.0, '@ilonadougherty': 0.0, '@ForestSchoolCan': 1.0830632728385283e-05, '@cwppra': 0.0, '@planthugger': 6.759851663937084e-07, '@dancewithwonder': 0.0, '@Dandeliondirtrd': 0.0, '@daniel_ottmann': 0.0, '@DanielaGinta': 0.0, '@DaniLStocks': 0.0, '@DasBridges': 0.0, '@davidfprocter': 0.0, '@Davidso8Darlene': 0.0, '@LauraGilchrist4': 0.0, '@seagreenED': 0.00020539017550327176, '@Mr_Crozier': 0.0003598795764287419, '@DSSSEcoAction': 4.68494225653258e-05, '@leslie_edu': 5.555308658872703e-05, '@dawnbazely': 0.0, '@gladyswlkong': 0.00021496324272383155, '@dbudlovsky': 0.0, '@DCPSEco': 0.0, '@DeanShpprd': 0.0, '@DebiJules': 0.0, '@Deborah_Baer': 0.0, '@deeptimerocks': 0.0, '@DeidreAusten': 0.0, '@DELawSchool': 0.0, '@UMKCLaw': 0.0, '@DellaLataille': 0.0, '@deni_nancy': 0.0, '@DenisonJudi': 0.0, '@DeronBilous': 0.0, '@DFLinton': 0.0, '@DFWM_MONTREAL': 0.0, '@DianeN56': 0.0, '@DibellinDiane': 0.0, '@digitalcloudgal': 0.0, '@digitalperiod': 0.0, '@director_fv': 0.0, '@DiveNag': 0.0, '@dkemball': 0.0, '@DLitowski': 0.0, '@DMashak': 0.0, '@selfgovwest': 0.0, '@doccarpenter': 0.0, '@NBNC_VT': 0.0, '@DoggedWaterCo': 0.0, '@envirojer': 0.001408810275948312, '@DoloresCascone': 0.0, '@DoreenDunne': 0.0, '@dori5': 0.0, '@dovetailinc': 0.0, '@dowhatulove247': 0.0, '@DP_Dietrich': 0.0, '@DPaulsonSTEM': 0.0, '@Dr_chrishair': 0.0, '@dr_riina': 0.0, '@DRBC1961': 0.0, '@DrBGillette': 0.0, '@PowellGardens': 0.0, '@DreamRiderHQ': 0.00010269508775163586, '@DREandVICKI': 0.0, '@drfr4n': 0.0, '@DrMazzula': 0.0, '@NLM_SIS': 1.974905533685305e-06, '@DrQuesada': 0.0, '@DrTillieHarris': 0.0, '@femaregion2': 0.0, '@dtangred': 0.0, '@erinmutch': 0.00010313395564801038, '@duncwhite': 0.0, '@ndhalls': 0.0, '@e_malyk': 0.0, '@eamorrowesq': 0.0, '@EANumeracy': 0.0, '@earth2holly': 0.0, '@Earthducation': 0.0, '@earthforce': 4.388678963745123e-07, '@vincemeldrum': 0.0, '@EarthVitalSigns': 0.0, '@EastWestLit': 0.0, '@ece_fs': 0.0, '@Jackiecoryell': 0.0, '@eco_partners': 0.0, '@EcoCentres': 0.0, '@ecoclub_ffm': 0.0, '@FFMcGinnCES': 0.0, '@scorvese': 0.0, '@ecodigitography': 0.0, '@EcoFriendlySask': 0.0, '@SEPNetwork': 0.0009927191815991467, '@EcoSchools': 0.00038005959826032765, '@TrumacarPrimary': 0.0, '@EcoSchoolsTDSB': 7.556573729075152e-05, '@ecyspokane': 0.0, '@Ed_Tmprince': 0.0, '@EdCamp905': 0.0, '@edcampGSU': 0.0, '@LHuffling': 0.0004142912941775396, '@NSTA': 0.0, '@eden_janna': 0.0, '@Mr_Marshall': 0.001035728235443849, '@EdenwoodMS': 0.0, '@EdGameTec': 0.0, '@sustain_a_b0wl': 0.0, '@EdmScience': 0.0, '@EdSpeakersCo': 0.0, '@edtechsynergy': 0.0, '@EdTechTill': 0.0, '@educationarena': 0.0, '@EEASC1': 0.0, '@RSWCD': 0.0, '@EHordyskiLuong': 0.0, '@museumofscience': 0.0, '@EIRCorg': 0.0, '@ejabel2': 0.0, '@ElaineE1ho': 0.0, '@GreenLearning': 0.00038049846615670216, '@elemenous': 0.0, '@MsYorksClass': 0.0, '@EliaMSLibraryLC': 0.0, '@JFVandermeij': 0.0004125358225920415, '@mcd_boulanger': 0.0, '@ElisaLitvin': 0.0, '@ElizabethBastos': 0.0, '@ElizabethNeves6': 0.0, '@emahoneywest': 0.0, '@EmbarrassingPET': 0.0, '@EMillerFCPSAA': 0.0, '@EmmanuelQ': 0.0, '@emmoretti': 0.0, '@MrsMorgado1': 4.388678963745123e-07, '@StTimothyDPCDSB': 0.0, '@StTimsEcoTeam': 0.0003094018669440311, '@Energy_Lit': 0.0, '@enerscore': 0.0, '@EnertechB': 0.0, '@envir490': 0.0, '@pie_saster': 0.0, '@envirochap_d': 0.0, '@TheBurdenFilm': 0.0, '@EnvirologicTech': 0.0, '@EnvironEdofIL': 0.0, '@environmentaide': 0.0, '@EnvironmentYork': 0.0, '@EPAclimatectr': 0.0, '@EPAgreenbldg': 0.0, '@EPAland': 0.0, '@EPAnewengland': 0.0, '@EPAregion3': 0.0, '@EPAregion7': 0.0, '@EPN_SouthBayLA': 0.0, '@EricHarvieSchl': 0.0, '@MamaJoules': 0.0, '@Erik20234': 0.0, '@Erin_YYC': 0.0, '@lbingley': 0.00010313395564801038, '@ErinDealey': 0.0, '@esargent184': 0.0, '@ESGenviroclub': 0.0, '@EthiopiaOnline': 0.0, '@EvaApelqvist': 0.0, '@Evo_Explorer': 0.0, '@Ew331Melissa': 0.0, '@ExploLive': 0.0, '@ExpTotalHealth': 0.0, '@eye4msu': 0.0, '@Ezab1': 0.0, '@JAnnSheridan': 0.0, '@hollowsashomes': 0.0, '@FairMountain': 0.0, '@FaithCommonGood': 0.0, '@FalakSaleem159': 0.0, '@FalconridgeCBE': 0.0, '@FarrahFazia': 0.0, '@msvdevine': 6.583018445617684e-07, '@fayzaprebtani': 0.0, '@FDKlorenville': 0.0, '@FieldsAECG': 0.0, '@findog99': 0.0, '@fionammorrison': 0.0, '@firstgreatwater': 0.0, '@fishingprofs': 0.0, '@FoodNasta': 0.0, '@FoodSharer': 0.0, '@Fooshroo': 0.0, '@forestleaderBH': 0.0, '@forestofavon': 0.0, '@ForgeRat': 0.0, '@FosteringSols': 8.777357927490246e-07, '@franharrop': 0.0, '@FranVanisle': 0.0, '@FredVillaume': 0.0, '@FriendlyForrest': 0.0, '@friesenmelanie': 0.0, '@youthwavemakers': 0.0, '@fruitcandybar': 0.0, '@FSNatureLIVE': 0.0, '@usfs_nrs': 0.0, '@FSS_Tech': 0.0, '@FutureJustice0': 0.0, '@gaga20219gs': 0.0, '@gallienus': 0.0, '@games4teaching': 0.0, '@Garethomson': 0.0, '@GaribottiAM': 0.0, '@GaryM': 0.0, '@echo_nature': 0.0, '@garza3315': 0.0, '@GENEius_Science': 0.0, '@geo_teira': 0.0, '@KathyWorobec': 0.00048087420357113424, '@GeofferyKehrig': 0.0, '@GeoffKennah': 0.0, '@GeoGtzz': 0.0, '@Georgeann8956': 0.0, '@GFT2day': 0.0, '@ggbeck': 0.0, '@ggomezvarua': 0.0, '@GiboJess': 0.0, '@girlshealth': 0.0, '@giuseppemerlin8': 0.0, '@GL_Explorations': 0.0, '@GlobalEE2016': 0.0001044505593371339, '@gm8585': 0.0, '@gnyagg': 0.0, '@Goosewalker': 0.0, '@goproject': 0.0, '@gorillalms': 0.0, '@governmentbuzz': 0.0, '@Gowest_inFDK': 0.0, '@gpduhon': 0.0, '@Gr8LakesLady': 0.0, '@Grade1TweetsBA': 0.0, '@Grade4F3SFV': 0.0, '@grade4wonders': 0.0, '@GreenClubAS': 0.0, '@Grade6Griffins': 0.0, '@GRC_News': 0.0, '@green_ombudsman': 0.0, '@GreenAcorns': 0.0, '@Kimberly_Gray': 0.0, '@Greennomad73': 0.0, '@GreenSchoolsNN': 0.0, '@greenseattle': 0.0, '@greensquad14': 0.0, '@greenVCC': 0.0, '@Greg_P_Nichols': 0.0, '@Grim_Law': 0.0, '@grnmn1': 0.0, '@groundworkpdx': 0.0, '@GrouperDoc': 0.0, '@GrsoukupGreg': 0.0, '@grumblesthacook': 0.0, '@GUC_Info': 0.0, '@GuidaMicael': 0.0, '@GUSDSUPT': 0.0, '@GVCatholic': 0.0, '@gwenckatz': 0.0, '@GWSGrade1s': 0.0, '@H2OAlliance': 0.0, '@hackerlibrarian': 0.0, '@HaltonMGs': 0.0, '@HameedEd': 0.0, '@ThornLodgePS': 0.00010313395564801038, '@HandsOnArtists': 0.0, '@hapara_team': 4.388678963745123e-07, '@hazleheadschool': 0.0, '@hbreen2165': 0.0, '@heartfeltlauren': 0.0, '@hechternacht': 0.0, '@henhere': 0.0, '@hernick_': 0.0, '@Hfactor241': 0.0, '@hhsatilmis': 0.0, '@HillsideOE': 0.0, '@Hipwords_writer': 0.0, '@hnk511': 0.0, '@Hollywood3Love': 0.0, '@hortancaster': 0.0, '@Howell2Mike': 0.0, '@HStemtastic': 0.0, '@HuffmanVicki': 0.0, '@HumberviewSS': 0.0, '@IanEcoCheck': 0.0, '@ianfairhurst': 0.0, '@iantindal': 0.0, '@IcsStef': 0.0, '@idpetition': 0.0, '@IncosStrategies': 0.0, '@InsightAlberta': 0.0, '@InSunWeTrust': 0.0, '@IOERC7': 0.0, '@irasocol': 0.0, '@IrvineNature': 0.0, '@AnimalTales': 0.0, '@isabelrodreegiz': 0.0, '@iSchoolSU': 0.0, '@NorthCarolinaEE': 5.266414756494147e-06, '@IslandRooms': 0.0, '@IsraelNewsNow': 0.0, '@isurus9': 0.0, '@itknowingness': 0.0, '@ITOFoundation': 0.0, '@JackieMatt66': 0.0, '@jacksmith2030': 0.0, '@Jackthelad1947': 0.0, '@Jacob_Derenne': 0.0, '@Jacobcha4': 0.0, '@jaguarchris4': 0.0, '@jaime_brush': 0.0, '@JamesRoy': 0.0, '@focus2achieve': 0.0, '@JanisIrwin': 0.0, '@janjigian244': 0.0, '@JanManimoi': 0.0, '@jannaebridgeman': 0.0, '@jaroland74': 0.0, '@jaschill81': 0.0, '@JasonBruderer': 0.0, '@JasonBuccheri': 0.0, '@JasonKappan': 0.0, '@jaydee_ell': 0.0, '@JayleneBrass1': 0.0, '@JayWigmore': 0.0002092522129913675, '@Jazeyfantazy': 0.0, '@Jazmin_Ortega': 0.0, '@jbarenburg': 0.0, '@jbeyer75': 0.0, '@jdlovesLA': 0.0, '@jeffvardy': 0.0, '@jenkatwork': 0.00010269508775163588, '@JennMacBrown': 0.0, '@JennyMBurns': 0.0, '@JennySeydel': 0.0, '@JenWright9': 0.0, '@JessCHanks': 0.0, '@jessicaprodor': 0.0, '@JessicaWoolliam': 0.0, '@jgreen1570': 0.0, '@Jill_Pattison': 0.0, '@JKRosebluff': 8.777357927490246e-07, '@SkScienceCentre': 0.0, '@jltill': 0.0, '@jmcconville1000': 0.0, '@jmcdougaldps': 0.0, '@joanofawk': 0.0, '@JoanRuf': 0.0, '@JodiKuriger': 0.0, '@joebags24': 0.0, '@jonemasonmc': 0.0, '@JordanAtlas23': 0.0, '@JordanKamer': 0.0, '@josephenderson': 0.0, '@joshpena14': 0.0, '@journeynorthED': 3.466429427220969e-05, '@joyce82506190': 0.0, '@JoYohana': 0.0, '@jradojkovich': 0.0, '@juanitag': 0.0, '@JujyCakes': 0.0, '@JuliaBurgess': 0.0, '@JuliaDeRose3': 0.0, '@MsPizzolon': 0.0, '@YRDSBGetOut': 0.0, '@jwsimmer': 0.0, '@kaamartseth': 0.0, '@dean_anonym': 0.0, '@KACEEandKGS': 0.0, '@KaijaF': 0.0, '@KalaVandeberg': 0.0, '@MaryCunningham_': 0.0, '@KamalKheraLib': 0.0, '@kamla_sharbear': 0.0, '@KateDobson12': 0.0, '@KatieLMHash': 0.0, '@katsogianopoulo': 0.0, '@katyscott22': 0.00018937149728560205, '@Kaymie': 0.0, '@kaysuza': 0.0, '@kb_leecaster': 0.0, '@KCBOMBARD': 0.0, '@kcharlesocsb': 0.0, '@KE_America': 0.0, '@kegemen46': 0.0, '@Kelly_M_Wright': 0.0, '@kellyeskerod': 0.0, '@kelvossen': 0.0, '@ADutke': 0.0, '@Kemurphyshawca1': 0.0, '@kennycooks': 0.0, '@kerrymackin': 0.0, '@kerryn_t': 0.0, '@Kids_CountrySRV': 0.0, '@kidsandcaffeine': 0.0, '@KieraKent': 0.0, '@kimbutterfly': 0.0, '@kimgauthier3': 0.0, '@kindercanuck': 0.0, '@KinderCurator': 0.0, '@kinderkfoley': 0.0, '@natureplaysign': 0.0003054298159357108, '@kirschan': 0.0, '@kittycochrane': 0.0, '@KL_CornellPress': 0.0, '@klewis_prieur': 0.0, '@stpatricksIRISH': 0.0, '@klr16': 0.0, '@km50robinson': 0.0, '@KnowltonCockett': 0.0, '@kokopellez': 0.0, '@KonaDawg': 0.0, '@kristin_alie': 0.0, '@KristinCHarr': 0.0, '@ktbromberg': 0.0, '@ktlewis14': 0.0, '@kzelmer': 0.00020626791129602076, '@L4peaceLaura': 0.0, '@ladyoftheoak': 0.0, '@LainaBarley': 0.0, '@LakeGuardian': 0.0, '@lalojimjuarez': 0.0, '@laura_magrath': 0.0, '@Laura_Warburton': 0.0, '@laurabWB': 0.0, '@LauraLane11': 0.0, '@LaurierGreen': 0.0, '@Law1Gloria': 0.0, '@lawbibliophile': 0.0, '@LBBirney': 0.0, '@LBLNature': 0.0, '@lcfralick42': 0.0, '@ldiazammo': 0.0, '@LdnOntCommunity': 0.0, '@NatureMattersVa': 3.074060629390899e-05, '@VirginiaDCR': 0.0, '@ChatSalad': 0.0, '@MirandaRHK': 0.0, '@LearnFromNature': 0.0, '@learningmurd': 0.0, '@learnPSNSW': 0.0, '@ledwards_l': 0.0, '@leila_wills': 0.0, '@LemireMichelle': 0.0, '@Lemurprincess': 0.0, '@Lesesky': 0.0, '@LfSScotland': 0.0, '@lhendersonsmall': 0.0, '@m_h_allen': 0.0, '@Libramlad': 0.0, '@LifeGreenGroup': 0.0, '@linda_santilli': 0.0, '@LindaBouzanis': 0.0, '@LINEBristol': 0.0, '@Livable4All': 0.0, '@LiveGourmet': 0.0, '@Living_Almanac': 0.0, '@LizUgoEYC': 0.0, '@LLummiss': 0.0, '@Llunee1': 0.0, '@lmerrim': 0.0, '@ozarknatsci': 0.00010313395564801037, '@LndOntRetweets': 0.0, '@LoudounEarthDay': 0.0, '@louisearbourfi': 0.0, '@MmeBergevin': 0.0, '@lscott1967': 0.0, '@LTHSAPES': 0.0, '@Macdlcross': 0.0, '@ThinkEarthEd': 3.94981106737061e-06, '@madameaiello': 0.0, '@MadameNguyen': 0.0, '@Madelle10': 0.0, '@maggiefay_': 0.0, '@MaggieSmylie': 0.0, '@magikbegins': 0.0, '@makufka': 0.0, '@saracole': 0.0021235897972827385, '@marcelniederer5': 0.0, '@MargaretE211': 0.0, '@MariahNPhillips': 0.0, '@marine_bio_hull': 0.0, '@markhaarmann': 0.0, '@MaRkrRSPB': 0.0, '@MarlaPaxton': 0.0, '@maropacheco59': 0.0, '@martinjhall1': 0.0, '@MarylandLover': 0.0, '@matthieunappee9': 0.0, '@matthulley13': 0.0, '@ProjectPeachUK': 0.0, '@MaureenShenher': 0.0, '@MauricioArgoteC': 0.0, '@MBGTeenNetwork': 0.0, '@MBStudent': 0.0, '@MburaKenya': 0.0, '@mbylsma': 0.0, '@McCarrenBill': 0.0, '@MCFeneley': 0.0, '@McHughEduCentre': 0.0, '@mclibdotnet': 0.0, '@mclloyd86': 0.0, '@MCOdd62': 0.0, '@MCOE_Now': 0.0, '@MCTTRAIN1': 0.0, '@mcudney': 0.0, '@MDCPSCapital': 0.0, '@MDnaturalist': 0.0, '@meadvillps': 0.0, '@medeiros_martin': 0.0, '@MeganKautzer': 0.0, '@meghan_417': 0.0, '@mevingham': 0.0, '@mezzosue': 0.0, '@MG_Ontario': 0.0, '@MGGS_CEE': 0.0, '@MGGS_SouthYarra': 0.0, '@michaelkinder': 0.0, '@Michellestwitr': 0.0, '@MidEarly': 0.0, '@miguelearaujop': 0.0, '@miguelmcminn': 0.0, '@mihrjan': 0.0, '@MiJiKim3': 0.0, '@MikeMorris24B': 0.0, '@mikewh': 0.0, '@MillarWestern': 0.0, '@millinium02': 0.0, '@MilneOEC': 0.0, '@MinnesotaEE': 0.0, '@missalmberg': 0.0, '@missbeddow': 0.0, '@MissFajardoC': 0.0, '@Mississauga_Cal': 0.0, '@missouriEE': 0.0, '@mjtravaille': 0.0, '@mkbamford': 0.0, '@mkkinderdesign': 0.0, '@mkmknani': 0.0, '@mmdetrick': 0.0, '@MmeHibou40': 0.0, '@mmenicoletti': 0.0, '@MobileMovieMag': 0.0, '@MollyFeldstein': 0.0, '@MonicaIbacache': 0.0, '@MonsieurPareja': 0.0, '@moralesandbee': 0.0, '@moreno_jfm': 0.0, '@morerye': 0.0, '@mpchristiner': 0.0, '@MPJ_Prin': 0.0, '@mr_comstock': 0.0, '@mr_isaacs': 0.0, '@MrsMurat': 0.0, '@tina_zita': 2.252855201389163e-05, '@Mr_Reyes_Hist': 0.0, '@MzMozer': 0.0009402744679823926, '@Mr_Sciortino': 0.0, '@mrclarke7': 0.0, '@MrCoops89': 0.0, '@MrDulku': 0.0, '@MrDustoRBPS': 0.0, '@MrGearrensClass': 0.0, '@NCReserve': 0.0, '@TurnerCreekES': 0.0, '@MrHamstraTweets': 0.0, '@MrMansueto': 0.0, '@MrMatthewNg': 0.0, '@mrmuzzdog': 0.0, '@jenniferatkinso': 0.0, '@MrP_Tweeting': 0.0, '@mrs_rbrown': 0.0, '@MrsBteaching': 0.0, '@MrsGeekChic': 0.0, '@MrsHansonSusan': 0.0, '@MrsHearder': 0.0, '@MrsHelenDouglas': 0.0, '@MrsHughesx': 0.0, '@MrsKHenderson': 0.0, '@mrslyonsgrade3': 0.0, '@MrsMehtaMusic': 0.0, '@MrsNeal0': 0.0008601810768940441, '@ONTSpecialNeeds': 0.0, '@MrsNFarenick': 0.0, '@mrstepien': 0.00010269508775163588, '@YourRiverwood': 0.0, '@MRSSsd42': 0.0, '@MrsSwatogor': 0.0, '@MrsTindale': 0.0, '@MrWigmoresclass': 0.0, '@ms_forrest': 0.0, '@Ms_Konings': 0.0, '@ms_maxx': 0.0, '@Ms_SAndrews': 0.0, '@MsADeJong': 0.0, '@MsBirchard': 0.0, '@mscurrieskinder': 0.0, '@MsG_ShelterBay': 0.0, '@MsGandhi123': 0.0, '@MsJamieLy': 0.0, '@mskala3': 0.0, '@mskyliedale': 0.0, '@msladylainey': 0.0, '@msleford_g': 0.0, '@msp472': 0.0, '@msstewart': 0.0, '@MsSumra1': 0.0, '@MsTayica': 0.0, '@MsVilladsen': 0.0, '@MsWelbergen': 0.0, '@Mturnermc': 0.0, '@MugeAvcioglu': 0.0, '@MumbiNMaina': 0.0, '@muvaffakiyet': 0.0, '@MVChertan': 0.0, '@MyTownTutorsMA': 0.0, '@NEEFusa': 0.0009894569302360964, '@nadine1osborne': 0.0, '@NancyPeelSB': 0.0, '@NatBioTeach': 0.0, '@NatlAfterSchool': 0.0, '@natlearn': 0.0, '@naturalinquirer': 0.0, '@naturalleaders': 0.0, '@NatureVibezzz': 0.0, '@NayiDishaStudio': 0.0, '@NDE_GOV': 0.0, '@NDHS_Ottawa': 0.0, '@NEAHealthy': 0.0, '@slowfamily': 0.0005115297910842525, '@NeilGussman': 0.0, '@NESCWVU': 0.0, '@NetToolsGalore': 0.0, '@NettTech': 0.0, '@neufeld_an': 0.0, '@laura_h_obrien': 0.0, '@NewTechScience': 0.0, '@NFFTT': 0.0, '@NicStrs': 0.0, '@nikulak': 0.0, '@NiliMajumder': 0.0, '@NJGrow': 0.0, '@NLM_K12': 0.0, '@nlmcgee': 0.0, '@NLWildlife': 0.0, '@NodeSystems': 0.0, '@Non_Toxic_Kids': 0.0, '@NoreenNuzhat': 0.0, '@NorfolkEYFS': 0.0, '@NorfolkTour': 0.0, '@NRatwatte': 0.0, '@NRCS_CT': 0.0, '@NRGrenaissance': 0.0, '@NShrubs': 0.0, '@nspma': 0.0, '@nstulak': 0.0, '@nthistorian': 0.0, '@ntrlconnections': 0.0, '@ntxscied': 0.0, '@NUCA_RI': 0.0, '@numbalum89': 0.0, '@nycbotanist': 0.0, '@NYEnviroFund': 0.0, '@NYFarmer': 0.0, '@NygaroMy': 0.0, '@NYSFoz': 0.0, '@OAK_Updates': 0.0, '@obrien_damian': 0.0, '@oceantruths': 0.0, '@OCESS': 0.0, '@SJAocsb': 0.0, '@SLEC_LEO': 0.0, '@OCT_OEEO': 0.0, '@OliviaParkZZ': 0.0, '@onahunttoday': 0.0, '@onekellycas': 0.0, '@organicgay': 0.0, '@OSMTownship': 0.0, '@osstfd19_otbu': 0.0, '@Outdoor_Easy': 0.0, '@OutdoorAmy': 0.0, '@outdooredgirl': 0.0, '@OutdoorFamMag': 0.0, '@OzPIEF': 0.0, '@PaddleNiagara': 0.0, '@PAESTA': 0.0, '@pamela_dixon': 0.0, '@pantheracad': 0.0, '@ParmSingh82': 0.0, '@partners4wild': 0.0, '@PathwayCare': 0.0, '@PatLetizia': 0.0, '@pattimarathon': 0.0, '@pauldhondt': 0.0, '@paulgenge': 0.0, '@tommasolana': 0.0, '@paulmlbishop': 0.0, '@paulparentphoto': 0.0, '@PCYI_YAC': 0.0, '@TRCA_Edu': 0.0, '@SLSSPeel': 0.0, '@tomkenroadms': 0.0, '@PeelLC': 0.0, '@penguinlearners': 0.0, '@pennymoney21': 0.0, '@wonderstaples': 2.0952617295092244e-06, '@PeterPauerPhoto': 0.0, '@PeteyPablo623': 0.0, '@phaneritic': 0.0, '@pharand_nadine': 0.0, '@PhilB6vis': 0.0, '@philhart': 0.0, '@philiplbell': 0.0, '@philkil': 0.0, '@Pinellas_Ext_NR': 0.0, '@UF_IFAS': 0.0, '@pink2yoo': 0.0, '@plasticocean22': 0.0, '@PlaydohRepublic': 0.0, '@pmmulcaire': 0.0, '@PoliticalBee': 0.0, '@PollysInsights': 0.0, '@Porpherya': 0.0, '@potentheart': 0.0, '@PoynorAE': 0.0, '@prairiemusik': 0.0, '@principalaim': 0.0, '@principalfero': 0.0, '@PrincipalInce': 0.0, '@printedfinger': 0.0, '@ProfeEdTech': 0.0, '@ProfRayWills': 0.0, '@PsychSportMed': 0.0, '@PtboCanada': 0.0, '@Purple_Tragedy': 0.0, '@PUSDStudentRep': 0.0, '@pwpreserve': 4.388678963745123e-07, '@SandiFunke': 0.0, '@Q1moldyfruitgM': 0.0, '@QueensEduc': 0.0, '@QuestTeaching': 0.0, '@quitspitindia': 0.0, '@R_EIIa_Design': 0.0, '@RachAClark': 0.0, '@RachelOrvis': 0.0, '@RaeSnape': 0.0, '@RamiroMacias': 0.0, '@randy_cwf': 0.0, '@sdanos': 0.0, '@RoyStrumAP': 0.00013102999502483394, '@techdde': 0.0, '@TDSB_mendoza': 0.0, '@ReadyOwl': 0.0, '@YRDSBEcoSchools': 0.0, '@S_Weyrich': 0.0, '@bohndrake': 0.0, '@MsHoeg': 0.0, '@RBPSBobcats': 0.0, '@RasWard2': 0.0, '@RavencrestP': 0.0, '@RAVENtrust': 0.0, '@RCE_GWS': 1.880862413033624e-07, '@REEBfil': 0.0, '@ReejRiaz': 0.0, '@RemyRodden': 0.0, '@RENEBenoitpro': 0.0, '@RetweetEthiopia': 0.0, '@rhodes_sheila': 0.0, '@RichardKlee1': 0.0, '@RiversidePDSB': 0.0, '@rljessen': 0.0, '@rltauritz': 0.0, '@robfontella': 0.0, '@RoJeHoRon': 0.0, '@ronniegai': 0.0, '@RonnieList': 0.0, '@ropyhiwopuq': 0.0, '@RosalbaBortolo1': 0.0, '@Rosanna_Deo': 0.0, '@RedgersGr1': 0.0, '@RosePillay1': 0.0, '@rostomzavarian': 0.0, '@RRossachacj': 0.0, '@rrrwong': 0.0, '@RSPB_NEScotland': 0.0, '@rudnern': 0.0, '@RussellsPal': 0.0, '@RuthRECE': 0.0, '@S_HastingsSimon': 0.0, '@s60long': 0.0, '@Sabahesyreg': 0.0, '@Sachunterricht': 0.0, '@saclibFriends': 0.0, '@safetybora': 0.0, '@saharahbergen': 0.0, '@Sailing4GrtLks': 0.0, '@samoester': 0.0, '@SanAngeloMPO': 0.0, '@SandburgNet': 0.0, '@sandra_cabra': 0.0, '@sandraHighland1': 0.0, '@sangichandra': 0.0, '@SaraDucey1': 0.0, '@SaraGomezAranci': 0.0, '@sarahdateechur': 0.0, '@sarlowes': 0.0, '@SaskOutdoors': 0.0, '@saskretweeter': 0.0, '@SAVEDORETREES': 0.0, '@SavePeaceValley': 0.0, '@SBPE16': 0.0, '@Sbrnwg': 0.0, '@SCDSB_OutdoorEd': 0.0, '@schnare_s': 0.0, '@SciMathFun': 0.0, '@SCSSciInstitute': 0.0, '@SD_Ag_Labs': 0.0, '@sdpgreenfutures': 0.0, '@Seasaver': 0.0, '@SeattleFdn': 0.0, '@SeattleGreenBiz': 0.0, '@SeeDifferentCAN': 0.0, '@seemann_spazzy': 0.0, '@SelbieFuller': 0.0, '@selectiveecho': 0.0, '@SenoraHansen': 0.0, '@SensusGlobal': 0.0, '@SergentFrederic': 0.0, '@sergepascucci': 0.0, '@sevenslide': 0.0, '@SG_Fair': 0.0, '@sgmhpreparednes': 0.0, '@Shambles151': 0.0, '@ShaneHipwell': 0.0, '@ShanHaldorson': 0.0, '@shapeyourdesign': 0.0, '@sharkers': 0.0, '@SharlaPeltier': 0.0, '@shaunyk': 0.0, '@SheilaBoudreau': 0.0, '@SheilaColla': 0.0, '@World_of_K': 0.0, '@ShelbyiCramer': 0.0, '@sherjonnat': 0.0, '@sherylthird': 0.0, '@significaRSE': 0.0, '@simply_enviro': 0.0, '@Sisyphus38': 0.0, '@SJ_Schools': 0.0, '@sjandrews76': 0.0, '@SJforKids': 0.0, '@SJMcIsaac': 0.0, '@SKassid': 0.0, '@skelly_mc': 0.0, '@skilletcreek': 0.0, '@SkonskyL': 0.0, '@ParentsPlaceOrg': 0.0, '@smcdonald229640': 0.0, '@SolarVW': 0.0, '@SolomonRDavid': 0.0, '@SophiaW_': 0.0, '@SOULFRIEND4EVER': 0.0, '@soulteeorders': 0.0, '@SOuLupdate': 0.0, '@Soyserpico': 0.0, '@SPEDPhysEd': 0.0, '@spencefountain1': 0.0, '@spirrison': 0.0, '@SpringbayStudio': 0.0, '@sschurig': 0.0, '@SSFParksandRec': 0.0, '@sssSnakespert': 0.0, '@StanCameron': 0.0, '@stanleymillsps': 0.0, '@StanleyParkVan': 0.0, '@staoapso': 0.0, '@stargeza': 0.0, '@STARS_Regina': 0.0, '@steam_math': 0.0, '@Steffanie9812': 0.0, '@stemnetwork': 0.0, '@stephenpcovert': 0.0, '@StinkyCecil': 0.0, '@StoffeyLurline': 0.0, '@StormnJ1': 0.0, '@METSchoolPanama': 0.0, '@studysync': 0.0, '@stump_bot': 0.0, '@SudOuestMtl9': 0.0, '@SueEckel': 0.0, '@suefried': 0.0, '@SueLawton2010': 0.0, '@SueOvertonAP': 0.0, '@SunBrilliance': 0.0, '@sunfloweroville': 0.0, '@Supermanskye': 0.0, '@surishaikh': 0.0, '@susanwright1031': 0.0, '@Sustainable613': 0.0, '@SuzanneAxelsson': 0.0, '@SuzanneDunbar5': 0.0, '@swahl': 0.0, '@SwanLakeOE': 0.0, '@taBrielleGab3p': 0.0, '@TacomaTalks': 0.0, '@tammysross1': 0.0, '@tanya_l_p': 0.0, '@taradayorzecho': 0.0, '@PuyallupWater': 0.0, '@tcdixon3': 0.0, '@TDSB_STEM': 0.0, '@TeachOwl': 0.0, '@Teachwith_Hart': 0.0, '@TechDiscountsMN': 0.0, '@EnvInitiative': 0.0, '@TechieAng': 0.0, '@TedGroschScifi': 0.0, '@telesange': 0.0, '@temarabrown': 0.0, '@TenStrands': 0.0, '@terryamerson': 0.0, '@TexasSpaceGrant': 0.0, '@the_connectory': 0.0, '@TheEarthNetwork': 0.0, '@thegatewaybug': 0.0, '@TheGentYYC': 0.0, '@TheodoraNaso': 0.0, '@TheOneHeLuvs': 0.0, '@TheRealEmmaRose': 0.0, '@TheWild_Goose': 0.0, '@TheWire_Ebooks': 0.0, '@MarylandMunros': 0.0, '@thewonders80': 0.0, '@ThinkinEd': 0.0, '@Tim_W_Patterson': 0.0, '@tinhlavu': 0.0, '@TocoJuju': 0.0, '@TodayAtSch00L': 0.0, '@toffler_sarah': 0.0, '@ToniFalcion': 0.0, '@tonydec3112': 0.0, '@tooba_shakeel': 0.0, '@Tools73': 0.0, '@TracyEdmunds': 0.0, '@trembathkindie': 0.0, '@TrentUSoE': 0.0, '@TrillmaticRT': 0.0, '@Trish_ll': 0.0, '@TruDavidJackson': 0.0, '@TSMScouncil': 0.0, '@TTHDragons': 0.0, '@twitturriculum': 0.0, '@txbutterfly380': 0.0, '@UCDSB': 0.0, '@unarose7': 0.0, '@Unitingschools': 0.0, '@UOITGoGreen': 0.0, '@UOITsummercamps': 0.0, '@urban_sci': 0.0, '@urbanclimate': 0.0, '@USCCanada': 0.0, '@usfsdnf': 0.0, '@USFSRockyMtns': 0.0, '@USGBC_GA': 0.0, '@USGBCNJ': 0.0, '@UTOC_club': 0.0, '@uttjess': 0.0, '@ecopedagogue': 0.0, '@UVtreatsAIS': 0.0, '@uwpoe': 0.0, '@VacaRecycling': 0.0, '@ValValedwards14': 0.0, '@VanHJab': 0.0, '@VanRod1': 0.0, '@vansopinion8ted': 0.0, '@VaughanRetweets': 0.0, '@Venkataramanaia': 0.0, '@verenanz': 0.0, '@vickipage1332': 0.0, '@laur_stoot': 0.0, '@VigilesGroup': 0.0, '@VillageCoal': 0.0, '@VisitBraggCreek': 0.0, '@VisualPersist': 0.0, '@vivian_wood': 0.0, '@VnP_Topsoil': 0.0, '@VocesAnalisa': 0.0, '@vp_slee': 0.0, '@VPKThomas': 0.0, '@VPLoiLam': 0.0, '@vrydberg': 0.0, '@vtprincipals': 0.0, '@VTrecycles': 0.0, '@WaldorfSWLondon': 0.0, '@ward_mills23': 0.0, '@WarwickEY': 0.0, '@WatsEd': 0.0, '@WccampbellWendy': 0.0, '@WCEEStaff': 0.0, '@WeAreTheFace1': 0.0, '@webbersed': 0.0, '@webbhalpern': 0.0, '@WelcomePtbo': 0.0, '@Wendy_Dowling': 0.0, '@WenzelAlex': 0.0, '@WestwoodGI': 0.0, '@WetWednesdays_': 0.0, '@WickedDecent': 0.0, '@WidowDNA': 0.0, '@WildHomesLondon': 0.0, '@WildLearning1': 0.0, '@WilkyEcoTeam': 0.0, '@williamsden_': 0.0, '@winecountrydog': 0.0, '@winevalleygirl': 0.0, '@withoutmary': 0.0, '@WM_Books': 0.0, '@Woodstockbs10': 0.0, '@WPeelsb': 0.0, '@wpokorny': 0.0, '@wrenasmir': 0.0, '@wywemubaluza': 0.0, '@XFazio_BrockU': 0.0, '@Xnonsense0': 0.0, '@YAM2200': 0.0, '@yannist2edu': 0.0, '@yawnSwanson': 0.0, '@YEKA_Envi_Solu': 0.0, '@ymahdessian': 0.0, '@YorkUScientists': 0.0, '@YosemiteNPS': 0.0, '@youthdotgov': 0.0, '@YukonEvents': 0.0, '@YuppieCuntx': 0.0, '@yycbike2school': 0.0, '@zeiss_micro': 0.0, '@ZeroSumGameNOT': 0.0, '@zoebadcock': 0.0, '@ZohrinM': 0.0, '@ZwartblesIE': 0.0, '@zwaste': 0.0}\n",
            "\n",
            "- Closeness Centrality:\n",
            " {'@_Lightscap3s_': 0.0, '@NatureBridge': 0.12155669166134281, '@_Lindsay_Conway': 0.0, '@savageducates': 0.09965174583397812, '@_mcisneros19': 0.18733960114673445, '@doctormorrison': 0.20863715580341585, '@amk_elon': 0.19884159110478034, '@DannyBavis': 0.2005314629838578, '@paigebl213': 0.16188383397946757, '@sgilley12': 0.16220504554193937, '@_swatik_': 0.0, '@EnviroEducators': 0.19624286932004462, '@_withah': 0.0, '@ItsAboutTimeEDU': 0.14712388510484342, '@02Benson': 0.0, '@COrgbon': 0.0013245033112582781, '@GreeningForward': 0.0013245033112582781, '@109ThornKs': 0.0, '@RangerRidley': 0.26189917813589464, '@1915Aurora': 0.0, '@ArmeniaTree': 0.18613926861060848, '@CivilNetTV': 0.14162104528958525, '@JasonSohigian': 0.14146584414406244, '@1GratefulWorld': 0.0, '@CNC90': 0.13817993447660698, '@fatim_to': 0.1814402215426996, '@MrsEimers': 0.18124112839543255, '@OLVPrincipal': 0.13817993447660698, '@1stof7gens': 0.13707143707693295, '@AlbertaEE': 0.16998739109197689, '@cgeducation': 0.14929594607806948, '@GEOEC': 0.20020737173055053, '@RachelNotley': 0.14929594607806948, '@2015_Project': 0.0, '@22C0in': 0.0, '@EPA': 0.2702112288162732, '@2LisaMayer': 0.14621222928094205, '@actionbonnie': 0.146507257418586, '@3PennyMovies': 0.0, '@Sierra_BC': 0.16848461238800158, '@3wlittlefalls': 0.0006622516556291391, '@MahaffyStars': 0.0006622516556291391, '@500eco': 0.0, '@5intadewi': 0.0, '@CKEnvCentre': 0.18733960114673445, '@6Veronicadr': 0.0, '@MHEducation': 0.005298013245033113, '@A_Dobbie11': 0.0, '@KinderKids123': 0.2101413252897, '@PeelSchools': 0.19876183114043827, '@AACPS_PGD': 0.0, '@MindShiftKQED': 0.15721683501160688, '@AAPCA_States': 0.0, '@AAPremlall': 0.1840688131623747, '@ZoeWeil': 0.13934568195531852, '@SustyQ': 0.19820529801324502, '@ChrisVella2': 0.20200295353979317, '@stevenbody': 0.20036928630534276, '@PaulKelba': 0.22961688833786498, '@ycedillo94': 0.19303203935843888, '@aarniolinna': 0.18051484336361115, '@eerjournal': 0.16940623761815815, '@aaronpaquette': 0.0, '@aawasp': 0.0, '@EPAregion2': 0.18732691149909692, '@AB_EP': 0.14857968366809973, '@Abby_Retweet': 0.0, '@UncleChaps': 0.0033112582781456954, '@jackehill': 0.14916232066042448, '@AbbyFDK': 0.0, '@KinderFynes': 0.19996498992458134, '@ABEnvNet': 0.1457820667940902, '@AbshireELC': 0.0, '@CreativeSTAR': 0.18833646713535257, '@academe_atl_hs': 0.0, '@TorontoWaldorf': 0.001986754966887417, '@ACGCNow': 0.0, '@eecom_info': 0.18778094483900865, '@acostello715': 0.0, '@ACTcoachmodel': 0.0, '@AdawDeng': 0.0, '@CommunitiesONHS': 0.0026490066225165563, '@Adrian_T_Graham': 0.18544657373993736, '@SpringbrookPS': 0.16145755784721819, '@DavidSuzukiSS': 0.18496201755621972, '@peterlbursey': 0.18523859627406078, '@vsilva_k': 0.16088092371204954, '@adriancamm': 0.0, '@willjohnst': 0.0033112582781456954, '@AdvanceTeaching': 0.0, '@McGrawHillK12': 0.12527479386558976, '@AEWrightSchool': 0.0, '@perfinker': 0.15001914775449973, '@afterschool4all': 0.0, '@mellyball': 0.004635761589403974, '@ScienceCenters': 0.0027041942604856518, '@campSTEM': 0.002119205298013245, '@MfentonFenton': 0.0026490066225165563, '@RethinkSchools': 0.004056291390728477, '@AfterschoolBudE': 0.0, '@agileschools': 0.0, '@AgNews_Otto': 0.0, '@AHCeagles': 0.0, '@ON_EcoSchools': 0.19655424237727592, '@PDSB_eco': 0.20134630029789216, '@AHeathensDay': 0.0, '@AIHA': 0.0, '@aimunro': 0.0, '@Pembina': 0.1324901724687467, '@AIRNow': 0.0, '@AJDownham': 0.0, '@AJGRaalte': 0.0, '@Moonbattery1': 0.0013245033112582781, '@akgtCanada': 0.0, '@akperera': 0.0, '@AlabamaDeptofEd': 0.0, '@EDGreenRibbon': 0.005960264900662252, '@AlbertaEcotrust': 0.13126178676373845, '@enertweets': 0.1312270246380065, '@insideeducation': 0.13203394850244204, '@aleighzee': 0.0, '@Alexis_Curious': 0.17979435596266785, '@alexleslieking': 0.0006622516556291391, '@RLCParks': 0.0006622516556291391, '@aliceleung': 0.1827787698388464, '@AlisonSoligo': 0.0, '@AlistairWhitby': 0.005518763796909493, '@gehedges': 0.004730368968779565, '@Good_Policies': 0.004415011037527594, '@anacostiaws': 0.00315357931251971, '@alkinahan': 0.0, '@OCSBeco': 0.01390728476821192, '@ThomasMoreOCSB': 0.008344370860927151, '@allan_crawshaw': 0.0, '@allsaykitsash': 0.0, '@PlanktonPundit': 0.15602787698068724, '@almmog': 0.0, '@artcollisions': 0.12391403119879943, '@AlouOraelosi': 0.0, '@althourk': 0.0, '@Am3liaGBall3w': 0.0, '@amandacyr4': 0.0, '@AmandaNicole487': 0.0, '@AmberKraver': 0.0, '@Ambiente_MM': 0.0, '@NAAEEStaff': 0.17677960935894135, '@AmericanForests': 0.11722574994868999, '@GreeningDetroit': 0.11728124142795565, '@IslandWood': 0.14729882432613337, '@CWF_FCF': 0.20036928630534276, '@amycoyote': 0.1914657051905381, '@courtney_beavan': 0.1848240376848611, '@fowl_love': 0.19191062936991193, '@amongstwits': 0.0, '@ELKissner': 0.19363550020832848, '@AMuddyLife': 0.0, '@amusebook': 0.0, '@Rylone3': 0.18898293098135494, '@AnaLakhani': 0.0, '@andrewbieler': 0.0, '@kathleenaikens': 0.001986754966887417, '@andrewnepean': 0.007301324503311259, '@AngieClarksmama': 0.0, '@vickiemorgado1': 0.18205555970751958, '@Angiesthinkin': 0.0, '@annabwild': 0.0, '@BeWildON': 0.004635761589403974, '@annaisu': 0.0, '@annasbelle': 0.0, '@ElizAnnSeton': 0.007301324503311259, '@AnnasClass': 0.16837011384067707, '@AnnemarieHagan': 0.0, '@visitpama': 0.0026490066225165563, '@AnneMarieOB19': 0.0, '@DurhamCatholic': 0.0026490066225165563, '@GanaraskaFC': 0.0034058656575212867, '@annie5133': 0.0, '@AnnieCrawley': 0.001839587932303164, '@PatriciaNewman': 0.0033112582781456954, '@ANPatterson317': 0.0, '@antiochseattle': 0.1352014311140826, '@gambassa': 0.13523833106798924, '@AnushOConnor': 0.0, '@Apps4Ecology': 0.14642826389867394, '@Learn_OnTheFly': 0.19523768519823193, '@aprendetips': 0.0, '@AprilKelley07': 0.0, '@Arbara0728B': 0.0, '@ArcandjMs': 0.18064646191509756, '@Architecturhack': 0.0, '@EZECNSW': 0.1882649107268665, '@ArizonaDEQ': 0.0, '@arm_news': 0.0, '@ArmstrongYYC': 0.1641315816605209, '@ArthurJChapman': 0.0, '@BigHistoryPro': 0.17114694435725156, '@ArtPlaceAmerica': 0.0, '@asforan': 0.0, '@kristapetrie': 0.0013245033112582781, '@MatthewOldridge': 0.15388610094196042, '@ASMEMilwaukee': 0.0, '@STEMhero': 0.0017660044150110375, '@ASRosentreter': 0.0, '@AstronautThijs': 0.0, '@jeffkirschner': 0.1185711681031419, '@litterati': 0.1488564811042959, '@ATHeritageArea': 0.0, '@AtifSherrif': 0.0, '@ATS_Douglas': 0.0, '@AudreyGoz': 0.0, '@aungmoeeco': 0.0, '@EPAresearch': 0.14327713953694957, '@avivaloca': 0.0, '@aylward_tomas': 0.0, '@B7Anto': 0.0, '@BacktoNatureNet': 0.117979344055503, '@badgerforest': 0.0, '@balmeras': 0.0, '@bar_zie': 0.0, '@jackiegerstein': 0.12113126127048374, '@barbosa0415': 0.0, '@Barlutti': 0.0, '@bashaierk': 0.14638500591820167, '@TLBoudell': 0.14721130274305189, '@BBPB_bali': 0.0013245033112582781, '@SparkShiftLab': 0.0013245033112582781, '@bcaunter1': 0.0, '@BCCFarm': 0.0, '@OurGreenChange': 0.0006622516556291391, '@bcsanswers': 0.0013245033112582781, '@wshsecology': 0.0013245033112582781, '@LShenstone': 0.18586393287063488, '@BCspecies': 0.0, '@beachcat11': 0.0, '@BEANOntario': 0.0, '@BearTrust': 0.1196025211279538, '@EEPSA': 0.12262144148307662, '@parks4all': 0.0991534443300073, '@MrSoclassroom': 0.18091027566013604, '@beccakedenburg': 0.0, '@BeckyBgomez3': 0.0, '@BEd_UOIT': 0.0, '@BeebeHealthcare': 0.0, '@BeeHouzz': 0.0, '@AFolkHero': 0.0006622516556291391, '@BeingExample': 0.0, '@BelfountainGr2': 0.0014900662251655628, '@BelfountainPS': 0.001986754966887417, '@deanneprins': 0.0014900662251655628, '@BenDessen': 0.14177775251305083, '@BernardEcoTeam': 0.0, '@edutopia': 0.19407090291354664, '@Beth_Christie_': 0.16418596588240975, '@cblack__': 0.16418596588240975, '@bethanyvsmith': 0.0, '@harrell_art': 0.0013245033112582781, '@BethEdwards423': 0.0, '@bethlisser': 0.18077827254035486, '@bettie_green': 0.0, '@cpaws': 0.004056291390728477, '@bgreen': 0.0, '@ChildrenNature': 0.1575558807736447, '@bgsulrnd': 0.0006622516556291391, '@gaofei9': 0.0006622516556291391, '@BhappiJJ': 0.0, '@clclyne': 0.0006622516556291391, '@BHSAACPS': 0.0, '@BidgeeLandcare': 0.0, '@bidgeewidgee': 0.0, '@vic72941': 0.1832519397311807, '@vivianharris45': 0.18544657373993736, '@bienenstock': 0.0, '@BillBrydon': 0.0, '@bjacobsc': 0.1314358740140882, '@BillionOyster': 0.0, '@Revkin': 0.003973509933774834, '@BillmillerBill': 0.0, '@Sustainablehero': 0.00728476821192053, '@BillNigh': 0.0, '@BinaIsrani': 0.0, '@Bio_Outreach': 0.0, '@Smtp_Canada': 0.001986754966887417, '@BirdStudiesCan': 0.0026490066225165563, '@Liza_Barney': 0.0026490066225165563, '@bjmcgough': 0.0, '@participatelrn': 0.18124112839543255, '@BL_Modular': 0.0, '@BluebellBw': 0.0, '@bluechannel24': 0.0, '@blujay4534': 0.0, '@Bo_Kohen': 0.0, '@boggs_e': 0.0, '@book_diva': 0.0, '@BotSocSA': 0.001986754966887417, '@KirstenboschNBG': 0.001986754966887417, '@boxy_': 0.0, '@brad_crossman': 0.0, '@Brainpool_EU': 0.0, '@brasildeovelhas': 0.0, '@brendankference': 0.0, '@BrewongleEEC': 0.18614321751807386, '@Joe_Teft': 0.19355986134105962, '@cya_outside': 0.1939386477624707, '@FSCaustralia': 0.1405312663168215, '@briandonovan': 0.0, '@brianne_yvonne': 0.0, '@rfldn': 0.003973509933774834, '@BriarwoodLLC': 0.0, '@BridalShuttle': 0.0, '@BrilRedJoanne': 0.0, '@JodyAllair': 0.003973509933774834, '@brisdaleps': 0.0013245033112582781, '@katlager': 0.0013245033112582781, '@BrockBECE': 0.0, '@BrockEducation': 0.0, '@brookecarr80': 0.0, '@BruceWard': 0.0, '@UWCollegeOfEd': 0.13443115708982978, '@bruni_brunella': 0.0, '@KnoxHartford': 0.0006622516556291391, '@BryceRecsky': 0.0, '@BSC_BC': 0.0, '@VivianORC': 0.002119205298013245, '@BTCEA': 0.14651485660352234, '@bucknleaf': 0.0, '@burntelmps': 0.14902653985958275, '@bwood___4': 0.0, '@FocusOnForests': 0.007994323557237464, '@CaberTV': 0.0, '@cadman_john': 0.0, '@cherandpete': 0.18084678919562466, '@cadolles': 0.0, '@CaGBC': 0.14638500591820167, '@CanadaGreenJobs': 0.19655424237727592, '@CAGreenRibbon': 0.1450990468618192, '@CEEIN4u': 0.14534960569183686, '@projectwet': 0.19409057776463481, '@TheCACoast': 0.14534960569183686, '@cali_toranzo': 0.0, '@CalSpillWatch': 0.0, '@CA_Pesticides': 0.1166837663361074, '@CambridgeEngZa': 0.0, '@cameroma': 0.0, '@cleanshorelines': 0.14988301422659184, '@CampKawartha': 0.0013245033112582781, '@NaturesYear': 0.18356275421196408, '@CanadaRenewable': 0.0, '@CanadianFishn': 0.0, '@CanGeoEdu': 0.0, '@capn_madd_katt': 0.0, '@CapobiaNB': 0.0, '@CaraClimpsonLee': 0.0, '@CarbonConvoCA': 0.0, '@carissahalton': 0.0, '@Caro42S': 0.0, '@CarolBarash': 0.0, '@caroljd1964': 0.0, '@carolspeers': 0.0, '@CarsonSieving': 0.0, '@cascience': 0.13737544913587818, '@JoeyElle': 0.18058062865638214, '@castleoaksps': 0.0, '@Catalina_Stout': 0.0, '@CatherineJudd1': 0.1417371982360162, '@CDCasthma': 0.0, '@CDCEnvironment': 0.0, '@CDeeperlearning': 0.0, '@WestSydUFood_Ag': 0.18284621587937736, '@CdnOnlineSchool': 0.0, '@CDolmont': 0.1820401341047438, '@CentennialSP': 0.0, '@mossomcreek': 0.001986754966887417, '@NoonsCreek': 0.001986754966887417, '@CentennialSrPS': 0.0, '@cfectnews': 0.0, '@CFrizelle': 0.0, '@ChantalRegimbal': 0.0, '@chaputski27': 0.14911623383482173, '@ChefDeannaNY': 0.0, '@CherineSpirou': 0.183184194097269, '@tevella71': 0.14177775251305083, '@FieldofMarsEEC': 0.18413721480234582, '@steve_papp': 0.18441133049241257, '@CherylSchnell': 0.0, '@WisDPIenviroed': 0.0013245033112582781, '@CherylZelmer': 0.0, '@HeatherMMcKay': 0.16859926676866713, '@ChescoChamber': 0.0, '@StroudCenter': 0.0013245033112582781, '@mbingley': 0.18031777475731903, '@chocolat3b': 0.0, '@chris_garces1': 0.0, '@chrisobrienisok': 0.0, '@chrisrob1106': 0.0, '@ChristianLifeLd': 0.0, '@KateHelene': 0.18503108477711452, '@DebHoggoz': 0.18537719604680608, '@MikeBartlettEdu': 0.1832519397311807, '@YES21stC': 0.14943101478682527, '@bournda': 0.1819265943769255, '@LongneckLagoon': 0.1832519397311807, '@RNP_EEC': 0.15091449487967384, '@coolaustralia': 0.18338758143342437, '@LSF_LST': 0.19131785522514, '@nichall17': 0.18304885298600393, '@MRsalakas': 0.1820401341047438, '@CitSciOZ': 0.1493859647371458, '@Chronicle5': 0.0, '@eIncBoston': 0.003973509933774834, '@CineSeda': 0.0, '@CitizenCotto': 0.0, '@inthebigmuddy': 0.0013245033112582781, '@ckoos1': 0.0, '@clairewiththere': 0.0, '@ClaudiaIMacias': 0.0, '@claudioalpalice': 0.0, '@CleanAirMoms_IA': 0.0, '@CliftIndustries': 0.0, '@CliftonPS': 0.0020695364238410598, '@MrsStajduhar1A': 0.0020695364238410598, '@ClimateWise2015': 0.0, '@ClintonBreau': 0.0, '@cmkelleyteach': 0.0, '@cmr3958': 0.0, '@cmresidents': 0.0, '@coad4kids': 0.0, '@CoastalJCU': 0.0, '@Cobra_Principal': 0.0, '@CodyMillerPKY': 0.0006622516556291391, '@pkyongedrs': 0.0006622516556291391, '@COEOoutdoors': 0.0, '@ColbyCollege': 0.11860144791792929, '@HumanEcology': 0.11860144791792929, '@colchambers': 0.0, '@computerjen': 0.0, '@ConnectedGarden': 0.0, '@envirochelle': 0.0026490066225165563, '@sshellery': 0.0026490066225165563, '@STEMTeachTools': 0.0026490066225165563, '@ConnectingTrue': 0.0, '@connectinnature': 0.0, '@contej': 0.0, '@cooper4trustee': 0.0, '@cordym': 0.0030820173204279167, '@DavidSpencerEdu': 0.14840169063585285, '@CoreFav': 0.0, '@corina_walker': 0.14177775251305083, '@cosydirect': 0.0, '@CountrysidePDSB': 0.0, '@CourseCreator': 0.0, '@TAudubon': 0.0013245033112582781, '@CPIEcd': 0.0, '@GRAINE_RA': 0.0033112582781456954, '@CPSchoolCouncil': 0.0, '@CPSgarden': 0.0, '@CPTibbs': 0.0, '@CranstonSchool': 0.0, '@CrawshawAllan': 0.0, '@CREATEenviro': 0.0, '@kprschools': 0.0026490066225165563, '@CristinaGardens': 0.0, '@Crozier_SI': 0.0, '@CruisingKitty': 0.0, '@CUGeology': 0.0, '@CuriousDaffodil': 0.0006622516556291391, '@PlumLandingPBS': 0.0006622516556291391, '@CurrenCougars': 0.1434191736709443, '@MoserMmoser': 0.1148350509926101, '@cvr_synergy': 0.0, '@CVWMA2': 0.0, '@ilonadougherty': 0.18420566729855486, '@ForestSchoolCan': 0.17337762247484695, '@cwppra': 0.0, '@planthugger': 0.14497169251992761, '@dancewithwonder': 0.0, '@Dandeliondirtrd': 0.0, '@daniel_ottmann': 0.0, '@DanielaGinta': 0.0, '@DaniLStocks': 0.0, '@DasBridges': 0.0, '@davidfprocter': 0.0, '@Davidso8Darlene': 0.0, '@LauraGilchrist4': 0.11884663082617783, '@seagreenED': 0.11817630456310818, '@Mr_Crozier': 0.18163975257812046, '@DSSSEcoAction': 0.14001504521986793, '@leslie_edu': 0.14005461985107762, '@dawnbazely': 0.0, '@gladyswlkong': 0.001986754966887417, '@dbudlovsky': 0.0, '@DCPSEco': 0.0, '@DeanShpprd': 0.0, '@DebiJules': 0.0, '@Deborah_Baer': 0.0, '@deeptimerocks': 0.0, '@DeidreAusten': 0.0, '@DELawSchool': 0.0006622516556291391, '@UMKCLaw': 0.0006622516556291391, '@DellaLataille': 0.0, '@deni_nancy': 0.0, '@DenisonJudi': 0.0, '@DeronBilous': 0.0, '@DFLinton': 0.1369956441894146, '@DFWM_MONTREAL': 0.0, '@DianeN56': 0.0, '@DibellinDiane': 0.0, '@digitalcloudgal': 0.0, '@digitalperiod': 0.0, '@director_fv': 0.0, '@DiveNag': 0.0, '@dkemball': 0.0, '@DLitowski': 0.0, '@DMashak': 0.0, '@selfgovwest': 0.001986754966887417, '@doccarpenter': 0.0, '@NBNC_VT': 0.15298340383856518, '@DoggedWaterCo': 0.0, '@envirojer': 0.19531464132168413, '@DoloresCascone': 0.0, '@DoreenDunne': 0.0, '@dori5': 0.0, '@dovetailinc': 0.0, '@dowhatulove247': 0.0, '@DP_Dietrich': 0.0, '@DPaulsonSTEM': 0.0, '@Dr_chrishair': 0.0, '@dr_riina': 0.0, '@DRBC1961': 0.0, '@DrBGillette': 0.0006622516556291391, '@PowellGardens': 0.0006622516556291391, '@DreamRiderHQ': 0.19028926460565002, '@DREandVICKI': 0.0, '@drfr4n': 0.0, '@DrMazzula': 0.0, '@NLM_SIS': 0.0014900662251655628, '@DrQuesada': 0.0, '@DrTillieHarris': 0.0, '@femaregion2': 0.0006622516556291391, '@dtangred': 0.0, '@erinmutch': 0.0006622516556291391, '@duncwhite': 0.16407723345467307, '@ndhalls': 0.16407723345467307, '@e_malyk': 0.0, '@eamorrowesq': 0.0, '@EANumeracy': 0.0, '@earth2holly': 0.0, '@Earthducation': 0.0, '@earthforce': 0.0006622516556291391, '@vincemeldrum': 0.0006622516556291391, '@EarthVitalSigns': 0.0, '@EastWestLit': 0.0, '@ece_fs': 0.0, '@Jackiecoryell': 0.0006622516556291391, '@eco_partners': 0.0, '@EcoCentres': 0.17979435596266785, '@ecoclub_ffm': 0.1464715474528858, '@FFMcGinnCES': 0.1464715474528858, '@scorvese': 0.1464715474528858, '@ecodigitography': 0.0, '@EcoFriendlySask': 0.13737544913587818, '@SEPNetwork': 0.18064646191509756, '@EcoSchools': 0.19058311690291888, '@TrumacarPrimary': 0.14333639066173678, '@EcoSchoolsTDSB': 0.1902162169033062, '@ecyspokane': 0.0, '@Ed_Tmprince': 0.0, '@EdCamp905': 0.0, '@edcampGSU': 0.0, '@LHuffling': 0.0026490066225165563, '@NSTA': 0.002119205298013245, '@eden_janna': 0.0, '@Mr_Marshall': 0.004415011037527594, '@EdenwoodMS': 0.0, '@EdGameTec': 0.0, '@sustain_a_b0wl': 0.0006622516556291391, '@EdmScience': 0.0, '@EdSpeakersCo': 0.0, '@edtechsynergy': 0.0, '@EdTechTill': 0.0, '@educationarena': 0.0, '@EEASC1': 0.0006622516556291391, '@RSWCD': 0.0006622516556291391, '@EHordyskiLuong': 0.0, '@museumofscience': 0.0021673690547862733, '@EIRCorg': 0.0, '@ejabel2': 0.0, '@ElaineE1ho': 0.0, '@GreenLearning': 0.11940688049129573, '@elemenous': 0.0, '@MsYorksClass': 0.14872579060288738, '@EliaMSLibraryLC': 0.0, '@JFVandermeij': 0.0026490066225165563, '@mcd_boulanger': 0.0033112582781456954, '@ElisaLitvin': 0.0, '@ElizabethBastos': 0.0, '@ElizabethNeves6': 0.0, '@emahoneywest': 0.0, '@EmbarrassingPET': 0.0, '@EMillerFCPSAA': 0.0, '@EmmanuelQ': 0.0, '@emmoretti': 0.0, '@MrsMorgado1': 0.001986754966887417, '@StTimothyDPCDSB': 0.0014900662251655628, '@StTimsEcoTeam': 0.001986754966887417, '@Energy_Lit': 0.0, '@enerscore': 0.0, '@EnertechB': 0.0, '@envir490': 0.0, '@pie_saster': 0.0006622516556291391, '@envirochap_d': 0.0, '@TheBurdenFilm': 0.14569633785154737, '@EnvirologicTech': 0.0, '@EnvironEdofIL': 0.0, '@environmentaide': 0.0, '@EnvironmentYork': 0.0, '@EPAclimatectr': 0.0, '@EPAgreenbldg': 0.0, '@EPAland': 0.0, '@EPAnewengland': 0.0, '@EPAregion3': 0.0, '@EPAregion7': 0.0, '@EPN_SouthBayLA': 0.0, '@EricHarvieSchl': 0.0, '@MamaJoules': 0.1798596170719102, '@Erik20234': 0.0, '@Erin_YYC': 0.0, '@lbingley': 0.0006622516556291391, '@ErinDealey': 0.0, '@esargent184': 0.0, '@ESGenviroclub': 0.0, '@EthiopiaOnline': 0.0, '@EvaApelqvist': 0.0, '@Evo_Explorer': 0.0, '@Ew331Melissa': 0.0, '@ExploLive': 0.0, '@ExpTotalHealth': 0.0, '@eye4msu': 0.0, '@Ezab1': 0.0, '@JAnnSheridan': 0.14177775251305083, '@hollowsashomes': 0.1417371982360162, '@FairMountain': 0.0, '@FaithCommonGood': 0.0, '@FalakSaleem159': 0.0, '@FalconridgeCBE': 0.0, '@FarrahFazia': 0.0, '@msvdevine': 0.1378723553236262, '@fayzaprebtani': 0.0, '@FDKlorenville': 0.0, '@FieldsAECG': 0.0, '@findog99': 0.0, '@fionammorrison': 0.0, '@firstgreatwater': 0.0, '@fishingprofs': 0.0, '@FoodNasta': 0.0, '@FoodSharer': 0.0, '@Fooshroo': 0.0, '@forestleaderBH': 0.0, '@forestofavon': 0.0, '@ForgeRat': 0.0, '@FosteringSols': 0.0008830022075055188, '@franharrop': 0.0, '@FranVanisle': 0.0, '@FredVillaume': 0.0, '@FriendlyForrest': 0.0, '@friesenmelanie': 0.0, '@youthwavemakers': 0.1640229212291005, '@fruitcandybar': 0.0, '@FSNatureLIVE': 0.0, '@usfs_nrs': 0.003973509933774834, '@FSS_Tech': 0.0, '@FutureJustice0': 0.0, '@gaga20219gs': 0.0, '@gallienus': 0.0, '@games4teaching': 0.0, '@Garethomson': 0.0, '@GaribottiAM': 0.0, '@GaryM': 0.0, '@echo_nature': 0.14649333276298548, '@garza3315': 0.0, '@GENEius_Science': 0.0, '@geo_teira': 0.0, '@KathyWorobec': 0.14844614890147173, '@GeofferyKehrig': 0.0, '@GeoffKennah': 0.0, '@GeoGtzz': 0.0, '@Georgeann8956': 0.0, '@GFT2day': 0.0, '@ggbeck': 0.0, '@ggomezvarua': 0.0, '@GiboJess': 0.0, '@girlshealth': 0.0, '@giuseppemerlin8': 0.0, '@GL_Explorations': 0.0, '@GlobalEE2016': 0.0006622516556291391, '@gm8585': 0.14849063381273978, '@gnyagg': 0.0, '@Goosewalker': 0.0, '@goproject': 0.0, '@gorillalms': 0.0, '@governmentbuzz': 0.0, '@Gowest_inFDK': 0.0, '@gpduhon': 0.0, '@Gr8LakesLady': 0.0, '@Grade1TweetsBA': 0.007123243417864642, '@Grade4F3SFV': 0.0, '@grade4wonders': 0.0, '@GreenClubAS': 0.0013245033112582781, '@Grade6Griffins': 0.0, '@GRC_News': 0.0, '@green_ombudsman': 0.0, '@GreenAcorns': 0.0, '@Kimberly_Gray': 0.0990582273954196, '@Greennomad73': 0.0, '@GreenSchoolsNN': 0.0, '@greenseattle': 0.0, '@greensquad14': 0.007123243417864642, '@greenVCC': 0.0, '@Greg_P_Nichols': 0.0, '@Grim_Law': 0.0, '@grnmn1': 0.0, '@groundworkpdx': 0.0, '@GrouperDoc': 0.0, '@GrsoukupGreg': 0.0, '@grumblesthacook': 0.0, '@GUC_Info': 0.0, '@GuidaMicael': 0.0, '@GUSDSUPT': 0.0, '@GVCatholic': 0.007123243417864642, '@gwenckatz': 0.0, '@GWSGrade1s': 0.0, '@H2OAlliance': 0.0, '@hackerlibrarian': 0.0, '@HaltonMGs': 0.0, '@HameedEd': 0.0006622516556291391, '@ThornLodgePS': 0.0006622516556291391, '@HandsOnArtists': 0.0, '@hapara_team': 0.0006622516556291391, '@hazleheadschool': 0.0, '@hbreen2165': 0.0, '@heartfeltlauren': 0.0, '@hechternacht': 0.0, '@henhere': 0.0, '@hernick_': 0.0, '@Hfactor241': 0.0, '@hhsatilmis': 0.0, '@HillsideOE': 0.0, '@Hipwords_writer': 0.0, '@hnk511': 0.0, '@Hollywood3Love': 0.0, '@hortancaster': 0.0, '@Howell2Mike': 0.0, '@HStemtastic': 0.0, '@HuffmanVicki': 0.0, '@HumberviewSS': 0.0, '@IanEcoCheck': 0.0, '@ianfairhurst': 0.0, '@iantindal': 0.0, '@IcsStef': 0.0, '@idpetition': 0.0, '@IncosStrategies': 0.0, '@InsightAlberta': 0.0, '@InSunWeTrust': 0.0, '@IOERC7': 0.0, '@irasocol': 0.0, '@IrvineNature': 0.0, '@AnimalTales': 0.0013245033112582781, '@isabelrodreegiz': 0.0, '@iSchoolSU': 0.0029500301023479836, '@NorthCarolinaEE': 0.004635761589403974, '@IslandRooms': 0.0, '@IsraelNewsNow': 0.0, '@isurus9': 0.0, '@itknowingness': 0.0, '@ITOFoundation': 0.0, '@JackieMatt66': 0.0, '@jacksmith2030': 0.0, '@Jackthelad1947': 0.0, '@Jacob_Derenne': 0.0, '@Jacobcha4': 0.0, '@jaguarchris4': 0.0, '@jaime_brush': 0.0, '@JamesRoy': 0.0, '@focus2achieve': 0.0013245033112582781, '@JanisIrwin': 0.0, '@janjigian244': 0.0, '@JanManimoi': 0.0, '@jannaebridgeman': 0.0, '@jaroland74': 0.0, '@jaschill81': 0.0, '@JasonBruderer': 0.0, '@JasonBuccheri': 0.0, '@JasonKappan': 0.0, '@jaydee_ell': 0.0, '@JayleneBrass1': 0.0, '@JayWigmore': 0.1801866345574955, '@Jazeyfantazy': 0.0, '@Jazmin_Ortega': 0.0, '@jbarenburg': 0.0, '@jbeyer75': 0.0, '@jdlovesLA': 0.0, '@jeffvardy': 0.0, '@jenkatwork': 0.1352014311140826, '@JennMacBrown': 0.0, '@JennyMBurns': 0.0, '@JennySeydel': 0.0, '@JenWright9': 0.0, '@JessCHanks': 0.0, '@jessicaprodor': 0.0, '@JessicaWoolliam': 0.0, '@jgreen1570': 0.0, '@Jill_Pattison': 0.0, '@JKRosebluff': 0.0026490066225165563, '@SkScienceCentre': 0.0017660044150110375, '@jltill': 0.0, '@jmcconville1000': 0.11891366571468985, '@jmcdougaldps': 0.0, '@joanofawk': 0.0, '@JoanRuf': 0.0, '@JodiKuriger': 0.0, '@joebags24': 0.0, '@jonemasonmc': 0.0, '@JordanAtlas23': 0.0, '@JordanKamer': 0.0, '@josephenderson': 0.0, '@joshpena14': 0.0, '@journeynorthED': 0.1901432252621307, '@joyce82506190': 0.0, '@JoYohana': 0.13864388501206285, '@jradojkovich': 0.0, '@juanitag': 0.0, '@JujyCakes': 0.0, '@JuliaBurgess': 0.0, '@JuliaDeRose3': 0.0013245033112582781, '@MsPizzolon': 0.0013245033112582781, '@YRDSBGetOut': 0.0013245033112582781, '@jwsimmer': 0.0, '@kaamartseth': 0.0, '@dean_anonym': 0.0006622516556291391, '@KACEEandKGS': 0.0, '@KaijaF': 0.0, '@KalaVandeberg': 0.0, '@MaryCunningham_': 0.0006622516556291391, '@KamalKheraLib': 0.0, '@kamla_sharbear': 0.0, '@KateDobson12': 0.0, '@KatieLMHash': 0.0, '@katsogianopoulo': 0.0, '@katyscott22': 0.18012113596260002, '@Kaymie': 0.0, '@kaysuza': 0.0, '@kb_leecaster': 0.0, '@KCBOMBARD': 0.0, '@kcharlesocsb': 0.0, '@KE_America': 0.0, '@kegemen46': 0.0, '@Kelly_M_Wright': 0.0, '@kellyeskerod': 0.0, '@kelvossen': 0.0, '@ADutke': 0.0006622516556291391, '@Kemurphyshawca1': 0.0, '@kennycooks': 0.0, '@kerrymackin': 0.0, '@kerryn_t': 0.0, '@Kids_CountrySRV': 0.0, '@kidsandcaffeine': 0.0, '@KieraKent': 0.0, '@kimbutterfly': 0.0, '@kimgauthier3': 0.0, '@kindercanuck': 0.0, '@KinderCurator': 0.0, '@kinderkfoley': 0.0, '@natureplaysign': 0.15379057884330002, '@kirschan': 0.0, '@kittycochrane': 0.0, '@KL_CornellPress': 0.13516455129108362, '@klewis_prieur': 0.0, '@stpatricksIRISH': 0.007301324503311259, '@klr16': 0.0, '@km50robinson': 0.0, '@KnowltonCockett': 0.13512769158252322, '@kokopellez': 0.0, '@KonaDawg': 0.0, '@kristin_alie': 0.0, '@KristinCHarr': 0.0, '@ktbromberg': 0.0, '@ktlewis14': 0.0, '@kzelmer': 0.0013245033112582781, '@L4peaceLaura': 0.0, '@ladyoftheoak': 0.0, '@LainaBarley': 0.0, '@LakeGuardian': 0.0, '@lalojimjuarez': 0.0, '@laura_magrath': 0.0, '@Laura_Warburton': 0.0, '@laurabWB': 0.0, '@LauraLane11': 0.0, '@LaurierGreen': 0.0, '@Law1Gloria': 0.0, '@lawbibliophile': 0.0, '@LBBirney': 0.0, '@LBLNature': 0.0006622516556291391, '@lcfralick42': 0.0, '@ldiazammo': 0.0, '@LdnOntCommunity': 0.0, '@NatureMattersVa': 0.1464715474528858, '@VirginiaDCR': 0.14603340271949622, '@ChatSalad': 0.1459047011307305, '@MirandaRHK': 0.1907287317294506, '@LearnFromNature': 0.0, '@learningmurd': 0.14857968366809973, '@learnPSNSW': 0.0, '@ledwards_l': 0.0, '@leila_wills': 0.0, '@LemireMichelle': 0.0, '@Lemurprincess': 0.0, '@Lesesky': 0.0, '@LfSScotland': 0.0, '@lhendersonsmall': 0.0, '@m_h_allen': 0.0015137180700094607, '@Libramlad': 0.0, '@LifeGreenGroup': 0.0, '@linda_santilli': 0.0, '@LindaBouzanis': 0.0, '@LINEBristol': 0.0, '@Livable4All': 0.0, '@LiveGourmet': 0.0, '@Living_Almanac': 0.0, '@LizUgoEYC': 0.0, '@LLummiss': 0.0, '@Llunee1': 0.0, '@lmerrim': 0.0, '@ozarknatsci': 0.0006622516556291391, '@LndOntRetweets': 0.0, '@LoudounEarthDay': 0.0, '@louisearbourfi': 0.0, '@MmeBergevin': 0.0006622516556291391, '@lscott1967': 0.0, '@LTHSAPES': 0.0, '@Macdlcross': 0.0, '@ThinkEarthEd': 0.001986754966887417, '@madameaiello': 0.0, '@MadameNguyen': 0.0, '@Madelle10': 0.0, '@maggiefay_': 0.0, '@MaggieSmylie': 0.0, '@magikbegins': 0.0, '@makufka': 0.0, '@saracole': 0.1352014311140826, '@marcelniederer5': 0.0, '@MargaretE211': 0.0, '@MariahNPhillips': 0.0, '@marine_bio_hull': 0.0, '@markhaarmann': 0.0, '@MaRkrRSPB': 0.0, '@MarlaPaxton': 0.0, '@maropacheco59': 0.0, '@martinjhall1': 0.0, '@MarylandLover': 0.0, '@matthieunappee9': 0.0, '@matthulley13': 0.0006622516556291391, '@ProjectPeachUK': 0.0006622516556291391, '@MaureenShenher': 0.0, '@MauricioArgoteC': 0.0, '@MBGTeenNetwork': 0.0, '@MBStudent': 0.0, '@MburaKenya': 0.0, '@mbylsma': 0.0, '@McCarrenBill': 0.0, '@MCFeneley': 0.0, '@McHughEduCentre': 0.007123243417864642, '@mclibdotnet': 0.0, '@mclloyd86': 0.0, '@MCOdd62': 0.0, '@MCOE_Now': 0.0, '@MCTTRAIN1': 0.0, '@mcudney': 0.0, '@MDCPSCapital': 0.0, '@MDnaturalist': 0.0, '@meadvillps': 0.0, '@medeiros_martin': 0.0, '@MeganKautzer': 0.0, '@meghan_417': 0.0, '@mevingham': 0.0, '@mezzosue': 0.0, '@MG_Ontario': 0.0, '@MGGS_CEE': 0.0, '@MGGS_SouthYarra': 0.0, '@michaelkinder': 0.0, '@Michellestwitr': 0.0, '@MidEarly': 0.0, '@miguelearaujop': 0.0, '@miguelmcminn': 0.0, '@mihrjan': 0.0, '@MiJiKim3': 0.0, '@MikeMorris24B': 0.0, '@mikewh': 0.0, '@MillarWestern': 0.0, '@millinium02': 0.0, '@MilneOEC': 0.0, '@MinnesotaEE': 0.0, '@missalmberg': 0.1798596170719102, '@missbeddow': 0.0, '@MissFajardoC': 0.0, '@Mississauga_Cal': 0.0, '@missouriEE': 0.0, '@mjtravaille': 0.0, '@mkbamford': 0.0, '@mkkinderdesign': 0.0, '@mkmknani': 0.0, '@mmdetrick': 0.0, '@MmeHibou40': 0.0, '@mmenicoletti': 0.0, '@MobileMovieMag': 0.0, '@MollyFeldstein': 0.0, '@MonicaIbacache': 0.0, '@MonsieurPareja': 0.0, '@moralesandbee': 0.0, '@moreno_jfm': 0.0, '@morerye': 0.0, '@mpchristiner': 0.0, '@MPJ_Prin': 0.0, '@mr_comstock': 0.0, '@mr_isaacs': 0.0, '@MrsMurat': 0.0013245033112582781, '@tina_zita': 0.18051484336361115, '@Mr_Reyes_Hist': 0.0, '@MzMozer': 0.19043552845238762, '@Mr_Sciortino': 0.0, '@mrclarke7': 0.0, '@MrCoops89': 0.0, '@MrDulku': 0.0, '@MrDustoRBPS': 0.0, '@MrGearrensClass': 0.0, '@NCReserve': 0.0029500301023479836, '@TurnerCreekES': 0.0029500301023479836, '@MrHamstraTweets': 0.0, '@MrMansueto': 0.0, '@MrMatthewNg': 0.0, '@mrmuzzdog': 0.0, '@jenniferatkinso': 0.0006622516556291391, '@MrP_Tweeting': 0.0, '@mrs_rbrown': 0.0, '@MrsBteaching': 0.0, '@MrsGeekChic': 0.0, '@MrsHansonSusan': 0.0, '@MrsHearder': 0.0, '@MrsHelenDouglas': 0.0, '@MrsHughesx': 0.0, '@MrsKHenderson': 0.0, '@mrslyonsgrade3': 0.0, '@MrsMehtaMusic': 0.0, '@MrsNeal0': 0.1799249255748412, '@ONTSpecialNeeds': 0.13695777916890894, '@MrsNFarenick': 0.0, '@mrstepien': 0.14773799792281236, '@YourRiverwood': 0.13804971846040265, '@MRSSsd42': 0.0, '@MrsSwatogor': 0.0, '@MrsTindale': 0.0, '@MrWigmoresclass': 0.0, '@ms_forrest': 0.0, '@Ms_Konings': 0.0, '@ms_maxx': 0.0, '@Ms_SAndrews': 0.0, '@MsADeJong': 0.0, '@MsBirchard': 0.0, '@mscurrieskinder': 0.0, '@MsG_ShelterBay': 0.0, '@MsGandhi123': 0.0, '@MsJamieLy': 0.0, '@mskala3': 0.0, '@mskyliedale': 0.0, '@msladylainey': 0.0, '@msleford_g': 0.0, '@msp472': 0.0, '@msstewart': 0.0, '@MsSumra1': 0.0, '@MsTayica': 0.0, '@MsVilladsen': 0.0, '@MsWelbergen': 0.181373808577274, '@Mturnermc': 0.0, '@MugeAvcioglu': 0.0, '@MumbiNMaina': 0.0, '@muvaffakiyet': 0.0, '@MVChertan': 0.0, '@MyTownTutorsMA': 0.0, '@NEEFusa': 0.1352752511692909, '@nadine1osborne': 0.0, '@NancyPeelSB': 0.0, '@NatBioTeach': 0.0, '@NatlAfterSchool': 0.0, '@natlearn': 0.0, '@naturalinquirer': 0.0, '@naturalleaders': 0.0, '@NatureVibezzz': 0.0, '@NayiDishaStudio': 0.0, '@NDE_GOV': 0.0, '@NDHS_Ottawa': 0.007123243417864642, '@NEAHealthy': 0.0, '@slowfamily': 0.10950568951008013, '@NeilGussman': 0.0, '@NESCWVU': 0.0, '@NetToolsGalore': 0.0, '@NettTech': 0.0, '@neufeld_an': 0.0, '@laura_h_obrien': 0.0006622516556291391, '@NewTechScience': 0.0, '@NFFTT': 0.0, '@NicStrs': 0.0, '@nikulak': 0.0, '@NiliMajumder': 0.0, '@NJGrow': 0.0, '@NLM_K12': 0.0, '@nlmcgee': 0.0, '@NLWildlife': 0.0, '@NodeSystems': 0.0, '@Non_Toxic_Kids': 0.0, '@NoreenNuzhat': 0.0, '@NorfolkEYFS': 0.0, '@NorfolkTour': 0.0, '@NRatwatte': 0.0, '@NRCS_CT': 0.0, '@NRGrenaissance': 0.0, '@NShrubs': 0.0, '@nspma': 0.0, '@nstulak': 0.0, '@nthistorian': 0.0, '@ntrlconnections': 0.0, '@ntxscied': 0.0, '@NUCA_RI': 0.0, '@numbalum89': 0.0, '@nycbotanist': 0.0, '@NYEnviroFund': 0.0, '@NYFarmer': 0.0, '@NygaroMy': 0.0, '@NYSFoz': 0.0, '@OAK_Updates': 0.0, '@obrien_damian': 0.0, '@oceantruths': 0.0, '@OCESS': 0.0, '@SJAocsb': 0.007123243417864642, '@SLEC_LEO': 0.007123243417864642, '@OCT_OEEO': 0.0, '@OliviaParkZZ': 0.0, '@onahunttoday': 0.0, '@onekellycas': 0.0, '@organicgay': 0.0, '@OSMTownship': 0.0, '@osstfd19_otbu': 0.0, '@Outdoor_Easy': 0.0, '@OutdoorAmy': 0.0, '@outdooredgirl': 0.0, '@OutdoorFamMag': 0.0, '@OzPIEF': 0.17979435596266785, '@PaddleNiagara': 0.0, '@PAESTA': 0.0, '@pamela_dixon': 0.0, '@pantheracad': 0.0, '@ParmSingh82': 0.0, '@partners4wild': 0.0, '@PathwayCare': 0.0, '@PatLetizia': 0.0, '@pattimarathon': 0.0, '@pauldhondt': 0.0, '@paulgenge': 0.0, '@tommasolana': 0.16396864494808494, '@paulmlbishop': 0.0, '@paulparentphoto': 0.0, '@PCYI_YAC': 0.0, '@TRCA_Edu': 0.14902653985958275, '@SLSSPeel': 0.14902653985958275, '@tomkenroadms': 0.14902653985958275, '@PeelLC': 0.0, '@penguinlearners': 0.0, '@pennymoney21': 0.0, '@wonderstaples': 0.17999028152310667, '@PeterPauerPhoto': 0.0, '@PeteyPablo623': 0.0, '@phaneritic': 0.0, '@pharand_nadine': 0.17979435596266785, '@PhilB6vis': 0.0, '@philhart': 0.0, '@philiplbell': 0.0, '@philkil': 0.0, '@Pinellas_Ext_NR': 0.0006622516556291391, '@UF_IFAS': 0.0006622516556291391, '@pink2yoo': 0.0, '@plasticocean22': 0.0, '@PlaydohRepublic': 0.17979435596266785, '@pmmulcaire': 0.0, '@PoliticalBee': 0.0, '@PollysInsights': 0.0, '@Porpherya': 0.0, '@potentheart': 0.0, '@PoynorAE': 0.0, '@prairiemusik': 0.0, '@principalaim': 0.0, '@principalfero': 0.0, '@PrincipalInce': 0.0, '@printedfinger': 0.0, '@ProfeEdTech': 0.0, '@ProfRayWills': 0.0, '@PsychSportMed': 0.0, '@PtboCanada': 0.0, '@Purple_Tragedy': 0.0, '@PUSDStudentRep': 0.0, '@pwpreserve': 0.0013245033112582781, '@SandiFunke': 0.0008830022075055188, '@Q1moldyfruitgM': 0.0, '@QueensEduc': 0.0, '@QuestTeaching': 0.0, '@quitspitindia': 0.0, '@R_EIIa_Design': 0.0, '@RachAClark': 0.0, '@RachelOrvis': 0.0, '@RaeSnape': 0.0, '@RamiroMacias': 0.0, '@randy_cwf': 0.0, '@sdanos': 0.17979435596266785, '@RoyStrumAP': 0.17979435596266785, '@techdde': 0.17979435596266785, '@TDSB_mendoza': 0.17979435596266785, '@ReadyOwl': 0.1798596170719102, '@YRDSBEcoSchools': 0.1798596170719102, '@S_Weyrich': 0.17979435596266785, '@bohndrake': 0.18043033155788762, '@MsHoeg': 0.1800796238756369, '@RBPSBobcats': 0.17979435596266785, '@RasWard2': 0.0, '@RavencrestP': 0.0, '@RAVENtrust': 0.0, '@RCE_GWS': 0.13868268822645188, '@REEBfil': 0.0, '@ReejRiaz': 0.0, '@RemyRodden': 0.0, '@RENEBenoitpro': 0.0, '@RetweetEthiopia': 0.0, '@rhodes_sheila': 0.0, '@RichardKlee1': 0.0, '@RiversidePDSB': 0.0, '@rljessen': 0.0, '@rltauritz': 0.0, '@robfontella': 0.0, '@RoJeHoRon': 0.0, '@ronniegai': 0.0, '@RonnieList': 0.0, '@ropyhiwopuq': 0.0, '@RosalbaBortolo1': 0.0, '@Rosanna_Deo': 0.0, '@RedgersGr1': 0.0006622516556291391, '@RosePillay1': 0.0, '@rostomzavarian': 0.0, '@RRossachacj': 0.0, '@rrrwong': 0.0, '@RSPB_NEScotland': 0.0, '@rudnern': 0.0, '@RussellsPal': 0.0, '@RuthRECE': 0.0, '@S_HastingsSimon': 0.0, '@s60long': 0.0, '@Sabahesyreg': 0.0, '@Sachunterricht': 0.0, '@saclibFriends': 0.0, '@safetybora': 0.0, '@saharahbergen': 0.0, '@Sailing4GrtLks': 0.0, '@samoester': 0.0, '@SanAngeloMPO': 0.0, '@SandburgNet': 0.0, '@sandra_cabra': 0.0, '@sandraHighland1': 0.0, '@sangichandra': 0.0, '@SaraDucey1': 0.0, '@SaraGomezAranci': 0.0, '@sarahdateechur': 0.0, '@sarlowes': 0.0, '@SaskOutdoors': 0.0, '@saskretweeter': 0.0, '@SAVEDORETREES': 0.0, '@SavePeaceValley': 0.0, '@SBPE16': 0.0, '@Sbrnwg': 0.0, '@SCDSB_OutdoorEd': 0.0, '@schnare_s': 0.0, '@SciMathFun': 0.0, '@SCSSciInstitute': 0.0, '@SD_Ag_Labs': 0.0, '@sdpgreenfutures': 0.0, '@Seasaver': 0.0, '@SeattleFdn': 0.0, '@SeattleGreenBiz': 0.0, '@SeeDifferentCAN': 0.0, '@seemann_spazzy': 0.0, '@SelbieFuller': 0.0, '@selectiveecho': 0.0, '@SenoraHansen': 0.0, '@SensusGlobal': 0.0, '@SergentFrederic': 0.0, '@sergepascucci': 0.0, '@sevenslide': 0.0, '@SG_Fair': 0.0, '@sgmhpreparednes': 0.0, '@Shambles151': 0.0, '@ShaneHipwell': 0.0, '@ShanHaldorson': 0.0, '@shapeyourdesign': 0.0, '@sharkers': 0.0, '@SharlaPeltier': 0.0, '@shaunyk': 0.14849063381273978, '@SheilaBoudreau': 0.0, '@SheilaColla': 0.0, '@World_of_K': 0.0006622516556291391, '@ShelbyiCramer': 0.0, '@sherjonnat': 0.0, '@sherylthird': 0.0, '@significaRSE': 0.0, '@simply_enviro': 0.0, '@Sisyphus38': 0.0, '@SJ_Schools': 0.0, '@sjandrews76': 0.0, '@SJforKids': 0.0, '@SJMcIsaac': 0.0, '@SKassid': 0.0, '@skelly_mc': 0.0, '@skilletcreek': 0.0, '@SkonskyL': 0.0, '@ParentsPlaceOrg': 0.09212754640122549, '@smcdonald229640': 0.0, '@SolarVW': 0.0, '@SolomonRDavid': 0.0, '@SophiaW_': 0.0, '@SOULFRIEND4EVER': 0.0, '@soulteeorders': 0.0, '@SOuLupdate': 0.0, '@Soyserpico': 0.0, '@SPEDPhysEd': 0.0, '@spencefountain1': 0.0, '@spirrison': 0.0, '@SpringbayStudio': 0.0, '@sschurig': 0.0, '@SSFParksandRec': 0.0, '@sssSnakespert': 0.0, '@StanCameron': 0.0, '@stanleymillsps': 0.0, '@StanleyParkVan': 0.0, '@staoapso': 0.0, '@stargeza': 0.0, '@STARS_Regina': 0.0, '@steam_math': 0.0, '@Steffanie9812': 0.0, '@stemnetwork': 0.0, '@stephenpcovert': 0.0, '@StinkyCecil': 0.0, '@StoffeyLurline': 0.0, '@StormnJ1': 0.0, '@METSchoolPanama': 0.0013245033112582781, '@studysync': 0.0, '@stump_bot': 0.0, '@SudOuestMtl9': 0.0, '@SueEckel': 0.0, '@suefried': 0.0, '@SueLawton2010': 0.0, '@SueOvertonAP': 0.0, '@SunBrilliance': 0.0, '@sunfloweroville': 0.0, '@Supermanskye': 0.0, '@surishaikh': 0.0, '@susanwright1031': 0.0, '@Sustainable613': 0.0, '@SuzanneAxelsson': 0.0, '@SuzanneDunbar5': 0.0, '@swahl': 0.0, '@SwanLakeOE': 0.0, '@taBrielleGab3p': 0.0, '@TacomaTalks': 0.0, '@tammysross1': 0.0, '@tanya_l_p': 0.0, '@taradayorzecho': 0.0, '@PuyallupWater': 0.0011920529801324503, '@tcdixon3': 0.0, '@TDSB_STEM': 0.0, '@TeachOwl': 0.0, '@Teachwith_Hart': 0.0, '@TechDiscountsMN': 0.0, '@EnvInitiative': 0.0006622516556291391, '@TechieAng': 0.0, '@TedGroschScifi': 0.0, '@telesange': 0.0, '@temarabrown': 0.0, '@TenStrands': 0.0, '@terryamerson': 0.0, '@TexasSpaceGrant': 0.0, '@the_connectory': 0.0, '@TheEarthNetwork': 0.0, '@thegatewaybug': 0.0, '@TheGentYYC': 0.0, '@TheodoraNaso': 0.0, '@TheOneHeLuvs': 0.0, '@TheRealEmmaRose': 0.0, '@TheWild_Goose': 0.0, '@TheWire_Ebooks': 0.0, '@MarylandMunros': 0.0006622516556291391, '@thewonders80': 0.0, '@ThinkinEd': 0.0, '@Tim_W_Patterson': 0.0, '@tinhlavu': 0.0, '@TocoJuju': 0.0, '@TodayAtSch00L': 0.0, '@toffler_sarah': 0.0, '@ToniFalcion': 0.0, '@tonydec3112': 0.0, '@tooba_shakeel': 0.0, '@Tools73': 0.0, '@TracyEdmunds': 0.0, '@trembathkindie': 0.0, '@TrentUSoE': 0.0, '@TrillmaticRT': 0.0, '@Trish_ll': 0.0, '@TruDavidJackson': 0.0, '@TSMScouncil': 0.0, '@TTHDragons': 0.0, '@twitturriculum': 0.0, '@txbutterfly380': 0.0, '@UCDSB': 0.0, '@unarose7': 0.0, '@Unitingschools': 0.0, '@UOITGoGreen': 0.0, '@UOITsummercamps': 0.0, '@urban_sci': 0.0, '@urbanclimate': 0.0, '@USCCanada': 0.0, '@usfsdnf': 0.0, '@USFSRockyMtns': 0.0, '@USGBC_GA': 0.0, '@USGBCNJ': 0.0, '@UTOC_club': 0.0, '@uttjess': 0.0, '@ecopedagogue': 0.0006622516556291391, '@UVtreatsAIS': 0.0, '@uwpoe': 0.0, '@VacaRecycling': 0.0, '@ValValedwards14': 0.0, '@VanHJab': 0.0, '@VanRod1': 0.0, '@vansopinion8ted': 0.0, '@VaughanRetweets': 0.0, '@Venkataramanaia': 0.0, '@verenanz': 0.0, '@vickipage1332': 0.0, '@laur_stoot': 0.0006622516556291391, '@VigilesGroup': 0.0, '@VillageCoal': 0.0, '@VisitBraggCreek': 0.0, '@VisualPersist': 0.0, '@vivian_wood': 0.0, '@VnP_Topsoil': 0.0, '@VocesAnalisa': 0.0, '@vp_slee': 0.0, '@VPKThomas': 0.0, '@VPLoiLam': 0.0, '@vrydberg': 0.0, '@vtprincipals': 0.0006622516556291391, '@VTrecycles': 0.0006622516556291391, '@WaldorfSWLondon': 0.0, '@ward_mills23': 0.0, '@WarwickEY': 0.0, '@WatsEd': 0.0, '@WccampbellWendy': 0.0, '@WCEEStaff': 0.0, '@WeAreTheFace1': 0.0, '@webbersed': 0.0, '@webbhalpern': 0.0, '@WelcomePtbo': 0.0, '@Wendy_Dowling': 0.0, '@WenzelAlex': 0.0, '@WestwoodGI': 0.0, '@WetWednesdays_': 0.0, '@WickedDecent': 0.0, '@WidowDNA': 0.0, '@WildHomesLondon': 0.0, '@WildLearning1': 0.0, '@WilkyEcoTeam': 0.0, '@williamsden_': 0.0, '@winecountrydog': 0.0, '@winevalleygirl': 0.0, '@withoutmary': 0.0, '@WM_Books': 0.0, '@Woodstockbs10': 0.0, '@WPeelsb': 0.0, '@wpokorny': 0.0, '@wrenasmir': 0.0, '@wywemubaluza': 0.0, '@XFazio_BrockU': 0.0, '@Xnonsense0': 0.0, '@YAM2200': 0.0, '@yannist2edu': 0.0, '@yawnSwanson': 0.0, '@YEKA_Envi_Solu': 0.0, '@ymahdessian': 0.0, '@YorkUScientists': 0.0, '@YosemiteNPS': 0.0, '@youthdotgov': 0.0, '@YukonEvents': 0.0, '@YuppieCuntx': 0.0, '@yycbike2school': 0.0, '@zeiss_micro': 0.0, '@ZeroSumGameNOT': 0.0, '@zoebadcock': 0.0, '@ZohrinM': 0.0, '@ZwartblesIE': 0.0, '@zwaste': 0.0}\n",
            "\n",
            "- Eigenvector Centrality\n",
            " {'@_Lightscap3s_': 8.211879969254615e-23, '@NatureBridge': 0.0007406330722337746, '@_Lindsay_Conway': 8.211879969254615e-23, '@savageducates': 8.451886944196389e-05, '@_mcisneros19': 0.05339370354656958, '@doctormorrison': 0.14716914372196674, '@amk_elon': 0.08354714198222597, '@DannyBavis': 0.10222159015193238, '@paigebl213': 0.024457296971858243, '@sgilley12': 0.024457296971858243, '@_swatik_': 8.211879969254615e-23, '@EnviroEducators': 0.06896975451360031, '@_withah': 8.211879969254615e-23, '@ItsAboutTimeEDU': 0.006455208678786527, '@02Benson': 8.211879969254615e-23, '@COrgbon': 5.193684373572776e-15, '@GreeningForward': 3.2098735204593908e-15, '@109ThornKs': 8.211879969254615e-23, '@RangerRidley': 0.43612362439393165, '@1915Aurora': 8.211879969254615e-23, '@ArmeniaTree': 0.03617628556505269, '@CivilNetTV': 0.003202549135965532, '@JasonSohigian': 0.0029774158738677973, '@1GratefulWorld': 8.211879969254615e-23, '@CNC90': 0.006901005894216382, '@fatim_to': 0.0403965641518404, '@MrsEimers': 0.0403965641518404, '@OLVPrincipal': 0.007422827722753243, '@1stof7gens': 0.003106878659186804, '@AlbertaEE': 0.015285749155495472, '@cgeducation': 0.00502989804705019, '@GEOEC': 0.05334616118911808, '@RachelNotley': 0.00502989804705019, '@2015_Project': 8.211879969254615e-23, '@22C0in': 8.211879969254615e-23, '@EPA': 0.048877883604446344, '@2LisaMayer': 0.005215156634317115, '@actionbonnie': 0.005609539200880456, '@3PennyMovies': 8.211879969254615e-23, '@Sierra_BC': 0.012244838957659567, '@3wlittlefalls': 3.209873520459392e-15, '@MahaffyStars': 1.983810935232186e-15, '@500eco': 8.211879969254615e-23, '@5intadewi': 8.211879969254615e-23, '@CKEnvCentre': 0.04635932482516974, '@6Veronicadr': 8.211879969254615e-23, '@MHEducation': 1.1907225955419193e-20, '@A_Dobbie11': 8.211879969254615e-23, '@KinderKids123': 0.16029813458550574, '@PeelSchools': 0.16660698645683736, '@AACPS_PGD': 8.211879969254615e-23, '@MindShiftKQED': 0.006484701981967967, '@AAPCA_States': 8.211879969254615e-23, '@AAPremlall': 0.038842747288070474, '@ZoeWeil': 0.003177190776187583, '@SustyQ': 0.06464485482757323, '@ChrisVella2': 0.24746260317785637, '@stevenbody': 0.22491615382764313, '@PaulKelba': 0.19841387914159442, '@ycedillo94': 0.0649068313049222, '@aarniolinna': 0.039428945107873675, '@eerjournal': 0.03847675869576557, '@aaronpaquette': 8.211879969254615e-23, '@aawasp': 8.211879969254615e-23, '@EPAregion2': 0.03316332961172755, '@AB_EP': 0.009292591686480795, '@Abby_Retweet': 8.211879969254615e-23, '@UncleChaps': 7.4728107720217e-21, '@jackehill': 0.006455208678786527, '@AbbyFDK': 8.211879969254615e-23, '@KinderFynes': 0.1421909551427632, '@ABEnvNet': 0.006455208678786527, '@AbshireELC': 8.211879969254615e-23, '@CreativeSTAR': 0.05531762295895409, '@academe_atl_hs': 8.211879969254615e-23, '@TorontoWaldorf': 4.516533983090037e-21, '@ACGCNow': 8.211879969254615e-23, '@eecom_info': 0.037804358896760475, '@acostello715': 8.211879969254615e-23, '@ACTcoachmodel': 8.211879969254615e-23, '@AdawDeng': 8.211879969254615e-23, '@CommunitiesONHS': 5.9946723775558696e-21, '@Adrian_T_Graham': 0.06641989874843787, '@SpringbrookPS': 0.039160737925903466, '@DavidSuzukiSS': 0.08650233348034818, '@peterlbursey': 0.07872037513682921, '@vsilva_k': 0.04182185410095723, '@adriancamm': 8.211879969254615e-23, '@willjohnst': 7.4728107720217e-21, '@AdvanceTeaching': 8.211879969254615e-23, '@McGrawHillK12': 0.0007406330722357586, '@AEWrightSchool': 8.211879969254615e-23, '@perfinker': 0.00719992495915787, '@afterschool4all': 8.211879969254615e-23, '@mellyball': 9.01410989690485e-14, '@ScienceCenters': 9.00980450677953e-14, '@campSTEM': 7.935243494572344e-15, '@MfentonFenton': 4.9042504230276204e-15, '@RethinkSchools': 9.018415254182652e-14, '@AfterschoolBudE': 8.211879969254615e-23, '@agileschools': 8.211879969254615e-23, '@AgNews_Otto': 8.211879969254615e-23, '@AHCeagles': 8.211879969254615e-23, '@ON_EcoSchools': 0.07099960085221767, '@PDSB_eco': 0.10459653436579126, '@AHeathensDay': 8.211879969254615e-23, '@AIHA': 8.211879969254615e-23, '@aimunro': 8.211879969254615e-23, '@Pembina': 0.0021689690660428728, '@AIRNow': 8.211879969254615e-23, '@AJDownham': 8.211879969254615e-23, '@AJGRaalte': 8.211879969254615e-23, '@Moonbattery1': 3.0383955886242063e-21, '@akgtCanada': 8.211879969254615e-23, '@akperera': 8.211879969254615e-23, '@AlabamaDeptofEd': 8.211879969254615e-23, '@EDGreenRibbon': 1.3385364349885018e-20, '@AlbertaEcotrust': 0.001428335993809098, '@enertweets': 0.001428335993809098, '@insideeducation': 0.001428335993809098, '@aleighzee': 8.211879969254615e-23, '@Alexis_Curious': 0.03297373642908715, '@alexleslieking': 1.983810935232186e-15, '@RLCParks': 3.209873520459392e-15, '@aliceleung': 0.0694730207045379, '@AlisonSoligo': 8.211879969254615e-23, '@AlistairWhitby': 9.568326135067206e-13, '@gehedges': 6.766205011079443e-13, '@Good_Policies': 6.766205010258255e-13, '@anacostiaws': 6.765451570271078e-13, '@alkinahan': 8.211879969254615e-23, '@OCSBeco': 5.637152090857877e-10, '@ThomasMoreOCSB': 2.0026881341844612e-10, '@allan_crawshaw': 8.211879969254615e-23, '@allsaykitsash': 8.211879969254615e-23, '@PlanktonPundit': 0.006495410483180887, '@almmog': 8.211879969254615e-23, '@artcollisions': 0.0005314441358116465, '@AlouOraelosi': 8.211879969254615e-23, '@althourk': 8.211879969254615e-23, '@Am3liaGBall3w': 8.211879969254615e-23, '@amandacyr4': 8.211879969254615e-23, '@AmandaNicole487': 8.211879969254615e-23, '@AmberKraver': 8.211879969254615e-23, '@Ambiente_MM': 8.211879969254615e-23, '@NAAEEStaff': 0.018298796815847486, '@AmericanForests': 0.00036913144420395777, '@GreeningDetroit': 0.00036913144420395777, '@IslandWood': 0.0045098043814954785, '@CWF_FCF': 0.12287961433455542, '@amycoyote': 0.0832200415407808, '@courtney_beavan': 0.06742021740536329, '@fowl_love': 0.060132561203155833, '@amongstwits': 8.211879969254615e-23, '@ELKissner': 0.07243460664810938, '@AMuddyLife': 8.211879969254615e-23, '@amusebook': 8.211879969254615e-23, '@Rylone3': 0.06373638381957751, '@AnaLakhani': 8.211879969254615e-23, '@andrewbieler': 8.211879969254615e-23, '@kathleenaikens': 4.516533983090037e-21, '@andrewnepean': 2.0026870578410355e-10, '@AngieClarksmama': 8.211879969254615e-23, '@vickiemorgado1': 0.03371436950132092, '@Angiesthinkin': 8.211879969254615e-23, '@annabwild': 8.211879969254615e-23, '@BeWildON': 8.582438178709245e-15, '@annaisu': 8.211879969254615e-23, '@annasbelle': 8.211879969254615e-23, '@ElizAnnSeton': 2.002687057841036e-10, '@AnnasClass': 0.026130575406628765, '@AnnemarieHagan': 8.211879969254615e-23, '@visitpama': 5.9946723775558696e-21, '@AnneMarieOB19': 8.211879969254615e-23, '@DurhamCatholic': 2.7007344930533e-13, '@GanaraskaFC': 3.3677649592957336e-13, '@annie5133': 8.211879969254615e-23, '@AnnieCrawley': 6.458052340460965e-17, '@PatriciaNewman': 6.458085187980842e-17, '@ANPatterson317': 8.211879969254615e-23, '@antiochseattle': 0.0016206111151015174, '@gambassa': 0.0015066266765728137, '@AnushOConnor': 8.211879969254615e-23, '@Apps4Ecology': 0.007619283447825644, '@Learn_OnTheFly': 0.08536459296880068, '@aprendetips': 8.211879969254615e-23, '@AprilKelley07': 8.211879969254615e-23, '@Arbara0728B': 8.211879969254615e-23, '@ArcandjMs': 0.056805158153488335, '@Architecturhack': 8.211879969254615e-23, '@EZECNSW': 0.2354190246479571, '@ArizonaDEQ': 8.211879969254615e-23, '@arm_news': 8.211879969254615e-23, '@ArmstrongYYC': 0.01756676872588667, '@ArthurJChapman': 8.211879969254615e-23, '@BigHistoryPro': 0.02204622314645524, '@ArtPlaceAmerica': 8.211879969254615e-23, '@asforan': 8.211879969254615e-23, '@kristapetrie': 3.0383955886242063e-21, '@MatthewOldridge': 0.0121225450839625, '@ASMEMilwaukee': 8.211879969254615e-23, '@STEMhero': 2.8166748294543315e-20, '@ASRosentreter': 8.211879969254615e-23, '@AstronautThijs': 8.211879969254615e-23, '@jeffkirschner': 0.0005755043011847394, '@litterati': 0.007609279985194704, '@ATHeritageArea': 8.211879969254615e-23, '@AtifSherrif': 8.211879969254615e-23, '@ATS_Douglas': 8.211879969254615e-23, '@AudreyGoz': 8.211879969254615e-23, '@aungmoeeco': 8.211879969254615e-23, '@EPAresearch': 0.002507436829919246, '@avivaloca': 8.211879969254615e-23, '@aylward_tomas': 8.211879969254615e-23, '@B7Anto': 8.211879969254615e-23, '@BacktoNatureNet': 0.0007406330722337746, '@badgerforest': 8.211879969254615e-23, '@balmeras': 8.211879969254615e-23, '@bar_zie': 8.211879969254615e-23, '@jackiegerstein': 0.0007406330722337747, '@barbosa0415': 8.211879969254615e-23, '@Barlutti': 8.211879969254615e-23, '@bashaierk': 0.007619283447825622, '@TLBoudell': 0.0077721020280178115, '@BBPB_bali': 5.1936843735727775e-15, '@SparkShiftLab': 3.209873520459392e-15, '@bcaunter1': 8.211879969254615e-23, '@BCCFarm': 8.211879969254615e-23, '@OurGreenChange': 1.5602571941583764e-21, '@bcsanswers': 3.209873520459392e-15, '@wshsecology': 5.1936843735727775e-15, '@LShenstone': 0.1766530863887344, '@BCspecies': 8.211879969254615e-23, '@beachcat11': 8.211879969254615e-23, '@BEANOntario': 8.211879969254615e-23, '@BearTrust': 0.0011172610637463336, '@EEPSA': 0.0009397338888401421, '@parks4all': 8.451886944196389e-05, '@MrSoclassroom': 0.03305825529852911, '@beccakedenburg': 8.211879969254615e-23, '@BeckyBgomez3': 8.211879969254615e-23, '@BEd_UOIT': 8.211879969254615e-23, '@BeebeHealthcare': 8.211879969254615e-23, '@BeeHouzz': 8.211879969254615e-23, '@AFolkHero': 1.5602571941583764e-21, '@BeingExample': 8.211879969254615e-23, '@BelfountainGr2': 3.181450553297927e-14, '@BelfountainPS': 6.362901098383973e-14, '@deanneprins': 3.181450553297927e-14, '@BenDessen': 0.01924850033773257, '@BernardEcoTeam': 8.211879969254615e-23, '@edutopia': 0.04227313886456967, '@Beth_Christie_': 0.01767684332048136, '@cblack__': 0.01767684332048136, '@bethanyvsmith': 8.211879969254615e-23, '@harrell_art': 3.0383955886242063e-21, '@BethEdwards423': 8.211879969254615e-23, '@bethlisser': 0.03371436950132092, '@bettie_green': 8.211879969254615e-23, '@cpaws': 1.388667605391251e-14, '@bgreen': 8.211879969254615e-23, '@ChildrenNature': 0.0182485138787811, '@bgsulrnd': 2.1526950626602817e-17, '@gaofei9': 2.1526950626602817e-17, '@BhappiJJ': 8.211879969254615e-23, '@clclyne': 1.5602571941583764e-21, '@BHSAACPS': 8.211879969254615e-23, '@BidgeeLandcare': 8.211879969254615e-23, '@bidgeewidgee': 8.211879969254615e-23, '@vic72941': 0.10809265444946187, '@vivianharris45': 0.16931699669725037, '@bienenstock': 8.211879969254615e-23, '@BillBrydon': 8.211879969254615e-23, '@bjacobsc': 0.0016667461920352163, '@BillionOyster': 8.211879969254615e-23, '@Revkin': 8.950949166487537e-21, '@BillmillerBill': 8.211879969254615e-23, '@Sustainablehero': 1.6341641138816673e-20, '@BillNigh': 8.211879969254615e-23, '@BinaIsrani': 8.211879969254615e-23, '@Bio_Outreach': 8.211879969254615e-23, '@Smtp_Canada': 4.516533983090037e-21, '@BirdStudiesCan': 6.362901098383973e-14, '@Liza_Barney': 6.362901098383973e-14, '@bjmcgough': 8.211879969254615e-23, '@participatelrn': 0.03647200627749245, '@BL_Modular': 8.211879969254615e-23, '@BluebellBw': 8.211879969254615e-23, '@bluechannel24': 8.211879969254615e-23, '@blujay4534': 8.211879969254615e-23, '@Bo_Kohen': 8.211879969254615e-23, '@boggs_e': 8.211879969254615e-23, '@book_diva': 8.211879969254615e-23, '@BotSocSA': 4.4359361056865985e-15, '@KirstenboschNBG': 7.177495226686166e-15, '@boxy_': 8.211879969254615e-23, '@brad_crossman': 8.211879969254615e-23, '@Brainpool_EU': 8.211879969254615e-23, '@brasildeovelhas': 8.211879969254615e-23, '@brendankference': 8.211879969254615e-23, '@BrewongleEEC': 0.1299930990440206, '@Joe_Teft': 0.0855551649896064, '@cya_outside': 0.10126451207550395, '@FSCaustralia': 0.010629487878027123, '@briandonovan': 8.211879969254615e-23, '@brianne_yvonne': 8.211879969254615e-23, '@rfldn': 8.950949166487537e-21, '@BriarwoodLLC': 8.211879969254615e-23, '@BridalShuttle': 8.211879969254615e-23, '@BrilRedJoanne': 8.211879969254615e-23, '@JodyAllair': 8.950949166487537e-21, '@brisdaleps': 5.1936843735727775e-15, '@katlager': 3.209873520459392e-15, '@BrockBECE': 8.211879969254615e-23, '@BrockEducation': 8.211879969254615e-23, '@brookecarr80': 8.211879969254615e-23, '@BruceWard': 8.211879969254615e-23, '@UWCollegeOfEd': 0.0011703712800502776, '@bruni_brunella': 8.211879969254615e-23, '@KnoxHartford': 1.5602571941583764e-21, '@BryceRecsky': 8.211879969254615e-23, '@BSC_BC': 8.211879969254615e-23, '@VivianORC': 6.362901098383973e-14, '@BTCEA': 0.002579114915046101, '@bucknleaf': 8.211879969254615e-23, '@burntelmps': 0.008556666889374983, '@bwood___4': 8.211879969254615e-23, '@FocusOnForests': 6.807648494512067e-20, '@CaberTV': 8.211879969254615e-23, '@cadman_john': 8.211879969254615e-23, '@cherandpete': 0.03297373642908715, '@cadolles': 8.211879969254615e-23, '@CaGBC': 0.0027900865607727726, '@CanadaGreenJobs': 0.03411082119461526, '@CAGreenRibbon': 0.004864768756818018, '@CEEIN4u': 0.005232644912797991, '@projectwet': 0.0643369567485139, '@TheCACoast': 0.005232644912797991, '@cali_toranzo': 8.211879969254615e-23, '@CalSpillWatch': 8.211879969254615e-23, '@CA_Pesticides': 0.00039569890639639196, '@CambridgeEngZa': 8.211879969254615e-23, '@cameroma': 8.211879969254615e-23, '@cleanshorelines': 0.007862285876276324, '@CampKawartha': 3.0383955886242063e-21, '@NaturesYear': 0.0364790759036344, '@CanadaRenewable': 8.211879969254615e-23, '@CanadianFishn': 8.211879969254615e-23, '@CanGeoEdu': 8.211879969254615e-23, '@capn_madd_katt': 8.211879969254615e-23, '@CapobiaNB': 8.211879969254615e-23, '@CaraClimpsonLee': 8.211879969254615e-23, '@CarbonConvoCA': 8.211879969254615e-23, '@carissahalton': 8.211879969254615e-23, '@Caro42S': 8.211879969254615e-23, '@CarolBarash': 8.211879969254615e-23, '@caroljd1964': 8.211879969254615e-23, '@carolspeers': 8.211879969254615e-23, '@CarsonSieving': 8.211879969254615e-23, '@cascience': 0.005632832362360531, '@JoeyElle': 0.035892752303026125, '@castleoaksps': 8.211879969254615e-23, '@Catalina_Stout': 8.211879969254615e-23, '@CatherineJudd1': 0.017793857958391765, '@CDCasthma': 8.211879969254615e-23, '@CDCEnvironment': 8.211879969254615e-23, '@CDeeperlearning': 8.211879969254615e-23, '@WestSydUFood_Ag': 0.08399752464429042, '@CdnOnlineSchool': 8.211879969254615e-23, '@CDolmont': 0.056430345539020085, '@CentennialSP': 8.211879969254615e-23, '@mossomcreek': 4.435936105686595e-15, '@NoonsCreek': 7.177495226686161e-15, '@CentennialSrPS': 8.211879969254615e-23, '@cfectnews': 8.211879969254615e-23, '@CFrizelle': 8.211879969254615e-23, '@ChantalRegimbal': 8.211879969254615e-23, '@chaputski27': 0.007909523317953575, '@ChefDeannaNY': 8.211879969254615e-23, '@CherineSpirou': 0.10969633661583042, '@tevella71': 0.028217997733646458, '@FieldofMarsEEC': 0.12845531506311836, '@steve_papp': 0.13609153619599457, '@CherylSchnell': 8.211879969254615e-23, '@WisDPIenviroed': 3.0383955886242063e-21, '@CherylZelmer': 8.211879969254615e-23, '@HeatherMMcKay': 0.03328961480150399, '@ChescoChamber': 8.211879969254615e-23, '@StroudCenter': 3.0383955886242063e-21, '@mbingley': 0.034353968396102816, '@chocolat3b': 8.211879969254615e-23, '@chris_garces1': 8.211879969254615e-23, '@chrisobrienisok': 8.211879969254615e-23, '@chrisrob1106': 8.211879969254615e-23, '@ChristianLifeLd': 8.211879969254615e-23, '@KateHelene': 0.1497656089615079, '@DebHoggoz': 0.14880473229105737, '@MikeBartlettEdu': 0.11669270807331626, '@YES21stC': 0.02977635721831325, '@bournda': 0.051679162746146125, '@LongneckLagoon': 0.11626310823574884, '@RNP_EEC': 0.03649928427545074, '@coolaustralia': 0.08610912052773521, '@LSF_LST': 0.08801233914126214, '@nichall17': 0.09282400146717056, '@MRsalakas': 0.08383858576407793, '@CitSciOZ': 0.018705426317058974, '@Chronicle5': 8.211879969254615e-23, '@eIncBoston': 4.325382521937311e-15, '@CineSeda': 8.211879969254615e-23, '@CitizenCotto': 8.211879969254615e-23, '@inthebigmuddy': 3.0383955886242063e-21, '@ckoos1': 8.211879969254615e-23, '@clairewiththere': 8.211879969254615e-23, '@ClaudiaIMacias': 8.211879969254615e-23, '@claudioalpalice': 8.211879969254615e-23, '@CleanAirMoms_IA': 8.211879969254615e-23, '@CliftIndustries': 8.211879969254615e-23, '@CliftonPS': 8.871867694839211e-15, '@MrsStajduhar1A': 5.483118324117932e-15, '@ClimateWise2015': 8.211879969254615e-23, '@ClintonBreau': 8.211879969254615e-23, '@cmkelleyteach': 8.211879969254615e-23, '@cmr3958': 8.211879969254615e-23, '@cmresidents': 8.211879969254615e-23, '@coad4kids': 8.211879969254615e-23, '@CoastalJCU': 8.211879969254615e-23, '@Cobra_Principal': 8.211879969254615e-23, '@CodyMillerPKY': 1.983810935232186e-15, '@pkyongedrs': 3.209873520459392e-15, '@COEOoutdoors': 8.211879969254615e-23, '@ColbyCollege': 0.000806232102204583, '@HumanEcology': 0.00086721679532359, '@colchambers': 8.211879969254615e-23, '@computerjen': 8.211879969254615e-23, '@ConnectedGarden': 8.211879969254615e-23, '@envirochelle': 3.0228458454309607e-12, '@sshellery': 2.2128767423640755e-12, '@STEMTeachTools': 3.0228458454309607e-12, '@ConnectingTrue': 8.211879969254615e-23, '@connectinnature': 8.211879969254615e-23, '@contej': 8.211879969254615e-23, '@cooper4trustee': 8.211879969254615e-23, '@cordym': 4.664347822536624e-19, '@DavidSpencerEdu': 0.009793362018897842, '@CoreFav': 8.211879969254615e-23, '@corina_walker': 0.017793857958391765, '@cosydirect': 8.211879969254615e-23, '@CountrysidePDSB': 8.211879969254615e-23, '@CourseCreator': 8.211879969254615e-23, '@TAudubon': 3.0383955886242063e-21, '@CPIEcd': 8.211879969254615e-23, '@GRAINE_RA': 7.4728107720217e-21, '@CPSchoolCouncil': 8.211879969254615e-23, '@CPSgarden': 8.211879969254615e-23, '@CPTibbs': 8.211879969254615e-23, '@CranstonSchool': 8.211879969254615e-23, '@CrawshawAllan': 8.211879969254615e-23, '@CREATEenviro': 8.211879969254615e-23, '@kprschools': 1.4987978831518818e-13, '@CristinaGardens': 8.211879969254615e-23, '@Crozier_SI': 8.211879969254615e-23, '@CruisingKitty': 8.211879969254615e-23, '@CUGeology': 8.211879969254615e-23, '@CuriousDaffodil': 1.983810935232186e-15, '@PlumLandingPBS': 3.209873520459392e-15, '@CurrenCougars': 0.0036485569642359357, '@MoserMmoser': 0.0002759022507486818, '@cvr_synergy': 8.211879969254615e-23, '@CVWMA2': 8.211879969254615e-23, '@ilonadougherty': 0.04226632811556794, '@ForestSchoolCan': 0.02661364702285832, '@cwppra': 8.211879969254615e-23, '@planthugger': 0.007655740868498705, '@dancewithwonder': 8.211879969254615e-23, '@Dandeliondirtrd': 8.211879969254615e-23, '@daniel_ottmann': 8.211879969254615e-23, '@DanielaGinta': 8.211879969254615e-23, '@DaniLStocks': 8.211879969254615e-23, '@DasBridges': 8.211879969254615e-23, '@davidfprocter': 8.211879969254615e-23, '@Davidso8Darlene': 8.211879969254615e-23, '@LauraGilchrist4': 0.0007406330722337746, '@seagreenED': 0.0007406330722337746, '@Mr_Crozier': 0.06109010810999397, '@DSSSEcoAction': 0.011161326484730108, '@leslie_edu': 0.012005503588960716, '@dawnbazely': 8.211879969254615e-23, '@gladyswlkong': 4.516533983090037e-21, '@dbudlovsky': 8.211879969254615e-23, '@DCPSEco': 8.211879969254615e-23, '@DeanShpprd': 8.211879969254615e-23, '@DebiJules': 8.211879969254615e-23, '@Deborah_Baer': 8.211879969254615e-23, '@deeptimerocks': 8.211879969254615e-23, '@DeidreAusten': 8.211879969254615e-23, '@DELawSchool': 1.983810935232186e-15, '@UMKCLaw': 3.209873520459392e-15, '@DellaLataille': 8.211879969254615e-23, '@deni_nancy': 8.211879969254615e-23, '@DenisonJudi': 8.211879969254615e-23, '@DeronBilous': 8.211879969254615e-23, '@DFLinton': 0.00250861710290432, '@DFWM_MONTREAL': 8.211879969254615e-23, '@DianeN56': 8.211879969254615e-23, '@DibellinDiane': 8.211879969254615e-23, '@digitalcloudgal': 8.211879969254615e-23, '@digitalperiod': 8.211879969254615e-23, '@director_fv': 8.211879969254615e-23, '@DiveNag': 8.211879969254615e-23, '@dkemball': 8.211879969254615e-23, '@DLitowski': 8.211879969254615e-23, '@DMashak': 8.211879969254615e-23, '@selfgovwest': 4.516533983090037e-21, '@doccarpenter': 8.211879969254615e-23, '@NBNC_VT': 0.012037585200490728, '@DoggedWaterCo': 8.211879969254615e-23, '@envirojer': 0.09118221673372566, '@DoloresCascone': 8.211879969254615e-23, '@DoreenDunne': 8.211879969254615e-23, '@dori5': 8.211879969254615e-23, '@dovetailinc': 8.211879969254615e-23, '@dowhatulove247': 8.211879969254615e-23, '@DP_Dietrich': 8.211879969254615e-23, '@DPaulsonSTEM': 8.211879969254615e-23, '@Dr_chrishair': 8.211879969254615e-23, '@dr_riina': 8.211879969254615e-23, '@DRBC1961': 8.211879969254615e-23, '@DrBGillette': 1.983810935232186e-15, '@PowellGardens': 3.209873520459392e-15, '@DreamRiderHQ': 0.04797693640471428, '@DREandVICKI': 8.211879969254615e-23, '@drfr4n': 8.211879969254615e-23, '@DrMazzula': 8.211879969254615e-23, '@NLM_SIS': 1.5602571941583765e-20, '@DrQuesada': 8.211879969254615e-23, '@DrTillieHarris': 8.211879969254615e-23, '@femaregion2': 1.5602571941583764e-21, '@dtangred': 8.211879969254615e-23, '@erinmutch': 1.5602571941583764e-21, '@duncwhite': 0.01633169308968891, '@ndhalls': 0.01756676872588667, '@e_malyk': 8.211879969254615e-23, '@eamorrowesq': 8.211879969254615e-23, '@EANumeracy': 8.211879969254615e-23, '@earth2holly': 8.211879969254615e-23, '@Earthducation': 8.211879969254615e-23, '@earthforce': 3.209873520459392e-15, '@vincemeldrum': 1.983810935232186e-15, '@EarthVitalSigns': 8.211879969254615e-23, '@EastWestLit': 8.211879969254615e-23, '@ece_fs': 8.211879969254615e-23, '@Jackiecoryell': 1.5602571941583764e-21, '@eco_partners': 8.211879969254615e-23, '@EcoCentres': 0.03567076644164622, '@ecoclub_ffm': 0.0068972098782378866, '@FFMcGinnCES': 0.0068972098782378866, '@scorvese': 0.006412238248367506, '@ecodigitography': 8.211879969254615e-23, '@EcoFriendlySask': 0.002507436829919053, '@SEPNetwork': 0.033163329611727355, '@EcoSchools': 0.05190139561969873, '@TrumacarPrimary': 0.003924459214984445, '@EcoSchoolsTDSB': 0.05190139561969873, '@ecyspokane': 8.211879969254615e-23, '@Ed_Tmprince': 8.211879969254615e-23, '@EdCamp905': 8.211879969254615e-23, '@edcampGSU': 8.211879969254615e-23, '@LHuffling': 1.7211656070732536e-14, '@NSTA': 2.1462627791991646e-14, '@eden_janna': 8.211879969254615e-23, '@Mr_Marshall': 8.285786888977911e-20, '@EdenwoodMS': 8.211879969254615e-23, '@EdGameTec': 8.211879969254615e-23, '@sustain_a_b0wl': 1.5602571941583764e-21, '@EdmScience': 8.211879969254615e-23, '@EdSpeakersCo': 8.211879969254615e-23, '@edtechsynergy': 8.211879969254615e-23, '@EdTechTill': 8.211879969254615e-23, '@educationarena': 8.211879969254615e-23, '@EEASC1': 3.209873520459392e-15, '@RSWCD': 1.983810935232186e-15, '@EHordyskiLuong': 8.211879969254615e-23, '@museumofscience': 6.998614859890294e-15, '@EIRCorg': 8.211879969254615e-23, '@ejabel2': 8.211879969254615e-23, '@ElaineE1ho': 8.211879969254615e-23, '@GreenLearning': 0.0005445419832202105, '@elemenous': 8.211879969254615e-23, '@MsYorksClass': 0.0070742490847240476, '@EliaMSLibraryLC': 8.211879969254615e-23, '@JFVandermeij': 5.9946723775558696e-21, '@mcd_boulanger': 5.772951618385994e-20, '@ElisaLitvin': 8.211879969254615e-23, '@ElizabethBastos': 8.211879969254615e-23, '@ElizabethNeves6': 8.211879969254615e-23, '@emahoneywest': 8.211879969254615e-23, '@EmbarrassingPET': 8.211879969254615e-23, '@EMillerFCPSAA': 8.211879969254615e-23, '@EmmanuelQ': 8.211879969254615e-23, '@emmoretti': 8.211879969254615e-23, '@MrsMorgado1': 1.8689670769650386e-13, '@StTimothyDPCDSB': 1.498797883151881e-13, '@StTimsEcoTeam': 2.7007344930532985e-13, '@Energy_Lit': 8.211879969254615e-23, '@enerscore': 8.211879969254615e-23, '@EnertechB': 8.211879969254615e-23, '@envir490': 8.211879969254615e-23, '@pie_saster': 1.5602571941583764e-21, '@envirochap_d': 8.211879969254615e-23, '@TheBurdenFilm': 0.007459239542243369, '@EnvirologicTech': 8.211879969254615e-23, '@EnvironEdofIL': 8.211879969254615e-23, '@environmentaide': 8.211879969254615e-23, '@EnvironmentYork': 8.211879969254615e-23, '@EPAclimatectr': 8.211879969254615e-23, '@EPAgreenbldg': 8.211879969254615e-23, '@EPAland': 8.211879969254615e-23, '@EPAnewengland': 8.211879969254615e-23, '@EPAregion3': 8.211879969254615e-23, '@EPAregion7': 8.211879969254615e-23, '@EPN_SouthBayLA': 8.211879969254615e-23, '@EricHarvieSchl': 8.211879969254615e-23, '@MamaJoules': 0.03297373642908715, '@Erik20234': 8.211879969254615e-23, '@Erin_YYC': 8.211879969254615e-23, '@lbingley': 1.5602571941583764e-21, '@ErinDealey': 8.211879969254615e-23, '@esargent184': 8.211879969254615e-23, '@ESGenviroclub': 8.211879969254615e-23, '@EthiopiaOnline': 8.211879969254615e-23, '@EvaApelqvist': 8.211879969254615e-23, '@Evo_Explorer': 8.211879969254615e-23, '@Ew331Melissa': 8.211879969254615e-23, '@ExploLive': 8.211879969254615e-23, '@ExpTotalHealth': 8.211879969254615e-23, '@eye4msu': 8.211879969254615e-23, '@Ezab1': 8.211879969254615e-23, '@JAnnSheridan': 0.017793857958391765, '@hollowsashomes': 0.017793857958391765, '@FairMountain': 8.211879969254615e-23, '@FaithCommonGood': 8.211879969254615e-23, '@FalakSaleem159': 8.211879969254615e-23, '@FalconridgeCBE': 8.211879969254615e-23, '@FarrahFazia': 8.211879969254615e-23, '@msvdevine': 0.003054383617305799, '@fayzaprebtani': 8.211879969254615e-23, '@FDKlorenville': 8.211879969254615e-23, '@FieldsAECG': 8.211879969254615e-23, '@findog99': 8.211879969254615e-23, '@fionammorrison': 8.211879969254615e-23, '@firstgreatwater': 8.211879969254615e-23, '@fishingprofs': 8.211879969254615e-23, '@FoodNasta': 8.211879969254615e-23, '@FoodSharer': 8.211879969254615e-23, '@Fooshroo': 8.211879969254615e-23, '@forestleaderBH': 8.211879969254615e-23, '@forestofavon': 8.211879969254615e-23, '@ForgeRat': 8.211879969254615e-23, '@FosteringSols': 1.4124433547117933e-20, '@franharrop': 8.211879969254615e-23, '@FranVanisle': 8.211879969254615e-23, '@FredVillaume': 8.211879969254615e-23, '@FriendlyForrest': 8.211879969254615e-23, '@friesenmelanie': 8.211879969254615e-23, '@youthwavemakers': 0.01623062917805253, '@fruitcandybar': 8.211879969254615e-23, '@FSNatureLIVE': 8.211879969254615e-23, '@usfs_nrs': 8.950949166487537e-21, '@FSS_Tech': 8.211879969254615e-23, '@FutureJustice0': 8.211879969254615e-23, '@gaga20219gs': 8.211879969254615e-23, '@gallienus': 8.211879969254615e-23, '@games4teaching': 8.211879969254615e-23, '@Garethomson': 8.211879969254615e-23, '@GaribottiAM': 8.211879969254615e-23, '@GaryM': 8.211879969254615e-23, '@echo_nature': 0.006455208678786527, '@garza3315': 8.211879969254615e-23, '@GENEius_Science': 8.211879969254615e-23, '@geo_teira': 8.211879969254615e-23, '@KathyWorobec': 0.004033968337023101, '@GeofferyKehrig': 8.211879969254615e-23, '@GeoffKennah': 8.211879969254615e-23, '@GeoGtzz': 8.211879969254615e-23, '@Georgeann8956': 8.211879969254615e-23, '@GFT2day': 8.211879969254615e-23, '@ggbeck': 8.211879969254615e-23, '@ggomezvarua': 8.211879969254615e-23, '@GiboJess': 8.211879969254615e-23, '@girlshealth': 8.211879969254615e-23, '@giuseppemerlin8': 8.211879969254615e-23, '@GL_Explorations': 8.211879969254615e-23, '@GlobalEE2016': 1.5602571941583764e-21, '@gm8585': 0.01700140043114641, '@gnyagg': 8.211879969254615e-23, '@Goosewalker': 8.211879969254615e-23, '@goproject': 8.211879969254615e-23, '@gorillalms': 8.211879969254615e-23, '@governmentbuzz': 8.211879969254615e-23, '@Gowest_inFDK': 8.211879969254615e-23, '@gpduhon': 8.211879969254615e-23, '@Gr8LakesLady': 8.211879969254615e-23, '@Grade1TweetsBA': 2.0026868425723506e-10, '@Grade4F3SFV': 8.211879969254615e-23, '@grade4wonders': 8.211879969254615e-23, '@GreenClubAS': 3.0383955886242063e-21, '@Grade6Griffins': 8.211879969254615e-23, '@GRC_News': 8.211879969254615e-23, '@green_ombudsman': 8.211879969254615e-23, '@GreenAcorns': 8.211879969254615e-23, '@Kimberly_Gray': 4.119360362287069e-05, '@Greennomad73': 8.211879969254615e-23, '@GreenSchoolsNN': 8.211879969254615e-23, '@greenseattle': 8.211879969254615e-23, '@greensquad14': 2.0026868425723506e-10, '@greenVCC': 8.211879969254615e-23, '@Greg_P_Nichols': 8.211879969254615e-23, '@Grim_Law': 8.211879969254615e-23, '@grnmn1': 8.211879969254615e-23, '@groundworkpdx': 8.211879969254615e-23, '@GrouperDoc': 8.211879969254615e-23, '@GrsoukupGreg': 8.211879969254615e-23, '@grumblesthacook': 8.211879969254615e-23, '@GUC_Info': 8.211879969254615e-23, '@GuidaMicael': 8.211879969254615e-23, '@GUSDSUPT': 8.211879969254615e-23, '@GVCatholic': 2.0026868425723506e-10, '@gwenckatz': 8.211879969254615e-23, '@GWSGrade1s': 8.211879969254615e-23, '@H2OAlliance': 8.211879969254615e-23, '@hackerlibrarian': 8.211879969254615e-23, '@HaltonMGs': 8.211879969254615e-23, '@HameedEd': 1.983810935232186e-15, '@ThornLodgePS': 3.209873520459392e-15, '@HandsOnArtists': 8.211879969254615e-23, '@hapara_team': 1.5602571941583764e-21, '@hazleheadschool': 8.211879969254615e-23, '@hbreen2165': 8.211879969254615e-23, '@heartfeltlauren': 8.211879969254615e-23, '@hechternacht': 8.211879969254615e-23, '@henhere': 8.211879969254615e-23, '@hernick_': 8.211879969254615e-23, '@Hfactor241': 8.211879969254615e-23, '@hhsatilmis': 8.211879969254615e-23, '@HillsideOE': 8.211879969254615e-23, '@Hipwords_writer': 8.211879969254615e-23, '@hnk511': 8.211879969254615e-23, '@Hollywood3Love': 8.211879969254615e-23, '@hortancaster': 8.211879969254615e-23, '@Howell2Mike': 8.211879969254615e-23, '@HStemtastic': 8.211879969254615e-23, '@HuffmanVicki': 8.211879969254615e-23, '@HumberviewSS': 8.211879969254615e-23, '@IanEcoCheck': 8.211879969254615e-23, '@ianfairhurst': 8.211879969254615e-23, '@iantindal': 8.211879969254615e-23, '@IcsStef': 8.211879969254615e-23, '@idpetition': 8.211879969254615e-23, '@IncosStrategies': 8.211879969254615e-23, '@InsightAlberta': 8.211879969254615e-23, '@InSunWeTrust': 8.211879969254615e-23, '@IOERC7': 8.211879969254615e-23, '@irasocol': 8.211879969254615e-23, '@IrvineNature': 8.211879969254615e-23, '@AnimalTales': 3.0383955886242063e-21, '@isabelrodreegiz': 8.211879969254615e-23, '@iSchoolSU': 2.667457409817207e-12, '@NorthCarolinaEE': 4.962878103482507e-12, '@IslandRooms': 8.211879969254615e-23, '@IsraelNewsNow': 8.211879969254615e-23, '@isurus9': 8.211879969254615e-23, '@itknowingness': 8.211879969254615e-23, '@ITOFoundation': 8.211879969254615e-23, '@JackieMatt66': 8.211879969254615e-23, '@jacksmith2030': 8.211879969254615e-23, '@Jackthelad1947': 8.211879969254615e-23, '@Jacob_Derenne': 8.211879969254615e-23, '@Jacobcha4': 8.211879969254615e-23, '@jaguarchris4': 8.211879969254615e-23, '@jaime_brush': 8.211879969254615e-23, '@JamesRoy': 8.211879969254615e-23, '@focus2achieve': 3.0383955886242063e-21, '@JanisIrwin': 8.211879969254615e-23, '@janjigian244': 8.211879969254615e-23, '@JanManimoi': 8.211879969254615e-23, '@jannaebridgeman': 8.211879969254615e-23, '@jaroland74': 8.211879969254615e-23, '@jaschill81': 8.211879969254615e-23, '@JasonBruderer': 8.211879969254615e-23, '@JasonBuccheri': 8.211879969254615e-23, '@JasonKappan': 8.211879969254615e-23, '@jaydee_ell': 8.211879969254615e-23, '@JayleneBrass1': 8.211879969254615e-23, '@JayWigmore': 0.03837471632594003, '@Jazeyfantazy': 8.211879969254615e-23, '@Jazmin_Ortega': 8.211879969254615e-23, '@jbarenburg': 8.211879969254615e-23, '@jbeyer75': 8.211879969254615e-23, '@jdlovesLA': 8.211879969254615e-23, '@jeffvardy': 8.211879969254615e-23, '@jenkatwork': 0.0013840152225533897, '@JennMacBrown': 8.211879969254615e-23, '@JennyMBurns': 8.211879969254615e-23, '@JennySeydel': 8.211879969254615e-23, '@JenWright9': 8.211879969254615e-23, '@JessCHanks': 8.211879969254615e-23, '@jessicaprodor': 8.211879969254615e-23, '@JessicaWoolliam': 8.211879969254615e-23, '@jgreen1570': 8.211879969254615e-23, '@Jill_Pattison': 8.211879969254615e-23, '@JKRosebluff': 4.146502155141442e-15, '@SkScienceCentre': 6.70918090934514e-15, '@jltill': 8.211879969254615e-23, '@jmcconville1000': 0.0005891082508077362, '@jmcdougaldps': 8.211879969254615e-23, '@joanofawk': 8.211879969254615e-23, '@JoanRuf': 8.211879969254615e-23, '@JodiKuriger': 8.211879969254615e-23, '@joebags24': 8.211879969254615e-23, '@jonemasonmc': 8.211879969254615e-23, '@JordanAtlas23': 8.211879969254615e-23, '@JordanKamer': 8.211879969254615e-23, '@josephenderson': 8.211879969254615e-23, '@joshpena14': 8.211879969254615e-23, '@journeynorthED': 0.051901395619698705, '@joyce82506190': 8.211879969254615e-23, '@JoYohana': 0.0068687630712538335, '@jradojkovich': 8.211879969254615e-23, '@juanitag': 8.211879969254615e-23, '@JujyCakes': 8.211879969254615e-23, '@JuliaBurgess': 8.211879969254615e-23, '@JuliaDeRose3': 1.745240862625718e-12, '@MsPizzolon': 1.2776049828873608e-12, '@YRDSBGetOut': 1.745240862625718e-12, '@jwsimmer': 8.211879969254615e-23, '@kaamartseth': 8.211879969254615e-23, '@dean_anonym': 1.5602571941583764e-21, '@KACEEandKGS': 8.211879969254615e-23, '@KaijaF': 8.211879969254615e-23, '@KalaVandeberg': 8.211879969254615e-23, '@MaryCunningham_': 1.5602571941583764e-21, '@KamalKheraLib': 8.211879969254615e-23, '@kamla_sharbear': 8.211879969254615e-23, '@KateDobson12': 8.211879969254615e-23, '@KatieLMHash': 8.211879969254615e-23, '@katsogianopoulo': 8.211879969254615e-23, '@katyscott22': 0.03297373642908715, '@Kaymie': 8.211879969254615e-23, '@kaysuza': 8.211879969254615e-23, '@kb_leecaster': 8.211879969254615e-23, '@KCBOMBARD': 8.211879969254615e-23, '@kcharlesocsb': 8.211879969254615e-23, '@KE_America': 8.211879969254615e-23, '@kegemen46': 8.211879969254615e-23, '@Kelly_M_Wright': 8.211879969254615e-23, '@kellyeskerod': 8.211879969254615e-23, '@kelvossen': 8.211879969254615e-23, '@ADutke': 1.5602571941583764e-21, '@Kemurphyshawca1': 8.211879969254615e-23, '@kennycooks': 8.211879969254615e-23, '@kerrymackin': 8.211879969254615e-23, '@kerryn_t': 8.211879969254615e-23, '@Kids_CountrySRV': 8.211879969254615e-23, '@kidsandcaffeine': 8.211879969254615e-23, '@KieraKent': 8.211879969254615e-23, '@kimbutterfly': 8.211879969254615e-23, '@kimgauthier3': 8.211879969254615e-23, '@kindercanuck': 8.211879969254615e-23, '@KinderCurator': 8.211879969254615e-23, '@kinderkfoley': 8.211879969254615e-23, '@natureplaysign': 0.013114521775528815, '@kirschan': 8.211879969254615e-23, '@kittycochrane': 8.211879969254615e-23, '@KL_CornellPress': 0.0013840152225533897, '@klewis_prieur': 8.211879969254615e-23, '@stpatricksIRISH': 2.002687057841036e-10, '@klr16': 8.211879969254615e-23, '@km50robinson': 8.211879969254615e-23, '@KnowltonCockett': 0.0013840152225533897, '@kokopellez': 8.211879969254615e-23, '@KonaDawg': 8.211879969254615e-23, '@kristin_alie': 8.211879969254615e-23, '@KristinCHarr': 8.211879969254615e-23, '@ktbromberg': 8.211879969254615e-23, '@ktlewis14': 8.211879969254615e-23, '@kzelmer': 3.0383955886242063e-21, '@L4peaceLaura': 8.211879969254615e-23, '@ladyoftheoak': 8.211879969254615e-23, '@LainaBarley': 8.211879969254615e-23, '@LakeGuardian': 8.211879969254615e-23, '@lalojimjuarez': 8.211879969254615e-23, '@laura_magrath': 8.211879969254615e-23, '@Laura_Warburton': 8.211879969254615e-23, '@laurabWB': 8.211879969254615e-23, '@LauraLane11': 8.211879969254615e-23, '@LaurierGreen': 8.211879969254615e-23, '@Law1Gloria': 8.211879969254615e-23, '@lawbibliophile': 8.211879969254615e-23, '@LBBirney': 8.211879969254615e-23, '@LBLNature': 1.5602571941583764e-21, '@lcfralick42': 8.211879969254615e-23, '@ldiazammo': 8.211879969254615e-23, '@LdnOntCommunity': 8.211879969254615e-23, '@NatureMattersVa': 0.007043023170828113, '@VirginiaDCR': 0.006455208678786527, '@ChatSalad': 0.006455208678786527, '@MirandaRHK': 0.05443214508350081, '@LearnFromNature': 8.211879969254615e-23, '@learningmurd': 0.01700140043114641, '@learnPSNSW': 8.211879969254615e-23, '@ledwards_l': 8.211879969254615e-23, '@leila_wills': 8.211879969254615e-23, '@LemireMichelle': 8.211879969254615e-23, '@Lemurprincess': 8.211879969254615e-23, '@Lesesky': 8.211879969254615e-23, '@LfSScotland': 8.211879969254615e-23, '@lhendersonsmall': 8.211879969254615e-23, '@m_h_allen': 9.551724146128222e-15, '@Libramlad': 8.211879969254615e-23, '@LifeGreenGroup': 8.211879969254615e-23, '@linda_santilli': 8.211879969254615e-23, '@LindaBouzanis': 8.211879969254615e-23, '@LINEBristol': 8.211879969254615e-23, '@Livable4All': 8.211879969254615e-23, '@LiveGourmet': 8.211879969254615e-23, '@Living_Almanac': 8.211879969254615e-23, '@LizUgoEYC': 8.211879969254615e-23, '@LLummiss': 8.211879969254615e-23, '@Llunee1': 8.211879969254615e-23, '@lmerrim': 8.211879969254615e-23, '@ozarknatsci': 4.305381913440594e-17, '@LndOntRetweets': 8.211879969254615e-23, '@LoudounEarthDay': 8.211879969254615e-23, '@louisearbourfi': 8.211879969254615e-23, '@MmeBergevin': 1.5602571941583764e-21, '@lscott1967': 8.211879969254615e-23, '@LTHSAPES': 8.211879969254615e-23, '@Macdlcross': 8.211879969254615e-23, '@ThinkEarthEd': 4.516533983090037e-21, '@madameaiello': 8.211879969254615e-23, '@MadameNguyen': 8.211879969254615e-23, '@Madelle10': 8.211879969254615e-23, '@maggiefay_': 8.211879969254615e-23, '@MaggieSmylie': 8.211879969254615e-23, '@magikbegins': 8.211879969254615e-23, '@makufka': 8.211879969254615e-23, '@saracole': 0.0013840152225533897, '@marcelniederer5': 8.211879969254615e-23, '@MargaretE211': 8.211879969254615e-23, '@MariahNPhillips': 8.211879969254615e-23, '@marine_bio_hull': 8.211879969254615e-23, '@markhaarmann': 8.211879969254615e-23, '@MaRkrRSPB': 8.211879969254615e-23, '@MarlaPaxton': 8.211879969254615e-23, '@maropacheco59': 8.211879969254615e-23, '@martinjhall1': 8.211879969254615e-23, '@MarylandLover': 8.211879969254615e-23, '@matthieunappee9': 8.211879969254615e-23, '@matthulley13': 1.983810935232186e-15, '@ProjectPeachUK': 3.209873520459392e-15, '@MaureenShenher': 8.211879969254615e-23, '@MauricioArgoteC': 8.211879969254615e-23, '@MBGTeenNetwork': 8.211879969254615e-23, '@MBStudent': 8.211879969254615e-23, '@MburaKenya': 8.211879969254615e-23, '@mbylsma': 8.211879969254615e-23, '@McCarrenBill': 8.211879969254615e-23, '@MCFeneley': 8.211879969254615e-23, '@McHughEduCentre': 2.0026868425723506e-10, '@mclibdotnet': 8.211879969254615e-23, '@mclloyd86': 8.211879969254615e-23, '@MCOdd62': 8.211879969254615e-23, '@MCOE_Now': 8.211879969254615e-23, '@MCTTRAIN1': 8.211879969254615e-23, '@mcudney': 8.211879969254615e-23, '@MDCPSCapital': 8.211879969254615e-23, '@MDnaturalist': 8.211879969254615e-23, '@meadvillps': 8.211879969254615e-23, '@medeiros_martin': 8.211879969254615e-23, '@MeganKautzer': 8.211879969254615e-23, '@meghan_417': 8.211879969254615e-23, '@mevingham': 8.211879969254615e-23, '@mezzosue': 8.211879969254615e-23, '@MG_Ontario': 8.211879969254615e-23, '@MGGS_CEE': 8.211879969254615e-23, '@MGGS_SouthYarra': 8.211879969254615e-23, '@michaelkinder': 8.211879969254615e-23, '@Michellestwitr': 8.211879969254615e-23, '@MidEarly': 8.211879969254615e-23, '@miguelearaujop': 8.211879969254615e-23, '@miguelmcminn': 8.211879969254615e-23, '@mihrjan': 8.211879969254615e-23, '@MiJiKim3': 8.211879969254615e-23, '@MikeMorris24B': 8.211879969254615e-23, '@mikewh': 8.211879969254615e-23, '@MillarWestern': 8.211879969254615e-23, '@millinium02': 8.211879969254615e-23, '@MilneOEC': 8.211879969254615e-23, '@MinnesotaEE': 8.211879969254615e-23, '@missalmberg': 0.03297373642908715, '@missbeddow': 8.211879969254615e-23, '@MissFajardoC': 8.211879969254615e-23, '@Mississauga_Cal': 8.211879969254615e-23, '@missouriEE': 8.211879969254615e-23, '@mjtravaille': 8.211879969254615e-23, '@mkbamford': 8.211879969254615e-23, '@mkkinderdesign': 8.211879969254615e-23, '@mkmknani': 8.211879969254615e-23, '@mmdetrick': 8.211879969254615e-23, '@MmeHibou40': 8.211879969254615e-23, '@mmenicoletti': 8.211879969254615e-23, '@MobileMovieMag': 8.211879969254615e-23, '@MollyFeldstein': 8.211879969254615e-23, '@MonicaIbacache': 8.211879969254615e-23, '@MonsieurPareja': 8.211879969254615e-23, '@moralesandbee': 8.211879969254615e-23, '@moreno_jfm': 8.211879969254615e-23, '@morerye': 8.211879969254615e-23, '@mpchristiner': 8.211879969254615e-23, '@MPJ_Prin': 8.211879969254615e-23, '@mr_comstock': 8.211879969254615e-23, '@mr_isaacs': 8.211879969254615e-23, '@MrsMurat': 3.0383955886242063e-21, '@tina_zita': 0.03297373642908715, '@Mr_Reyes_Hist': 8.211879969254615e-23, '@MzMozer': 0.04797693640471428, '@Mr_Sciortino': 8.211879969254615e-23, '@mrclarke7': 8.211879969254615e-23, '@MrCoops89': 8.211879969254615e-23, '@MrDulku': 8.211879969254615e-23, '@MrDustoRBPS': 8.211879969254615e-23, '@MrGearrensClass': 8.211879969254615e-23, '@NCReserve': 5.765092352683034e-12, '@TurnerCreekES': 5.765092352683034e-12, '@MrHamstraTweets': 8.211879969254615e-23, '@MrMansueto': 8.211879969254615e-23, '@MrMatthewNg': 8.211879969254615e-23, '@mrmuzzdog': 8.211879969254615e-23, '@jenniferatkinso': 1.5602571941583764e-21, '@MrP_Tweeting': 8.211879969254615e-23, '@mrs_rbrown': 8.211879969254615e-23, '@MrsBteaching': 8.211879969254615e-23, '@MrsGeekChic': 8.211879969254615e-23, '@MrsHansonSusan': 8.211879969254615e-23, '@MrsHearder': 8.211879969254615e-23, '@MrsHelenDouglas': 8.211879969254615e-23, '@MrsHughesx': 8.211879969254615e-23, '@MrsKHenderson': 8.211879969254615e-23, '@mrslyonsgrade3': 8.211879969254615e-23, '@MrsMehtaMusic': 8.211879969254615e-23, '@MrsNeal0': 0.033178935814604855, '@ONTSpecialNeeds': 0.0027138164884220255, '@MrsNFarenick': 8.211879969254615e-23, '@mrstepien': 0.012598396991849671, '@YourRiverwood': 0.0024994960800143688, '@MRSSsd42': 8.211879969254615e-23, '@MrsSwatogor': 8.211879969254615e-23, '@MrsTindale': 8.211879969254615e-23, '@MrWigmoresclass': 8.211879969254615e-23, '@ms_forrest': 8.211879969254615e-23, '@Ms_Konings': 8.211879969254615e-23, '@ms_maxx': 8.211879969254615e-23, '@Ms_SAndrews': 8.211879969254615e-23, '@MsADeJong': 8.211879969254615e-23, '@MsBirchard': 8.211879969254615e-23, '@mscurrieskinder': 8.211879969254615e-23, '@MsG_ShelterBay': 8.211879969254615e-23, '@MsGandhi123': 8.211879969254615e-23, '@MsJamieLy': 8.211879969254615e-23, '@mskala3': 8.211879969254615e-23, '@mskyliedale': 8.211879969254615e-23, '@msladylainey': 8.211879969254615e-23, '@msleford_g': 8.211879969254615e-23, '@msp472': 8.211879969254615e-23, '@msstewart': 8.211879969254615e-23, '@MsSumra1': 8.211879969254615e-23, '@MsTayica': 8.211879969254615e-23, '@MsVilladsen': 8.211879969254615e-23, '@MsWelbergen': 0.04997513686023356, '@Mturnermc': 8.211879969254615e-23, '@MugeAvcioglu': 8.211879969254615e-23, '@MumbiNMaina': 8.211879969254615e-23, '@muvaffakiyet': 8.211879969254615e-23, '@MVChertan': 8.211879969254615e-23, '@MyTownTutorsMA': 8.211879969254615e-23, '@NEEFusa': 0.0015066266765743292, '@nadine1osborne': 8.211879969254615e-23, '@NancyPeelSB': 8.211879969254615e-23, '@NatBioTeach': 8.211879969254615e-23, '@NatlAfterSchool': 8.211879969254615e-23, '@natlearn': 8.211879969254615e-23, '@naturalinquirer': 8.211879969254615e-23, '@naturalleaders': 8.211879969254615e-23, '@NatureVibezzz': 8.211879969254615e-23, '@NayiDishaStudio': 8.211879969254615e-23, '@NDE_GOV': 8.211879969254615e-23, '@NDHS_Ottawa': 2.0026868425723506e-10, '@NEAHealthy': 8.211879969254615e-23, '@slowfamily': 0.00011398443852964043, '@NeilGussman': 8.211879969254615e-23, '@NESCWVU': 8.211879969254615e-23, '@NetToolsGalore': 8.211879969254615e-23, '@NettTech': 8.211879969254615e-23, '@neufeld_an': 8.211879969254615e-23, '@laura_h_obrien': 1.5602571941583764e-21, '@NewTechScience': 8.211879969254615e-23, '@NFFTT': 8.211879969254615e-23, '@NicStrs': 8.211879969254615e-23, '@nikulak': 8.211879969254615e-23, '@NiliMajumder': 8.211879969254615e-23, '@NJGrow': 8.211879969254615e-23, '@NLM_K12': 8.211879969254615e-23, '@nlmcgee': 8.211879969254615e-23, '@NLWildlife': 8.211879969254615e-23, '@NodeSystems': 8.211879969254615e-23, '@Non_Toxic_Kids': 8.211879969254615e-23, '@NoreenNuzhat': 8.211879969254615e-23, '@NorfolkEYFS': 8.211879969254615e-23, '@NorfolkTour': 8.211879969254615e-23, '@NRatwatte': 8.211879969254615e-23, '@NRCS_CT': 8.211879969254615e-23, '@NRGrenaissance': 8.211879969254615e-23, '@NShrubs': 8.211879969254615e-23, '@nspma': 8.211879969254615e-23, '@nstulak': 8.211879969254615e-23, '@nthistorian': 8.211879969254615e-23, '@ntrlconnections': 8.211879969254615e-23, '@ntxscied': 8.211879969254615e-23, '@NUCA_RI': 8.211879969254615e-23, '@numbalum89': 8.211879969254615e-23, '@nycbotanist': 8.211879969254615e-23, '@NYEnviroFund': 8.211879969254615e-23, '@NYFarmer': 8.211879969254615e-23, '@NygaroMy': 8.211879969254615e-23, '@NYSFoz': 8.211879969254615e-23, '@OAK_Updates': 8.211879969254615e-23, '@obrien_damian': 8.211879969254615e-23, '@oceantruths': 8.211879969254615e-23, '@OCESS': 8.211879969254615e-23, '@SJAocsb': 1.4777080652036e-10, '@SLEC_LEO': 2.0026868425723506e-10, '@OCT_OEEO': 8.211879969254615e-23, '@OliviaParkZZ': 8.211879969254615e-23, '@onahunttoday': 8.211879969254615e-23, '@onekellycas': 8.211879969254615e-23, '@organicgay': 8.211879969254615e-23, '@OSMTownship': 8.211879969254615e-23, '@osstfd19_otbu': 8.211879969254615e-23, '@Outdoor_Easy': 8.211879969254615e-23, '@OutdoorAmy': 8.211879969254615e-23, '@outdooredgirl': 8.211879969254615e-23, '@OutdoorFamMag': 8.211879969254615e-23, '@OzPIEF': 0.03567076644164622, '@PaddleNiagara': 8.211879969254615e-23, '@PAESTA': 8.211879969254615e-23, '@pamela_dixon': 8.211879969254615e-23, '@pantheracad': 8.211879969254615e-23, '@ParmSingh82': 8.211879969254615e-23, '@partners4wild': 8.211879969254615e-23, '@PathwayCare': 8.211879969254615e-23, '@PatLetizia': 8.211879969254615e-23, '@pattimarathon': 8.211879969254615e-23, '@pauldhondt': 8.211879969254615e-23, '@paulgenge': 8.211879969254615e-23, '@tommasolana': 0.016230629178052514, '@paulmlbishop': 8.211879969254615e-23, '@paulparentphoto': 8.211879969254615e-23, '@PCYI_YAC': 8.211879969254615e-23, '@TRCA_Edu': 0.008556666889374983, '@SLSSPeel': 0.008556666889374983, '@tomkenroadms': 0.008556666889374983, '@PeelLC': 8.211879969254615e-23, '@penguinlearners': 8.211879969254615e-23, '@pennymoney21': 8.211879969254615e-23, '@wonderstaples': 0.042111002989852826, '@PeterPauerPhoto': 8.211879969254615e-23, '@PeteyPablo623': 8.211879969254615e-23, '@phaneritic': 8.211879969254615e-23, '@pharand_nadine': 0.03297373642908715, '@PhilB6vis': 8.211879969254615e-23, '@philhart': 8.211879969254615e-23, '@philiplbell': 8.211879969254615e-23, '@philkil': 8.211879969254615e-23, '@Pinellas_Ext_NR': 1.983810935232186e-15, '@UF_IFAS': 3.209873520459392e-15, '@pink2yoo': 8.211879969254615e-23, '@plasticocean22': 8.211879969254615e-23, '@PlaydohRepublic': 0.03297373642908715, '@pmmulcaire': 8.211879969254615e-23, '@PoliticalBee': 8.211879969254615e-23, '@PollysInsights': 8.211879969254615e-23, '@Porpherya': 8.211879969254615e-23, '@potentheart': 8.211879969254615e-23, '@PoynorAE': 8.211879969254615e-23, '@prairiemusik': 8.211879969254615e-23, '@principalaim': 8.211879969254615e-23, '@principalfero': 8.211879969254615e-23, '@PrincipalInce': 8.211879969254615e-23, '@printedfinger': 8.211879969254615e-23, '@ProfeEdTech': 8.211879969254615e-23, '@ProfRayWills': 8.211879969254615e-23, '@PsychSportMed': 8.211879969254615e-23, '@PtboCanada': 8.211879969254615e-23, '@Purple_Tragedy': 8.211879969254615e-23, '@PUSDStudentRep': 8.211879969254615e-23, '@pwpreserve': 2.4521252525732106e-15, '@SandiFunke': 3.967621788345571e-15, '@Q1moldyfruitgM': 8.211879969254615e-23, '@QueensEduc': 8.211879969254615e-23, '@QuestTeaching': 8.211879969254615e-23, '@quitspitindia': 8.211879969254615e-23, '@R_EIIa_Design': 8.211879969254615e-23, '@RachAClark': 8.211879969254615e-23, '@RachelOrvis': 8.211879969254615e-23, '@RaeSnape': 8.211879969254615e-23, '@RamiroMacias': 8.211879969254615e-23, '@randy_cwf': 8.211879969254615e-23, '@sdanos': 0.03297373642908715, '@RoyStrumAP': 0.03297373642908715, '@techdde': 0.03297373642908715, '@TDSB_mendoza': 0.03297373642908715, '@ReadyOwl': 0.03297373642908715, '@YRDSBEcoSchools': 0.03297373642908715, '@S_Weyrich': 0.03297373642908715, '@bohndrake': 0.03297373642908715, '@MsHoeg': 0.03297373642908715, '@RBPSBobcats': 0.03567076644164622, '@RasWard2': 8.211879969254615e-23, '@RavencrestP': 8.211879969254615e-23, '@RAVENtrust': 8.211879969254615e-23, '@RCE_GWS': 0.0063495803314862626, '@REEBfil': 8.211879969254615e-23, '@ReejRiaz': 8.211879969254615e-23, '@RemyRodden': 8.211879969254615e-23, '@RENEBenoitpro': 8.211879969254615e-23, '@RetweetEthiopia': 8.211879969254615e-23, '@rhodes_sheila': 8.211879969254615e-23, '@RichardKlee1': 8.211879969254615e-23, '@RiversidePDSB': 8.211879969254615e-23, '@rljessen': 8.211879969254615e-23, '@rltauritz': 8.211879969254615e-23, '@robfontella': 8.211879969254615e-23, '@RoJeHoRon': 8.211879969254615e-23, '@ronniegai': 8.211879969254615e-23, '@RonnieList': 8.211879969254615e-23, '@ropyhiwopuq': 8.211879969254615e-23, '@RosalbaBortolo1': 8.211879969254615e-23, '@Rosanna_Deo': 8.211879969254615e-23, '@RedgersGr1': 1.5602571941583764e-21, '@RosePillay1': 8.211879969254615e-23, '@rostomzavarian': 8.211879969254615e-23, '@RRossachacj': 8.211879969254615e-23, '@rrrwong': 8.211879969254615e-23, '@RSPB_NEScotland': 8.211879969254615e-23, '@rudnern': 8.211879969254615e-23, '@RussellsPal': 8.211879969254615e-23, '@RuthRECE': 8.211879969254615e-23, '@S_HastingsSimon': 8.211879969254615e-23, '@s60long': 8.211879969254615e-23, '@Sabahesyreg': 8.211879969254615e-23, '@Sachunterricht': 8.211879969254615e-23, '@saclibFriends': 8.211879969254615e-23, '@safetybora': 8.211879969254615e-23, '@saharahbergen': 8.211879969254615e-23, '@Sailing4GrtLks': 8.211879969254615e-23, '@samoester': 8.211879969254615e-23, '@SanAngeloMPO': 8.211879969254615e-23, '@SandburgNet': 8.211879969254615e-23, '@sandra_cabra': 8.211879969254615e-23, '@sandraHighland1': 8.211879969254615e-23, '@sangichandra': 8.211879969254615e-23, '@SaraDucey1': 8.211879969254615e-23, '@SaraGomezAranci': 8.211879969254615e-23, '@sarahdateechur': 8.211879969254615e-23, '@sarlowes': 8.211879969254615e-23, '@SaskOutdoors': 8.211879969254615e-23, '@saskretweeter': 8.211879969254615e-23, '@SAVEDORETREES': 8.211879969254615e-23, '@SavePeaceValley': 8.211879969254615e-23, '@SBPE16': 8.211879969254615e-23, '@Sbrnwg': 8.211879969254615e-23, '@SCDSB_OutdoorEd': 8.211879969254615e-23, '@schnare_s': 8.211879969254615e-23, '@SciMathFun': 8.211879969254615e-23, '@SCSSciInstitute': 8.211879969254615e-23, '@SD_Ag_Labs': 8.211879969254615e-23, '@sdpgreenfutures': 8.211879969254615e-23, '@Seasaver': 8.211879969254615e-23, '@SeattleFdn': 8.211879969254615e-23, '@SeattleGreenBiz': 8.211879969254615e-23, '@SeeDifferentCAN': 8.211879969254615e-23, '@seemann_spazzy': 8.211879969254615e-23, '@SelbieFuller': 8.211879969254615e-23, '@selectiveecho': 8.211879969254615e-23, '@SenoraHansen': 8.211879969254615e-23, '@SensusGlobal': 8.211879969254615e-23, '@SergentFrederic': 8.211879969254615e-23, '@sergepascucci': 8.211879969254615e-23, '@sevenslide': 8.211879969254615e-23, '@SG_Fair': 8.211879969254615e-23, '@sgmhpreparednes': 8.211879969254615e-23, '@Shambles151': 8.211879969254615e-23, '@ShaneHipwell': 8.211879969254615e-23, '@ShanHaldorson': 8.211879969254615e-23, '@shapeyourdesign': 8.211879969254615e-23, '@sharkers': 8.211879969254615e-23, '@SharlaPeltier': 8.211879969254615e-23, '@shaunyk': 0.01700140043114641, '@SheilaBoudreau': 8.211879969254615e-23, '@SheilaColla': 8.211879969254615e-23, '@World_of_K': 1.5602571941583764e-21, '@ShelbyiCramer': 8.211879969254615e-23, '@sherjonnat': 8.211879969254615e-23, '@sherylthird': 8.211879969254615e-23, '@significaRSE': 8.211879969254615e-23, '@simply_enviro': 8.211879969254615e-23, '@Sisyphus38': 8.211879969254615e-23, '@SJ_Schools': 8.211879969254615e-23, '@sjandrews76': 8.211879969254615e-23, '@SJforKids': 8.211879969254615e-23, '@SJMcIsaac': 8.211879969254615e-23, '@SKassid': 8.211879969254615e-23, '@skelly_mc': 8.211879969254615e-23, '@skilletcreek': 8.211879969254615e-23, '@SkonskyL': 8.211879969254615e-23, '@ParentsPlaceOrg': 8.627015491298882e-06, '@smcdonald229640': 8.211879969254615e-23, '@SolarVW': 8.211879969254615e-23, '@SolomonRDavid': 8.211879969254615e-23, '@SophiaW_': 8.211879969254615e-23, '@SOULFRIEND4EVER': 8.211879969254615e-23, '@soulteeorders': 8.211879969254615e-23, '@SOuLupdate': 8.211879969254615e-23, '@Soyserpico': 8.211879969254615e-23, '@SPEDPhysEd': 8.211879969254615e-23, '@spencefountain1': 8.211879969254615e-23, '@spirrison': 8.211879969254615e-23, '@SpringbayStudio': 8.211879969254615e-23, '@sschurig': 8.211879969254615e-23, '@SSFParksandRec': 8.211879969254615e-23, '@sssSnakespert': 8.211879969254615e-23, '@StanCameron': 8.211879969254615e-23, '@stanleymillsps': 8.211879969254615e-23, '@StanleyParkVan': 8.211879969254615e-23, '@staoapso': 8.211879969254615e-23, '@stargeza': 8.211879969254615e-23, '@STARS_Regina': 8.211879969254615e-23, '@steam_math': 8.211879969254615e-23, '@Steffanie9812': 8.211879969254615e-23, '@stemnetwork': 8.211879969254615e-23, '@stephenpcovert': 8.211879969254615e-23, '@StinkyCecil': 8.211879969254615e-23, '@StoffeyLurline': 8.211879969254615e-23, '@StormnJ1': 8.211879969254615e-23, '@METSchoolPanama': 3.0383955886242063e-21, '@studysync': 8.211879969254615e-23, '@stump_bot': 8.211879969254615e-23, '@SudOuestMtl9': 8.211879969254615e-23, '@SueEckel': 8.211879969254615e-23, '@suefried': 8.211879969254615e-23, '@SueLawton2010': 8.211879969254615e-23, '@SueOvertonAP': 8.211879969254615e-23, '@SunBrilliance': 8.211879969254615e-23, '@sunfloweroville': 8.211879969254615e-23, '@Supermanskye': 8.211879969254615e-23, '@surishaikh': 8.211879969254615e-23, '@susanwright1031': 8.211879969254615e-23, '@Sustainable613': 8.211879969254615e-23, '@SuzanneAxelsson': 8.211879969254615e-23, '@SuzanneDunbar5': 8.211879969254615e-23, '@swahl': 8.211879969254615e-23, '@SwanLakeOE': 8.211879969254615e-23, '@taBrielleGab3p': 8.211879969254615e-23, '@TacomaTalks': 8.211879969254615e-23, '@tammysross1': 8.211879969254615e-23, '@tanya_l_p': 8.211879969254615e-23, '@taradayorzecho': 8.211879969254615e-23, '@PuyallupWater': 2.668860990007749e-20, '@tcdixon3': 8.211879969254615e-23, '@TDSB_STEM': 8.211879969254615e-23, '@TeachOwl': 8.211879969254615e-23, '@Teachwith_Hart': 8.211879969254615e-23, '@TechDiscountsMN': 8.211879969254615e-23, '@EnvInitiative': 1.5602571941583764e-21, '@TechieAng': 8.211879969254615e-23, '@TedGroschScifi': 8.211879969254615e-23, '@telesange': 8.211879969254615e-23, '@temarabrown': 8.211879969254615e-23, '@TenStrands': 8.211879969254615e-23, '@terryamerson': 8.211879969254615e-23, '@TexasSpaceGrant': 8.211879969254615e-23, '@the_connectory': 8.211879969254615e-23, '@TheEarthNetwork': 8.211879969254615e-23, '@thegatewaybug': 8.211879969254615e-23, '@TheGentYYC': 8.211879969254615e-23, '@TheodoraNaso': 8.211879969254615e-23, '@TheOneHeLuvs': 8.211879969254615e-23, '@TheRealEmmaRose': 8.211879969254615e-23, '@TheWild_Goose': 8.211879969254615e-23, '@TheWire_Ebooks': 8.211879969254615e-23, '@MarylandMunros': 1.5602571941583764e-21, '@thewonders80': 8.211879969254615e-23, '@ThinkinEd': 8.211879969254615e-23, '@Tim_W_Patterson': 8.211879969254615e-23, '@tinhlavu': 8.211879969254615e-23, '@TocoJuju': 8.211879969254615e-23, '@TodayAtSch00L': 8.211879969254615e-23, '@toffler_sarah': 8.211879969254615e-23, '@ToniFalcion': 8.211879969254615e-23, '@tonydec3112': 8.211879969254615e-23, '@tooba_shakeel': 8.211879969254615e-23, '@Tools73': 8.211879969254615e-23, '@TracyEdmunds': 8.211879969254615e-23, '@trembathkindie': 8.211879969254615e-23, '@TrentUSoE': 8.211879969254615e-23, '@TrillmaticRT': 8.211879969254615e-23, '@Trish_ll': 8.211879969254615e-23, '@TruDavidJackson': 8.211879969254615e-23, '@TSMScouncil': 8.211879969254615e-23, '@TTHDragons': 8.211879969254615e-23, '@twitturriculum': 8.211879969254615e-23, '@txbutterfly380': 8.211879969254615e-23, '@UCDSB': 8.211879969254615e-23, '@unarose7': 8.211879969254615e-23, '@Unitingschools': 8.211879969254615e-23, '@UOITGoGreen': 8.211879969254615e-23, '@UOITsummercamps': 8.211879969254615e-23, '@urban_sci': 8.211879969254615e-23, '@urbanclimate': 8.211879969254615e-23, '@USCCanada': 8.211879969254615e-23, '@usfsdnf': 8.211879969254615e-23, '@USFSRockyMtns': 8.211879969254615e-23, '@USGBC_GA': 8.211879969254615e-23, '@USGBCNJ': 8.211879969254615e-23, '@UTOC_club': 8.211879969254615e-23, '@uttjess': 8.211879969254615e-23, '@ecopedagogue': 1.5602571941583764e-21, '@UVtreatsAIS': 8.211879969254615e-23, '@uwpoe': 8.211879969254615e-23, '@VacaRecycling': 8.211879969254615e-23, '@ValValedwards14': 8.211879969254615e-23, '@VanHJab': 8.211879969254615e-23, '@VanRod1': 8.211879969254615e-23, '@vansopinion8ted': 8.211879969254615e-23, '@VaughanRetweets': 8.211879969254615e-23, '@Venkataramanaia': 8.211879969254615e-23, '@verenanz': 8.211879969254615e-23, '@vickipage1332': 8.211879969254615e-23, '@laur_stoot': 1.5602571941583764e-21, '@VigilesGroup': 8.211879969254615e-23, '@VillageCoal': 8.211879969254615e-23, '@VisitBraggCreek': 8.211879969254615e-23, '@VisualPersist': 8.211879969254615e-23, '@vivian_wood': 8.211879969254615e-23, '@VnP_Topsoil': 8.211879969254615e-23, '@VocesAnalisa': 8.211879969254615e-23, '@vp_slee': 8.211879969254615e-23, '@VPKThomas': 8.211879969254615e-23, '@VPLoiLam': 8.211879969254615e-23, '@vrydberg': 8.211879969254615e-23, '@vtprincipals': 3.209873520459392e-15, '@VTrecycles': 1.983810935232186e-15, '@WaldorfSWLondon': 8.211879969254615e-23, '@ward_mills23': 8.211879969254615e-23, '@WarwickEY': 8.211879969254615e-23, '@WatsEd': 8.211879969254615e-23, '@WccampbellWendy': 8.211879969254615e-23, '@WCEEStaff': 8.211879969254615e-23, '@WeAreTheFace1': 8.211879969254615e-23, '@webbersed': 8.211879969254615e-23, '@webbhalpern': 8.211879969254615e-23, '@WelcomePtbo': 8.211879969254615e-23, '@Wendy_Dowling': 8.211879969254615e-23, '@WenzelAlex': 8.211879969254615e-23, '@WestwoodGI': 8.211879969254615e-23, '@WetWednesdays_': 8.211879969254615e-23, '@WickedDecent': 8.211879969254615e-23, '@WidowDNA': 8.211879969254615e-23, '@WildHomesLondon': 8.211879969254615e-23, '@WildLearning1': 8.211879969254615e-23, '@WilkyEcoTeam': 8.211879969254615e-23, '@williamsden_': 8.211879969254615e-23, '@winecountrydog': 8.211879969254615e-23, '@winevalleygirl': 8.211879969254615e-23, '@withoutmary': 8.211879969254615e-23, '@WM_Books': 8.211879969254615e-23, '@Woodstockbs10': 8.211879969254615e-23, '@WPeelsb': 8.211879969254615e-23, '@wpokorny': 8.211879969254615e-23, '@wrenasmir': 8.211879969254615e-23, '@wywemubaluza': 8.211879969254615e-23, '@XFazio_BrockU': 8.211879969254615e-23, '@Xnonsense0': 8.211879969254615e-23, '@YAM2200': 8.211879969254615e-23, '@yannist2edu': 8.211879969254615e-23, '@yawnSwanson': 8.211879969254615e-23, '@YEKA_Envi_Solu': 8.211879969254615e-23, '@ymahdessian': 8.211879969254615e-23, '@YorkUScientists': 8.211879969254615e-23, '@YosemiteNPS': 8.211879969254615e-23, '@youthdotgov': 8.211879969254615e-23, '@YukonEvents': 8.211879969254615e-23, '@YuppieCuntx': 8.211879969254615e-23, '@yycbike2school': 8.211879969254615e-23, '@zeiss_micro': 8.211879969254615e-23, '@ZeroSumGameNOT': 8.211879969254615e-23, '@zoebadcock': 8.211879969254615e-23, '@ZohrinM': 8.211879969254615e-23, '@ZwartblesIE': 8.211879969254615e-23, '@zwaste': 8.211879969254615e-23}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We see that @_Lightscap3s has some of the highest degree centrality for everything, so on the graph I would expect them to be in the middle of everything"
      ],
      "metadata": {
        "id": "tZvEVZa1mNhk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from operator import itemgetter\n",
        "\n",
        "#2g \n",
        "\n",
        "# networkx can calculate these measures and return a dictionary\n",
        "# with a key for each node.\n",
        "in_degree_dict = nx.in_degree_centrality(G)\n",
        "out_degree_dict = nx.out_degree_centrality(G)\n",
        "betweenness_dict = nx.betweenness_centrality(G)\n",
        "eigenvector_dict = nx.eigenvector_centrality(G)\n",
        "print('- In Degree Centrality:\\n', sorted(nx.in_degree_centrality(G).items(), key=itemgetter(1))[:20])\n",
        "print('\\n- Out Degree Centrality:\\n', sorted(nx.out_degree_centrality(G).items(), key=itemgetter(1))[:20])\n",
        "print('\\n- Betweenness Centrality:\\n', (sorted(nx.betweenness_centrality(G).items(), key=itemgetter(1)))[:20])\n",
        "print('\\n- Eigenvector Centrality\\n', (sorted(nx.eigenvector_centrality(G).items(), key=itemgetter(1)))[:20])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fg6S39QFQ2cm",
        "outputId": "29411d95-cf49-4d45-e8ec-25d99a08d32a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "- In Degree Centrality:\n",
            " [('@_Lightscap3s_', 0.0), ('@_Lindsay_Conway', 0.0), ('@_swatik_', 0.0), ('@_withah', 0.0), ('@02Benson', 0.0), ('@109ThornKs', 0.0), ('@1915Aurora', 0.0), ('@1GratefulWorld', 0.0), ('@2015_Project', 0.0), ('@22C0in', 0.0), ('@3PennyMovies', 0.0), ('@500eco', 0.0), ('@5intadewi', 0.0), ('@6Veronicadr', 0.0), ('@A_Dobbie11', 0.0), ('@AACPS_PGD', 0.0), ('@AAPCA_States', 0.0), ('@aaronpaquette', 0.0), ('@aawasp', 0.0), ('@Abby_Retweet', 0.0)]\n",
            "\n",
            "- Out Degree Centrality:\n",
            " [('@NatureBridge', 0.0), ('@savageducates', 0.0), ('@paigebl213', 0.0), ('@sgilley12', 0.0), ('@EPA', 0.0), ('@actionbonnie', 0.0), ('@MindShiftKQED', 0.0), ('@UncleChaps', 0.0), ('@jackehill', 0.0), ('@TorontoWaldorf', 0.0), ('@eecom_info', 0.0), ('@CommunitiesONHS', 0.0), ('@willjohnst', 0.0), ('@McGrawHillK12', 0.0), ('@Moonbattery1', 0.0), ('@insideeducation', 0.0), ('@vickiemorgado1', 0.0), ('@visitpama', 0.0), ('@BigHistoryPro', 0.0), ('@kristapetrie', 0.0)]\n",
            "\n",
            "- Betweenness Centrality:\n",
            " [('@_Lightscap3s_', 0.0), ('@NatureBridge', 0.0), ('@_Lindsay_Conway', 0.0), ('@savageducates', 0.0), ('@paigebl213', 0.0), ('@sgilley12', 0.0), ('@_swatik_', 0.0), ('@_withah', 0.0), ('@02Benson', 0.0), ('@COrgbon', 0.0), ('@GreeningForward', 0.0), ('@109ThornKs', 0.0), ('@1915Aurora', 0.0), ('@JasonSohigian', 0.0), ('@1GratefulWorld', 0.0), ('@CNC90', 0.0), ('@OLVPrincipal', 0.0), ('@cgeducation', 0.0), ('@RachelNotley', 0.0), ('@2015_Project', 0.0)]\n",
            "\n",
            "- Eigenvector Centrality\n",
            " [('@_Lightscap3s_', 8.211879969254615e-23), ('@_Lindsay_Conway', 8.211879969254615e-23), ('@_swatik_', 8.211879969254615e-23), ('@_withah', 8.211879969254615e-23), ('@02Benson', 8.211879969254615e-23), ('@109ThornKs', 8.211879969254615e-23), ('@1915Aurora', 8.211879969254615e-23), ('@1GratefulWorld', 8.211879969254615e-23), ('@2015_Project', 8.211879969254615e-23), ('@22C0in', 8.211879969254615e-23), ('@3PennyMovies', 8.211879969254615e-23), ('@500eco', 8.211879969254615e-23), ('@5intadewi', 8.211879969254615e-23), ('@6Veronicadr', 8.211879969254615e-23), ('@A_Dobbie11', 8.211879969254615e-23), ('@AACPS_PGD', 8.211879969254615e-23), ('@AAPCA_States', 8.211879969254615e-23), ('@aaronpaquette', 8.211879969254615e-23), ('@aawasp', 8.211879969254615e-23), ('@Abby_Retweet', 8.211879969254615e-23)]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#2g \n",
        "\n",
        "print(\"User: @_Lightscap3s_\")\n",
        "print(\"{in_degreeL\",in_degree_dict[\"@_Lightscap3s_\"])\n",
        "print(\"out_degree\",out_degree_dict[\"@_Lightscap3s_\"])\n",
        "print(\"betweenness\",betweenness_dict[\"@_Lightscap3s_\"])\n",
        "print(\"eigenvector\",eigenvector_dict[\"@_Lightscap3s_\"],\"}\")\n",
        "\n",
        "print()\n",
        "\n",
        "print(\"User: @02Benson\")\n",
        "print(\"{in_degreeL\",in_degree_dict[\"@02Benson\"])\n",
        "print(\"out_degree\",out_degree_dict[\"@02Benson\"])\n",
        "print(\"betweenness\",betweenness_dict[\"@02Benson\"])\n",
        "print(\"eigenvector\",eigenvector_dict[\"@02Benson\"],\"}\")\n",
        "\n",
        "print()\n",
        "\n",
        "print(\"User: @GreeningForward\")\n",
        "print(\"{in_degreeL\",in_degree_dict[\"@GreeningForward\"])\n",
        "print(\"out_degree\",out_degree_dict[\"@GreeningForward\"])\n",
        "print(\"betweenness\",betweenness_dict[\"@GreeningForward\"])\n",
        "print(\"eigenvector\",eigenvector_dict[\"@GreeningForward\"],\"}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WIaXyTZxQ6lx",
        "outputId": "218b067b-9ad8-4827-cefb-2d58e7c88146"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "User: @_Lightscap3s_\n",
            "{in_degreeL 0.0\n",
            "out_degree 0.0006622516556291391\n",
            "betweenness 0.0\n",
            "eigenvector 8.211879969254615e-23 }\n",
            "\n",
            "User: @02Benson\n",
            "{in_degreeL 0.0\n",
            "out_degree 0.0013245033112582781\n",
            "betweenness 0.0\n",
            "eigenvector 8.211879969254615e-23 }\n",
            "\n",
            "User: @GreeningForward\n",
            "{in_degreeL 0.0013245033112582781\n",
            "out_degree 0.0006622516556291391\n",
            "betweenness 0.0\n",
            "eigenvector 3.2098735204593908e-15 }\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We selected @_Lightscap3s, @02Benson, @GreeningForward, and we see that the first one and second one have the highest eigenvector centrality. From this observation, we can say that they are probably the same sized nodes. But 02Benson has a greater out_degree centrality meaning they have more outwards relationship"
      ],
      "metadata": {
        "id": "8HB_QLIXmrYg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#2h \n",
        "\n",
        "# This library helps find communities within social network graphs\n",
        "import networkx.algorithms.community as nxcom\n",
        "\n",
        "communities = sorted(nxcom.greedy_modularity_communities(G), key=len, reverse=True)\n",
        "\n",
        "# communities is a list of sets of vertices\n",
        "# E.g., communities[0] is a list of the vertices in the first community\n",
        "print(len(communities), 'communities found')\n",
        "\n",
        "from matplotlib import cm\n",
        "# this colormap has RGB values for 20 distinct colors\n",
        "cm.tab20.colors\n",
        "\n",
        "\n",
        "# Helper functions to labels nodes/edges with community\n",
        "def set_node_community(G, communities):\n",
        "    '''Add community to node attributes'''\n",
        "    for c, v_c in enumerate(communities):\n",
        "        for v in v_c:\n",
        "            G.nodes[v]['community'] = c + 1\n",
        "            \n",
        "def set_edge_community(G):\n",
        "    '''Find internal edges and add their community to their attributes'''\n",
        "    for v, w, in G.edges:\n",
        "        if G.nodes[v]['community'] == G.nodes[w]['community']:\n",
        "            G.edges[v, w]['community'] = G.nodes[v]['community']\n",
        "        else:\n",
        "            G.edges[v, w]['community'] = 0\n",
        "\n",
        "# Helper function to get distinct colors for display\n",
        "def get_color(i):\n",
        "    colors = cm.tab20.colors\n",
        "\n",
        "    # If i gets too big for how many colors we have, wrap around\n",
        "    if i > len(colors)-5:\n",
        "        i = i % len(colors)\n",
        "\n",
        "    return colors[i]\n",
        "\n",
        "\n",
        "# Set node and edge communities\n",
        "set_node_community(G, communities)\n",
        "set_edge_community(G)\n",
        "\n",
        "\n",
        "# Set community color for internal edges\n",
        "external = [(v, w) for v, w in G.edges if G.edges[v, w]['community'] == 0]\n",
        "internal = [(v, w) for v, w in G.edges if G.edges[v, w]['community'] > 0]\n",
        "internal_color = [get_color(G.edges[e]['community']) for e in internal]\n",
        "\n",
        "\n",
        "\n",
        "# Draw external edges\n",
        "pos = nx.spring_layout(G, k=0.1)\n",
        "nx.draw_networkx(\n",
        "    G, pos=pos, node_size=0,\n",
        "    edgelist=external, edge_color=\"#333333\",\n",
        "    alpha=0.2, with_labels=False)\n",
        "# Draw internal edges\n",
        "nx.draw_networkx(\n",
        "    G, pos=pos, node_size=0,\n",
        "    edgelist=internal, edge_color=internal_color,\n",
        "    alpha=0.05, with_labels=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "XLipwPhkRAy5",
        "outputId": "57d9fc62-bfac-436e-8d3d-2e76d8904ce9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "85 communities found\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "I see that the blue community has really high in degree centrality and what looks like betweenness centrality and eigenvector centrality. "
      ],
      "metadata": {
        "id": "7-JZJCiLkB0c"
      }
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "mt0mCgVFRCuv"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}