AdaptivityClassifierTraining.ipynb

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              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
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          "text": [
            "Saving data.csv to data (1).csv\n"
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      "source": [
        "#Use Google Colab's native function to import our data into the notebook\n",
        "from google.colab import files\n",
        " \n",
        " \n",
        "uploaded = files.upload()"
      ]
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      "source": [
        "#Import our necessary packages and then display the dataset\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import os\n",
        "\n",
        "df = pd.read_csv(\"data.csv\")\n",
        "display(df)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 658
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        "id": "Waa6akhnbZGb",
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              "     Gender    Age Education Level Institution Type IT Student Location  \\\n",
              "0       Boy  21-25      University   Non Government         No      Yes   \n",
              "1      Girl  21-25      University   Non Government         No      Yes   \n",
              "2      Girl  16-20         College       Government         No      Yes   \n",
              "3      Girl  11-15          School   Non Government         No      Yes   \n",
              "4      Girl  16-20          School   Non Government         No      Yes   \n",
              "...     ...    ...             ...              ...        ...      ...   \n",
              "1200   Girl  16-20         College   Non Government         No      Yes   \n",
              "1201   Girl  16-20         College   Non Government         No       No   \n",
              "1202    Boy  11-15          School   Non Government         No      Yes   \n",
              "1203   Girl  16-20         College   Non Government         No       No   \n",
              "1204   Girl  11-15          School   Non Government         No      Yes   \n",
              "\n",
              "     Load-shedding Financial Condition Internet Type Network Type  \\\n",
              "0              Low                 Mid          Wifi           4G   \n",
              "1             High                 Mid   Mobile Data           4G   \n",
              "2              Low                 Mid          Wifi           4G   \n",
              "3              Low                 Mid   Mobile Data           4G   \n",
              "4              Low                Poor   Mobile Data           3G   \n",
              "...            ...                 ...           ...          ...   \n",
              "1200           Low                 Mid          Wifi           4G   \n",
              "1201          High                 Mid          Wifi           4G   \n",
              "1202           Low                 Mid   Mobile Data           3G   \n",
              "1203           Low                 Mid          Wifi           4G   \n",
              "1204           Low                Poor   Mobile Data           3G   \n",
              "\n",
              "     Class Duration Self Lms  Device Adaptivity Level  \n",
              "0               3-6       No     Tab         Moderate  \n",
              "1               1-3      Yes  Mobile         Moderate  \n",
              "2               1-3       No  Mobile         Moderate  \n",
              "3               1-3       No  Mobile         Moderate  \n",
              "4                 0       No  Mobile              Low  \n",
              "...             ...      ...     ...              ...  \n",
              "1200            1-3       No  Mobile              Low  \n",
              "1201            3-6       No  Mobile         Moderate  \n",
              "1202            1-3       No  Mobile         Moderate  \n",
              "1203            1-3       No  Mobile              Low  \n",
              "1204            1-3       No  Mobile         Moderate  \n",
              "\n",
              "[1205 rows x 14 columns]"
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              "      <th>4</th>\n",
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              "      <td>Yes</td>\n",
              "      <td>Low</td>\n",
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              "      <td>Mobile Data</td>\n",
              "      <td>3G</td>\n",
              "      <td>0</td>\n",
              "      <td>No</td>\n",
              "      <td>Mobile</td>\n",
              "      <td>Low</td>\n",
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              "      <td>Low</td>\n",
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              "      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-85de603b-bcb9-45ee-9e45-6d0b7c1df0f8 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-85de603b-bcb9-45ee-9e45-6d0b7c1df0f8');\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": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Create Pie Graphs to visualize the values contained in each feature column\n",
        "for i in df:\n",
        "  plt.figure(1, figsize=(10,10))\n",
        "  df[i].value_counts().plot.pie(autopct=\"%1.1f%%\")\n",
        "  plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "qGlPQn-shK2R",
        "outputId": "08cf29b8-1f5f-4164-ba25-973cab1ef66f"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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4wwJEpxQISnhy6RfYc7hV6yhERJrZeagFf1m2kyUozrAAUa8CQQnPvb0XW/Y1aB2FiEhzG3fV4+X3yjgcFkdYgOgk/oCE19Yewrqt1VpHISKKGqs+q8I7n1bAH2AJigcsQNSDPyBh9edVePPjI1pHISKKOkvWHMSGL2pZguIACxB1C4Rk7DrcgpdWlWkdhYgoav3tzd3YVd7C4bAYxwJEAABFUdDh9OPJpTu0jkJEFNVUFVi4uBSNbV5I3C06ZrEAEQAgEOo6A8fPk5CJiPokyQp+9/xmDoXFMBYgQiAo4YklpWho9WgdhYgoZrQ7/Xj4xa0I8AfHmMQCpHP+gIR3P6vE9rImraMQEcWcA0fb8dKq/bwTFINYgHQsFJJRUdeJxasPaB2FiChmvbepClv2NfBOUIxhAdIpVVXh9ofw6D+3gYcdExGdm6eX70Jjm4eTomMIC5BOBUIyHly0BW5fSOsoREQxLyQdX0jCobCYwQKkQ/6ghGdX7kFlnUPrKEREcaPd6cdjPDg1ZrAA6Yw/KGHjzjp8tL1G6yhERHFnX0Ub3vzkCO8ExQAWIB2RZAUNrR78/c3dWkchIopbr689hIo6B0IS5wNFMxYgHfEHJTy4aAskmbOeiYgiRVWB37+8DT7eBYpqLEA6EQhKeOyf29Du9GsdhYgo7jk9QTz20lbOB4piLEA64A9IePWDQ9hX2aZ1FCIi3SirasfyD8s5HyhKsQDFOUlWcLimEys/OaJ1FCIi3Vmx/jAO13QiJHGTxGjDAhTnQpKCJ1/lCe9ERFpQVeDxV7YjyAnRUYcFKI75AxJeeGcv2hyc90NEpBWnJ4h/vLGbQ2FRhgUoTkmygsp6B9ZurdY6ChGR7m3YWYeDxzp4VEYUYQGKU5Kk4E9LOPRFRBQtnnrtC+4NFEV0XYCeeeYZLFiw4LTP+dGPfoSFCxd2//6SSy7BkiVLIh3tnPgCEl5atR8tnT6toxAR0XHtTj9efGcv9weKEjFXgO69916MHDkSDz/88EnX7rzzTowcObJHYTlXzzzzDG655Zawfb5Ik2UF1Y0urNl8VOsoRET0NR9srcaxBidkDoVpLuYKEAAMGjQI7733HoLBYPdjbrcbH374IXJzc8P6WqmpqUhMTAzr54ykkKzgiSWlULnZMxFRVPrT0h0IsQBpLiYL0IQJE5Ceno6PPvqo+7H33nsPY8aMQUFBQfdjnZ2d+NWvfoWpU6di0qRJuPHGG1FfX3/S51u6dCkuvPBCTJo0CXfddRd8vq+Gjr4+BPZ1DocDv/nNbzBjxgxMmTIF119/PSoqKsL0TvvHF5CwePUBNLV7NXl9IiLqW1O7F0vXHOCqMI3FZAECgAULFmDlypXdv1+5cuVJ83nuvfdelJeX4/nnn8err74Kj8eDW265BeoJt0eqqqqwfv16LFq0CP/4xz9QWlqKP/7xj2ec4xe/+AUcDgdefPFFvPHGGygoKMD//u//wusd2BIiKwrqW9x497PKAX1dIiLqv39vrERDmweKwtv1WonZAnTVVVdhy5YtaGpqQkVFBcrLy3H55Zd3X6+qqsLHH3+Mxx57DOeddx7GjBmDP/3pTygvL8fnn3/e/bxQKISFCxdi1KhRmDVrFu655x6sWLECHo+nzwylpaXYv38/nnrqKYwbNw7FxcV44IEHIMsyPvnkk0i87VOSJAULF3Poi4goFigq8MfFpVwVpiGj1gHOVnZ2NmbPno133nkHDocDl112GRISErqvV1RUwGQyYfz48d2P5eTkID8/HxUVFZg9ezYAID8/H5mZmd3PmTx5MkKhEGpqajBq1KjTZjh06BBcLhdmzJjR43G/34+amppwvM0z4g9IeG3dITS09l3aiIgoOtQ2u/Hm+sNYcMlwWM0x++04ZsX0n/iCBQvw5JNPwuPx4Mknnxzw1/d4PMjNzcXLL7980rWUlJQByaAoKhrbvXibZ30REcWc5R+VY86UwcjLTIAgCFrH0ZWYHQIDgLlz58LhcMBisWD69Ok9rg0bNgyhUAh79+7tfqypqQl1dXUYPnx492N1dXVoa/vqlPRdu3bBZDJhyJAhfb7+mDFj0NzcDLPZjMLCwh7/S01NDcM77FtIUrDwle3gMDIRUeyRFRV/XFyKYIhDYQMtpguQyWTChx9+iHfeeeek5lxcXIy5c+fivvvuwxdffIGysjLceeedGDFiBGbNmtXjc9x77704ePAgtmzZgoULF+I73/lOj+G0Uzn//PMxfvx43Hzzzdi0aRNqampQWlqKhQsXDshKMF9AwvKPylHb7I74axERUWRU1jmw+vNK+INcFTaQYnoIDMBp9+j5wx/+gEcffRQ//elPIcsyZs6ciYULF/YoS8XFxZgzZw5+8pOfwO12Y968ebj77rvP6LVFUcQLL7yAJ598Evfccw86OzuRnZ2N6dOnD8gdIJc3iDfWH4746xARUWQtXnMQF0zM51ygASSoKtcNxSJ/QMLjr2zHjoPNWkchIqIwmFiShfv/ZzqsFpaggRDTQ2B6pSgKKuocLD9ERHFk9+EWVNY7uDfQAGEBikEhScXf39itdQwiIgqz597ai5Akax1DF1iAYkxQkrFxVx2qm1xaRyEiojCrrHPgi0PNkHhWWMSxAMUYWVbx0qr9WscgIqIIefHf+yFzGCziWIBiiD8gYfmH5XB6glpHISKiCGlq9+Kj7dUIhjgUFkksQDHEF5Tw9gZtTponIqKBs/T9g5wMHWEsQDHCF5Dw4jv7OC5MRKQDTk8Qb358hJsjRhALUIzodAXw6a46rWMQEdEAeWvDEUg8LT5iWIBigC8g4fm394JbVhIR6UcgKOOV1WXwBXgXKBJYgKKcqqpoaHWj9ECT1lGIiGiArd1aDY8vpHWMuMQCFOUCIRnPvbW37ycSEVHckRUVz7+9l3eBIoAFKIopioLy6g6UVbVrHYWIiDSyeW8Dmtu9WseIOyxAUSwkqVj09j6tYxARkcb+sXIP/LwLFFYsQFFKlhXsPNSMow1OraMQEZHG9le2obymA4rCVWHhwgIUpSRZwdIPDmodg4iIokTXQalcDhwuLEBRqqreybs/RETUrbrRhQNH26ByT5SwYAGKQj6/hNfXHdI6BhERRZllH5bDH+QZYeHAAhSF3P4QvjjUrHUMIiKKMvsq2tDp8msdIy6wAEUZX0DC8nWHuOszERH1atmH5fD5uSLsXLEARRlVVbG+tEbrGEREFKU+3VkHhT8lnzMWoCgSDMl4b1MVgjz8joiITiEkKVj1WSUCIc4FOhcsQFHm3xsrtY5ARERRbtWmKghah4hxLEBRQpYVbNnXgE5XQOsoREQU5TpdAWzd3wiZGyOeNRagKBGSFaz46LDWMYiIKEas+KgcIU6ZOGssQFHiWAM3PiQiojNXVe9ETZNL6xgxiwUoCvj8Iby2lhsfEhFR/yxbVw6vP6R1jJjEAhQF3H6JGx8SEVG/bS9r5Gqws8QCpDFfQMLyD7nxIRER9Z+iAm+sPwx/gBsj9hcLkMZUVcXHpbVaxyAiohi1bms1uCa+/1iANPTlxoe8fUlERGfLF5Cwfns1V4T1EwuQxt7bVKV1BCIiinErP6mAyrkU/cICpKGaJhfaHDzVl4iIzk1Tuxfl1R1ax4gpLEAa8QUkvL/5qNYxiIgoTqzZfJRL4vuBBUgjBoOATXvqtY5BRERxYuu+RhhEfls/U/yT0kj5sQ64vGzqREQUHoGQjO0HGqEonAt0JliANOD1h/D+lmNaxyAiojizdssx+IPcE+hMsABpwGgQsXVfg9YxiIgozuw+0sqNdc8QC5AGdh9ugT/IvX+IiCi8FEXFxztqIMvcE6gvLEADzOsPYe1WDn8REVFkfLitGkFuitgnFqABJooCSg/w4FMiIoqMijoHPD4usumLUesAeqIoKrbua4TEW5MncdbtQkfFJwh6WiEarbBnDkfW6MthtKb0+vzm/f9GZ9VnSBt6EbLGfOO0n9vTUg5nzXb4Oqoh+TqQXjIfmSMv6/EcRfKjcfcb8LaUw5yYjdxJ34c5Mav7uhz04ugnTyB/+v/Cmjrk3N8wEVEEfVxag6svHgaT0aB1lKjFO0ADyB+UsG5btdYxoo67cT8ad74Ka1oR8qf9N7JGXwFfexXqtr0EVT25LAZcTXDWbIdotJ7R5/e2HELA2Qh75nAIBlOvz2k7vB4hTwsGnXcdTPY0NO5e3vN6+Tok5Ixm+SGimPDprjpIMmdDnw7vAA0gVQX2HmnROkbUcdXvgiUlHznjr+5+TDRaUF/6LwTdLbAk5fR4fvO+d5BafAGctV+c0efPHH0lssZ8E0BX2eqNt/Uw0ofPQ0L2SFhS8lC57hEoUhCi0dxVuOq+QNGcO8/yHRIRDayjDU54/RJsFn6bPxXeARogsqzg05214P5UJ1MV+aS7OaLJ1utzXfV7EHQ3I33Y3DP+/ILQ95e5qsgQDF3/UIjH7xKpStdeGi1lq5A+7GIYrUln/JpERFrb8EUNp1ycBgvQAAmGFHy0vUbrGFEpecg0+Nqr4KzdATnkR9DdgrZDH8CWMbzH3R9FDqHlwCpkjb4cotEc1gzWlMFwVG+DHPSgo2oTTPZ0GMx2uJsOIORpQWrxhWF9PSKiSPt0Zx1CXA12Srw3NkACIQmHeFJvrxJzRiN34vfQtOcNqMoyAIA1rRD5037c43ntR9bDaElGUv55Yc+QMWI+arcsQsXahyAYzMib+l9QFRktZauQOfobEA38q0JEsaWizoFAUOYw2CnwT2UAhCQFH5Xy7s+peFuPoGnvSqQWX4CErJGQgy60lX+I+tJ/YfDMGyAIIkLednRUfIrBs34GQRDCnsFkT0fR3LsQ8rTBaEuBaDCjo/JTGK0pSBo0Dt62KjTvewtywIXEQeORPfZbEET+9SGi6PbpzlpcObsYBgMHfL6OfyIDICTJ+HwPj744lZayVUjMGYOs0VfAnjkMSXmTkDf1v+Brq+yetNxyYDUSskfCnJgFOeSDHPIBqgpVkSCHfFDDsPe7IIgwJ2ZBNJghBdxoO7we2WO/CUWW0PDFEmSUzEPR3LsRcNSh89jWc349IqJI27CzDoEQh8F6wx9hB4DBIOJIbafWMaJW0N2CpPxJPR4zJ2ZDEE0IedsAACFPCwLOBrgb9/V4XufRz9F59HMUz/sNTLbUsGVqO/QBkvImwJI8CAFnPVRFRlLeRABAUv558LVVIK14dthej4goEsqrO8LyA2I8YgEaAOXH2qFw+dcpmexpCDjqejwWcDVBVUIw2dIBADkTroEiBXs8p2HnUtjShyK1cBYM5sSw5Qk46+Fq2IviuXd99aAqQ1UVCIIIVQ6e+oOJiKJMWVUbpo3J1TpG1GEBirBAUMbW/Y1ax4hqKQUz0VL2LozWZNizRkEOuNB2+EMYbWlIyB4FAL1uQCiIJphsqbBnDut+zFm7A427V6B47j0w2dMAACFvB/ydx+dgqTKC7ma46vdANJq7P/+Jmvf/Gxkl82AwJwAATAlZEAwmtB54D7aM4eg8uhlpwy4K9x8DEVFEbCtrwvjhmbCa+S3/RPzTiDBFUbH7cKvWMaJaavFsCKIBncc2o/PYFohGG2zpRcgc1f/l7qqqAqoC4Ks7bt62CjSdsLOzu2EP3A17YLSlYei8X/f4eFfDXkh+F1KLzu9+TDSYMGjydWje9xYc1duROGg8Ugtnnt2bJSIaYHuPtJ74TyIdJ6gcHIworz+Ea+9fDf4pExGRVl579Aok2no/CkivuAoswvZXtrH8EBGRpvZXcCTi61iAIsgXkLCN83+IiEhj28qa4A9IWseIKixAESQIwO4jbN1ERKStvUdagfDvIRvTWIAiKBRS0NDq0ToGERHpXEObh+eCfQ0LUATtPtKidQQiIiIAwF7OA+qBBShCvP4Qtu1v0joGERERAGB7WRN8nAfUjQUoQgwGEXsreAeIiIiiw94jrRA5D6gbC1CEeLwhtHb6tY5BREQEAGhq9yIQkrWOETVYgCJAVVXsLG/WOgYREVEPe3gyQTcWoAjwBSSUHuD8HyIiii7bDzTBFwhpHSMqsABFgMkoYg/3/yEioiizt6IVosBv/QALUER0ugJweoJaxyAiIuqhpcPHlWDHsRgfF48AACAASURBVABFwJFah9YRiIiIesX9gLqwAIVZSJJx4Gib1jGIiIh6dehYB4ISV4OxAIVZIKSgss6pdQwiIqJeVTc5EQrxWAwWoDCzmERU1XMIjIiIolN1owtGA3dEZAEKs0BQ5gRoIiKKWm0OPwSBBYgFKMyONbq0jkBERHRajW1erSNojgUojBRFxYGj7VrHICIiOi1O1WABCitfUMKRmk6tYxAREZ3W4ZpO3a8EYwEKIwHAsUauACMioujGlWAsQGFlNhnQ0OrROgYREdFpcSUYC1BYdboCkBVV6xhERESnxZVgLEBhVdvMFWBERBQbGtv1vRKMBShMFEVFBc8AIyKiGKH3lWAsQGHiD0rcA4iIiGLG4Wp9rwRjAQoTVeUQGBERxQ69rwRjAQoTi8mA2ma31jGIiIjOSE2TvleCsQCFiT8owReQtI5BRER0Rlo79b0SjAUoTFodfq0jEBER9YueV4KxAIVJp4sFiIiIYkt9i36nbrAAhQnvABERUaxp7fRpHUEzLEBhoKgqWjr0exuRiIhiU5vDD1nR50owFqAwCIVkdLoCWscgIiLqF6cnoNul8CxAYSApKgsQERHFHIc7qNszLI1n80EbNmzAvn370NjYiJtuugl5eXnYvn07CgoKkJOTE+6MUU9VVXS6WYCIiCi2ODz6/d7VrwLU2tqKm266Cfv370d+fj5qa2tx7bXXIi8vDytXroTZbMZDDz0UqaxRyyCIvANEREQxx+EKQhT1uRdQv4bAHnnkEXi9XqxZswZr1qyBqn5122zWrFnYsmVL2APGAqNR5B0gIiKKOQ5PAEaDPmfD9Otdb9y4Eb/4xS9QWFh40u6Rubm5aGpqCmu4WCEKgNfPXaCJiCi2eP0SdHoDqP+ToA0GQ6+Pd3R0wGKxnHOgWMTyQ0REsUqvxzj1qwBNnToVixcvhizL3Y99eSfozTffxMyZM8ObLka4vEGtIxAREZ0Vty+kdQRN9GsS9J133okf/vCH+MY3voFLL70UgiBg+fLlOHLkCMrLy7Fs2bJI5YxqnP9DRESxyukJIjcjQesYA65fd4BGjBiBN998E+PGjcPKlSthMBiwbt065OTkYPny5SguLo5UzqjWxmMwiIgoRnXo9CzLfu8DVFhYiCeeeCISWWIWj8EgIqJY1dapzwLUrztADQ0N2L9/f6/X9u/fj4aGhrCEiiUhSUa7k0NgREQUm7rOA9PfbtD9KkAPPvgg/v3vf/d6bdWqVbrcBDEkKZwDREREMcvhCSAkyX0/Mc70qwDt2rXrlCu9ZsyYgV27doUlVCxRVBUOFiAiIopRDncAssw7QKfl9/tP2gDxRD6f75wDxR4BgaD+mjMREcUHhzsI/dWfs1gFtmrVql6vrVq1CsOHDw9LqFij6vJLh4iI4oEvIEGPm0H3axXYDTfcgNtuuw3BYBALFixAVlYWWlpa8NZbb2Ht2rV45plnIpUziqlQFa0zEBERnR1FUXGawZ241a8CdOmll+Lxxx/Hn//8Z6xduxaCIEBVVeTk5OCJJ57A/PnzI5UzagkQeP+HiIhilh5XgAFnsQ/Q1VdfjauuugqVlZXo7OxEamoqhg4detq5QfFOVfX5xUNERLFPVhQIOhwE63cBArrO/xo2bFi4s8Qs9h8iIopViqJCh/2n7wK0dOlSXH755UhPT8fSpUtP+1xBEPDDH/4wbOFiBSdBExFRrJIVVY/9p+8C9Mgjj2D8+PFIT0/HI488ctrn6rYAsf8QEVGM6poErb8K1GcBOnjwYK+/pq9wDhAREcUqmUNgffN6vbDb7ZHKErPYf4giJzPVisdunI1ASEYgKCMkcd8JonAyGAQYRP01oH4VoPPPPx8XX3wxrrzySsyZMwdmszlSuWKHwDtARJE0c+wgZKabEQx4YTInwGK0dF8LySE0uJpR52pEo6sFkiJpmJQoNpkNJpTgEvRzb+SY168CdNddd2HNmjW4/fbbYbfbcckll+DKK6/EBRdcAKPxrBaUxTwB4BRooghatakKCy4qhPno52j+4EUYkjJgK54I6+CRMGYPQVpSOjKzR2N6/iQ4Ay7UO5tR2VmNGkc96pyNqHM2whvS4zE9RGcmyZKIy0dconWMASeoZ3H7oqmpCWvWrMH777+PXbt2ISUlBfPmzcOVV16J2bNnRyJn1PL6Q7jz6Y2oaXJpHYUobuVlJeAfv7wQDUseQKChovcnGS2wFY6FtWAMLDnFUNJzAGsCLGY7QnIITZ4WHOusQ1VHDepdjah1NqLd28lVnKR7qdZkPHPlI7AY9TWqc1YF6ET19fVYs2YNXn75ZbS1taGsrCxc2WKC1x/Cr/7yKWqb3VpHIYprN357PC4dY0Ptcz8HlP4dQGzOHQpb0XhY8oZDyMiDkpACk9kOg2hAq7cdtY4GVHZWo9bRgHpXExpczRxOC6POfc3o2N0Ib70TSkCGJcOOrNlDkDYh97Qft/u36096zD44GSU3TO3+vafagdp/H0TIGUDqhBzkX14CwfDVUE77rga0fF6DETdOg6DDeS5nIt2Wiv+74kFYTxhe1oNzGrc6duwYVq9ejdWrV6OlpQWDBg0KV66YwilARJH37Ft7cdGES5A669vo3PRGvz422FiJYGPlSY+LSemwF0/AyPxRGJs9AkrBTIgWOywmK5wBNxpcTajqqEG1ow51zibUORvhCXnD9ZZ0o+XzapjTbMi/vAQGuwmu8jZUv1EGyRtC1swhp/3YrPOHIGVsdvfvDRZD969VWcGxFfuQMiYbSUPTUPvuIdhyE5ExNR8AIAdlNKyrQOF3x7L8nIYoiLqcy9HvAlRXV4fVq1djzZo1OHDgADIyMvCf//mfePDBBzFlypRIZIx6nARNNDAe/tdOLLxxATwHNiHU3nDOn09xtcO95xO493zS84LRAlvhGAwqGIPCnGKow0cDtsSu4TQlhCZ3C6o761DVWYs6ZwPqnE1o83ZwOO0Uiq+bAGPCV8MrSUPTEXIF0fp5TZ8FyJxmQ8KQlF6v+Vu9kP0S8v5jOARRQGazB66K9u4C1PzpUSQUpCCxKC18byYOGQRRl1+7/SpA11xzDfbv34+UlBRcdtlluPvuuzF9+nSIor5mjp+Ik6CJBs7Box3YdqAFk676BepfuhcR+9snBeCr2Alfxc6TLplzi5FUOB5T8oZjSv40YEQKjGYbjKKxazjN2YDKjhrUOhqOr05rRkjnw2knlp8v2QYlwlHWfE6fV5VVCAax++6OYBKhyl1fE8EOH9q21WHETdPO6TX0QBT0+T28XwWopKQEt99+O2bPng2DwdD3B+iBILABEQ2ghYt34PWH5iNp8ny4dq4b8NcPNlYh2FgF59ceFxPTYS8ejxGDR2FMVgnkghkwHB9OcwXcaHA1o7KjGtWO+u5J2J6gfofTvDVOWDL63leu8eMq1K05DIPViOSRmcj7j+Ew2k0AAEuGDaqsoGN3IxKHpqFjVyNSRmUCAOrXHkHG9HyY02wRfR/xQOQdoL794Q9/iFSOmKUoKmxWfW4BQKQFSQGeXLYP91733/AeLoXs7tA6EgBAcbfDvXcD3Hs39LxgNMNWMBa5BWNQkFN0wnCaDZIio8ndtTrtaGcNap2NqHc2ojXOh9NcFe1wHGzBkKtHn/Z5aZNykTwyE8YEE3x1LjRtOAp/oxslP5sKQRRgsBiRd3kJqt86ACgqbPlJyJw5BO6jHfBUOzDk22MG6B3FNqNOb2j0+zv3wYMH8eyzz2Lfvn1obGzEsmXLMHbsWDz11FM477zzMGfOnEjkjFqqqiK5l9u7RBQ5m/c1ory2GEO+cTOaXn9M6zinJwXhq9wJX2Uvw2nZRUgs6hpOm5o3DcqIFJiOD6e1eTtQ62xARUd19zyjBldTzA+nBTt8qH5jP5JHZSJ98ukXzhQs+KrAJBalwZKVgKolu+E81IqU0VkAgIzz8pA6JhuSJwhzug1QgbrVhzHo0mEwmA1o+LAC7V80QDQbkHfZcKSMyYro+4tFdpNNl3NZ+1WANmzYgJtvvhmTJ0/G1Vdfjb/+9a/d10wmE5YsWaK7AiSKApLsLEBEA+13L27H0gcugX3kDHgPbdU6zlkJNh9FsPnoycNpCamwF0/E8MEjMSp7OJSC6TBYEo4Pp3m6Vqd11qDaUd9djtxBjybvoT8kbwiVi3fDlGpF4XfG9vvjk0rSIZoN8NW7ugsQABisRhiO34lv21EH0SAibWIuHAdb0Lm3CSNunIZAhw9VS3ZjVMEsmBL5b/aJ7CY79HgYWL8K0J///Gd8+9vfxqOPPgpJknoUoNGjR+P1118Pe8BoZxBF3gEi0oDXL2HRe+W44cqbUXN0L5RA/MynUTydcO/bAPe+XobThoxGbuFYFOQUQx02ErAldQ+nNbtbcMxRj6qOmq5dsF2NaPW0R8VwmhKUUbV0N1RZQfF150E093/YpfvE8lN8r5b9EhrXV6HoB+MhCALcVZ1IGZ0FU7IFpmQLLBl2eGud3fOEqEui2Q6Rp8GfXmVlJe655x4AJ3whHpeYmAiHwxG+ZDHCbBKRwp8miDSx+vOj+Ob5Bci47Hq0vPuM1nEiTwrCV7UbvqrdJ10yZRcgoWgCzssbjil5U6CWpMBoscNoOD6c5mhEZUc1ap0NqHc1ot7VjJAcGpDYqqzg6LJ9CLT5UPLTKWd9B8Z5uA1KUIYtL6nX602fVCFxaFqPZfNK6KvDc5WgDK5aOVmC2Q6jGH3zgEaOHIlnn30Wc+fOjcjn71cBysjIQE1NTa/Xjhw5gry8vLCEiiWCICAjmasMiLRy/6JtePHeObDu/gj+an3tRH+iUHM1Qs3VvQynpcD25XBa1lAoQ6bBYO0aTnMHPah3NqOqswY1jrruSdiuMA+n1a4qh+twG/KuKIHkDUHyfvXDsm1QEkSjiIqXuuZIDfufyQCAttI6eOtcSBqWBoPdBF+9G02fHoU9PxnJI06+gxNo86J9ZwNG3jKj+7HEolTUvHUAicVpCHb4EHT4YR/c+55CepZgssMohn8xz8iRI097/dZbb8Vtt90W9tc9U/16x1dccQWefvppDBs2DJMnd32RCoKAqqoqLFq0CNdcc01EQka7tGR9bR9OFE3aHH68+Wk1Flz1C9T8/RaoA3RXI1YoHgc8+z6FZ9+nPS+IRtgKxxxfnTYU6tARgL1rOE1WZDR5WlHdWY/KjmrUuxpR52xCi7ftrCbLuiraAQD1qw+fdG30HbNgTjt5Eq45zYb2nY1wlDVDDsgwJZqRPjEXufOG9rqrc/37R5A1awhMJ/x7nDI6C54aB2pXHYJoNqBgwRjO/+lFqjXppFGdcPjss8+6f71y5Uq8+uqreOONr3Zxt9v73gYhkvp1FlgwGMRtt92GDRs2ICsrCy0tLcjNzUVraytmz56Nv/71rzCZTJHMG5XKqzvwq7982vcTiShiXrlvLoRD69G+frHWUWKeKasAtuIJsAwaDjErH0pCKkzHh9PavZ3HN3usRq2ja55RvatpwIbTKPx+NfsGzBg8OaKvsWTJEvzzn//E+vVd57sdPXoUjz/+OPbs2QOfz4cRI0bgrrvuwtSpX53zNnLkSDz00ENYu3YtSktLkZubi/vuuy9si636dQfIbDbjueeew+bNm7F582Z0dHQgJSUFs2bN0t0p8CfiJGgi7T3wz1I8/fPL4d73KYLNx7SOE9NCLdUItVSf9LhoT4GteAKGDR6JkdnFUAafOJzmRYOrCUc7a3Gss657ErYrwIOio12SOWHAX9Pj8WDu3Ln45S9/CZPJhGXLluFnP/sZ1q1bh/T09O7n/eUvf8Fdd92F+++/HytWrMCtt96KtWvXhuXs0TMuQKqqYtOmTdi1axfa2toAADk5OZg8eTLOP//8cw4SyxJs+rvrRRRtjjW48PHORlxw9R2oW/RLQFX6/iDqF8XrgGf/Rnj2b+x5QTTCOmQ0cgrHYkjuUFww9GLA3nV2mqzIaPa0otrRNZxW52xCvbMRzWc5nEbhl2ztfVJ5JI0dOxZjx361FcK9996LtWvXYuPGjbjqqqu6H7/yyiuxYMECAMA999yDzz77DK+99hp++ctfnnOGMypAZWVluOOOO1BdXQ2DwYDU1FQAQGdnJ2RZRmFhIZ566imMHn36XT3jlc3CnaCJosH/LduFmQ/OQ/L0K+Hc+q7WcfRDkeA/thf+Y3tPumTKGgJ74QRMzB+OybnnQRneczitzvnV6rRaZyMaXE0IcjhtQCWZEwf8NT0eD5555hl88sknaG1thSzL8Pv9aGjoecjxxIkTT/p9RUVFWDL0+Z27tbUV119/PbKysvD8889jxowZMJu7hnyCwSA2b96MP/3pT7j++uvx7rvvIiMjIyzBYo3FZEAgJGsdg0j3/rB0Nx7+32vhPbgFkqNF6zi6F2qpQailBijt+bhoT4ateDyGDh6FkdlFUAZPhWC1w2qywRP0osHV3DWc5qjtGk5zNsEZcGnzJuJcgnngVzIvXLgQW7Zswd13340hQ4bAarXihhtuQCg0cOW3zwK0ePFiWK1WvPrqq0hM7NkSzWYz5syZ070z9JIlS/Dzn/88YmGjlSQpSE4wo6XTp3UUIt3bfbgVuyo6MPpbt6Nh8QNax6FTULxOePZvgmf/pp4Xjg+nZReMweBBQzG7eA5gT4LZbIeiKmh2dw2nVXVUH59n1IRmTyuH086S1WiBFrtA79y5E9/5zncwf/58AIDD4UBjY+NJz9u9eze++c1v9vh9uPYF6rMAbdq0CT/4wQ9OKj8nSk5OxrXXXou1a9fqsgDJisoCRBRFHnu5FK89OA+J4y6C++vLvym6nWY4zZiRD3vxBEzMK8Hk3MlQhqfCaLHBZDCj48TVac5G1Dkb0OBqRkAOavAmYkeKNRkhOTTgGyEWFhbigw8+wJw5c6AoCp588kmIonjS81avXo1x48Zh4sSJWLFiBaqqqvDcc8+FJUOfBai6urrHRKVTGTduHF544YWwhIo1KrgSjCiaBCUFT68swx3f+Sm8lbugeL++PSDFIqmtDs62OgBrejwu2pJgK55wfDitEPLgqRC/HE4L+dDoakJVx5fDaV2TsB0cTgMApFqToWiwYODee+/Fr3/9a3z/+99HRkYGbrrpJnR0dJz0vNtuuw1vv/02HnjgAeTm5uLpp58O26bLfe4DNHr0aCxbtgwTJkw47SfavXs3fvCDH6CsTH87sXr9Ifz9jd3YsLNO6yhEdIL/+/ls5HiPoPnNJ7SOQloQjbAOHglb4ViYc4dCTR/UNZxmsUFRVbS427pXp9W7GlHrbESLp02TQqCVGYMn46ZpP4Jdg3lAWuvzDlB/xlX1OgZrNIhI4h0goqjzwKJteOX+ubANmwxfxU6t49BAUyT4q/fDX73/pEvGjHzYiyZgQn4JJuVOhDp8DgxmO0xGMzp8PVen1TkbUe9sisvhtFRrMgxReA7YQDij9ds/+clPYDCc/g9IlvW7AspkFJGWxOMwiKKNyxvC4nWV+NE3b0PN326GGvJrHYmiRPdw2o6vDadZE2ErnoCiwaMwIqcQSv55ECwJsJht8IZ8aPxydVpnbfckbIc/dodY0+1pMBn0uZVLn+/61ltvHYgcMU0QBBTmJmsdg4h6sfLjI7hiRj7S5/0X2t5/Xus4FOUUvxueA5/Dc+DznhdEIyyDRyCzcCzyc4fh/KKLjq9Os0EF0OJpxbHu1WlNqHM2oDkGhtOKUvIhCidPPtaDfp0FRqdW2+zGTQs/0joGEfViUIYdz955ERqW/g6B+pMP5CQ6F8a0QbAPnQhLXgnErCFQklJhPD6c1ulznLTZY72rCQEpoHVsAMDTVzyM3KQsrWNoQp/3vSIgK01/E8iIYkVDmxerttbi8qvvQM2ztwOKpHUkiiNSRwOcOxqAHe/3eFy0JsBWNAGFg0ehJLcISt5kCNau4TRfyIdGVwuOdtbiaGct6l2NqHM2onOAh9My7KkD+nrRhAUoTAQAKYlmONzxN0mOKB4sensfLp5wCdJmL0DHxuVaxyEdUPweeA5uhufg5p4XRCMseSXIKBqHvNyhmFV0AWBPPmE4rQ3VjjpUddQc3wW7EU2e1rAPp6VYk6HnISAWoDAJSQryMhPhcLdrHYWITuHhl3fijzddDXfZJoTauG0FaUSREKg9gEDtgZMuGdMGwVY8AePzSzAxezyUYRf1GE6rdzWisqMGNY76rtVprib4z3I4LTcxCyE5BLNBnwd6swCFiSgKyMtKxIGjLEBE0epQdQc2l7VgytW/QP2LdwO6/vmXopHU0QBXRwNcX3zQ4/Gu4bTxKBg8CsNyiqAMmgixezgtgCZ3c/dw2peTsPsaThuUlA1R0OcSeIAFKGwsJgOG5Az8ibpE1D9/WroDrz04H0nnXXbSNxmiaNU1nLYFnoNbvnZFhGXwCKQXjcOg3KGYWTgbsKfAZLZBwJfDafVdw2nHN3tsdrdAVhXkJ+XCYtTn3R+Aq8DC6otDzfjd85v7fiIRaWrGmFz85kcTUfPsbZBdvGtL8cmYlgNb0QRY80fCkDUEclJa19lpRgscfgfMBguSLAlax9QMC1AYNXd4cf2j67SOQURnYOFNs1AkNqDxtYe1jkI0oESzHdai8cj61q0wWOxax9GMPnc/ipD0ZCsMoqB1DCI6A797cTtMeSOQMGqm1lGIBpQS9MJ7pBSiUd9HOLEAhVEwJCM/m/OAiGKBPyjhuXcPIfOKmyBa9TsMQPpkSh8EVQppHUNTLEBhVjSIR2IQxYoPthxDfUcQGZf9ROsoRAPKnDkYel8FyQIURlazAUPzUrSOQUT9cP+i7bCPnA5r4TitoxANGFN2IQSTvg/xZgEKI1EUMaIwTesYRNQP7U4/ln98FNlX/RyCzudEkH5Y80ogiPrdAwhgAQq7gpwkrSMQUT+9uvYQHEED0i7+odZRiAaEZdAwrSNojgUozBJsJtgs3F+SKNb89sUdSD7vMphzirWOQhRRhoQUiGYe4M0CFGaBoIyCXN4FIoo11U0ufLijAdlX3wEI/KeR4pclrwSKzleAASxAYWcwCBiWz4nQRLHomRW7EbKkIGXmt7SOQhQx1vyREM36ngANsACFndVsxNTROVrHIKKz9NjiXUi74HswpvLvMcUna9E43U+ABliAImJMcYbWEYjoLO2taMMXh9uQfdXPtY5CFAECzNmFWoeICixAEWAQBeRncUdoolj12Cs7IGYMQeKES7SOQhRWpvRBgKpoHSMqsABFgApg3DDeBSKKVZKk4P/eKEPGZf8DQwLn9FH8sOSXgEegd2EBigCbhfOAiGLdxl11qGzwIPPyG7WOQhQ21iFjIJqtWseICixAETJuKO8AEcW63y7aBkvReNiHT9E6ClFYWAtGQxAErWNEBRagCDEaRQzK4AnTRLHM7Zfw8poKZH7zVgj8qZlinGAwwcTVjd1YgCJEVTkPiCgevLOxAi0uGRnzf6x1FKJzYhkyCqoU1DpG1GABihCbxYipY9i0ieLB/Yu2I2HshbDkj9Q6CtFZsw+brPsT4E/EAhRB44Zmah2BiMKgucOHdz6v6Tomw8Cz/ig22UumcQPEE7AARZDFZEBOul3rGEQUBi+9WwYvLEi74LtaRyHqN9GWCFNKltYxogoLUAQpqsp5QERx5Hf//AIpM74JU+ZgraMQ9YutaAIUmQegnogFKIJsFiOmjuI8IKJ4UVHnwMa9zV1DYeBSYood9pKpEM02rWNEFRagCBs/nPOAiOLJn1/7AkpiFpKnXq51FKIzZh86ifv/fA0LUIRZLUZkpbJ1E8ULRQEWvroH6XOvgyGJQ9wU/YxpudzHqhcsQBGmKJwHRBRvdhxsxv5jDmR98zatoxD1yVY8ATwA7GQsQBHGc8GI4tPD/9wG06BhSBh9vtZRiE4rYeQMnv/VCxagATB1dA5EkWOvRPHEH1Twj3cOIfOKGyHaErWOQ9Q7QYR1yCitU0QlFqABMn4YJ0MTxZt126pR2+pHxn/8VOsoRL2yFoyBqihax4hKLEADwGo2Yt7UIVrHIKIIeOCF7bCXTIWtaILWUYhOkjjuQogmDn/1hnu6DwBRFDBz/CAYlgmQFU5EI4onHa4AXvuoCtdedTtq/nZzzB02We8M4I39rTjQ4kW1I4Cx2Xb88T+Gdl8PyQqe+KwWh9t8aPdJsBpFjMiw4b8m56Ak48xXuG6uduLhT6pRkmHF01cO737cG5Lxf5/XYUe9G0NSLLjzgsEYnPzVeVWugIyfvlOOhy8pwohMrqjtHwEJo2ZBEHmvozf8UxkgqqpiQgmHwYji0bIPy9HpF5E29/9pHaXfjnUGsL3OhcEpFuQnn3xQpqJ2bfn4vXFZeOiSQvx8Vj78soJ711ahwXVmZS8oK3i+tAFp1pN/5n59TwvqnEH85qIhyE0048+bantcX7q7GdPzk1h+zoJl8Eju/XMaLEADpGsYrEDrGEQUIfe/UIrkSfNhzh3a95OjyIwhSVh8zSjcN6cABSknFyCLUcSv5xTg8hHpmDQoEecXJOPhSwoRlFVsrnGe0Wu8sb8VGXYTpuSfPFl8V6Mb147PwpT8JPxs2iAcaPHBH+qas1Ld6cdHlZ348XlcSXs2EsdeyNPfT4MFaICIooAZY3NhNLCNE8WjuhY3Piit6zomI4ZO3BbP4g6B1SjCbBAgyX0P6Te7g3hjXytunDao1+shWYXZ2JXBcvy/oeNTBRaVNuK7YzORbjP1OyMBiWNm8/T302ABGkCyomJiCU/jJYpXf39zL4KmJKTMvFrrKGGnqipkRUW7L4QXdzRBFATMKU7p8+MW7WjEhUXJGH6K+UIlGTa8X94Bp1/COwfakJtoQpLFgG21LtQ6A7h6DDeSPRuWvOEQDJzmezosQAPIZjFi3jQOgxHFs0df2YW0C74DY1rvdzxi1Yp9rfjGkv24bsUhfFjZgYfnFSIn0Xzaj9nV4S8saQAAIABJREFU4MYX9W78eHLuKZ9z3cRsHHME8P3lB7FiXytunZkHSVGxqLQBP5k6CGYDv02djYQxF0Aw8s7Z6bAeDiBRFDBtTA6MBhGSzH0ZiOLR/qp2bD/UiolX/Rz1L9+rdZywmT88FZMGJaLdF8J7h9rx4Ppj+ON/FKMwtfcl1rKi4tntDbh2fBbSbKf+VpOTaMaiq0rQ4A4i026C1ShiZVnXnKHZBcnY1+TB37bWo90n4YLCFNw4LRcmlqI+JY69kHeA+sCvogEmKyomj+AwGFE8e/xfpRDS8pA0ab7WUcIm3WbCiEwbZg5JxoOXFCLJYsCKfa2nfP6aw+3wBGVcOiwN7qAMd1CGJKuQFXT9+oQtQQyigMHJFliNIjr9EpbtbcHPpg1CUFbw+09r8IMJ2Xjx2yNQ0e7DmsMdA/F2Y5o5pwiimZOf+8ICNMDsFiPmTeOmiETxTFKAp1bsR8b8H8OQmKp1nLAziAKKUq2nXQZf6wyi1SvhBysO4ruvH8B3Xz+AT446UNnhx3dfP4BPjzp6/bjFu5pwQWEKitOsqHUEICsqLipKQaLZgEuGpmJPoydSbytuJI65gHd/zgD/hAaYIAiYOjoXJqOIkMRhMKJ4tWlPAw5fVITBV9yMpuW/1zpOWAVlBRXtPozJtp/yOd8amY7zhyT1eGz5vlY0uoO4fWYehqScPHRW2e7DZ8eceP6qku7HQkrX5GuDKMAvKeBWsn0Q/n979x0fZX34AfzzjHueG8llXO6SkAEhQAIECDsgOyhD2eLAQRmCBS3VFouVIVqr4K/a/hQcCEVB6qg46g9ta6lVsSgRRBADyErYJARC9q3fH5Eoyggkue/dPZ/368VLudz4vEKS++T5LhmR2bmQFM7/uRQWIAG8Ph+6ZLjw2ddHRUchoiY0/4VNeHneIFjb9EDFrs9FxzmvKo8Pmw6dAQAUV7hR4fbh4wO1V2e6J0ViY2Ep8g6VoWuzCDisKk5WevDuzpM4WenBmLbfb+76wZ4SPPnpIawY0wbxERqa2XU0+9HGiv/ccwql1R50TDj/4bHPbTqKmzo4EfXdhonJUTrMiowVm4+iU0IE3s0/iXHtuaHsxVjSOvLqTz3xsySARVeR2yOVBYgozFVUebDivd2Yct0MFCzZDn91hehIP3G6yoPf/6fwnNvO/n3l2DZItutYv/cUluUdxZkaL2ItKjLjLLj72vRzJkD7/bW7Rl+pDQdO42SlGyMyv1/2riky5vRLxtOfHcHfd5egT/MoDG8Tc+UvYgD2bsMgadw1uz4kv9/PK4oCVLu9mDB3HWo4DEYU9p6d3Q+Rx7ag6N0loqNQGJMtEUj9xTLI6sW3J6BanAQtiNfrQ7e23N6dyAjmLfsctra9YU5pKzoKhbGIDgMAH3+pri8WIEGsZhPGDmx96TsSUcg7caoKb35cCOeoX3JyKjWZqO7DIWvn35eJfooFSKAWiZFIjY+89B2JKOS9uG4Hyn0aovvdIDoKhSEtMR2K9dJHk9D3WIAEUhQZYwe2Eh2DiAJkwYrNiOp2LUxOHolDjcvedSiPvrhMLEACqYqMPtlJiOBJx0SGsPfwaXz41bHaE+Ml/vilxiGpGk9+vwL8DhTN78fQXi1EpyCiAPnTq1vgtcbC3n246CgUJmyZOYDPKzpGyGEBEkzXVIzunw5ZlkRHIaIA8PmAR1/+CrH9b4Zq57mA1HBRPUdC1i+8KzedHwtQEDCpMnq2TxAdg4gC5MtdJ/DV3hI4R94tOgqFOD0xHabYRNExQhILUBCwmk24cXAb0TGIKIAe/nMeFFcabO37io5CISz6qushcePDK8ICFCSSXBFIa2YXHYOIAqTG48OSt/IRN3QaZAu3w6DLp9jjYGmZDUnmW/mV4GctSJgUGdcP4saIREayPq8QBScqEDd0mugoFIKieo6EJHH+6JViAQoSiiIjJysRdhsvZRIZydxlm2BJ7wxLy2zRUSiESJoZ9uxc7v3TACxAQcTv92MYl8QTGUppeQ1Wf7AXzhF3QzLxGAOqn8jswaIjhDwWoCCiaypG9U+HwiXxRIby1/XfoqQSiB10q+goFAokGTG9x/LcrwZiAQoyiiyhV0cuaSQymrnL8xDZcRD0Zjwehy7OltGTK78aAQtQkOGSeCJjOnyiHOs+PwjnqHsAHmlAFxHT9wbIukV0jJDHAhSEEhw2tE6JFh2DiALsuTe3o1qxIbr3WNFRKEjpSRlQo12iY4QFFqAgpKkyJgzJFB2DiAR46KUtiO49BqbYZqKjUBCKzb0dkonDX42BBSgIybKMDukOtEyKEh2FiAIsf38JPttxAs5RswBwQQR9T0/OhB7fApLEt+7GwM9ikDKpCqaMbC86BhEJsHj1F5CiEhHZ+WrRUSiIOK6eBMmki44RNliAgpQsS2iTGoOM1BjRUYgowDw+4PHXtsMx+HYoEfwZQIC5eRa0uGTu/NyIWICCmG5SMHVUlugYRCTAZ9uPIr/wDJzXzRQdhYKA4+pJ3PenkbEABTFJktAi0Y6slg7RUYhIgAUvbIKWlAlrRk/RUUggS8tsmGLiRccIOyxAQc6sq7wKRGRQVTUeLPu/XXBeOwOybhUdhwSpvfrDfX8aGwtQCGjmjEDnNk7RMYhIgHWf7seRkho4hkwRHYUEsLbuBtXOUYCmwAIUAiy6iuljO4Jz34iMae4Lm2DNyIE5lStDjUWCY/DPePWnibAAhYhYuxn9OyeLjkFEAhSfrsJf/3MArlGzeAaUgdgye0KJ4KkATYUFKERYvpsLZFL5T0ZkRKvfz0epR0VM/5tER6FAUFQ4rpnCqz9NiO+mIUTXFIzqly46BhEJMn/FF7B3HQrN1Vx0FGpiUT1HcuJ7E2MBCiFmTcUNg9sg0moSHYWIBDhw5AzWbz4K1+h7AB6HELaUiGjEXDWO+/40MX4HhRhFlnDrsLaiYxCRIH967Uu4zTGI6nGd6CjURByDJ0GSFdExwh4LUIjRTApyu6Ui0WETHYWIBPn96q2I6Xcj1Ghujhdu9GatYG3THZLKK/1NjQUoBKmKhGmjuTkikVF99W0RtnxbAufIX4iOQo1KgvPamVzpFyAsQCFIUWRktYpD5wxujkhkVL97MQ9KXCoiOgwQHYUaSURWP6jRLh54GiAsQCHKrKm49+auMGscJyYyIo/Hh/99YwccQ6ZAttpFx6EGkkxmOK6ZzInPAcQCFMIsuopJI7gzLJFR/WfLIew/WoG4YXeKjkINFNPvBs77CTAWoBCmawpyu6WgTWqM6ChEJMi8Fz6HOa0jLOldREehK6RGx8PedShkky46iqGwAIU4XVMx+9auUBWOGRMZ0ZkKN178xx44R9wFicMnIck58m5Isio6huGwAIWB6EgdN16dIToGEQny1od7UFTuQ2zu7aKj0GWKyOoPPT4NksL5nIHGAhQGzJqKMf3TkRIfKToKEQkyd1le7Ztps9aio1A9yVY74oZO5cRnQViAwoRJVTD71q6QORJGZEjHTlbg3f8ehGvMPQCHU0KCc/idkBROfBaFBShMyLKERIcN1/VpKToKEQnywjtfoxIWxPQZJzoKXYKlVRdY0jpx5ZdALEBhxKyruG14WzhjLKKjEJEgD67cjKieo2ByJImOQhcg61a4RvyCQ1+CsQCFGVWRce/NXA5LZFS7C0/j0x3H4Rx9DwCOiQejuGHTIXHJu3AsQGFGVWS0So7GwK7JoqMQkSCPv7wZiHQhsusQ0VHoRyzpXWBt3Q2yied9icYCFIbMuoo7x3aE3cZvMCIj8vmAxa9sg2PQbVAiY0XHoe/IuhWukRz6ChYsQGHKpMq4a3y26BhEJMimHcewo+A0nCPuFh2FvhM3/E4OfQURFqAwZVIVdM5wonvbeNFRiEiQhcvzYEpsDVtmL9FRDC+ifT9YW3Xl0FcQYQEKY2ZNxb23dEFMJH/jIDKiqhoPnn0nH3HX3gnZHCE6jmGpMQmIGz49IENfx44dw/z58zFw4EBkZWVh0KBBmDVrFrZt29bkr90QBw8eREZGBnbt2hWw12QBCnNmTcX8KTmQuUMikSH947MCHDpZA8eQqaKjGJOsImH8nIDs91NQUIAxY8Zg586dWLBgAdatW4clS5agdevWWLRoUZO/frBwu931uh8LUJhTFRnJ8RGYMqK96ChEJMjc5z+HtU13mFt0EB3FcByDJ0KNdkGSm/6sr4ULF8LlcmHNmjUYMGAAUlNT0bZtW9x1111YunQpAGDjxo0YO3YssrKy0LdvXzz99NPw+Xx1zzFo0CA899xz+NWvfoXs7Gzk5uZiw4YNOHz4MCZNmoTs7GyMHz8e+/fvr3vMU089hbFjx+Lll19G3759kZ2djdmzZ6OysvKc5129evU5eXv27Im1a9cCAHJzcwEAI0aMQEZGBm677ba6+7322msYMmQIOnTogOHDh+ONN96o+9jZK0fr1q3DhAkTkJWVhQ8++KBeny8WIAMwayquyWmOnKwE0VGISICSM9V47d/74Rr5C0gq56AEiiW9MyKzcyEHYOJzSUkJNmzYgClTpkA5z8GqdrsdR48exbRp09ClSxe8/fbb+O1vf4uVK1fipZdeOue+K1asQE5ODt566y10794ds2fPxrx58zBx4kS88cYbUFUVCxcuPOcx+/btw/r167Fs2TI888wzyMvLw+LFi+ud//XXXwcArFq1Cp988gmeeuopAMA777yDp59+GrNnz8a6detw11134ZFHHvlJyXniiScwefJkvPfee+jevXu9XpMFyCDMmop7J3RFgsMqOgoRCbDmHztxukZBzIAJoqMYghIRDdfoewJSfoDa4S+/34/09PQL3mfNmjVISUnBAw88gPT0dAwbNgzTp0/H8uXLz7nfoEGDMH78eLRo0QI///nPUVxcjL59+2LAgAFIT0/HxIkTsWnTpnOuHLndbixatAiZmZno1asXfvOb3+D1119HeXl5vfLHxtZu1xAdHQ2n04no6GgAtVeX7r//fgwePBgpKSkYPnw4JkyYgFdfffWcx0+aNKnuPnFxcfV6TRYgA9FNMhbe0Quayn92IiOatzwP9s7XQEtIEx0lvEky4q//TcDKT33t2bMHnTt3hiR9Pye0S5cuOH78OMrKyupuy8jIqPt/h8MBAGjdunXdbXFxcXC73SgtLa27LSkp6Zzi0blzZ7jdbhQWFl5x3oqKChQUFGDOnDno3Llz3Z+VK1eioKDgnPtmZWVd9vPzyGADkWUZjigz7r4hG39Ys1l0HCIKsMJjZfjn5sMYOPoeHHzul4Dfd+kH0WWLvmocNGcqJCVwb7GpqamQJAl79uxBu3btGvRcqvp97rNl6Ye3nfXDK0CXIkkS/H7/Obd5PJ6LPqaiogIA8Oijj6J9+3Pnsf44j8Vy+Wdg8lKAweiaipysRFzdI1V0FCIS4OnXv4Jbi0JUzijRUcKSnpSB6N5jAr7bc0xMDHr37o3ly5fD6/X+5OOlpaVIT0/Hli1bzikimzdvRnx8PCIiGrZNwqFDh1BcXFz39y+//BImkwkpKSkAaoe4ioqK6j5+8ODBc646mUy1q+R+WKri4uLgdDpRWFiI5s2bn/MnKanhh/2yABmQWVcxbUwHtEi0i45CRAI8/NKXiOkzHmoMF0Y0JiUyFgk3/lbY0Nf8+fNx7Ngx3HLLLfjwww9RWFiI/Px8PPPMM5gxYwYmTJiAwsJCPPLII9i7dy/ef/99PPfcc5g8eXKDX9tkMmHOnDnIz8/Hxo0bsWjRIowbNw42mw0A0KNHD7z11lvYsmULduzYgQULFtSVHqB2qM1sNuOjjz5CcXExzpw5AwCYOXMmnn32WaxevRr79u1Dfn4+Xn31VaxZs6bBmTkEZlC6ScGDd+RgxuL1qKi6+GVIIgovX+8txhe7i9Fh5CwcfvF+0XHCgqRqSLx5PiSB53y1aNECa9euxdKlS7FgwQIUFxfD6XSiU6dOuP/++5GQkIDnn38eixcvxiuvvIKYmBhMnDgRt99+e4NfOy0tDf3798fUqVNRVlaG3Nxc3HfffXUfnz59OgoKCjB58mTExcVhzpw52L59e93HVVXF3LlzsWTJEjz55JPo1q0bVq1ahZtvvhkWiwUrVqzAY489BpvNhszMTEyd2vB9rST/jwflyDBq3F5s31OEBcs2io5CRAGmqjJeWZCL0+v/jLKt60XHCXmusb+GtVWXoJv4HAhPPfUU/v3vf9ft6RMqOARmYJpJQbs0B8YObCU6ChEFmMfjwx//+jXirp4MxRYtOk5Ii+o1Btb0zoYsP6GMBcjgzLqKCddkol1arOgoRBRgn2w9jG+PlCFu+J2io4QsS8tsxPQdH/BJz9RwHAIjAMCZihrMWLQep8qqRUchogCKMKtYNX8Qit7+Iyp254mOE1JMsc2QNGUxZO3yl2CTeLwCRAAAi6Zi4bRe0E1Nf14NEQWPsioPVr63B87rZkLiG3m9SboViRMWQFI57BWqWIAIQO2EyCRnBOZN6cmT44kM5u2P9+D4GS8cV/9MdJTQIMlIGD8Hss0OSebbaKjivxzV0TUFGc1jcO/NXURHIaIAm7tsE2zt+kBPzrj0nQ0udvBE6InpkHmwbEhjAaJzmDUVPbMSMHlE+0vfmYjCxvGSSry9oRCu0fcAATzCIdTYe46APXswJz2HARYg+gmzpmJYrxYY3f/CpwoTUfj587s7UO7TEdP3BtFRgpKtfV/E9r+Z5SdMsADReZl1FbcOzcTALsmioxBRAD34582I6nEdTHEpoqMEFUtaJziv/Tn3+gkjLEB0QbqmYub4Tuic4RQdhYgCZM+h0/joq2O1Q2ES3yIAQE9MR/z197H8hBl+ddNF6ZqK3/6sB1qncKdYIqN48pUt8NkcsHcbKjqKcKbYZkiYsIDDXmGIBYguyaypeHh6byQ5I0RHIaIA8PmAx9ZsQ+yAW6DY40THEUaJiEHi7Q9zo8MwxQJE9WLRVTw2sw9i7fwtiMgINu88jm37TsE54m7RUYSQdSua3f47yOYI7vUTpvivSvUiyxIirCYsuqsPbBaT6DhEFAC/W7kJanxL2Nr1ER0loCRVQ+ItD0KJdEDmlgBhiwWI6k1VZMRGmfHInb2hqfzSIQp3VTU+LH17J+KGTYNsMcYQuKSYkHDTXJjikiGr/GUvnPFdjC6LpipIjo/EXB6ZQWQI/9pUgMKiKsQNnSY6SpOTVA0JExZAb9aKK74MgAWILptuUtC2RSx+fUtXsAMRhb95yz6HJb0rLGkdRUdpMrXDXgugJ7Zk+TEIFiC6ImZNRfe28bh/Yg8obEFEYe1UWQ3+sn4fnCNnQQrDcnB2zo8Wn8byYyAsQHTFzLqK7AwnFkzNgarwS4konL36wS6UVEmIHXir6CiNSjLpSLx1IcuPAfFdixrErKlomxaLh+/sBd2kiI5DRE1o3gt5iOyUCy0xPM4JlExmJN76EDRXC8gmnuxuNCxA1GBmTUXr5Bj8fsZVsOhcMkoUrg6dKMPfNx2qPSZDDu1feCSTGYm3PQTNmcryY1AsQNQodE1Bi0R77T5BZpYgonC1dO021KgRiOo1WnSUKyZpZjS7/WFozhSWHwNjAaJGo5kUJLki8D+z+sFu4w8VonD10ItbEHPVOKgxiaKjXDbZakfSxEdhciRDVvlzyshYgKhRaaqC+Fgb/nTvALhieH4OUTj6Zn8JPs8vgmv0LwGEzipQNToeyVP/AJOjGa/8EAsQNT6TKiPGruOP9wxAi0S76DhE1AQWvZQHKToRkdm5oqPUi5aYjqQpj0OxRUPi8RYEFiBqIoosI8JqwuK7+6J9S4foOETUyDw+4InXvoZj8M+gRESLjnNRlpbZaHbrQ1DMNh5sSnX4lUBNRpIkWHQVD96Rg5ysBNFxiKiRfbrtCHYdKkPctTNFR7mgiI6DEH/9fZA1s+goFGRYgKjJmTUVv76lK4bmNBcdhYga2YLln0NPbgtrRg/RUX4iuu8NiBs6lRsc0nmxAFFA6JqKKaOycMvQTNFRiKgRVVR5sHzdbjivnQFZt4qOU0uSEXftDETnjGL5oQtiAaKAMWsqRvdLx4N35HDDRKIw8u6GfTh62g3H1ZNFR4Fk0pFw4wOIaHcVh73ooliAKKDMuoqs9DgsmT0Qya4I0XGIqJE88PwmWNv2gjmlnbAMapQLyVP/AHNqW5YfuiQWIAo43aTAEWXBE7/sj5ys0NtIjYh+qvh0FdZ+XADn6FmQFFPAX9/SoiOS7/gD1GgXh72oXiS/3+8XHYKMq6rGg/c+3YeV7+6Aj1+JRCHvpQcGQsr/F07+e3XAXjOq1xjE9B3P4kOXhVeASCizpmJYrzQ8OrMPIq2B/62RiBrX/BVfwN5tODRX06/6lFQN8dffh5g+17P80GVjASLhzLqK1inRWHrfIKQnRYmOQ0QNsP9IKT7cehTO0fcAUtO9xahRLiTd8QQsLbM534euCAsQBQWTqiAqQsdjd/VBbrcU0XGIqAGefOVLeC0xsPe4tkme39yiA5Lv+ANMnO9DDcACREFDkiSYNRV3juuIu8d3gqqEziGLRHSu36/eith+N0GNcjbq80bljELCDfdD1q2QZKVRn5uMhZOgKShV1Xhw+EQ5Fr6wESdLq0THIaIr8NAdPZFpPYkjq+Y1+Llkqx2u0ffAnNSGQ17UKFiAKGh5vD5UVnvwuxWfYce+k6LjENFl0lQZf3kwF6f+vgxlX390xc9jSesI15hfQTbpkFQulqDGwQJEQa+6xoOX1n2Ddz7eKzoKEV2mgV2TMWtsWxQ+MxO+itLLe7CsInbw7bBnD+ZcH2p0LEAUEqqqPdh35DQeX/0FTpRUio5DRJfhT7Ougqt8N46v/Z96P8YU2wzxN8yBandANnHIixofCxCFDK/XB7fXhz//7Wu899/94FcuUWiw2zS8+MBAnFj7OCr3fnnJ+0dmD4bj6kmQVA2SzLU61DRYgCjkVFZ7UHC0FI+v/gLHTlaIjkNE9TBuYCvcOjAZhUtmwO8+/8IG2RwB16hfwJzanhOdqcmxAFFIOns16MV3d+D/Pt3Hq0FEIeCFOf1hPrARxX9f9pOPmVt0QPyYeyFpFsic6EwBwAJEIa2q2oOCY2eweFUerwYRBblEhxXP/Lovjr78IKoP7wYASLoVcUOmwpaZw4nOFFAsQBTyzl4NWrXuG/ztk728GkQUxKaNzsKQLBsOPjsL1pad4BxxNySTDtmkiY5GBsMCRGGjstqDQ8fLsHhVHo4Ul4uOQ0QX8PL8QTB7SqFGOjjXh4Th9HoKGxZdRVqSHf/76wEY3a8lJJ6kQRRUJAm4pmcqTLoZUlQCyw8JxStAFJaqqj04dKIMi1bl4UgRrwYRiZYaH4l7J3RBM2cELLoqOg4RCxCFL5/PB7fHh7/8Yyfe/mgPPF5+qRMFmm5ScMvQDAzv3RImVYYs89IsBQcWIAp7ldUeVFZ78Pyb27Dhq8Oi4xAZRpcMF355U2dYzCrMGq/6UHBhASLDqKz24PjJCix9YysPVyVqQokOG+4YnYUOreJYfChosQCR4VTVePDNvpN47s1tOHSiTHQcorARazfjtmFt0bdzEhRZgqpwnQ0FLxYgMiSv1weP14//bDmIl9btwOmyGtGRiEKWzWLCjYPbYHjvFpBlCSZVER2J6JJYgMjQajxe+Hx+vLH+W7z54beodntFRyIKGbpJwah+6bg+tzVkSYKusfhQ6GABIkLtsnm3x4cV736N9ZsK4ON3BdEFKbKEITnNcduwtlAVGWYua6cQxAJE9AOV1R6cLqvG0je2YsvOE6LjEAUVSQL6ZSdh8sgsWHSV+/lQSGMBIjqPqmoP9h0uxTNrt2Lf4VLRcYiE69Y2HtNGZyE60sziQ2GBBYjoAnw+P9weH7bsOo6X38/H/iMsQmQ87dJiMX1MByTGcQdnCi8sQESX4PX54PH4sOfQaax+Lx/b9hSJjkTU5FomRWHKyCy0SY2GblIg8XA9CjMsQET15Pf7UVXjRdGpSqx+/xts3HaEk6UprMiyhJz2CRg/uA2SXRHQVIVHV1DYYgEiugKVVR5UVLvxyj924l95hXB7fKIjEV0xu03D0JzmGNW/FVRFgtVsEh2JqMmxABE1QGW1Bz6fH+s+3Ye/fbwXJWeqRUciqre0ZnaMG9gaOR0SAb8fOo+tIANhASJqBDXfbaD4Rf5x/HX9buwqKBGciOj8ZFlCTlYCbshtgyRXBEyKDIVHVpABsQARNSKfz4catw/HSyrw2ge7sOGrw/B4+S1G4tltGob2ao5R/TjMRQSwABE1mYoqN3w+P/72yV78a1Mhjp2sEB2JDOjsMFevDonwc5iLqA4LEFETq3F74QdwtKgc72/cj4+/PMTDV6lJqYqEnu0TMX5wayQ5OcxFdD4sQEQBVFXtgSxL2HPwFN777wFs3H4EldUe0bEoDKiKhOw2LuR2S0G3dvHw+fwc5iK6CBYgIkEqqtxQFRlffXsCf994AHnfHIfHy+X0VH9nS8+gbino3i4eXq8fVrPKTQuJ6oEFiCgIlFe5ocgSNm4/gn9+VoDte4q4ySKdF0sPUeNgASIKIj6fH1U1tXsLfbj5IP61qRDfHjwlOhYJpioSOrV2Ird7KksPUSNhASIKUl6vDzUeHyqqPFifV4C8b45hV0EJl9UbRF3p6ZaC7u0T4PX5YdFUHk1B1EhYgIhCgMfjQ7XbC5MqY8/BU9i4/Qi27i7C3sOnwe/g8GG3aejYKg69OySie7sEeP0sPURNhQWIKATVuL3weH2QJAnf7CvGxu1HsXX3CRwuKhcdjS6DRVeRle5A10wXumbGwxFlhtvjg0Xn8BZRU2MBIgoDVTW1S+ndbh+27j6Bz3ccxdbdRThZWiU4Gf2QRVeR0TwG2W2c6NEuAQkOG2rcXlh0XuUhCjQWIKIwdHaJfWl5Db7IP4a8b45j254ilFe6RUczFGeDqwQUAAADu0lEQVS0BW3TYtExPQ4dWzvhjLGgusYLs65AkbkxIZFILEBEYc7n86Oy2gPNpOBMRQ0KjpYi/0AJ9h0+jQNHzuBIURmX3DcCq1lFsisSbVKj0SXDhczmsdA0BV4vh7SIghELEJEBeX3+ul2pTaqMEyWV2Hv4NHYeOIn9R0px4MgZDp9dQKzdjJT4SCS7ItAyKQppzaKQGGeDWVNQXeOFqsjQNUV0TCK6BBYgIqrj9nhR4/ZBVWX4fX4cLirH7sISfFt4CvuPlqLg6BlUVIX/0R2KLCExzoZkVyRS4iPQKjkaqQl2uGIs8PsBj7f2c6SbWHSIQhULEBFdUlWNB16vH7pJQWWNByVnqlF0qhLHistx9GQFTp6uQvHpKhSfrkRxaRWqa7yiI1+QblIQaTMh0qoh0qbBbtUQadUQH2tFq5RoJDkjEBOpo8btg8/vh64pUHmQKFHYYQEiogbxeH21J977AVmSoJlkeH1+VFR5UF7pRml5NUrOVKOktAonS6tRWl6N0ooalFfW7njt9/vh8/vh96Puv+fc5vOfe7vvh/f1Q1Hk2hJjqy0ydpsJdpsOR5QZ0ZE6omw6Im0m2MwmmHUVEgC31wev1w8/AFmqveJjUhWuxCIyEBYgIgoYr88Pt8cL73clBvjux49fAiQ/gNoCcr4a8uM5xGcnFdeWpdrHSJIEkypBVWROOiaii2IBIiIiIsPhwDYREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERkOCxAREREZDgsQERERGQ4LEBERERnO/wPnCIxc7LDiIwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Check the value count of each unique feature value in the dataset\n",
        "for i in df:\n",
        "  display(df[i].value_counts().sort_index())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 919
        },
        "id": "4wxrT2EOi0sx",
        "outputId": "d06cde23-dacc-4ca8-8cf8-169344e5babe"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0    663\n",
              "1    542\n",
              "Name: Gender, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0     51\n",
              "1    278\n",
              "2     68\n",
              "3     81\n",
              "4    353\n",
              "5    374\n",
              "Name: Age, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0    456\n",
              "1    530\n",
              "2    219\n",
              "Name: Education Level, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0    823\n",
              "1    382\n",
              "Name: Institution Type, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0    304\n",
              "1    901\n",
              "Name: IT Student, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0    935\n",
              "1    270\n",
              "Name: Location, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0     201\n",
              "1    1004\n",
              "Name: Load-shedding, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0    242\n",
              "1    878\n",
              "2     85\n",
              "Name: Financial Condition, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0    695\n",
              "1    510\n",
              "Name: Internet Type, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0     19\n",
              "1    411\n",
              "2    775\n",
              "Name: Network Type, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0    154\n",
              "1    840\n",
              "2    211\n",
              "Name: Class Duration, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0    210\n",
              "1    995\n",
              "Name: Self Lms, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0      30\n",
              "1     162\n",
              "2    1013\n",
              "Name: Device, dtype: int64"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "0    100\n",
              "1    480\n",
              "2    625\n",
              "Name: Adaptivity Level, dtype: int64"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Function to change the non-numeric feature values to numeric so we can perform regression on the data\n",
        "def to_numeric(df):\n",
        "    columns = df.columns.values\n",
        "    for column in columns:\n",
        "        text_digit_vals = {}\n",
        "        def convert_to_int(val):\n",
        "            return text_digit_vals[val]\n",
        "\n",
        "        if df[column].dtype != np.int64 and df[column].dtype != np.float64:\n",
        "            column_contents = df[column].values.tolist()\n",
        "            unique_elements = set(column_contents)\n",
        "            x = 0\n",
        "            for unique in unique_elements:\n",
        "                if unique not in text_digit_vals:\n",
        "                    text_digit_vals[unique] = x\n",
        "                    x+=1\n",
        "\n",
        "            df[column] = list(map(convert_to_int, df[column]))\n",
        "\n",
        "    return df"
      ],
      "metadata": {
        "id": "CLnzD6jmc_Eg"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Compare the feature values of the dataset before and after the transform\n",
        "display(df.head(5))\n",
        "df = to_numeric(df)\n",
        "display(df.head(5))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 561
        },
        "id": "gXLHCh_rdDbS",
        "outputId": "6e393ee6-b20a-4d08-e25a-b1011b7c8fab"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  Gender    Age Education Level Institution Type IT Student Location  \\\n",
              "0    Boy  21-25      University   Non Government         No      Yes   \n",
              "1   Girl  21-25      University   Non Government         No      Yes   \n",
              "2   Girl  16-20         College       Government         No      Yes   \n",
              "3   Girl  11-15          School   Non Government         No      Yes   \n",
              "4   Girl  16-20          School   Non Government         No      Yes   \n",
              "\n",
              "  Load-shedding Financial Condition Internet Type Network Type Class Duration  \\\n",
              "0           Low                 Mid          Wifi           4G            3-6   \n",
              "1          High                 Mid   Mobile Data           4G            1-3   \n",
              "2           Low                 Mid          Wifi           4G            1-3   \n",
              "3           Low                 Mid   Mobile Data           4G            1-3   \n",
              "4           Low                Poor   Mobile Data           3G              0   \n",
              "\n",
              "  Self Lms  Device Adaptivity Level  \n",
              "0       No     Tab         Moderate  \n",
              "1      Yes  Mobile         Moderate  \n",
              "2       No  Mobile         Moderate  \n",
              "3       No  Mobile         Moderate  \n",
              "4       No  Mobile              Low  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-cae05292-5530-4352-a80d-25a63bf8fed9\">\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>Gender</th>\n",
              "      <th>Age</th>\n",
              "      <th>Education Level</th>\n",
              "      <th>Institution Type</th>\n",
              "      <th>IT Student</th>\n",
              "      <th>Location</th>\n",
              "      <th>Load-shedding</th>\n",
              "      <th>Financial Condition</th>\n",
              "      <th>Internet Type</th>\n",
              "      <th>Network Type</th>\n",
              "      <th>Class Duration</th>\n",
              "      <th>Self Lms</th>\n",
              "      <th>Device</th>\n",
              "      <th>Adaptivity Level</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Boy</td>\n",
              "      <td>21-25</td>\n",
              "      <td>University</td>\n",
              "      <td>Non Government</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Low</td>\n",
              "      <td>Mid</td>\n",
              "      <td>Wifi</td>\n",
              "      <td>4G</td>\n",
              "      <td>3-6</td>\n",
              "      <td>No</td>\n",
              "      <td>Tab</td>\n",
              "      <td>Moderate</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Girl</td>\n",
              "      <td>21-25</td>\n",
              "      <td>University</td>\n",
              "      <td>Non Government</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
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              "   Gender  Age  Education Level  Institution Type  IT Student  Location  \\\n",
              "0       0    5                0                 0           1         0   \n",
              "1       1    5                0                 0           1         0   \n",
              "2       1    1                2                 1           1         0   \n",
              "3       1    4                1                 0           1         0   \n",
              "4       1    1                1                 0           1         0   \n",
              "\n",
              "   Load-shedding  Financial Condition  Internet Type  Network Type  \\\n",
              "0              1                    1              1             2   \n",
              "1              0                    1              0             2   \n",
              "2              1                    1              1             2   \n",
              "3              1                    1              0             2   \n",
              "4              1                    0              0             1   \n",
              "\n",
              "   Class Duration  Self Lms  Device  Adaptivity Level  \n",
              "0               2         1       0                 2  \n",
              "1               1         0       2                 2  \n",
              "2               1         1       2                 2  \n",
              "3               1         1       2                 2  \n",
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    },
    {
      "cell_type": "code",
      "source": [
        "#Generate a correlation heatmap for the 14 parameters in the dataset\n",
        "corr = df.corr()\n",
        "plt.figure(figsize=(20, 9))\n",
        "k = 14 #number of variables for heatmap\n",
        "cols = corr.nlargest(k, 'Adaptivity Level')['Adaptivity Level'].index\n",
        "cm = np.corrcoef(df[cols].values.T)\n",
        "sns.set(font_scale=1.25)\n",
        "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, \n",
        "                 yticklabels=cols.values, xticklabels=cols.values,cmap=\"Reds\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 665
        },
        "id": "XY6emtqIe1hn",
        "outputId": "7ddb6b24-e817-44a5-a0b7-2ab4e8c4eb15"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x648 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Check to confirm no null values in the dataset\n",
        "df.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lF_5uRtDgS43",
        "outputId": "8e90503a-5367-4528-c98d-ef712d8287e8"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Gender                 0\n",
              "Age                    0\n",
              "Education Level        0\n",
              "Institution Type       0\n",
              "IT Student             0\n",
              "Location               0\n",
              "Load-shedding          0\n",
              "Financial Condition    0\n",
              "Internet Type          0\n",
              "Network Type           0\n",
              "Class Duration         0\n",
              "Self Lms               0\n",
              "Device                 0\n",
              "Adaptivity Level       0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Split the data into train/test partitions, with a 70/30 split\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "x_train, x_test, y_train, y_test = train_test_split(df.drop('Adaptivity Level', axis=1),\n",
        "                                                    df['Adaptivity Level'],\n",
        "                                                    test_size=0.3,\n",
        "                                                    random_state=0)\n",
        "x_train.shape, x_test.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IhXBK9oAoMh5",
        "outputId": "6e08eef0-ea3a-4cb7-e325-46122d83f655"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((843, 13), (362, 13))"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Import the various models we will be trying \n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
        "from sklearn.tree import DecisionTreeClassifier \n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.ensemble import GradientBoostingClassifier\n",
        "from xgboost import XGBClassifier\n",
        "from sklearn.ensemble import ExtraTreesClassifier\n",
        "from sklearn.ensemble import BaggingClassifier\n",
        "from sklearn.ensemble import AdaBoostClassifier\n",
        "\n",
        "#libraries for model evaluation\n",
        "from sklearn.metrics import accuracy_score\n",
        "from sklearn.metrics import plot_confusion_matrix, ConfusionMatrixDisplay, confusion_matrix\n",
        "from sklearn.metrics import classification_report\n",
        "from sklearn.metrics import roc_auc_score, roc_curve\n",
        "\n",
        "lr = LogisticRegression(max_iter=20000,penalty='l2')\n",
        "lda = LinearDiscriminantAnalysis()\n",
        "dt = DecisionTreeClassifier()\n",
        "rf = RandomForestClassifier()\n",
        "bg = BaggingClassifier()\n",
        "gb = GradientBoostingClassifier()\n",
        "ada = AdaBoostClassifier()\n",
        "xgb = XGBClassifier()\n",
        "extr = ExtraTreesClassifier()\n",
        "\n",
        "from sklearn.ensemble import VotingClassifier\n",
        "clf1 = ExtraTreesClassifier()\n",
        "clf2 = RandomForestClassifier()\n",
        "\n",
        "vc = VotingClassifier(estimators=[('ext', clf1),('rf', clf2)], voting='soft')\n",
        "\n",
        "classifiers = [\n",
        "    (\"Logistic Regression\" , lr),\n",
        "    (\"Linear Discriminant Analysis\" , lda),\n",
        "    (\"Decision Tree\" , dt),\n",
        "    (\"Random Forest\", rf),\n",
        "    (\"Bagging\", bg),\n",
        "    (\"Gradient Boosting\", gb),\n",
        "    (\"Ada Boost\", ada),\n",
        "    (\"XGB\", xgb),\n",
        "    (\"Extra Trees\", extr),\n",
        "    (\"Voting Classifier\", vc)\n",
        "]"
      ],
      "metadata": {
        "id": "PVicXnbFqtjd"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Check the train/test accuracy for each model as well as creating a classification report \n",
        "for classifier, func in classifiers:\n",
        "    # Fit clf to the training set\n",
        "    model = func.fit(x_train, y_train)\n",
        "    print('\\033[1m', 10*\"=\", f\"{classifier}\",10*\"=\", \n",
        "          \"\\n\",'\\033[1m' + \"train accuracy:\" + '\\033[0m', model.score(x_train, y_train),\"\\n\", \n",
        "          '\\033[1m' + \"test accuracy:\" + '\\033[0m', model.score(x_test, y_test))\n",
        "    model_pred = func.predict(x_test)\n",
        "    print('\\033[1m' + \"classification report: \" + '\\033[0m', \"\\n\", \n",
        "          classification_report(model_pred, y_test))\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i4idST_wq-XX",
        "outputId": "fc448297-0964-416f-d983-6e48b4bd8c26"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m ========== Logistic Regression ========== \n",
            " \u001b[1mtrain accuracy:\u001b[0m 0.6809015421115066 \n",
            " \u001b[1mtest accuracy:\u001b[0m 0.6657458563535912\n",
            "\u001b[1mclassification report: \u001b[0m \n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.03      0.25      0.06         4\n",
            "           1       0.61      0.71      0.66       126\n",
            "           2       0.82      0.65      0.72       232\n",
            "\n",
            "    accuracy                           0.67       362\n",
            "   macro avg       0.49      0.54      0.48       362\n",
            "weighted avg       0.74      0.67      0.69       362\n",
            "\n",
            "\u001b[1m ========== Linear Discriminant Analysis ========== \n",
            " \u001b[1mtrain accuracy:\u001b[0m 0.6725978647686833 \n",
            " \u001b[1mtest accuracy:\u001b[0m 0.649171270718232\n",
            "\u001b[1mclassification report: \u001b[0m \n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.13      0.57      0.21         7\n",
            "           1       0.53      0.70      0.60       111\n",
            "           2       0.84      0.63      0.72       244\n",
            "\n",
            "    accuracy                           0.65       362\n",
            "   macro avg       0.50      0.63      0.51       362\n",
            "weighted avg       0.73      0.65      0.67       362\n",
            "\n",
            "\u001b[1m ========== Decision Tree ========== \n",
            " \u001b[1mtrain accuracy:\u001b[0m 0.9347568208778173 \n",
            " \u001b[1mtest accuracy:\u001b[0m 0.9060773480662984\n",
            "\u001b[1mclassification report: \u001b[0m \n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.81      0.83      0.82        30\n",
            "           1       0.92      0.92      0.92       148\n",
            "           2       0.91      0.91      0.91       184\n",
            "\n",
            "    accuracy                           0.91       362\n",
            "   macro avg       0.88      0.89      0.88       362\n",
            "weighted avg       0.91      0.91      0.91       362\n",
            "\n",
            "\u001b[1m ========== Random Forest ========== \n",
            " \u001b[1mtrain accuracy:\u001b[0m 0.9347568208778173 \n",
            " \u001b[1mtest accuracy:\u001b[0m 0.914364640883978\n",
            "\u001b[1mclassification report: \u001b[0m \n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.77      0.92      0.84        26\n",
            "           1       0.92      0.91      0.92       149\n",
            "           2       0.93      0.91      0.92       187\n",
            "\n",
            "    accuracy                           0.91       362\n",
            "   macro avg       0.88      0.92      0.89       362\n",
            "weighted avg       0.92      0.91      0.91       362\n",
            "\n",
            "\u001b[1m ========== Bagging ========== \n",
            " \u001b[1mtrain accuracy:\u001b[0m 0.933570581257414 \n",
            " \u001b[1mtest accuracy:\u001b[0m 0.9060773480662984\n",
            "\u001b[1mclassification report: \u001b[0m \n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.81      0.89      0.85        28\n",
            "           1       0.93      0.89      0.91       154\n",
            "           2       0.91      0.92      0.91       180\n",
            "\n",
            "    accuracy                           0.91       362\n",
            "   macro avg       0.88      0.90      0.89       362\n",
            "weighted avg       0.91      0.91      0.91       362\n",
            "\n",
            "\u001b[1m ========== Gradient Boosting ========== \n",
            " \u001b[1mtrain accuracy:\u001b[0m 0.867141162514828 \n",
            " \u001b[1mtest accuracy:\u001b[0m 0.8259668508287292\n",
            "\u001b[1mclassification report: \u001b[0m \n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.55      0.85      0.67        20\n",
            "           1       0.83      0.83      0.83       148\n",
            "           2       0.87      0.82      0.84       194\n",
            "\n",
            "    accuracy                           0.83       362\n",
            "   macro avg       0.75      0.83      0.78       362\n",
            "weighted avg       0.84      0.83      0.83       362\n",
            "\n",
            "\u001b[1m ========== Ada Boost ========== \n",
            " \u001b[1mtrain accuracy:\u001b[0m 0.6915776986951364 \n",
            " \u001b[1mtest accuracy:\u001b[0m 0.6657458563535912\n",
            "\u001b[1mclassification report: \u001b[0m \n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.26      0.73      0.38        11\n",
            "           1       0.57      0.72      0.64       118\n",
            "           2       0.81      0.64      0.71       233\n",
            "\n",
            "    accuracy                           0.67       362\n",
            "   macro avg       0.55      0.69      0.58       362\n",
            "weighted avg       0.72      0.67      0.68       362\n",
            "\n",
            "\u001b[1m ========== XGB ========== \n",
            " \u001b[1mtrain accuracy:\u001b[0m 0.8066429418742586 \n",
            " \u001b[1mtest accuracy:\u001b[0m 0.7707182320441989\n",
            "\u001b[1mclassification report: \u001b[0m \n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.39      0.92      0.55        13\n",
            "           1       0.72      0.80      0.75       133\n",
            "           2       0.88      0.75      0.81       216\n",
            "\n",
            "    accuracy                           0.77       362\n",
            "   macro avg       0.66      0.82      0.70       362\n",
            "weighted avg       0.80      0.77      0.78       362\n",
            "\n",
            "\u001b[1m ========== Extra Trees ========== \n",
            " \u001b[1mtrain accuracy:\u001b[0m 0.9347568208778173 \n",
            " \u001b[1mtest accuracy:\u001b[0m 0.9116022099447514\n",
            "\u001b[1mclassification report: \u001b[0m \n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.81      0.89      0.85        28\n",
            "           1       0.92      0.91      0.91       150\n",
            "           2       0.92      0.92      0.92       184\n",
            "\n",
            "    accuracy                           0.91       362\n",
            "   macro avg       0.88      0.91      0.89       362\n",
            "weighted avg       0.91      0.91      0.91       362\n",
            "\n",
            "\u001b[1m ========== Voting Classifier ========== \n",
            " \u001b[1mtrain accuracy:\u001b[0m 0.9347568208778173 \n",
            " \u001b[1mtest accuracy:\u001b[0m 0.914364640883978\n",
            "\u001b[1mclassification report: \u001b[0m \n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.77      0.92      0.84        26\n",
            "           1       0.92      0.91      0.92       149\n",
            "           2       0.93      0.91      0.92       187\n",
            "\n",
            "    accuracy                           0.91       362\n",
            "   macro avg       0.88      0.92      0.89       362\n",
            "weighted avg       0.92      0.91      0.91       362\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#The most accurate model based on the classification report was trained via the Voting Classifier, so we will save that model\n",
        "import joblib\n",
        "joblib.dump(model, 'AdaptivityClassifier.sav')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MeHcq1V3sWge",
        "outputId": "521d037f-bc7b-403b-9264-179044b84ad8"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['AdaptivityClassifier.sav']"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    }
  ]
}